{ "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": "2026-07-15T16:59:08.410812Z", "iopub.status.busy": "2026-07-15T16:59:08.409504Z", "iopub.status.idle": "2026-07-15T16:59:09.076862Z", "shell.execute_reply": "2026-07-15T16:59:09.070628Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "c7b25084", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T16:59:09.084074Z", "iopub.status.busy": "2026-07-15T16:59:09.083046Z", "iopub.status.idle": "2026-07-15T16:59:10.876765Z", "shell.execute_reply": "2026-07-15T16:59:10.875100Z" } }, "outputs": [], "source": [ "import warnings\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\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": "2026-07-15T16:59:10.879856Z", "iopub.status.busy": "2026-07-15T16:59:10.878848Z", "iopub.status.idle": "2026-07-15T16:59:10.946411Z", "shell.execute_reply": "2026-07-15T16:59:10.945127Z" } }, "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": "2026-07-15T16:59:10.948860Z", "iopub.status.busy": "2026-07-15T16:59:10.948597Z", "iopub.status.idle": "2026-07-15T16:59:11.414739Z", "shell.execute_reply": "2026-07-15T16:59:11.413684Z" } }, "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": "2026-07-15T16:59:11.420866Z", "iopub.status.busy": "2026-07-15T16:59:11.420548Z", "iopub.status.idle": "2026-07-15T16:59:11.855607Z", "shell.execute_reply": "2026-07-15T16:59:11.854946Z" } }, "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": "2026-07-15T16:59:11.861836Z", "iopub.status.busy": "2026-07-15T16:59:11.860502Z", "iopub.status.idle": "2026-07-15T16:59:12.022765Z", "shell.execute_reply": "2026-07-15T16:59:12.021664Z" } }, "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": "2026-07-15T16:59:12.029273Z", "iopub.status.busy": "2026-07-15T16:59:12.029023Z", "iopub.status.idle": "2026-07-15T16:59:12.100723Z", "shell.execute_reply": "2026-07-15T16:59:12.099562Z" } }, "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": "2026-07-15T16:59:12.103213Z", "iopub.status.busy": "2026-07-15T16:59:12.102961Z", "iopub.status.idle": "2026-07-15T16:59:12.389447Z", "shell.execute_reply": "2026-07-15T16:59:12.384983Z" } }, "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: Wed, 15 Jul 2026 AIC 564.871
Time: 16:59:12 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:} & Wed, 15 Jul 2026 & \\textbf{ AIC } & 564.871 \\\\\n", "\\textbf{Time:} & 16:59:12 & \\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: Wed, 15 Jul 2026 AIC 564.871\n", "Time: 16:59:12 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": "2026-07-15T16:59:12.392155Z", "iopub.status.busy": "2026-07-15T16:59:12.391935Z", "iopub.status.idle": "2026-07-15T16:59:12.418070Z", "shell.execute_reply": "2026-07-15T16:59:12.416468Z" } }, "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", " \"hannan_rissanen\": res_hr.params.drop(\"sigma2\").round(4),\n", " \"statespace (MLE)\": res_ss.params.drop(\"sigma2\").round(4),\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": "2026-07-15T16:59:12.421015Z", "iopub.status.busy": "2026-07-15T16:59:12.420738Z", "iopub.status.idle": "2026-07-15T16:59:13.740096Z", "shell.execute_reply": "2026-07-15T16:59:13.739223Z" } }, "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": "2026-07-15T16:59:13.748127Z", "iopub.status.busy": "2026-07-15T16:59:13.747622Z", "iopub.status.idle": "2026-07-15T16:59:13.757071Z", "shell.execute_reply": "2026-07-15T16:59:13.755863Z" } }, "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 5 }