{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fundamental Factor Models\n", "\n", "By Beha Abasi, Maxwell Margenot, and Delaney Mackenzie\n", "\n", "Part of the Quantopian Lecture Series:\n", "\n", "* [www.quantopian.com/lectures](https://www.quantopian.com/lectures)\n", "* [github.com/quantopian/research_public](https://github.com/quantopian/research_public)\n", "\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What are Fundamental Factor Models?\n", "\n", "Fundamental data refers to the metrics and ratios measuring the financial characteristics of companies derived from the public filings made by these companies, such as their income statements and balance sheets. Examples of factors drawn from these documents include market cap, net income growth, and cash flow.\n", "\n", "This fundamental data can be used in many ways, one of which is to build a linear factor model. Given a set of $k$ fundamental factors, we can represent the returns of an asset, $R_t$, as follows:\n", "\n", "$$R_t = \\alpha_t + \\beta_{t, F_1}F_1 + \\beta_{t, F_2}F_2 + ... + \\beta_{t, F_k}F_k + \\epsilon_t$$\n", "\n", "where each $F_j$ represents a fundamental factor return stream. These return streams are from portfolios whose value is derived from it's respective factor.\n", "\n", "Fundamental factor models try to determine characteristics that affect an asset's risk and return. The most difficult part of this is determining which factors to use. Much research has been done on determining significant factors, and what makes things even more difficult is that the discovery of a significant factor often leads to its advantage being arbitraged away! This is one of the reasons why fundamental factor models, and linear factor models in general, are so prevalent in modern finance. Once you have found significant factors, you need to calculate the exposure an asset's return stream has to each factor. This is similar to the calculation of risk premia discussed in the [CAPM lecture](https://www.quantopian.com/lectures/the-capital-asset-pricing-model-and-arbitrage-pricing-theory).\n", "\n", "In using fundamental data, we run into the problem of having factors that may not be easily compared due to their varying units and magnitudes. To resolve this, we take two different approaches to bring the data onto the same level - portfolio construction to compare return streams and normalization of factor values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Approach One: Portfolio Construction\n", "\n", "The first approach consists of using the fundamental data as a ranking scheme and creating a [long-short equity portfolio](https://www.quantopian.com/lectures/long-short-equity) based on each factor. We then use the return streams associated with each portfolio as our model factors. \n", "\n", "One of the most well-known examples of this approach is the Fama-French model. The Fama-French model, and later the Carhart four factor model, adds market cap, book-to-price ratios, and momentum to the original CAPM, which only included market risk. \n", "\n", "Historically, certain groups of stocks were seen as outperforming the market, namely those with small market caps, high book-to-price ratios, and those that had previously done well (i.e., they had momentum). Empirically, Fama & French found that the returns of these particular types of stocks tended to be better than what was predicted by the security market line of the CAPM.\n", "\n", "In order to capture these phenomena, we will use those factors to create a ranking scheme that will be used in the creation of long short equity portfolios. The factors will be $SMB$, measuring the excess return of small market cap companies minus big, $HML$, measuring the excess return of companies with high book-to-price ratios versus low, $MOM$, measuring the excess returns of last month's winners versus last month's losers, and $EXMRKT$ which is a measure of the market risk.\n", "\n", "In general, this approach can be used as an asset pricing model or to hedge our portfolios. The latter uses Fama-Macbeth regressions to calculate risk premia, as demonstrated in the CAPM lecture. Hedging can be achieved through a linear regression of portfolio returns on the returns from the long-short factor portfolios. Below are examples of both." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Portfolio Construction as an Asset Pricing Model\n", "\n", "First we import the relevant libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from quantopian.pipeline import Pipeline\n", "from quantopian.pipeline.data import Fundamentals\n", "from quantopian.pipeline.factors import CustomFactor, Returns, Latest\n", "from quantopian.pipeline.classifiers import Classifier\n", "from quantopian.pipeline.filters import QTradableStocksUS\n", "from quantopian.research import run_pipeline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use pipeline to get all of our factor data that we will use in the rest of the lecture." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Returnsbiggestbook_to_pricebook_to_price_rankbottomhighpblowpbmarket_capmarket_cap_rankmomentummomentum_ranksmallesttop
2016-01-04 00:00:00+00:00Equity(2 [ARNC])-0.010040True0.9694551813.0TrueTrueFalse1.293097e+101665.0-0.022826872.0FalseFalse
Equity(24 [AAPL])-0.019474True0.203379498.0TrueFalseTrue5.868593e+112020.0-0.047304588.0FalseFalse
Equity(31 [ABAX])-0.038003False0.183830420.0FalseFalseTrue1.264883e+09435.00.0216791527.0TrueTrue
Equity(39 [DDC])0.012871False1.5002671959.0TrueTrueFalse8.725267e+08215.0-0.22671738.0TrueFalse
Equity(41 [ARCB])0.014713False1.0566661855.0TrueTrueFalse5.553270e+0834.0-0.152632101.0TrueFalse
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" ], "text/plain": [ " Returns biggest book_to_price \\\n", "2016-01-04 00:00:00+00:00 Equity(2 [ARNC]) -0.010040 True 0.969455 \n", " Equity(24 [AAPL]) -0.019474 True 0.203379 \n", " Equity(31 [ABAX]) -0.038003 False 0.183830 \n", " Equity(39 [DDC]) 0.012871 False 1.500267 \n", " Equity(41 [ARCB]) 0.014713 False 1.056666 \n", "\n", " book_to_price_rank bottom highpb \\\n", "2016-01-04 00:00:00+00:00 Equity(2 [ARNC]) 1813.0 True True \n", " Equity(24 [AAPL]) 498.0 True False \n", " Equity(31 [ABAX]) 420.0 False False \n", " Equity(39 [DDC]) 1959.0 True True \n", " Equity(41 [ARCB]) 1855.0 True True \n", "\n", " lowpb market_cap \\\n", "2016-01-04 00:00:00+00:00 Equity(2 [ARNC]) False 1.293097e+10 \n", " Equity(24 [AAPL]) True 5.868593e+11 \n", " Equity(31 [ABAX]) True 1.264883e+09 \n", " Equity(39 [DDC]) False 8.725267e+08 \n", " Equity(41 [ARCB]) False 5.553270e+08 \n", "\n", " market_cap_rank momentum \\\n", "2016-01-04 00:00:00+00:00 Equity(2 [ARNC]) 1665.0 -0.022826 \n", " Equity(24 [AAPL]) 2020.0 -0.047304 \n", " Equity(31 [ABAX]) 435.0 0.021679 \n", " Equity(39 [DDC]) 215.0 -0.226717 \n", " Equity(41 [ARCB]) 34.0 -0.152632 \n", "\n", " momentum_rank smallest top \n", "2016-01-04 00:00:00+00:00 Equity(2 [ARNC]) 872.0 False False \n", " Equity(24 [AAPL]) 588.0 False False \n", " Equity(31 [ABAX]) 1527.0 True True \n", " Equity(39 [DDC]) 38.0 True False \n", " Equity(41 [ARCB]) 101.0 True False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "class Momentum(CustomFactor):\n", " # will give us the returns from last month\n", " inputs = [Returns(window_length=20)]\n", " window_length = 20\n", " \n", " def compute(self, today, assets, out, lag_returns):\n", " out[:] = lag_returns[0]\n", "\n", "\n", "def make_pipeline():\n", " # define our fundamental factor pipeline\n", " pipe = Pipeline()\n", " \n", " # market cap and book-to-price data gets fed in here\n", " market_cap = Latest([Fundamentals.market_cap])\n", " book_to_price = 1/Latest([Fundamentals.pb_ratio])\n", " # and momentum as lagged returns (1 month lag)\n", " momentum = Momentum()\n", " # we also get daily returns\n", " returns = Returns(window_length=2)\n", " \n", " # we compute a daily rank of both factors, this is used in the next step,\n", " # which is computing portfolio membership\n", " market_cap_rank = market_cap.rank(mask=QTradableStocksUS())\n", " book_to_price_rank = book_to_price.rank(mask=QTradableStocksUS())\n", " momentum_rank = momentum.rank(mask=QTradableStocksUS())\n", " \n", " # Grab the top and bottom 1000 for each factor\n", " biggest = market_cap_rank.top(1000)\n", " smallest = market_cap_rank.bottom(1000)\n", " \n", " highpb = book_to_price_rank.top(1000)\n", " lowpb = book_to_price_rank.bottom(1000)\n", " \n", " top = momentum_rank.top(1000)\n", " bottom = momentum_rank.bottom(1000)\n", " \n", " # Define our universe, screening out anything that isn't in the top or bottom\n", " universe = QTradableStocksUS() & (biggest | smallest | highpb | lowpb | top | bottom)\n", " \n", " pipe = Pipeline(\n", " columns = {\n", " 'market_cap':market_cap,\n", " 'book_to_price':book_to_price,\n", " 'momentum':momentum,\n", " 'Returns':returns,\n", " 'market_cap_rank':market_cap_rank,\n", " 'book_to_price_rank':book_to_price_rank,\n", " 'momentum_rank':momentum_rank,\n", " 'biggest':biggest,\n", " 'smallest':smallest,\n", " 'highpb':highpb,\n", " 'lowpb':lowpb,\n", " 'top':top,\n", " 'bottom':bottom\n", " },\n", " screen=universe\n", " )\n", " \n", " return pipe\n", "\n", "# Initializing the pipe\n", "pipe = make_pipeline()\n", "\n", "# Now let's start the pipeline\n", "start_date, end_date = '2016-01-01', '2016-12-31' \n", "\n", "results = run_pipeline(pipe, start_date, end_date)\n", "\n", "results.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can go through the data and build the factor portfolios we want" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# group_by(level=0).mean() gives you the average return of each day for a particular group of stocks\n", "R_biggest = results[results.biggest]['Returns'].groupby(level=0).mean()\n", "R_smallest = results[results.smallest]['Returns'].groupby(level=0).mean()\n", "\n", "R_highpb = results[results.highpb]['Returns'].groupby(level=0).mean()\n", "R_lowpb = results[results.lowpb]['Returns'].groupby(level=0).mean()\n", "\n", "R_top = results[results.top]['Returns'].groupby(level=0).mean()\n", "R_bottom = results[results.bottom]['Returns'].groupby(level=0).mean()\n", "\n", "# risk-free proxy\n", "R_F = get_pricing('BIL', fields='price', start_date=start_date, end_date=end_date).pct_change()[1:]\n", "\n", "# find it's beta against market\n", "M = get_pricing('SPY', start_date=start_date, end_date=end_date, fields='price').pct_change()[1:]\n", "\n", "# Defining our final factors\n", "EXMRKT = M - R_F\n", "SMB = R_smallest - R_biggest # small minus big\n", "HML = R_highpb - R_lowpb # high minus low\n", "MOM = R_top - R_bottom # momentum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've constructed our portfolios, let's look at our performance if we were to hold each one." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eiJ5gGIbV4MJ3QZjBxhxERERuMQyHjTkUBmFkcmVOmAiyhKVLl1r/XrlyJTZt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NFQiqoEV9XkERZn66C+cybuCph5rgmejmqvfapj8dDsKUOahca1FflWwPbGOZFvVaCMKkMp+l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\n+47Q6j5YvHgxOnfurKoT7NKlC7Z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(SMB.index, SMB.values)\n", "plt.ylabel('Daily Percent Return')\n", "plt.legend(['SMB Portfolio Returns']);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Wk44DAEpMRySEEEIIIcRXGIRFDF0yyigWg0hHNJWwTCqOmKpQCSOEEEIIIcRnGIRFmCDS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\nGpKSkhASEoKtW7di48aNstwnXV1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(HML.index, HML.values)\n", "plt.ylabel('Daily Percent Return')\n", "plt.legend(['HML Portfolio Returns']);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IgqgKgQdhW7duxaFDh7Bx40Z8+9vfxu233255/vbbb8dPfvIT/PKXv8TLL7+Mffv2IZFI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\n8zoxPDz8oX8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(MOM.index, MOM.values)\n", "plt.ylabel('Daily Percent Return')\n", "plt.legend(['MOM Portfolio Returns']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, as we did in the CAPM lecture, we'll calculate the risk premia on each of these factors using the Fama-Macbeth regressions.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import itertools\n", "import statsmodels.api as sm\n", "from statsmodels import regression,stats\n", "import scipy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our asset returns data is asset and date specific, whereas our factor portfolio returns are only date specific. Therefore, we'll need to spread each day's portfolio return across all the assets for which we have data for on that day." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\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", " \n", "\n", "
OLS Regression Results
Dep. Variable: Returns R-squared: 0.674
Model: OLS Adj. R-squared: 0.673
Method: Least Squares F-statistic: 1188.
Date: Thu, 09 Nov 2017 Prob (F-statistic): 0.00
Time: 15:59:17 Log-Likelihood: 7909.4
No. Observations: 2305 AIC: -1.581e+04
Df Residuals: 2300 BIC: -1.578e+04
Df Model: 4
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [95.0% Conf. Int.]
const 0.0038 0.000 17.339 0.000 0.003 0.004
EXMRKT 0.0089 0.000 54.189 0.000 0.009 0.009
SMB -0.0009 9.68e-05 -9.417 0.000 -0.001 -0.001
HML 0.0003 0.000 3.303 0.001 0.000 0.001
MOM 0.0019 8.35e-05 23.341 0.000 0.002 0.002
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3131.361 Durbin-Watson: 2.038
Prob(Omnibus): 0.000 Jarque-Bera (JB): 2148727.714
Skew: 7.156 Prob(JB): 0.00
Kurtosis: 151.889 Cond. No. 3.84
" ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Returns R-squared: 0.674\n", "Model: OLS Adj. R-squared: 0.673\n", "Method: Least Squares F-statistic: 1188.\n", "Date: Thu, 09 Nov 2017 Prob (F-statistic): 0.00\n", "Time: 15:59:17 Log-Likelihood: 7909.4\n", "No. Observations: 2305 AIC: -1.581e+04\n", "Df Residuals: 2300 BIC: -1.578e+04\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const 0.0038 0.000 17.339 0.000 0.003 0.004\n", "EXMRKT 0.0089 0.000 54.189 0.000 0.009 0.009\n", "SMB -0.0009 9.68e-05 -9.417 0.000 -0.001 -0.001\n", "HML 0.0003 0.000 3.303 0.001 0.000 0.001\n", "MOM 0.0019 8.35e-05 23.341 0.000 0.002 0.002\n", "==============================================================================\n", "Omnibus: 3131.361 Durbin-Watson: 2.038\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 2148727.714\n", "Skew: 7.156 Prob(JB): 0.00\n", "Kurtosis: 151.889 Cond. No. 3.84\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = results[['Returns']].set_index(results.index)\n", "asset_list_sizes = [group[1].size for group in data.groupby(level=0)]\n", "\n", "# Spreading the factor portfolio data across all assets for each day\n", "SMB_column = [[SMB.loc[group[0]]] * size for group, size \\\n", " in zip(data.groupby(level=0), asset_list_sizes)]\n", "data['SMB'] = list(itertools.chain(*SMB_column))\n", "\n", "HML_column = [[HML.loc[group[0]]] * size for group, size \\\n", " in zip(data.groupby(level=0), asset_list_sizes)]\n", "data['HML'] = list(itertools.chain(*HML_column))\n", "\n", "MOM_column = [[MOM.loc[group[0]]] * size for group, size \\\n", " in zip(data.groupby(level=0), asset_list_sizes)]\n", "data['MOM'] = list(itertools.chain(*MOM_column))\n", "\n", "EXMRKT_column = [[EXMRKT.loc[group[0]]]*size if group[0] in EXMRKT.index else [None]*size \\\n", " for group, size in zip(data.groupby(level=0), asset_list_sizes)]\n", "\n", "data['EXMRKT'] = list(itertools.chain(*EXMRKT_column))\n", "\n", "data = sm.add_constant(data.dropna())\n", "\n", "# Our list of assets from pipeline\n", "assets = data.index.levels[1].unique()\n", "\n", "# gathering our data to be asset-specific\n", "Y = [data.xs(asset, level=1)['Returns'] for asset in assets] \n", "X = [data.xs(asset, level=1)[['EXMRKT','SMB', 'HML', 'MOM', 'const']] for asset in assets]\n", "\n", "# First regression step: estimating the betas\n", "reg_results = [regression.linear_model.OLS(y, x).fit().params \\\n", " for y, x in zip(Y, X) if not(x.empty or y.empty)]\n", "indices = [asset for y, x, asset in zip(Y, X, assets) if not(x.empty or y.empty)]\n", "\n", "betas = pd.DataFrame(reg_results, index=indices)\n", "betas = sm.add_constant(betas.drop('const', axis=1))\n", "\n", "R = data['Returns'].mean(axis=0, level=1)\n", "\n", "# Second regression step: estimating the risk premia\n", "risk_free_rate = np.mean(R_F)\n", "\n", "final_results = regression.linear_model.OLS(R - risk_free_rate, betas).fit()\n", "\n", "final_results.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Returns Prediction\n", "As discussed in the CAPM lecture, factor modeling can be used to predict future returns based on current fundamental factors. As well, it could be used to determine when an asset may be mispriced in order to arbitrage the difference, as shown in the CAPM lecture.\n", "\n", "Modeling future returns is accomplished by offsetting the returns in the regression, so that rather than predict for current returns, you are predicting for future returns. Once you have a predictive model, the most canonical way to create a strategy is to attempt a long-short equity approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Portfolio Construction for Hedging" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we've determined that we are exposed to a factor, we may want to avoid depending on the performance of that factor by taking out a hedge. This is discussed in more detail in the Beta Hedging and Risk Factor Exposure lectures. The essential idea is to take the exposure your return stream has to a factor, and short the proportional value. So, if your total portfolio value was $V$, and the exposure you calculated to a certain factor return stream was $\\beta$, you would short $\\beta V$ amount of that return stream.\n", "\n", "The following is an example using the Fama-French factors we used before." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# we'll take a random sample of 500 assets from QTradableStocksUS in order to build a random portfolio\n", "random_assets = list(np.random.choice(assets, size=500, replace=False))\n", "\n", "portfolio_data = data[data.index.isin(random_assets, level=1)]\n", "\n", "# this is the return of our portfolio with no hedging\n", "R_portfolio_time_series = portfolio_data['Returns'].mean(level=0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Returns R-squared: 0.100\n", "Model: OLS Adj. R-squared: 0.100\n", "Method: Least Squares F-statistic: 3043.\n", "Date: Thu, 09 Nov 2017 Prob (F-statistic): 0.00\n", "Time: 15:59:17 Log-Likelihood: 2.5577e+05\n", "No. Observations: 109274 AIC: -5.115e+05\n", "Df Residuals: 109269 BIC: -5.115e+05\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "EXMRKT -0.0844 0.009 -9.697 0.000 -0.102 -0.067\n", "SMB 1.5407 0.016 93.877 0.000 1.509 1.573\n", "HML 0.3619 0.018 19.942 0.000 0.326 0.398\n", "MOM -0.3274 0.017 -19.237 0.000 -0.361 -0.294\n", "const 0.0009 7.07e-05 13.123 0.000 0.001 0.001\n", "==============================================================================\n", "Omnibus: 55068.532 Durbin-Watson: 1.743\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 17378528.352\n", "Skew: 1.203 Prob(JB): 0.00\n", "Kurtosis: 64.734 Cond. No. 265.\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "Mean, Std of Hedged Portfolio: 0.000924080281308 0.00807648965578\n", "Mean, Std of Unhedged Portfolio: 0.000952411722592 0.011239525098\n" ] } ], "source": [ "# next, we calculate the exposure of our portfolio to each of the Fama-French factors\n", "portfolio_exposure = regression.linear_model.OLS(portfolio_data['Returns'], \\\n", " portfolio_data[['EXMRKT', 'SMB', 'HML', 'MOM', 'const']]).fit()\n", "\n", "print portfolio_exposure.summary()\n", "\n", "# our hedged return stream\n", "hedged_portfolio = R_portfolio_time_series - \\\n", " portfolio_exposure.params[0]*EXMRKT - \\\n", " portfolio_exposure.params[1]*SMB - \\\n", " portfolio_exposure.params[2]*HML - \\\n", " portfolio_exposure.params[3]*MOM \n", "\n", "print 'Mean, Std of Hedged Portfolio:', np.mean(hedged_portfolio), np.std(hedged_portfolio)\n", "print 'Mean, Std of Unhedged Portfolio:', np.mean(R_portfolio_time_series), np.std(R_portfolio_time_series)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at a graph of our two portfolio return streams" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ycPhob0DB0yIZM4uYkiwIFrc0lrr8RT4fCJ4Y0hE6PLKHZzCWxOCAP/ciZ3V9\n8Kh0eIDQbKA2s9piqYMenogdHs7hIZ1EDvmt53MmN4pUVcG6oTiE452T2n1OCEra6PAQ0veEr8G2\na6/YnKHD0xtQ8LSA67rIWjloIl4QPI4MLajewyOHWelKDKbthhye7i4+s6YXvZhKFARPOmcFDk8l\nwdZuigSP1QXBswpcDSfikjb5GVwNrwXpXZwGetVE0MOjYnQoEQwfzbfR4RFCBCVtdHgIIbIyB/Aq\nLko3Z+jw9AbswmqBjOWVRShOPPiZvSK0oHxJm1x8C1cDYAFQqv59p5CCZygxAEc6PHkLqu/wdKvc\nSpa0AUDeznfkMYxVFFoghAiOIbqUNpa0kc7TSEmbG/TwKBgZKpS05dro8OTsfPDdMxyz60ExhJDV\nheWGe3gcOjw9Ch2eFpB14K6tQwqWIMqwRmiB/AIJR/P/3hc8XV58Zn03ZTg5UFTSpvspbd2OpQaA\nnN37Dk/48aMOLWBJG+kkhZS22ueSFQ6PLGlz23dOCKe+CSEi+/4RQlYHYYfHcZ0V5wQKnt6AgqcF\n5HwIK68VenBKHZ4KF3m5+HZt/y0Q0Tg80vUYSaYwFBI8qj+Hp1s9PFBCJW3dEDwROzx2Sc1wFDCl\njXQDt4GSNhcytMDr4SmEFrRR8PjlbBKWtRHS3xRfj50V656wA0TWLhQ8LSB3CvO5QjmE7ffwyAt3\npYW1XGwGggfR9PBIETCSGijbw9Ot4wmXtOWszpS0rSaHJ+yqRJ3Sxjk8pJME8et1nEtEaPDouqEE\nhONVXbezpE0GFkjCkbSEkP4jLHgcUa6Hhy5wL0DB0wJp/8KZzahBSdrKHp4KgsffVbRMXyxFlNJm\n+s3Ao6nBCiltXRI8XXB4pMjUVC16wVM06IwOD+ldmunhURVf8HQgtGDZ8M7bir/J1KlUSELI2iA8\neNQt28NDF7gXoOBpAVnSZuYLL6O0Qmv18MhSMjmwNKo5PJYUPIOpYsHj9/B073g6H1qQtw1oioqk\nFo+8pC3qHp5wnTJ7eEgnaWTwKIJYahVDAzEorhcI005RIjeq1iWHAXD4KCH9TpHDg4LgSWje+cek\nw9MTUPC0gLxwCju2QrDUSmmTDo9plDg83eqZ8bFcC8JVMZxKYjAZKmlTZCx17eN5evoAnjzzdGsH\nEnJ4ch2MpU7oiVXi8BROoFHM4QnPH4n6tSC9jd2Uw6NAVRUMJwYBtDu0wDtvT6TGALCHh5B+J3xu\ncoQTnLOF6nOPAAAgAElEQVQGYkkAjKXuFSh4WkA6PF6SUGNzeOSC08hLQRRNSZsDC3A1xHW1bGhB\nPbuyX979DfzLI7e1eCTdiaVOSsETsasRtcMT3jF3hRt8XglpN4HrDVFzQ0cEsdTe+Wd0wBc87ezh\nMUoEDx0eQvqa8DXYFW6wPhjQPcHDlLbegIKnBdL+HB7YMSRjsueluJSt0sJa7irm5do+opI2BxYU\nV4eiKBViqWsLg5yVb7ksJNzD08lY6qSegKasBocnJHgisMtLF3lRvx69iuu6+PbeH+HU8lTUhxIZ\njqhf3EuHR/bXjA4lIWy9raEF0uFZP+AJHtbnE9LfhM9RrnCD81Tg8DClrSeg4GkBmdIm7BhGBhMA\nQoIHNUra/EV9Luf9O6bVX0LWTlzYUIWXhBSPeU5PePBoPbHUlmO1LtQUAWF7x9HJWOqCwxN1LHW0\nKW2lgod9PJ3h8MIx3Pnk97HzufuiPpTIKPqs1/icybRG6TCvG0xAmEks2MttcyGl4Bn3HZ48HR5C\n+prwhp8rCj08UvDQ4ekNKHhaQJa0wdFDgsf7org1Qwu8i2wm60JTFcS07qaiBag2NCUW/HNwIIZ0\ntrFYasu12yN4/AjafAdiqV3hwnBMr4dHUSN3NCLv4SnZMY/69ehVpJMbuMF9SFF9fI3PmRQ8iuI5\nPOuGExD5QdjCxnxusS3Hs2xkoKs6RhJDAOjwENLvhDdiXLjBJk1S99Z1FDy9Qd8JntPpaXx1z7fa\n4iKkzQxUNw5AwUjKFzz+LmTNHh7HhKZqyGQdDKfi0NTul7RZjgOoLjQUBM/YcBIzi3moqH/wqOXa\ncFtYMLuuC0URwZDBXAd6eGTJnXR4onY0Ginz6QQsaesOMnI8a+UiPpLocBqYOSXTLWVJ27qhONyc\n18dzcvlMW45n2cxgOD4YLGbYw0NIfxMu3RcI9fDEBgAwtKBX6DvB89DR3fjR/p9i3/SzLd9XxswC\nTgzDqRgSMW+x7pb08FRzeBJaHOmcicGBWJCKZljdW/wuZrzSjpgaD362ZXIIpuVgKeN9wWs5PEKI\nlkvabCkSHX/mRgdK2uR9JvUEdEXrehpeKUVzeKIILSh5jaMWgN3AdbsfzCDFbK6PBY/diMMTSmkD\n/JK2fHsFT9rMYCgxiITunfeY0kZIf2O7NmTFrIBbKGnzN0UoeHqDvhM8cgGfa0PZVMbMwrV0TKwb\nKDg0bklKW4WFtVdeFUc6a2EoFYPul5Dlze59seZ8wRNXCw7Plg1emcfMvPf61FqghEv4mq2xl8Na\n4aqAqyHfgVhqucBP6HGoqhr5Aj/qlLZ+c3h++MAhXP93/4V0truLW7nYz5qdSR5cCzhN9PAEJW1D\nCbhtFDyu6yJr5jAUHwzN2KDgIaSfceEArgYhPMFTiKX2HB6WtPUGfSd4ZIhAtkXBYzkWDMeEY+lY\nPzoQNNk6ol6Hx0BcjcNxhVfS5l/g8110eJayXl9BXCs4PGdPeoJnes4XPDWcG6skzrEZgh1goXiC\npyMOT6GkzXN4Vk8PTyQpbX4PT0zzxG6vC54DxxewmDYxvdBdp0Wm+/R1SVsD4r6Q0ubHUg8VHJ52\nJN2lrSwEBIbjg8F5jyVthPQ3jnABoQJCLRI8KRlawJS2nqDvBI90IVqd9ZIJJbStHx0Imvzd0MwJ\noHpJm+47K0MDseD2RhcdnsWc9xySftY84JW0AcAZX/DUKv0KW73NlrUFfUJCBRy9Iz084ZI21U9p\ni3L2TNQpbVIADvo7WFEcQzcxLH/4pdPZ9/ypqWfxifu/GCyi2cNT7OrUG1oQlLQNxQEnBs1NtMXh\nSRtpACguaaPgIaSvcYUDuIq36aq4MG3vvJ0MStq6vykZBYdOLuL+X52I+jA6Rt8JHilAWi1pSwcJ\nbTGsX5cMLtClc3jKxVILIWA4JnSlIHhkSVs3e3iW8t4iLKmHenj8krYzM97vavXwFDk8TS6a5YJI\n+A5PpwWPfK27HQEeJvy6RpLS5r8eg7EUgN4XPJbtvde209n3/OFjj+GXJx/H0UXvohGUtPWx4Alv\nmtQOLVhZ0gYAmjWIqcxMy26oPG8Ph0ra2MNDSH/jCgdCqFCECigChu1t5BYGj/bHOeK2H+3DJ//9\nlzCt3lwP9J3gkTuIrQ63TFdweBxRPH+n3KLadm24wg3m3wyl4sEiPGd1z+FJ+4JHZs0DwEBCx8S6\nJE7N+oKnxgIlvFhv3uGR3YIKhKMjbxswbROfffAr2HPqyabusxRZwpXUE6EZQ9F9qW0n4h4e/wSe\ninsOTz3x42sZ6fB0WvBk/PhpuSMo31vLtfu28bUZh0emtKWSOnRNBYxBCCFwOjPd0rEs+zN4huIM\nLSCEeDhwvAoTqIDiBufvmOYFSvWLw5PNW3AFYNrRhjp1ir4TPFKItOrwyIUN7BjWrxuAWlLSJoVO\nOREgL7CK8BbeQ6mYd1EHuqqs04YnalLxZNHPt2wYwtyiJxBq9vCEFnHN9/DIkjYFwtEghMBjp57E\ng8d24ycHH2jqPkuRQQgylhqINpmsKKo3ih6ekpK2Xu/hsazuODwZ38mRvTvhC2U7glLWIk4D5Zul\nJW2KomB0OAEn6wcXLLVW1rbsl7QNJ0KhBSxpI6SvcYULCMUbx6GKoKRNVzXEtXjfODxyY9Cye3M9\n0IeCxy9pa7FsKm14O4XCjmH9WNjhKUlpKyd4bCl4fIdnIAbdT3kzuujwZAzvNRhMFAuesyeHvFpW\n1CN42uDwiEIPj3A8MfLLk48DAE4vt7ajKymNpQZq9yd1kqLQgghL2lLx/ihpMwOHp7M9PFmz2OGx\nQs2u/VrW1khoQWlKGwBMrEsiv+wJ81aDC9IhhyfOkjZCCGRKmwoFKpRQD4+uaohpet84PIYpBQ8d\nnp4gCC1ok8MjHK8ErDS0oFpKm7zAysX9cCqOWNDD072Fp9xxHkoMFP18S1jw1FgI20U9PE06PCLs\n8HgicM9Jr5TtdHqqLeECxaEFqv+4EZa0RT2HxylxeFjS1hakwyO/F+H3uV8FT1FJWx1zvYBCShvg\nCR6nTcNHw4JHVVXEVH3VOTx5w8ZNn7kXP9t9LOpDIaQvEH5JmwoNUEQgcDRVQ0yL9U1KW7euk1HR\nh4JHOjyt9vB4F84BfQDJuB4MDpX9KPU4PK7j3WZwIAZd88SPaXfvi5Xzy7yGk8WC5+wNw349a/EE\n4nKYRSltxX9rOy4eeep0TRHnhGOpfcEja+1Nx8J8frHGM6mN7OFJrBqHJ9qUtiC0wHd4er6kze5O\nSlvW9ESN/F6ENwT6VfCEP1u1P2fed1ItcngGIIwUFCg41aLgWfad+eGEJ6DiejwQ/6uFM/NZHDi+\niF17T0d9KKQD3Hd4F+7a999RHwYJ4cKFEIo3XkQRMKXgUTTEtVjfzOGhw9NjuG1yeGRowejAMACs\nSP6q6vD4i03X9m4znIoFDo/ZxdpJKfpGBqo5PNU/+HaV0ILHnp7C39+yC/fvOV71PoLQAigQrhb8\nXM6IOd2G+RvhHp7V4PA4ETs8UnSn+iaW2vtsWl0KLQjCCpyw4GEPT+2UNu//5VwzAJgYSQJCxbr4\naMsOj9xIGY57giepJVadwyNF+dxif35eep3vP70T33j8Lizkl6I+FAK58SkAV/UFjwsr3MOjxvom\ncCZweCh4egPX30HMttjDs5jzml8nhjzBo2olg0flHJ4ygkGWtNmWd5uhVBwxGVpgd2/xazpS8KSK\nfr5hdABxvfj5VKJaLPVSxrv/+eXqblrQ9+SqgcMDAK8553IAwOl063085Xt4oixpi76HR1d1xOXg\n0R4vaTObOJEfmj+Gr+35dt3ul+M6weesNKUN6GOHRzQgeCr08ADAkDqGJSMduOvNIHsvh+LS4Ymt\nuh4euck0u9ifn5deR5ZH/frUUxEfCQFC52ihegmuigvLT1HVVM/h6QfBI4QoODwsaesN2tXDM5/1\nBM/GkVEACEraRF0Ojz+U0P8ODQ3EoGveBb67gsc7jtHUYNHPVVXB5g3DEEKBU2MxXm3wqPzy5Izq\n9xE4LX5KG+C5O68795UA2jNhXZatJPQ41BopbUv5ZUylZ1p+zGpEndKWd0wk9Dh0NfqI7m4QlLQ1\nUMb4s0MP4of7f4Jji6fq+vuwoLFCcdTlft9P2A2UtJXGUgNeSRsAxN0RAK2dD9Jmxtv00LyNlYQW\nX4WCx3d4lvJw3eiGI5POIM/3e07vjfhICBA6PwnV2wxVRCCCNMXr4bH8USK9TDiKmiVtPYIUPK2m\ntC3nMxCugsl13qDOoKRtRQ/PygtWIHgMBfGY5v3P7+GxnO4tPE3XO47S0AIAmBxLAa5S83iKUtpK\nFpOyjCibr76gD5e0wfUWIlsnzsc56zYD6KTDU/5L/fldX8V7d368o7s68iSrKmpkg0eTWgKa/1r0\nS0lbIw6PXcalqUYmLHhkD49DwdNQSpsojqUGCg4PjNajqZfNTFDOBniCZ7WWtNmOwFJmdR1bPyKE\nwKH5Y23r+ZTn+8dP74u0j5R4FBweBZqqQVEK6xpd1YPS+ig2JruJ3KAGWNLWM0iVbjpWS7vaaTMD\nODFsGPPKweRsF6ceh8cvJTMMz90BEJS0dTP/3Pat9aSeWPG7WEwFoNRcCBeVtJU4JrIeNJuvLhwC\nt8NVISwvKvYlG1+E0eQIEnqiLYLH8AVuUgvN4anw3A7OHUHGzOLg/NGWH7cS8rGTegKucLt+4TNs\nE3E9VvO16AVsxw02IuwGdszla1LvayMjqYEKDo9JwVO7dHJlSdu4L3jMjB9NnW5e8KSNDIYSBcET\n1+NwhLuqFjPhjSOWtUXPzn278d57PoZv7f55W+5Pnk/SZgbPzR1uy32S5pHvh3DVoOJBrtF0v6QN\nQM8ntYUFD0vaegTZWwO05vLknZw3g8cvt9D8OTrS0aknpc3Ie0NHASAeQQ+PDe8LLCeOh4npKiDU\n2oKnSkmb7JuoVdJWcMEUuIvr8bZLrsMfbP1dKIqCTUMbcDo93XI0dd7yelZ0TQ/NTFr53JaMdNDY\n/MzMgZYesxpyV0mKzW738eQdE0kt0RclbeFhvg05PP57Um9/U9jhKcRS0+Gxm+nhCZW0JeM6kjEF\nmQVP+Jxcaq6kzXQsGI6J4fhQ8LPEKpzFE04SnF1icEHUHJmeBQAcnZ1ty/2FN0F+xbK2yAlmpQk1\n2AA0/LRcGUsNoGxSm+VYwXpurSGEwL89ejt+ceRRAIBhhfqK6fD0BuGFs0zuauY+TGEAjo6JUe8i\nrPklaaXOTrmmf3lxzee9GTxAweGxu1jS5sIu+pKHiWkqIJSaPQ/hk/fKkjbp8NQoaQvN4QEUXDr5\n8mBX5ayhSRi20XKijexZARCUcZV7bieXClGwT093TvDIxy4Inubed1e4DZdbCCFg2t7rUXAme1nw\nFF4bu4HXSb4n9YrBTMjhKR9L3Z+L14ZS2iBL2oovTcMpDQtzAgk90XQ0dWEGTyGkRZ4TDMeE67pt\nmfnVKk7IhZxlUlvkBNfyNm0K2Y6Fc0bOgqao2HOKgidqCj08CnTVK6m3/HJ/zU9pA7CixN12bPzt\nTz+Nv7j7f+M7T/3nqiuNrUXazOAnB3+BnQfuB1Di8FDw9AZhx6VZh8ewDQi4EHY85PCUDB5FZYdH\n9pMIRwtK2uTtrS7ttNuOC6HYUEWs7O89h0epmWRmVytp879A2RoOT5DSFkRhFy74m4Y3AGg9uCBv\nG4G4qObwnAgJnmdmDnSsUbHU4bGatMv3nNqL997zMTx68td138ZyLAh4i8d+6OEpdngaKGkTDZa0\nhR0ep1wsdW87PGfS0/j5oYdX/LyROTzlUtoAYGRAQzbvYNPgBpxKTzX1vQwS2vySNtNyEPcdHtM2\ncfN9n8fH7vt8w/fbbsJBBbMLvf2ZWQs4/iZkO64FrnDhCBcjyWFsXX8BDs4dbSl1kLROOKUt5oeZ\nyPI1XSmUtFklZa937v0Bnp07DNOxsOOJ7+H9O/9hTaW5yY33meyc9+/wdZIlbb1BeAcv1+SOa9qf\ntaGLOJIJ7wuil5S0VevhkTsBwtUw6AseFd11eLJ5G9BsaNDL/j6maxBCqTmrxqynpK1mD490eORr\nULifTUOe4Gm1j6dI8CiVy7hO+LvHG4c2YNnMtDz3oxJOqIcHaF5wLPrO11I+Xfdtwol1fVHSZjsA\nBKBZDaW0OY2WtJkrU9ps14YCb+cw1+OC5+599+BfHvkaZjJzRT8Pn0PqfS1LBc9wyvucjifWw3Qs\nzGUXGj6+wgyeIUzNZfGWD/0nzsx4m08ZK4e9U/txdPFkw/fbbsLnPzo80SOv6eXOkYZtNrSOsEPN\n8GePnAUBgflc64O1SfOEe3hiQXiUdHjUUElbwcF5evo53P30Pdg4uB7/cvVHccnkVhxbOoUzHU53\nbSdyHTqXnYfrukUOT96y2pKOu9roO8ET7uGRTkujpA1P8CT1QrqZtEJFHT08wWRvVw1K2mQqUbdS\n2rJ5C4rqQFeqOTxqzVIpu46Stlo9PMHtyjk8Q5MAgNPp1r58MpUMQNUyLlnS9jvPfw2AzpW12SWC\np9mktqDsqoGSNDn4Nhzg0OslbfpZB5G89GfIWPXvppbrw6mGHDoKFIcW6JqOVCzZ8yVtsoep1DkP\nn0PqTmnDSocHAIY0bwxAMxsR4ZK2Z48twLQcZLPesR1dOAFXuCt2caOguKStvSJ5NYUzrBWcKuXp\nn37wy/jwTz5Z933J80JM1TGU8Eor6fBEizwnqSiEFlgi3MPjuz7+dydr5fD5XV8FANz4m3+OidQY\nLhg/F0BhIP1awPA3qx3hYj6/WOTw/HphF276z7/tOdHTf4IndNJqtsRkNu3tqg+F4k01f46OHGxa\ncHhWltAEDo+jB6EFskm3W6VFnsPjIKauDCwACiVtNQePOnWUtNXo4ZGvleILHrdMSdvp5eYdHtd1\nYToWkrEELNvFiSnvAlNut//E8hmMJIZw+eaXAACennmu6cethtz1bjW0QO46NlJuIZssE3q8b0ra\nlGQWiuoi69TvhDXawxNOYQvHUsdUHanYQM+XtMkd0FLRUBxaUPlzKoQAlAolbb7DE3fXAWhO8Cz7\nJW3DiSGcmvUXma53vzKRMYqI+FKKBE8bQwseOf4rXPcf78bxpfrmShGPatUaJ5fP4MjiibrPn1aw\nuNaC9YP8XJJokO+dEhI8MsHWG87trZFk2flX93wL05lZ/NGLX4+t6y8AAAz6fYFHpmbwqW/sxnJ2\n9ffzhMMWpjNzRQ7PtHECQggcWwWOdzvpO8FTFFrQpMNzatErpxhJhgRPSQ+PfJxyO+dFDo8safOb\ndJ0u1U6mc3koqot4DcFTayFddfCov2OQN52ii3gp0nXT/J2UcErRWHIdElq8JYcn70dMJvQEvvOz\nZ7Fz1zH/eIvfG8uxMJWZwZaRTTh73VkYjA3gmZmDTT9uNZzSlLYmd17lc2ikVEt+7hN6InAme76k\nTfX7cRpwUBuNpS7n8NiuA13V+kTweOeC0n60ent4XDcseFaGFgCAImfxtOTwDOK0L3iEL3gOzXvn\nBHsV1OC7bmdK2vZO7YcQoqhPkdRGnlvLnWOlyF/KL9d1X/I8/+v9s4HgWUuuQC9ih0SodHMc4Zce\nKhrigcNjYdfxPbj30EN4/tg5+JOL/iC4DxmE8vjh07h393HsO1Rc1rsaCZfozWTnihyeRXseADCb\nne/6cXWSnhc8v9x3Bj/95bHg3+3o4Zle9Gpux1KFeFNZGrSyh6eywwNXx6AsaYNspHe7InoWs97i\nS+5elFJweOqfw1O6mAl/gaqVtUmhpPuLnPAusIymPtVCNHV46OiDT5wKeoVKj1fGX28e3gRVUbF1\n/QU4k57uSI11aUlbsw5L1jD9/69fvMtmxWS4h6fHS9oUX/A0soMfxFLXLXjKhBa4FmJqDKnYAAzH\n7IqT9t/P/hyPn97X8ccpJRA8JeLdcZ0g/rmakxneE6lU0mbJWTxNOTyeuzecKAge6fAcXpCbIN2f\niVWKHdrwyeQs5M32uE5TGa+/YK3G6EZFPf248/n6rhHy/JPNuSHBQ4cnSgoOjxZsANrhkjY/pW0q\nPYMvPXo7YloM7/rNt0PXCv3P0uHJ+O+l2cV5is1ilAoe6fAoLjKu93mezVHwrCm+9sOn8JW7nwj+\n3Y6Uttm0t5szMTQS/Ez3Y6VlylC1lDbDNrwSNqEEKW2yhENRBPJm578siznZh7Ry6ChQiKWu6fAU\npbSVODyh55GrUtYmbydPNq5TLGw2Dm+AYRtBg77k2OJJfPahW4L0pUoEF3hHw8ETi6FeoeLjlTuf\nW0Y2AgBetOEFADozj0eeZBMtprQdPeOdmI6crj+2W/bwJOoYwtoLGJYDqN573YzDU68YzJrZ4Hss\n30/ZwzMQ8+LrOx1c4AoXtz72TXxr7w87+jjlCEraSj7LtnAQ9+Ofqzo8QgBVYqkBYHHJxVhyHU42\nUVsud9KH4oM4Nev9t3D8+WchZyfqsjbphsd179jm2uTyTPkN1eYqmjm0FghCC8oJHv9zU++mmKyI\nEK6KpOaJdwqeaJHviaoUUtocWFAVFYqiBCltO578HpbNDP7spX+Es0fOKrqPwZgneKSLvxZincMb\nHzOZuSBkSknkIPzWjBk6PGuLdM4qSr0pGjzapMOzkPMEz8aRdcHPdLV0Dk/10AIVOgAFwymZ0ubv\naCqibTt61VjOe1/MZKy84NF1FUCDJW0lAiIcB5w1Ki/oA4dHk85LseA5KwguKO7jefjYY3jw6C+x\nf/ZQ1WOUDs/8goyf9AVPyUJWlslsHt4EANi6/nwAXiJLu3Fcp6ghslnBIUMuGlmkGU64h6e829VL\nWFaopK2B52nacpZO/Q5PKjaAmBYLXA7bsYOSNqDz0dS2Y0NARLKIKufwuMKbbVNweCq/lsKt3MOT\nSqjQNQVzi3mcNTzpXaAbdCpkStuAPoCZeU/wuPbKS2Czmw/twvWvVxvGvEVUO8rahBCYyniDM8sN\nUCSVkde10muhK9zgvLtQp8NTiEBWEFe9TZB2l7T9/NDD2H3yidp/SAAUzkleSZu3jhMQwWagTGnL\nWXm8bNOL8foXXrHiPqTDIzfRw7PfVivhjY/pUEmbkixcO1jStsbIGXZRT0hRSVuTDs+S7yhsGhsN\nfqaVxFKLGja4Cu9LNOSXtBUu8N1xeJbz3klW7jyXEtNVCKHCRSNzeMr38AA1HB4UOzylwklGU5cm\nhiz5JSq1RFnef5+nZv2yrwolbT9/6mkABYfngvHzoKs6nu6Iw2NDVwoWerPpUIXG+iZCC7T+iKU2\nQiVtjQiepaz3eZldqm9BkjVzGIwNIKbqRT08MrQA6Pzw0aBkxux+v5AUIGHB4AROpi94qrhl4fLf\nUsGjKgrGR5KYXcxh8/BGCIiGo+rTRhqKoiCdFkH5nOuUETwRJ5nZ/sFNjnmfmZk2JLUtGsvBRgdL\n2hoj2MQsOXeEhWO9Do9hFRyeGLzNxloVCo1y62PfxI7H727rffYyQQ9PyOEBvP4dAIHDMxhP4Z2/\ncf0K91n+DgAM1/uu2g2UtFm2i6cPzxWFNXWDIocnVNKmUvCsTYQQyBl20YU0vDjOW82FFsiJ6meP\njwU/C3YGAmenEE9d2nuSdwwofu34UMkcHigC+Roxzu0gY3gLr8F4BcGjaYETUk1QhBcHK0ILQsKt\nWlJb4PDofnlVSUnbpuHyDs9ynYJHfrGnZk2oCso6PF4z7xlAqNiQmgDgneguGHseDi8cR77NC1XH\nb2YPaoabjqVurM8EAPL+66Grsb4oabPCoQUNvM7y85Gr4k6GyVhZDMZSiKl6qIfHLhE8HXZ4/OcX\nDlDoFuUcnkDwaPWUtHklvcDKHh4AmFg3gLllAxt9x7fR4IJlM4OhWApTs4XvsmOVc3giLmnzz3+T\n4+1zeKZC80EMlrQ1hLy+rJgzFxI8C/n6SorTRmHTTRO+4GmjG+u4DnJ2nu9xA4QdnrgeEjz+tfH8\n8XNx9shZ+KtXvg3jqdGy9zHkl7SZrvf+Wg30Yf/8sWP4X5+/H08c6O4Mn6IensxcUFkkHZ7BeApz\nuYXIexrbSU8LHtN24bqiqESqEYfnvj3H8YEvPrCiHjPveIuW8VAPT5DSJmRKW6iMrvREaZtBs2wg\neJRwSVvnF5+B4EkMlP297ocWAKj6gQ+XtJXGUpt1hhbI1yome3gqlLSdKklqWzbrdXi8k5Bja3jJ\nC9ZDlOnhyRk2lEQWijkIVS18LbZueAFc4eLZucNVH6NRbFnS1qLgcQKHp/7PzIGTXmnL/sOLBcHT\n06EFhR6eRpww+XmWpW3VcFwHedtAKj4AXdNhuhaEELBdG6dn80invc90pwWPXKybjtX1qd9yARhe\nCMrPVeDwVAstcCs7PAAwvi4J1xVYp3sbTY0KnrSZ9RLa5goLTDtU0pYIEhOjLfmSn9HJoKSt9c+M\nDCwAWNLWKPJzKfsaJOGSoHodnowUPK4KyxIY0JNtFTxBDwnnLdWNPCdpoZQ2oBBENTk4gU///ofx\nii0vrXgfckPLhvf+NlLStpD2PkcLy81twDeL/PwO6Enk7Hzw2VGSGUAoePGGF8IVbt1ifi3Q04JH\nllEJUf6kla8heB7ddwaPPzez4oJjCQNwtcDqBAruRBBaUMFVArweHuGoGEjo0Py+lSKHp0wPz4NH\nd+OXJx6veryNIEtrhio5PCHBU20WT3FKW2jAoOMWCc1svqSR2bGDBZnsq5IuWemidHRgBHEthjMl\ns3hkaWG9ggeOhte9fEtZh2cpYwKKGzQxS17k5+y3u4/HFg50VQ/l/jcnOILI1Abm8KTz3nu/sGgH\ntn23Str2nHoSB+eOdOWxJOGStkbS6OS5wqxj8SAvFoOxFOJqDLZjB6/pwpKFZw974rzTpWbhePNu\nx2DLC6hdJrmxHodHhEILygmeiXXeuUrO4mlkKJ4QAmkjjaHEIE7NFBaYTkjwPG/dZv95RLtYdEtK\n2hlBy+8AACAASURBVNri8Pj9OwAa7n3qdwqz9Yo34sKv42y2TsGTLzg8huVgKJ5qaw+P/M6bEfeh\nrSUCh0ctdnik4KkHVVUxEEvChl/W20BogfzbcAtAN5CVL5v9Ev5l2xM2ajKDBIaCVoKZ7OqP2K6X\n3hY8Rri/pFiI6Kpes55epoWFQw+yeQuuakJHcbO/XLjKEjaBsOAp/LftOnBcB66jBUNHgdAFvozD\nI4TAv/3y3/Hvv/5O9SfcADm/nG94IFX2957gqd3QXjyHp/B3RslzyIbei6yZw/t2/gM++ON/AhBK\naQsET/GFRVVUbBqaDGKjJfWWtGVN730eTgzgReeOB88rLDKk4HHdYhcwCC5ocx+P7dp+aIH3GWh2\nN17uoDeykJcnuuW0G5zUuyV4PvvgLbjlsW925bEk4ZI2pwEnLRA8ddRjy0hq6fBYrl3YDBAqFhb9\nIbxdcnjCx9QNHNcJRLdZJsgkSGmr1sPjCshKNrXMpWlixBMArjEATVEbcnhydh6OcDEcH8SZuax/\nTCocqyCszl23BUDzbmu7kCW9YyPJIKihVc6wpK1pKsVS5+3GHR45RkC4KvKmg6H4YEMOz3Ozh3HH\n43dXHNEg1zR08eoncHiUkpI2pX7BA3hlba4iBU8jPTze35aumTqNPA9s8UOaMvYSoFlQ4ibi7gjW\npzwnvZeiqftG8MhFtBQfA7FkzR4eOQ8mHHowvZCDottBwopEJozJVKIw4ROl3BVyLBXDA4UZOIWa\ndbFidyBr5ZCz8k0PSi2H4Q/jHBkoX9JW7PBUETwVQgtkOduwH8oge3hc18XnHr4VRxdP4KRfoiZv\nFw8Gj64UMJuGNiBn57FoeAl5QoiQ4Kne7Hd02vvCbj1nPRLx8r1JnuAREEItOvEMJ4awZWQT9s8e\naqsocFzHDy1o1eHxbtdIna080S0u210taRNCIG8bXbfI86YNRZNOWP3PUwZ21CNGs/4urezhsRyr\n8N1wVczO+WECnRY8TvHGQrcoinUuV9JWR0qbW6fDs7hkYuPQhoYcHtkYPhT3HJ6BhIaJdQOwTO9x\nxgbWYSQ57B1/xLvjUiTqmhoENbQKS9qaxw3WDsXn2KVcQYgumct1zYnLWb5IEioM08ZQIoW8bdQ9\nePq/nr0X3933XziTKd/vUShp43tcL+HBo+GqnUYcHsDreRFa8w6P2WWHR5ZqbxnxBE9OLAX9OzFn\nBBNS8PRQcEHfCJ6gpE24UBQFA3qiZg+PU8bhmZnPApqFlF4sFHS1MIcnHH0NFC+y8r7QsG2lxOFR\n/f8XKxav0xnPUmznzpzc5R+oEEvtpbTVUdIWOlHLiORTy1O486m7AdXG6LB3//K9uOOJu7Hn1JMA\nvBIYIUSopE2mtK28cGwa9uzV035Zm2EbwYKylsNz6LT3+l1y/qYiIRdefC2mDSh+oEFpv9GL1r8A\nhm3gyMLxqo/TCHZJaEGzjdJOEw6PXPAsLHW3pM0VLgQKQrVb5K3C96beHh5XuEFEslXH7B7ppgzG\n/Vhq1w4upEIoMPLe97vZZMh6sYscnu4FF4TPTeWGEcdUHYqiVBc8LgKHp5rgmV3yoqnTZiZIaqyF\n3EUfintDRzeODyIWU2GZClRFxTkjm4N+uqj7H+S1SteUIKih3DmxEabSM0EiJx2exqjk8Cxls6G/\ncepyanJmoYfHc3i84eX1ujwyWr2SQJKCxxVuTydvtpPA4WmhpA0AUrEUFM0BFHdtlLRJh8cXPHmx\nDHXA+0zr1jAmBjzB00uzePpG8IQdHhUKBmIDtQWPf5vwxebE3CIUpRBDKCk4PKJMXn/h9kHdr1tc\n0haew1OaUiZrKNu5MyfTRCoOHtULTki1E2fRzq7tvd73H9mFnxy5F9qG4xjzBU82b+H+w4/g7qfv\nwVnDk7hg7FwIIbzyPsiylyqCJ5jF4+3qLoUuENUEjxACJ2a9coOLnjeJREwLStrCIQsLGf+zUFbw\n+H08bSxrk3N4Wk1pcwPB08AJVgqeRQsKujeHRy5287bR1V3mcOlJva9T+PWoZwEskxtTfiy1K9zQ\nd10FHO997rTrUlTSFpnDs1LwaKoGXdHq7uGplNIGeD0tm4e9uvOTS/WVtcmFYkxJIm86OGv9IOK6\nCstS8TevfQf+/NJrgg2XyFPa/POfpqpBUMNiunl333YdzOTmg2GJ7OFpDFnaWhpasJwvXj/UU9aW\nM/3viV9JMOSvI+rt45HnmUobB+HzC12e+pCvpaZo0EJlbI2WtCVk1Y9m11UGLQkET1Qlbb7gMZUM\n4oPe50ezhwslbRQ8a4Pw7BdZJiWEC1VRMaAnkLeMqja0vE24pO3M4gIAYF1yqOhv1ZDDU62kLR8W\nPKGStnAPT7ik64kDMzgyexqAdwKr5WbUiyzbSOothhaEHR7/xCGbfvUNxwOHZ9o4hX999OtIxQbw\n3t96J9YNjPh/awUpbXE/+MFxygke3+HxBU/YJaj2mhw9vRz08AwlkojHtMC5skO7/YsZ/0Ih1KJ+\nIwB40Yb2Cx7btaGremjwaLMOT+V5T5WwXL+53FaxnLGgQGnIIaoX13Vx76GHggG/4efYyOyJ2cUc\nlrPNL9KMUOlqvcIuvKCo570JhxbI9zToERQqhBQ83Sxp66LDE06sKtfXJ8V91ZQ2UXnwKOCltAEI\nZvEAwKk6+3iW/c+bY3rvw8bxFGK6Bsty8BtbXoaz152FmNpaP127kBUFmqYUXK0WytpmsnMQQuCs\n4UloqtaSw2M5Fv7mv/4eP9r/06bvY61R2v8rkcO7heVdx+sp1ZVuc7iHB6jf4ZGCp9L5Onx+MSMW\n7msFec7UFb3I1dEbdHjiqrfWUTSrQYfH7+Hpekmb91ncOLgemqLCSJwG1h/2fmkMYiQ5DE3VKHjW\nCtlyoQUQXklbLAkBAaNKX4zcaQsvjKeWvV2cscESweO/lEK4ZScyS+TCQDhaEEkdvj1QcHiyeQsf\n/NcHcd/e50K3b/1i7MXl+sMn9XjZv4lphdCC0oFrYcILGOnwyEWlmkpDGVwAYnk8q+2ELRzc9Or/\nG5tHNiHuLy5M1yo4PH79bLmyo7PkLB6/pK1ewbNr72lA844nqScR01UokHHbhee1nJXpOSsdnsnB\n9RhLrsMz0wfqqtOuB1tIh0f28LTm8DQieGzhP5ajYWYxD03VOjKH57FTT+ALj9yG+w7v8h439Bzr\nLUUCgP/1+fvxj7c92vRxGKFYaReNOzz1vDbSTRmMDwSuXeAgi5DD0/E5PIXn2lWHJ/Qalytp0xQN\nmlrd4SkePLry0pSIaRhOxTG7mMdZ0uGpU/DIBaWR8+73rPWDiMdUuKKwsRU4PBGXtMnrjqoqQVDD\nzELzpZByBs/k4HoktHhL15D5/BKOLZ7EvjanVq5mgpl6JecOmXYpDO89qsfhydthh8duWPDIv6v0\nPSoSPCxdrAv5fddCPbVA4yVtMcXfPNYbEzxmRD08hmN6SbGajvPHngeh+RUfc2dDmEmoioqJgVEK\nnrVC+R4eAUVRA2cjV4fgCTsuc2lvF2d9aAYPUJijU9vhkTW8JSVt8gKviGDBnzcduK5AxlkO/q4d\ngseyXbiq99pUKmnTdRWyoL5SQ7sQArawA8dE9jqEF7an8CQSL9wDW83hz176Zrz8rIsAFMSN6VhB\nD088JkMLVoqKsYF1iGmxYBZPeMFcrS/jkb2nvbpa/7kqigJduirhWOps5ZI2RVGwdf0FmM8vFjX/\nNovresEWuqqFdpVbdXjqP1kGi2KhYmYhV3Mh2iynfHEqL8Jh4SBnKNVCCIHZxTzmW5hRYLjhHp56\nHZ7C+2HX1cMjS9pSQfJezn/ewlWDuVud7p8Iv8bd7OGpGFoQLmlTtarhGF5KW+WSNsDr45ldzAdR\nqvUGF8iFYjbjnWc3TQx6ZbsoLDha7adrF4UeHjVweOZacHjkOWvj4HrEtVhLJW1ygzDqJLtuUqmH\nJ+vP1HHzXlnafL624DGsQplrPlTStlyH4y2EQNqSJW3Ve3iA6IX7WiFweNTWBI8Ob/NYKRE89+w6\ngmNnlivdDHZEJW2mbSLhX6v+9nfeA/Wp/xOTJ/8vxE5dFrjME6lxLOSX6g7VWO30jeBxQkkrqh9a\nAFRvIg5K2kI9JQs5b6E2OjBc9LdyR1KU6+FxVzo8nuApk9KmiBVhCQYKi8N21F9n83Ywl6RyD0/t\nwaPBSdfxTgxS8MhFpXBUHDOfgTq0iGTmXFy99XeD2xYEj1lIaavSw6MqKjYNrg+iqetxeOaW8njm\n6DyGBr33RrpZcW1lo/6S7/AIoRSVQkqCsrbp1sva5KJPV1tPaWvW4fHmDSmYXshBV9SOCJ7prDf7\nQ35OwhfpeoMLbMcbHtzIjlkp4e+MQBMlbXWISVk7PxRPBc3vMvodQvUW147W1qTFckSX0lYhtCD4\nrKs1nURvn6hySRvgCZ6cYSMmkhiIJet2eOSCcnnJu/9NEynEY955Qe6sxluMiG8X8vyvqUpRUEMt\nnp4+ULZUVM7gmRyaQEKLtyS6ZdjNWhM8j5/ehw//5JNBSVgjiMDhKb4uZf0AAmF4oqWekjYz7PBY\nDoYT0uGpfVyGYwbn6Yo9PKFRG1F/jtcKgcOjtlbSprq+4NHsoExtdjGHz9/5K+zY+Uzlx48wtECO\nC4hpMZh5HYmYhpiuBsc0kRqDgMBcHWJ+LdA3gifs8MjQAgDIV5nFU3B4wrNf/PjZktACJeTwlKa0\nlevhKS1p826vABAr4rAttXARa8cOcTZvFcq8tAqCR6vdw1OI3ZWCx1/Yykb6WW+Qn5obQ+z0y4sW\nMYHgsa2gVCBRRfAAwKbhSeSsPJaNdJFDUCmW+tGnvN6nVMpLiZInsyANLvS8lnOFxWmpwwMUggue\naUMfTyEVRg/cpmZ3leVrV2+pFgA4sIL3TDo8nYilnvHTBe0yF+l6S9rkrpfVwsUgvBivN7Sg3PDM\nagQOT3wgEDzBbqur4vwt6yBcDVmjsyltVkQpbRV7eEIlbbVCC4pL2ioJHu+8PbdkYPPwRpxOT9cV\nyS5DC+bmXagKMDmWCnoGrTY7PK32Wcrzv6oqRUEN1ZjPLeLDP/0k7nzyByt+J2fwbBzcgLjeWkmb\nFOxrzT346cEH8PTMARxoYuixfD9LS9oKgsd7jxbqKGmT/a1CqMgbjZW0hcVapR6e8He+lff5yTPP\n4NMPfLkvRJP8vutqcWiB1mBogeILHoR6eOQ4jmrf3yhDCwoDob1NxURcg66pgetUCC6oPHz0e/cf\nwAe++ECwxl7N9I3gCRweeCVtMo652vDRUqclm7dgCb8BvkTwyJI0gXIpbYV/G6GStuFQSRvguzyl\nDo/iwlXDdbm1T0B3/fw5PHGgcumVdHhUaEHYQilFsdQVFinyZCj8xbN8nYIF7unz8OqJ/wOjM69F\nLlf8ZZA7C+VL2sovGGRwwan0FJaM2iltu/Z6gicWF0VOViwQVoXnlc5V7uEBgHNHz0ZCT7QluEA+\nrjeHp9WUtvJTwKveBnbwnk1LwdMRh0cKnuYdHrnrZVX4TNSDJQqPW7poqURYANYneMKhBX5JW6iH\n58LnjXmCp8bsr1YJ9/B0ul8oTFFJmxsuafMb8P3QgqqCxy9pUyqUswEIlXh5fTy2awdOYjUy/oJy\nZsbG+rEUdE31XGwUBsu2GiACAL848gje/t2/aWk6uVvO4alR0iYXuuWGBE5lZhBTdYwOjCCuxVra\nNJPCthPni04ihU69pbRhRAXBI+f4KVYKEF5/Uy0CAeHKlLb6BU/4byq9/rlwSVsL86QeOrYbDx9/\nDCfqTEFcyxRK2vSWStpkn6aiW0GZrLx+zVVxaM0IQwuk4AlcbunwyJK2gdpJbbv3TeHx52aQya9+\ncdzbgie/0uFxhQsFStDDk69W0iadFv+20ws5QPfeVHmikgQlaaJcD0/h3/JiI0pS2gBPNCmKCISD\n4woo8TzC13+jRklbNm/hlu/txVfufrLi32TyFqA60JXygQUAoGkqFD+0oNJuUrAT6siFQklJmx3D\nb278LQzFhleIiHBJm7yQJHUZWlB+8R4OLqhV0pY3bPx6/zSet2kYtrCKBE/gJMkLmRBI5+RAuPKC\nR1M1XDjxfBxfOtXyHBn5Onk9PP5r1+SOqRs4PI0N1FSEBk1VMLOQq7nz3iwzfimN/JyEH6OemnUg\n5PC0UNJmhXp46t19D/ft1JNglzWzUBQFST0RLJxlOp1wVVx4zijgaDW/v5Jdx/c0NaA1vPO+KmKp\n/dfOMLx0zGpionCarC14ZpcKSW31lLUtGxnoqo75RRtnTXibVVLwWJYfWqAW+gqb5dD8MeSsfEND\nUUtxQj088VBQQzXk57WcyJ1Kz2DD4ARURUVCi7eU9ikrFKIeztoIy0Y6GNRZ73knjNyQK72uy9di\nYmgIwo5jLrtQ876Ca6Yo7uGpp6StyOGpK5a6eeEub9tIb2g5RJn10GrDdsOCpzCHJ/zf9SBsfwNb\nt1f05cxXETzRlbRZwcazPM5Sh0cOH602i0ced7dDF5qhtwVPGYcnnTWxlDaRSXv/zlXZcZVpadJx\nmFvMQ9G8+6xa0lbV4Sk/hwfwXaISh0eJ+7novoNUK3lFHvPBE4tYqNDonc3bgGYjpsTK/r7oeFA5\nFEAu0gsOT8nCViiIxzQMJHXYjhvUtQKhennXDmqjE/EaJW0hh6eW4Nmzfxqm7eJVF2+CYRtIhB2e\nkh6ebN4u3EcFwQMAW4OytoNlf18vTkkjN9B6D49oYAEjFBuq0DG+LtlQaMFSvr5p4oC38MqUhBUU\nlbTVudOab4PgCbseAm5dz6GopK2O1zZj5TAYS3mhGCUlbQq8kja4GixRe6H43OxhfOqBL+Gup/6r\n5t+WUjyHJ6qStpXlgN/52UEsLluwq7yWriug1HR4CqllhWjq2uJi2cz4w6IVbJrwNqviMRla0D6H\nRz73VkRTEEuteq+DDGqohhSWpQvnrJXDspnB5OAEgEIfY7OL4UJowcrzheVYqzLR6cDc0eC/G0mH\nlFRyeORnftPYCISVqGuDInjdXRX5opS22scVfm/r6eEpXSvYjo2npvbXVQIqBW0rTt7sYg5/8v4f\n4iePHq39xxESODyaVuTqaGWSIqthm95tvVjqYhGQNx2vlaDc40dQ0ua4DmzXDhweKVpKe3jWp8YB\nVHd4DNM/51ntGZnSSXpa8OTNlQ6P7Y/zzmZ8wVPF4Qlu44sI03KgBA5PGcEjyqe0hRdMRoXQgv+f\nvTeNtiS7ygO/E+Od35xzZmWp5hJUgSYmGZkWGGgMRrYZjVksQzfGQ3ezWA22WS0aN8umgTaDabAk\n3CAhAZpaElZJVWgeqko1z1k5Dy8z3zzeMW5Mp3+cs0+ciBtxb7yXVZKqmv0nM1++e2/cGM7Z3/6+\n/W2AAAZPucMxVxwfDd6cBHh0HeXT59Zzf6fvBWBGBMcsZniAhNItqvKoTT2ipJ0kbUkVy7VN1Coy\nAdQYt6Sa6ms9PMW21IA+fHQyw/OolLN9y2sPwQuHKYbHUZ8jvle75wOMAE9+Dw8A3DZ3EgBweedq\n7v+XDb2ipFza9lkxTYbila+icRaBwcT8VBXbbQ8mm9zDc27zEn7uY7+MR649VeozqH8HyJe0lZ3D\nozM8+60UphJYFo8M9s1/TXI+ylQ5+/4AddkXmJgWiGfXMS0cWWiAxyY4ookJB8lvyjbkp4/7a9XD\nk9y/fjzq0hYEHFE0Xh6YMOElGJ7dAY5Ixjdv+OhDi0/g0WtPq393h11lG0uARzE8ITE8N25LTd/9\nRiyBdVtqIDFqKEqYgOS6Z0HuWpcMC+YBQMkt9ytro9flMdIfO/0p/E/3vf2G5HwvR1zYuqz+vpf5\nXxSK4cmssWR3f2C6Ce67GEbDsT3BABBJea0BE8MggmVaqFguusOXiOFJ2VKnr9GXFx/D//6538Wz\nq6cnfhY9Azcyn21pvQc/iHDq0tfX/ZANXXGhgxy2x/RYAR5N0qazHkVOo+HXgOGh9TpheMT1dh0B\neKjoMq8YnuJrOAy+Nrba+4lXNeDppxiepErDOUMQiK9eTtImE/mIK0lb3a7lvILtieGpuWnKNGF4\nks8jhodsWCdtVLp87qkz+ZVPwfBEcAoMC1LHg/QcIj3CjGkBySrUIskNuI6JqjsKeNKmBRycM7h2\n8eBRAJitTcM2LKx21tH29R6e9O9zzvH4i6uYbrp4zdEWgjjMlbTRot7p+8oOt8ilDQCmXOHMV3Yq\ndlGEqWGMN8bwKNOC0s34EcA4TFhYmK4i5gA4m8jwLO5cBwCcWjtX6nP0BTKP4Snfw6PbQ+8P8ERc\nBzyJZHRc6ElvGUOIXtBHzZGAR97bfbm2iFkHBizJqHrR+D6eSxJQr+ZYoJ9aO4v/99QnC8FfStL2\nNerhCXMYHnDRExjGYeGx0+DRcQzPbIsAj4dDEvAsd0cBz3ue/hD+7KkPiveNY/SCAUwu1oDDGYZH\nSdpeApc2Og9lpYt5odtSAyhlXEDneQTw9JIZPAASzf4+j88bY0u90l1DEIe4uPX1VdE/rwGessyy\nHolLW3odIOZ4tlkDD8S9NYnloTXQtS1VzGk49VI9PJ1UD08ZW+r0fUzHtj0oI70Trx038mFSUMH5\nRkYKfDUijEPwmMEy07bUxh5NC4Kh+H3DDlURRWc9imRtfoYN+moE5ZF5DI9lJvPJ6k4NrumMZ3hI\n0hb+LeD5moaeuEbKpU38OxiKrz7OtEBJ2hTTE4OZAWzmFDb7T3JpI0lA1XZVBY+CAE9IDE8cix4e\nAAfrB+Trx2/GOlh4+uxabnLR9YZgRoxKwdBRCqp2FFW4ST5DkrYRy0wpaatVZBP3UAc8umlBDHCm\n5mIUSdoMZuBgY0FJ2khGmK1CbbU97HSHuOvkrFq4U4DHJsCjMzxcHXO/gOGpyQr+YEIVb1IQMLSM\nGzctSBiechsTVZ5NZmF+WnyfOJ4MeAjkXWsvl/qcdZ3hiUYZnr1K2gCkJJFlg3OOCGmGp8gUQw99\nkCafUOUM4wheOFRFEGIKqNpLjCLd85OS4cvbAvCs97ZG2KC/fO6v8VfP/TW2CpIWOsc1u4ogCl6S\nuV1lQv9O5F4F6MUPBsS0nuSff/pxMdwBWnUHtmVgs+2hYrmYq85gqT1a2PGjADteOzW7hAfiOhyS\nPTxO1rTgJXBpoyTzRs57pIweEoYHGG9cQGvuIPRSz7KawdNIA559Mzyqh2f0HBEYut5e2dd7vxzB\nOceFrStouWJQ+H76LxNJW3pfInnqXLOuAM+kWTz0PLiWowBBw6lNLKL9/l89hY9+KWFm8piXMI5S\n1zWrGqB7cpyqJfu7N8Lw0Nq903l5nSlvNMI4ArgB02Cpvh3qYS4bnsfBIxOmHeX25Wy384Hf16KH\nhwoeaj3Qenh05psxhrnazFjA46senr+VtH1NI9eWGhwAw3AoNpNxFHSsAR1AbkRWANesFrxC2EqP\nZXjkgtRwR98jl+FxxSY3XxEb1kRJmwZwttpDLOYMvOoMxHuSU11RkKSt0JY6K2njmksbFzbbrp0w\nWbokg5JAIWnjAvDIuRjjEtJDzQPoBwPEPEbLaYx8ZwC4vCwqWScPt9Qm7GrgzrHt5DgBtHtDMA3w\nFEnaCPDcqPuVmk3ChEuewYx9mxZw5Fcfi2Ioe9ZMZmFhRnwfHrOJkjaqQF4tC3j6eZK2fTA8KcCz\n9wU1CGPA0L4b46Uc3/TCwiSGh+6HhOFJ9/DQfCnaXDre+MR1cXdJ/j3ElpcAmzAKcXFbVM+LNiBK\nRKcqzdQxvNyhJ/j6uQszDE/qZ5kQz7FYn4uCMYbZVkUN4jzSOoDNwfbIfCPSqPeCPrryXqMKbCJp\nywwevUGLeEAHPPtneKjQZowAnjHFudTA2eSakyU1MTz6wOf9xLgenuHXIeDZGuxgx2vjjvlbULHc\nfQGeIkkbMcezzTp4IJ7t7UExwxOEETgT561iOwoQNJw6BqE3luU/f21HzQAE8s+/GnQsDzN7jRXg\nKVGwG+nH3UeQTGqrINH/eokwDhXgSTuzjSu9jEZ/GACRJQaPBqPOa1sFwE/v4flqGTxQHkp5WJbh\nAZK8d642g47fKyzU0R79t5K2r3HkmRZwHgMc8GRBZTBmEGCUnYcTcjArQMWo5P4+4yy3hydP0lZz\nR9/DNEQPjwJY0rSABzZcU1Qly/bwkFzjqTOjfTzdIQGe/O+hjkeZFkxieNI2z1EcKf2r62g9PCmG\nR994Y9XvI15f/NCTcQEATFVaAEYrxlck4LnpcEtJFsmVDwAqdlrS1u4FqofHMsxCwEPn64YBD2mG\nZYJlG9bEJKs7CNAbjCYpnO2th4dskS3YiuGh3opxiy1VIHe9Nh54/Cw2dsafA3JoA/J7ePwoKCX7\nGQYRYHuAGZSSomXDDyI1ZBdAyhRk/OemjQ7GRV+eG2J4EtMCce/RNGsqMGy0i5Ou6+3l1HmiHgwA\nuLxzTSXUhQyPvKen5bPR/yoZF/jKfZKlB49qbC8xPEXriZK0FczgoZibqmCnM0QUxTgsjQtWMsYF\nBOB3vY6SAnl9A82ag7qcf0aDRyk5cYyXTtK2F0ARxzFWu+vavzkMg6nzUErSphUsdFkbDR09SIDH\nKscyFoUXjWF4gq8/wEP9cLfM3oSm29iXS5taW1myDgRhLJwxOcNcswbui71hZwzD0/dC8R6coerY\nKUkbMN6aehhESk4P5EvN1L4UJuoJPYK9MDwkabuBmVKK4ekOv65ntIRxCMQGjAzg2SvD0/dCsMgB\nNwIEkeg5TfXwFEja9EKefwPmPHuJYUmGB0ic2vIs7wFtdMRX6dhvJF61gIdznmtaQAyPJDnGPvxh\nZg5PEAVgZoSKtTeGR1+cyBWuVRkFG4rhiQlgCdMC7ldVsjBpIyW2455bxQaX18fTlRXmujMe8FiK\n4SkAPMRKRARUiAnTAI9toiolbekenmRR5owkbcTwlAU8oooda/bSHz/zGZxavgwgzfBkJW2cuNkh\nsAAAIABJREFUM3W87d5QSdpssxjw2KYN27BuGPCowaNSI2yVmIPz9nc8hF//k6+M/HyvkrauR30l\nNuZlIhWFIrEa1wekb8Z/9N8exAc+fXbs56z3t7QesNEeHqAcy+P5Idy7H4Fz69P7WlD9MAaM5HWM\nxaWAk97wy1k8dsNOZvCI80lgniqpZMZRl0WOjU7x974k5Ww3Tx8HkEiSAGEcQVEEeBTD47ZSx/Zy\nh1qXQjvVMxUpF0EGHkuGp2A9oXM8rocHEAAg5qI3oMiamkDVrtdWYL3XZUrOBkCbw/PSMzx7ARR/\nc+GL+Nf3vR1Xdq7JY49haXLncpK2fHe+te4G6k5NsY+qh2ffkjbJ8OTsQ0rS1lmZWKk+t3kJX77y\n2L6OYS9B/Tu3zp5Ey2nscw7PKMNDxj8GLEw3XaBED89gGIKxGAZMuI6JoS/62RpuCcDjR2CmzpyO\n3qNkQ09sUxa40zM6TsZPEbwEDA8BnjjmQjb+dRqi2Mdkn2UCeIiRLhsDL4TBHcTMF1LqOA148mbx\nxDFHyAawjp2BMbUOz9+neRHn+IP3P4WHnl0q9fv0/JPyJWF4rATwZIwL8lQFYZTsjSQN5pzj4tbi\n16Ud+asW8Hh+BP18Rzrg4QzdnriY4+hdNaxU/tmXWvDKGEnbJIZnEHjgHGjWRt/DlHN4KOHvh30w\nIwb3XTDZJzNpI6VjXZiuYm6qgmtro5I2qvLXc1gmPQwjDWSyoTTCIz08giIGBNNEpgU6kEj08kEi\naSPAM6ZRkmbxAEkVm87v5mAb73n6QzjnPQnHNnForq5mJaQlbSYgG6iBdA+PbVqFgAcQsrYbBzxJ\nDw8AWKY91qXNG4Y4f20Hyxs5GyIxPKwk4BkmjfRki06ne9zmpm/GrNrF6vZ45mCjt4X52gwYYyMM\nD1U0y1jEDv0IzPbA7OH+AE8QAab2vYxypgXDMLkHGONj6XpKMGtOluER90kW8Gx1ihMb6t/5luPf\nDCCRJAFpwFNW0vbVmsVDyRSPbIDFiiFTzzI3ECtJW/7zxUuYFgBZpzYCPElhh/Ok6LTjdRSwjnxb\nGRYAiaQt69K2X3kpoLu0lU9cyOCD2Jgo5jBNHfCUNy0AEne+mMdY628qdgfQC035+8hKZw3nNy8X\nfg5JYSIejxRIiP3xwmFhNZjifc98BH/4yJ+97ANMieF5zewJNN16aWZZj6SYlOzr3UEAGDFMZmGq\n4SQ9PINihmcwDAEjhsEE4Im5uPfULJ4xTm1DP1QOsUB+EZLWGzqWbL8vXfNBif0ryJEh7zV0OfL2\n13EfT8iTHh6d4aECTdnoeQFMOKLubYbwg2hiD08YxbDml2AfuQT3jifwy5/+dTx+/Zk9f4ettodP\nPbqIT5e0AFeSthyGR0naiOEZM3xUv8a0Rz6z8iL+zaf+Ix66+viev8fLHa9awJNNWpMKrfiz0xMN\nWeN6ePReGiCpjNQKGB4mGZ5s4qj3mAwCH4hNNKujhgGmYaZcpPwwMQUgY4BJzaa6pWnFMXOTxL4v\nvkdeH5EekxzEqArEI7KvlueLR2CcwTJF1YQkbQO9h0e5BQXKOc+ZYFoAjJe00fH0fA8nDjVhGiyX\n4XFsQwIeYng0wGOVATw3aFqgzeEBJjM819a74DztWJYEz/w5PnpDskp2UJFzj+IJlXcA6HhJkm7U\netgcI2kLogDb3i4W6nOwNLkeJboz1SnxniWqrQPfBzNEIrwfwDMMIjCmS9rK2VLrpgVgfGxDaT/D\n8NhmAuYBwHXEvd6siP/f6RcDnks718DA8Maj9wJIO7Wd27ykZKaTJG1JD89XR9KmBirL4XsXlsTm\nqJsWUAJRKGlTl3cywwMIAEAFEJ3h0d9/x9tVYJ1HNg7NJ4DHUdINKkCkr9t+wt9HDw8V3WhoZBTx\nlClOs2Yro4aiSPXwSAC+47URRIHq3wES8F20j7zrib/Ar3/+9wpBnw4WsmuW3kc1Sda2OdhBzOMb\nkg9OClFpvoLDjQNoOHU092lcoAqYWlGpNxDDu01mwbZMVE1xX5WRtJnMRMURa78YPrp3SVvefpEA\nHrHeeEH6GiemBZN7aui67HdALZAeC/L17NQWxREQk2nB/gFP3wvhMJFniFk8caqRP6+HJwhjwJJF\nhJ15dP0efvvL78B9Zz6zJ4aE5O5lZ/mMSNoUw2PkSNrELJ684aP6vkjflVwAL2xemXgc5zcv47e+\n9McT7dxfqvj/HeDhnBgeH1WrUvjwEyUJJFVKLxIbSXWspG2UodAXDS8c5g4dBUYlbcm0dwYelZS0\naYDHtsxcTWjSyD/etIAefj/M3/wIYBiQPTw8kS5xbqg+olqeLfWIaYGhmRYUP+hz1RmVmEwrSRtP\nfT5nEU4eaqW+a3oOj5myYu70fTApe3IsYRdaBLpqdrVUhWxcKNMCI+nhGVdVXlwRLF1uU6Pq4Sm3\nMfWH4nw4po2qBKKTElEA2Op3lMtVtTUYW22mStB8bTYF5ujPWQI8JRKPgS83bcb35NJ2duMiruxc\nE5bDOsNT0pY6dc+zeOxGQgkmDSOm2UoUVVtsKlM18f+7vXwQEvMYl3eu4kjzII40D8JgBtYlw7Pr\ntbHa28DdB24HA5soaSP286vG8FAiHInvfvaqYCvUfc0Z6PZ6KXp4AAF4FmpzsA0Lyxrg0YH7rtdJ\n+jZCG4dmNUkbDR6VGzVjTPTT3dCEepl47AXwyDWKEtYojpVDGx3X3FRi1JAXegJMEr7sDB5AdwrM\n30fawx6G4bBwBtRQ2y+zTN1eAA9Jv25EPjgpVrrr6AUD3DJ7EwCgqTHL/WCAt3/md/D49Wcnvk9i\nDJNEdyAkbfSsz9RrQGSNNS3oewkrRMWmYQnAE0aiSKNL2vKeoSzDMygCPKUkbTc+eDTF8IwB61/r\niLjoxTJNI8XwxHsAPEEYIYxiONTfbYUIo1ixHobBcs+BHyazHYPFO/Hz9/w8pipNvPvpD+FPn/xA\naUkh5VbjirWpz5XXl5QvfkrSJpnvEpI2XflAkja6Z8rMkfvi5Ufw+NKzOKupF17OePUCHnkD0L6R\nzOGRPTzDSAKe/AdRz3epIjyIJMOTO4NHwp0cFygd8PihDx6baOQyPGnTAp8AD2eICfCUlLQZTEjE\ngpzKdB4IyAsCPEEB4KEKUs0R76P38ECbq0O21IWmBUyA0IThKU5IDcNQFqvUp0DnV1n4GhFuOiz+\nb5jL8JgAN1KDRyuOOL+2KStvRU5tTgV+FNzQRpAMHiWGxxprS31VOu3FHKlkPY7jpBjOikHirtfG\n5W3RH0ByRtd04FiiUZNus3HfaRD2wf0qWvYUYreD7iAoZD3IoW2hPpv6bvT+M5VpAOUkbQOyOGZx\naYaHc47/+KX/G3/0yHvEMWo9PKUBT1Se4aE+mVqG4aGoSFfAaQl42gUubWu9TQwCDydnjsE0TCzU\nZhXDc07KjO5auBXTlRa2+kW21OK4if38ag0f9QJfzNKSCfWF62JzHJAmnRuIo3IubXuRtBmGgUON\nBSx1VlUxQE8SRA+PZHjCfIZHnx9hmZMNRMYFgaW9SNqouqkAT8RhmelzMDdVVUYNeZHXw6Msqfcg\naaNE94qcu5WNFMOjz6riMYbhULGc4wCPF3haL9DLB3ho4KgCPMTw+F2c3biE0xsX8OTScxPfRxWT\ndIanL8ALAZ7pZgWx70yUtDHGYRlC0gYIFqQ5oYdHJJUcsELVSD+O4aF+oqxz4V4kbb68n8oMXS6K\nVwzDwxOXNoMZav3ZC8NDgMM1xdrEzAB+EGMYRDCm1zA3x9HpByNFuyCMFeDhoYMD7mH8h+/+FZyY\nOor7z38ev/3l/1KK/ehJ9Yx+zscFPcf5kja5TmdNC3KGj6YlbeTSK46hDOBZ64uizI24Wu4lXr2A\nRyas5MijpOTgqlTjmE7hzaRvLJSAD0KxkVBFJhuiUZ+r36cKfgrwxD4Q5TM8pmR44jizcXOGOBSX\nquzgUcMQM3D8nAn1w6gc4DFl8p+d2ExB1fea64Jzpux7ozgCj5la1FUPT5FpgZrDQz0846lckrUp\nSZs833SemRHh5GHB/uSbFghJGzEt7Z6PakUcK0k+ip3abtyaWrm0ScAzyaWNGB4gPZcmDZKKk/h3\nPvIB/LtP/RYGgacAhGM6YIyh6pgqES2qJvlRgAgheGjjSPMQImMAmH5hEzXN4JmX1feE4UlL2tpe\nCcAjrx/bg6Rtc7CNnt/HxmBbubSZsMFgCNOCEu+T2pgmMDwkG6uTLbWRBjw1KWmbbYiEq+flrznU\nv3PzjDAsONCYF7KkOFT9O7fN3YzZ6jS2Bju5kgc61zR3pB8M4EfB2EnZL0V4oQ/EBqbqAtRdXBaA\np+fJREc3LSi4z3jMAVbOtACAkngdbh7EIPCwK1mDtKStrVzaeOjg0KwGeDKDRwHh1HZjLm1iTdzL\nYE8quvUUw8NH5rzNtSrKqCEv8np41NDRxpz6P1XRLdhHCKgt7uYDHn1orn4d6fuenDkOBjYW8Gxr\njf17kQ+e3biIz158qPTvn1cObScBaIBn2MNKV/R8lVnHeY5suDPwASNShTvq4+n43cL7u++JHh7L\nsNTeKBge2cNTAHiGfgQYERjjMGKRUOet1e0BzZsimdKN2FLfOMMz8EOYBy/DaG2MZSe/luFHASIe\nifk5MtEnsx3aF8sEAZ4q9XdbIYIwQjfowL39SeDoCwBGn99Qk7QhFOqS+fos/v1bfwn3HroLTy4/\nj9/4wn+eWBjoD4jhKSlpKzQtMEcYnqpdQc2u5vfwaIVAKq5TXrXW25x43Ouyb3G/c8H2Gq96wENM\nSsIaJHMebOaoaejZ0JNuklgNY/G7JF0ZDQaw0R4NHfAEcSB6ePIAT6aHJ9DkIOSkVVbSZhoJgNB7\nFjjnarMry/AUTdDt+zRTqCJAGU8QPpdDRwFottR6D08iaRMMjwFTNstNsrD8oTu/Bz981/fiSEs0\nLNPnKgtNI1YMT34Pjyld2oRErNPzUZGAx7FHDRb0eClm8aj7o6RL21VtlpKeeKd6bsYwPC8uXUPI\nA6zsbimXwIqUWVVdK2F4Cqp5VDHmoY3XzB0DABjVXqGsbUNWbQTDY2qDR8X7k9zqgcfHO70Bmiyj\n5PwcAFhqi8pSd9gTfU9GBItZMEBzriZro/VEjBl8bOWMZGNZW2qKimRAW9KopEhmRg5tJ6VDG/Ve\n7AQdnNm4AAaG22ZvxkxtGkEcpiavq+OOQtiGpdaont/HHz36HvziJ379hgfmjothKHoTK7JgcH1j\nF34QoTeUvT3cAF2+ItdHxfBMkLTNtqT5g7z/aB0g4wL9Pt7s76IrJW02XMUOAbpL20vH8FBlfE8M\nT1bSFqUlbQAwK497oyBxzJO0keGFzvCQRXpR434wAfDor9OfETIsaLlNHKjPjQU8ep/LXs71B1/4\nOP7LY39eeu29sHkZBjNUAUEfPros75UyLoaJLXVSjOwMPDAGNbx7uuEqKdluxqnt85cexlp3Q/Xw\n2EYiafP8MJG0FZgWDINE9hT7coZczjO02RWfS8fhZ2SLZW2pozhSe+mNuLTtRqtwbjoN987H8ZD3\nwZTpytdLUMLNhzU194r25TFCk5GgGYMVOXqAGSGCMMZAtkF4zioAPiJrI4aHhxYAQwGIml3Fr/yd\nf4lvO/56nN28iPc8/eGxn68YntKStmJbasti6tgo5moz2MgxIkn18ISU/0l3Ph5jpTc6FoWCc66M\nWookti91vGoBT18xPNSYnXZpAwATNqI4yq3o6YCHAMgwEotjwy5ieMQn0O9bGcATx8K7v0jSlgwe\nTdthgzMEAQGe8qYFjnIhSm5KT1aLgMmAh+RdRSidkudG1U0DHh6DR7qkLaeHh2ZexKGSGZoGA2OY\nKDm6a+E2/OQ9P6wauNX5lX+aZoyZpkgQigCPcI2K0fdCRDFXkjbXmgB45Dyf/g30RiQubeKzLNOW\nIHE0ER8GEVa2eql/U+h9JnwM4BlKKeZqe1fJEGmjrlYsKHfxgs2NKo+uUcVN00cACKe2IuMCYngW\nallJm/hzbU2aRZSYiUGDUvciabsmh6NycMEiGREsw4bBTPE+e+nhkad1nF2okrQ5aVtqiror/k3n\nvO/nV+kv76QZHpJuvtg9j1Pr53Db3M2oOVXMVYUkME/WFsQhLNNS4Gtx5zoevvoEhpGfC5BeqvCj\nADw2VG9ejBiXlnbRl4BHyHLHu7TRkjuJ4bEtA1MNRzGMhxtp4wJfq2zvDCTDE5k4ONNQSQ29D5De\n2Cf1040LznmpHp7FlTYuXEuuHc2v6WsMTxbw0MysoiJD3hyetd4mGBjmZdMxkGbW84Jc5oolbcm9\nq4MVfZ092jqE3WFHAc1s6H0ueznX1ItVpvcviiNc2rmK463DqoqtS9pW5NyjUgwPTwAP7a/tPjkw\nJoAHOU5ty501/NGj78FHX3xAubTZpq1MC4bB5B6eoZ8YFoRD8Xl5z9B2n4C9uFeG+xw8mpqjdSOm\nBTJf4sMK+sYGPvTCfft+r5crqCjAh1XlTmZIwBPtg+Gp0WxDM0IQxol0Ez5YrT0yhFX18ERp4AGI\n/PEX3vRPcbx1GPef//xYG/f+jUradIZH5X3JtZ+vzWAQeCPPS55Lm35vUvExL8QwU3E+svLLcbHZ\n38aHXrhvX0z8qxbwjDI8o7S0wcX/5RkXpCRtxPBwcbFblUbuZzIFWGRCy9KAR22CBaYFqocnJne4\nxLTAD2K4plPalpp6eACknEJE46TUm1qjoEsPm3p4ovxE2JMMT7OaZnjI155oe9sSVoe6pM0wRIOg\nH/oAi5U22TTYREmbeo8M4Ol74nhMO3l9Xg+PK22pIx6r+QCuKxY36rfQj1UPSmpvjOGRc3ioQZIX\nD2S8ttpJ2aunFpiMdXKRq0vIxHfc7LZHAGDFsRBOADy7csJ3w6nh+JQAPEZzawzDIwDPXG0mt4fn\nc4/Iqo/lTwS3atPeg6RNry63h10wIxaARzE8k99HLdpcAmC/+LkbGTya6eGpueJcu2airc+7Vpe3\nr2GuNqMSM2J4vrItGqt/6t63AQBmCfDkVNxCYngkE3lm86L6rJdTJ+1HkuGRzCGMCKevbGs9PGzs\nfQ6ItYuVsKUGgLlWFRu7HjjnChgSs6gzyZ2gi7bXRRzaODSXLlQ5GVtqQMzaoqT/+noX7/3ki6Xu\nFyCdKHYGxevDb77nMfzGnz6q/k0V94EOeMyMpG3CLJ7cHp7uhngGtftRJTgTJG1bg51cwOJprwu1\nfYFAm2s5ONo6BAC4VsDy7Jfh2R0Q4JkM3K/uLsOPAtW/A6RNC2hQbbl1PMkdSCnSkbJUMiSZbrrg\nPs3iSb5feyjY+bbfRc8bgjEOx7K0Hp5E0lZUkBgGyQwekqvlS9rE649Mi56Lojk8QRyOTRZ1EHpD\nc3hicW6tzduB2CglYf5qB8k++bCmigymAjzl34cAR1063xLDo6+5ZmtrxJ7bl+57RpwGHhQVy8Uv\nfcf/iKpVwTseey+u7S7nfn5P5ithVM7cZ0TSNmbwKFBsTe2PYXiA8X08a9rIhcXV8Tb2ejxw/gv4\nwPMfx8NXnyz9GopXL+Dx0j08+hweGijFZDKT18eTkrTJRc6XkrZGgaSNNupwpIdHAiaybo2KGR6d\n4VA3DmcYBkIvvCeXNntUstH3QjCTGJ4Jg0fJXrfgyScacqomAI+wl+aCrYgNxfAAQjrVz7Am6vto\nSY5hGKUBT8LwiN/fbMvNy9A24hxHOrKl5ojR6ctKhyMBjzNqsKAHSdrKTKsuimwPz8aWeK/zS6MP\nPcnZ6pXE1YciSwOHBdeJG+IcbPe7CjBXpcyq6lqKui+S1S1ti+OarjZw88xxHKgdhDW/jIs7l3N/\nf6O3hZnKlBrUmu3h2doWFD6z/FRPUl6oXggWIyzp0qYvsh1fMDyOYSsGtYwtNd3zhgI84xkexpgC\nkdkenro818TwcBaJOR5a7HhtbHu7auAokDA8HBzffuINuHPhVgBJE2meU1sQB7ANG7Zpj0jrshKX\nlzLEtHJTFQyYEeOFi5vqvDVrFQV4Cnt45HM8SdIGCInX0I/Q80LYklGj9+1r4DTmkUhAQyc1dBRA\nsj5qm7bO8Lz7vlN4/6fP4tnzGygTehJZVJjy/BDX1trYag/U96W1JLGlHpW0zbXEurNVUGQIMz08\nQRRga7CDA/W51O+pHp6c44vjOJXgZmVtYRyl/j8cw/AAwPV2fnKmD+fciyPeTl8kzBvdYmMAisSw\n4KT6GRUSdry2SnTLMPV5kjYa4FyTw7unNEmbzmAR+BwEAyXvdCwbrk3rubh/XcstxfCMAzwkZTyx\nMAseGyO5gp58j7Om9jWpYpH8tEz4st+r4dSB0NnX0NeXO4jhiYfVBPDQ/ME9EL2ULzTchOHxwyhV\nWDCaWyPDRwfBUBTkIGcn5ZjjHGkdwi+86Z9iGPn4vx58Zy5D19f2kzJ9PL6ypbZTn+vaJqw8wFPg\n1Ja2pU67tAHjAc+6LFABSQGhTNA1e371TOnXULx6AQ/dgGq4op7kSPGZnB+TN1clzGF4Ai5+j2Zc\njAYTg0MV4MkwPLTIjLOlhjbAUyZdnDMM/QiO5Uyew6NMC5IKpt6kLRiecpI29fqCJ5+GejarFQAM\nXB9Gp9lSA0LWps/hAaRphFp4E4YnLpGQAqMMz05XXB+OUcAzKmljiHmkAI9LkjY70VbnherheUkk\nbdQ0LX6+2R7d8BYl4Lnl2PTIcfmZuTx55hIDf6hcynYH+YCHx/K+K9jclndEYj1bb8E0TPz0PT8C\nAHh++PmcmVMxNgbbmK/Pqu+YZXjqFQcOq4JZAYYTKPhxDM8z59bxU7/2SZy7ml6E9cpyVwIeW5O0\nlXFpo2Mmy/VxgKfv91G3a2CM4dLSLt77iXRvUq0ikhQFus1oRMtNhgUnZ46pn1GyajETP3XP29TP\nydZ7c4ykjTGmWB4CPnvpK9lrhFxI2qji3WpYOHVpE568uRdaNSUlLnRpi8sNHgXSjIeVGRjqZdg4\nDi4c2sowPNJApO8FeOJFsVnrPXTjwtNAhF/QjH9ttQv7tqdg3fEVDIZCxkprVC/F8GRd2hIr7rzI\nzuFZ72+Bg6csqQFNs5+zj2TZlqysLQuSJgOeAoZHl7TtgeGJmDin5QCPMCy4de6k+hkxPJe2FpVU\nq5xpAdmWJ4WQnnRarEr2drqZAB6d4aF+vb7voTek4pudmsMDiCIqAZZsePrQ0VBK2nLW6kHggccM\nJw/NArGhHBvV+2jX7/c/8Ciur+cDEB24j3NMnRQBF9+3WakhDuxSEmZASPviG/jcvPCDCOevjq6X\nqzrDI1lV2pf3xvCI+7jpiqIKMwXDE3Ad8GyPmDe05Xw7h4nnu8gc51uPvw4/cPtbcb2zgnc89t4R\nhUBPy63K9PGowaMZhsexTdiZwaNAAniys3gmSdqWx0jaqH8KSGZDlglihp5bO72nWUXAKwTwrGz2\n0O3vTY6RSNrSDI9okBd/jQO56ORU63WARIyNDw880mQbmTBYeg4PbcSUFFKyyXgyeCz9eqqAxqk/\nwRk8P4RrOnswLTA021Ud8ISAWVLSpgYoFrh3hVpVgxuIoVUINUkbIABPHsNDphGU5FhmMhB0UmQB\nT7sn3itC0g/j5Rg0iDk84ng7UtJm2eLzq854l7aXwrQgO4eHJGW7/dH3JIe2244LwKNXVIYZu/A8\nc4nVtiav8Lrq/qnZCeChRLRIvrDeFhvFgZZItN9w/G7EG0cxMLbwwPkvpH53Z9BGFEeqb8AyLTWV\nnVyDTh6aEfadZrG1NQU1RjM2Onj17OI2drs+Pvy58+pnXb+HXa+t7qd20AZj4l4zmQFW0paa7nmL\nifthUg8PgYu/eOA07n/oqvo/HjPlUkjPGzOiEbeerGEBICrS//Du78P3H/hOBSABYHYMwxNGodqw\n604NDAxvvumN8ju9PIAnjCNRBY9NBaRPHK5jt+tjpyvu6TkN8BSbFgDCtGDytqQPH80OSO7nXCse\n2jicBTx5DI9pI+YxvvL8klo3F0sCnsWV5HoUJfJXVnZhtDZh1Nvo9gPR+8RpsHVxD89MazzgiTKA\nR83gqacBT2ocQCaIAagb4jlf3F1K/b/u0AYkAOmZs+v4bw+Jamu/xxPA08kHPNv7kLQJJYC4Hpv9\n4lk3FBe2rsA2bSXBBcRaVLUryjYfEInfZCeyJBcgcNyTfXjVHNMC3YWOHPP6wQCDYdI/qQDPkABP\nvZjhCSIwuWfTZ+Qd8zD2gEje57Excm51IPPYmev4+Jcu5n6ezrrdCMMTQnzf6VoDPLThhd7Enq3N\n/jZ+/mP/Bvef/3zpz1ne6OFnf+Nv8DePFA+6fOArV/CLv/cFnL6cdqtc627AZg4Q2uqZU+vJXhge\nCTiaVenSZkQpwFO3a2BWiKVe+pki1ss1ZN/VmP3wn9z7NtwxfwseuvoEPvjM3+CPP/yMyov1/uhB\niT6eYda0IAjVmArF8GR6eIDxkrZASdrE5zPGJkjaEsBD/eBlgowQNvvbqhevbLwiAM//8rtfwB98\n4Ok9vWbUlpprbmmy0hiIr58nT8pzaQsxBA/tkRkJSTAhmRlxaUtL2hzDyZVtkESLeoCSxUGTtO2h\nh8eyRjf0vheClWR4LNW8VgR4SLfqgoGBI/nu4GlJW61iq4omhWPaip5NeniMUi5a9B2BBPDs9rWG\nWmoeJkmbmYA7xzbAuTjeTl/8niOdSdxJPTwvAeB58DkxE8fMMDztvjcy2frqagfNmo2DcmBiuocn\n48KTI1la202Si67fS5Kaig54xkuNNnsi4Ts8LUCXYTA02/cCnOHBxcdTv7uuObQBSCWjZJjQrLlC\nJ23EE6tRepUyOwCXzsXDzy2r3gZqkjwhE51uIJIPx3Q0hkdIUz76hQuFA/Ho2VOAJyh+7nrBADWn\nCj+I8NTZdZXYAwC4gYoEPBXZwwNjlOG5lDEsoPjxb/wHuLt5S+pn43p4gjhUkrqfuOenUrB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sR3DoXaxEgzwIAwLoiHDqI4UkwNmRYACeCxTCsZPKq5tAHFDA8zQ1jMwlyrLpQBmXttU+YWzUpN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\naBz1M1RzPE3zTiA8M9w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d2o4HwgPEBfGRIzzqHJRyQV70wcwjJKXNAViEUQ7Cc3pHJpem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\nXSGEEA899JD46aef4rB34UV7fQhUUFAgDh8+LIQQYtq0aeKjjz4SW7duFbf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(hedged_portfolio)\n", "\n", "plt.plot(R_portfolio_time_series)\n", "\n", "plt.legend(['Hedged', 'Unhedged']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll check for normality, homoskedasticity, and autocorrelation in this model. For more information on the tests below, check out the [Violations of Regression Models](https://www.quantopian.com/lectures/violations-of-regression-models#notebook) lecture.\n", "\n", "For normality, we'll run a Jarque-Bera test, which tests whether our data's skew/kurtosis matches that of a normal distribution. As the standard, we'll reject the null hypothesis that our data is normally distributed if our p-value falls under our confidence level of 5%.\n", "\n", "To test for heteroskedasticity, we'll run a Breush-Pagan test, which tests whether the variance of the errors in a linear regression is related to the values of the independent variables. In this case, our null hypothesis is that the data is homoskedastic.\n", "\n", "Autocorrelation is tested for using the Durbin-Watson statistic, which looks at the lagged relationship between the errors in a regression. This will give you a number between 0 and 4, with 2 meaning no autocorrelation. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Jarque-Bera p-value: 0.0\n", "Breush Pagan p-value: 0.122901932995\n", "Durbin Watson statistic: 1.7425657195\n" ] } ], "source": [ "# testing for normality: jarque-bera\n", "_, pvalue_JB, _, _ = stats.stattools.jarque_bera(portfolio_exposure.resid)\n", "print \"Jarque-Bera p-value: \", pvalue_JB\n", "\n", "# testing for homoskedasticity: breush pagan\n", "_, pvalue_BP, _, _ = stats.diagnostic.het_breushpagan(portfolio_exposure.resid, \\\n", " portfolio_data[['EXMRKT', 'SMB', 'HML', 'MOM', 'const']])\n", "print \"Breush Pagan p-value: \", pvalue_BP\n", "\n", "# testing for autocorrelation\n", "dw = stats.stattools.durbin_watson(portfolio_exposure.resid)\n", "print \"Durbin Watson statistic: \", dw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the Jarque-Bera p-value, we would reject the null hypothesis that the data is normally distributed. This means there is strong evidence that our data follows some other distribution.\n", "\n", "The test for homoskedasticity suggests that the data is heteroskedastic. However, we need to be careful about this test as we saw that our data may not be normally distributed.\n", "\n", "Finally, the Durbin-Watson statistic can be evaluated by looking at the critical values of the statistic. At a confidence level of 95% and 4 explanatory variables, we cannot reject the null hypothesis of no autocorrelation. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Approach Two: Factor Value Normalization\n", "\n", "Another approach is to normalize factor values for each day and see how predictive of that day's returns they were. This is also known as cross-sectional factor analysis. We do this by computing a normalized factor value $b_{a,j}$ for each asset $a$ in the following way. \n", "\n", "$$b_{a,j} = \\frac{F_{a,j} - \\mu_{F_j}}{\\sigma_{F_j}}$$\n", "\n", "$F_{a,j}$ is the value of factor $j$ for asset $a$ during this time, $\\mu_{F_j}$ is the mean factor value across all assets, and $\\sigma_{F_j}$ is the standard deviation of factor values over all assets. Notice that we are just computing a z-score to make asset specific factor values comparable across different factors.\n", "\n", "The exceptions to this formula are indicator variables, which are set to 1 for true and 0 for false. One example is industry membership: the coefficient tells us whether the asset belongs to the industry or not. \n", "\n", "After we calculate all of the normalized scores during time $t$, we can estimate factor $j$'s returns $F_{j,t}$, using a cross-sectional regression (i.e. at each time step, we perform a regression using the equations for all of the assets). Specifically, once we have returns for each asset $R_{a,t}$, and normalized factor coefficients $b_{a,j}$, we construct the following model and estimate the $F_j$s and $a_t$\n", "\n", "$$R_{a,t} = a_t + b_{a,F_1}F_1 + b_{a, F_2}F_2 + \\dots + b_{a, F_K}F_K$$\n", "\n", "You can think of this as slicing through the other direction from the first analysis, as now the factor returns are unknowns to be solved for, whereas originally the coefficients were the unknowns. Another way to think about it is that you're determining how predictive of returns the factor was on that day, and therefore how much return you could have squeezed out of that factor.\n", "\n", "Following this procedure, we'll get the cross-sectional returns on 2016-11-22, and compute the coefficients for all assets:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can take the fundamental data we got from the pipeline call above." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "date = '2016-11-22'\n", "\n", "BTP = results['book_to_price'][date]\n", "z_score = (BTP - BTP.mean()) / BTP.std()\n", "z_score.dropna(inplace=True)\n", "\n", "plt.hist(z_score)\n", "plt.xlabel('Z-Score')\n", "plt.ylabel('Frequency');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Problem: The Data is Weirdly Distributed\n", "Notice how there are big outliers in the dataset that cause the z-scores to lose a lot of information. Basically the presence of some very large outliers causes the rest of the data to occupy a relatively small area. We can get around this issue using some data cleaning techniques, such as winsorization.\n", "\n", "#### Winsorization\n", "Winzorization takes the top $n\\%$ of a dataset and sets it all equal to the least extreme value in the top $n\\%$. For example, if your dataset ranged from 0-10, plus a few crazy outliers, those outliers would be set to 0 or 10 depending on their direction. The following is an example." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before winsorization -1000.0 1000.0\n", "After winsorization -2.31496787533 2.82658619697\n" ] } ], "source": [ "# Get some random data\n", "random_data = np.random.normal(0, 1, 100)\n", "\n", "# Put in some outliers\n", "random_data[0] = 1000\n", "random_data[1] = -1000\n", "\n", "# Perform winsorization\n", "print 'Before winsorization', np.min(random_data), np.max(random_data)\n", "scipy.stats.mstats.winsorize(random_data, inplace=True, limits=0.01)\n", "print 'After winsorization', np.min(random_data), np.max(random_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll apply the same technique to our data and grab the returns to all the assets in our universe. Then we'll run a linear regression to estimate $F_j$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\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", " \n", "\n", "
OLS Regression Results
Dep. Variable: R R-squared: 0.006
Model: OLS Adj. R-squared: 0.005
Method: Least Squares F-statistic: 4.286
Date: Thu, 09 Nov 2017 Prob (F-statistic): 0.00504
Time: 15:59:19 Log-Likelihood: 5304.2
No. Observations: 2007 AIC: -1.060e+04
Df Residuals: 2003 BIC: -1.058e+04
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [95.0% Conf. Int.]
BTP_z 0.0004 0.000 1.109 0.267 -0.000 0.001
MC_z 0.0002 0.000 0.474 0.636 -0.001 0.001
Lag_Ret_z 0.0012 0.000 3.207 0.001 0.000 0.002
Constant 0.0070 0.000 18.118 0.000 0.006 0.008
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 618.099 Durbin-Watson: 1.918
Prob(Omnibus): 0.000 Jarque-Bera (JB): 15303.211
Skew: 0.878 Prob(JB): 0.00
Kurtosis: 16.413 Cond. No. 1.16
" ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: R R-squared: 0.006\n", "Model: OLS Adj. R-squared: 0.005\n", "Method: Least Squares F-statistic: 4.286\n", "Date: Thu, 09 Nov 2017 Prob (F-statistic): 0.00504\n", "Time: 15:59:19 Log-Likelihood: 5304.2\n", "No. Observations: 2007 AIC: -1.060e+04\n", "Df Residuals: 2003 BIC: -1.058e+04\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "BTP_z 0.0004 0.000 1.109 0.267 -0.000 0.001\n", "MC_z 0.0002 0.000 0.474 0.636 -0.001 0.001\n", "Lag_Ret_z 0.0012 0.000 3.207 0.001 0.000 0.002\n", "Constant 0.0070 0.000 18.118 0.000 0.006 0.008\n", "==============================================================================\n", "Omnibus: 618.099 Durbin-Watson: 1.918\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 15303.211\n", "Skew: 0.878 Prob(JB): 0.00\n", "Kurtosis: 16.413 Cond. No. 1.16\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BTP = scipy.stats.mstats.winsorize(results['book_to_price'][date], limits=0.01)\n", "BTP_z = (BTP - np.mean(BTP)) / np.std(BTP)\n", "\n", "MC = scipy.stats.mstats.winsorize(results['market_cap'][date], limits=0.01)\n", "MC_z = (MC - np.mean(MC)) / np.std(MC)\n", "\n", "Lag_Ret = scipy.stats.mstats.winsorize(results['momentum'][date], limits=0.01)\n", "Lag_Ret_z = (Lag_Ret - np.mean(Lag_Ret)) / np.std(Lag_Ret)\n", "\n", "returns = results['Returns'][date]\n", "\n", "df_day = pd.DataFrame({'R': returns,\n", " 'BTP_z': BTP_z,\n", " 'MC_z': MC_z,\n", " 'Lag_Ret_z': Lag_Ret_z,\n", " 'Constant': 1}).dropna()\n", "\n", "cross_sectional_results = \\\n", " regression.linear_model.OLS(df_day['R'], df_day[['BTP_z', 'MC_z', 'Lag_Ret_z', 'Constant']]).fit()\n", "\n", "cross_sectional_results.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To expand this analysis, you would simply loop through days, running this every day and getting an estimated factor return." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "*This presentation is for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation for any security; nor does it constitute an offer to provide investment advisory or other services by Quantopian, Inc. (\"Quantopian\"). Nothing contained herein constitutes investment advice or offers any opinion with respect to the suitability of any security, and any views expressed herein should not be taken as advice to buy, sell, or hold any security or as an endorsement of any security or company. In preparing the information contained herein, Quantopian, Inc. has not taken into account the investment needs, objectives, and financial circumstances of any particular investor. Any views expressed and data illustrated herein were prepared based upon information, believed to be reliable, available to Quantopian, Inc. at the time of publication. Quantopian makes no guarantees as to their accuracy or completeness. All information is subject to change and may quickly become unreliable for various reasons, including changes in market conditions or economic circumstances.*" ] } ], "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": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }