{ "cells": [ { "cell_type": "markdown", "id": "3dd07b01", "metadata": {}, "source": [ "# Demo #\n", "\n", "Below we show a simple process for fitting and projecting a financial time series using `phat`. This example will utilize end-of-day daily prices of Coca-Cola, for which there is data back to 1962. The process is as follows:\n", "\n", "+ download the daily prices of Coca-Cola (ticker: KO). Find the daily returns in percentage terms (i.e. x 100).\n", "+ use the `arch` package to fit a GARCH(1,1) model to the daily returns\n", "+ use the Hill double bootstrap method to estimate the tail index of both tails of the standardized residuals of the GARCH fit.\n", "+ use `phat` custom data class, `DataSplit`, to split the data into training, testing, and validation subsets. *Be careful to scale by 1/10.*\n", "+ use `PhatNet` and `phat`'s custom loss function `PhatLoss` to fit the remaining parameters.\n", "+ use `Garchcaster` to produce 10,000 simulations of a one-year forecast via the same AR-GARCH model." ] }, { "cell_type": "markdown", "id": "0ebb55fc", "metadata": {}, "source": [ "### Download Data ###" ] }, { "cell_type": "code", "execution_count": 4, "id": "ed6f4d1b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 1 of 1 completed\n" ] } ], "source": [ "import yfinance as yf\n", "import arch\n", "\n", "import phat as ph\n", "\n", "ko = yf.download('KO')\n", "ko_ret = ko.Close.pct_change().dropna()*100\n", "ko_ret = ko_ret[-252*10:]" ] }, { "cell_type": "markdown", "id": "3a89eefa", "metadata": {}, "source": [ "### Fit GARCH and Estimate $\\alpha$ in Both Tails ###" ] }, { "cell_type": "code", "execution_count": 5, "id": "ac7f3a9a", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7ef9cbee09eb4c1ca7ad18e9b63f93dc", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mean0.009800
sig0.034620
shape_l0.346772
shape_r0.285840
\n", "" ], "text/plain": [ " \n", "mean 0.009800\n", "sig 0.034620\n", "shape_l 0.346772\n", "shape_r 0.285840" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pnet.predicted_params()" ] }, { "cell_type": "markdown", "id": "6891ba54", "metadata": {}, "source": [ "### Compare Fit with Gaussian and T ###\n", "\n", "Below we compare the fit of the Phat distribution to that of the Gaussian and the Student's T. Note the Student's T fits to $v=4.65$, which is equivalent to $\\xi = 0.22$, which is a thinner tail than found through the Hill Double bootstrap, particularly for the left tail." ] }, { "cell_type": "code", "execution_count": 13, "id": "7e0c5f83", "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import scipy.stats as scist\n", "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(18,6))\n", "mu, sig, l, r = pnet.predicted_params().values.flatten()\n", "phatdist = ph.Phat(mu*10, sig*10, l, r)\n", "\n", "x = np.linspace(-6,6,1000)\n", "counts, bins, _ = ax1.hist(\n", " data.raw.y*10, bins=500, density=True, fc='C1', ec='C1', alpha=.25,\n", " label='AR-GARCH Residuals'\n", ")\n", "ax1.plot(x, phatdist.pdf(x), lw=3, c='C0', label=f'Phat ({mu:.2f},{sig:.2f},{l:.2f},{r:.2f})')\n", "\n", "norm_params = scist.norm.fit(data.raw.y*10)\n", "norm_label = ','.join([f'{p:.2f}' for p in norm_params])\n", "ax1.plot(x, scist.norm(*norm_params).pdf(x), c='C2', lw=3, label=r'$N$' f'({norm_label})')\n", "ax1.set_xlim(-6, 6)\n", "\n", "counts, bins, _ = ax2.hist(\n", " data.raw.y*10, bins=500, density=True, fc='C1', ec='C1', alpha=.25,\n", " label='AR-GARCH Residuals' \n", ")\n", "ax2.plot(x, phatdist.pdf(x), lw=3, c='C0', label=f'Phat ({mu:.2f},{sig:.2f},{l:.2f},{r:.2f})')\n", "\n", "t_params = scist.t.fit(data.raw.y*10)\n", "t_label = ','.join([f'{p:.2f}' for name, p in zip([r'$v$', 'loc', 'scale'], t_params)])\n", "ax2.plot(x, scist.t(*t_params).pdf(x), c='C2', lw=3, label=f'T ({t_label})')\n", "ax2.set_xlim(-6, 6)\n", "\n", "ax1.legend()\n", "ax2.legend()\n", "\n", "plt.suptitle('Comparison of Fit: Phat v Guassian v T')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b2eab47b", "metadata": {}, "source": [ "The Phat distribution is a better fit to the peak of the distribution while both the Gaussian and Student's T are better fits in the shoulders. The devil, of course, is in the tails." ] }, { "cell_type": "code", "execution_count": 14, "id": "8e3b8deb", "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(18,6))\n", "mu, sig, l, r = pnet.predicted_params().values.flatten()\n", "phatdist = ph.Phat(mu*10, sig*10, l, r)\n", "\n", "x = np.linspace(-10,-2,1000)\n", "counts, bins, _ = ax1.hist(\n", " data.raw.y*10, bins=500, density=True, fc='C1', ec='C1', alpha=.25,\n", " label='AR-GARCH Residuals'\n", ")\n", "ax1.plot(x, phatdist.pdf(x), lw=3, c='C0', label=f'Phat ({mu:.2f},{sig:.2f},{l:.2f},{r:.2f})')\n", "\n", "norm_params = scist.norm.fit(data.raw.y*10)\n", "norm_label = ','.join([f'{p:.2f}' for p in norm_params])\n", "t_params = scist.t.fit(data.raw.y*10)\n", "t_label = ','.join([f'{p:.2f}' for name, p in zip([r'$v$', 'loc', 'scale'], t_params)])\n", "\n", "ax1.plot(x, scist.norm(*norm_params).pdf(x), c='C2', lw=3, label=r'$N$' f'({norm_label})')\n", "ax1.plot(x, scist.t(*t_params).pdf(x), c='C5', lw=3, label=f'T ({t_label})')\n", "ax1.set_xlim(-10,-2.5)\n", "ax1.set_ylim(0,.1)\n", "\n", "x = np.linspace(2,10,1000)\n", "counts, bins, _ = ax2.hist(\n", " data.raw.y*10, bins=500, density=True, fc='C1', ec='C1', alpha=.25,\n", " label='AR-GARCH Residuals' \n", ")\n", "ax2.plot(x, phatdist.pdf(x), lw=3, c='C0', label=f'Phat ({mu:.2f},{sig:.2f},{l:.2f},{r:.2f})')\n", "ax2.plot(x, scist.norm(*norm_params).pdf(x), c='C2', lw=3, label=r'$N$' f'({norm_label})')\n", "ax2.plot(x, scist.t(*t_params).pdf(x), c='C5', lw=3, label=f'T ({t_label})')\n", "ax2.set_xlim(2.5,10)\n", "ax2.set_ylim(0,.1)\n", "\n", "ax1.legend()\n", "ax2.legend()\n", "ax1.set_title('Left Tail')\n", "ax2.set_title('Right Tail')\n", "\n", "plt.suptitle('Comparison of Tails: Phat v Guassian v T')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ffe65354", "metadata": {}, "source": [ "Out in the left and right tails we see the Phat distribution is much better at capturing extreme events that have occured in the past 10 years." ] }, { "cell_type": "markdown", "id": "f0759f5b", "metadata": {}, "source": [ "### Generate Garch Forecasts ###\n", "\n", "We can then feed this distribution, along with the results from the AR-GARCH fit, into the `Garchcaster`." ] }, { "cell_type": "code", "execution_count": 15, "id": "bb903826", "metadata": {}, "outputs": [], "source": [ "n = 10000\n", "days = 252\n", "\n", "mu, sig, l, r = pnet.predicted_params().values\n", "phatdist = ph.Phat(mu*10, sig*10, l, r)\n", "fore = ph.Garchcaster(\n", " garch=res,\n", " iters=n,\n", " periods=days,\n", " order=(0,0,1,1),\n", " dist=phatdist\n", ").forecast()" ] }, { "cell_type": "markdown", "id": "87fdfaea", "metadata": {}, "source": [ "Calling the `forecast` method results in 10,000 separate AR-GARCH simulations, each spanning 252 trading days. A `GarchcastResults` container is returned, which includes some plotting methods for convenience.\n", "\n", "We can see the conditional variance of the resulting forecasts." ] }, { "cell_type": "code", "execution_count": 16, "id": "d553fea7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fore.plot('var')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ea30ac7e", "metadata": {}, "source": [ "We can plot individual simulations." ] }, { "cell_type": "code", "execution_count": 17, "id": "ae316f3a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fore.plot('price', p=ko.Close[-1], n=4)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "93da75f5", "metadata": {}, "source": [ "And we can plot a histogram of the final price in each simulation." ] }, { "cell_type": "code", "execution_count": 18, "id": "5fea8e31", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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