{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stationarity and detrending (ADF/KPSS)\n", "\n", "Stationarity means that the statistical properties of a time series i.e. mean, variance and covariance do not change over time. Many statistical models require the series to be stationary to make effective and precise predictions.\n", "\n", "Two statistical tests would be used to check the stationarity of a time series – Augmented Dickey Fuller (“ADF”) test and Kwiatkowski-Phillips-Schmidt-Shin (“KPSS”) test. A method to convert a non-stationary time series into stationary series shall also be used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first cell imports standard packages and sets plots to appear inline." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:47.585973Z", "iopub.status.busy": "2025-12-05T18:07:47.585738Z", "iopub.status.idle": "2025-12-05T18:07:51.474169Z", "shell.execute_reply": "2025-12-05T18:07:51.473420Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sunspots dataset is used. It contains yearly (1700-2008) data on sunspots from the National Geophysical Data Center." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:51.481149Z", "iopub.status.busy": "2025-12-05T18:07:51.480763Z", "iopub.status.idle": "2025-12-05T18:07:51.491890Z", "shell.execute_reply": "2025-12-05T18:07:51.488931Z" } }, "outputs": [], "source": [ "sunspots = sm.datasets.sunspots.load_pandas().data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some preprocessing is carried out on the data. The \"YEAR\" column is used in creating index." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:51.494515Z", "iopub.status.busy": "2025-12-05T18:07:51.494252Z", "iopub.status.idle": "2025-12-05T18:07:51.510240Z", "shell.execute_reply": "2025-12-05T18:07:51.508246Z" } }, "outputs": [], "source": [ "sunspots.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1700\", \"2008\"))\n", "del sunspots[\"YEAR\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is plotted now." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:51.512809Z", "iopub.status.busy": "2025-12-05T18:07:51.512563Z", "iopub.status.idle": "2025-12-05T18:07:51.979340Z", "shell.execute_reply": "2025-12-05T18:07:51.978672Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sunspots.plot(figsize=(12, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ADF test\n", "\n", "ADF test is used to determine the presence of unit root in the series, and hence helps in understand if the series is stationary or not. The null and alternate hypothesis of this test are:\n", "\n", "Null Hypothesis: The series has a unit root.\n", "\n", "Alternate Hypothesis: The series has no unit root.\n", "\n", "If the null hypothesis in failed to be rejected, this test may provide evidence that the series is non-stationary.\n", "\n", "A function is created to carry out the ADF test on a time series." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:51.999444Z", "iopub.status.busy": "2025-12-05T18:07:51.998859Z", "iopub.status.idle": "2025-12-05T18:07:52.013271Z", "shell.execute_reply": "2025-12-05T18:07:52.012422Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.stattools import adfuller\n", "\n", "\n", "def adf_test(timeseries):\n", " print(\"Results of Dickey-Fuller Test:\")\n", " dftest = adfuller(timeseries, autolag=\"AIC\")\n", " dfoutput = pd.Series(\n", " dftest[0:4],\n", " index=[\n", " \"Test Statistic\",\n", " \"p-value\",\n", " \"#Lags Used\",\n", " \"Number of Observations Used\",\n", " ],\n", " )\n", " for key, value in dftest[4].items():\n", " dfoutput[\"Critical Value (%s)\" % key] = value\n", " print(dfoutput)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## KPSS test\n", "\n", "KPSS is another test for checking the stationarity of a time series. The null and alternate hypothesis for the KPSS test are opposite that of the ADF test.\n", "\n", "Null Hypothesis: The process is trend stationary.\n", "\n", "Alternate Hypothesis: The series has a unit root (series is not stationary).\n", "\n", "A function is created to carry out the KPSS test on a time series." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:52.016003Z", "iopub.status.busy": "2025-12-05T18:07:52.015776Z", "iopub.status.idle": "2025-12-05T18:07:52.025091Z", "shell.execute_reply": "2025-12-05T18:07:52.024287Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.stattools import kpss\n", "\n", "\n", "def kpss_test(timeseries):\n", " print(\"Results of KPSS Test:\")\n", " kpsstest = kpss(timeseries, regression=\"c\", nlags=\"auto\")\n", " kpss_output = pd.Series(\n", " kpsstest[0:3], index=[\"Test Statistic\", \"p-value\", \"Lags Used\"]\n", " )\n", " for key, value in kpsstest[3].items():\n", " kpss_output[\"Critical Value (%s)\" % key] = value\n", " print(kpss_output)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ADF tests gives the following results – test statistic, p value and the critical value at 1%, 5% , and 10% confidence intervals.\n", "\n", "ADF test is now applied on the data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:52.027952Z", "iopub.status.busy": "2025-12-05T18:07:52.027732Z", "iopub.status.idle": "2025-12-05T18:07:52.064108Z", "shell.execute_reply": "2025-12-05T18:07:52.063279Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of Dickey-Fuller Test:\n", "Test Statistic -2.837781\n", "p-value 0.053076\n", "#Lags Used 8.000000\n", "Number of Observations Used 300.000000\n", "Critical Value (1%) -3.452337\n", "Critical Value (5%) -2.871223\n", "Critical Value (10%) -2.571929\n", "dtype: float64\n" ] } ], "source": [ "adf_test(sunspots[\"SUNACTIVITY\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the significance level of 0.05 and the p-value of ADF test, the null hypothesis can not be rejected. Hence, the series is non-stationary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The KPSS tests gives the following results – test statistic, p value and the critical value at 1%, 5% , and 10% confidence intervals.\n", "\n", "KPSS test is now applied on the data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:52.067330Z", "iopub.status.busy": "2025-12-05T18:07:52.067098Z", "iopub.status.idle": "2025-12-05T18:07:52.082491Z", "shell.execute_reply": "2025-12-05T18:07:52.081399Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of KPSS Test:\n", "Test Statistic 0.669866\n", "p-value 0.016285\n", "Lags Used 7.000000\n", "Critical Value (10%) 0.347000\n", "Critical Value (5%) 0.463000\n", "Critical Value (2.5%) 0.574000\n", "Critical Value (1%) 0.739000\n", "dtype: float64\n" ] } ], "source": [ "kpss_test(sunspots[\"SUNACTIVITY\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the significance level of 0.05 and the p-value of KPSS test, there is evidence for rejecting the null hypothesis in favor of the alternative. Hence, the series is non-stationary as per the KPSS test.\n", "\n", "It is always better to apply both the tests, so that it can be ensured that the series is truly stationary. Possible outcomes of applying these stationary tests are as follows:\n", "\n", "Case 1: Both tests conclude that the series is not stationary - The series is not stationary \n", "Case 2: Both tests conclude that the series is stationary - The series is stationary \n", "Case 3: KPSS indicates stationarity and ADF indicates non-stationarity - The series is trend stationary. Trend needs to be removed to make series strict stationary. The detrended series is checked for stationarity. \n", "Case 4: KPSS indicates non-stationarity and ADF indicates stationarity - The series is difference stationary. Differencing is to be used to make series stationary. The differenced series is checked for stationarity. \n", "\n", "Here, due to the difference in the results from ADF test and KPSS test, it can be inferred that the series is trend stationary and not strict stationary. The series can be detrended by differencing or by model fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detrending by Differencing\n", "\n", "It is one of the simplest methods for detrending a time series. A new series is constructed where the value at the current time step is calculated as the difference between the original observation and the observation at the previous time step.\n", "\n", "Differencing is applied on the data and the result is plotted." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:52.087429Z", "iopub.status.busy": "2025-12-05T18:07:52.086910Z", "iopub.status.idle": "2025-12-05T18:07:52.383408Z", "shell.execute_reply": "2025-12-05T18:07:52.381345Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sunspots[\"SUNACTIVITY_diff\"] = sunspots[\"SUNACTIVITY\"] - sunspots[\"SUNACTIVITY\"].shift(\n", " 1\n", ")\n", "sunspots[\"SUNACTIVITY_diff\"].dropna().plot(figsize=(12, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ADF test is now applied on these detrended values and stationarity is checked." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:52.386239Z", "iopub.status.busy": "2025-12-05T18:07:52.385959Z", "iopub.status.idle": "2025-12-05T18:07:52.404147Z", "shell.execute_reply": "2025-12-05T18:07:52.402727Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of Dickey-Fuller Test:\n", "Test Statistic -1.486166e+01\n", "p-value 1.715552e-27\n", "#Lags Used 7.000000e+00\n", "Number of Observations Used 3.000000e+02\n", "Critical Value (1%) -3.452337e+00\n", "Critical Value (5%) -2.871223e+00\n", "Critical Value (10%) -2.571929e+00\n", "dtype: float64\n" ] } ], "source": [ "adf_test(sunspots[\"SUNACTIVITY_diff\"].dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the p-value of ADF test, there is evidence for rejecting the null hypothesis in favor of the alternative. Hence, the series is strict stationary now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "KPSS test is now applied on these detrended values and stationarity is checked." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-12-05T18:07:52.406510Z", "iopub.status.busy": "2025-12-05T18:07:52.406224Z", "iopub.status.idle": "2025-12-05T18:07:52.416351Z", "shell.execute_reply": "2025-12-05T18:07:52.414983Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of KPSS Test:\n", "Test Statistic 0.021193\n", "p-value 0.100000\n", "Lags Used 0.000000\n", "Critical Value (10%) 0.347000\n", "Critical Value (5%) 0.463000\n", "Critical Value (2.5%) 0.574000\n", "Critical Value (1%) 0.739000\n", "dtype: float64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3676/1512460390.py:6: InterpolationWarning: The test statistic is outside of the range of p-values available in the\n", "look-up table. The actual p-value is greater than the p-value returned.\n", "\n", " kpsstest = kpss(timeseries, regression=\"c\", nlags=\"auto\")\n" ] } ], "source": [ "kpss_test(sunspots[\"SUNACTIVITY_diff\"].dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the p-value of KPSS test, the null hypothesis can not be rejected. Hence, the series is stationary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "Two tests for checking the stationarity of a time series are used, namely ADF test and KPSS test. Detrending is carried out by using differencing. Trend stationary time series is converted into strict stationary time series. Requisite forecasting model can now be applied on a stationary time series data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 4 }