{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cointegration Testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_This setup code is required to run in an IPython notebook_" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn\n", "\n", "seaborn.set_style(\"darkgrid\")\n", "plt.rc(\"figure\", figsize=(16, 6))\n", "plt.rc(\"savefig\", dpi=90)\n", "plt.rc(\"font\", family=\"sans-serif\")\n", "plt.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We will look at the spot prices of crude oil measured in Cushing, OK for\n", "West Texas Intermediate Crude, and Brent Crude. The underlying data in this\n", "data set come from the [U.S. Energy Information Administration](https://www.eia.gov/)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from arch.data import crude\n", "\n", "data = crude.load()\n", "log_price = np.log(data)\n", "\n", "ax = log_price.plot()\n", "xl = ax.set_xlim(log_price.index.min(), log_price.index.max())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We can verify these both of these series appear to contains unit roots\n", "using Augmented Dickey-Fuller tests. The p-values are large indicating\n", "that the null cannot be rejected." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Augmented Dickey-Fuller Results
Test Statistic -1.780
P-value 0.391
Lags 1


Trend: Constant
Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)
Null Hypothesis: The process contains a unit root.
Alternative Hypothesis: The process is weakly stationary." ], "text/plain": [ "\n", "\"\"\"\n", " Augmented Dickey-Fuller Results \n", "=====================================\n", "Test Statistic -1.780\n", "P-value 0.391\n", "Lags 1\n", "-------------------------------------\n", "\n", "Trend: Constant\n", "Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)\n", "Null Hypothesis: The process contains a unit root.\n", "Alternative Hypothesis: The process is weakly stationary.\n", "\"\"\"" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from arch.unitroot import ADF\n", "\n", "ADF(log_price.WTI, trend=\"c\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Augmented Dickey-Fuller Results
Test Statistic -1.655
P-value 0.454
Lags 1


Trend: Constant
Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)
Null Hypothesis: The process contains a unit root.
Alternative Hypothesis: The process is weakly stationary." ], "text/plain": [ "\n", "\"\"\"\n", " Augmented Dickey-Fuller Results \n", "=====================================\n", "Test Statistic -1.655\n", "P-value 0.454\n", "Lags 1\n", "-------------------------------------\n", "\n", "Trend: Constant\n", "Critical Values: -3.45 (1%), -2.87 (5%), -2.57 (10%)\n", "Null Hypothesis: The process contains a unit root.\n", "Alternative Hypothesis: The process is weakly stationary.\n", "\"\"\"" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ADF(log_price.Brent, trend=\"c\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The Engle-Granger test is a 2-step test that first estimates a cross-sectional\n", "regression, and then tests the residuals from this regression using an\n", "Augmented Dickey-Fuller distribution with modified critical values. The cross-sectional regression is\n", "\n", "$$ Y_t = X_t \\beta + D_t \\gamma + \\epsilon_t $$\n", "\n", "where $Y_t$ and $X_t$ combine to contain the set of variables being tested for\n", "cointegration and $D_t$ are a set of deterministic regressors that might include\n", "a constant, a time trend, or a quadratic time trend. The trend is specified using\n", "`trend` as\n", "\n", "* `\"n\"`: No trend\n", "* `\"c\"`: Constant\n", "* `\"ct\"`: Constant and time trend\n", "* `\"ctt\"`: Constant, time and quadratic trends\n", "\n", "Here we assume that that cointegrating relationship is exact so that no\n", "deterministics are needed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Engle-Granger Cointegration Test
Test Statistic -3.468
P-value 0.007
ADF Lag length 0
Estimated Root ρ (γ+1) 0.939


Trend: Constant
Critical Values: -2.47 (10%), -2.78 (5%), -3.37 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 1" ], "text/plain": [ "Engle-Granger Cointegration Test\n", "Statistic: -3.4676471998477267\n", "P-value: 0.006860702109284017\n", "Null: No Cointegration, Alternative: Cointegration\n", "ADF Lag length: 0\n", "Trend: c\n", "Estimated Root ρ (γ+1): 0.9386946007157646\n", "Distribution Order: 1\n", "ID: 0x2352eeb6e50" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from arch.unitroot import engle_granger\n", "\n", "eg_test = engle_granger(log_price.WTI, log_price.Brent, trend=\"n\")\n", "eg_test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plot` method can be used to plot the model residual. We see that while this appears to be mean 0, it might have a trend in it." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = eg_test.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated cointegrating vector is exposed through he `cointegrating_vector` property. Here we see it is very close to $[1, -1]$, indicating a simple no-arbitrage relationship." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "WTI 1.000000\n", "Brent -1.000621\n", "dtype: float64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eg_test.cointegrating_vector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can rerun the test with both a constant and a time trend to see how this affects the conclusion. We firmly reject the null of no cointegration even with this alternative assumption." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Engle-Granger Cointegration Test
Test Statistic -5.837
P-value 0.000
ADF Lag length 0
Estimated Root ρ (γ+1) 0.840


Trend: Constant
Critical Values: -3.52 (10%), -3.81 (5%), -4.37 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 1" ], "text/plain": [ "Engle-Granger Cointegration Test\n", "Statistic: -5.83664970914174\n", "P-value: 2.3286206215070878e-05\n", "Null: No Cointegration, Alternative: Cointegration\n", "ADF Lag length: 0\n", "Trend: c\n", "Estimated Root ρ (γ+1): 0.8400729995315473\n", "Distribution Order: 1\n", "ID: 0x235285d7340" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eg_test = engle_granger(log_price.WTI, log_price.Brent, trend=\"ct\")\n", "eg_test" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "WTI 1.000000\n", "Brent -0.931769\n", "const -0.296939\n", "trend 0.000185\n", "dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eg_test.cointegrating_vector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The residuals are clearly mean zero but show evidence of a structural break around the financial crisis of 2008." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = eg_test.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To investigate the changes in the 2008 financial crisis, we can re-run the test on only the pre-crisis period." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Engle-Granger Cointegration Test
Test Statistic -4.962
P-value 0.000
ADF Lag length 0
Estimated Root ρ (γ+1) 0.825


Trend: Constant
Critical Values: -2.48 (10%), -2.79 (5%), -3.38 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 1" ], "text/plain": [ "Engle-Granger Cointegration Test\n", "Statistic: -4.962489476284803\n", "P-value: 2.054007070920808e-05\n", "Null: No Cointegration, Alternative: Cointegration\n", "ADF Lag length: 0\n", "Trend: c\n", "Estimated Root ρ (γ+1): 0.8246009342909095\n", "Distribution Order: 1\n", "ID: 0x2352f312f70" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eg_test = engle_granger(log_price[:\"2008\"].WTI, log_price[:\"2008\"].Brent, trend=\"n\")\n", "eg_test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These residuals look quite a bit better although it is possible the break in the cointegrating vector happened around 2005 when oil prices first surged." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = eg_test.plot()\n", "ax = fig.get_axes()[0]\n", "title = ax.set_title(\"Pre-2009 Cointegration Residual\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Phillips-Ouliaris\n", "\n", "The Phillips-Ouliaris tests consists four distinct tests. Two are similar to the Engle-Granger test, only using a Phillips & Perron-like approach replaces the lags in the ADF test with a long-run variance estimator. The other two use variance-ratio like approaches to test. In both cases the test stabilizes when there is no cointegration and diverges due to singularity of the covariance matrix of the I(1) time series when there is cointegration. \n", "\n", "* $Z_t$ - Like PP using the t-stat of the AR(1) coefficient in an AR(1) of the residual from the cross-sectional regression.\n", "* $Z_\\alpha$ - Like PP using $T(\\alpha-1)$ and a bias term from the same AR(1)\n", "* $P_u$ - A univariate variance ratio test. \n", "* $P_z$ - A multivariate variance ratio test.\n", "\n", "The four test statistics all agree on the crude oil data.\n", "\n", "The $Z_t$ and $Z_\\alpha$ test statistics are both based on the quantity $\\gamma=\\rho-1$ from the regression $y_t = d_t \\Delta + \\rho y_{t-1} + \\epsilon_t$. The null is rejected in favor of the alternative when $\\gamma<0$ so that the test statistic is _below_ its critical value." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Phillips-Ouliaris Zt Cointegration Test
Test Statistic -5.357
P-value 0.000
Kernel Bartlett
Bandwidth 10.185


Trend: Constant
Critical Values: -3.06 (10%), -3.36 (5%), -3.93 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 3" ], "text/plain": [ "\n", "\"\"\"\n", "Phillips-Ouliaris Zt Cointegration Test\n", "=====================================\n", "Test Statistic -5.357\n", "P-value 0.000\n", "Kernel Bartlett\n", "Bandwidth 10.185\n", "-------------------------------------\n", "\n", "Trend: Constant\n", "Critical Values: -3.06 (10%), -3.36 (5%), -3.93 (1%)\n", "Null Hypothesis: No Cointegration\n", "Alternative Hypothesis: Cointegration\n", "Distribution Order: 3\n", "\"\"\"" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from arch.unitroot.cointegration import phillips_ouliaris\n", "\n", "po_zt_test = phillips_ouliaris(\n", " log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Zt\"\n", ")\n", "po_zt_test.summary()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Phillips-Ouliaris Za Cointegration Test
Test Statistic -53.531
P-value 0.000
Kernel Bartlett
Bandwidth 10.185


Trend: Constant
Critical Values: -16.95 (10%), -20.34 (5%), -27.76 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 3" ], "text/plain": [ "\n", "\"\"\"\n", "Phillips-Ouliaris Za Cointegration Test\n", "=====================================\n", "Test Statistic -53.531\n", "P-value 0.000\n", "Kernel Bartlett\n", "Bandwidth 10.185\n", "-------------------------------------\n", "\n", "Trend: Constant\n", "Critical Values: -16.95 (10%), -20.34 (5%), -27.76 (1%)\n", "Null Hypothesis: No Cointegration\n", "Alternative Hypothesis: Cointegration\n", "Distribution Order: 3\n", "\"\"\"" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "po_za_test = phillips_ouliaris(\n", " log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Za\"\n", ")\n", "po_za_test.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The $P_u$ and $P_z$ statistics are variance ratios where under the null the numerator and denominator are balanced and so converge at the same rate. Under the alternative the denominator converges to zero and the statistic diverges, so that rejection of the null occurs when the test statistic is _above_ a critical value." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Phillips-Ouliaris Pu Cointegration Test
Test Statistic 102.868
P-value 0.000
Kernel Bartlett
Bandwidth 14.648


Trend: Constant
Critical Values: 27.01 (10%), 32.93 (5%), 46.01 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 2" ], "text/plain": [ "\n", "\"\"\"\n", "Phillips-Ouliaris Pu Cointegration Test\n", "=====================================\n", "Test Statistic 102.868\n", "P-value 0.000\n", "Kernel Bartlett\n", "Bandwidth 14.648\n", "-------------------------------------\n", "\n", "Trend: Constant\n", "Critical Values: 27.01 (10%), 32.93 (5%), 46.01 (1%)\n", "Null Hypothesis: No Cointegration\n", "Alternative Hypothesis: Cointegration\n", "Distribution Order: 2\n", "\"\"\"" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "po_pu_test = phillips_ouliaris(\n", " log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Pu\"\n", ")\n", "po_pu_test.summary()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Phillips-Ouliaris Pz Cointegration Test
Test Statistic 114.601
P-value 0.000
Kernel Bartlett
Bandwidth 14.648


Trend: Constant
Critical Values: 45.39 (10%), 52.41 (5%), 67.39 (1%)
Null Hypothesis: No Cointegration
Alternative Hypothesis: Cointegration
Distribution Order: 2" ], "text/plain": [ "\n", "\"\"\"\n", "Phillips-Ouliaris Pz Cointegration Test\n", "=====================================\n", "Test Statistic 114.601\n", "P-value 0.000\n", "Kernel Bartlett\n", "Bandwidth 14.648\n", "-------------------------------------\n", "\n", "Trend: Constant\n", "Critical Values: 45.39 (10%), 52.41 (5%), 67.39 (1%)\n", "Null Hypothesis: No Cointegration\n", "Alternative Hypothesis: Cointegration\n", "Distribution Order: 2\n", "\"\"\"" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "po_pz_test = phillips_ouliaris(\n", " log_price.WTI, log_price.Brent, trend=\"c\", test_type=\"Pz\"\n", ")\n", "po_pz_test.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The cointegrating residual is identical to the EG test since the first step is identical." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = po_zt_test.plot()" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }