{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Is Volatility in Fed Sentiment a Useful Signal?\n", "By John Loeber\n", "\n", "Notebook released under the Creative Commons Attribution 4.0 License.\n", "\n", "---\n", "\n", "### Abstract\n", "\n", "We try to measure the volatility in the sentiment of the Federal Reserve Bank, and try to find relationships between this volatility and the volatility of some macro-tracking ETFs.\n", "\n", "### Introduction\n", "\n", "We explore the [Prattle](http://prattle.co/) Central Bank Sentiment Dataset: this dataset contains weekly *sentiment data* from the Federal Reserve Bank. The sentiment data wraps up all publications of the Fed from every week (between about 1998 and 2015) into a single real number representing the general sentiment of the Fed that week.\n", "\n", "We use standard deviation to create a volatility metric for this Fed Sentiment. We then try to find a relationship between the sentiment volatility over time and the volatility over time of the following ETFs:\n", "- SPY\n", "- DIA\n", "- GLD\n", "- TLT\n", "\n", "We chose these ETFs in particular due to a [previous investigation](https://www.quantopian.com/posts/does-federal-reserve-sentiment-predict-prices-of-macro-tracking-etfs), to which this notebook is a follow-up. Though this notebook is a stand-alone, it may be beneficial to also read the previous notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Import libraries we will use\n", "from matplotlib import pyplot\n", "import datetime\n", "import time\n", "from pykalman import KalmanFilter\n", "import numpy\n", "import scipy\n", "import pandas\n", "import math" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# grab the prattle dataset\n", "prattle_data = local_csv('prattle.csv')\n", "# filter to data from the fed only\n", "fed_data = prattle_data[prattle_data.bank=='frc']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# helper functions\n", "\n", "def convert_date(mydate):\n", " # converts string representing date to datetime object\n", " return datetime.datetime.strptime(mydate, \"%Y-%m-%d\")\n", "\n", "# for grabbing dates and prices for a relevant equity\n", "def get_data(etf_name,trading_start,trading_end='2015-07-20'):\n", " # using today as a default arg: assuming most of the ETFs I want to inspect\n", " # are still trading.\n", " stock_data = get_pricing(etf_name,\n", " start_date = trading_start,\n", " end_date = trading_end,\n", " fields = ['close_price'],\n", " frequency = 'daily')\n", " stock_data['date'] = stock_data.index\n", " # drop nans. For whatever reason, nans were causing the kf to return a nan array.\n", " stock_data = stock_data.dropna()\n", " # the dates are just those on which the prices were recorded\n", " dates = stock_data['date']\n", " dates = [convert_date(str(x)[:10]) for x in dates]\n", " prices = stock_data['close_price']\n", " return dates, prices\n", "\n", "# for grabbing the prattle data on which the etf has been trading.\n", "def get_prattle(trading_start,trading_end='2015-07-20'):\n", " # filter down to the relevant time period\n", " data_prattle = fed_data[fed_data.date > trading_start]\n", " data_prattle = data_prattle[trading_end > data_prattle.date]\n", " dates_prattle = data_prattle['date']\n", " dates_prattle = [convert_date(str(x)[:10]) for x in dates_prattle]\n", " scores_prattle = data_prattle['score']\n", " return dates_prattle, scores_prattle" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Initialize a Kalman Filter.\n", "# Using kf to filter does not change the values of kf, so we don't need to ever reinitialize it.\n", "kf = KalmanFilter(transition_matrices = [1],\n", " observation_matrices = [1],\n", " initial_state_mean = 0,\n", " initial_state_covariance = 1,\n", " observation_covariance=1,\n", " transition_covariance=.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difficult question is: how do we construct the volatility metric for the Fed data? We pick an easy and plausible solution: just like we construct [volatility for equities](http://bit.ly/1HVMNhi).\n", "\n", "We pick a particular timespan over which we wish to calculate volatility -- $d$ days -- and compute the standard deviation of the fed sentiment scores in that timespan, then divide by $d$. This lets us create a rolling measure of volatility. But first, let's look at the data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Look at the Fed Data since 1999-01-01.\n", "dates_fed_1999, scores_fed_1999 = get_prattle('1999-01-01')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the data and its Kalman-filtered moving average on it, just to get a feel for it as we move forward." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RkSYkSUJhYSEqKytRWVmJwsJCSJJkdLGIiIhMh0EYdSBJEkpKSlBSUsIGFBGp5nQ60a1b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Rr19fVGXnh2zUFBQfj0009RWlqK2NhYJCYmopDds+RkmjObNwPbtjXb+Xs63JHG05x1mc1dE+pO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\nEy21c63O9Jc/J4VCQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "scores_fed_1999_means, _ = kf.filter(scores_fed_1999.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "# Use a scatterplot instead of a line plot because a line plot would be far too noisy.\n", "ax1.scatter(dates_fed_1999,scores_fed_1999,c='gray',label='Fed Sentiment')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('Fed Sentiment')\n", "pyplot.ylim([-3,3])\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_fed_1999,scores_fed_1999_means, c='red', label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment MA')\n", "pyplot.ylim([-3,3])\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the plot is quite noisy. There is a significant spread about the mean. Remarkably, the least spread appears to be around late 2007/early 2008. Though that's hardly information we can act on, it is historically interesting.\n", "\n", "Anyway, we proceed to calculate rolling volatility. We'll test some different volatility windows. Note that since we only have weekly data, we have to use a somewhat long window anyway, just to get a useful sample size." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def roll_volatility(timeseries,n):\n", " # skip the first n/7 datapoints, since we're looking back over n days.\n", " skip = int(round(n/7)+1)\n", " out = [None]*skip\n", " sk = skip+1\n", " for i in range(sk,len(timeseries)+1):\n", " sub_series = timeseries[i-sk:i]\n", " std = numpy.std(sub_series)\n", " out.append(std)\n", " return out" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fed_vol_1999_90 = roll_volatility(scores_fed_1999,90)\n", "fed_vol_1999_180 = roll_volatility(scores_fed_1999,180)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sWUpLUO1Z0pbhaTNLsWCJpTQ0HGlLTXv8PDkwWP5AGMFQBMWFscwSe5aIMkt8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\nqrKDU7fKH31eT9EZnc7MYtJenzX1Mp0Z8ADZDGM8mZtZsoKlhiI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# let's plot it!\n", "pyplot.plot(dates_fed_1999,fed_vol_1999_90,label='90 Day Window')\n", "pyplot.plot(dates_fed_1999,fed_vol_1999_180,c='black',label='180 Day Window')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should take a moment to think about what the volatility in sentiment actually *means*. A high volatility over some window implies great variance in the weekly sentiments (i.e. a large spread of positive and negative sentiments). Low volatility implies homogeneity in weekly sentiments during that period.\n", "\n", "We single out some periods for comment:\n", "- The period encompassing late 2007/early 2008 has exceptionally low volatility. It follows that sentiment at the fed was quite homogeneous, in light of the overarching economic crisis. (Though, curiously, if we look at the scatterplot from the earlier section, we see that the sentiment at that time was not particularly negative.) \n", "- Another low-volatility period was around late 2013/early 2014. This may be due to the almost overwhelmingly bullish outlook on the economy at the time, which is also reflected in the scatterplot, which shows that the Fed sentiment sustained a significant high for that period." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll try to see whether the sentiment volatility for these windows corresponds to price volatilities of our four ETFs. In the [last notebook](https://www.quantopian.com/posts/does-federal-reserve-sentiment-predict-prices-of-macro-tracking-etfs) we found that SPY and DIA both correspond strongly to Fed sentiment, whereas GLD probably doesn't (i.e. that relationship is obscured by other macroeconomic factors and international trade), and TLT seems to have a weak correspondence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SPY\n", "\n", "With a market cap of \\$177bn, SPY is one of the largest ETFs, tracking the Standard & Poor's 500 Index. Since our pricing dataset starts in 2002, we'll consider SPY's movements since `2002-03-03`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# grab the SPY dataset and Kalman-filter it\n", "dates_spy, prices_spy = get_data('SPY', '2002-03-03')\n", "prices_spy_means, _ = kf.filter(prices_spy.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we calculate some rolling volatilities using different windows for SPY, and plot that. Note: we could've used VIX for this purpose, which tracks the volatility of SPY. It didn't occur to me at the time." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# First, we need some helper functions.\n", "\n", "def add_days(s,x):\n", " \"\"\" takes a date in string format and adds exactly n days to it\"\"\"\n", " end = convert_date(s) + datetime.timedelta(days=x)\n", " return end.strftime('%Y-%m-%d')\n", "\n", "def compute_volatility(opens,closes):\n", " \"\"\" calculates volatility as per \n", " https://en.wikipedia.org/wiki/Volatility_(finance)#Mathematical_definition \"\"\"\n", " # first: calculate the daily logarithmic rate of return\n", " daily_log_returns = [math.log(opens[x]/closes[x]) for x in range(len(opens))]\n", " # then get the standard deviation\n", " sigma_period = numpy.std(daily_log_returns)\n", " # now adjust to time period\n", " volatility = sigma_period / math.sqrt(len(opens))\n", " return volatility\n", "\n", "def get_volatility(stock,n,today):\n", " \"\"\"grabs the volatility over timespan of n days\"\"\"\n", " stock_data = get_pricing(stock, \n", " start_date = add_days(today, -n), \n", " end_date = today,\n", " fields = ['open_price', 'close_price'],\n", " frequency = 'daily')\n", " volatility = compute_volatility(stock_data.open_price, stock_data.close_price)\n", " return volatility\n", " \n", "def etf_rolling_volatility(stock,n,dates,start_date):\n", " out = []\n", " nthday = convert_date(start_date)+ datetime.timedelta(days=n)\n", " for index,day in enumerate(list(dates)):\n", " # skip first n datapoints\n", " if day + datetime.timedelta(days=-1) < nthday:\n", " out.append(None)\n", " else:\n", " # adding days again is kind of an ugly (inefficient) solution\n", " dd = add_days(start_date,index)\n", " vol = get_volatility(stock,n,dd)\n", " out.append(vol)\n", " return out" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "# calculate the rolling volatilities for SPY\n", "spy_vol_90 = etf_rolling_volatility('SPY',90,dates_spy,'2002-03-03')\n", "spy_vol_180 = etf_rolling_volatility('SPY',180,dates_spy,'2002-03-03')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VtttrjRjSq91eS+osDE2SJEl5llyU4YiJQ3P+Wp+bNhbYtpKepLYV5bsASZKk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t74agvxiSnsOXqZlFQjQf7euZzhtq1btwLmBWitUVWV06dPExsby/nz5zEajZhMJj3h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\n81u7dm2u51+3bh1BQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# let's plot it!\n", "pyplot.plot(dates_spy,spy_vol_90,label='90 Day Window')\n", "pyplot.plot(dates_spy,spy_vol_180,c='black',label='180 Day Window')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SPY Volatility')\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see the biggest spikes in volatility in late 2002 and in 2012. This is commensurate with [news at the time](http://www.bloomberg.com/news/articles/2012-07-02/volatility-surging-in-s-p-500-with-volume-lowest-in-decade-1-). \n", "\n", "Now we want to overlay the SPY volatility plot and the Fed sentiment volatility plot. We'll do this separately for each window." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# first: get data for the right time period\n", "dates_fed_2002, scores_fed_2002 = get_prattle('2002-03-03')\n", "\n", "fed_vol_2002_90 = roll_volatility(scores_fed_2002,90)\n", "fed_vol_2002_180 = roll_volatility(scores_fed_2002,180)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JRNqeQpyIpCT/EFdXV5fElohIsqTamLgt+7bw8c6PATiqz1Ehtztt2GkAzDxq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\n8ZdWgLwAAAAASUVORK5CYII=\n", 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KSgqLFi3i9ttv5/vvv6djx46cddZZ5f8QRUREpFabOnUq77/v52u0m25i1qzSr9EAb1gA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HUYeXjdgbnAeCml1032oh3XfK51uetYtm+Z+dr/Tf6/iLh3YAi8qpqqJvPNWhIdO3Zkzx6jpk9O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\nSvBERERERES8hBI8ERERERERL/H/aK03llObRpUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_spy,spy_vol_90, c='green',label='SPY Volatility')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SPY Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_fed_2002, fed_vol_2002_90, c='black', label='Fed Sentiment Volatility')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.title('90 Day Window')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()\n", "\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_spy,spy_vol_180, c='green',label='SPY Volatility')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SPY Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_fed_2002, fed_vol_2002_180, c='black', label='Fed Sentiment Volatility')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.title('180 Day Window')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visually, this is quite messy and it's hard to say if there is a relationship here. Looking at the 180 day window in particular, it looks as though there might be an inverse relationship: when Fed sentiment volatility is high, SPY volatility is low, and vice-versa. We can test this proposition with [Spearman's Rho](https://en.wikipedia.org/wiki/Spearman%27s_rank_correlation_coefficient). " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# First, we've got to reduce SPY from weekly to daily.\n", "# The fed measurement is always taken on a sunday, so matching up the two datasets exactly \n", "# is somewhat laborious. We'll just take every 5th datapoint from SPY so we get one datapoint per week.\n", "\n", "spy_vol_90_weekly = spy_vol_90[::5]\n", "dates_spy_weekly = dates_spy[::5]\n", "\n", "spy_vol_180_weekly = spy_vol_180[::5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check that this reduction worked and did not lose important data (at least not such that it is visually apparent), you may choose to plot this \"reduced\" dataset, similar to how we plotted the overlays above. I did check this, but have chosen to omit the overlaid plots in the interest of space." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0.38238023710651281, 1.309800671281735e-23)\n", "(0.54066701956840457, 1.2270971455379016e-49)\n" ] } ], "source": [ "# Noting that the Fed dataset ends in January 2015, the spy_vol_x_weekly dataset has length 674 and\n", "# the fed_vol_x_02 dataset has length 637. We truncate the spy_vol dataset at the end.\n", "\n", "compare_spy_90 = spy_vol_90_weekly[:637]\n", "compare_spy_180 = spy_vol_180_weekly[:637]\n", "\n", "print scipy.stats.spearmanr(compare_spy_90,fed_vol_2002_90)\n", "print scipy.stats.spearmanr(compare_spy_180,fed_vol_2002_180)\n", "# printouts are in form (correlation coefficient, p-value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, these numerical results show significant positive correlations. It is possible that there's a signal here. Intuitvely, this makes sense: we found in the [previous notebook](https://www.quantopian.com/posts/does-federal-reserve-sentiment-predict-prices-of-macro-tracking-etfs) that SPY and Fed Sentiment correlated very strongly visually. It is reassuring that we now find a significant correlation among their volatilities -- this strengthens our conclusion that SPY and Fed Sentiment share a strong relationship.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIA\n", "\n", "Next, we look at **DIA**, which tracks the Dow Jones Industrial Average. DIA stores about \\$11bn in assets. DIA started trading on `1998-01-20`. Since we have data only from 2002 onwards, we'll start our investigation at `2002-03-03`.\n", "\n", "Before doing anything else, we'll check the correspondence between DIA and SPY." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the DIA dataset.\n", "dates_dia, prices_dia = get_data('DIA', '2002-03-03')\n", "dia_vol_90 = etf_rolling_volatility('DIA',90,dates_dia,'2002-03-03')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vefcZdwct964PGz58ODabzS9QczgcIbfPB+jdu3fQ8rFjxwJw+eWXB5y/VhUF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QAAAg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\nfd6B3jRv0ZxTiafIyMyAANifsp+40LiST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1X/7ylwbLFRcXt0ZzRCTJtclZRkVERESSVTAQHnPMMfTs2ZO8vLwGyxUVFdGhQ4fWbJqI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DC09lCODztOt0rdeL3R6wyqaTSZ7vFTD3YF7WLDBqN7dhl7NH3OXjyLilLkKZons4siRIby8fGx\nmh87dizOzs7pzqdAHvNQFSaIKRcDrwNt4aOWH+Hi5JIk/YxWM3BySP8FGHc3I4C9c/8O96LuERVt\nXOT2yJN5g9Enp4BXwtAdBzYfyMSSCFuQgFBkS0ULGHfS5u+Yz9cHv7YsDw0NZfr06VZ3fTJDbGws\noaGhlC1blgINC0BvY/mYMWO4cuWKJV3Xrl0ByJU7F4E3Ay0B4bJlyzh48GCGlzs7WLhwIQD9+/dP\n8U5rTEwMe/futfpfCQkJkQHSn8DkyZOZOXMmAAcKHcD1A1fKflKWYv7F6PZDNwCK5i1qtc2s1rNo\nXa41AI2+bsS2G9uoUKECd+/epUmTJhl7AP9hBy4aJ2zFC8qQviJnGTRoEJMnT7bMt2/f/rHyqV2s\nNht6bWBJlyWMbTCW33v/zsnXTlIgTwFyO+a2pCuZryTD6wx/7HEr3fMYAeHO8ztx/9CdG2FGT6X5\nXPM9Vn72UrJkSVp2NMZ5jIyKzOTSiCclAaHIlkoXLm1M/A4DZwzkvW3vAfDquFeZMGECfUf2zcTS\nwdSpU7l//z6NGjWi6MtFoRy4T3WnfPfyzD42m2Mnjlmlnx44nYrzK9IvsJ9l2dq1ay3ToaGhbNmy\nhbCwsFT3ffnyZWbPnp3pQXFmiW92GxcXZ7kDm9jJkyepVasWuXLlom7dunz22Wc4OzvTokULQO4S\nPq5NmzYxbdo0ANwbu3OllHHh4+o9686URtQbYTXvntudVd1WUcDVuBr98c6PLXcZ9+zZI3fK0+j6\n7esAFPBIfkBuIbKrIkWK8P777xMREcGRI0do1qzZY+fVpnwb+jzVh1mtZ9GibAsqeFcAsLpD+F6z\n95jbbi55nfM+1j7yuZkDvxjjT0Sk8eiIh1vWukMI0OtVo4Ov+MdbxH+XBIQiWypVqJQxcQtYAV/9\n9RUAf+z+A4Bde3cREBDAgwdG2/yw8DCcSzlTqWklli5dmuJdoLt373Lr1q3HLltISAizZs0CjOaL\nx4KN4O+uusuwDcOY+c9MJhyawMdzPqZLty7QF1RV80mvC+a+eOHLL79k27Zt6LpO6dKladmyJZ06\npX5FctKkSYwZMybdd1fiHzyOi4vj4MGDbN269T9xMh4TE8PTTz/Nq6++SkxMDMHBwZZ1Z86cYdKk\nSbz11lts2rQJpRRbtmzhwAHr5i+tWrWynEScOCFjkaXXjh07aNOmDQCLFi0ionXyJw9NSjXBwyXp\nSY+Hiwc337hJWa+yXAq7RI8ePejYsSMxMTFcv37drmXPLu6E3QHALa9bJpdEiMzh4uJiGT/Q1lqX\na03JfCWpW7wufZ5KfjzhtMqXxzogxNwtQh6XrNfcOz54fRDxIJNLIp6UBIQiWypWrJjV/LVV1+j7\nfl9uHzOeBws7F0bnzp1xdXXlwoUL/Lz1Z6IvRXNy20n69OljdfftYfXr18fb25vp06dz9+7dR6Y7\ncOAAhQoVwmQy4efnh8lkIleuXMyfP5+IiAjGjh1LxeoVk9123al17C6+m+mfT4cyUNqzNF90+MJY\nWQie7/M8QUFBNG3alAoVKljuDO7atSvFIC0mJsbSGceZM2eIiYl5ZNrERowYgYODA66urnz77bfU\nrFmTZs2aMWDAgCzdwc2tW7fw8vJi+/btLFq0iK1btxIbG2u5S9izZ08+/PBD3n//fdq0aUPevHn5\n7bekI9n4+vpSsaJRVx07drR6rlCkLjAwEDCaQPfp14eYuBial2nOuZHnmNh4IlULGSdpipQvMBTJ\nW4Qrd69w+NphatasCcDu3bvtW/hsIv47Im/ex7trIYR4tPZ+7bk4+iK7X9ltPRzFY7DcCbwCBAHn\njNnHee7R3jzdjcdYIh9Ik9H/OgkIRbbUoEEDNm3axNy5cwGIPBbJt28l34lIxYoV6de+n9WyC8EX\nHpl3/B2iCRMm0Lp1a65du8aIESOSdBLz888/c+OG0fY/vmliTEwMb731FgDe3t7cjrAOLJr5NGNO\nmzkArDq+Cm2e0etYZ60zr9Z6lektpwOgu+jJli0yMjLFZqNLly7lzp07lvn79++zePFivvzyS6ve\nWROLjo5OeB8jI/H397esW7x4MQ0bNkxXr50ZZfv27fTt29eqbK1atQLggw8+sOpooHdv4yHO8PBw\nfv31VwDGjx9vWd+gQQMaNWpkmd+yZYs9i57txNdB9x7d+d9v/wMgLDIMH08fprWYRlOfpgCWwPBR\n+j5lNPVedGAR1asb43DpevKfBWFtf+B+QAJCIbI6z7xGkMUl4EtjskCBAjg5Zb0egj3yGsFrVETy\n5w/iv0MCQpEtmUwmWrVqxfDhw3F0dbReWcb81/yda9X23fxowYmryTcLDA8Pt5rftWsXRYsW5Z9/\n/uH111+3LFdKsWjRIqu0VapUsZp38HKg/ffGw+2dtc7se3Ufq19czYh6IyydaFjyM985KeVhNIU9\nVugY42aPA4wutefMmcMrr7wCwNatW5MtO5CkI5rZs2fTv39/Bg0aRJ06ddi0aROXLl2yer7w4bth\nR48a3UsvW7YMMJ65++677x65z+Ts2rWL33//PV3bpNfTTz/N+vXrARg6dKjVunbt2lG/fn0AmjVr\nxrfffotSyuo4Xn75ZW7dusXGjRvp3r07hQsXZtu2bZbyi7S7f/8+AD0CerBwv9GpT80iNS3rZ7aa\nyfx28/Fv45/s9vGa+Rgf0Hl75+FVwguAU6dO2aPI2cpve35j64KtABTwlGcIhcjKLM8QJjJkyJBM\nKEnqvNyN7+GoSAkI/+skIBTZnmNsQkC44fcN0AeYDLz0UMIBMKS98aUbfwL7sPi7R+3bt+ebb76x\nWrdr1y42bdoEGIHjtWvXaNSoEcOHD+fKlSscPXqUzz//HIDixYtzvMBxTtwwAs/fz/5OrWK18HTx\nxGQy8Vuv36hcsLIlbx9PHwCer/g87XzbgROscVzD5TuXCb4dTP8h/bmRy7gb2aVLFyIjkzbfiIyM\ntJQv3tSpUy3TR44coU2bNpQqVYqiRYtiMpk4ePAgvXr1SpLXL7/8Qq9evViwYAFgBIePes8eppSi\nQYMGtGrVKkmAbQshISG89tprVsuGDx/O3r172bZtG3fv3qVw4cL4+/vz2Wef8eOPP1rS9ezZk61b\ntzJz5kwqV65M/vz5KVAg4QS6Vq1aODg44O/vn+S9FI+2fPlyY8Lc74J/a3/mt59vWZ/bKTfD6gxL\ntuv2xMrlL2fpxGHbHSM4/+qrr7J0s+Ws4K/9f1mmR700KhNLIoRIjYtL0u/BxL2kZiXxTUajHmSd\ngDAmLoZfT//Kg5iE5xr/uvAXr61/jfBo259zZBv2HPU+q7z27dunsoKsUo6cZsGCBcrR0VF9/PHH\nSimlvj/yvXp+5fNqnb5OUReFD4qhqJCIEDV50WQFKEDNnTs3SV5NmjRRgGrQoIFSSqnY2Fi1a9cu\nyzaA2rFjh7px44YCVNeuXa22j4uLUydPnlS3b99WNT6voZiCcnrXSf1w/Idky37t7jX1S+Av6l7k\nPcuy2LhY1Xl5Z8UUFFNQ7tPclWmKSTERZcpnUoC6fv16krzq1atnKWMu91xWZV68eLGqUaOGcnZ2\nVgULFrRaF/+qXLmyAlTJkiUteYaHhyuTydjnyy+/nKb6OHLkiCXPFi1aqDt37qiYmJg0bZsWixcv\ntir3kiVLrNYfDz6u1pxck+b8Hv7c1qxZ05J3XFxcmvO5evWqevHFF9XevXsfmebmzZtqxowZavz4\n8erGjRtpzjsrCwwMTKiPt1D/3v73ifK7cf+GcvvATTEF5ZzbWQFq0qRJj5VXTvlO7vFWDwWoYVOH\nZXZRMkxOqducKLvXbVhYWJLf36wqJiZGASqfXz6b5PekdbtWX6tc3nexnB95fuRpmWYKyvdTXxUZ\nE5mWMmR67JLRr0wvQEa8ssqXR1YpR04UHh6eZFlUTJTq83MfNX/PfBX2IEwppdSqw6usvoRjY2Mt\n6a9cuaIKFSqkALV161arvJMLoADVqWsnFRObNNjZG7RXMQXlN9fvsY5nzck1Vl9yllc1Y7/nz59X\nkZEJX3qxsbGWMhV6tpDidRQ9Uc80fUatXr06Sf7Lly+3Oo6NGzeq0Huhau7nc9W2bdus0s6bN08B\nyt3d3bJsyZIl6uOPP1br1q1TVatWVeXKlVMeHh7Jvkf169dXgKpRo4a6evXqY70fifn7+1vy7t69\ne5L18cFE5fmVk62bhz38ud2xY4dVIB0eHq50XVcREREp5hMfSKYUOLdr1y7J+zNo0CAVFRWl9u7d\nq6Kjo1Mtb1ayb9++hGMpiGqwqIFN8h27caxiCsqjR8L/VN++fdWtW7fSXb6M9ODBA7Vo2aJU/1ds\nKS4uTvm86KMANXPRzAzbb2aT39vsK7vXbWRkpNVvwM6dOzO7SClycHVQToWdbJLXk9ZtsudFU1C8\niqI+ijHm+T6otYfWWrb766+/VMeOHdXIkSMlIMzOr6zy5ZFVyiEebeOZjYqe1ifkCxYsUFOmTLH+\ngj6R8AUdGxerek3qpX4I+EGNGjXK+oTeDTVgzQAVFROl1unr1KsBr6qNZzaq/NPzK6agnl327GOX\nddv5bSrfh/lU4ZmF1bPLnlU9f+qpqGVd9osXLyqllKpbt27C8kRfkvci76mgsKBkr5itXbtWNWrU\nSE2bNk1dDbuqvGd4K6agDl09pMp/Wl5V/ayquhB6QSmlLHnfu3dPxcXFPTJAtno1SLrsnXfeeaz3\nIjg4WP3666/q7t276p133rHk17lzZ6WUUjGxMSo2zgjuEx//8eDjqea9b98+FRcXp/YG7VXhUcaF\nhbFjxyYpu4+Pj9UFhMRmz55tSffKK688cl8VK1ZM9r0aMWKEZTogICDZO8BZ0bhx4xKOowNq5bGV\nNsn3buRdxRSUwzsOVu/T1KlT05VPRn8nj/lwjKWsuw7uypB9BgQGKJ429rnmt7TfGf+vk9/b7Cu7\n121cXJzl4nOBAgUyuzipylsyr8IRNWzdk7dAeJK6vR913/ht748qVbmUavJiEzXprUmqesfqysXV\nJcnvqlcVL6WUUgMGDLBaLgFhNn5llS+PrFIO8Wj3o+6rivMqKso+OpBxfslZMQXV8fuOyvdTX0tw\n4TfXT90Ov63mz5+fkL7UI65WmV/nQ87brOy3w28r6lmXdfny5So6Ojrhblyv+lb7n/73dMUUVIV5\nFVRoRGiy+cbFxVltM37zeMu083vOKvhesHJ3d1eAevXVV1X37t2typA3b161aNEi6/exEIphKEzW\n5e3Tp0+yZYiKilK3b99+5LE/88wzClDDhw9XvXr1styxPH36tPrpxE+PfP+/PfStioqJUnFxcep2\n+O1km4Bu3rFZlfQvqZiCGrNhjFJKqb///lt5enom+d+YPn261bZWzSXNr27duj3yOAoWLKhcCpmb\nu4xFUT35/8F6jes9sq6ykm7duhllboViEiogMMBmebdd1lYxBbVl2xbl7e2twGiCnB4Z/Z1cvUN1\nSx0W04qp0NDkP3O2NHvnbEVtY59Hjhyx+/6yCvm9zb5yQt2GhoaqiRMnqs2bN2d2UVJV+5naClCm\nciZ17e61J8rrSer26PWjxl3AtFyQNr9+/PFHBajcuXOrN954Qzk4OOTYgFA6lREikTy58nDitRO4\n33NPdv2bb75JlGY8PL321FpO3z5tWXfq1inyz8jPwEEDCboTBM8D3RK2farwU1Z5zWg5g9KepW1W\ndi9XL6qVrGa1bPrM6Vy8eBEwOsLxec4HABPGOEnjfzeGVgi8GUibZW04fO0wcSrOKo+wSOthLILu\nBlmmo2Kj+P3s73z00UcAfPnll6xatcoq/caNGxk4cCDHjx/n9OnT/Hb6NxgGFAKGQdvP28IEI+2p\noOR7jKxXrx758+dn+PDhya6/dOkSABs2bOC7776jZMmShISEEJkvkudXPZ8k/ch6IwF4Z+s7uE1z\nw+FdB/LPyE/DrxsmOf7dN3dzKczIf8elHQA0atSIkJAQlFLExcXxySefAAk9sAfPPDAAACAASURB\nVB49epQ//viDrl27WvL57LPPAKPTm+SMHj2aGzdu8CDa/CC8O9AOqAZ4A4nGE9+za4+ld9ygsCCu\n3r3KmF/H4PCuAx2+75Bs/pnBMk5nXcDZ+HzZSnH34gBc87pmqf/Y2Fj8/f0JDg622X5sRSnFrWu3\nLPNX9CsUK1eMPXv2UK1aNfLnz0/t2rX59NNPjau1Ntjf0etHGf3NaNhnLEvcQZIQIuvy8PBg2rRp\ntGzZMrOLkqppk6cBoP5VzFg5gzgVx/4r+23yPZYeZ26dgf0J866urnz44Yf06tWLUaNGsX37durV\nq2e1TbduxklajUY1mJFnBnH/s/79z0kkIBQiGZV6VjImWsNTI56i44sdqVChAr0GJPS46erkSgXv\nCoyqZ91rX8GZBSk+uzhUBcy9R7s4uXBoyCH04TrtfduTJ1ceelbtafNyV2tbDSokzB86cIjmzZsD\n8OflP1lxbAUAdYvXtaTRCmg4OTixO2g31RdWJ++0vHyy6xMexDwgKjaKDsutA4xlR4zhJhZ2MIYP\n6Lm6J3mKWZ/ob9y4ES8vozvq+OE2KlWqxF23uwwMGAhg9KJaEDZc2wDm8XZ3bdnFp59+SnR0tCWv\nY8eOWYbL+Oyzz5L9kYnvVfXMmTMA3K9xH6f3naiyoEqStMXci/Fhiw/RCmicCz1HdFzCvnZd3kWL\nb1vwv1//x437Rq+tV8KvWNZfu3ctSX4mk4khQ4bg4uLC4cOH2blzJ9WqVaNFixacOHECT09P7ty5\nw9ChQ3FxcWHLli2sWLEiST7bt283JpoYf66OvUq/uv2gKzAcms5vyuRVk6EcqBhFnjx5yFUsFyWG\nlKDcsHLM7jgbvof1u9YnyTszrF69mo0bN2JyMIF5+KwyXmVS3igdulY0gu1jwcfInTs3jo6ObN26\nlbFjx1K4cOEUx+PMaBcuXMDBwYFL+y6BK7Qcbpzkhd8Kp169ehw9epSQkBD279/PyJEjmTNnDpGR\nkfz111+89NJLTJ48mZ9//pmvvvqK2rVrW8Y1TUmjzxpR7a1qsCNhmbe3t70OUQiRQ7Vq1Yo5nxvj\nJ/u/4o+jgyO1S9fm4/UfZ2g5Tlw8AdFQpmIZoqOjuXPnDhMmTGDZsmXMnj2bxo0bs2vXLqthtQAc\nvR3ZVdE8lJRXhhY5S8l6o1wKkQVEVoiEdwATHOYwh/Mf5uS8k9wMvwnA/+r+j0+f/RSABzEPmLN7\njmXbu1F3rfI6Puw4hd0KA+BXwI91PdfZrdxFShaBHsCUhGUXLlwAIFwZ3S0PrjWY95u/z7HgY0TF\nRlG3eF22nd9Gl5VdAIiIiWDUxlGM2mgd6OZ1zsu9KGOA8Xy58/FCpRcYun4ocSqO/of60/uN3rR9\nqi0+Pj5Uq12Nw6cPM+SHIfgs8CFOxXEn8o5VftNbTqf7j92NbqAdMILnMBg5ciTly5enXbt2REVF\nMW/ePMs2SilatGhBQECAZYDt+/fvExQUZJX37crWYydeGXMFk8mEdx5vnByMr70K3hXQb+mW9VvP\nb6Xn6p5sPb+Vree3Mm/vPJqXac7hK4fJkysP3nm8CbobRJyKw8FkfS3N2dmZKlWqsG/fPho2bGi1\nbu7cueTLZ1wZaNWqFWvXrmXhwoX06NHDkiYuLo79+/djymeieNPinBt5DicHJ+a3m0+94vXoUqEL\nRfIWAeDPfX/yz4x/AIi5GgPLIQLzWJqngNMQ90nSMma0uXPnAqBKKzDBpMaTKOtV1mb5xw/LcuHO\nBUwmE3nz5uXOnYT/sf79+/PTTz/ZbH9PYuF3Cy3TeevlZfPczXTO15mAaQHGwjJAAeAOcBrGjBnD\nhx9+iLOLM0GXgpLk9+0v3/LeuPceub/o2Gh2vrUTEt2MXrp0Kc7OzrY5ICGESGTk4JGMHjsadd98\nwTYGXu/4Ou9VfY8dATuo4pP04qytXblmXLytXL0yTk6PDm8KFy5Mvnr5CNttXDSMHRILTuDl4pXk\nPCUnkTuEQiRjfrv51C9Zn9IeCU06Z++czc5LOwGo6F3RstzFyYXlTy/n5GsnuT7uOsufX06NIjUA\n6Fe9H5UKVqJAnoxpqtWjSg/qFa8H9ZNZmRs6aZ34vMPneOfxpqlPU1qXa42niyedK3Qm7u044t6O\nY0mXJUk2/aXHL0xukjAO0o4BO/By9eL2G+bAywQ/efxEz549adiwIb5zfSk1rxS/Xv+VkAchyX7J\nat4aga8Fcm7kOSLfjIR+UKSJEfQcO3aMadOmUbVqVRYuNE6mi9YpCsCff/5J06ZNmTt3Lt7e3jz3\n3HOWPB1yOdB9XnfInbCfHQN2UNS9KEXyFrEEg2AEpBMaTeDS6EsUdS/KS1VfYtPL1mML/nHuD25F\n3qJ1udY0KNGAmLgYLt25lOx736pVK8u0o6MjHTt2pF69elZNfgICAihXrhxbt27lhx9+ICrKaH4c\nP9C9clF4uXhZypknVx6G1B5iCQYBlk5YSpcVXejxXQ96v9E7aUEU1P+yPiNmj2Dc/HHJltXewsPD\n2bFjB3kK5IE+UMitEP1r9LfpPornM5qMfn/0ex7EPEgy9mRWGrA+KNwc1BUC/xn+ALwz/B1yvZIL\nhsGKgBW0HdXWuJhj/qq4ceOGEQx6AnWs87scfvmR+1p/aj2rjq6yCgZbt25tdQFCCCFsrdvQbuBo\nvSzsaBhtW7bNkP0fOn0IgCJFiqSSEnwH+MJQjDGpneCn7j9xe/xtIiZH2LeQWVlmP8SYEa+s8gBy\nVimHSLvQiFB19e7VJJ2R7Auyrsvk6vbq3asqKiYqo4pqhckouqAobX542h3Vwj/tHW5cCbtiOdYX\nVr2gomKiVExsjFqnr1NHrll3TPH9ke8taTst76RK+Jeweq/afddOrT+1XrVd1laN+m2UGrdxnOr7\nc19Lr5/xvGd4K/qn8AD4W+ZjetT6+qgqs6qo1ktbW/bd8KuG6X7v/P/xVw2/amh1DGM2jFEf/PWB\nYgrql8BfHrltZGSkOnnyZIr5WzpaAfXWW28ppZQaM8bc+2RP1I/Hf0xzWW/fvm3Jq1LNSqqYT7Ek\n78ujej61h7i4OHXz5k21ZcuWhJ5kp6DuR923y/4Sdw6klFK6rqudO3cqX19fVaRIkVS3t/d38s6d\nO1XPnj1VqQqlFKB6vNfDav3Z22fV1bsJQ638fPJnxZsoeqFojqIdxmf5HRTdsfTMO3DqwGT3ZxmO\nZqKRrvhTxdWePXvseoxZlfzeZl9St1lXXFyc+vvA30l+hyZOmpim7R+3bvWbuqKr+Xd15luppr8Y\netEyTuHDY+Pm1E5lpMmoECnwcPHAAw+rZZ4unmjeWqrbJr6rk+FyAdWBSuBxwYM7xe5QuHThNG9e\n1L0oweOC8XDxwNkxoZlZe7/2SdK+VPUleq42nocM0AOSrJ/ZaiaVClainW+7FPfp7uzOTY+bVssc\n3RyJvR8LeTCuPFYD1iRKUAkIBm4CheDYvWMcu3fMsvrlqi+nfKDJGN1gNKMbjGbb+W00XdIUgIYl\nG+Li5AJA5xWduTr2arL16+zsTIUKFZIsT+ztt9/mxx9/BGDt2rW8++67BKwLAGcwlTPxfKWkneA8\nipeXF9u3b2fTpk106dKFfPny4evra5Xm+q3rFC1YNM15PokePXpYdypUChxMDjbtTCaxNxq+wYx/\nZnA5zLhj5ufnBxjPyp07dw6lFCaTyS77TouWLVty//59y3xVn6pW6x9+prKpT1PjQQ5f41XWqyxj\n6o/h+UrPU+WzKtyKMjqliY2NTbKvT3Z9ktDM29x3Tc0yNalTp06StEIIYQ8mk4lGNRox47sZBAUG\n8fnxz4lcHcnHsz9m2gfT7LLP2LhYtHkaGE+0ULVs1ZQ3AEp6lOTexHu4OLng6OCYavqcQJqMCpEG\n1YtUB2BY7WFcHn2ZvM55M7lEKYt8M5LwSeGULVyWO753wA08cnukvmEiBd0KWgWDKUnczNTR5MjB\nwQct8/HPT6ZmStMpRs+a8QZD7NBYo7nci/Bp208p7lEchmN0tDIO6I4xPw6okbDp/HbzOT7sOENq\nD0nTvpPzjM8z3Jlwh99b/87zlZ6nqU9TcjnkAmDr+a2PnW/VqlUtPY3Gd55z8cpF8ATlmP5e2Ro3\nbsy7775LzZo1KV++PKGhoWzctBHv6kYHItduJe0I50kEBAQwcOBAq45/wAhS1qxJFK2bgGKwuvtq\nm+4/sc4VOgMw6Y9JtFraiguhxvOy3t7exMTEZGrHMpMmTbIKBmkMdevXffQGGBebfur+E28//TZB\nY4L4d8S/vFb3NYrkLcKl0ZcYXGcwADExMUm23fDvBogCJ38n+MJYdul88s2bhRDCnl7v+Tpz3p3D\n2cVnIQ/EOdmn9847D+4wZ5e5D4erxp+ihdJ2AdTN2U2CwUQkIBQiDf7o8wenhp9ifvv5uDm7pb5B\nJnN2dMY1lyuDaxknkE8VfopxDe33PFmLMi3IlzsfI+qO4MGbD6hepDqXRl9i48sb0/z8ZJ+n+nB+\nzPmEBUWBvEB7oDQMrzuco0OPGkMwVDPW/TPgHyImR/BNr2941vdZAEbXH82wOsOoVLDSE98dypc7\nH57OnoDx47GlzxYA9gbtfaJ8PT09qVGjBufPn0cpRXR4NOSGVd1Wpb5xKjw8PGjdqjW5HY0HKWtW\nrMmNGzeeON94nTt35uuvv+bvv/+2Wh4SEkJUVBQmk4mhw4fCCMDDeG7VXmoWrWmZ/v3s77z555tA\nQm+aN2/eTHa7jBA/FAt1gSnQa3Qvmvg0SXW7rhW7MrXZVIq5F7Na7prLFedcxgWa5ALC0/tPwzSI\nCUtYN2bMmMcuvxBCPKli7sVwK+lGzN0YXp/yus3zb7OsDeM2j4PbgDHqE4UKFbL5fnICCQiFSAMv\nVy98C/imnjCLGdNgDDsH7uSfgf/YtIfHhxXPV5wbr99gTts5lg5RSuQrQetyrdOVTymPUvA0UAuu\nj7vO8WHHqVOsDgs7LMRkMuHl6oWrkysA856dR4OSDXBxcqFf9X583flrfu/9O/5t/G19eBY1itbA\nweSA/y5/xm8en65tT944ScX5FVmrrwXA2c2Z+/fvExgYiIpTOOdx5oXKL9isrCE3EnoV2bB7g83y\njRcaGmo1X7Wq0UxHKcVzo54DLyPIt2eTTRcnFza+vNHS42hIhHHM8QFhzZo1k5QzozjXNoI3t8Zu\nPJj8gGVdl5HbKXcqW6XMydH4bMXGWTcZjY2L5eyys1bLnn32WXr3TqbTISGEyEBVWxq/DYuWL7J5\n3ruDdhsTe4w/bdu2TfLYhEgbeYZQiGzMycGJ+iWS63LU9tLavDQlJpOJvqP7cjviNoXcClHIrRB7\nXt1jlSZ0Qijh0eF4unhaLS+St4jdn9vM65yXvk/15ZtD3zDjnxkUcitEv+r9HnkXNDYulgcxD3Bz\ndqPn6p4E3gzk/e3vG+M+Bhs/ZJUqGWNeevp6JpvHY0sUhx0PPA4PjVd/6dIlLl68SKNGjR4r+8SD\nv586dcpqbKfWy4wLAd0rdX+svNOjdbnWHB5yGKf3nDgbcpaaC2tanvcMCwvj4MGDNGvWzO7leFiR\nvEW4wAWWdl36xIFgvPiAMCY2hmq9q3H96nUO/HCAISOHoG4oXAu4En4z3Cb7EkIIW9j48UY85nsQ\nesr2F+dyOeQiOi6aUndKcc35Gr/88kumPjf+XyZ3CIUQWcriLosJeClp5zTxnB2dkwSDGenrzl/j\nV8DovGTc5nF4z/TGNNXE4kOLk6QdEDCAvB/mxTTVxKFrRpfYe4L20O77dpC4RaAX+LTxsW1BE/0m\nLliwAIC7d+8SGhrK7t27KVWqFI0bN2bt2rVWTRCPHDnCsmXL+OSTT/jiiy+Iiori3r17DB8+3OqH\nds6cObRs2ZJZs2Zx9erVhJ2Z+8Qp5FaIRqUeL9hML0cHR3I75ubkzZMcvHaQnbl3UqWnMe5VeHjm\nBEjOJuMCiYdr+p7dTUn82Fr3wu9xdNlRgrcEM3vZbH5b8xsAb3/5ts32JYQQtpAvdz7LdOHChdm9\ne7fN8nZzdqOyR2UunrxIoUKFZKzVJyB3CIUQIp1G1hvJa79aj3vX/5f+9KveDzCaLq4JXMO3h799\ndCZNgbpw7NVjVFlWBS9PL5uW0eSQELyFXQkjLi6OEiVKEBYWhqdnQkDdqVMnnn76aSZPnsyYMWM4\nfvy4VT6HDh3i2rVr/Pzzz1bLAwMDCQwMZMuWLXzwwQfGwjaAuYO38yPP45rL1abHlBI3ZzciIyIt\n8zeijecmrTp2yUBxcUYnCs5OtjtByeVkdGp08cJFy7KPJ3wM4VCoQSHGd0lfM2YhhMgIrkVdibga\nQXBwMPXr12fQoEF89NFHeHml/rt3L+oew9YPo2vFrrQp18bqdyUiMIKgI8Y4r9WrV7db+XMCuUMo\nhBDpNLT2UC6MuoB6RxH5ZkIQ8tvp3zh16xT5Z+RnQMAAAKoUqsLbT7/NtbHXUO8ozo44S7dK3YwN\n8kCdlXXABOXzl7dpGV3yuyTMPIAmTZtYet0MDQ2le/fu9OxpDBfy119/0aZNmyTBIBh3F62CwaeS\n7mvy5MnmnRp/VndfnaHBIMDbTyfcHfMr4EdYnHGsmRUQxj/nF9/M0xbig3z9lJ6w0HwDtGWLltJU\nSgiRJRWvUtxq/osvvqBRs0aWHrcfRSlFo68bsfTIUp5b+RwV51dEqYTeuCMXRxJ6wGiKOnPmTNsX\nPAeRgFAIIdLJZDIZHeBgNGFtUaYFAO2+b2eMh2TWsmxLtvffztRmUymc1xh+o4xXGX544Qc6a8aQ\nCRExETiaHG3eC2zr4a2hAWDuiPOf7f9YrT9R5AQ76+7k8y8/tyzzKOUBY4FXgAFAfus89wfthy5G\nnrWa1WLWJ7OsEzjBlx2/5LmKz9n0WNJiZP2RnBt5joODD1LaozQReSIAkg1yM4KKM05a4u/q2cLt\niNvGxNmk65rXbG6z/QghhC05t3GGXsDbQD8gF5w8fJIXhqbckdrR4KMcuX7EMn/hzgV6/NSDU7dO\n0ePHHlZpNS318aHFo0mTUSGEeELre67H5QMXq2W337iNl+ujm8MMrzuc6LhofDx8mNpsKt55vG1a\npgUvLqCWby3WL1nPnwf+BKBes3r4VPRh7dm1HPM4BqEwwzSDE+dO0HdTX/ZeNQ+nET8eZG8od7Mc\n/373L1WaVaHWl7WMZxM7gUtJF8YdGwfFwMXkwoOgB7z54pu8UvMVmx5Hevh4+gBQuWBlNpfaDI6w\nbuM6Zs2alfKGdhAXazQZteUdwuDrwVbzDVs3pGLpipTwK8GALgNsth8hhLCl6R2n8477O7xY+UVO\n3DjBkvxLwB+2rNzCmGJjGDVqFKVKlUqy3b0oY7T5OsXqUKVQFb459A2rjq/iePBxjt9IuNi3bds2\naSHxhCQgFEKIJ5TbKTeh40PZfnE70bHRtPNtl2rPki3LtqRl2ZZ2K5OHiwdjG46lYHRB/vznT8gN\nu2vvZrfbbkg0TNPZkLNUWlLJMr+y20oexDwgJi6GgQED+dfrXxgPx3Ifs8p/x6Ud4AEMggfqAURC\nBa2C3Y4nPaY0ncKvZ37lVIFTXL54OVPKEKeMgNCWdwgreFi/v/PmzKNGxRo2y18IIeyhg18HOvgl\ndHX9eYfPcV3qCjdg9uzZrF+/Hl3Xk2wXFRsFQKtSrehUuRObz27mctjlhGDQGbxLevP0009nyHFk\nZ9JkVAghbMDDxYMOfh14ruJzNhtmwBb6PNOHETNGQEfALWH5zoE7+bLjl1Zpv+70Nd0rd6fPU30Y\nUGMArcq2Mla4Ag5QxrMMx4ZaB4Yd/DoYdw1dSPGOaEbycPFgVL1RkAfuh93nyJEjqW+UTmdun+Hd\nbe/y2+nfLCcticXfIczlaLuAsJin9WD1VX2r2ixvIYTIKC5OLlR8qyKMMubPXzyfbLro2Gg4BNPa\nTuOnT3/iwqgLlmGFwOjNuZx3uQwocfYndwiFECKbSzw+46dtP6WpT1OqFq5KveL1iI6NZu+VvfR5\nqg9NfZpabbep9yYWHVjEq2tfBWDfoH14uXgxqfEkAm8FMu/ZeRR1L8q6U+tYsG8BDUo0yMjDSpF3\nHm8oAJw3hsgIDw+nQIECfPrppzg6Oj5x/uO/Gs/q+ashBtxc3AjaH4SHhwfRsdFs/Hcj4VFGby+2\nvEPYp08fDh48SNGiRWnYsKFlGAohhPivOTzsME2XNOWfsv8QdTaKiRMn0q1bN6s0F85dgDXG9MyZ\nMylatCitVWu25dpGDa8abI3cKkNN2Ij8mgghRDY3sv5ILty5wPhG4ynjVcay3GQyMbTOUIYy9JHb\nFnAtYJnO72r0MvNBiw+s0jzcHCgraFSqEbQEpxNOfPPNN5bly5Yt49atW+kKptauXcuNGzcYMGAA\n+/fvZ968eaxevNqy/j73qd+lPsu+W0arpa0IuRoCd411tgwIXVxcLGNKCiHEf1kux1zsGLCDstvL\ncu7sOabPmE7LltaPUfx76V+r+TFjxgAwYcIEPpr8EUCGB4SaprUF5gCOwCJd16cnk+ZT4FmMfqD7\n6bp+MKVtNU3LD6wESgPnge66r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_spy,prices_spy, c='green',label='SPY Price')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SPY Price')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_dia, prices_dia, c='black', label='DIA Price')\n", "pyplot.ylabel('DIA Price')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()\n", "\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_spy,spy_vol_90, c='green',label='SPY Volatility')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SPY Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_dia, dia_vol_90, c='black', label='DIA Volatility')\n", "pyplot.ylabel('DIA Volatility')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is clearly apparent that DIA and SPY correlate extremely strongly, both in price and in their volatilities. Thus, trying to relate DIA and Fed Sentiment will have almost the exact same results as trying to relate SPY and Fed Sentiment. We can therefore skip this part of the investigation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GLD\n", "\n", "We look at **GLD**, the largest gold ETF, storing assets of about \\$24bn. GLD started trading on `2004-11-18`." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# grab the GLD dataset and relevant prattle data.\n", "dates_gld, prices_gld = get_data('GLD', '2004-11-18')\n", "dates_gld_prattle, scores_gld_prattle = get_prattle('2004-11-18')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Fed sentiment volatility for the relevant time period\n", "gld_prattle_vol_90 = roll_volatility(scores_gld_prattle,90)\n", "gld_prattle_vol_180 = roll_volatility(scores_gld_prattle,180)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Gold volatility for the relevant time period\n", "gld_vol_90 = etf_rolling_volatility('GLD',90,dates_gld,'2004-11-18')\n", "gld_vol_180 = etf_rolling_volatility('GLD',180,dates_gld,'2004-11-18')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zi/+cecBGY8x6YAZwa7i2/ks/CbQEPvCvj3raf/xMYLkxJg94A7jFWpufqNcn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EpRirqpo4fWWS2l31ZLW8pPW6qtaqtKq64WbR3Vat13iwZ138cgIiIRcSSRQ+79/bG7IysRSexu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\nwsPDefrpp/Hy8mL06NG5ek+9Xk9cXByho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GCanyRp3D2aYaqqd4ANNCl6E8Bv7fcrgPkD\nZe621x86Dmysqon2/llVtWiK2y1JGnHOTEmSxt03VTW4NfqqJGer6mPgQFVtA34CLgyU+RzYV1Vb\naTag+KKqXgR+bNP8ngY+A37psyOSpNHibn6SJEmS1IFpfpIkSZLUgcGUJEmSJHVgMCVJkiRJHRhM\nSZIkSVIHBlOSJEmS1IHBlCRJkiR1YDAlSZIkSR38C+dnfEZRJfmmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's plot the volatilities for GLD\n", "pyplot.plot(dates_gld,gld_vol_90,label='90 Day Window')\n", "pyplot.plot(dates_gld,gld_vol_180,c='black',label='180 Day Window')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('GLD Volatility')\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's interesting that the volatility in GLD seems to be quasi-cyclical. Now we'll overlay GLD and Fed Sentiment for each of the windows to look for patterns:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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91TXVfJX7FSfPPbnOPpe9dRkllSVBef3WdNEE1E1TRCRKBTMA+bImxGTgBQBr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UeNBpHUPo0R1cIro6QQ4qf45icJSrDR5wXgCSHE/5NS1rU3PhB4FPiPlcallEuBpZ22Pdzp999a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5W+aQnpdOZmEmO87uYNjnw8h4MoMwv9pT0jY2/jr3F7+m/Er/mP7c2FpKVnEq6xQAC0cttOu5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\nsalUwhxWAAAAAElFTkSuQmCC\n", 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Va+2UcvaZDvQHcoAbrbUrKzvWGDMC+AfQGTjbWrui2LlOB14GGgJO9+u5QbtB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LqUZ2fq9NAh7FeJ+dxJgNKql6r8jx7NxmY4AnMQZer9ZaT6/my6kWFW0zy/YvgK7AYq31g4XO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\n+Z5dvm8N/KZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_gld,gld_vol_90, c='green',label='GLD Volatility')\n", "pyplot.xlabel('Days Elapsed (Actual Span: November 2004 to July 2015)')\n", "pyplot.ylabel('GLD Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_gld_prattle, gld_prattle_vol_90, c='black', label='Fed Sentiment Volatility')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.title('90 Day Window')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()\n", "\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_gld,gld_vol_180, c='green',label='GLD Volatility')\n", "pyplot.xlabel('Days Elapsed (Actual Span: November 2004 to July 2015)')\n", "pyplot.ylabel('GLD Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_gld_prattle, gld_prattle_vol_180, c='black', label='Fed Sentiment Volatility')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.title('180 Day Window')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While we can see a few movements that correspond, most do not correspond at all. It doesn't look like there's anything in the vein of a reliable linear relationship here, even if we were to adjust for some lag between the time-series." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TLT\n", "\n", "Finally, we look at **TLT**, which tracks 20+ year treasury bonds. TLT stores about $6bn in assets. TLT started trading on `2002-06-24`." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# grab the TLT dataset and relevant prattle data.\n", "dates_tlt, prices_tlt = get_data('TLT', '2002-06-24')\n", "dates_tlt_prattle, scores_tlt_prattle = get_prattle('2002-06-24')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Fed sentiment volatility for the relevant time period\n", "tlt_prattle_vol_90 = roll_volatility(scores_tlt_prattle,90)\n", "tlt_prattle_vol_180 = roll_volatility(scores_tlt_prattle,180)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# TLT volatility for the relevant time period\n", "tlt_vol_90 = etf_rolling_volatility('TLT',90,dates_tlt,'2002-06-24')\n", "tlt_vol_180 = etf_rolling_volatility('TLT',180,dates_tlt,'2002-06-24')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VRnqap6ufSv3ar1tvvZXbbruN999/n1tuucU/RymcaMvj3G63f9+///3vnHvuuVx44YXs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UAAAg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\ntnjxYrp16wbAlClTrI7RsmVLrly5gouLC9WqVeP/27vz6CirN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's plot the volatilities for TLT\n", "pyplot.plot(dates_tlt,tlt_vol_90,label='90 Day Window')\n", "pyplot.plot(dates_tlt,tlt_vol_180,c='black',label='180 Day Window')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('TLT Volatility')\n", "pyplot.legend()\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll overlay this with the Fed sentiment volatility data to look for patterns:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RlFVT0zyRrwKeiEQQ6zQJkPoBr9Ef2pLB7TvXUZP3n8z267fTP7d/yH5UwRNp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e4KTAfJSMmgydXEX7/3V/544h+15Tcsv4GHix4mIyWDh898OOprzAgi3btf2/oa28u386fVf/JZ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\njDGW4HBNR+trGO6w1j7iSwlFRER6SEM0RUQk2YV74ow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ee+8RHx/P/fffz+eff86IESPIycnhuOOO45ZbbuGpp57igw8+4Prrr+e0005jwIABnHHG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78WgLHdxvL5FZ/z2ODHyD2Yi9lsxmq16r0ugxmzyUydJbhy8IB7gUeAgUA5MBH4o7sruyPwwqWU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\n8Cp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_tlt,tlt_vol_90, c='green',label='TLT Volatility')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('TLT Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_tlt_prattle, tlt_prattle_vol_90, c='black', label='Fed Sentiment Volatility')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.title('90 Day Window')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()\n", "\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_tlt,tlt_vol_180, c='green',label='TLT Volatility')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('TLT Volatility')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_tlt_prattle, tlt_prattle_vol_180, c='black', label='Fed Sentiment Volatility')\n", "pyplot.ylabel('Fed Sentiment Volatility')\n", "pyplot.title('180 Day Window')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In very broad strokes, there appears to be something of a rough correspondence here. We'll try a Spearman correlation." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tlt_vol_90_weekly = tlt_vol_90[::5]\n", "dates_tlt_weekly = dates_tlt[::5]\n", "tlt_vol_180_weekly = tlt_vol_180[::5]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0.25131230884553685, 1.2435671653848182e-10)\n", "(0.40594701329899774, 1.1433046203306307e-26)\n" ] } ], "source": [ "compare_tlt_90 = tlt_vol_90_weekly[:637]\n", "compare_tlt_180 = tlt_vol_180_weekly[:637]\n", "\n", "print scipy.stats.spearmanr(compare_tlt_90,fed_vol_2002_90)\n", "print scipy.stats.spearmanr(compare_tlt_180,fed_vol_2002_180)\n", "# printouts are in form (correlation coefficient, p-value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, we're seeing significant but weak-ish correlations. It's stronger for 180 days, presumably because this data is more smoothed. This observation is also in line with our observation in the [previous notebook](https://www.quantopian.com/posts/does-federal-reserve-sentiment-predict-prices-of-macro-tracking-etfs), in which we found that there appeared to be a weak correlation between Fed Sentiment and TLT.\n", "\n", "However, looking at the plots, we notice that the signals do appear to be slightly offset. We'll use a function to find the offset between the time-series that maximizes correlation." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def find_offset(ts1,ts2,window):\n", " \"\"\" Finds the offset between two equal-length timeseries that maximizies correlation. \n", " Window is # of days by which we want to left- or right-shift.\n", " N.B. You'll have to adjust the function for negative correlations.\"\"\"\n", " l = len(ts1)\n", " if l!=len(ts2):\n", " raise Exception(\"Error! Timeseries lengths not equal!\")\n", " max_i_spearman = -1000\n", " max_spearman = -1000\n", " spear_offsets = []\n", " \n", " # we try all possible offsets from -window to +window.\n", " # we record the spearman correlation for each offset.\n", " for i in range(window,0,-1):\n", " series1 = ts1[i:]\n", " series2 = ts2[:l-i]\n", " # spearmanr is a correlation test\n", " spear = scipy.stats.spearmanr(series1,series2)[0]\n", " spear_offsets.append(spear)\n", " \n", " if spear > max_spearman:\n", " # update best correlation\n", " max_spearman = spear\n", " max_i_spearman = -i\n", "\n", " for i in range(0,window):\n", " series1 = ts1[:l-i]\n", " series2 = ts2[i:]\n", " spear = scipy.stats.spearmanr(series1,series2)[0]\n", " spear_offsets.append(spear)\n", " if spear > max_spearman:\n", " max_spearman = spear\n", " max_i_spearman = i\n", "\n", " print \"Max Spearman:\", max_spearman, \" At offset: \", max_i_spearman\n", " pyplot.plot(range(-window,window),spear_offsets, c='green', label='Spearman Correlation')\n", " pyplot.xlabel('Offset Size (Number of Business Days)')\n", " pyplot.ylabel('Spearman Correlation')\n", " pyplot.legend(loc=3)\n", " pyplot.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TLT 90 Day\n", "Max Spearman: 0.26267469242 At offset: 4\n" ] }, { "data": { "image/png": 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3jSazmxAZE8k3Tb9x+SXLRSRxq1ewHl80/ILQ8FCazmnKnQd3rI4kIhZSgRIR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "TLT 180 Day\n", "Max Spearman: 0.376286760547 At offset: 1\n" ] }, { "data": { "image/png": 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XPU6aM4337n+Pw88e5pVGr2ivk7iM4BzBvP/A+8QnxzN813AtKCEi90wDlIiI3BWn08mU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\nA69POI0kSZJUPlhAqUgjvxjJmP+MofOOnWnbpG3ScSRJkqR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print \"TLT 90 Day\"\n", "find_offset(compare_tlt_90,fed_vol_2002_90,150)\n", "print \"TLT 180 Day\"\n", "find_offset(compare_tlt_90,fed_vol_2002_180,150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This indicates that the correlation values we got are (almost) the optimal correlations. It might be worthwhile to also run this function on SPY and GLD." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Concluding Remarks\n", "\n", "Our findings indicate weak correlations, generally commensurate with those of the [previous notebook](https://www.quantopian.com/posts/does-federal-reserve-sentiment-predict-prices-of-macro-tracking-etfs). Especially given that there appears to be some small time lag between the two time-series, it may be possible to transform volatility in Fed sentiment into an alpha-generating signal that predicts volatility in various macro-tracking ETFs. But much more work has to be done before we can arrive at that sort of conclusion.\n", "\n", "### More About Prattle\n", "\n", "> From the smallest companies to the largest banks, the market is always talking. Prattle decodes this chatter, producing quantitative, real-time, tradable signals from noise. Prattle’s core product, the Fed Index, is created using language processing programs in concert with domain expertise to comprehensively and quantitatively evaluate the economic impact of the central bank’s language. Along with the Federal Reserve, Prattle evaluates 18 central banks overseeing over 90 percent of global GDP, providing financial professionals with actionable, easily integratable data on the market’s biggest movers.\n", "\n", "Please reach out to info@prattle.co if you have any questions or want access to their data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }