{
 "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "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": {
 
 
 
 
    }
   },
   "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": {
 
 
 
 
    }
   },
   "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_nnnnnnn/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."
   ]
  }
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