{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmark Problem Series J \n", "\n", "Benchmark notebook to compare implemented methods to the example from Box et al. (2016).\n", "\n", "- Box, G.E.P., Jenkins, G.M., Reinsel G.C., & Greta M. Ljung (2016). Time series\n", " analysis: forecasting and control. Fifth edition. John Wiley & Sons, Inc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "import pastas_plugins.cross_correlation as ppcc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seriesj_data = pd.read_csv(\"data/SeriesJ.csv\", index_col=0, parse_dates=True)\n", "X = seriesj_data.loc[:, \"Coded input gas rate (cu. ft. / min.)\"]\n", "Y = seriesj_data.loc[:, \"Output concentration (% CO2)\"]\n", "\n", "f, ax = plt.subplots(2, 1, sharex=True, figsize=(6.5, 4))\n", "ax[0].plot(X.index, X.values, label=X.name, color=\"k\")\n", "ax[0].legend(loc=(0, 1), frameon=False)\n", "ax[1].plot(Y.index, Y.values, label=Y.name, color=\"k\")\n", "ax[1].legend(loc=(0, 1), frameon=False)\n", "ax[1].set_xlabel(\"t (min)\")\n", "ax[1].xaxis.set_major_locator(mpl.dates.MinuteLocator(interval=5))\n", "ax[1].xaxis.set_major_formatter(mpl.dates.DateFormatter(\"%M\"))\n", "ax[1].set_xlim(X.index[0], X.index[-1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross correlation and autocorrelation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nlags = 25\n", "ccf_xy = ppcc.ccf(Y, X, alpha=0.05, nlags=nlags) # note the order of the arguments\n", "acf_x = ppcc.ccf(X, X, alpha=0.05, nlags=nlags) # acf is ccf with itself\n", "acf_y = ppcc.ccf(Y, Y, alpha=0.05, nlags=nlags) # acf is ccf with itself\n", "\n", "f, ax = plt.subplots(\n", " 3,\n", " 1,\n", " sharex=True,\n", " figsize=(6.5, 5.0),\n", " constrained_layout=True,\n", ")\n", "ppcc.plot_corr(ccf_xy, ax=ax[0])\n", "ax[0].set_ylabel(\"CCF\")\n", "ax[0].set_title(\"Cross-correlation between input and output\")\n", "ppcc.plot_corr(acf_x, ax=ax[1])\n", "ax[1].set_ylabel(\"ACF\")\n", "ax[1].set_title(\"ACF for input\")\n", "ppcc.plot_corr(acf_y, ax=ax[2])\n", "ax[2].set_ylabel(\"ACF\")\n", "ax[2].set_title(\"ACF for output\")\n", "ax[2].set_xlabel(\"Lag\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prewhitening\n", "\n", "Two options are provided for the autoregressive model that is fitted for prewhitening the input series: ARIMA(p, 0, 0) and AR(p) (Autoreg). The ARIMA model is slightly more accurate but much slower for a large number of lags. The difference with the Autoreg model is very small as is shown below." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "p = 4 # order\n", "Xpw_arima, Ypw_arima = ppcc.prewhiten(X, Y, ar=p, arima=True)\n", "Xpw_autoreg, Ypw_autoreg = ppcc.prewhiten(X, Y, ar=p, arima=False)\n", "\n", "ccf_arima = ppcc.ccf(Ypw_arima, Xpw_arima, alpha=0.05, nlags=nlags)\n", "ccf_autoreg = ppcc.ccf(Ypw_autoreg, Xpw_autoreg, alpha=0.05, nlags=nlags)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6.5, 3.0))\n", "ppcc.plot_corr(ccf_arima, ax, dict(color=\"C0\"))\n", "ppcc.plot_corr(ccf_autoreg, ax, dict(color=\"C1\"))\n", "ax.set_title(\"Cross-correlations after prewhitening\")\n", "ax.set_xlabel(\"Lag\")\n", "ax.set_ylabel(\"CCF\")\n", "ax.plot([], [], color=\"C0\", label=\"ARIMA\")\n", "ax.plot([], [], color=\"C1\", label=\"Autoreg\")\n", "ax.legend()\n", "ax.set_ylim(-0.5, 0.15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Impulse response function" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vk_arima = Ypw_arima.std() / Xpw_arima.std() * ccf_arima.iloc[:, 0]\n", "vk_autoreg = Ypw_autoreg.std() / Xpw_autoreg.std() * ccf_autoreg.iloc[:, 0]\n", "\n", "f, ax = plt.subplots(figsize=(6.5, 3.0))\n", "ax.plot(vk_arima.index, vk_arima.values, label=\"ARIMA\")\n", "ax.plot(vk_autoreg.index, vk_autoreg.values, label=\"Autoreg\")\n", "ax.legend()\n", "ax.set_title(\"Impulse response function\")\n", "ax.set_ylabel(\"Scaled CCF\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross-correlation overview plot\n", "\n", "The cross-correlation overview plot allows you to quickly explore the cross-correlation\n", "between two time series. The axes can be passed into the function to directly compare\n", "the prewhitened result to the original time series." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = ppcc.plot_ccf_overview(Y, X, nlags=nlags)\n", "axes = ppcc.plot_ccf_overview(Ypw_arima, Xpw_arima, nlags=nlags, axes=axes)" ] } ], "metadata": { "kernelspec": { "display_name": "boxj-cursus-env-PePQW3nw-py3.10", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }