{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Time Series Filters" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:41.418640Z", "iopub.status.busy": "2026-07-27T23:14:41.418389Z", "iopub.status.idle": "2026-07-27T23:14:42.429251Z", "shell.execute_reply": "2026-07-27T23:14:42.428373Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:42.437575Z", "iopub.status.busy": "2026-07-27T23:14:42.437161Z", "iopub.status.idle": "2026-07-27T23:14:44.205082Z", "shell.execute_reply": "2026-07-27T23:14:44.203186Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import statsmodels.api as sm" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.207358Z", "iopub.status.busy": "2026-07-27T23:14:44.207025Z", "iopub.status.idle": "2026-07-27T23:14:44.220455Z", "shell.execute_reply": "2026-07-27T23:14:44.219530Z" } }, "outputs": [], "source": [ "dta = sm.datasets.macrodata.load_pandas().data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.223625Z", "iopub.status.busy": "2026-07-27T23:14:44.223427Z", "iopub.status.idle": "2026-07-27T23:14:44.239981Z", "shell.execute_reply": "2026-07-27T23:14:44.233750Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DatetimeIndex(['1959-03-31', '1959-06-30', '1959-09-30', '1959-12-31',\n", " '1960-03-31', '1960-06-30', '1960-09-30', '1960-12-31',\n", " '1961-03-31', '1961-06-30',\n", " ...\n", " '2007-06-30', '2007-09-30', '2007-12-31', '2008-03-31',\n", " '2008-06-30', '2008-09-30', '2008-12-31', '2009-03-31',\n", " '2009-06-30', '2009-09-30'],\n", " dtype='datetime64[us]', length=203, freq=None)\n" ] } ], "source": [ "index = pd.Index(sm.tsa.datetools.dates_from_range(\"1959Q1\", \"2009Q3\"))\n", "print(index)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.244485Z", "iopub.status.busy": "2026-07-27T23:14:44.244283Z", "iopub.status.idle": "2026-07-27T23:14:44.260797Z", "shell.execute_reply": "2026-07-27T23:14:44.255542Z" } }, "outputs": [], "source": [ "dta.index = index\n", "del dta[\"year\"]\n", "del dta[\"quarter\"]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.268544Z", "iopub.status.busy": "2026-07-27T23:14:44.268338Z", "iopub.status.idle": "2026-07-27T23:14:44.275049Z", "shell.execute_reply": "2026-07-27T23:14:44.272040Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "::\n", " Number of Observations - 203\n", "\n", " Number of Variables - 14\n", "\n", " Variable name definitions::\n", "\n", " year - 1959q1 - 2009q3\n", " quarter - 1-4\n", " realgdp - Real gross domestic product (Bil. of chained 2005 US$,\n", " seasonally adjusted annual rate)\n", " realcons - Real personal consumption expenditures (Bil. of chained\n", " 2005 US$, seasonally adjusted annual rate)\n", " realinv - Real gross private domestic investment (Bil. of chained\n", " 2005 US$, seasonally adjusted annual rate)\n", " realgovt - Real federal consumption expenditures & gross investment\n", " (Bil. of chained 2005 US$, seasonally adjusted annual rate)\n", " realdpi - Real private disposable income (Bil. of chained 2005\n", " US$, seasonally adjusted annual rate)\n", " cpi - End of the quarter consumer price index for all urban\n", " consumers: all items (1982-84 = 100, seasonally adjusted).\n", " m1 - End of the quarter M1 nominal money stock (Seasonally\n", " adjusted)\n", " tbilrate - Quarterly monthly average of the monthly 3-month\n", " treasury bill: secondary market rate\n", " unemp - Seasonally adjusted unemployment rate (%)\n", " pop - End of the quarter total population: all ages incl. armed\n", " forces over seas\n", " infl - Inflation rate (ln(cpi_{t}/cpi_{t-1}) * 400)\n", " realint - Real interest rate (tbilrate - infl)\n", "\n" ] } ], "source": [ "print(sm.datasets.macrodata.NOTE)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.278854Z", "iopub.status.busy": "2026-07-27T23:14:44.276819Z", "iopub.status.idle": "2026-07-27T23:14:44.298762Z", "shell.execute_reply": "2026-07-27T23:14:44.298074Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " realgdp realcons realinv realgovt realdpi cpi m1 \\\n", "1959-03-31 2710.349 1707.4 286.898 470.045 1886.9 28.98 139.7 \n", "1959-06-30 2778.801 1733.7 310.859 481.301 1919.7 29.15 141.7 \n", "1959-09-30 2775.488 1751.8 289.226 491.260 1916.4 29.35 140.5 \n", "1959-12-31 2785.204 1753.7 299.356 484.052 1931.3 29.37 140.0 \n", "1960-03-31 2847.699 1770.5 331.722 462.199 1955.5 29.54 139.6 \n", "1960-06-30 2834.390 1792.9 298.152 460.400 1966.1 29.55 140.2 \n", "1960-09-30 2839.022 1785.8 296.375 474.676 1967.8 29.75 140.9 \n", "1960-12-31 2802.616 1788.2 259.764 476.434 1966.6 29.84 141.1 \n", "1961-03-31 2819.264 1787.7 266.405 475.854 1984.5 29.81 142.1 \n", "1961-06-30 2872.005 1814.3 286.246 480.328 2014.4 29.92 142.9 \n", "\n", " tbilrate unemp pop infl realint \n", "1959-03-31 2.82 5.8 177.146 0.00 0.00 \n", "1959-06-30 3.08 5.1 177.830 2.34 0.74 \n", "1959-09-30 3.82 5.3 178.657 2.74 1.09 \n", "1959-12-31 4.33 5.6 179.386 0.27 4.06 \n", "1960-03-31 3.50 5.2 180.007 2.31 1.19 \n", "1960-06-30 2.68 5.2 180.671 0.14 2.55 \n", "1960-09-30 2.36 5.6 181.528 2.70 -0.34 \n", "1960-12-31 2.29 6.3 182.287 1.21 1.08 \n", "1961-03-31 2.37 6.8 182.992 -0.40 2.77 \n", "1961-06-30 2.29 7.0 183.691 1.47 0.81 \n" ] } ], "source": [ "print(dta.head(10))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.300694Z", "iopub.status.busy": "2026-07-27T23:14:44.300376Z", "iopub.status.idle": "2026-07-27T23:14:44.634679Z", "shell.execute_reply": "2026-07-27T23:14:44.633341Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111)\n", "dta.realgdp.plot(ax=ax)\n", "legend = ax.legend(loc=\"upper left\")\n", "legend.prop.set_size(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hodrick-Prescott Filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Hodrick-Prescott filter separates a time-series $y_t$ into a trend $\\tau_t$ and a cyclical component $\\zeta_t$ \n", "\n", "$$y_t = \\tau_t + \\zeta_t$$\n", "\n", "The components are determined by minimizing the following quadratic loss function\n", "\n", "$$\\min_{\\\\{ \\tau_{t}\\\\} }\\sum_{t}^{T}\\zeta_{t}^{2}+\\lambda\\sum_{t=1}^{T}\\left[\\left(\\tau_{t}-\\tau_{t-1}\\right)-\\left(\\tau_{t-1}-\\tau_{t-2}\\right)\\right]^{2}$$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.638961Z", "iopub.status.busy": "2026-07-27T23:14:44.638735Z", "iopub.status.idle": "2026-07-27T23:14:44.649679Z", "shell.execute_reply": "2026-07-27T23:14:44.648509Z" } }, "outputs": [], "source": [ "gdp_cycle, gdp_trend = sm.tsa.filters.hpfilter(dta.realgdp)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.652259Z", "iopub.status.busy": "2026-07-27T23:14:44.652054Z", "iopub.status.idle": "2026-07-27T23:14:44.663756Z", "shell.execute_reply": "2026-07-27T23:14:44.662849Z" } }, "outputs": [], "source": [ "gdp_decomp = dta[[\"realgdp\"]].copy()\n", "gdp_decomp[\"cycle\"] = gdp_cycle\n", "gdp_decomp[\"trend\"] = gdp_trend" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:44.666109Z", "iopub.status.busy": "2026-07-27T23:14:44.665918Z", "iopub.status.idle": "2026-07-27T23:14:45.234001Z", "shell.execute_reply": "2026-07-27T23:14:45.228924Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111)\n", "gdp_decomp[[\"realgdp\", \"trend\"]][\"2000-03-31\":].plot(ax=ax, fontsize=16)\n", "legend = ax.get_legend()\n", "legend.prop.set_size(20)\n", "_ = ax.set_title(\"Real GDP and the extradted trend using the HP filter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Baxter-King approximate band-pass filter: Inflation and Unemployment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Explore the hypothesis that inflation and unemployment are counter-cyclical." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Baxter-King filter is intended to explicitly deal with the periodicity of the business cycle. By applying their band-pass filter to a series, they produce a new series that does not contain fluctuations at higher or lower than those of the business cycle. Specifically, the BK filter takes the form of a symmetric moving average \n", "\n", "$$y_{t}^{*}=\\sum_{k=-K}^{k=K}a_ky_{t-k}$$\n", "\n", "where $a_{-k}=a_k$ and $\\sum_{k=-k}^{K}a_k=0$ to eliminate any trend in the series and render it stationary if the series is I(1) or I(2).\n", "\n", "For completeness, the filter weights are determined as follows\n", "\n", "$$a_{j} = B_{j}+\\theta\\text{ for }j=0,\\pm1,\\pm2,\\dots,\\pm K$$\n", "\n", "$$B_{0} = \\frac{\\left(\\omega_{2}-\\omega_{1}\\right)}{\\pi}$$\n", "$$B_{j} = \\frac{1}{\\pi j}\\left(\\sin\\left(\\omega_{2}j\\right)-\\sin\\left(\\omega_{1}j\\right)\\right)\\text{ for }j=0,\\pm1,\\pm2,\\dots,\\pm K$$\n", "\n", "where $\\theta$ is a normalizing constant such that the weights sum to zero.\n", "\n", "$$\\theta=\\frac{-\\sum_{j=-K^{K}b_{j}}}{2K+1}$$\n", "\n", "$$\\omega_{1}=\\frac{2\\pi}{P_{H}}$$\n", "\n", "$$\\omega_{2}=\\frac{2\\pi}{P_{L}}$$\n", "\n", "$P_L$ and $P_H$ are the periodicity of the low and high cut-off frequencies. Following Burns and Mitchell's work on US business cycles which suggests cycles last from 1.5 to 8 years, we use $P_L=6$ and $P_H=32$ by default." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:45.238951Z", "iopub.status.busy": "2026-07-27T23:14:45.238655Z", "iopub.status.idle": "2026-07-27T23:14:45.249480Z", "shell.execute_reply": "2026-07-27T23:14:45.248602Z" } }, "outputs": [], "source": [ "bk_cycles = sm.tsa.filters.bkfilter(dta[[\"infl\", \"unemp\"]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We lose K observations on both ends. It is suggested to use K=12 for quarterly data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:45.251794Z", "iopub.status.busy": "2026-07-27T23:14:45.251401Z", "iopub.status.idle": "2026-07-27T23:14:46.062134Z", "shell.execute_reply": "2026-07-27T23:14:46.058216Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 10))\n", "ax = fig.add_subplot(111)\n", "bk_cycles.plot(ax=ax, style=[\"r--\", \"b-\"])\n", "_ = ax.set_title(\"Cycle extracted using Baxter & King's filter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Christiano-Fitzgerald approximate band-pass filter: Inflation and Unemployment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Christiano-Fitzgerald filter is a generalization of BK and can thus also be seen as weighted moving average. However, the CF filter is asymmetric about $t$ as well as using the entire series. The implementation of their filter involves the\n", "calculations of the weights in\n", "\n", "$$y_{t}^{*}=B_{0}y_{t}+B_{1}y_{t+1}+\\dots+B_{T-1-t}y_{T-1}+\\tilde B_{T-t}y_{T}+B_{1}y_{t-1}+\\dots+B_{t-2}y_{2}+\\tilde B_{t-1}y_{1}$$\n", "\n", "for $t=3,4,...,T-2$, where\n", "\n", "$$B_{j} = \\frac{\\sin(jb)-\\sin(ja)}{\\pi j},j\\geq1$$\n", "\n", "$$B_{0} = \\frac{b-a}{\\pi},a=\\frac{2\\pi}{P_{u}},b=\\frac{2\\pi}{P_{L}}$$\n", "\n", "$\\tilde B_{T-t}$ and $\\tilde B_{t-1}$ are linear functions of the $B_{j}$'s, and the values for $t=1,2,T-1,$ and $T$ are also calculated in much the same way. $P_{U}$ and $P_{L}$ are as described above with the same interpretation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CF filter is appropriate for series that may follow a random walk." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:46.064853Z", "iopub.status.busy": "2026-07-27T23:14:46.064417Z", "iopub.status.idle": "2026-07-27T23:14:46.081980Z", "shell.execute_reply": "2026-07-27T23:14:46.078451Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(np.float64(-2.53645846733463), np.float64(0.10685366457233608), 9)\n" ] } ], "source": [ "print(sm.tsa.stattools.adfuller(dta[\"unemp\"])[:3])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:46.085109Z", "iopub.status.busy": "2026-07-27T23:14:46.084135Z", "iopub.status.idle": "2026-07-27T23:14:46.108283Z", "shell.execute_reply": "2026-07-27T23:14:46.107635Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(np.float64(-3.054514496257235), np.float64(0.030107620863486007), 2)\n" ] } ], "source": [ "print(sm.tsa.stattools.adfuller(dta[\"infl\"])[:3])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:46.112952Z", "iopub.status.busy": "2026-07-27T23:14:46.110907Z", "iopub.status.idle": "2026-07-27T23:14:46.150846Z", "shell.execute_reply": "2026-07-27T23:14:46.149423Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " infl_cycle unemp_cycle\n", "1959-03-31 0.237927 -0.216867\n", "1959-06-30 0.770007 -0.343779\n", "1959-09-30 1.177736 -0.511024\n", "1959-12-31 1.256754 -0.686967\n", "1960-03-31 0.972128 -0.770793\n", "1960-06-30 0.491889 -0.640601\n", "1960-09-30 0.070189 -0.249741\n", "1960-12-31 -0.130432 0.301545\n", "1961-03-31 -0.134155 0.788992\n", "1961-06-30 -0.092073 0.985356\n" ] } ], "source": [ "cf_cycles, cf_trend = sm.tsa.filters.cffilter(dta[[\"infl\", \"unemp\"]])\n", "print(cf_cycles.head(10))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:46.153886Z", "iopub.status.busy": "2026-07-27T23:14:46.152768Z", "iopub.status.idle": "2026-07-27T23:14:46.500532Z", "shell.execute_reply": "2026-07-27T23:14:46.499763Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 10))\n", "ax = fig.add_subplot(111)\n", "cf_cycles.plot(ax=ax, style=[\"r--\", \"b-\"])\n", "_ = ax.set_title(\"Cycle extracted using Christiano & Fitzgerald's filter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filtering assumes *a priori* that business cycles exist. Due to this assumption, many macroeconomic models seek to create models that match the shape of impulse response functions rather than replicating properties of filtered series. See VAR notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hamilton Filter\n", "\n", "Hamilton (2018) proposes a new method for estimating the cyclical component of a time series. The Hamilton filter is based on the idea that the cyclical component can be estimated by regressing the series on its own lags and then taking the residuals as the cyclical component. This method does not require any assumptions about the frequency of the cycle or the smoothness of the trend, making it more flexible than traditional filters. The filter takes two inputs, `p`, the number of lags to include in the model and `h`, the number of leads to use for the forecast. The cyclical component is then estimated as the residuals from the regression of the series on its own lags and leads. The underling AR model estimated is\n", "\n", "$$\n", "y_{t+h} = \\alpha_0 + \\alpha_1 y_t + \\alpha_2 y_{t-1} + \\cdots + \\alpha_p y_{t-p+1} + v_{t+h}\n", "$$\n", "\n", "The recommendations are ``h=8, p=4`` for quarterly data and ``h=24, p=12`` for monthly data.\n", "\n", "The Hamilton filter fills the first $p+h-1$ places with `NaN` since there is no data available to estimate the AR in these positions." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:46.504914Z", "iopub.status.busy": "2026-07-27T23:14:46.503299Z", "iopub.status.idle": "2026-07-27T23:14:46.530739Z", "shell.execute_reply": "2026-07-27T23:14:46.529329Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " infl_cycle unemp_cycle\n", "1959-03-31 NaN NaN\n", "1959-06-30 NaN NaN\n", "1959-09-30 NaN NaN\n", "1959-12-31 NaN NaN\n", "1960-03-31 NaN NaN\n", "1960-06-30 NaN NaN\n", "1960-09-30 NaN NaN\n", "1960-12-31 NaN NaN\n", "1961-03-31 NaN NaN\n", "1961-06-30 NaN NaN\n", "1961-09-30 NaN NaN\n", "1961-12-31 -2.171962 0.115371\n", "1962-03-31 -0.549282 0.472548\n" ] } ], "source": [ "h_cycles, h_trend = sm.tsa.filters.hamilton_filter(dta[[\"infl\", \"unemp\"]], h=8, p=4)\n", "print(h_cycles.head(13))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-07-27T23:14:46.535388Z", "iopub.status.busy": "2026-07-27T23:14:46.535148Z", "iopub.status.idle": "2026-07-27T23:14:46.834778Z", "shell.execute_reply": "2026-07-27T23:14:46.833370Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 10))\n", "ax = fig.add_subplot(111)\n", "h_cycles.plot(ax=ax, style=[\"r--\", \"b-\"])\n", "_ = ax.set_title(\"Cycle extracted using Hamilton's filter\")" ] } ], "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": 4 }