{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import datetime\n", "from datetime import date\n", "from fbprophet import Prophet\n", "from matplotlib import pyplot as plt\n", "import matplotlib.dates as mdates\n", "import matplotlib.cm as cm\n", "from scipy.signal import savgol_filter" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# choose file\n", "filename = 'data/Daylight_saving_time.csv'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# read in data\n", "filepath = os.path.join(os.path.dirname(os.path.realpath('__file__')), filename)\n", "df = pd.read_csv(filepath)\n", "\n", "# recode zeros as NaN\n", "df = df.replace('0', np.nan)\n", "\n", "# format datestamp column\n", "df.ds = pd.to_datetime(df.ds)\n", "\n", "# log values\n", "df.yOri = df.y\n", "df.y = np.log(df.y)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ds holiday lower_window upper_window\n", "0 2008-03-09 springforward -14 14\n", "1 2009-03-08 springforward -14 14\n", "2 2010-03-14 springforward -14 14\n", "3 2011-03-13 springforward -14 14\n", "4 2012-03-11 springforward -14 14\n", "5 2013-03-10 springforward -14 14\n", "6 2014-03-09 springforward -14 14\n", "7 2015-03-08 springforward -14 14\n", "0 2008-11-02 fallback -14 0\n", "1 2009-11-01 fallback -14 0\n", "2 2010-11-07 fallback -14 0\n", "3 2011-11-06 fallback -14 0\n", "4 2012-11-03 fallback -14 0\n", "5 2013-11-03 fallback -14 0\n", "6 2014-11-02 fallback -14 0\n", "7 2015-11-01 fallback -14 0\n", "0 2010-04-14 news -7 21\n", "1 2010-09-12 news -7 21\n", "2 2011-02-08 news -7 21\n", "3 2011-06-15 news -7 21\n", "4 2011-09-15 news -7 21\n", "5 2011-09-20 news -7 21\n", "6 2012-11-05 news -7 21\n", "7 2013-07-08 news -7 21\n", "8 2014-07-22 news -7 21\n", "9 2015-10-25 news -7 21\n" ] } ], "source": [ "# special events (\"holidays\")\n", "\n", "# clocks move forward\n", "springforward = pd.DataFrame({\n", " 'holiday': 'springforward',\n", " 'ds': pd.to_datetime(['2008-03-09', '2009-03-08',\n", " '2010-03-14', '2011-03-13',\n", " '2012-03-11', '2013-03-10',\n", " '2014-03-09', '2015-03-08']),\n", " 'lower_window': -14,\n", " 'upper_window': 14,\n", "})\n", "\n", "# clocks move backward\n", "fallback = pd.DataFrame({\n", " 'holiday': 'fallback',\n", " 'ds': pd.to_datetime(['2008-11-02', '2009-11-01',\n", " '2010-11-07', '2011-11-06',\n", " '2012-11-03', '2013-11-03',\n", " '2014-11-02', '2015-11-01']),\n", " 'lower_window': -14,\n", " 'upper_window': 0\n", "})\n", "\n", "# dates when major changes to DST were discussed/implemented/dismissed\n", "news = pd.DataFrame({\n", " 'holiday': 'news',\n", " 'ds': pd.to_datetime(['2010-04-14', '2010-09-12',\n", " '2011-02-08', '2011-06-15',\n", " '2011-09-15', '2011-09-20',\n", " '2012-11-05', '2013-07-08',\n", " '2014-07-22', '2015-10-25']),\n", " 'lower_window': -7,\n", " 'upper_window': 21\n", "})\n", "\n", "holidays = pd.concat((springforward, fallback, news))\n", "print holidays" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**List of DST-Related News**\n", "\n", "2010, April 14: Referendum bill submitted to vote on introducing daylight saving to South East Queensland.\n", "\n", "2010, September 12: Israel's scheduled date of return to winter time, which was unusually early due to differences between the Hebrew and solar calendar.\n", "\n", "2011, February 8: Russia declared it would stay in DST all-year long.\n", "\n", "2011, June 15: DST bill was defeated in the Queensland parliament\n", "\n", "2011, September 15: Belarus declared it would stay in DST all-year long.\n", "\n", "2011, September 20: Ukrainian voted to stay in DST all-year long, though later in the year on October 18, this plan was canceled and the country returned to Eastern European Time as scheduled.\n", "\n", "2012, November 5: Israel approved bill to extend IDT (Israel Daylight Time).\n", "\n", "2013, July 8: Israel approved bill to extend IDT even further. The move was controversial as it forced people to pray before sunrise.\n", "\n", "2014, July 22: Russia moved back one hour, reverting to Standard Time.\n", "\n", "2015, October 25: Turkey was due to revert to Standard Time, but the government postponed the change due to impending polls, causing confusion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counting the days... 0\n", "Counting the days... 182\n", "Counting the days... 364\n", "Counting the days... 546\n", "Counting the days... 728\n", "Counting the days... 910\n", "Counting the days... 1092\n", "Counting the days... 1274\n", "Counting the days... 1456\n", "Counting the days... 1638\n", "Counting the days... 1820\n" ] } ], "source": [ "# forecast horizon\n", "H = 365\n", "\n", "# frequency of simulated forecasts\n", "h = H/2\n", "\n", "# tuning and validation: simulated historical forecast\n", "\n", "# for storing forecast results and cutoffdates\n", "results = pd.DataFrame()\n", "cutoff = []\n", "\n", "# run forecast simulations\n", "i = 0\n", "while (len(df)-i > 3*H): \n", "\n", " # define training data\n", " train = df[i:(i+(3*H))] # use 3 periods of data for training\n", "\n", " # fit time series model\n", " m = Prophet(interval_width=0.95,\n", " changepoint_prior_scale=0.01, # default is 0.05, decreasing it makes trend more generalizable\n", " holidays=holidays,\n", " holidays_prior_scale=10, # default is 10, strength of the holiday components\n", " yearly_seasonality=True, # since daylight savings occur annually\n", " weekly_seasonality=True, # people conduct more searches on weekdays\n", " seasonality_prior_scale=10, # default is 10, larger values allow larger seasonal fluctuations\n", " # mcmc_samples=500 # to generate confidence intervals for seasonality and holiday components\n", " )\n", " m.fit(train);\n", " \n", " # future dates for which to make forecasts\n", " future = m.make_future_dataframe(periods=H)\n", " \n", " # make forecast\n", " forecast = m.predict(future)\n", " resultsH = forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail(H)\n", " \n", " # get actual values to compare with predicted values\n", " resultsH = df.merge(resultsH, how='right')\n", " \n", " # sort by increasing date\n", " resultsH = resultsH.sort_values(by='ds')\n", " \n", " # record cutoff dates\n", " cutoffDate = resultsH['ds'].iloc[0]\n", " cutoffDate = cutoffDate.strftime('%Y %b')\n", " cutoff = cutoff + [cutoffDate]\n", " \n", " # compile results\n", " results = pd.concat((results, resultsH))\n", " \n", " print 'Counting the days...', i\n", " i = i + h" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ye/bsoUuXLgC0bNmy1vO//PLLDB061OvY2LFjGTFiBH/+85954YUXDLnOQCVz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\n7Mpy+vRp7rnnHiIiItixYwc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pxd0C3WV8ER8fz+jRo5k5cyYffvgh+/fv5+c//7lPdR07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\nS/Lpf/4xCDXgu+6naKVlcvuYGBg+vO39NguBVlxB3pZtzP3Z/eR9vr1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yra0EBFpJBSgK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\nIKmQI1LDKFEadAI7hOOwFyNMLa8yJ6U1pwSxDJ1e4gciifeFY90Vhhld8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fEKA1MoC62m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# number of simulated forecasts\n", "ns = len(cutoff)\n", "\n", "# color-code each simulation run\n", "colors = cm.rainbow(np.linspace(1, 0, ns))\n", "\n", "# plot simulated forecast results\n", "plt.plot_date(df.ds, df.y, fmt='.', ms=1, c='k', label='')\n", "i = 0\n", "for s in range(ns):\n", " plt.fill_between(results.ds.values[i:(i+H)],\n", " results.yhat_upper[i:(i+H)], results.yhat_lower[i:(i+H)],\n", " facecolor=colors[s], alpha=0.5,\n", " linewidth=0.0,\n", " label=cutoff[s])\n", " i = i + H\n", "# legend showing the start date of each forecast horizon\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.,\n", " title='Forecast Start Date')\n", "plt.savefig('images/time-forecast.png', format='png', bbox_inches='tight', dpi=1000)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PZB/r6jiyZw/bduzgscZG/veBB9gYKdP9BcSVATAKCUacPXs2CxcuZOHChZzR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# prediction error\n", "error = abs(results.yhat - results.y)\n", "error = error.values.reshape(ns,H)\n", "\n", "# average error with respect to forecast horizon\n", "errorMean = np.nanmean(error, axis=0)\n", "\n", "# smooth error trend\n", "errorMeanSmooth = savgol_filter(errorMean, 365, 3)\n", "\n", "# plot error along forecast horizon\n", "plt.xlim([1,H])\n", "plt.plot(range(H), errorMeanSmooth, c='k', lw=2)\n", "plt.plot(range(H), errorMean, c='r', alpha=0.5)\n", "plt.xlabel('Forecast Horizon (days)')\n", "plt.ylabel('Mean Absolute Prediction Error')\n", "plt.savefig('images/time-error.png', format='png', bbox_inches='tight', dpi=1000)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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PEERE4xnfpYmIiGgQs1bBtaWpuLY0Fd2+IN4+2YZXD7tRUd2KW/53L1TSPizJ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gu78S8f9TZy9PbomUSBvbhENGIY6KVZQ3cIXoe533LyyeI9enoh1fz7iPdU5EOrZvIQHCU+Nylp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\nb7/9xsiRI3nkkUeYO3dutXnmzp3L3XffTXBw8K3uvviDSqXikUce4fPPP6+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PEERE4xnfpYmIiGgQs1bBtaWpuLY0Fd2+IN4+2YZXD7tRUd2KW/53L1TSPizJ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gu78S8f9TZy9PbomUSBvbhENGIY6KVZQ3cIXoe533LyyeI9enoh1fz7iPdU5EOrZvIQHCU+Nylp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\nb7/9xsiRI3nkkUeYO3dutXnmzp3L3XffTXBw8K3uvviDSqXikUce4fPPP6+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# component plots\n", "m.plot_components(forecast)\n", "compPlot = m.plot_components(forecast)\n", "compPlot.savefig('images/time-components.png', format='png', bbox_inches='tight', dpi=1000)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counting the days... 0\n", "Counting the days... 182\n", "Counting the days... 364\n", "Counting the days... 546\n", "Counting the days... 728\n", "Counting the days... 910\n", "Counting the days... 1092\n", "Counting the days... 1274\n", "Counting the days... 1456\n", "Counting the days... 1638\n", "Counting the days... 1820\n" ] } ], "source": [ "# tuning and validation: simulated historical forecast\n", "\n", "# for storing forecast results and cutoffdates\n", "results2 = pd.DataFrame()\n", "cutoff = []\n", "\n", "# run forecast simulations\n", "i = 0\n", "while (len(df)-i > 3*H): \n", "\n", " # define training data\n", " train = df[i:(i+(3*H))] # use 3 periods of data for training\n", "\n", " # fit time series model\n", " m = Prophet(interval_width=0.95,\n", " changepoint_prior_scale=10, # default is 0.05, decreasing it makes trend more generalizable\n", " holidays=holidays,\n", " holidays_prior_scale=10, # default is 10, strength of the holiday components\n", " yearly_seasonality=True, # since daylight savings occur annually\n", " weekly_seasonality=True, # people conduct more searches on weekdays\n", " seasonality_prior_scale=10, # default is 10, larger values allow larger seasonal fluctuations\n", " # mcmc_samples=500 # to generate confidence intervals for seasonality and holiday components\n", " )\n", " m.fit(train);\n", " \n", " # future dates for which to make forecasts\n", " future = m.make_future_dataframe(periods=H)\n", " \n", " # make forecast\n", " forecast = m.predict(future)\n", " results2H = forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail(H)\n", " \n", " # get actual values to compare with predicted values\n", " results2H = df.merge(results2H, how='right')\n", " \n", " # sort by increasing date\n", " results2H = results2H.sort_values(by='ds')\n", " \n", " # record cutoff dates\n", " cutoffDate = results2H['ds'].iloc[0]\n", " cutoffDate = cutoffDate.strftime('%Y %b')\n", " cutoff = cutoff + [cutoffDate]\n", " \n", " # compile results\n", " results2 = pd.concat((results2, results2H))\n", " \n", " print 'Counting the days...', i\n", " i = i + h\n", " " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mzZvz9ddfZzpu+/btjBkzho4dO1KuXLkC+2DhThI9BHjQWjvJWrshaZkIjASG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\n9R0BtAJaAw2Bw4EXCzbshMm1/qGZZP95aB+1vzjX/0LgH8A5QDOgLDD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# prediction error\n", "error2 = abs(results2.yhat - results2.y)\n", "error2 = error2.values.reshape(ns,H)\n", "\n", "# average error with respect to forecast horizon\n", "errorMean2 = np.nanmean(error2, axis=0)\n", "\n", "# smooth error trend\n", "errorMeanSmooth2 = savgol_filter(errorMean2, 365, 3)\n", "\n", "# plot error along forecast horizon\n", "plt.xlim([1,H])\n", "plt.plot(range(H), errorMeanSmooth2, c='r', lw=2, label='scale = 10')\n", "plt.plot(range(H), errorMeanSmooth, c='k', lw=2, label='scale = 0.01')\n", "plt.xlabel('Forecast Horizon (days)')\n", "plt.ylabel('Mean Absolute Prediction Error')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.,\n", " title='Change Point Prior')\n", "plt.savefig('images/time-errorCompare.png', format='png', bbox_inches='tight', dpi=1000)\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }