From ba970af746640a4d03d67d825258cf276808865f Mon Sep 17 00:00:00 2001 From: Joe Date: Tue, 30 Jan 2024 11:48:44 +0000 Subject: [PATCH] Feature/notebooks (#5) * feat: add notebook on elementary risk models * feat: add notebook on multi-factor models * feat: add notebook on sector models * fix: add references to notebooks * fix: add references to sector model notebook, update README.md --- README.md | 6 +- notebooks/01 - Elementary Risk Models.ipynb | 1196 +++++++++++ notebooks/02 - Multi Factor Model.ipynb | 1972 +++++++++++++++++++ notebooks/03 - Sector Model.ipynb | 881 +++++++++ 4 files changed, 4054 insertions(+), 1 deletion(-) create mode 100644 notebooks/01 - Elementary Risk Models.ipynb create mode 100644 notebooks/02 - Multi Factor Model.ipynb create mode 100644 notebooks/03 - Sector Model.ipynb diff --git a/README.md b/README.md index a470273..e446bd2 100644 --- a/README.md +++ b/README.md @@ -3,5 +3,9 @@ Risk attribution and optimisation using a multi-factor equity risk model. Includes functionality to: -* Calculate risk, marginal risk contributions and risk concentration measures +* Calculate risk, risk contributions and risk concentration measures * Optimise a portfolio to be factor *neutral* or *tolerant* + +The directory `notebooks` contains some jupyter notebooks which provide a +starting point to exploring and developing equity risk models. It is by no +means comprehensive, so the usual caveats apply. diff --git a/notebooks/01 - Elementary Risk Models.ipynb b/notebooks/01 - Elementary Risk Models.ipynb new file mode 100644 index 0000000..ea10738 --- /dev/null +++ b/notebooks/01 - Elementary Risk Models.ipynb @@ -0,0 +1,1196 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "94655dbb-e2f7-4777-a0ab-84867eba5410", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas\n", + "import numpy\n", + "import yfinance\n", + "import statsmodels.api as sm\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib" + ] + }, + { + "cell_type": "markdown", + "id": "882669d5-62b4-47b5-a5cd-9dd87ebf28d2", + "metadata": {}, + "source": [ + "# 1 Introduction\n", + "\n", + "We introduce some elementary risk models to derive the covariance matrix between stocks.\n", + "\n", + "### References\n", + "\n", + "* Grinold, R. C., & Kahn, R. N. (2000). Active portfolio management. (Chapter 3)" + ] + }, + { + "cell_type": "markdown", + "id": "899834c6-ba7b-4f61-8446-3b0903a8a767", + "metadata": {}, + "source": [ + "### Fetch Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "38a94246-6b8e-4bd7-9e0b-944b16db7579", + "metadata": {}, + "outputs": [], + "source": [ + "stocks = [\"ACN\", \"BA\", \"BAC\", \"CAT\", \"HP\", \"INTC\", \"KMB\", \"NVDA\", \"NFLX\", \"XRX\"]\n", + "benchmark = \"SPY\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2479d946-09b8-4cd5-80c8-90e5c7a2cc9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%%**********************] 11 of 11 completed\n" + ] + } + ], + "source": [ + "yf = yfinance.Tickers(stocks + [benchmark])\n", + "df = yf.download(\"5y\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bcc5e56d-5aa1-4365-8cc6-09b3d1173410", + "metadata": {}, + "outputs": [], + "source": [ + "df_returns = df[\"Close\"].pct_change().dropna()" + ] + }, + { + "cell_type": "markdown", + "id": "500a9f9e-df0c-4945-924b-c7211b7a9dac", + "metadata": {}, + "source": [ + "### Active and Residual Risk\n", + "\n", + "The active return of a stock against a benchmark is given by,\n", + "\n", + "$$ r_{active} = r_{stock} - r_{benchmark} $$\n", + "\n", + "and the active risk is given by\n", + "\n", + "$$ \\sigma_{active} = Std(r_{active}) = Std(r_{stock} - r_{benchmark}) $$\n", + "\n", + "The residual risk is the risk orthogonal to the systematic risk, and is given by\n", + "\n", + "$$ \\omega_p = \\sqrt{\\sigma_P^2 - \\beta_P^2 \\sigma_B^2} $$\n", + "\n", + "where\n", + "\n", + "$$ \\beta_P = \\frac{Cov(r_P, r_B)}{Var(r_B)}. $$" + ] + }, + { + "cell_type": "markdown", + "id": "9ce93e01-cf5e-43e5-8dc6-8bf429c9dfc5", + "metadata": {}, + "source": [ + "For each stock, the beta, total risk and residual risk with respect to the benchmark can be calculated." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dd483627-450d-4669-9fed-9a41b5e67655", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_risk_summary(df_returns, stocks, benchmark):\n", + " out = []\n", + " \n", + " for stock in stocks:\n", + " \n", + " exog = sm.add_constant(df_returns[benchmark], prepend=True)\n", + " endog = df_returns[stock]\n", + "\n", + " lr = sm.OLS(endog=endog, exog=exog)\n", + " beta = lr.fit().params.loc[benchmark]\n", + "\n", + " stock_risk = df_returns[stock].std()\n", + " market_risk = df_returns[benchmark].std()\n", + "\n", + " residual_risk = numpy.sqrt(df_returns[stock].std()**2 - (beta * df_returns[benchmark].std()) ** 2)\n", + "\n", + " out.append({\"Stock\": stock, \"Beta\": beta, \"TotalRisk\": stock_risk, \"ResidualRisk\": residual_risk})\n", + "\n", + " return pandas.DataFrame(out).set_index(keys=[\"Stock\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d4ddcdad-c280-4bc5-8e74-2245f3d98e7c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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BetaTotalRiskResidualRisk
Stock
ACN1.1055470.0177720.010200
BA1.4852890.0319340.025249
BAC1.2412150.0224380.015379
CAT0.9771790.0203120.015720
HP1.4992000.0380740.032560
INTC1.2286340.0245800.018509
KMB0.4524690.0136600.012293
NVDA1.7517600.0322280.022514
NFLX1.0533970.0289890.025457
XRX1.2938110.0288090.023236
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" + ], + "text/plain": [ + " Beta TotalRisk ResidualRisk\n", + "Stock \n", + "ACN 1.105547 0.017772 0.010200\n", + "BA 1.485289 0.031934 0.025249\n", + "BAC 1.241215 0.022438 0.015379\n", + "CAT 0.977179 0.020312 0.015720\n", + "HP 1.499200 0.038074 0.032560\n", + "INTC 1.228634 0.024580 0.018509\n", + "KMB 0.452469 0.013660 0.012293\n", + "NVDA 1.751760 0.032228 0.022514\n", + "NFLX 1.053397 0.028989 0.025457\n", + "XRX 1.293811 0.028809 0.023236" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calculate_risk_summary(df_returns, stocks, benchmark)" + ] + }, + { + "cell_type": "markdown", + "id": "5a5c920d-cf6c-4efa-9930-f67703a5a0f8", + "metadata": {}, + "source": [ + "# 2 Risk Models" + ] + }, + { + "cell_type": "markdown", + "id": "89b6f928-5b24-4527-a46a-241ef69f2fda", + "metadata": {}, + "source": [ + "### 2.1 Historical Covariance Matrix\n", + "\n", + "The simplest method is to rely on the historical covariances between the stocks. This approach is not robust when there is a large number of stocks $N$ and a limited time-series ($T$) of data, i.e, when $T < N$, as the covariance matrix becomes singular. Further, even if we had a long enough time-series we may wish to exclude data that is \"old\" and no longer \"relevant\" due to the changing nature of the market." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a5c01097-6613-494f-98a1-f917e23fc7d2", + "metadata": {}, + "outputs": [], + "source": [ + "def cov_empirical(df_returns, stocks, benchmarks):\n", + " return df_returns[stocks].cov()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2e3efc0f-9447-49a9-8111-abef36643b86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ACNBABACCATHPINTCKMBNVDANFLXXRX
ACN0.0003160.0002590.0002280.0001790.0002510.0002230.0000950.0003240.0002060.000256
BA0.0002590.0010200.0004090.0003200.0005830.0003140.0000710.0003670.0002140.000472
BAC0.0002280.0004090.0005030.0003030.0004990.0002430.0000790.0002720.0001360.000376
CAT0.0001790.0003200.0003030.0004130.0004270.0002000.0000560.0002310.0001050.000324
HP0.0002510.0005830.0004990.0004270.0014500.0003230.0000630.0003260.0001510.000508
INTC0.0002230.0003140.0002430.0002000.0003230.0006040.0000870.0004330.0002610.000271
KMB0.0000950.0000710.0000790.0000560.0000630.0000870.0001870.0000750.0000560.000073
NVDA0.0003240.0003670.0002720.0002310.0003260.0004330.0000750.0010390.0004470.000310
NFLX0.0002060.0002140.0001360.0001050.0001510.0002610.0000560.0004470.0008400.000194
XRX0.0002560.0004720.0003760.0003240.0005080.0002710.0000730.0003100.0001940.000830
\n", + "
" + ], + "text/plain": [ + " ACN BA BAC CAT HP INTC KMB \\\n", + "ACN 0.000316 0.000259 0.000228 0.000179 0.000251 0.000223 0.000095 \n", + "BA 0.000259 0.001020 0.000409 0.000320 0.000583 0.000314 0.000071 \n", + "BAC 0.000228 0.000409 0.000503 0.000303 0.000499 0.000243 0.000079 \n", + "CAT 0.000179 0.000320 0.000303 0.000413 0.000427 0.000200 0.000056 \n", + "HP 0.000251 0.000583 0.000499 0.000427 0.001450 0.000323 0.000063 \n", + "INTC 0.000223 0.000314 0.000243 0.000200 0.000323 0.000604 0.000087 \n", + "KMB 0.000095 0.000071 0.000079 0.000056 0.000063 0.000087 0.000187 \n", + "NVDA 0.000324 0.000367 0.000272 0.000231 0.000326 0.000433 0.000075 \n", + "NFLX 0.000206 0.000214 0.000136 0.000105 0.000151 0.000261 0.000056 \n", + "XRX 0.000256 0.000472 0.000376 0.000324 0.000508 0.000271 0.000073 \n", + "\n", + " NVDA NFLX XRX \n", + "ACN 0.000324 0.000206 0.000256 \n", + "BA 0.000367 0.000214 0.000472 \n", + "BAC 0.000272 0.000136 0.000376 \n", + "CAT 0.000231 0.000105 0.000324 \n", + "HP 0.000326 0.000151 0.000508 \n", + "INTC 0.000433 0.000261 0.000271 \n", + "KMB 0.000075 0.000056 0.000073 \n", + "NVDA 0.001039 0.000447 0.000310 \n", + "NFLX 0.000447 0.000840 0.000194 \n", + "XRX 0.000310 0.000194 0.000830 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cov_empirical(df_returns, stocks, benchmark)" + ] + }, + { + "cell_type": "markdown", + "id": "68768fe9-d36e-40ba-847a-b89fd857ba27", + "metadata": {}, + "source": [ + "### 2.2 The Single Factor Risk Model\n", + "\n", + "For the single factor risk model we examine returns in the following manner\n", + "\n", + "$$ r_i = \\beta_i r_M + \\epsilon_i $$\n", + "\n", + "where $r_i$ is the return of stock $i$, $\\beta_i$ is the beta of stock $i$ to the market's return $r_M$, and $\\epsilon_i$ is the residual return.\n", + "\n", + "The model assumes that the residual returns, $\\epsilon_i$ are uncorrelated, therefore the covariance between two stocks is given by\n", + "\n", + "$$ Cov(r_i, r_j) = \\beta_i \\beta_j \\sigma_M^2 $$\n", + "\n", + "and the variance of a stock is given by\n", + "\n", + "$$ \\sigma_i^2 = \\beta_i^2 \\sigma_M^2 + \\omega_i^2 $$\n", + "\n", + "where $\\omega_i$ is the residual risk of stock $n$." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "00ba2ee8-135e-42cc-b6d4-30920cf44734", + "metadata": {}, + "outputs": [], + "source": [ + "def single_factor_covariance(df_returns, stocks, benchmark):\n", + "\n", + " df_risk_summary = calculate_risk_summary(df_returns, stocks, benchmark)\n", + "\n", + " benchmark_var = df_returns[benchmark].var()\n", + "\n", + " cov_sfr = (\n", + " numpy.outer(df_risk_summary[\"Beta\"], df_risk_summary[\"Beta\"]) * benchmark_var +\n", + " numpy.diag(df_risk_summary[\"ResidualRisk\"] ** 2)\n", + " )\n", + "\n", + " return pandas.DataFrame(\n", + " data=cov_sfr,\n", + " index=df_risk_summary.index,\n", + " columns=df_risk_summary.index\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "be377e6b-e6f3-45af-8b31-57922d941202", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StockACNBABACCATHPINTCKMBNVDANFLXXRX
Stock
ACN0.0003160.0002850.0002380.0001870.0002870.0002350.0000870.0003360.0002020.000248
BA0.0002850.0010200.0003190.0002520.0003860.0003160.0001160.0004510.0002710.000333
BAC0.0002380.0003190.0005030.0002100.0003220.0002640.0000970.0003770.0002270.000278
CAT0.0001870.0002520.0002100.0004130.0002540.0002080.0000770.0002970.0001780.000219
HP0.0002870.0003860.0003220.0002540.0014500.0003190.0001180.0004550.0002740.000336
INTC0.0002350.0003160.0002640.0002080.0003190.0006040.0000960.0003730.0002240.000275
KMB0.0000870.0001160.0000970.0000770.0001180.0000960.0001870.0001370.0000830.000101
NVDA0.0003360.0004510.0003770.0002970.0004550.0003730.0001370.0010390.0003200.000393
NFLX0.0002020.0002710.0002270.0001780.0002740.0002240.0000830.0003200.0008400.000236
XRX0.0002480.0003330.0002780.0002190.0003360.0002750.0001010.0003930.0002360.000830
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" + ], + "text/plain": [ + "Stock ACN BA BAC CAT HP INTC KMB \\\n", + "Stock \n", + "ACN 0.000316 0.000285 0.000238 0.000187 0.000287 0.000235 0.000087 \n", + "BA 0.000285 0.001020 0.000319 0.000252 0.000386 0.000316 0.000116 \n", + "BAC 0.000238 0.000319 0.000503 0.000210 0.000322 0.000264 0.000097 \n", + "CAT 0.000187 0.000252 0.000210 0.000413 0.000254 0.000208 0.000077 \n", + "HP 0.000287 0.000386 0.000322 0.000254 0.001450 0.000319 0.000118 \n", + "INTC 0.000235 0.000316 0.000264 0.000208 0.000319 0.000604 0.000096 \n", + "KMB 0.000087 0.000116 0.000097 0.000077 0.000118 0.000096 0.000187 \n", + "NVDA 0.000336 0.000451 0.000377 0.000297 0.000455 0.000373 0.000137 \n", + "NFLX 0.000202 0.000271 0.000227 0.000178 0.000274 0.000224 0.000083 \n", + "XRX 0.000248 0.000333 0.000278 0.000219 0.000336 0.000275 0.000101 \n", + "\n", + "Stock NVDA NFLX XRX \n", + "Stock \n", + "ACN 0.000336 0.000202 0.000248 \n", + "BA 0.000451 0.000271 0.000333 \n", + "BAC 0.000377 0.000227 0.000278 \n", + "CAT 0.000297 0.000178 0.000219 \n", + "HP 0.000455 0.000274 0.000336 \n", + "INTC 0.000373 0.000224 0.000275 \n", + "KMB 0.000137 0.000083 0.000101 \n", + "NVDA 0.001039 0.000320 0.000393 \n", + "NFLX 0.000320 0.000840 0.000236 \n", + "XRX 0.000393 0.000236 0.000830 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "single_factor_covariance(df_returns, stocks, benchmark)" + ] + }, + { + "cell_type": "markdown", + "id": "32868fc0-c53a-4a32-9657-3546970c299a", + "metadata": {}, + "source": [ + "### 2.3 The Common Correlation Model\n", + "\n", + "This model makes use of an estimate of each stock's risk $\\sigma_i$ and an average correlation between stocks $\\rho$. This implies that the covariance between two stocks is given by\n", + "\n", + "$$Cov(r_i, r_j) = \\sigma_i \\sigma_j \\rho $$" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "899f9f43-5205-41fd-a4c4-d18e48fbbe96", + "metadata": {}, + "outputs": [], + "source": [ + "def average_pairwise_correlation(df_returns):\n", + " corrs = (numpy.triu(df_returns[stocks].corr()) - numpy.diag(numpy.ones(len(stocks)))).flatten()\n", + " return corrs[corrs != 0].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3b2ebdef-a500-46de-9504-f5c476d04e4a", + "metadata": {}, + "outputs": [], + "source": [ + "def common_correlation_covariance(df_returns, stocks, benchmark):\n", + " \n", + " df_risk_summary = calculate_risk_summary(df_returns, stocks, benchmark)\n", + " avg_pairwise_corr = average_pairwise_correlation(df_returns[stocks])\n", + " stock_risks = df_risk_summary[\"TotalRisk\"]\n", + "\n", + " cov = numpy.outer(stock_risks, stock_risks) * avg_pairwise_corr\n", + "\n", + " cov[numpy.diag_indices_from(cov)] = numpy.diag(cov) / avg_pairwise_corr\n", + "\n", + " return pandas.DataFrame(\n", + " data=cov,\n", + " index=df_risk_summary.index,\n", + " columns=df_risk_summary.index\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "fe6eae89-ec76-4327-88c1-c8c0ea0b04d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StockACNBABACCATHPINTCKMBNVDANFLXXRX
Stock
ACN0.0003160.0002180.0001530.0001380.0002590.0001670.0000930.0002200.0001980.000196
BA0.0002180.0010200.0002750.0002490.0004660.0003010.0001670.0003950.0003550.000353
BAC0.0001530.0002750.0005030.0001750.0003280.0002110.0001180.0002770.0002490.000248
CAT0.0001380.0002490.0001750.0004130.0002960.0001910.0001060.0002510.0002260.000224
HP0.0002590.0004660.0003280.0002960.0014500.0003590.0001990.0004700.0004230.000421
INTC0.0001670.0003010.0002110.0001910.0003590.0006040.0001290.0003040.0002730.000271
KMB0.0000930.0001670.0001180.0001060.0001990.0001290.0001870.0001690.0001520.000151
NVDA0.0002200.0003950.0002770.0002510.0004700.0003040.0001690.0010390.0003580.000356
NFLX0.0001980.0003550.0002490.0002260.0004230.0002730.0001520.0003580.0008400.000320
XRX0.0001960.0003530.0002480.0002240.0004210.0002710.0001510.0003560.0003200.000830
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" + ], + "text/plain": [ + "Stock ACN BA BAC CAT HP INTC KMB \\\n", + "Stock \n", + "ACN 0.000316 0.000218 0.000153 0.000138 0.000259 0.000167 0.000093 \n", + "BA 0.000218 0.001020 0.000275 0.000249 0.000466 0.000301 0.000167 \n", + "BAC 0.000153 0.000275 0.000503 0.000175 0.000328 0.000211 0.000118 \n", + "CAT 0.000138 0.000249 0.000175 0.000413 0.000296 0.000191 0.000106 \n", + "HP 0.000259 0.000466 0.000328 0.000296 0.001450 0.000359 0.000199 \n", + "INTC 0.000167 0.000301 0.000211 0.000191 0.000359 0.000604 0.000129 \n", + "KMB 0.000093 0.000167 0.000118 0.000106 0.000199 0.000129 0.000187 \n", + "NVDA 0.000220 0.000395 0.000277 0.000251 0.000470 0.000304 0.000169 \n", + "NFLX 0.000198 0.000355 0.000249 0.000226 0.000423 0.000273 0.000152 \n", + "XRX 0.000196 0.000353 0.000248 0.000224 0.000421 0.000271 0.000151 \n", + "\n", + "Stock NVDA NFLX XRX \n", + "Stock \n", + "ACN 0.000220 0.000198 0.000196 \n", + "BA 0.000395 0.000355 0.000353 \n", + "BAC 0.000277 0.000249 0.000248 \n", + "CAT 0.000251 0.000226 0.000224 \n", + "HP 0.000470 0.000423 0.000421 \n", + "INTC 0.000304 0.000273 0.000271 \n", + "KMB 0.000169 0.000152 0.000151 \n", + "NVDA 0.001039 0.000358 0.000356 \n", + "NFLX 0.000358 0.000840 0.000320 \n", + "XRX 0.000356 0.000320 0.000830 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "common_correlation_covariance(df_returns, stocks, benchmark)" + ] + }, + { + "cell_type": "markdown", + "id": "2b2a389a-cf38-4d7a-b5e2-225a8fab709f", + "metadata": {}, + "source": [ + "## 2.4 Out of Sample Performance\n", + "\n", + "We compare the out of sample performance of the different risk models by comparing the estimated covaraince matrix on day $T$ with the realised covariance matrix over a subsequent period from $T + 1$ to $T + N$." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "49106e83-2b5a-48c7-b216-1b1afd080c20", + "metadata": {}, + "outputs": [], + "source": [ + "dates = df_returns.index.tolist()\n", + "train_window = 126\n", + "test_window = 21" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "333dd454-7d49-4175-8a49-63048b55da3d", + "metadata": {}, + "outputs": [], + "source": [ + "def norm(cov_train, cov_test):\n", + " \"\"\"Sum of squares\"\"\"\n", + " return numpy.power(cov_test - cov_train, 2).sum().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5fdd1101-fa7e-4ed3-a8a1-e3bff3194c25", + "metadata": {}, + "outputs": [], + "source": [ + "models = {\n", + " \"Empirical\": cov_empirical,\n", + " \"SingleFactor\": single_factor_covariance,\n", + " \"CommonCorrelation\": common_correlation_covariance,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "9596a695-b9f2-48fa-9276-93d787376e70", + "metadata": {}, + "outputs": [], + "source": [ + "out = []\n", + "\n", + "for ix in range(train_window, len(dates) - test_window):\n", + "\n", + " df_returns_train = df_returns.iloc[ix-train_window:ix]\n", + " df_returns_test = df_returns.iloc[ix:ix+test_window]\n", + "\n", + " cov_test = cov_empirical(df_returns_test, stocks, benchmark)\n", + "\n", + " for name, model in models.items():\n", + " cov_tr = model(df_returns_train, stocks, benchmark)\n", + " err = norm(cov_tr, cov_test)\n", + "\n", + " out.append({\n", + " \"Date\": dates[ix],\n", + " \"Model\": name,\n", + " \"Error\": err\n", + " })\n", + "\n", + "df_errors = (\n", + " pandas.DataFrame(out)\n", + " .set_index(keys=[\"Date\", \"Model\"])\n", + " .unstack(1)\n", + " [\"Error\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "200449a7-f415-4e48-8ec3-fe9e075d5beb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "df_errors.plot(ax=ax)\n", + "\n", + "ax.set_yscale(\"log\")" + ] + }, + { + "cell_type": "markdown", + "id": "2b4d004c-5c78-4458-bde0-890b8e1d2553", + "metadata": {}, + "source": [ + "The elementary risk models are comparable to the empirical covariance matrix calculation with respect to estimating the out of sample covariance matrix." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7a48c46c-aa0f-46a0-b67e-ea6d7218393a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/02 - Multi Factor Model.ipynb b/notebooks/02 - Multi Factor Model.ipynb new file mode 100644 index 0000000..d77907e --- /dev/null +++ b/notebooks/02 - Multi Factor Model.ipynb @@ -0,0 +1,1972 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy\n", + "import os\n", + "import pandas\n", + "import pandas_datareader\n", + "import requests\n", + "import yfinance\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.regression.rolling import RollingOLS, RollingWLS\n", + "\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import equity_risk_model\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 Introduction\n", + "\n", + "Factor models can be used to decompose the risk and returns of an asset (or a collection of assets).\n", + "\n", + "Essentially, we express the returns of a universe of assets in the following form,\n", + "\n", + "$$ R_{i}^{t} = \\alpha_{i} + \\sum_{i=1}^{N} \\beta_{ij}^{t} F_{j}^{t} + \\epsilon_{i}^{t} $$\n", + "\n", + "where,\n", + "\n", + "* $R_{i}^{t}$ is the return of asset $i$ at time $t$,\n", + "* $\\beta_{ij}^{t}$ is the loading on factor $j$ from asset $i$ at time $t$,\n", + "* $F_{j}^{t}$ is the factor return of factor $j$ at time $t$,\n", + "* $\\alpha_{i}^{t}$ is the expected return of asset $i$,\n", + "* $\\epsilon_{i}^{t}$ is the asset idiosyncratic return of asset $i$ at time $t$.\n", + "\n", + "It follows that the covariance matrix of asset returns $R^{t}$ can be expressed as the sum of a low-rank matrix and a sparse matrix,\n", + "\n", + "$$ \\Sigma_{r, t} = B_t \\Sigma_{f, t} B_t + \\Sigma_{\\epsilon, t} $$\n", + "\n", + "where $\\Sigma_{f, t} \\in \\mathbb{R}^{M \\times M}$ is the covariance matrix associated with $F^t$ and $\\Sigma_{\\epsilon, t} \\in \\mathbb{R}^{N \\times N}$ is the covariance matrix associated with $\\epsilon^{t}$. Note that $M$, the number of factors, is typically much smaller than $N$, the number of assets.\n", + "\n", + "There are three general approaches to creating a factor model, each with its pros and cons:\n", + "\n", + "| Name | Approach | Data Requirements | Performance and Interpretability | \n", + "|---|---|---|---|\n", + "| Fundamental | Loadings are known, estimate factor returns | High | High | \n", + "| Time-Series | Factor returns are known, estimate factor loadings | Medium | Medium | \n", + "| Statistical | Estimate both factor loadings and returns | Low | Low | \n", + "\n", + "In this notebook, we'll use the time-series approach by making use of factor returns data from [Kenneth French's Data Library](http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html) and stock returns data from Yahoo Finance using [yfinance](https://github.com/ranaroussi/yfinance). The aim is to perform regression to estimate factor loadings enabling us to perform and risk and return attribution." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### References\n", + "\n", + "* Grinold, R. C., & Kahn, R. N. (2000). Active portfolio management. (Chapter 3)\n", + "* Fama, E. F., & French, K. R. (1992). The cross‐section of expected stock returns. the Journal of Finance, 47(2), 427-465.\n", + "* Fama, E. F., & French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of financial economics, 33(1), 3-56.\n", + "* Fama, E. F., & French, K. R. (2015). A five-factor asset pricing model. Journal of financial economics, 116(1), 1-22." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2 Data scraping and scrubbing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2.1 Factor Data\n", + "\n", + "We'll use `pandas_datareader` to pull some factor returns from [Kenneth French's Data Library](http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html).\n", + "\n", + "In particular, we'll grab returns for the following factors:\n", + "\n", + "|Symbol|Description|\n", + "|---|---|\n", + "|MKT| Market|\n", + "|RF | Risk-free|\n", + "|SMB| Size (small minus big)|\n", + "|HML| Value (high minus low)|\n", + "|RMW| Profitability (robust minus weak)|\n", + "|CMA| Investment (conservative minus aggressive)|\n", + "|UMD| Momentum (up minus down)|\n", + "|STR| Short-term reversal|\n", + "|LTR| Long-term reversal|" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "start_date = \"1950-01-01\"\n", + "\n", + "# MKT, SMB, HML, RMW, CMA, RF, UMD, STR, LTR\n", + "facs = [\n", + " \"F-F_Research_Data_5_Factors_2x3_daily\",\n", + " \"F-F_Momentum_Factor_daily\",\n", + " \"F-F_ST_Reversal_Factor_daily\",\n", + " \"F-F_LT_Reversal_Factor_daily\",\n", + "]\n", + "\n", + "dfs = []\n", + "\n", + "for fac in facs:\n", + " dfs.append(pandas_datareader.DataReader(fac, \"famafrench\", start_date)[0])\n", + "\n", + "factor_returns = (\n", + " pandas.concat(dfs, axis=1)\n", + " .rename(columns={\n", + " 'Mkt-RF': 'MKT',\n", + " 'Mom ': 'UMD',\n", + " 'ST_Rev': 'STR',\n", + " 'LT_Rev': 'LTR'})\n", + " .div(100)\n", + " .assign(MKT_RF=lambda x: x[\"MKT\"] - x[\"RF\"])\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2023-11-300.0035-0.00410.0001-0.00110.00190.000210.00180.00790.00250.00329
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" + ], + "text/plain": [ + " MKT SMB HML RMW CMA RF UMD STR \\\n", + "Date \n", + "2023-11-24 0.0011 0.0062 0.0019 -0.0051 0.0024 0.00021 -0.0031 0.0022 \n", + "2023-11-27 -0.0023 -0.0014 -0.0008 0.0012 -0.0025 0.00021 0.0079 -0.0060 \n", + "2023-11-28 0.0006 -0.0030 0.0005 -0.0017 0.0002 0.00021 -0.0061 0.0022 \n", + "2023-11-29 0.0001 0.0058 0.0069 -0.0078 -0.0006 0.00021 -0.0097 -0.0077 \n", + "2023-11-30 0.0035 -0.0041 0.0001 -0.0011 0.0019 0.00021 0.0018 0.0079 \n", + "\n", + " LTR MKT_RF \n", + "Date \n", + "2023-11-24 0.0036 0.00089 \n", + "2023-11-27 -0.0023 -0.00251 \n", + "2023-11-28 0.0025 0.00039 \n", + "2023-11-29 0.0023 -0.00011 \n", + "2023-11-30 0.0025 0.00329 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "factor_returns.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def cumulative_returns(returns, starting_value=1):\n", + " return numpy.cumprod(1 + returns, axis=0) - 1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We plot the cumulative return of some factors since 2015..." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Za+4BC3tYiIiowaqqNRj/4b/ScXiAN0IN5otoRf3DDj6eSijs6PIwnsMSX5uUzpiX0gMeRmXrmf7idn41k0wvy0yemuaEAQsRETVY7iX55oLh/t4IMFjtU65qvImdXkZzWCytGjJ3vqXNYXnws53S47jarMPzfjzUrHtZGLAQEVGDvZ9xUnYcHuAt6y2pUJtmv3WUEKOJtJ4WhpU8a+e6rHlokHQu2K9lDRElxgZLj70MhulKq2pwOK8ED3+5yyT4dHUMWIiIyIRWK3DHB1swadk2iNphHiEEVu/KlZULD/SRHXc3+KBsDKP7xEmPLc2D0a8m6tc2DLf1bwMAaMYdC3bR/xxmDe8Kw1G6clUNRrz9D37el4eR72x0Uu3sY3PA8vfff2PUqFGIi4uDQqHA999/b7X8mjVrcP3116NVq1YIDg7GwIED8euvv8rKvPDCC1AoFLKvbt262Vo1IiJykL+OFWJb1kX8dawQz323H0IIs5lSw2vnr/w+81q8P6EfBnWMaNR6Ga5CCvEzvw+Rp8FqIv3wkEbbsiKWympdT1eAt6dsAvKza+p2ti6urMbhvJJ671WmqsHQBRm4Y8kWqGuc9320OWApLy9HUlISFi9e3KDyf//9N66//nr88ssv2LlzJ4YOHYpRo0Zh9+7dsnI9evRAXl6e9LVxY/OK/IiI3EXOhQpM+7xuDsRX205jX24x7vhgi0nZ8ABdwNIpKhAjesXaNZnWFoYBS3SIj9kyhnNY9BN19TlaWoLiimocKygDAPh5K/Harb2la5syL8jKjnj7H2w+YXmvJY1W4IqXf0fW+XJsy75oU2JAR7N5UG/EiBEYMWJEg8svWrRIdvzKK69g7dq1+PHHH9G3b9+6inh6IiYmxtbqEBGRg13zxp8m57ZnX8SJQtNVJvqApan4GHxgWto40XBuiz5g0baQgKVMVYOb3v0Hpy9WAtBtf9CzdYjV5/yyPw+DOkaavTbvx4OorHaNDLlNHipptVqUlpYiPDxcdv748eOIi4tDhw4dMGHCBOTk5Fi8h0qlQklJieyLiIgaj7llsgAQFmB+WKaxeFlJHieVaYE9LBqtwD/HC5F+IF8KVoC6/ZpG9LTcIaC00iu2Yssp6fEbt/W2WK4pNHnAsmDBApSVleGOO+6QzqWkpGD58uVIT0/H+++/j6ysLAwePBilpaVm7zF//nyEhIRIX/Hx8U1VfSKiFml7dt1ux/qJrIDlXo7G0pDXUxosf66bw2JfwHL6YgVGvvMPvjfal8fVfLn1FO75eBue+mav7Lyvl+779d6Efhafa5yzxmwZBXD7AOd+1jbpOq8vv/wS8+bNw9q1axEVVZeW2XCIqXfv3khJSUG7du3w9ddf47777jO5z+zZszFz5kzpuKSkhEELEZEDqGrq7/5fcHsSxvZr3eTDQQAQaJTBVqEAjHPVGU661Qcv9vawPPTFLhw8W4LHV+3BmL6t7bpHU/hxb57Z8/7euu+XQqFAiJ8XiiurTcoE+ZrvJRMG39hVDw50QC0vT5MFLCtXrsT999+Pb775BqmpqVbLhoaGokuXLsjMzDR73cfHBz4+5idbERGR/b7cank4HgBeu7UXAFic89DY7r6yHX7cexap3aMtlvEys0ro441Z0AqBZ0d0s6lXaP+ZYvsr24Qs5ZnxN0jq5+vlgeJK0zJrduVi5vVdTM4bTtBtHxlw+ZW8TE0yJPTVV19hypQp+OqrrzBy5Mh6y5eVleHEiROIjY1tgtoREZHevB8PWb3ev1241euNLdDHEz8/OhhPmPmA1TMcEio3SGT3yaZsrNh8ytxTmr2uMUFmz7c12L5APzykt2hcHwBAUYVprwtQt8ElAEQGOr+TwOaApaysDHv27MGePXsAAFlZWdizZ480SXb27NmYOHGiVP7LL7/ExIkT8eabbyIlJQX5+fnIz89HcXFd1PrUU0/hr7/+QnZ2NjZv3oxbbrkFSqUSd95552U2j4iIbGGc28T4f96tQ/2asjp2MexhyTbaPyfnov3ZXUUD9klyluO1y5gNDe8RIwtSfI16lq7t0gqAbmVRjZnMevqVVYM7O6c3zZjNAcuOHTvQt29faUnyzJkz0bdvX8yZMwcAkJeXJ1vh8+GHH6KmpgYPP/wwYmNjpa/HHntMKpObm4s777wTXbt2xR133IGIiAj8+++/aNWq1eW2j4iILoPhkAKgy+vh6jwNeljOFMnHQATsDzrsnbjbFIyHrq7t0gqv3y5f1eNptMLKMJipMpMQTj/vx3jTSWexeQ7LkCFDrEaZy5cvlx1nZGTUe8+VK1faWg0iInIwIQTKVbohlOdHdkdajxiLy5ldmeEH8w2JMThWYH4+ZH2MP+uqNQJNvCiqwYJ8PZFnELPc1DsWwUaTaQ8ZZbU1zGlTVa1BoI88JNBnB7a0yWRT415CREQEoHZooPZ/1eOuiEd8uL9L9yoAMLsHs+EH7IxhnWTXbBnVMV5ZpHbhDYmMg41Qf9MVXIZtbxXkAw8PhZS5tspMcjhX62FhwEJERADkK4QCapfDalx43gYAdGgVaHLOMNOt8URTW1pTozHuYXHdgMV4ubKPmRT6/dqGSo97xuk2R/SVAhYzQ0K17TccYnMm16gFERE5neHmhvpkYobxyof39G/qKtXro4kDMLyHPIurl5UeAVvirzJVjezYmRv/WSOEQF5xleycuV6Rx1J1E6hD/b3w8i265en6OUnsYSEiombjUu0y1idS61YGGQ4J3dDD9fZ7ax8ZgCVGgZT1D9iGRyzHC+TZ1neeumShpHOVVNWgQi0POMwFZtd2aYXsV0diz5wbpNVe+h6oqmoNnvx6L6au2CH1JG09qcvDwjksRETkUvT/S48L9ZXOaV18SMgcwx2djdnSHE+j+zzy1W57q9SosmqXbof6e+Ht8X0waWA7DOwY0aDn6pc6516qxOpduVh/qAC3vLcJAPDboQIA8lw2ztSkqfmJiMh15UsBS12uFRefc2uWo4YwarSuOQRk7KWfdMn+SiqrMbpPa4zu0/AtBHy9dEHZudK6IaUDZ0pkK6Su62Y5q3BTYg8LEVELcqFMha+25UiTNKuqNZiw9F98sikLBSW6D63o4LqsptpmGLEYD48YsqWHxdVXSAFAcUW1NFRlT3XPl+mGAV/55YjsvOHw14CEMPsr6EAMWIiIWpD3M05g9pr9uO7NvyCEwDsbjmNT5gXM+/EQSqp0Xf/6DfMA08y3rurptK7SY8PJw8ZsSRzXHAKWo0bzbGxlnFhP797l26XH1obYmpJr1IKIiJrE3twiAMD5MhVyL1Xiz6OFJmW8DZbE3jOwHYb3iMGC25Oaqop2eXhoJ/SJDwUApHaPslhOP8n0vYxMXP3aH1KvkjGNVuDBz3Y6vJ7GtmdfxOI/M+3uyTKcY/T7zGscVS1Z5ltXCVg4h4WIqIWoqtZge3ZdV39hmQqtQ/1w2EoGVF8vpckqHFe1evoglKtrTDK8enoopCW64QG6hGqvpx8FAKS8sgHZr5puynskvwQqM8uYhRBQKBy3aub2JVsAALEhvhjbr43Nz9cvte4WE4ROUeY3QLRmyd39MO3zXSbnXWNdkJxrhE1ERNTojubLhw/GvrcZJwtNN83zNpN0rDlQeihMghUASG5ft8O0EMAJozabG/qxlHOlsRZNbcw8b9fz9PU0lyiuIRIiA8yeN2xmsJ9r9G00z3clERHZLK/YdL7CSaPdjAHA20WGABwl32DYRysEHv5C3qOgqjGdpFutMR+ZaIQwm2Ttcq3Zdcbsz6c++u0C7A0yLQ336AOhpRMHyOY0OZN7vSuJiMgi42yoljhyyMMVGPa61GgFjhj1NJlLS//kN3ukx0EG+/Qs/jMTiXPSsfmEfT0i1gyc/4fNwZA+sLA3YKkvOO0Wa/swU2NhwEJE1ELo86wYLltuCRbc3lt6rNEKdDAaBjEXJJy+WNfb8efTQ6THi34/Dq0AXvjhoOMrCtM9gaw5W1SJf47rAielnfv9tAnzw4B2lpctu1Jvm+vUhIiIGpV+2XKHSNMNA/WS2oQ0VXWaTKeoIDw0pCMA3QaGxvM2zE2uNWS8EzIARAQ0TtDX0B6W4wWlGPTqH1i9KxcA8Pcx09VeDaFQKPDkDV0tXneVFUIAAxYiohZD/2HYvpX5iZYAMGdUj6aqTpPSp9mv0QiTXoP68q14mBkiaxXUOAGLtaR3htYdyHfYaxruQh3sKw/OXGkCtuvUhIiIGlVl7YdhYmywxTKuNATgSPpVNKoaDTRGS32s7Zf0vzv7wlymf0cELOZyr1gKWIQQ2JF9sS7otLC6xx6GAYtxb5Ir9bC4xtRfIiJqVBfL1dJ+MX61ydPM8VS614RbPX3AciivBIWlKtm1GqMVQYb76KR0CDe7N1GQ7+V/fKo1pkNRlWYCFiEEujy/Tlq5dGdyW3Q06iVbeIf9if1SOkQg0McTXaIDsSunSHbNy4XeDwxYiIjc3OYT53HXR1ulYz9vywFLgIssYXU0n9og7cCZEpNrxj0sNQY9H95KDygUCoT6e6Goom5CrLlhImM7T13E19tz8fj1nREb4mdy3VzAYrwzsqpGg7d/Py5bZv3Vthx0MApY7Ek6pxfo44kdz6fCW+mBDs/9Ip33UipcasWY6/T1EBFRo7j/0x2yY6sBi4/la82ZtcRqNUZDM4Y9Lvq5L8Yri6wNI+kt+eskVu04jfuW7zB7/fTFCpNzZVXygGXaZzvxXsYJk3I5F0yfezl8vZTwMOpJ8rRz5VFjca3aEBGRwxnPi/C3MiQU6IChDldkLWAxnnRbra3r+fCs/RBvb7SyqiFb/6w/VABANwxlzq3vbzY5Z7ys2dxeT4BpkOUo+tVUgPXA1hkYsBARuTnj4YO2Ef6yY4UCWD19IL57aBB8PF3rQ8pRbAlYDHtY9JNOw/zlKf+FA3L0GyasuyulLQDgXKnKbM9LU7ljQLz02NpcJ2dgwEJE5KaEEDiSX2IyzODv5WlUDujfLhx921pOINbcWQvEjAMWffZYhQLShFvj3oaGDAnZIsRPFxAt+esEBr/+J1bvzG1wUDRruOU8Krbylm186VohgmvVhoiIHOaHvWcxfNE/OGe0KsbLU4EXR7tnvhVLrPWwGAcfN7+70aSMr1Fvg5n5sjK7ci5ZL2Ak1E/egzP3h4MW9zMy1LtNCB4a0smm17LGMGAJMJMwz5kYsBARuallm7LNnvdSemDiwIQmrYuzWUuAZjgfRKMVUoBnGMf4G/WwWOv9KK6oxvgP/rVaH+NenRCjgEWjFbJNGdtF+CPBaCjvyeu7YOmkAVZfx1aG3ydzO187EwMWIiI31T3G/MZ1nuYyobk5a0NChgncLKXGN57PYWlIKPt8OZJe/M1kyfKHf5+QBTn/HJdPpjUOWASEbI5LxlNDkBgnT/j3yHWdERXka7Ye9jJMHGhuSwJnYsBCROSmjD8E9Yxza9x7VfumqI5T+ViZj2HYw1JpKWDxbtiQ0LJNWWbPv/LLEWw5eQEAUKaqwQ97zkrXXhrTE8Fmflb6HhYfT10uGAUaP9CUBSwutmKMAQsRkZtq6EZ67pp7xZC5LQf0cZumAT0sxs+3FJiE+ntbrMOZS7odoN/PyMSa3WcAANcnRuOeK9uhdag8sVxVtVbalFGaf9MEHWOGuVjYw0JERE2ivl2I9Ry84MUlmcspog8EDAMWSxNdjXd4tiQm2PIQjX7F0basi9I5fVBg7v4bDuvyuOgn/E6/tqNJmcZkrVfKGVwrfCIiIofR9xY8P7I7Xv75sMVyHaMct5Geq4o2E0h4Kz1QVa2VbYZYY2GsJyLAcs+J7J5WJvfqA5Ygg8ms1nq3XvnlCIC6wKFn6xDse+EGZBWWIzbUsXNXzAmz0lvkDK4VPhERkcOYDCkY+XbaQDwzvBtGJ7Vuymq5DP2yXY1BZltz+/sAgK9RD024hQDG3A7MevremwqD/YK8lXX31SePM3ltgwnDwb5eSIoPdfhkW0NzRyViYIcI3H1lu0Z7DXuwh4WIyE2VqXQfjD4WMpYOSAjHgITwpqySS9EPExnGKMY7N+sZb2dwsVwNrVaY7L9jLaGcvvemXFU3T8aw/HM3dseXW3NMnqdp4jG7KVe1xxQXnIjNHhYiIjf07c5c/HP8PADTpGeko59Iq67R4lxpFWo0WlysUJst62lm0u43O09Lj4UQ+PPIOeQYpNV/Zng3Wfnq2t6XclVdD4thwBLo44m/nx5q8jonC8sb0hy3x4CFiMjNaLUCT32zVzoO8FbirXFJAID5Y3s5q1ouR9/D8uJPB5H8fxvQ6T/rMOWT7dL1526UBxwzr+8iO/5xb570eMvJC5iyfLu0s/KInjGYPkQ+Sba6doiuzCBgMU4gF9cEc1OaK5sDlr///hujRo1CXFwcFAoFvv/++3qfk5GRgX79+sHHxwedOnXC8uXLTcosXrwYCQkJ8PX1RUpKCrZt22Zr1YiIWjx1jRZv/X5Mds7f2xO39G2DQy+m4c5k8/MkWiL9ih7DBG163WKC8MA18oBjxtBOeG9CP+k4PrxuKfKRvFJZWf1Q0S196+YH1Wj1Q0Lme1iAuom5hn59/BrrDWkhbA5YysvLkZSUhMWLFzeofFZWFkaOHImhQ4diz549ePzxx3H//ffj119/lcqsWrUKM2fOxNy5c7Fr1y4kJSUhLS0N586ds7V6REQt2hdbT+F/f2TKzulXovh7t+xpi7f2ayM9fmZ4N7PDPHpeZq55eCgwuHOkdNwq0Ed6bNwzoqxN8vLWuD64rb/udas1AlqtQLm6bg6LcQ+LcVI/QJeWn+wIWEaMGIGXX34Zt9xyS4PKL1myBO3bt8ebb76J7t27Y8aMGbjtttvw1ltvSWUWLlyIqVOnYsqUKUhMTMSSJUvg7++PZcuW2Vo9IqIW7bvahGSGWnqgorfg9t7Y/Oww/N8tPTHhyrZmk8npeSnNZ2kL8vXCVZ0iAMgz5F6qqJaVM+wp0a/SqtZoUWGUmK6+TRQBzkHSa/Q5LFu2bEFqaqrsXFpaGrZs2QIAUKvV2Llzp6yMh4cHUlNTpTLGVCoVSkpKZF9ERAT0ah1icq4l7h1kjkKhQFyoHyaktEOwr5fVnCnW1uX0rP0eqw0S881es19WxsOgp0TfW1OjESg02jl7wpXWh+hmDHXcTszNXaMHLPn5+YiOjpadi46ORklJCSorK3H+/HloNBqzZfLz883ec/78+QgJCZG+4uPjG63+RETNxYot2fiidlns8yO7IzrYB2H+XogzSvtOOpby0wDA7pwiK8/T9XhYyyRs2Hmj7635eGMWPttyCoBu9+dt/7kO/dqGWa3jnRZys7REzXKV0OzZs1FcXCx9nT59uv4nERG5uTlrD0qP24b74+9ZQ7Hp2WFWexJaMnu/L/pAR201YKnrYdHPlams1mDFlmwAQP92YQ1K/ma8x1BL1ugDmzExMSgoKJCdKygoQHBwMPz8/KBUKqFUKs2WiYmJMXtPHx8f+Pj4mL1GRNQSZZ6Tr1Lx81ZKPQFknrU5LA15nqWsuIDRkJBB8KKf95LcghP22avRw+6BAwdiw4YNsnPr16/HwIEDAQDe3t7o37+/rIxWq8WGDRukMkREZF3muTLZMYOV+lnrYZk62HKmV/3ePkfzS/HyT4dwrrTKpMymzPPSY0srjuoT5GK7JTubzd+NsrIyZGbWLZnLysrCnj17EB4ejrZt22L27Nk4c+YMVqxYAQCYNm0a3n33XcyaNQv33nsv/vjjD3z99df4+eefpXvMnDkTkyZNwoABA5CcnIxFixahvLwcU6ZMcUATiYjcX6XR6hNr8zNIx1rAckvfNhav6XtYDuWV4FBeCbZlX4SPp4dsTkv2hbqMtxGBpiMC6Qfy8XA9E2pLDfK1kB0By44dOzB0aF3q4JkzZwIAJk2ahOXLlyMvLw85OXV7IbRv3x4///wznnjiCbz99tto06YNli5dirS0NKnMuHHjUFhYiDlz5iA/Px99+vRBenq6yURcIiIyr1ItH57w82YPS33sWdYM1PWw6O3LLUa3mCAcyS81W97czsrGq4UMvTi6B+asPYiHjDLltnQ2ByxDhgyBsLIRk7kstkOGDMHu3but3nfGjBmYMWOGrdUhIiIA58t0H4BKDwUeHdYZnaMCnVwj12eth6VCrbF4zXCHZb1LRnsQGfZwxYWYTpy19toTByZgUMcItAljwjhDHCAjInID+3KLAOiWM7viTruuyFrQkBARYNPzzhn1mBgGLIYp/PXCA7yt1q1TVJDV6y0RBzmJiJq54opq/H5Yt5VJQ5bKko65IaH/3dkX/86+DiH+XhafZ25+kPHAg+Gxv7cnfntCvh/Q9Ymc8mAr9rAQETVzn9bm9gAAXy/+P7ShjLftuaVva9zUO9bsfj6GzK36MWY8caJLdF2PSVSQD6YO7tDQalItvrOJiJq5nIt1K1LKuLLEbrNv7FZvsAIA3p71lzHehdnQrf3bMJmfHfgdIyJq5i6W1034HNIlyok1aV6Mg5NWZpYfm+PpUf9HZ0yI6dCcPvvt1Z0iTa5R/TgkRETUzOlTxC8a18fq3AuSC/Wr+14FeCsb1LsCAJ5WljzrfXhPf5NzW2YPw8nCclzZIaLhlSQJAxYiomZOnyKewwy2GdSxLnAI8m14oGctf8ukge0w7oq2Zlf5RAX5clL0ZWDAQkTUjP159By2ZV0E0LDJoFTH0+D7FeTb8I9DTyvf53mje15WncgyvruJiJqxKZ9slx6zh8V+gTYELPw+Owe/60REbiLYhg9dkgu0YaPBiHqSvlHjYMBCRNRMVWvk+we1j7ScnZWsC7ZhDouvF/dpcgYGLEREzZTxBnqh/vyfv71s6WGx5NN7kx1QE7KEAQsRUTNlvH8N2S8yyLZgz1yA0zWa+/80JgYsRETN1Ju/HZUen3zlRifWpPmaPqQjEiL8bU6Vby7Pip83h4oaE2doERE1U/8cPy899vBoWNIzkntmeDc8M7ybzc/zMTOPxY9zWxoVe1iIiIhsZDzhGeBy58bG7y4RkYtR12hx99KtWGgw5EOuRb8dAjUdBixERC5m3YE8bMw8j3f+yJSd35dbhCe/3ouCkipotXW7AQ/vEdPUVWzx2kX4O7sKLQ7nsBARuZgyVY3Z8ze/uwkAcKFchVdu6QUA8PRQ4N27+jZZ3UinXUQAvrg/BaVVNZj2+U5c2SHc2VVyewxYiIhcTI1GWL2+53QRLparAQARgd5W97ahxnNVp0gAQNb8Gxu80zPZj+9yIiIXY25CpyF1jRaqGu7Q7CoYrDQNvtOJiFxMjdZ6D0uFWiMFNd7sXaEWgu90IiIXU2PQwyKELnjRGgUxFWrdPBdvT+b+oJaBAQsRkYv5Zmeu9FhTG6iUGk3EvXf5DgAcEqKWg+90IiIXc+pChfRYPzyk71Ex5sMhIWoh+E4nInJh+oClXKUxe509LNRS8J1ORORCyo2GfvTzWSrVDFioZeM7nYjIheReqpQd63tYVDUWAhYOCVELwXc6EZELMZ6rok8ip8+7Eugjz/fJHhZqKfhOJyJyIcZDPzVaXaCiHyrq2CoANyRGS9cZsFBLwXc6EZELKa6slh3re1ie+mYvAGBvbjEiAr2l6wxYqKXgO52IyIXkXKyQHet7WEqq6oaK/LzqhoU4h4VaCr7TiYhcSPYFecBSYWZ1kGGM4sMeFmohuFszEZELOXWhXHZ887ubMHlQguych0fdZnscEqKWwq53+uLFi5GQkABfX1+kpKRg27ZtFssOGTIECoXC5GvkyJFSmcmTJ5tcHz58uD1VIyJqtooq1Nh84oLJ+eWbs2XHnoYBC4eEqIWwuYdl1apVmDlzJpYsWYKUlBQsWrQIaWlpOHr0KKKiokzKr1mzBmq1Wjq+cOECkpKScPvtt8vKDR8+HJ988ol07OPjY2vViIiatdd/PVpvmVnDu6LKYJiIPSzUUtj8Tl+4cCGmTp2KKVOmIDExEUuWLIG/vz+WLVtmtnx4eDhiYmKkr/Xr18Pf398kYPHx8ZGVCwsLs69FRETNkFYr8OXWnHrLje7TmkNC1CLZ9E5Xq9XYuXMnUlNT627g4YHU1FRs2bKlQff4+OOPMX78eAQEBMjOZ2RkICoqCl27dsX06dNx4YJpt6ieSqVCSUmJ7IuIqDkrKK2SHi+5u7/FcnEhvhCi7pgBC7UUNr3Tz58/D41Gg+joaNn56Oho5Ofn1/v8bdu24cCBA7j//vtl54cPH44VK1Zgw4YNeO211/DXX39hxIgR0GjMp6KeP38+QkJCpK/4+HhbmkFE5HJWbT8tPR7eM8bi6h+FQiEryzks1FI06Sqhjz/+GL169UJycrLs/Pjx46XHvXr1Qu/evdGxY0dkZGTguuuuM7nP7NmzMXPmTOm4pKSEQQsRNWuLfj8uOw7280JhqUp2bmy/1gCA/JK63hg/b2XjV47IBdgUmkdGRkKpVKKgoEB2vqCgADExMVafW15ejpUrV+K+++6r93U6dOiAyMhIZGZmmr3u4+OD4OBg2RcRUXMlDMd4akUEeJucG9u3jcm52BDfRqkTkauxKWDx9vZG//79sWHDBumcVqvFhg0bMHDgQKvP/eabb6BSqXD33XfX+zq5ubm4cOECYmNjbakeEVGjqarW4H8bjuPAmWKH37tMVWNyrltMkMm5cDNBTGyIn8PrQ+SKbB78nDlzJj766CN8+umnOHz4MKZPn47y8nJMmTIFADBx4kTMnj3b5Hkff/wxxowZg4iICNn5srIyPP300/j333+RnZ2NDRs2YPTo0ejUqRPS0tLsbBYRkWP957sDeHP9Mdz0v40Ov7fh/kHrHhuse72RibiyQ7isnD5gmXdzD+lcVBBTQFDLYPMclnHjxqGwsBBz5sxBfn4++vTpg/T0dGkibk5ODjw85HHQ0aNHsXHjRvz2228m91Mqldi3bx8+/fRTFBUVIS4uDjfccANeeukl5mIhIpdwrKAUq3flNtr9iyp0AUurIB90jw2WHq98YCASnv1ZKufnpZuvMj45Hiu2ZKNbbDA8OemWWgi7Jt3OmDEDM2bMMHstIyPD5FzXrl3NjtECgJ+fH3799Vd7qkFE1CS2Z19s1PufKaoEoFuybKxX6xDsrx2G0i9h9vFU4veZ10KhUJiUJ3JXDM2JiOqhrtFKjxsjRjhdu0NzfLi/ybVxV9StgDTMucJghVoabn5IRGSFEALzfjxkcKw756iA4fnv9+Pzf3UZbtuaCVgMe6eVHgxSqOViwEJEZEbW+XJcLFdBXWM6nK2q0cLX6/LznxRXVkvBCmA+YNFozQ+nE7U0DFiIiMyYuGwrTl+sNHutUq1xSMBy6kK57NjcsmV/H/6ZJgIYsBARmdBqhdlgRaHQDQlVVGvgiO1Zsy9UyI7N9aXcnBSHbVkXMaxblANekaj5YsBCRGSktMo0kdvgzpHYl1uM4spqVKrN73Nmq6xCeQ/LdWaCEl8vJRbcnuSQ1yNqzrhKiIjISJbRUA0A+HsrpTwoVdWOCVje+v2Y7Jg5VYgs428HEZGRl346ZHLO10spbTRYaUfA8vWO00g/ULervaXcVERkHoeEiIgMqGu02Hnqksl5P6+6HpYKG4eETl0ox6xv9wEAsubfCIVCAZVBbhcASIzlJq5E1jBgISIy8NW2HLPnvT096npYbAxYzhZVSY/LVDUI8vVCSVXd/kE7nk9FZCC3IiGyhkNCRES1iiurMfeHg2aveSgUds9hMdzcUP94xpe7pXMMVojqx4CFiAi6OSWDX/tDds4wFX5koLeUe8XWOSyFpXU9LMWV1Sitqsa2rMbdn4jI3TBgISICsPnEBZQYLGfuEBmA1dMGScftIgLsHhIqLFVJj0sqaywOOxGRZQxYiIgAvLVevsT4j6eGoFebEOk4pX04PGv38rE1Xb7hBFuNVqCgRGWlNBGZw0m3REQAci7WZZ39eNIA6fGmZ4ehUq1BVLCvtPlgjY0Bi2F5rRDIL6myUpqIzGHAQkQtXnFFNc7VDtts+891iAryla61DvWTHut7WLQ25lCp0dT1sBhnyt0ye5hddSZqaRiwEFGL9/fxQulxZIDlFTtSD4vGtoCl2qCH5ZGv6lYHvTS6B2JD/Mw9hYiMcA4LEbV4i//MBADckBgNj9qgxJy6OSxai2XMqbIwSTchMsCm+xC1ZOxhIaIW63yZCtUaLY4WlAIAruoUabW8h51zWNbsPmP2vOHQExFZx4CFiFokIQRuemejbALs4M7WAxZ7VwlZEujLP8FEDcUhISJqkfKKq0xW64QHeFt9jtJD9yfT1h4WSwK9GbAQNRQDFiJqkU4UlpmcC/L1svocL6Wuh+XjjVk4kl/S4NeKsBAI+fsoG3wPopaOAQsRtTjFldWYu1a+Z9CwblHSKiBLQv3rAo/hi/5p8OtZ2t3ZS8k/wUQNxd8WImpxXks/gpPny2Xn5o/tVe/zQvys98CYo9UKm/ceIiJTDFiIqMU5kmc6nFPf/BUAsKdDpKqGwQqRIzBgIaIW5b2MTOzKKTI535DhGQ+F9SEjc06cK6+/EBHVi1PUiahFeT39qPR4z5zrcaygDBGB9feuAKh3jos5z6zeZ/NziMgUAxYiajEOnCmWHs+7uQdC/b2R3D68wc9X2tHDcsjM8BMR2Y5DQkTULB3JL0FecaVNz/lpX570eHxyvM2vaS1tv60eHtrRYfciagnYw0JEzc727Iu4fckWAMCxl0fA27Nh//fal1sEAHh2RDf4eNqeA8WeOSxRQT7STtAA0D4yAPPH9sKAdmE234uoJWMPCxE1G1qtwCNf7ZaCFQD440hBg55bVa3B5hMXAACnLlTY9fr2rBLSB1PRwbpdoB+7rjOu7BABT+ZgIbIJe1iIqNnYln0RP+49Kzt3JL8Uw3vG1vvcLbXBCgCo7FxqbGsPixACpVU1AIBlk6+An5cSHVoF2vXaRC0dAxYiahb2ni7C+A//NTlfrqoxKTd68Sb4enlg6+xUhPjrkr3tyrkklfnvyES76mDrKqEThWUorqwGAHSIDISfN1PxE9mLfZJEJPn1YD5Wbc+BEI7Z3M+RDpwtNnu+TCXvLflu9xkAQFW1Fos2HJPO/7xfN+H22RHdENaAJHHm2LpKKHXh39JjBitEl8eugGXx4sVISEiAr68vUlJSsG3bNotlly9fDoVCIfvy9fWVlRFCYM6cOYiNjYWfnx9SU1Nx/Phxe6pGRDb653gh/jpWCK1W4MHPduKZ1fsx78dDuFSubtJ6lKtqkGNlbklJZY3Z88Y9LBcN6v3JpmxUa7SY9e1enCzUJXCLC/Wzu44KOybdEpFj2BywrFq1CjNnzsTcuXOxa9cuJCUlIS0tDefOnbP4nODgYOTl5Ulfp06dkl1//fXX8c4772DJkiXYunUrAgICkJaWhqqqKgt3JCJHqKrW4J6Pt2HSsm1Y8FtdQrXlm7PR96X1TVaPP4+cQ4+5v+KaN/7ExuPnTa6nH8jDNztOS8dzRyXi5qQ4APKARasV2Jp1QfbcX/bn4esdudJxYmyQ3fUUqOt58qxneEirdb1eKqLmzOaAZeHChZg6dSqmTJmCxMRELFmyBP7+/li2bJnF5ygUCsTExEhf0dHR0jUhBBYtWoTnn38eo0ePRu/evbFixQqcPXsW33//vV2NIqKGOWgwzPJexgmn1KG4ohpTlm+Xjp//fr/s+qkL5Zj2+S5ps8IV9yZjylXtkZqo+ztSrq4LWL7ecRoFJSrZ8x9buUd23CnK/oDFcCl0ffNZKgw2PHz0us52vyYR6dgUsKjVauzcuROpqal1N/DwQGpqKrZs2WLxeWVlZWjXrh3i4+MxevRoHDxYt617VlYW8vPzZfcMCQlBSkqKxXuqVCqUlJTIvojIdntPm58Xolej0TZ6HfadKZId61fV6J0vkwcgSfGhAIBAH13wkHmuHJra3ozTl6wvV97w5LWXUVMgIcK/3jK5lyqw8LejuHvpVumcfkkzEdnPpoDl/Pnz0Gg0sh4SAIiOjkZ+fr7Z53Tt2hXLli3D2rVr8fnnn0Or1WLQoEHIzdV10eqfZ8s958+fj5CQEOkrPt72jJVEBOw/Yxqw3DGgjfS4pMr8vBFH2ZF9Efd8LJ8DZzxNpEItn1Qb4qdb9RPgrVvkeL5Mhemf75SVnT6kI7zN5DlpHxFwWfWNCPTBsskDAAA1FoZ8bn1/M975IxN7ThdJ5+LD6g90iMi6Rl8lNHDgQEycOBF9+vTBtddeizVr1qBVq1b44IMP7L7n7NmzUVxcLH2dPn26/icRkYwQQlpRo9evbSheHtMLAbUrWrLOlzXa62u0ArctMe1FjQ+Xf7gXVVSbfX6AT11Wht8OFeDg2WJU1gYs/l5KbH3uOln5kb1jHZJaP6lNKABd/c3NUzEekgKAwZ0jL/t1iVo6m/KwREZGQqlUoqBAnlmyoKAAMTExDbqHl5cX+vbti8zMTACQnldQUIDY2LrkTwUFBejTp4/Ze/j4+MDHh12s5F6EEFDVaOHr1bjLX4UQeC39KA4bbMr35PVd4OulxMRB7eDt6YHebUKx5eQFrNp+Gv3bNXxzQFvM/eGA7PjRYZ3wzh+ZyC+WT7Yvqqhb9WPY+xLoI//zNfKdjdJjP2+lydLlPrWBxuUyzFBbrdXCx8P6z8vTQ8HVRUQOYFMPi7e3N/r3748NGzZI57RaLTZs2ICBAwc26B4ajQb79++XgpP27dsjJiZGds+SkhJs3bq1wfckcgdPfbMP/V5aj9MX7Usb3xBf7ziNicu2YclfJ/DXsULp/MNDO2HqNR2kSaV3XKEbFjp90bbNBW3x+b850uNfHh2MwV1aAQDyiqvwc+0mhUII/Hdt3Zy3/xvTS3oc4GP5/1vmcp44auNCL2XdfWo09a8Eaug+R0Rknc2/STNnzsRHH32ETz/9FIcPH8b06dNRXl6OKVOmAAAmTpyI2bNnS+VffPFF/Pbbbzh58iR27dqFu+++G6dOncL9998PQLeC6PHHH8fLL7+MH374Afv378fEiRMRFxeHMWPGOKaVRM3A6l25qFBr8Oq6I432GrO+3Yd/jJYNL7wjyeTD3Lc2cKnRNs6kW+PEdIlxwegSXbd65+Evd6GoQo3nvqtbMfTw0I64K6WtdGzcw2LoYplpDhlHBQ6eHnX3aUjA4sU9g4gcwubU/OPGjUNhYSHmzJmD/Px89OnTB+np6dKk2ZycHHgY/EJfunQJU6dORX5+PsLCwtC/f39s3rwZiYl1qbFnzZqF8vJyPPDAAygqKsLVV1+N9PR0kwRzRC3B0YLSRrlv+oE8s+cjA02HV/XDHtUN+EC21bt/HMfbG+oSQ66erutJ1U+m1Xvoi13SZoUAcFdKO9l1Xy/LgUCnKNP9eryVju9hqW5AQMceFiLHsGsvoRkzZmDGjBlmr2VkZMiO33rrLbz11ltW76dQKPDiiy/ixRdftKc6RM3e0fy6IKWxlhJP+3yX2fP+ZoZPPGs/lBujh2XBb3Xp8luH+snmyHSPDZbm1mw+cQEeCkArgJdG90Browy1luaFxIf74YYepnPqHBU4KBQKKD0U0GhFw4aE2MNC5BD8TSJyAb8frpvInm0lPb29DHOCGIoO9pHymhjyqu0lbcgHsi2OGfUedWglX2ZsPFSkX4Rzc1LrBr9Gm1B/s0ndrurouJU6+rwvJ41WUZnbg8mHPSxEDsHfJCIXcCRf/kGu3+HXXje+/Q8Snv0Z3+7MRY1Gi42Zpunuj//fCGx9LtXsHAt9D8uR/FIs+esEylQ1+O/3B7DZzH0a4nyZCm+tP4ZPNmXLzneIlAcsWgubLgb4NHzlVO/4EOnxL48OxqPDOuHf2dchKtjxQ8yTP6nL0FtaVY0JZgJDDgkROYZdQ0JE5Fg/7j0rOy5X1UhzOn7el4cL5Srcmdy2QRM4v9yag0O1wypPfbNX9r/+G3vF4EKZGv3bhVm9l+E8jVfXHYFSocBn/57CZ/+eQvarI21qm6pGgwEv/272WoJJwGJaJsjHU7aUuD5PpHaRHifGBSMxLrjBz7WVuqZuyOzTzdmyOTd6DFiIHIMBC5GT7ci+aHKuunYei0Yr8NjK3ajRClSoNZh2bcd672e4sgYAnv52n/R4ylXtcUVC/XlVDFfCAKbp8QHdXJuGBBLPrTlg8VqYvzxXirkgKjLIcs6lVQ9ciXEf/isd928X1uh5bCyprNaYPR9lpf5E1HAM/YmczDA1vb5XpVqjxY7si7h+4V9SCviswvIG3c/cqh8A6BYT1KBgBagbEtIzDiQWrj+GPi+uN5mTYqywVIXVu3ItXk/pIK/Pa7f2Qqi/fLWQn5UAJKVDBHY8n4pZw7vi50evxldTr7Ran8b070nTwLN/uzDMG93TCbUhcj8MWIiczPB/5voJmqoaLW5bskXaoRgANp2of/6IEEKa72G8TPiGxGhzTzHLOEAxPK7WaPHOhuMoU9Xgo79PWr3Pd7vNBytBvp4Y2TsWsSHylT+924Ri93+vx5K7+0nnrC1fBnQB2kNDOqFHXIhTh192nrokO854aghWTx9ksrqJiOzDgIXIyfTLiu+5sp0UGJjLf5J7qVLaK8ecw3klePO3Yzh1oQLeSg+8dmsv2fVgowDGGk+jVTaGQdUlg1T5reoZ7jhbpEuzb7xb8f4X0rD4rn7mngKFQgEfg14VW+avuIq24f4m83OI6PI0v78ERG5EXaOVdhh+aGhH+NT2JlRZmA9xpsh8qvwThWUY8fY/ePdP3R5d4QHe6GyQORaoP7gwZNzD8sW/p6THhjljYuvpPVi+ORuA5WEqS/q1Das7cHzuukZnHPAR0eVjwELkRB/8dUJ6HObvLc3XmG8hPX/uJdMcLYfOluC6N/+SncsvqUJsiHwZr7VU9vUpVdVIjw1T+1v7WM48ZxDYhNi2pDjYt66uohlGLCH+De/NIqKGYcBC5EQbjpwDAKR2j4avl1IaHtp7ushs+cdW7gGg64H57N9TOFdShW1ZpktpAcDfWx6gXNWp4YnTasytL671ocG8FY2Vcte/9bf0eNq1HfHqWN0Q1dvj+9T7+oZZbK28hMsorZLnzYkI4MogIkfjsmYiJyos1S0XfmiobrlyfUty9Qnlnvx6L37en4cd2RfRIdJ035w+tdlrg3w8UaqqwRu39bZpuW98mB86tgrAiXpWJlkKbIorqmGYAy48wBvjk9tiZO9YBPna1vug/x65sqX/ZMmOLewaQESXgT0sRE4ihJA+jPW5Oiwt4Z1Qu0tx37ahAICf9+s2Mly75yxKav93b7iT8dTBHQAA6U9cg3fv6ovb+rexqW6eSg/8+vg1JhN3jWks7DV0MK9YdqxfsWRLsPL2+D7wUACPXde5wc9xllMX5IEdp7AQOR57WIicpKiiGuraBHH6CbHm9sABdJsCAnUJ5fSbAgJASW2vS5swP/z6+DXYln0Rw3vqNv9rHepn97JaT6WHSQI5Y5Z6WHbnFEmPA308ER7gbbacNaP7tEZajxinJYKzhfEEZw92sRA5HAMWoiZWVa3BVa/+gQvluuXBPp4e8PHUfSivO5Bv9jn6oKO6RkAIIZvX8c1OXa6TED8vdI0JQteYIHO3sMve3CKr18+Xqs2ezyvWrWYK9ffCP7OGWtxZuT6uHqzotzDQGgVuDFiIHI9DQkRNbOW2HClYAXRJ4swxXFkTWLtq5mhBKdrP/sWkrEIBDHLgbsR6+h4dABjStZXJ9f1nimTHQgjsyrmE/GLdUNfDQzrZPGelOXh2RDcAwPCesQDk3ycAGJUU1+R1InJ37GEhamLHzpXJji3N0YgO9sW30wfB19MDpy+Zz7+iJwTQvhESlRkOCfl4emBUUpxso8aqavkH9fpDBXjgs53SsZ+3a/eQ2EufkVi/saS6NtHf+CvicWdyW/RuE2LxuURkHwYsRE2oXFWDL7fmAADuu7o9esQFY0yf1mbLhvh5SUNB+SVVTVZHQ4Z7CnkoFNIHtZ5xz8KP+/Jkx/ptAtyN/ruiXwml/z6EBXgjqXaFFhE5FoeEiJrIii3Z6DH3V+lYoxUY268NPAwm2g41GHZpF+EvPfZ2Unp6/dwaAChT1eCC0a7NR/JLUWAQTEUYTa71VrpnwKL/mWUc1eXR0QcsXlweRNRoGLAQNZE5aw/KjsddEW9S5r83JUqP24bXBSzGqfIBYO6oRLxxW28AwIPXdHBUNWXuu7q99PhYQSn+PFpoUuaej7dKj417VFQ1lvc+as725+qWbZfXbqsgBSzNcN8jouaCv11ETjDnpkRpqbIhww0KZQGLmV2I/b2VuH1APHb/93ppEqijtQrywR0DdDlcHrymIzpHmSapO1ZQNyenXCUPUNJ6xDRKvZztnFEyO/1mleZ+TkTkGPztImoCxj0NN/cxv4rEcNO86GBfs+f1+tZuEBgW4G33suGGeGlMT3z30CBMHpSAb6cNQs/WwXg6ravZsqVVuj2H2ob7I2v+jQi4jP2LXJlxvhz2sBA1Pvf8a0LkYnINVvnsfD4VERZ2Lzb8IDTMQWLug7BLtOPyrVjj46mUgqMQfy/89MhgALocK//57oDUU1RSVY3Vu3Q5YR4e2rFRgyhnM86z8mftnlBCNIONj4iaKf53gKgJ6HdTDvLxtBisAPKAxdtgeCE8wBsvje4hHQ/rFtUItbRNx1a64SF1be/Ris3Z0jV33/zPuMerpLZnKa/YOau5iFoC9rAQNZIyVQ1e/ukQThpsIHinwX4/5hjmPQn1kydcu2dgAkL8vfHBXydkk3OdRb/EWZ+LZc/puv2D3HUoSE9psNz7ro/+lR5f08U0uR4ROYZ7/1UhcgKNVuDN347ivYwTJtdm1zM51tvTAx9NHIAajRZhZvbfuTkpDje7SBZV/QRh/V5Ghp0O+k0a3ZXSYEho84kL0uNwf9v3TCKihmHAQuRgP+49azZYiQz0adC8jusToxujWg6n/3AuVdVAXaNFUYUucFl8Vz+X3wPoclnapNKbq4SIGg0DFiIHUddo8dW2HMz94aDZ67f2N5/RtrkK8fOC0kMBjVbgUoUalyp0+yOF+bvf3kHGLG1uyICFqPHwt4vIQb7ecdokWHny+i4YlRQHL6UCE5LbOalmjcPDQyEFJ+fLVDhbpFsJ1SrIvSfcAuaXmQN1uzcTkeOxh4XIQbZnX5Qe39grBjcnxUmJ08rVvRDohhNRwwO8cb5MjR/35qFcrYGPp0ejbMLoajw4JETU5NzvLyiRE2i1AtuzdAHLlKsSMHdUD9l1dwxWgLq9hvblFgHQLXX2bAHJ0yw10cdN904icgXu/5eFqAnsOHUJZ4urEOTriWeGN06afFfUs3Vd0jgA8PVqGX9SFLAwJOTJISGixtIy/roQNaJKtQbzftTNXbmqY6Tbr5AxpO9hOXCmBACwK6fIibVxPmftqk3UEvC3i+gyjftwCw6e1X1gd4423RzQnfm0kB4VYwLmU/C3hOEwImfhbxfRZVj6z0nsy63L8NojznQHZnem72EhImpsdgUsixcvRkJCAnx9fZGSkoJt27ZZLPvRRx9h8ODBCAsLQ1hYGFJTU03KT548GQqFQvY1fPhwe6pG1CjOlVaZ3djux71npcfP3dgN1yfGNGW1nK6lzFkhIuezeenCqlWrMHPmTCxZsgQpKSlYtGgR0tLScPToUURFmW7IlpGRgTvvvBODBg2Cr68vXnvtNdxwww04ePAgWreuS6Q1fPhwfPLJJ9Kxj4/753Ig16fRCox9fzP2ni4CoMuz8dMjgxEX6ovR727CyfO6fYLeubOvy6TMb0ottYeFmzITNT2b/3u0cOFCTJ06FVOmTEFiYiKWLFkCf39/LFu2zGz5L774Ag899BD69OmDbt26YenSpdBqtdiwYYOsnI+PD2JiYqSvsLAw+1pE5EDrD+VLwQoAVGsE0hb9ja935ErBCgAkJ4Q7oXbOxx4WImoqNv21UavV2LlzJ1JTU+tu4OGB1NRUbNmypUH3qKioQHV1NcLD5X/gMzIyEBUVha5du2L69Om4cOGChTsQNR4hBHIvVUAIASEEpn2+y2y5l346JDuODm6ZPYLGPSyxIb5OqgkRuTubhoTOnz8PjUaD6Gj55mzR0dE4cuRIg+7xzDPPIC4uThb0DB8+HGPHjkX79u1x4sQJPPfccxgxYgS2bNkCpZlETCqVCiqVSjouKSmxpRlEFj2zeh++3pGLXq1D8J+R3aXzSycOgFqjxUNfmAYwj17XuUGbGrojwx4WPy8l1jw0yIm1aTqtw/ycXQWiFqdJ02+++uqrWLlyJTIyMuDrW/c/sfHjx0uPe/Xqhd69e6Njx47IyMjAddddZ3Kf+fPnY968eU1SZ2oZ/rfhON5cf0w63n+mGOM//BcA0DrUD6mJ0fhp31mT5712ay+Mu6Jtk9XT1fga9LDcP7g9YkNaxgf5vVe1x+vpR2XnBneOdFJtiFoGm4aEIiMjoVQqUVBQIDtfUFCAmBjrqyMWLFiAV199Fb/99ht69+5ttWyHDh0QGRmJzMxMs9dnz56N4uJi6ev06dO2NIPIhGGwYqxdhD8AoFOUaY6V2/rHN1qdmgPDPCwtKWGecVtTu0fh40lXOKk2RC2DTQGLt7c3+vfvL5swq59AO3DgQIvPe/311/HSSy8hPT0dAwYMqPd1cnNzceHCBcTGxpq97uPjg+DgYNkXkb0OnCm2el2/+qdbTDBeGJUonf940gAoLWyC11L4GXxw+7Tgjf+u7BDBjQ+JGpnNQ0IzZ87EpEmTMGDAACQnJ2PRokUoLy/HlClTAAATJ05E69atMX/+fADAa6+9hjlz5uDLL79EQkIC8vPzAQCBgYEIDAxEWVkZ5s2bh1tvvRUxMTE4ceIEZs2ahU6dOiEtLc2BTSWSq6rWYOepS5iwdKt0bu/cG1BVrUHKK3VB+R0D6npRJl/VHm3C/FGt0WJYN9Nl/C1NqL+X9NinBfWwGGupc5iImpLNAcu4ceNQWFiIOXPmID8/H3369EF6ero0ETcnJwceHnX/03j//fehVqtx2223ye4zd+5cvPDCC1Aqldi3bx8+/fRTFBUVIS4uDjfccANeeukl5mIhu6hrtDh1oRydogLNfpDkXKjAw1/uwn6jnpUrEsIQ4ueFED8vZL86Er8ezEeQjyc8jHpRUhPlk85bshA/b+mxVwvubWrBTSdqMnZNup0xYwZmzJhh9lpGRobsODs72+q9/Pz88Ouvv9pTDSKzHlu5G+sO5OOdO/tiRM8YeBnt7zL87b9RodbIzvVtG4pvpslXuKT1aFlZa+1h2MOiqtE6sSbO5cEeFqJGx0FXcjvrDuiGHR/9ajf6vrgefx49J107X6YyCVYABif2MgwGzX1fWwr2sBA1PgYs5Fa+3iFfMVamqsGUT7bjwc92IL+4CscKSqVrvz1xjfS4Z1xIk9XRXVVWt9yAhXNYiBpfk+ZhIWpM50qqMOvbfWav/XqwAL8erFuO37dtKFqH1uUMiQj0Nvc0aoARPWPw68F8jLui5S7x5pAQUeNjwEJuY9rnOxtcNvNcGfy9legSHYjiymp0bGWaY4Ua5r0J/VBZrYG/d8v6cxLo44kyVQ0ADgkRNQUOCZHb2JVTBAAY0rUVTr5yI7Y9Z5olWe/lMT2hUOh2Xv5n1jDm0LgMCoWixQUrAPDhPf2lx+xgIWp8/CtNbkGrFYgM1C2Df/S6zvDwUCAq2Bcje+uSD17TpZWsvH6SrbenB4MVsoth0kDOYSFqfC3vv0XklrZmXcT5MhWCfT2RGFuX+XjxXf3w7p0CCoUCL/10CCu2ZGPVgwNbVBp5ahyGAQvnsBA1PgYs1KwVVajxw96z2HBYt3Q5pUOESTCi/9/vczd2x6PXdUaIn5fJfYhsJQ9YnFgRohaCAQs1a8s2ZeOdDcelY8OVP8aUHgoGK+QwngYZvdnDQtT4GLBQs6TVCqQfzMe3RnlX+rcLc1KNqKUx3Kma8QpR42PAQs3CxXI13vj1CLZnX4KnhwJH8ktNyvRqHYKbepvf4ZvI0Qy3JSCixseAhVyeVivQ76X1VssM7hyJt8f35WoNajJh/nXJBkurapxYE6KWges5yeWdKaqst8xb4/ogPIDZaqnpGO6jVFShdmJNiFoG9rCQy8srrjJ7funEARjaLQoKAB5cpkFOVFRR7ewqELk99rCQy7tQpgKgWwH051NDpPNXd46E0kPBYIWcLtbK6jQicgz2sJBL25R5XtqBuUdcMNpHBmDFvckID/Bm8jdyum+nDcQfR85hQkpbZ1eFyO0xYCGXVVxZjQlLt0rHkUG61PvGafaJnGVAQjgGJIQ7uxpELQKHhMhl/XO8UHbcITLASTUhIiJnY8BCLuvpb/bJjgd1jHRSTYiIyNk4JEQu6WRhGSqrNQCAbjFBuCIhHN1jg5xcKyIichYGLOSSvt9zVnr886ODZRvNERFRy8OAhZrEobMlyLlYgdahfvh440mcL1PjxdE9UFiqQkqHCJPy2efLAQDtIvwZrBAREQMWalxarcDT3+7D6l25JteGvfmX9PiRYZ1wV0pbxIb4QQiBDYcLAAAzr+/SZHUlIiLXxUm31GiEEPh0S7bZYMXY//7IxLTPdkKjFSiqqEa5Wjd/Ja1HTGNXk4iImgH2sFCjmPzJNmQcLay/oIG9ucXo+NwvGNuvNQAggsnhiIioFntYyOF+P1RgEqwM7doKJ1+5Eb/PvKbe56/ZdQYAEBPi2yj1IyKi5ocBCznc/St2mJx7aGgneHgo0CnKdGnyG7f1Nnuf2BDuz0JERDocEiKH81IqUK0ReGFUIhIiA5B7qRJXGKQv7xEXjINnSwAAv8+8Bp2igvD1jtPYnn1Jdp9Y9rAQEVEtBixOpNEK/O+P40iMDcYNPWJQXFGNzMIyJLUJgaeyeXR+CSGQe6kSbcL8oFAokHmuFNUaAQAYlRSHiEAfk+d8OfVKPPPtPvRpGyr1uKx6YCD+yTyPn/edxdc7dJN0OSRERER6DFiaSLVGi5RXNuBiuRqrpw9E/3bh6PjcL9L1rPk34vYPNuNYQRmmD+mIZ4Z3c2JtG+6TTdl48adD+M+N3eHr5YHzZWoAwJUdws0GKwAQ4ueFJff0l53z8FDg2i6tEOjjKQUs7GEhIiI9BiyN6Gh+KR5ftQfTh3TE+VIVLpbrPsxvfX+LSdl/T17EsYIyAMAnm7JwW/826NgqsEnra6uzRZV48adDAID/++Ww7FpcqH3zT9qE1T2PPSxERKTHgOUylKtq8MovhxHo44knru+CTzZl46pOEegeG4zblmzB3tNFAIBHv9pd771eSz8iPa6q1uI6g6RqP8y4Cr3bhFp9/oUyFU4UliO5vW6uyLnSKpwrUaFn6xDbG2ZECIGMo4UI9vNCj7hg+HopUVWtwaBX/7D4HH9v+5YjRwX5oG/bUJw4V4bE2GB7q0xERG6GAYudqqo16DH3V+l49a4zOF+mAgDMGt5VClYaao+V8s9/fwA/zLja6vOnLN+OfbnFSG4fjk+nJCP5/zYAANY/cQ06R1/epoFfbM3B898fAABMHNgOL47uiQ/+Omn1OZVqrV2vpVAosOqBgdAKwRwsREQkaR4zO13Qgl+Pyo71wQoAvJ5+1Li4ZNG4Pja/lrrG+of/6YsV2JdbDADYlnUR3eekS9ceaUDvTn30wQoArNhyCtcv/AsHzhZbfc745Hi7X8/b04PBChERyTBgscOJwjIs3Zhl8/Puv7o9xvRtjb1zbsDgzpG4rX8bDOnaqt7neXta/zHd8YHpnBi9I/mlAIAf9p7FV9tybKsw6jYhNHT8XBnWH9Lt9fNEquleP/3bhcmWMRMREV0uuwKWxYsXIyEhAb6+vkhJScG2bduslv/mm2/QrVs3+Pr6olevXvjll19k14UQmDNnDmJjY+Hn54fU1FQcP37cnqo1iazCug/xl0b3sFjuoSEd8eX9KQjy9US3mCA8mtoZABDi74XP7kvBgtuTcHWnSNlzooN1K2s8FMDYvroU9apqyz0spy6UI6+4ymp9O//nFzz61W7MXrMfecWV1htnYMon2zBkQYbVMmEBXtj13+tl50b2im3waxARETWEzQHLqlWrMHPmTMydOxe7du1CUlIS0tLScO7cObPlN2/ejDvvvBP33Xcfdu/ejTFjxmDMmDE4cKBumOH111/HO++8gyVLlmDr1q0ICAhAWloaqqqsfxA7i36+SWr3KFzXPdpsmTdu641Zw7thUKdI7H8hDemPX4NgXy+TchMHJuDeq9pLx989dBWeTuuKTc8Ow10pbQEAao3lgOVQbQI2a/R5UQDgfKm63vIAkHOhAn8apNe/pksrxIebrvwJ8fNCeIA33hqXJJ0L8OFwDhEROZbNAcvChQsxdepUTJkyBYmJiViyZAn8/f2xbNkys+XffvttDB8+HE8//TS6d++Ol156Cf369cO7774LQNe7smjRIjz//PMYPXo0evfujRUrVuDs2bP4/vvvL6txl0urFThXWoX0A3korqxGuaoGhaUqvPtnJgAg0MfT7PLde65sh9sHNGwOh7enB/57U3fcMaANHh3WCXGhfnh4aCfEhvhJQ0Gqao3F5xcazJ0Z1i2q3te7WFF/wPLuH8dxzRt/ys4F+3riPzcmmpTVD/14K+uCFH9vzuUmIiLHsumTRa1WY+fOnZg9e7Z0zsPDA6mpqdiyxfw8ii1btmDmzJmyc2lpaVIwkpWVhfz8fKSmpkrXQ0JCkJKSgi1btmD8+PEm91SpVFCp6j6oS0rq72WwR3FltbTaxhx9nhR9qvmnbuiCB67pWO+cE2MKhQKv35Zkct7HUxcEWOphySuuxJy1BwEAvVqHoJVBorZd/70e/V5ab/qcIutDQkIILPjtmMn59pEBSOsRjc/vS8F/1x5A1vly3HNlOylgiwque232sBARkaPZFLCcP38eGo0G0dHyYZDo6GgcOXLE7HPy8/PNls/Pz5eu689ZKmNs/vz5mDdvni1Vt0uov+kQjqHBXXQTZpdOGoCMo4W4OSnO5mDFmroelrqARasV8PBQoKCkCgPn1+VB2X+mGB1aBUjH4QHemDiwHVZsOSW756E868HdqQsVZs/fldIWCoUCV3eOxJ9PDYEQAgqFQroeE1yX5M3Piz0sRETkWM1yldDs2bNRXFwsfZ0+fbpRXsfwA9mcPvGhAHS7Ct+Z3BYBPo79oPbRByy1PSwHzhSjx9xf8cFfJ5BxVD5n6NourTBjaCdEBnrjPzd2B6DLFWNsxZZTEEKYnNe7/q26hHU39orBH09ei+xXR5rsnGz8vYk2CFiqaiwPYREREdnDpk/YyMhIKJVKFBQUyM4XFBQgJibG7HNiYmKsltf/W1BQgNjYWFmZPn36mL2nj48PfHzM71PTVF67tVejv4a+h0Vdo8WYxZvQNtwfldUazF93BJMHJcjKvnF7b0QF+WL7f1KlYGJAQri0L4+h4spqhPp7m5zfcuKCbILuexP6m5Spr64A0PUyE9UREREZs6mHxdvbG/3798eGDXXzOrRaLTZs2ICBAweafc7AgQNl5QFg/fr1Uvn27dsjJiZGVqakpARbt261eE9XEBXU+Pvc+BgEAXtOF+GHvWel4+Wbs6XH46+Il+pj2PNxa782eO3WXujdJgSrp9d9L8vV5ntA7vzoX+mx4aqfhtr23HX47Ylr7N5HiIiIyBKbxzBmzpyJSZMmYcCAAUhOTsaiRYtQXl6OKVOmAAAmTpyI1q1bY/78+QCAxx57DNdeey3efPNNjBw5EitXrsSOHTvw4YcfAtB9wD7++ON4+eWX0blzZ7Rv3x7//e9/ERcXhzFjxjiupXZSeiig0ZoOoSTGNf4+Nw2dDzN3lPlcMEoPBcZd0RbjrtAtjw4P8MbFcjXKVTUmZcuMzg3ran65tjVRwb6ICuaGhURE5Hg2Byzjxo1DYWEh5syZg/z8fPTp0wfp6enSpNmcnBx4eNR90A4aNAhffvklnn/+eTz33HPo3Lkzvv/+e/Ts2VMqM2vWLJSXl+OBBx5AUVERrr76aqSnp8PX1/kffksnDcCUT7abnI8KavwhKW9l/QHLpmeHwa+BGw36eytxsRxmA5Z8o4RyIfVMOCYiImpKCmFtBmYzUVJSgpCQEBQXFyM42PE9H/nFVbjpf/9gaNcozBjWCYE+nogIbJo5NAnP/mzxmq+XBw6/OLzeycF6wxf9jSP5pfj8vhRc3VmeYXd3ziXc8t5mAMDfTw9F2wh/+ytNRETUALZ8fnP9aQPEhPhi63OpUHo0LDBoTMN7xCD9oG65d6sgnwYHK4CuhwUAytXmelh0WYW7xQQxWCEiIpfTLJc1O4MrBCsAMGNYJ+lxkI9twzb6ZddbTlwAAFwqV0MIgapqDaZ/sQuAbudnIiIiV8MelmbGsPfDx8u2eLOmdsny8s3Z8PdW4r2ME5g0sB08DIIxSyuIiIiInIkBSzOy+7/XI8ggOV2Qmc0UrdEYTFd6L+MEAOBTo0y4L43pCSIiIlfDIaFmJCzAWzZnxVwmW2ueTutab5l7rmxnc72IiIgaGwMWF2ctF0uHyACL18zR76xsyfsT+tl0PyIioqbCgMXF6fcrMpzzu/COJCRE+GN8cluHvU6rIB+M6BVbf0EiIiIn4BwWF/f2+D5487djsr2DxvZrg7H92jj0dZoiER4REZG92MPi4mJD/LDg9iT0bB3ikPs9NKSj2fM9mmCrASIiInsxYGlhnrzB/MTbHnGOCYiIiIgaAwOWFkbpocDt/dvgioQwPDuim3S+TRh3WCYiItfFOSwt0Bu3JwEADpwpls7VmNmRmoiIyFWwh6UFM5wXo6rROrEmRERE1jFgaeG6xQQBAK7qGOHkmhAREVnGIaEW7sdHrkaFWoMQP9vS/BMRETUlBiwtnJfSAyF+7GgjIiLXxk8qIiIicnkMWIiIiMjlMWAhIiIil8eAhYiIiFweAxYiIiJyeQxYiIiIyOUxYCEiIiKXx4CFiIiIXB4DFiIiInJ5DFiIiIjI5TFgISIiIpfnFnsJCSEAACUlJU6uCRERETWU/nNb/zlujVsELKWlpQCA+Ph4J9eEiIiIbFVaWoqQkBCrZRSiIWGNi9NqtTh79iyCgoKgUCgceu+SkhLEx8fj9OnTCA4Odui9m5K7tANgW1yRu7QDYFtckbu0A3CftjiqHUIIlJaWIi4uDh4e1mepuEUPi4eHB9q0adOorxEcHNys31x67tIOgG1xRe7SDoBtcUXu0g7AfdriiHbU17Oix0m3RERE5PIYsBAREZHLY8BSDx8fH8ydOxc+Pj7OrsplcZd2AGyLK3KXdgBsiytyl3YA7tMWZ7TDLSbdEhERkXtjDwsRERG5PAYsRERE5PIYsBAREZHLY8BCRERELo8BCxHVi3PzicjZWnTAcuDAAaxevRoajcbZVbksx48fx4IFC3D06FFnV+WyZWZm4pprrsFnn30GoHl/UObn5+Ps2bOorKwEoNtCojnS79Wl15x/JvqfhTtpzj8PAKipqXF2FRymrKzM2VVwmFOnTiE3NxcAXOYzskUGLGq1Gvfddx969+6N3bt317t/gavSaDR4+OGH0atXLxw+fBiFhYXOrpLd1Go1Jk6ciG7dumHjxo04ePAgADh8b6imUF1djQcffBADBw7EqFGjMGLECFRVVTW791l1dTWmTZuGG2+8EbfddhtWrFgBoPn+TKZPn46xY8di4sSJ+Pfff5vtB311dTUWLFiA7777DkDz/HkAut/5WbNm4YEHHsDMmTNx8uRJZ1fJbmq1Go888gjGjBmDsWPHYtWqVc32/QUAa9euRfv27TFjxgwAgFKpdHKNdJrXX1AH+N///oeIiAgcOXIEu3fvxssvv9xsf+EXLlyIvXv34q+//sLHH3+Mq6++GkDz+x/Xq6++irCwMJw6dQqZmZkYNWoU8vPzAbhOZN9QZ86cwTXXXIPjx4/jyy+/xGOPPYbTp0/j2WefdXbVbHLy5ElcccUVOHLkCGbNmoWQkBC8+uqrmDZtmrOrZrP8/HykpKRg3759GDVqFPbt24dp06bhjTfeANC8er7WrVuHpKQkzJo1C6tXr8bZs2cBNL/f+W+++Qbt27fHjh070KZNG6xatQrTpk3D5s2bnV01m3322WdISEjAgQMHMGnSJJSWluLtt9/Gr7/+6uyq2W3btm1ISUnB6dOnsXr1agAu8rdYtCDFxcUiPDxcDBs2TDp3+PBhkZmZKUpKSpxYM9totVpRVlYmBg4cKD766CMhhBCbN28WH3zwgfjnn39EaWmpk2vYcEuXLhW9e/cWX3/9tXRu3rx5omPHjk6slf2++uorkZSUJPLy8qRzEydOFM8//7wTa2W7d999VwwZMkSUl5cLIXTvuffff18oFAqxevVqodFonFzDhvv2229Fjx49RG5urhBCiKKiIvHCCy8IX19fceDAASGErn2urqysTEydOlU8+uijYv78+WLAgAHivffec3a1bLZ7924xYsQIMX/+fOnc6dOnRfv27cUXX3zhxJrZ7ujRo+K2224Tb731lnTu1KlTIjo6Wqxfv955FbOT/vf64YcfFo888oi47777xODBg4VarRZCOP/3pEX0sIja/30EBwdjwYIF2LNnD9avX4877rgDN910E4YPH47U1FR88sknTq5pwygUCpw9exYnT57E8OHD8eSTT+LWW2/Fp59+iltvvRW33HILSkpKnF1Nq/T/q73llluwZ88e3H777dK1gIAA+Pn54cSJE86qnt2Kiopw/PhxxMTEAADy8vKwb98+hIeHY+PGjU6uXcNlZmaipqYG/v7+EEJAoVBIv0evvPIKLly44OQa1k//HissLMSlS5fQunVrALqdYR988EFcffXVePDBBwE0j2EVf39/TJ48GQ899BCeffZZtG3bFuvWrcO+ffsANJ+eIrVajcTEREycOBGAboirTZs2CAsLw+HDh51cO9u0atUKTz/9NCZPniydu3DhApKSkhAYGAiVSuW8ytnBw8MDQghkZmbi7rvvxi233IILFy7g/fffB6D7WTm1fk599Ua2bds2APLu0smTJ6NTp05IS0tDcHAwli1bhrfffhu9evXC888/jz/++MNZ1bVI3w7DP0ht2rRBREQEnn/+eZw6dQobNmzADz/8gA0bNmDnzp14+eWXXbKb2PhnEh4eLn1Y6M+lpKTg0KFD8PX1lZ13NeZ+LgMHDkRISAhSUlJw2223oW3btggJCcHPP/+MG2+8ES+++KLTf+mNmWtHUFAQfH198csvv0g/n02bNmHevHk4cOAA0tPTTZ7jCr799lv8/vvvyMvLk+YMKZVKxMTE4J9//pHKxcTE4Nlnn8X27duxfv16AK73PjNsC6ALqgYNGoSuXbsCAKZNm4bc3Fx89913EEK47BwpfTv0w1fJyclYsGAB4uLiAABeXl4oLi5GeXk5rrrqKmdWtV7GP5OwsDAkJycjNDQUADBjxgwkJyfj3LlzGDVqFMaOHSt737kS47YAumEfhUIBpVIJlUqFK6+8Erfccgs+/vhj3H333Vi4cKFzgzAn9ew0qu+++07ExcWJiIgIkZWVJYQQoqamRrq+fft28eyzz4rz589L57KyssSYMWPEjTfe2NTVtchaOy5evCjuu+8+ERQUJMaOHSs0Go3Unbd06VIREhIiKioqnFV1E+baYmlYITMzU7Rt21Z88sknTVdBG5hrS3V1tXQ9KytLrFu3TiQmJooVK1ZI5z///HMREBAgTp8+3dRVNstcO1QqlRBCiEOHDokxY8aIkJAQMW7cOBEYGCiSk5PFmTNnxLhx48SoUaOcWHNTK1asEFFRUSI5OVm0atVKXHXVVWL16tVCCCF27dolEhMTxauvviq1Twgh8vPzxc033yzuueceZ1XbLHNt+e6774QQut8Zw275hx56SFx77bXi999/F0I4v8vekLV2aLVa2e9/dna26Ny5s8jMzHRSba2r72eiN378eJGeni7KysrEpk2bxO233y4GDhzopFqbZ60tQug+W2JiYqTflSeeeEL4+voKPz8/sWPHDifVWsc1Q/LL8MUXX+CVV17BNddcg+7du+PVV18FIJ/l3L9/f/znP/9BRESEdC4hIQGBgYEQQqC8vLzJ622svnaEhYXhuuuug7e3NzQajdSVBwA9e/aEt7e3y3SvWmqLpf8R+vr6wsfHxyWXoFpqi6enp1QmISEBly5dglKpxN133y31Qlx99dVQq9VSF74zWWqHt7c3hBDo3r073nnnHbz11luIjIzE559/jq1btyIuLg5qtRpt27Z1cgt0ampq8Pbbb2P+/Pl45ZVX8M8//+D7779Hx44dsXTpUlRWVqJv3764+uqrsWbNGtmkzujoaHh5eblMz4S1tnz44YdQqVTw8PCAQqGQ3lOPPPIIqqqqsHbtWpSXl0MIgWPHjrl8OxQKhexvVkZGBgBIvS4AcPHiRWdUX6ahPxP90uwvv/wSaWlpCAgIkHrDqqqqpN4lZ2pIWwDd0v9rr70Wa9asQe/evfHZZ58hNTUV7dq1k953zpqA6xq/qQ6g/wZ26tQJ1113HV577TXcfPPNyMjIkH4Z9GUUCgUCAwNlz6+srMTZs2fRs2dPBAQENGndDTWkHWq1GgBw880345577sEPP/yA33//XQpmNm7ciD59+qBPnz7OaILElp+JnhACrVu3RnR0NP79918ArjHsYGtbRG0X/blz56QPxJ9//hn9+vVDcnJyk9dfz5Z2xMfHY8qUKXj33XcxevRoALoVNzk5OejUqZNT6m+svLwchYWFmDRpEqZMmQJvb28MGjQIiYmJKCkpkX5X5s2bh+rqanz44Yc4c+aM9PzKykqEh4c7q/oy9bXFMF+J/sO+W7duuOWWW7Bjxw68/PLLuOKKKzBhwgSnruiwpR364cbvv/8eI0eOhJ+fH/bs2YMbbrgBL730ktOH6RraFk9PT2mul55Go8GJEycwYMAAWSDmLPW1RT9UrdFo8PXXX2PixInSisfXXnsNCQkJmDlzJgAnLnN2VteOoxw7dsykG1TfPX/gwAFx8803y4Z5jMsWFRWJnJwcce+994ru3buLnTt3Nn6lzbC1HfqhoZMnT4qJEyeKgIAAMXbsWHHnnXeK8PBw8cEHHwghnNNFfLk/E61WKx577DExaNAgUVZW1vgVtsLWtui7h9evXy+uvfZa0bNnT7FkyRIxZcoUER4eLltN0JQu92eSnZ0tcnNzxYQJE0Tfvn3FqVOnGr/SFhi3Zffu3dLvg/77/8UXX4g+ffrIhoC++eYbMXjwYNGuXTvx5ptvinvuuUdERUWJf/75p2kbYMDethhe3759u/Dy8hIKhUI88MADJuWawuW0o6ysTAwbNkx89dVXYvr06UKpVIoJEyZIK1Oa2uW0RQghKioqRG5urrj//vtF165dxZ9//imEcI2/xQ1ty8qVK8XWrVtl91qyZIl44403hFarddrQY7MNWFatWiUSEhJE165dRXJysvj444+la4bfzGXLlonExESxbNkyIYR8vHHdunVi+vTpIiIiQgwZMkQcP3686RpQy952GM6ZEEL3Znr66afFlClTxJEjR5qm8kYc8TPRmzZtmpg+fbpT/vgK4Zify6ZNm8SoUaNEWlqaGD16tFN+Lo74mVRUVIjnn39ehIeHi8GDBzttnoFxW5YuXSq7bljnu+66S0yePFkIIWTvodzcXPHAAw9I89Vc5XeloW0x/r3XLzW/4YYbxIkTJxq/4kYc0Y49e/YIhUIhFAqFuPLKK8WhQ4eapvJG7G2L4fzI1atXi0cffVRER0c77TNFCPvbYi5I1P+dMGynszTLgOW3334TCQkJYvHixSI9PV3MnDlTeHl5iQ8//FCaaKr/hcjNzRX33XefuOKKK6T8JPo/YNnZ2WLx4sXShLXm1g5n/Q/EHEe1Rf9L4cy2XW5bqqqqpHtpNBpRVFTU9I0Qjn1/7dmzR/z1119N34ha1tpSWVkphBDS//wqKytF7969xWeffWbxfvrnOIMj27J3716xatWqpqy+xFHt+Pvvv8WQIUOcmrfEUW05ePCgWLBggdM+U4RwXFtcIUAx1qwCFn2kN2/ePNG/f3/ZH9SHHnpIDBgwQKxZs8bkeT/99JMYMGCAmDt3rti7d68YOXKkyMnJabJ6G3NUO2666SantkMItkUI12uLu7RDCPvacubMGZGQkCCOHTsmhNB1iz/xxBNNV2kL3KUtjmrH448/3nSVtoBtcb33lzXNatKtfkLToUOH0LFjR3h5eUkThV5++WX4+vpi7dq1Jmndhw4diuTkZLz44ovo378/ampqEBUV5ZxGwHHtqK6udmo7ALYFcL22uEs7ANvbAgC///474uPjERsbi8ceewyJiYk4deoUqqurnTqJ013a4qh25OTkoLq62qmT6h3dFr6/Gplz4yXrfvvtN/HII4+It956SzYB6MMPPxRBQUEmwwcffvih6NKli8jIyJDKlpWVibfeeksolUoxZMgQsW/fvqZthHCfdgjBtrhiW9ylHULY3xbDiY233367CAsLExEREaJHjx5i+/btTd4OIdynLe7SDiHYFldtS0O5ZMBy9uxZcdNNN4moqCgxYcIE0atXLxESEiL9UI4ePSpat24t/vvf/woh5JPqYmJiZCsxDh48KFJSUmQJvJqKu7RDCLZFz5Xa4i7tEMJxbSkvLxc33XSTaNOmjVi5cmWTt0MI92mLu7RDCLZFz9XaYiuXC1jKy8vFpEmTxLhx48TJkyel88nJydJM5pKSEvHyyy8LPz8/aYxdP3537bXXivvvv7/pK27EXdohBNsihOu1xV3aIYTj2+LMbJzu0hZ3aYcQbIsQrtkWe7jcHBZ/f3/4+Phg8uTJaN++vZSY58Ybb8Thw4chhEBQUBDuuusu9OvXD3fccQdOnToFhUKBnJwcnDt3DmPGjHFuI+A+7QDYFldsi7u0A3B8W/r37++klrhPW9ylHQDb4qptsYuzIiVrDGc369eL33XXXWLq1Kmycrm5uaJTp04iISFB3HbbbSIuLk4MGzZM5OfnN2l9LXGXdgjBtrhiW9ylHUKwLa7YFndphxBsi6u2xVYKIVxxKrCpq6++GlOnTsWkSZOkWeUeHh7IzMzEzp07sXXrViQlJWHSpElOrql17tIOgG1xRe7SDoBtcUXu0g6AbWmWnB0xNcSJEydEdHS0bLzNWRlQL4e7tEMItsUVuUs7hGBbXJG7tEMItqW5crk5LIZEbefPxo0bERgYKI23zZs3D4899hjOnTvnzOo1mLu0A2BbXJG7tANgW1yRu7QDYFuaO09nV8AafSKcbdu24dZbb8X69evxwAMPoKKiAp999pnTk1o1lLu0A2BbXJG7tANgW1yRu7QDYFuaPWd17TRUZWWl6NSpk1AoFMLHx0e8+uqrzq6SXdylHUKwLa7IXdohBNviitylHUKwLc1Zs5h0e/3116Nz585YuHAhfH19nV0du7lLOwC2xRW5SzsAtsUVuUs7ALaluWoWAYtGo4FSqXR2NS6bu7QDYFtckbu0A2BbXJG7tANgW5qrZhGwEBERUcvm0quEiIiIiAAGLERERNQMMGAhIiIil8eAhYiIiFweAxYiIiJyeQxYiIiIyOUxYCEiIiKXx4CFiJrE5MmToVAooFAo4OXlhejoaFx//fVYtmwZtFptg++zfPlyhIaGNl5FicglMWAhoiYzfPhw5OXlITs7G+vWrcPQoUPx2GOP4aabbkJNTY2zq0dELowBCxE1GR8fH8TExKB169bo168fnnvuOaxduxbr1q3D8uXLAQALFy5Er169EBAQgPj4eDz00EMoKysDAGRkZGDKlCkoLi6WemteeOEFAIBKpcJTTz2F1q1bIyAgACkpKcjIyHBOQ4nI4RiwEJFTDRs2DElJSVizZg0AwMPDA++88w4OHjyITz/9FH/88QdmzZoFABg0aBAWLVqE4OBg5OXlIS8vD0899RQAYMaMGdiyZQtWrlyJffv24fbbb8fw4cNx/Phxp7WNiByHewkRUZOYPHkyioqK8P3335tcGz9+PPbt24dDhw6ZXPv2228xbdo0nD9/HoBuDsvjjz+OoqIiqUxOTg46dOiAnJwcxMXFSedTU1ORnJyMV155xeHtIaKm5ensChARCSGgUCgAAL///jvmz5+PI0eOoKSkBDU1NaiqqkJFRQX8/f3NPn///v3QaDTo0qWL7LxKpUJERESj15+IGh8DFiJyusOHD6N9+/bIzs7GTTfdhOnTp+P//u//EB4ejo0bN+K+++6DWq22GLCUlZVBqVRi586dUCqVsmuBgYFN0QQiamQMWIjIqf744w/s378fTzzxBHbu3AmtVos333wTHh66KXZff/21rLy3tzc0Go3sXN++faHRaHDu3DkMHjy4yepORE2HAQsRNRmVSoX8/HxoNBoUFBQgPT0d8+fPx0033YSJEyfiwIEDqK6uxv/+9z+MGjUKmzZtwpIlS2T3SEhIQFlZGTZs2ICkpCT4+/ujS5cumDBhAiZOnIg333wTffv2RWFhITZs2IDevXtj5MiRTmoxETkKVwkRUZNJT09HbGwsEhISMHz4cPz555945513sHbtWiiVSiQlJWHhwoV47bXX0LNnT3zxxReYP3++7B6DBg3CtGnTMG7cOLRq1Qqvv/46AOCTTz7BxIkT8eSTT6Jr164YM2YMtm/fjrZt2zqjqUTkYFwlRERERC6PPSxERETk8hiwEBERkctjwEJEREQujwELERERuTwGLEREROTyGLAQERGRy2PAQkRERC6PAQsRERG5PAYsRERE5PIYsBAREZHLY8BCRERELo8BCxEREbm8/wfaSM/+nBD+FgAAAABJRU5ErkJggg==", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cumulative_returns(factor_returns.loc['2015-01-01':][['STR', 'LTR']]).plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2.2 Stock Data\n", + "\n", + "We'll make use of `yfinance` to pull adjusted close prices for current constituents of Nasdaq 100," + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%%**********************] 101 of 101 completed\n" + ] + } + ], + "source": [ + "# Pull current constituents from Wikipedia\n", + "nasdaq_100 = pandas.read_html('https://en.wikipedia.org/wiki/Nasdaq-100')[4]\n", + "\n", + "# Create list of tickers\n", + "nasdaq_tickers = nasdaq_100['Ticker'].tolist()\n", + "\n", + "# Download adjusted close prices using yfinance\n", + "prices = yfinance.download(\" \".join(nasdaq_tickers))['Adj Close']" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def simple_returns(prices):\n", + " return numpy.divide(numpy.diff(prices, axis=0), prices[:-1])\n", + "\n", + "# Convert prices to returns\n", + "stock_returns = simple_returns(prices)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Cumulative return of some stocks\n", + "cumulative_returns(stock_returns[['NVDA', 'AMD', 'INTC']]).plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3 Estimate Factor Loadings\n", + "\n", + "We can consider the three models from the academic literature,\n", + "* Fama-French 3-Factor Model\n", + "* Fama-French 5- Factor Model\n", + "* Price-Signal Model" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "models = {\n", + " 'Fama-French 3-Factor Model': ['MKT_RF', 'SMB', 'HML'],\n", + " 'Fama-French 5-Factor Model': ['MKT_RF', 'SMB', 'HML', 'RMW', 'CMA'],\n", + " 'Price-Signal Model': ['MKT_RF', 'UMD', 'STR', 'LTR']\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3.1 Fama-French 5 Factor Model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Let's consider the period from 2010 to the end of 2020\n", + "start_date = pandas.Timestamp('2010-01-01')\n", + "end_date = pandas.Timestamp('2021-12-31')\n", + "\n", + "# Note stock returns are shifted to properly align against factor returns in the regression\n", + "s_returns = stock_returns.shift(1).loc[start_date:end_date]\n", + "f_returns = factor_returns.loc[start_date:end_date]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Single stock example - GOOG\n", + "\n", + "Here, the endogenous variable is the stock return (minus the risk-free rate) and the exogenous variables are the factor returns. \n", + "\n", + "To check the machinery of our approach, we perform ordinary least squares regression with one years worth of data and cross-check our results against the website portfolio visualiser - see [here](https://www.portfoliovisualizer.com/factor-analysis?s=y&sl=yQKMNuhNJi5Jg9nAoUFrB)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "ss = s_returns.loc[\"2015-01-01\": \"2016-01-01\"][\"GOOG\"]\n", + "fr = f_returns.loc[ss.index]\n", + "\n", + "endog = ss - fr[\"RF\"]\n", + "\n", + "exog_vars = models['Fama-French 5-Factor Model']\n", + "exog = sm.add_constant(fr[exog_vars])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.422\n", + "Model: OLS Adj. R-squared: 0.411\n", + "Method: Least Squares F-statistic: 35.96\n", + "Date: Fri, 26 Jan 2024 Prob (F-statistic): 1.43e-27\n", + "Time: 15:51:37 Log-Likelihood: 716.37\n", + "No. Observations: 252 AIC: -1421.\n", + "Df Residuals: 246 BIC: -1400.\n", + "Df Model: 5 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.0008 0.001 0.830 0.407 -0.001 0.003\n", + "MKT_RF 0.9089 0.098 9.233 0.000 0.715 1.103\n", + "SMB -0.4727 0.207 -2.286 0.023 -0.880 -0.065\n", + "HML 0.1293 0.235 0.549 0.583 -0.334 0.593\n", + "RMW 0.2211 0.348 0.635 0.526 -0.464 0.906\n", + "CMA -2.3326 0.475 -4.906 0.000 -3.269 -1.396\n", + "==============================================================================\n", + "Omnibus: 277.801 Durbin-Watson: 2.010\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 16706.203\n", + "Skew: 4.393 Prob(JB): 0.00\n", + "Kurtosis: 41.908 Cond. No. 576.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "mod = sm.OLS(endog, exog).fit()\n", + "\n", + "print(mod.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Daily alpha = 7.53 bps\n", + "Annualised alpha = 18.97%\n" + ] + } + ], + "source": [ + "print(f\"Daily alpha = {mod.params['const'] * 10_000:.2f} bps\")\n", + "print(f\"Annualised alpha = {mod.params['const'] * 252 * 100:.2f}%\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Over this period, we can find that:\n", + "* The daily $\\alpha$ is 7.53 bps or 18.97% annualised\n", + "* The market loading is 0.91, which we would anticipate due to `GOOG` large market capitalisation.\n", + "* Negative loadings on `SMB` and `CMA`\n", + "* Positive loading on `HML` and `RMW`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Rolling OLS Regression\n", + "\n", + "Now we perform a rolling OLS regression with a window of 126 days." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "ss = s_returns[\"GOOG\"].dropna()\n", + "fr = f_returns.loc[ss.index]\n", + "\n", + "endog = ss - fr[\"RF\"]\n", + "\n", + "exog_vars = models['Fama-French 5-Factor Model']\n", + "exog = sm.add_constant(fr[exog_vars])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "mod = RollingOLS(endog, exog, window=252).fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = mod.plot_recursive_coefficient(variables=exog_vars, figsize=(8, 12))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Date')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 4), sharex=True)\n", + "\n", + "mod.rsquared.plot(ax=ax1)\n", + "ax1.set_ylabel(\"$R^2$\")\n", + "\n", + "mod.mse_total.plot(ax=ax2)\n", + "ax2.set_ylabel(\"$MSE$\")\n", + "\n", + "ax2.set_xlabel(\"Date\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Over the complete universe\n", + "\n", + "We repeat the rolling OLS calculation but for each asset in the universe we are considering and store the factor loadings.\n", + "\n", + "As statsmodels does not support a vector of endogeneous variables, we iterate through the tickers." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "loadings = []\n", + "window = 126\n", + "\n", + "for ticker in nasdaq_tickers:\n", + "\n", + " endog = s_returns[ticker] - f_returns[\"RF\"]\n", + "\n", + " if endog.dropna().empty:\n", + " # No data, go to next ticker\n", + " continue\n", + "\n", + " exog_vars = models['Fama-French 5-Factor Model']\n", + " exog = sm.add_constant(f_returns[exog_vars])\n", + " exog = f_returns[exog_vars]\n", + "\n", + " out = RollingOLS(endog, exog, window=window).fit()\n", + " \n", + " # Re-arrange loadings and append\n", + " loadings.append(\n", + " out.params\n", + " # .drop(['const'], axis=1)\n", + " .shift(1)\n", + " .dropna()\n", + " .reset_index()\n", + " .melt(\n", + " id_vars=['Date'],\n", + " value_vars=exog_vars,\n", + " var_name='Factor',\n", + " value_name='Loading'\n", + " )\n", + " .assign(Ticker=ticker)\n", + " .set_index(keys=['Date', 'Ticker', 'Factor'])\n", + " .sort_index()\n", + " )\n", + " \n", + "loadings = pandas.concat(loadings).sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Loading
DateTickerFactor
2010-07-06AAPLCMA-0.716903
HML-0.553864
MKT_RF1.325327
RMW-0.046238
SMB0.478623
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" + ], + "text/plain": [ + " Loading\n", + "Date Ticker Factor \n", + "2010-07-06 AAPL CMA -0.716903\n", + " HML -0.553864\n", + " MKT_RF 1.325327\n", + " RMW -0.046238\n", + " SMB 0.478623" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "loadings.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4 Attribution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4.1 Return Attribution\n", + "\n", + "Now that we have an estimate of the factor loadings. We can now decompose the returns of each asset into contributions from each factor as well as an idiosyncratic contribution." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Re-arrange factor returns\n", + "fr = (\n", + " factor_returns[exog_vars]\n", + " .reset_index()\n", + " .melt(\n", + " id_vars=['Date'],\n", + " value_vars=exog_vars,\n", + " var_name='Factor',\n", + " value_name='Factor Return'\n", + " )\n", + " .set_index(keys=['Date', 'Factor'])\n", + " .sort_index()\n", + " [start_date:end_date]\n", + ")\n", + "\n", + "# Re-arrange stock returns\n", + "sr = (\n", + " s_returns\n", + " .reset_index()\n", + " .melt(\n", + " id_vars=['Date'],\n", + " var_name='Ticker',\n", + " value_name='Total'\n", + " )\n", + " .set_index(keys=['Date', 'Ticker'])\n", + " .sort_index()\n", + " .fillna(value=0)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "factor_attribution = (\n", + " loadings\n", + " .join(fr)\n", + " .assign(asset_factor_return=lambda x: x['Loading']*x['Factor Return'])\n", + " .reset_index()\n", + " .pivot_table(index=['Date', 'Ticker'], columns='Factor', values='asset_factor_return')\n", + " .sort_index()\n", + ")\n", + "\n", + "factor_group_attribution = (\n", + " factor_attribution \n", + " # Total factor return is the sum over each factor's contribution\n", + " .assign(Factor=lambda x: x.sum(axis=1))\n", + " .join(sr)\n", + " # Specific return is the total return minus total factor return\n", + " .assign(Specific=lambda x: x['Total'] - x['Factor'])\n", + " .filter(items=[\"Total\", \"Factor\", \"Specific\"])\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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FactorCMAHMLMKT_RFRMWSMB
DateTicker
2010-07-06AAPL0.003154-0.0006090.004360-0.000018-0.009381
ADBE0.0047700.0004390.0038220.0003290.007012
ADI-0.002652-0.0004890.003999-0.000318-0.000931
ADP-0.001264-0.0005430.002961-0.0000760.002880
ADSK0.0062950.0005110.0045450.000212-0.012724
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" + ], + "text/plain": [ + "Factor CMA HML MKT_RF RMW SMB\n", + "Date Ticker \n", + "2010-07-06 AAPL 0.003154 -0.000609 0.004360 -0.000018 -0.009381\n", + " ADBE 0.004770 0.000439 0.003822 0.000329 0.007012\n", + " ADI -0.002652 -0.000489 0.003999 -0.000318 -0.000931\n", + " ADP -0.001264 -0.000543 0.002961 -0.000076 0.002880\n", + " ADSK 0.006295 0.000511 0.004545 0.000212 -0.012724" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "factor_attribution.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TotalFactorSpecific
DateTicker
2010-07-06AAPL0.006844-0.0024940.009338
ADBE-0.0145900.016373-0.030963
ADI0.000718-0.0003910.001108
ADP-0.0005070.003957-0.004465
ADSK-0.010695-0.001162-0.009534
\n", + "
" + ], + "text/plain": [ + " Total Factor Specific\n", + "Date Ticker \n", + "2010-07-06 AAPL 0.006844 -0.002494 0.009338\n", + " ADBE -0.014590 0.016373 -0.030963\n", + " ADI 0.000718 -0.000391 0.001108\n", + " ADP -0.000507 0.003957 -0.004465\n", + " ADSK -0.010695 -0.001162 -0.009534" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "factor_group_attribution.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Return Attribution - GOOG\n", + "\n", + "Let's examine GOOG..." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n", + "\n", + "(\n", + " factor_group_attribution.swaplevel(0, 1, 0).loc[\"GOOG\"]\n", + " .apply(cumulative_returns)\n", + ").plot(ax=ax1)\n", + "\n", + "ax1.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + "ax1.set_ylabel(\"Cumulative Return (%)\")\n", + "\n", + "(\n", + " factor_attribution.swaplevel(0, 1).loc[\"GOOG\"]\n", + " .apply(cumulative_returns)\n", + ").plot(ax=ax2)\n", + "ax2.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + "ax2.set_ylabel(\"Cumulative Return (%)\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above example, we find that most of the returns are due to the market factor." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4.2 Risk Attribution\n", + "\n", + "In order to perform risk attribution we need to calculate the covariance matrix for both factor returns and specific returns." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estimate Factor Covariance Matrix\n", + "\n", + "Here, we can just use a rolling calculation over the exogenous variables in the factor model of interest." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "covariance_factor = (\n", + " factor_returns[start_date:end_date][exog_vars]\n", + " .rolling(window=252, min_periods=21)\n", + " .cov()\n", + " .multiply(252)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MKT_RFSMBHMLRMWCMA
MKT_RF0.0170410.002647-0.001182-0.000090-0.002500
SMB0.0026470.0062230.002243-0.000217-0.000024
HML-0.0011820.0022430.0086990.0014790.002148
RMW-0.000090-0.0002170.0014790.0026120.000569
CMA-0.002500-0.0000240.0021480.0005690.002057
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" + ], + "text/plain": [ + " MKT_RF SMB HML RMW CMA\n", + "MKT_RF 0.017041 0.002647 -0.001182 -0.000090 -0.002500\n", + "SMB 0.002647 0.006223 0.002243 -0.000217 -0.000024\n", + "HML -0.001182 0.002243 0.008699 0.001479 0.002148\n", + "RMW -0.000090 -0.000217 0.001479 0.002612 0.000569\n", + "CMA -0.002500 -0.000024 0.002148 0.000569 0.002057" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "covariance_factor.loc['2019-12-31']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estimate Specific Covariance Matrix\n", + "\n", + "Here, we calculate the rolling standard deviation of the specific returns of each asset." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "covariance_specific = (\n", + " factor_group_attribution[['Specific']]\n", + " .reset_index()\n", + " .pivot_table(\n", + " index='Date',\n", + " columns='Ticker',\n", + " values='Specific')\n", + " .rolling(window=252)\n", + " .var()\n", + " .reset_index()\n", + " .melt(id_vars='Date', value_name='Specific Risk')\n", + " .set_index(keys=['Date', 'Ticker'])\n", + " .sort_index()\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Specific Risk
DateTicker
2021-12-31WBA0.000263
WBD0.001024
WDAY0.000166
XEL0.000121
ZS0.000390
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" + ], + "text/plain": [ + " Specific Risk\n", + "Date Ticker \n", + "2021-12-31 WBA 0.000263\n", + " WBD 0.001024\n", + " WDAY 0.000166\n", + " XEL 0.000121\n", + " ZS 0.000390" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "covariance_specific.tail()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sanity Check - GOOG" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "date = '2019-12-31'\n", + "ticker = 'GOOG'" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "cov_f = covariance_factor.loc[date].sort_index(axis=0).sort_index(axis=1)\n", + "cov_s = covariance_specific.loc[date, ticker].values[0]\n", + "l = loadings.loc[date, \"GOOG\"].sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The factor risk is:\t 17.80%\n", + "The specific risk is:\t 1.09%\n", + "The total risk is:\t 17.83%\n" + ] + } + ], + "source": [ + "factor_risk = numpy.sqrt(l.T @ (cov_f @ l)).iloc[0, 0]\n", + "print(f\"The factor risk is:\\t {factor_risk*100:.2f}%\")\n", + "\n", + "specific_risk = numpy.sqrt(cov_s)\n", + "print(f\"The specific risk is:\\t {specific_risk*100:.2f}%\")\n", + "\n", + "total_risk = numpy.sqrt(cov_s + factor_risk**2)\n", + "print(f\"The total risk is:\\t {total_risk*100:.2f}%\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5 Using methods from `equity_risk_model`\n", + "\n", + "Now that we've have all the components for an equity risk model, let's use some of the methods to calculate the risk of a portfolio." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prepare Risk Model Data" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "date = '2019-12-31'\n", + "\n", + "factor_loadings = (\n", + " loadings\n", + " .sort_index()\n", + " .loc[date]\n", + " .reset_index()\n", + " .pivot_table(index='Factor', columns='Ticker', values='Loading')\n", + ")\n", + "\n", + "universe = factor_loadings.columns.tolist()\n", + "factors = factor_loadings.index.tolist()\n", + "\n", + "# Reindex by factors\n", + "covariance_factor = cov_f.reindex(factors, axis=0).reindex(factors, axis=1)\n", + "\n", + "# Specific covariance matrix is diagonal\n", + "cov_s_temp = covariance_specific.loc[date].fillna(value=0)\n", + "\n", + "covariance_spec = (\n", + " pandas.DataFrame(\n", + " data=numpy.diag(cov_s_temp.values.reshape(-1)),\n", + " index=cov_s_temp.index, columns=cov_s_temp.index\n", + " )\n", + " .reindex(universe, axis=0)\n", + " .reindex(universe, axis=1)\n", + ")\n", + "\n", + "# Extract factor group mapping from models dict defined earlier\n", + "factor_group_mapping = {k: v for k, v in models.items() if k == \"Fama-French 5-Factor Model\"}" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# Instantiate risk model and risk calculator with the data\n", + "risk_model = equity_risk_model.model.FactorRiskModel(\n", + " universe, factors, factor_loadings, covariance_factor, covariance_spec, factor_group_mapping\n", + ")\n", + "\n", + "risk_calculator = equity_risk_model.risk.RiskCalculator(risk_model)\n", + "\n", + "conc_calculator = equity_risk_model.concentration.ConcentrationCalculator(risk_calculator=risk_calculator)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create some portfolios\n", + "\n", + "#### Naive allocations\n", + "\n", + "Let's create a randomly allocated portfolio and an equally weighted portfolio." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "n_assets = len(universe)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "dirichlet_portfolio = pandas.Series(\n", + " data=numpy.random.dirichlet(numpy.ones(n_assets)),\n", + " index=universe\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "equal_portfolio = pandas.Series(\n", + " data=numpy.ones(n_assets) / n_assets,\n", + " index=universe\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "portfolios = {\n", + " \"Dirichlet\": dirichlet_portfolio,\n", + " \"Equal\": equal_portfolio,\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Examine tearsheets" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 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 DirichletEqual
Total17.50%16.41%
Factor17.50%16.41%
Specific0.27%0.17%
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  DirichletEqual
FactorGroupFactor  
Fama-French 5-Factor ModelCMA-2.31%-1.67%
HML-2.10%-2.61%
MKT_RF15.78%14.96%
RMW0.83%0.21%
SMB0.92%0.52%
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(\n", + " equity_risk_model.tearsheet.FactorRiskTearsheet(risk_calculator=risk_calculator)\n", + " .create_tearsheet(portfolios)\n", + " .style\n", + " .bar(color=[\"#d65f5f\", \"#5fba7d\"], width=75, height=50, align=\"zero\")\n", + " .format(lambda x: f\"{x * 100:.2f}%\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 DirichletEqual
NAssets96.096.0
NCorrelatedBets34.578.3
NUncorrelatedBets11.948.6
NEffectiveConstituents45.296.0
NAssets>25%SpecificRisk2.07.0
NAssets>50%SpecificRisk4.018.0
NAssets>75%SpecificRisk9.041.0
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(\n", + " equity_risk_model.tearsheet.ConcentrationTearsheet(concentration_calculator=conc_calculator)\n", + " .create_tearsheet(portfolios)\n", + " .style\n", + " .format(lambda x: f\"{x:.1f}\")\n", + " .bar(color=[\"#d65f5f\", \"#5fba7d\"], width=75, height=50, align=\"zero\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "file_extension": ".py", + "interpreter": { + "hash": "d2fad7dddbdbf72c3caae215ecd746d3b287526522bae7ccec386d9aea81c064" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "mimetype": "text/x-python", + "name": "python", + "npconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": 3 + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/03 - Sector Model.ipynb b/notebooks/03 - Sector Model.ipynb new file mode 100644 index 0000000..af77037 --- /dev/null +++ b/notebooks/03 - Sector Model.ipynb @@ -0,0 +1,881 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "5d1cda22-95b2-47cd-b2ed-958c18c64cf4", + "metadata": {}, + "outputs": [], + "source": [ + "import functools\n", + "import pandas\n", + "import numpy\n", + "import yfinance\n", + "\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "8a05289c-fcfe-440a-ae58-5e956d1025e1", + "metadata": {}, + "source": [ + "# 1 Introduction\n", + "\n", + "Factor models can be used to decompose the risk and returns of an asset (or a collection of assets).\n", + "\n", + "Essentially, we express the returns of a universe of assets in the following form,\n", + "\n", + "$$ R_{i}^{t} = \\alpha_{i}^{t} + \\sum_{i=1}^{N} \\beta_{ij}^{t} F_{j}^{t} + \\epsilon_{i}^{t} $$\n", + "\n", + "where,\n", + "\n", + "* $R_{i}^{t}$ is the return of asset $i$ at time $t$\n", + "* $\\beta_{ij}^{t}$ is the loading on factor $j$ from asset $i$ at time $t$\n", + "* $F_{j}^{t}$ is the factor return of factor $j$ at time $t$\n", + "* $\\alpha_{i}^{t}$ is the expected idiosyncratic return of asset $i$ at time $t$\n", + "* $\\epsilon_{i}^{t}$ is a noise term.\n", + "\n", + "In this notebook, we'll explore creating a sector factor model from two different approaches:\n", + "\n", + "* A \"fundamental\" approach where we specify the known sector loadings of each asset and estimate the factor returns.\n", + "* A \"time-series\" approach where we estimate the factor loadings by using sector ETFs as a proxy for factor returns.\n", + "\n", + "We'll use S&P 500 constituents and GICS Sectors. \n", + "\n", + "### References\n", + "\n", + "* Grinold, R. C., & Kahn, R. N. (2000). Active portfolio management. (Chapter 3)" + ] + }, + { + "cell_type": "markdown", + "id": "2ceacf35-598c-4640-b573-8bf8ffa2ff31", + "metadata": {}, + "source": [ + "### Helper Methods" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "80ad335d-8cba-4342-95b4-f3074b7cb5f5", + "metadata": {}, + "outputs": [], + "source": [ + "def simple_returns(prices):\n", + " return prices.pct_change().dropna(axis=0, how=\"all\").fillna(value=0)\n", + "\n", + "def cumulative_returns(returns):\n", + " return numpy.cumprod(1 + returns, axis=0) - 1" + ] + }, + { + "cell_type": "markdown", + "id": "aed16702-0415-433e-b1ef-38b368a3fe2c", + "metadata": {}, + "source": [ + "# 2 Fetch Data\n", + "\n", + "## 2.1 Universe" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3392913b-aaaf-4d42-a84a-e063807eef15", + "metadata": {}, + "outputs": [], + "source": [ + "df_spy = pandas.read_html(\"https://en.wikipedia.org/wiki/List_of_S%26P_500_companies\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "33e1d788-ed71-46a6-b08f-b0223da8ce84", + "metadata": {}, + "outputs": [], + "source": [ + "spy_tickers = [\n", + " ticker for ticker in df_spy[\"Symbol\"].values.tolist()\n", + " if ticker not in [\"BRK.B\", \"BF.B\"]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "164a61fc-97d4-4e77-a8d9-f8b562202369", + "metadata": {}, + "outputs": [], + "source": [ + "sector_etfs = {\n", + " \"Industrials\": \"XLI\",\n", + " \"Energy\": \"XLE\",\n", + " \"Financials\": \"XLF\",\n", + " \"Information Technology\": \"XLK\",\n", + " \"Materials\": \"XLB\",\n", + " \"Consumer Discretionary\": \"XLY\",\n", + " \"Consumer Staples\": \"XLP\",\n", + " \"Health Care\": \"XLV\",\n", + " \"Utilities\": \"XLU\",\n", + " \"Real Estate\": \"XLRE\",\n", + " \"Communication Services\": \"XLC\",\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "91254c68-02c1-4a02-8c7b-36cc79cecf8a", + "metadata": {}, + "source": [ + "## 2.2 Stock Data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9dfba7a0-125c-4641-a7df-e79fcd704895", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%%**********************] 501 of 501 completed\n" + ] + } + ], + "source": [ + "# Download adjusted close prices using yfinance\n", + "yf = yfinance.Tickers(\" \".join(spy_tickers))\n", + "\n", + "df = yf.history(period=\"15y\")" + ] + }, + { + "cell_type": "markdown", + "id": "f9aa0b69-fb71-4547-8d3a-3aa05f4f080b", + "metadata": {}, + "source": [ + "Extract some additional data for each ticker" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "411bb390-045f-439e-b8fc-47e88b481f7d", + "metadata": {}, + "outputs": [], + "source": [ + "market_caps = pandas.Series({\n", + " ticker: yf_ticker.info.get(\"marketCap\", 0)\n", + " for ticker, yf_ticker in yf.tickers.items()\n", + "})\n", + "\n", + "sectors = df_spy.set_index(keys=[\"Symbol\"]).loc[spy_tickers][\"GICS Sector\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5118585f-ccba-494b-8182-e5a32133840d", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert prices to returns\n", + "stock_returns = simple_returns(df[\"Close\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c77da828-76f3-4b08-ac17-8955790fafdd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 1, figsize=(8, 5))\n", + "\n", + "cumulative_returns(stock_returns[['NVDA', 'AMD', 'INTC']]).plot(ax=ax)\n", + "ax.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + "ax.set_ylabel(\"Cumulative Return\");" + ] + }, + { + "cell_type": "markdown", + "id": "ddad0d68-2909-4b26-8a15-499d65273e3e", + "metadata": {}, + "source": [ + "## 2.3 Sector Data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c6f2044e-8272-4804-9452-efb839e70246", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Industrials', 'Health Care', 'Information Technology',\n", + " 'Utilities', 'Financials', 'Materials', 'Consumer Discretionary',\n", + " 'Real Estate', 'Communication Services', 'Consumer Staples',\n", + " 'Energy'], dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_spy.set_index(keys=[\"Symbol\"])[\"GICS Sector\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4a9430d0-56ee-46cc-8d8b-b7fcc77a20eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%%**********************] 11 of 11 completed\n" + ] + } + ], + "source": [ + "# Download adjusted close prices using yfinance\n", + "sector_prices = yfinance.download(\" \".join(sector_etfs.values()))['Adj Close']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ade33117-c23b-49bc-acec-a75179878e7f", + "metadata": {}, + "outputs": [], + "source": [ + "sector_returns = (\n", + " simple_returns(sector_prices)\n", + " .rename(columns={etf: name for name, etf in sector_etfs.items()})\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3f7ddfa4-305b-4a3d-940b-3346597f1074", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 1, figsize=(8, 5))\n", + "\n", + "cumulative_returns(sector_returns).plot(ax=ax)\n", + "ax.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + "ax.set_ylabel(\"Cumulative Return\");" + ] + }, + { + "cell_type": "markdown", + "id": "a4c1326b-616b-4e76-8421-58d050759030", + "metadata": {}, + "source": [ + "# 3 Fundamental Approach\n", + "\n", + "In the case of the fundamental approach, we are given the loadings matrix $B$ and wish to estimate the factor returns.\n", + "\n", + "The estimation problem is a weighted least-squares problem,\n", + "\n", + "$$ \\min_{F} \\left( R - B F \\right)^T W \\left(R - B F \\right) $$\n", + "\n", + "The matrix $W$ is diagonal and positive definite. Setting $W = \\Omega_{\\epsilon}^{-1}$ results in an unbiased estimator of $F$ with lowest estimation error but since we do not know $W = \\Omega_{\\epsilon}^{-1}$ in advance, it is common to set $W$ to be a diagonal matrix with diagonal values equal to the square root of the market cap of each stock. That is $W_{ii} = \\left( \\text{market cap}_i \\right)^{1/2} $.\n", + "\n", + "The solution is given by,\n", + "\n", + "$$ \\hat{F} = \\left(B^T W B \\right)^{-1} B W R $$\n", + "\n", + "and\n", + "\n", + "$$ \\hat{\\epsilon} = \\left( I - B (B^T W B)^{-1} B^T W \\right) R $$\n", + "\n", + "Note that the i'th row of $\\left(B^T W B \\right)^{-1} B W$ can be interpreted as a series of portfolio weights that mimic the i'th factor.\n", + "\n", + "Note that as we only have access to the latest market capitalisation of each stock from `yfinance` which is problematic in a production environment due to\n", + "\n", + "* the matrix $W$ being a source of information leakage (a future market cap value is in use)\n", + "* the factor mimicking portfolios do not vary in time as $W$ does not vary in time (the market cap value is static)\n", + "\n", + "A resolution is to solve the ordinary least squares problem by setting $W = I$. \n", + "\n", + "Let's solve the above problem over a fixed time period." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bb833e6c-0aeb-4778-9fdd-8495ee744e3c", + "metadata": {}, + "outputs": [], + "source": [ + "class FundamentalFactorModel:\n", + "\n", + " def __init__(self, market_caps, sector_loadings):\n", + " self.market_caps = market_caps\n", + " self.sector_loadings = sector_loadings\n", + "\n", + " self.W = (\n", + " pandas.DataFrame(\n", + " data=numpy.diag(numpy.sqrt(self.market_caps)),\n", + " index=market_caps.index,\n", + " columns=market_caps.index,\n", + " )\n", + " .sort_index(axis=0)\n", + " .sort_index(axis=1)\n", + " )\n", + "\n", + " self.B = (\n", + " self.sector_loadings\n", + " .to_frame(\"Sector\")\n", + " .assign(Loading=1)\n", + " .set_index(keys=[\"Sector\"], append=True)\n", + " .unstack(1)\n", + " [\"Loading\"]\n", + " .fillna(value=0)\n", + " )\n", + "\n", + " def fit(self, returns):\n", + " \"\"\"Fit the model; calculate factor mimicking portfolios and factor returns\"\"\"\n", + "\n", + " R = returns.fillna(value=0)\n", + " \n", + " # Solve for factor mimicking portfolios\n", + " fmp = numpy.linalg.solve(self.B.T @ self.W @ self.B, self.B.T @ self.W)\n", + "\n", + " self.fmp = pandas.DataFrame(\n", + " data=fmp,\n", + " index=self.B.columns,\n", + " columns=returns.columns\n", + " ).T\n", + " \n", + " # Solve for factor returns\n", + " factor_returns = numpy.linalg.solve(self.B.T @ self.W @ self.B, self.B.T @ self.W @ R.T)\n", + " \n", + " self.factor_returns = pandas.DataFrame(\n", + " data=factor_returns,\n", + " columns=returns.index,\n", + " index=self.B.columns\n", + " ).T\n", + "\n", + " return self" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7a5399af-5ed9-4078-b18e-a3721a655d35", + "metadata": {}, + "outputs": [], + "source": [ + "ffm = FundamentalFactorModel(market_caps, sectors)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "84fb4598-55f5-45ea-b3b2-28712bee390e", + "metadata": {}, + "outputs": [], + "source": [ + "ffm = ffm.fit(stock_returns)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b0d1dffa-f947-4c9f-bf7e-6c42a479f81e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(figsize=(8, 4))\n", + "\n", + "cumulative_returns(ffm.factor_returns).plot(ax=ax)\n", + "ax.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5));" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2912c5be-8046-48a2-963c-58699cfd45cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CHTR 0.028920\n", + "CMCSA 0.052596\n", + "DIS 0.051517\n", + "EA 0.023624\n", + "FOX 0.015012\n", + "FOXA 0.014991\n", + "GOOG 0.169249\n", + "GOOGL 0.169382\n", + "IPG 0.013777\n", + "LYV 0.017516\n", + "META 0.124070\n", + "MTCH 0.012514\n", + "NFLX 0.061288\n", + "NWS 0.014621\n", + "NWSA 0.014622\n", + "OMC 0.016387\n", + "PARA 0.011691\n", + "T 0.042896\n", + "TMUS 0.053969\n", + "TTWO 0.020601\n", + "VZ 0.051373\n", + "WBD 0.019384\n", + "Name: Communication Services, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ffm.fmp[ffm.fmp[\"Communication Services\"] != 0][\"Communication Services\"]" + ] + }, + { + "cell_type": "markdown", + "id": "72286357-87de-4fd8-b57f-851cce07ab87", + "metadata": {}, + "source": [ + "# 4 Time-Series Approach\n", + "\n", + "In the case of the time-series approach, we are given the factor returns $R$ and wish to estimate the loadings $B$ of each asset to the factors. \n", + "\n", + "Again, the estimation problem can be viewed as a least squares problem,\n", + "\n", + "$$ \\min_{B} \\left( R - B F \\right)^T \\left(R - B F \\right) $$\n", + "\n", + "The solution is given by,\n", + "\n", + "$$ \\hat{B} = \\left(F^T F \\right)^{-1} F R $$\n", + "\n", + "and\n", + "\n", + "$$ \\hat{\\epsilon} = \\left( I - F (F^T F)^{-1} F^T \\right) R $$\n", + "\n", + "Note that the loadings matrix $B$ is estimated over a date range. We may anticipate the loading values to change in time and not be static, therefore it is common to solve the above problem using a rolling window, therefore using the latest $N$ observations up to day $T$ to estimate the loadings for day $T+1$.\n", + "\n", + "Due to the Communication Services ETF `XLC` beginning mid 2018, we perform this regression from 2019 onwards.\n", + "\n", + "Let's solve the problem." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e5078394-b418-4f5f-b3e0-5b124c0d016f", + "metadata": {}, + "outputs": [], + "source": [ + "class TimeSeriesFactorModel:\n", + "\n", + " def __init__(self, sector_returns, training_period=126):\n", + " self.sector_returns = sector_returns\n", + " self.training_period = training_period\n", + "\n", + " def fit(self, returns):\n", + " \"\"\"Fit the model; calculate the factor loadings\"\"\"\n", + "\n", + "\n", + " out = []\n", + " n_obs = returns.shape[0]\n", + " \n", + " for ix in range(self.training_period, n_obs - 1):\n", + "\n", + " X_train = returns.iloc[ix-self.training_period:ix]\n", + " date = returns.index[ix]\n", + " \n", + " # Solve\n", + " l = self._fit_period(X_train)\n", + "\n", + " out.append(\n", + " l.assign(Date=date).set_index(keys=[\"Date\"], append=True)\n", + " )\n", + "\n", + " self.loadings = pandas.concat(out, axis=0)\n", + " \n", + " return self\n", + "\n", + " def _fit_period(self, returns):\n", + " \"\"\"Helper method to calculate factor loadings for a single period\"\"\"\n", + "\n", + " R = returns.fillna(value=0)\n", + " F = sector_returns.loc[R.index]\n", + " \n", + " # Solve for loadings\n", + " L = numpy.linalg.solve(F.T @ F, F.T @ R)\n", + "\n", + " return pandas.DataFrame(\n", + " data=L,\n", + " index=F.columns,\n", + " columns=stock_returns.columns,\n", + " ).T" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "f33adeb1-f011-4ff4-8b88-209aa937bc26", + "metadata": {}, + "outputs": [], + "source": [ + "tsfm = TimeSeriesFactorModel(sector_returns)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "aa812586-38f5-4fae-98c7-dc252a3f037c", + "metadata": {}, + "outputs": [], + "source": [ + "stock_returns_clipped = stock_returns.loc[\"2019-01-01\":]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f59fae45-a142-42f4-86fc-008062f3580f", + "metadata": {}, + "outputs": [], + "source": [ + "tsfm = tsfm.fit(stock_returns_clipped)" + ] + }, + { + "cell_type": "markdown", + "id": "1fa280bc-bfbd-4210-b0d7-e54bb7e333db", + "metadata": {}, + "source": [ + "Let's examine the loadings for a couple of stocks..." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "589a2980-cffe-45ca-8003-6816891d0c7b", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_loadings_chart(loadings, symbol):\n", + "\n", + " f, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + " \n", + " l = loadings.loc[symbol]\n", + " \n", + " l.plot(ax=ax)\n", + " ax.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + " ax.set_title(f\"Sector Loadings for {symbol}\")\n", + " ax.set_ylabel(\"Loading\")\n", + " \n", + " ymax = l.abs().max().max() * 1.2\n", + " ax.set_ylim(-ymax, ymax) \n", + " \n", + " ax.fill_between(x=l.index, y1=-0.5, y2=0.5, alpha=0.1, color=\"grey\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "d3f255df-cce1-410e-a8e9-c356745d5de3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "generate_loadings_chart(tsfm.loadings, \"AAPL\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5d5ce96d-6c03-4599-94ae-8127d35597f6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "generate_loadings_chart(tsfm.loadings, \"VRTX\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "581cca9a-465c-48e4-a3de-141f38991af0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "generate_loadings_chart(tsfm.loadings, \"JPM\")" + ] + }, + { + "cell_type": "markdown", + "id": "b7f4630c-05da-40a3-9a66-47b582e89dd9", + "metadata": {}, + "source": [ + "So in each case there is a dominant loading corresponding to the sector of the company (as we would anticipate) with non-zero loadings on other sector factors." + ] + }, + { + "cell_type": "markdown", + "id": "79e2e9a4-5a56-42c3-a685-ab134652dadc", + "metadata": {}, + "source": [ + "# 5 Comparison\n", + "\n", + "Let's examine the difference between the return attribution of the fundamental and time-series models." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "9be986eb-038a-4d66-9ef4-64f174c55171", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_factor_attribution(tsfm, symbol):\n", + " \"\"\"Calculate the return attributed to factors for a given symbol\"\"\"\n", + "\n", + " return (\n", + " tsfm.loadings\n", + " .loc[symbol]\n", + " .shift(1)\n", + " .dropna()\n", + " .melt(\n", + " var_name=\"Sector\",\n", + " value_name=\"Loading\",\n", + " ignore_index=False)\n", + " .set_index(keys=[\"Sector\"], append=True)\n", + " .join(\n", + " tsfm.sector_returns\n", + " .melt(\n", + " var_name=\"Sector\",\n", + " value_name=\"Return_\",\n", + " ignore_index=False)\n", + " .set_index(keys=[\"Sector\"], append=True)\n", + " )\n", + " .assign(Return=lambda x: x[\"Loading\"] * x[\"Return_\"])\n", + " .groupby(level=[0, 1])\n", + " .agg({\"Return\": \"sum\"})\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "cb80dfd4-c322-4942-8a24-29c898735513", + "metadata": {}, + "outputs": [], + "source": [ + "wr = calculate_factor_attribution(tsfm, \"AAPL\")" + ] + }, + { + "cell_type": "markdown", + "id": "96613e7f-c24b-4b10-aa7a-a75fb5b0c799", + "metadata": {}, + "source": [ + "First, we can examine the returns attributed to each sector in the time-series model. We observe that `Information Technology` is the largest driver of returns." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "607caf7a-e27b-4877-b84a-c410360fe75e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "wr.unstack(1)[\"Return\"].apply(cumulative_returns).plot(ax=ax)\n", + "ax.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + "ax.set_title(f\"Factor Return Attribution Loadings for AAPL\")\n", + "ax.set_ylabel(\"Cumulative Return\");" + ] + }, + { + "cell_type": "markdown", + "id": "1e4a72d5-bca7-4268-be38-da5528986150", + "metadata": {}, + "source": [ + "We can also compare the difference between the Fundamental and the Time-Series approach." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "119a83a8-4479-4c9e-b276-e1a046a7c570", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative Return')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "\n", + "symbol = \"AAPL\"\n", + "\n", + "idx_start = wr.index.get_level_values(0)[0]\n", + "\n", + "(\n", + " wr\n", + " .groupby(level=0)\n", + " .sum()\n", + " .apply(cumulative_returns)\n", + " [\"Return\"]\n", + ").plot(ax=ax, label=\"Time Series Model\")\n", + "\n", + "(\n", + " sector_returns\n", + " .loc[idx_start:]\n", + " .apply(cumulative_returns)\n", + " [sectors.loc[symbol]]\n", + ").plot(ax=ax, label=\"Fundamental Model\")\n", + "\n", + "cumulative_returns(stock_returns_clipped[\"AAPL\"].loc[idx_start:]).plot(label=\"Stock\")\n", + "\n", + "ax.legend(loc=\"center left\", bbox_to_anchor=(1.05, 0.5))\n", + "ax.set_ylabel(\"Cumulative Return\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "40bf43d4-db0e-49b0-a243-5ef99534012a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}