{ "cells": [ { "cell_type": "markdown", "id": "00234bdf", "metadata": {}, "source": [ "# ARIMA with Seasonal Differencing Using Alternative Estimators\n", "\n", "The `ARIMA` class supports several parameter estimation methods beyond the\n", "default `statespace` approach: `hannan_rissanen`, `yule_walker`, `burg`, and\n", "`innovations`. These methods are faster and do not require numerical\n", "optimisation, making them useful for quick estimation or as starting-value\n", "generators.\n", "\n", "Previously, all four methods rejected any model with a non-zero seasonal\n", "period — even models whose only seasonal component is differencing (i.e.\n", "`seasonal_order=(0, D, 0, s)` with `D > 0`). This notebook demonstrates that\n", "they now correctly handle seasonal differencing while still raising a clear\n", "error for seasonal AR or MA terms." ] }, { "cell_type": "code", "execution_count": 1, "id": "de47bb93", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:10.008615Z", "iopub.status.busy": "2026-08-27T06:58:10.008417Z", "iopub.status.idle": "2026-08-27T06:58:10.905347Z", "shell.execute_reply": "2026-08-27T06:58:10.903981Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "c7b25084", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:10.907483Z", "iopub.status.busy": "2026-08-27T06:58:10.907172Z", "iopub.status.idle": "2026-08-27T06:58:12.663977Z", "shell.execute_reply": "2026-08-27T06:58:12.663475Z" } }, "outputs": [], "source": [ "import warnings\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "import statsmodels.api as sm\n", "from statsmodels.tsa.arima.model import ARIMA\n", "\n", "plt.rc(\"figure\", figsize=(14, 5))\n", "plt.rc(\"font\", size=12)\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "f46aa299", "metadata": {}, "source": [ "## Data: Mauna Loa Atmospheric CO₂\n", "\n", "We use the classic Keeling Curve dataset, which records monthly mean\n", "atmospheric CO₂ concentrations (in parts per million by volume) measured at\n", "the Mauna Loa Observatory, Hawaii. The series exhibits two clear features:\n", "\n", "- A long-run upward trend driven by fossil-fuel emissions.\n", "- A strong annual seasonal cycle caused by Northern Hemisphere plant growth\n", " (CO₂ is drawn down each summer and rises each winter).\n", "\n", "These features make the CO₂ series a natural candidate for a model with both\n", "regular and seasonal differencing." ] }, { "cell_type": "code", "execution_count": 3, "id": "270fff94", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:12.667211Z", "iopub.status.busy": "2026-08-27T06:58:12.666326Z", "iopub.status.idle": "2026-08-27T06:58:12.778289Z", "shell.execute_reply": "2026-08-27T06:58:12.775919Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "::\n", "\n", " Number of observations: 2225\n", " Number of variables: 2\n", " Variable name definitions:\n", "\n", " date - sample date in YYMMDD format\n", " co2 - CO2 Concentration ppmv\n", "\n", " The data returned by load_pandas contains the dates as the index.\n", "\n" ] } ], "source": [ "co2 = sm.datasets.co2.load_pandas().data\n", "co2 = co2.resample(\"ME\").mean().ffill() # resample to month-end, fill one gap\n", "print(sm.datasets.co2.NOTE)" ] }, { "cell_type": "code", "execution_count": 4, "id": "4003b959", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:12.780329Z", "iopub.status.busy": "2026-08-27T06:58:12.780106Z", "iopub.status.idle": "2026-08-27T06:58:13.514340Z", "shell.execute_reply": "2026-08-27T06:58:13.513613Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "co2.plot(ax=ax, color=\"steelblue\")\n", "ax.set_title(\"Mauna Loa CO₂ Concentration (monthly)\")\n", "ax.set_ylabel(\"CO₂ (ppmv)\")\n", "ax.set_xlabel(\"\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "349dbaf1", "metadata": {}, "source": [ "## Choosing a Model\n", "\n", "A single seasonal difference (D=1, s=12) removes the annual seasonal pattern,\n", "and a single regular difference (d=1) removes the linear trend. After both\n", "differences the series is approximately stationary, so low-order AR and MA\n", "terms are sufficient.\n", "\n", "We use `ARIMA(1, 1, 1)(0, 1, 0, 12)` as the main specification. For\n", "estimators that only support pure-AR models (`yule_walker`, `burg`) we use\n", "`ARIMA(2, 0, 0)(0, 1, 0, 12)` instead." ] }, { "cell_type": "code", "execution_count": 5, "id": "5b5f5fbb", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:13.521662Z", "iopub.status.busy": "2026-08-27T06:58:13.521453Z", "iopub.status.idle": "2026-08-27T06:58:14.242443Z", "shell.execute_reply": "2026-08-27T06:58:14.239651Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "co2_diff = co2.diff().diff(12).dropna()\n", "\n", "fig, ax = plt.subplots()\n", "co2_diff.plot(ax=ax, color=\"steelblue\")\n", "ax.set_title(\"CO₂ after regular + seasonal differencing (Δ¹Δ¹²)\")\n", "ax.set_ylabel(\"CO₂ (ppmv)\")\n", "ax.set_xlabel(\"\")\n", "ax.axhline(0, color=\"black\", linewidth=0.8, linestyle=\"--\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "8c60e102", "metadata": {}, "source": [ "## Fitting with Alternative Estimators\n", "\n", "### Hannan-Rissanen\n", "\n", "`hannan_rissanen` fits ARMA models via a three-step least-squares procedure.\n", "It is fast and closed-form. We pass `seasonal_order=(0, 1, 0, 12)` so the\n", "series is seasonally differenced before estimation." ] }, { "cell_type": "code", "execution_count": 6, "id": "662802bf", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:14.245218Z", "iopub.status.busy": "2026-08-27T06:58:14.244762Z", "iopub.status.idle": "2026-08-27T06:58:14.397420Z", "shell.execute_reply": "2026-08-27T06:58:14.396653Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ar.L1 0.1481\n", "ma.L1 -0.4870\n", "sigma2 0.1796\n", "dtype: float64\n" ] } ], "source": [ "res_hr = ARIMA(co2, order=(1, 1, 1), seasonal_order=(0, 1, 0, 12)).fit(\n", " method=\"hannan_rissanen\"\n", ")\n", "print(res_hr.params.round(4))" ] }, { "cell_type": "markdown", "id": "1591024e", "metadata": {}, "source": [ "### Yule-Walker\n", "\n", "`yule_walker` is limited to pure-AR models but supports seasonal differencing\n", "in the same way." ] }, { "cell_type": "code", "execution_count": 7, "id": "80f125da", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:14.401970Z", "iopub.status.busy": "2026-08-27T06:58:14.401750Z", "iopub.status.idle": "2026-08-27T06:58:14.501272Z", "shell.execute_reply": "2026-08-27T06:58:14.500674Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ar.L1 0.6965\n", "ar.L2 0.2691\n", "sigma2 0.1831\n", "dtype: float64\n" ] } ], "source": [ "res_yw = ARIMA(co2, order=(2, 0, 0), seasonal_order=(0, 1, 0, 12)).fit(\n", " method=\"yule_walker\"\n", ")\n", "print(res_yw.params.round(4))" ] }, { "cell_type": "markdown", "id": "82cbba55", "metadata": {}, "source": [ "### Statespace (reference)\n", "\n", "We also fit the same ARIMA(1,1,1)(0,1,0,12) specification with the default\n", "`statespace` method. This produces full MLE estimates with standard errors,\n", "serving as a numerical reference for the alternative estimators." ] }, { "cell_type": "code", "execution_count": 8, "id": "11ca07eb", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:14.503734Z", "iopub.status.busy": "2026-08-27T06:58:14.503314Z", "iopub.status.idle": "2026-08-27T06:58:15.075742Z", "shell.execute_reply": "2026-08-27T06:58:15.075165Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
SARIMAX Results
Dep. Variable: co2 No. Observations: 526
Model: ARIMA(1, 1, 1)x(0, 1, [], 12) Log Likelihood -279.436
Date: Thu, 27 Aug 2026 AIC 564.871
Time: 06:58:15 BIC 577.592
Sample: 03-31-1958 HQIC 569.857
- 12-31-2001
Covariance Type: opg
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
ar.L1 0.2684 0.101 2.648 0.008 0.070 0.467
ma.L1 -0.6171 0.086 -7.202 0.000 -0.785 -0.449
sigma2 0.1740 0.009 20.213 0.000 0.157 0.191
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (L1) (Q): 0.02 Jarque-Bera (JB): 44.79
Prob(Q): 0.89 Prob(JB): 0.00
Heteroskedasticity (H): 0.58 Skew: -0.15
Prob(H) (two-sided): 0.00 Kurtosis: 4.41


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & co2 & \\textbf{ No. Observations: } & 526 \\\\\n", "\\textbf{Model:} & ARIMA(1, 1, 1)x(0, 1, [], 12) & \\textbf{ Log Likelihood } & -279.436 \\\\\n", "\\textbf{Date:} & Thu, 27 Aug 2026 & \\textbf{ AIC } & 564.871 \\\\\n", "\\textbf{Time:} & 06:58:15 & \\textbf{ BIC } & 577.592 \\\\\n", "\\textbf{Sample:} & 03-31-1958 & \\textbf{ HQIC } & 569.857 \\\\\n", "\\textbf{} & - 12-31-2001 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{ar.L1} & 0.2684 & 0.101 & 2.648 & 0.008 & 0.070 & 0.467 \\\\\n", "\\textbf{ma.L1} & -0.6171 & 0.086 & -7.202 & 0.000 & -0.785 & -0.449 \\\\\n", "\\textbf{sigma2} & 0.1740 & 0.009 & 20.213 & 0.000 & 0.157 & 0.191 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Ljung-Box (L1) (Q):} & 0.02 & \\textbf{ Jarque-Bera (JB): } & 44.79 \\\\\n", "\\textbf{Prob(Q):} & 0.89 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", "\\textbf{Heteroskedasticity (H):} & 0.58 & \\textbf{ Skew: } & -0.15 \\\\\n", "\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 4.41 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{SARIMAX Results}\n", "\\end{center}\n", "\n", "Warnings: \\newline\n", " [1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " SARIMAX Results \n", "=========================================================================================\n", "Dep. Variable: co2 No. Observations: 526\n", "Model: ARIMA(1, 1, 1)x(0, 1, [], 12) Log Likelihood -279.436\n", "Date: Thu, 27 Aug 2026 AIC 564.871\n", "Time: 06:58:15 BIC 577.592\n", "Sample: 03-31-1958 HQIC 569.857\n", " - 12-31-2001 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ar.L1 0.2684 0.101 2.648 0.008 0.070 0.467\n", "ma.L1 -0.6171 0.086 -7.202 0.000 -0.785 -0.449\n", "sigma2 0.1740 0.009 20.213 0.000 0.157 0.191\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.02 Jarque-Bera (JB): 44.79\n", "Prob(Q): 0.89 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.58 Skew: -0.15\n", "Prob(H) (two-sided): 0.00 Kurtosis: 4.41\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_ss = ARIMA(co2, order=(1, 1, 1), seasonal_order=(0, 1, 0, 12)).fit(\n", " method=\"statespace\"\n", ")\n", "res_ss.summary()" ] }, { "cell_type": "markdown", "id": "3a6bfa35", "metadata": {}, "source": [ "## Comparing Parameter Estimates\n", "\n", "The alternative estimators are consistent but not efficient — they trade some\n", "accuracy for speed. The table below compares the AR and MA coefficients\n", "from Hannan-Rissanen against the statespace MLE reference." ] }, { "cell_type": "code", "execution_count": 9, "id": "218f62f2", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:15.079016Z", "iopub.status.busy": "2026-08-27T06:58:15.078683Z", "iopub.status.idle": "2026-08-27T06:58:15.092074Z", "shell.execute_reply": "2026-08-27T06:58:15.091440Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " hannan_rissanen statespace (MLE)\n", "ar.L1 0.1481 0.2684\n", "ma.L1 -0.4870 -0.6171\n" ] } ], "source": [ "comparison = pd.DataFrame(\n", " {\n", " \"hannan_rissanen\": res_hr.params.drop(\"sigma2\").round(4),\n", " \"statespace (MLE)\": res_ss.params.drop(\"sigma2\").round(4),\n", " }\n", ")\n", "print(comparison.to_string())" ] }, { "cell_type": "markdown", "id": "797a6f52", "metadata": {}, "source": [ "## Residual Diagnostics\n", "\n", "A quick look at the Hannan-Rissanen residuals confirms there is no remaining\n", "structure in the series." ] }, { "cell_type": "code", "execution_count": 10, "id": "556dafbe", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:15.094322Z", "iopub.status.busy": "2026-08-27T06:58:15.094064Z", "iopub.status.idle": "2026-08-27T06:58:16.516450Z", "shell.execute_reply": "2026-08-27T06:58:16.515943Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res_hr.plot_diagnostics(figsize=(14, 8))\n", "fig.suptitle(\"Hannan-Rissanen residual diagnostics\", y=1.01)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "812aecaf", "metadata": {}, "source": [ "## What Is Still Not Supported\n", "\n", "Seasonal AR and MA terms (`P > 0` or `Q > 0`) require the full statespace\n", "machinery. The alternative estimators will raise a `ValueError` with a clear\n", "message:" ] }, { "cell_type": "code", "execution_count": 11, "id": "d4bf08b2", "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:58:16.519480Z", "iopub.status.busy": "2026-08-27T06:58:16.518739Z", "iopub.status.idle": "2026-08-27T06:58:16.532663Z", "shell.execute_reply": "2026-08-27T06:58:16.531682Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ValueError : Hannan-Rissanen estimator does not support seasonal AR or MA components.\n" ] } ], "source": [ "try:\n", " ARIMA(co2, order=(1, 0, 0), seasonal_order=(1, 0, 0, 12)).fit(\n", " method=\"hannan_rissanen\"\n", " )\n", "except ValueError as e:\n", " print(type(e).__name__, \":\", e)" ] }, { "cell_type": "markdown", "id": "207a6afb", "metadata": {}, "source": [ "## Summary\n", "\n", "| Estimator | Seasonal diff (D>0) | Seasonal AR/MA (P,Q>0) |\n", "|---|---|---|\n", "| `hannan_rissanen` | ✓ supported | ✗ raises ValueError |\n", "| `yule_walker` | ✓ supported | ✗ raises ValueError |\n", "| `burg` | ✓ supported | ✗ raises ValueError |\n", "| `innovations` | ✓ supported | ✗ raises ValueError |\n", "| `innovations_mle` | ✓ supported | ✓ supported |\n", "| `statespace` | ✓ supported | ✓ supported |\n", "\n", "For full SARIMA models with seasonal AR or MA components, use\n", "`method=\"statespace\"` or `method=\"innovations_mle\"`." ] } ], "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": "3.14.7" } }, "nbformat": 4, "nbformat_minor": 5 }