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": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Beta | \n",
+ " TotalRisk | \n",
+ " ResidualRisk | \n",
+ "
\n",
+ " \n",
+ " Stock | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ACN | \n",
+ " 1.105547 | \n",
+ " 0.017772 | \n",
+ " 0.010200 | \n",
+ "
\n",
+ " \n",
+ " BA | \n",
+ " 1.485289 | \n",
+ " 0.031934 | \n",
+ " 0.025249 | \n",
+ "
\n",
+ " \n",
+ " BAC | \n",
+ " 1.241215 | \n",
+ " 0.022438 | \n",
+ " 0.015379 | \n",
+ "
\n",
+ " \n",
+ " CAT | \n",
+ " 0.977179 | \n",
+ " 0.020312 | \n",
+ " 0.015720 | \n",
+ "
\n",
+ " \n",
+ " HP | \n",
+ " 1.499200 | \n",
+ " 0.038074 | \n",
+ " 0.032560 | \n",
+ "
\n",
+ " \n",
+ " INTC | \n",
+ " 1.228634 | \n",
+ " 0.024580 | \n",
+ " 0.018509 | \n",
+ "
\n",
+ " \n",
+ " KMB | \n",
+ " 0.452469 | \n",
+ " 0.013660 | \n",
+ " 0.012293 | \n",
+ "
\n",
+ " \n",
+ " NVDA | \n",
+ " 1.751760 | \n",
+ " 0.032228 | \n",
+ " 0.022514 | \n",
+ "
\n",
+ " \n",
+ " NFLX | \n",
+ " 1.053397 | \n",
+ " 0.028989 | \n",
+ " 0.025457 | \n",
+ "
\n",
+ " \n",
+ " XRX | \n",
+ " 1.293811 | \n",
+ " 0.028809 | \n",
+ " 0.023236 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " ACN | \n",
+ " BA | \n",
+ " BAC | \n",
+ " CAT | \n",
+ " HP | \n",
+ " INTC | \n",
+ " KMB | \n",
+ " NVDA | \n",
+ " NFLX | \n",
+ " XRX | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ACN | \n",
+ " 0.000316 | \n",
+ " 0.000259 | \n",
+ " 0.000228 | \n",
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\n",
+ " \n",
+ " BA | \n",
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+ " 0.000320 | \n",
+ " 0.000583 | \n",
+ " 0.000314 | \n",
+ " 0.000071 | \n",
+ " 0.000367 | \n",
+ " 0.000214 | \n",
+ " 0.000472 | \n",
+ "
\n",
+ " \n",
+ " BAC | \n",
+ " 0.000228 | \n",
+ " 0.000409 | \n",
+ " 0.000503 | \n",
+ " 0.000303 | \n",
+ " 0.000499 | \n",
+ " 0.000243 | \n",
+ " 0.000079 | \n",
+ " 0.000272 | \n",
+ " 0.000136 | \n",
+ " 0.000376 | \n",
+ "
\n",
+ " \n",
+ " CAT | \n",
+ " 0.000179 | \n",
+ " 0.000320 | \n",
+ " 0.000303 | \n",
+ " 0.000413 | \n",
+ " 0.000427 | \n",
+ " 0.000200 | \n",
+ " 0.000056 | \n",
+ " 0.000231 | \n",
+ " 0.000105 | \n",
+ " 0.000324 | \n",
+ "
\n",
+ " \n",
+ " HP | \n",
+ " 0.000251 | \n",
+ " 0.000583 | \n",
+ " 0.000499 | \n",
+ " 0.000427 | \n",
+ " 0.001450 | \n",
+ " 0.000323 | \n",
+ " 0.000063 | \n",
+ " 0.000326 | \n",
+ " 0.000151 | \n",
+ " 0.000508 | \n",
+ "
\n",
+ " \n",
+ " INTC | \n",
+ " 0.000223 | \n",
+ " 0.000314 | \n",
+ " 0.000243 | \n",
+ " 0.000200 | \n",
+ " 0.000323 | \n",
+ " 0.000604 | \n",
+ " 0.000087 | \n",
+ " 0.000433 | \n",
+ " 0.000261 | \n",
+ " 0.000271 | \n",
+ "
\n",
+ " \n",
+ " KMB | \n",
+ " 0.000095 | \n",
+ " 0.000071 | \n",
+ " 0.000079 | \n",
+ " 0.000056 | \n",
+ " 0.000063 | \n",
+ " 0.000087 | \n",
+ " 0.000187 | \n",
+ " 0.000075 | \n",
+ " 0.000056 | \n",
+ " 0.000073 | \n",
+ "
\n",
+ " \n",
+ " NVDA | \n",
+ " 0.000324 | \n",
+ " 0.000367 | \n",
+ " 0.000272 | \n",
+ " 0.000231 | \n",
+ " 0.000326 | \n",
+ " 0.000433 | \n",
+ " 0.000075 | \n",
+ " 0.001039 | \n",
+ " 0.000447 | \n",
+ " 0.000310 | \n",
+ "
\n",
+ " \n",
+ " NFLX | \n",
+ " 0.000206 | \n",
+ " 0.000214 | \n",
+ " 0.000136 | \n",
+ " 0.000105 | \n",
+ " 0.000151 | \n",
+ " 0.000261 | \n",
+ " 0.000056 | \n",
+ " 0.000447 | \n",
+ " 0.000840 | \n",
+ " 0.000194 | \n",
+ "
\n",
+ " \n",
+ " XRX | \n",
+ " 0.000256 | \n",
+ " 0.000472 | \n",
+ " 0.000376 | \n",
+ " 0.000324 | \n",
+ " 0.000508 | \n",
+ " 0.000271 | \n",
+ " 0.000073 | \n",
+ " 0.000310 | \n",
+ " 0.000194 | \n",
+ " 0.000830 | \n",
+ "
\n",
+ " \n",
+ "
\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": {
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+ " \n",
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+ " Stock | \n",
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+ " BAC | \n",
+ " CAT | \n",
+ " HP | \n",
+ " INTC | \n",
+ " KMB | \n",
+ " NVDA | \n",
+ " NFLX | \n",
+ " XRX | \n",
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\n",
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\n",
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\n",
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+ " CAT | \n",
+ " 0.000187 | \n",
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\n",
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\n",
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+ " 0.000101 | \n",
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+ " \n",
+ " NVDA | \n",
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+ " 0.000451 | \n",
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+ " 0.000297 | \n",
+ " 0.000455 | \n",
+ " 0.000373 | \n",
+ " 0.000137 | \n",
+ " 0.001039 | \n",
+ " 0.000320 | \n",
+ " 0.000393 | \n",
+ "
\n",
+ " \n",
+ " NFLX | \n",
+ " 0.000202 | \n",
+ " 0.000271 | \n",
+ " 0.000227 | \n",
+ " 0.000178 | \n",
+ " 0.000274 | \n",
+ " 0.000224 | \n",
+ " 0.000083 | \n",
+ " 0.000320 | \n",
+ " 0.000840 | \n",
+ " 0.000236 | \n",
+ "
\n",
+ " \n",
+ " XRX | \n",
+ " 0.000248 | \n",
+ " 0.000333 | \n",
+ " 0.000278 | \n",
+ " 0.000219 | \n",
+ " 0.000336 | \n",
+ " 0.000275 | \n",
+ " 0.000101 | \n",
+ " 0.000393 | \n",
+ " 0.000236 | \n",
+ " 0.000830 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " Stock | \n",
+ " ACN | \n",
+ " BA | \n",
+ " BAC | \n",
+ " CAT | \n",
+ " HP | \n",
+ " INTC | \n",
+ " KMB | \n",
+ " NVDA | \n",
+ " NFLX | \n",
+ " XRX | \n",
+ "
\n",
+ " \n",
+ " Stock | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " ACN | \n",
+ " 0.000316 | \n",
+ " 0.000218 | \n",
+ " 0.000153 | \n",
+ " 0.000138 | \n",
+ " 0.000259 | \n",
+ " 0.000167 | \n",
+ " 0.000093 | \n",
+ " 0.000220 | \n",
+ " 0.000198 | \n",
+ " 0.000196 | \n",
+ "
\n",
+ " \n",
+ " BA | \n",
+ " 0.000218 | \n",
+ " 0.001020 | \n",
+ " 0.000275 | \n",
+ " 0.000249 | \n",
+ " 0.000466 | \n",
+ " 0.000301 | \n",
+ " 0.000167 | \n",
+ " 0.000395 | \n",
+ " 0.000355 | \n",
+ " 0.000353 | \n",
+ "
\n",
+ " \n",
+ " BAC | \n",
+ " 0.000153 | \n",
+ " 0.000275 | \n",
+ " 0.000503 | \n",
+ " 0.000175 | \n",
+ " 0.000328 | \n",
+ " 0.000211 | \n",
+ " 0.000118 | \n",
+ " 0.000277 | \n",
+ " 0.000249 | \n",
+ " 0.000248 | \n",
+ "
\n",
+ " \n",
+ " CAT | \n",
+ " 0.000138 | \n",
+ " 0.000249 | \n",
+ " 0.000175 | \n",
+ " 0.000413 | \n",
+ " 0.000296 | \n",
+ " 0.000191 | \n",
+ " 0.000106 | \n",
+ " 0.000251 | \n",
+ " 0.000226 | \n",
+ " 0.000224 | \n",
+ "
\n",
+ " \n",
+ " HP | \n",
+ " 0.000259 | \n",
+ " 0.000466 | \n",
+ " 0.000328 | \n",
+ " 0.000296 | \n",
+ " 0.001450 | \n",
+ " 0.000359 | \n",
+ " 0.000199 | \n",
+ " 0.000470 | \n",
+ " 0.000423 | \n",
+ " 0.000421 | \n",
+ "
\n",
+ " \n",
+ " INTC | \n",
+ " 0.000167 | \n",
+ " 0.000301 | \n",
+ " 0.000211 | \n",
+ " 0.000191 | \n",
+ " 0.000359 | \n",
+ " 0.000604 | \n",
+ " 0.000129 | \n",
+ " 0.000304 | \n",
+ " 0.000273 | \n",
+ " 0.000271 | \n",
+ "
\n",
+ " \n",
+ " KMB | \n",
+ " 0.000093 | \n",
+ " 0.000167 | \n",
+ " 0.000118 | \n",
+ " 0.000106 | \n",
+ " 0.000199 | \n",
+ " 0.000129 | \n",
+ " 0.000187 | \n",
+ " 0.000169 | \n",
+ " 0.000152 | \n",
+ " 0.000151 | \n",
+ "
\n",
+ " \n",
+ " NVDA | \n",
+ " 0.000220 | \n",
+ " 0.000395 | \n",
+ " 0.000277 | \n",
+ " 0.000251 | \n",
+ " 0.000470 | \n",
+ " 0.000304 | \n",
+ " 0.000169 | \n",
+ " 0.001039 | \n",
+ " 0.000358 | \n",
+ " 0.000356 | \n",
+ "
\n",
+ " \n",
+ " NFLX | \n",
+ " 0.000198 | \n",
+ " 0.000355 | \n",
+ " 0.000249 | \n",
+ " 0.000226 | \n",
+ " 0.000423 | \n",
+ " 0.000273 | \n",
+ " 0.000152 | \n",
+ " 0.000358 | \n",
+ " 0.000840 | \n",
+ " 0.000320 | \n",
+ "
\n",
+ " \n",
+ " XRX | \n",
+ " 0.000196 | \n",
+ " 0.000353 | \n",
+ " 0.000248 | \n",
+ " 0.000224 | \n",
+ " 0.000421 | \n",
+ " 0.000271 | \n",
+ " 0.000151 | \n",
+ " 0.000356 | \n",
+ " 0.000320 | \n",
+ " 0.000830 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MKT | \n",
+ " SMB | \n",
+ " HML | \n",
+ " RMW | \n",
+ " CMA | \n",
+ " RF | \n",
+ " UMD | \n",
+ " STR | \n",
+ " LTR | \n",
+ " MKT_RF | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2023-11-24 | \n",
+ " 0.0011 | \n",
+ " 0.0062 | \n",
+ " 0.0019 | \n",
+ " -0.0051 | \n",
+ " 0.0024 | \n",
+ " 0.00021 | \n",
+ " -0.0031 | \n",
+ " 0.0022 | \n",
+ " 0.0036 | \n",
+ " 0.00089 | \n",
+ "
\n",
+ " \n",
+ " 2023-11-27 | \n",
+ " -0.0023 | \n",
+ " -0.0014 | \n",
+ " -0.0008 | \n",
+ " 0.0012 | \n",
+ " -0.0025 | \n",
+ " 0.00021 | \n",
+ " 0.0079 | \n",
+ " -0.0060 | \n",
+ " -0.0023 | \n",
+ " -0.00251 | \n",
+ "
\n",
+ " \n",
+ " 2023-11-28 | \n",
+ " 0.0006 | \n",
+ " -0.0030 | \n",
+ " 0.0005 | \n",
+ " -0.0017 | \n",
+ " 0.0002 | \n",
+ " 0.00021 | \n",
+ " -0.0061 | \n",
+ " 0.0022 | \n",
+ " 0.0025 | \n",
+ " 0.00039 | \n",
+ "
\n",
+ " \n",
+ " 2023-11-29 | \n",
+ " 0.0001 | \n",
+ " 0.0058 | \n",
+ " 0.0069 | \n",
+ " -0.0078 | \n",
+ " -0.0006 | \n",
+ " 0.00021 | \n",
+ " -0.0097 | \n",
+ " -0.0077 | \n",
+ " 0.0023 | \n",
+ " -0.00011 | \n",
+ "
\n",
+ " \n",
+ " 2023-11-30 | \n",
+ " 0.0035 | \n",
+ " -0.0041 | \n",
+ " 0.0001 | \n",
+ " -0.0011 | \n",
+ " 0.0019 | \n",
+ " 0.00021 | \n",
+ " 0.0018 | \n",
+ " 0.0079 | \n",
+ " 0.0025 | \n",
+ " 0.00329 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cumulative_returns(factor_returns.loc['2015-01-01':][['MKT']]).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cumulative_returns(factor_returns.loc['2015-01-01':][['HML', 'SMB', 'RMW', 'CMA', 'UMD']]).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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zMX/+fFy5cgWRkZHo06cP0tLSeK+XSCTo3bs3EhISsHPnTsTGxmL9+vUIDg7mvZ4QQghQVCrjTRtVqCXdvLZuG/VAwk7LmBlV2oKUjkuOIatAM5N3gaQUlx+/UOxHfnZIawBUFf/dT1ds52l5vlTGaLQCie2EGN+JXTm6r8pYFH3M7dcQS4Y2xbaJbTkZj0UqP0f1wKhTPV/Yi7jH1H8/DbVMea/OjBq8LF++HBMnTkR0dDQiIiKwdu1aODs7Y+PGjbzXb9y4EZmZmdizZw86duyI8PBwdO3aFZGRphmNTggh1oiv60bXcW29NinZRZx99TdVPtoCj+zCEvT/7pTGG/H6E5pjbO4/yy0rl2nHwpRKGY3yie2FaBLsgevzXsKa11tW6HnODnYYHRUGPzdHiFVyw6h3Q33cr5Fi28leVO7YQ1N0s1kbowUvEokEly9fRq9evZQvJhSiV69eOHv2LO89f/31F9q3b4+pU6fC398fTZo0waJFiyCVam9+LC4uRk5ODueLEEKqE21BirYBu1I93wxzCstvEbHT0cXyNKsQh26nco7JAxV1I9eexbhNFw0WwIj1WOtJKmM0ZgiJ7digw8PZvkoTGlRzvqj/jHzdlBnOtXXhAcCaMWzwVFRCCzaqM1rwkpGRAalUCn9/7ghpf39/pKam8t7z6NEj7Ny5E1KpFP/++y8+/fRTLFu2DAsXLtT6OosXL4aHh4fiKzQ01KD1IIQQSycPUtS7JEpl/G96+n6S1xZoqPq4fwRq13DB18Oa8Z7fffUpGIbBgr9u463NF3H20XONa2Ji03EhIRP/3U/Xa4aUPtqEa18JWq5UxuDxc+5UZEPlWHG0U2l5UXum6mKOutZNCi6bsl1YwYHX1YFFzTaSyWTw8/PDunXr0KpVK4waNQoff/yxzoywc+fORXZ2tuIrMTFR67WEEGKL5C0vrmLuG6Fq4rofYuLw7ZEHZYP92WPdGtTQ+dzpPeuV+9q1fF1w7L1uGNmG/4Pj2UfPkfC8AJvPJODYvTRk5muOg/n2qDIrr0QqM0jmXXen8jOBSGUM3t1+rcqvxUes2vKi1v0WVcsHtXxd0K1BDa1ZeQHl77OIlhHQYLQ8L76+vhCJRHj27Bnn+LNnzxAQwD8IKjAwEPb29hCJlBFro0aNkJqaColEwruYoFgshlismUFSF1P3q1oz+lkRYvnk3QquYjvOoFt5y8uj9Dx8fSAWABBVS9ki8fXwZth3IwUCQLFGkdyBdzujYYD+OU4AYHN0G4zbdJFzLLeolLel5/V2YUjIKOBMCQaAJ88L8MZP5zGyTSjmvtxI4z596bMytlTGIDFTOUtLn64mfYlVWl7Usw67iu1wXG25gA1jW2OC2pRo+Urh1PKiyWgtLw4ODmjVqhWOHlWmY5bJZDh69Cjat2/Pe0/Hjh0RFxcHmUpT5/379xEYGGiQVZDt7dmmuoKCgio/q7qQ/6zkPztCiOWRT3FWHz+x9NB9yGQMNp1OUBx7df05xbbYToTojrUQGeqp8cz6fhWf4dKtgR+iO4ZrHH/A0/00pVtd3lWVVx55gBcFJfjxv0cVfn1VOTxTsE/P6cHZVx+su2tyhyq9pirV7Ma6xgXJuTpqtiXIu5RKZYzWcU3VlVEz7M6ePRtvvvkmWrdujaioKKxcuRL5+fmIjo4GAIwdOxbBwcFYvHgxAGDy5MlYtWoVZs6cienTp+PBgwdYtGgRZsyYYZDyiEQieHp6KqZqOzs7U4ZZLRiGQUFBAdLS0uDp6clpDSOEWBb5OBFHtdWPJaUy7L+VCi8X/g9/8vdUe54p0eqZc/XFl0V20q9XOPvODiJ4uzggt0hzQLC+ayuV5wXPNO0armLO+kLqY4J0ZQWuKNVuI33G0fAFOG5iOwgE7OywnMISjd9vdWbU4GXUqFFIT0/HvHnzkJqaiubNm+PAgQOKQbxPnjyBUKj8BYeGhuLgwYOYNWsWmjVrhuDgYMycORP/+9//DFYmeZeVtlwzhMvT01NrNx8hxDLIP5XzjZ9YdTwOd1P4Z2HK31TVx2QEezrxXa4XXdlpw32csXpMS8hkbKDFl28mt0jZYvI8rxg+PAtL6oNvnSF7kQDTe9bDzitJePy8AFIZA09ne2QVlOCrYU0r9TraqHZBqf98+fAFi0KhAO6O9sguLEFOUQn8VJYRqO6MvrbRtGnTMG3aNN5zMTExGsfat2+Pc+fOaV5sIAKBAIGBgfDz80NJiXEyO9oK9fFHhBDLdKBsOvLVJ1ka57QFLoByLIb6p/73Xqpf6bKEeTtrPedoL0LjIGXrBl9XiXxNIYBduFF1MUMA+OdGMo7eTcPioU11tkTwDdcTqNV3+Fpl2g71BSarSsyZbVT+CA3130H/poEA2JlJ2YUlRstEbK2q7cKMIpGI3pgJITZBnk6+VMbgzykd8L+dN/AgLa/c++SNJHZqb67qs5YqokcjP63n8iXcbqJFQ5ri5W9Pco6l5RYrttWT5gHAtG1XAQCNg9wxobPmOkFyuhZ/VK8voH3RxMpSbXnRZ60k9a6lVa+1AKCcNWXu4OXW02y8s+UyujesgQmdaiPc16X8m4zIoqZKE0IIqZqWYV74e3qncq+LCvdWDCpV79bwdK78BAk/N0dsim6DTnV9NQbACsB9nUaBumcz6crwyxfYqJLPcGoT7gUACPFSdoXxjUHhG/dTFarBkD5jXtSvkbcSyXPCmDt4mfH7VTzNKsSv556g5/L/zFoWoBq3vBBCiK3o2dAPR++lYWgLdh04fQZ2bn+nneINUv2Nu3VNryqVp3sDP3RvoNkCU9H5EeoJ61RTN2gLCKQyBiKhQJEr5tMBEfByduAMWuYbg2Lo4EX1d1DZAbuAMnjRJ9uxMRUUK2c7SWUMGs87gNuf9zVbeajlhRBCrJw8H0jTEO2zZXpHcLOdq860VH9zrexMIz7NVaZh+7lpDr59pyvb9ePGM/6lWC0t/r1U5ZRrJ54A7czDDDRdcBC/X3iiWLlaKBAg1NuZ0xXGF0wYMscLANTzc1VsB3uVPwBadVxMfX/lvZbS8qL++rpWDTcFCl4IIcTKScpaKHSN2+jXVPusQUO/cata9VoLRIZ6or6/K5bwLCEwq1d9zB8YgW0T2mmcU80D8yJfwhkfw9el9MnuWyiQSDHnz5uKbiO+1h57njEvhm556dskAP7uYrQI80SQR/mzhFTHxfz0ZhvFtrsjG7wcvZdmsGnklWFpifKo24gQQqyc/E1N9Q14eo+6+P5YnGI/0EP56V8+DkROdWaMoYV4OWPv1I5azzvas4ny8nhWpy4ulYFhGNx/lod7qdxZUxKeNZCcxcp6yIMX3lYWninlhlrTSM7T2QH/fdAdQoFAr3xiqvGUk0qyQfeylpfriVlY/O89zBsYYdBylkcmYxC16IhJX1Mf1PJCCCFWTlIWvKi2oLz3UgMcmd1FsS//BA8AAyODOPfrGhhrKo48rT/FpTLsuJSEPitPYObv1zTOqfNzU7ZwyPO8qKfmB/i7nIzB0V6k9ywm1andqveoLuK48XS8wcqmr+TsQmTkaSb8m/tyQ5OXRRW1vBBCiJVTdBupdX2oBixujnZ4p0ttxMSmY1jLEM51qi0DfEsFmIIdT7dNYmYBvj54j/d6vuDFS2WWVFYBO0aDr0HFEjPVqibVU/09qgYvADtl2dFehNvJ2RgUGWT0LPHqP+fPX2mMQZFBVZqRZggUvBBCiJWTBy/q4zZU39hcxHaY268R5vbTvdghX3eMqbzSPEiRswaAzlw1fMELX6DC1/JizDE+laU6mFlX8DJw1SlFK81/99OxfGRzo5ZL/d+Do53I7IELQN1GhBBi9SRlKyird1H4ujqgQx0fdK7nCy9n/RZXNeeg0G9Ht8D1eS/hhzEty72WL8jacTlJ4xhf8HLiQXrlCmhELmI7nPywO87O7cGZ7aUeaKl2L/155anRy6X+cw6qwtIRhkQtL4QQYkXOPXqOD3fewKboNqhTwxUyGYPMfDYrrXrwIhAIsG2i5iweXczZ8gIAHs728HTSHmg5iISQSGXIKlt48cqTFzgTl6E14R1f8JKZrzmGwxKE8iytoGtdpJZhnkYpR2a+BKuPx2FE6xAcj+WuA9imVtVyABkKBS+EEGJFRq9j137ruew/NAp056xdFKjHlNzymLPlRY5vNpBckKcjEp4X4Oi9NFxKyOSsT8SHb1khe5EQJVLLmvqrja51kQy9pIHcp3tvYd+NFPx0ijtA+M8pHYw6M60iqNuIEEKslPqii7oWRdSXuVteAN1Tt50clJ+5P/v7TrnP4hvQauicLsakLfMuAN7p5VV1LTEL+26k8J5rGWYZrS4AtbwQQojVKJBof7N6r3d9g8w8sYzgRXtw4aKSA0V9oUc+9uWsY/RGu5oYHRVawRKajq5uo1tPc/DkeQHCfKoetMoNXn3aYM8yJusJPwkhpJpLyynWem5aj7oGeY1iS+g20tnyorvbIqqWN2efbwq2anA0tn1NNA7SvqyCufGtgK3q0723TFQSy0LBCyGEWCj1lpakF4W8183sWc9g+T4sfcyLi0q3EV+N3cTcDgW+zLktVRaeNHaelKrS1W0EsNOlDbXukerCl5aOghdCCLEAcWm5+Pt6siJg2XcjBRHz2EUG5R5n5mvc9/vb7TCrd32DlcMS3r90dRu5OymDExex5sgH9WN82YOndVe2Uhl6WQBD09bS1KexcqHNuDR2wUqZrPK/vOSsQvRc9h/vOX93Mf6d0bnSzzYGGvNCCCEmtu9GCh5n5qNHQz/0XXkS4T7OSHheAIBdSDB+cX9M3XYFADDnz5sYHRUGAMgrYgObxkHuqOfnijHtaqJNuDf/i1gxN0d7BHs64WmWZktTgIcTavu64FFGPmr6uOBGUjbnvKva6tR83S6qywOU17Jhbv7ujogIdMcdtcHZP77RGuFz9gEA8oul+GTPTey/mYp/Z3aGv7t+s85kMgYbT8ejRZgnVh2Lw6MMzeAYAE79r4fFDXK2rNIQQkg1MHXbFXx9IBZ9V7KrJMsDF4Bt+dh2/gnvffLZJa1qemHl6BY2GbgAbGvIoVldeM9l5BXjtbZsMFfAM9tGdUkEgD84UY1njDXd2JBWvdZCsTq2SCjA+y+xLW2Ng9jcNn9dT8av557geb4E3x97oPdzTz/MwMJ9dzFszVkcj+VP3Hfh454WF7gA1PJCCCFm4yq2453u+tHum7zXy6915ekusTUuYjsMbRmskUW2c11fpOexA5f5ZhsFeXJbHYQ8wYvqOBdLb3kBgNo1XHH6fz3g7cKm5ZevzXQ7mW2N2amSWVhaga6jjDztA8DlariKy73GHCwvnCKEkGrCRVyxhF/ybiO+sR5V1bZslk5kiOXMvJnaXXMGVZ/GAYqWgEIJN9Gck70IjnokUVMdG2JvBS0vAJuW39FeVO6ikuXNTlKlz+raljqg2Tp+a4QQYoP0nSWSmMl2K8lbGtwcDR+8/DCmJf7XtyHWj21t8GdXFt8yAUKhQLFwYb5a8HLkva6cmUpbxkfxPle1dcK+Am/21qC8qeSf7LmJV1afBsMwKJFqttJ8OaQJfh3fFnZCAZoE8y+5YAls67dGCCFWpKhEv2nJS/bfAwDkylteHAwfvPi4ijG5Wx346TnY0xR8XMX46c3WCFdLwiZvLVFveQn2dOLMVArx4k/eppr4zdJnG+nC1+XlriOwLZHK8Ou5J7iemIWfTsXzrsw9pm1NdKrni5sL+mDv1E4GLa8h2X7HKSGEWLl9N1Mw8FYK8uVjXozQ8mKpejbyx6m4DGw6naA4Jm954ZuNJNZjJlGIlzPeaFcTro52VjFgVxt7kRClMm4AJ1FpTbn8+AXcHe1Qz98NgLLbEQAW7rur8TxPlZXHy2vBMbfq8z+AEEKs2KRfryi2q8OAXVUzetTD9cQsDGsVAkB3HhjVc7pmyXwxuInhCmgmYzvUxI//PeIckycZTMwswLA1ZwAACUv6IyW7kDdgAYAOdXxw5uFzTOhUy7gFNqDq9T+AEELMzBBZTKtb8OLl4oA/p3RU7PvqmAGjGrxYc5eQPt7r3QD1/Nzw/o7rimPFJTK8yJfgamIW59pJv17BdbVjcp+/0hjODnZ654exBNbbXkYIIVZIn9hlYmf2E3DLME/e88aYbWRN/N01gxf5z0x1tg1fdl1b4mAnxPBWITg9p4ci58vG0/Fo8cVhHLydqriuVCrTGrgAQF0/NwR5OllVsEfBCyGEmJBMj+jl4/4RuPdFX+yc1IH3vDFmG1kTH56Wl4/6NQLAbW3hW5TRFgV7OqFv4wDOsX03UhTbfANz5d7pUtto5TKm6vGbJYQQCyFVC15GtQ7lvc7RXsSbYA2glhe+FgJ5PhJO8GJFLQlVpStfTcLzfE4r3rV5vfFWx1oY2jIYM3vVM0HpDK96/w8ghBAjKi6V4tbTbDQP9VK8qao3vPSO8Mf2S4mK/V/Hty33uc56JBerrhz0HLBraxx01LX/d6cU25ui28DT2QHzBkaYolhGU31+s4QQYmIf7ryBYWvOYtWxOMUx9W4jkcq4DHuRAJ3q+Zb7XG0tMtXJ9B6a2XcBoLavC15uEoBXo0KtagxHVek7iFufDMTWgIIXQggxkr3XkgEAK4/eVxxTX3pGtWtj9WstTVIuW/DeSw14jwsEAqx5vRUWD21m4hKZV+0aLnpd52hvG2/7tlELQgixYKqNLaqp6bdNaMtpHfDgSYf/QR/+N2lCVMkT0ZWnvLWRrAUFL4QQYkKqeV6ianlzpva6OWoGL1O718XFj3sp9n1dHYxbQGKV+AJfAJjZkzsg19nCM+fqi4IXQggxEr5BlKrdRgKBgLPOjrZU9TXcxOjeoAYA4M324QYtI7EdfJmH31WbTcQ3zdwaUfBCCCFG4uGs+WlYtdtIKOCOedE1wPSHMa3w28R2mNytjmELSWzGlU97Y+M45argc19uCIFAgE/6szlwmod6wsVGWl5oqjQhhBiJp5M90nOLAbDdRQKBQNFtJBSwLS+qAYtIoD14cXIQoX0dH+MW2MoIBPplLK4uXMR26NHQH9Edw3E9MQvDy9aCmtC5NiZ0ts5kdNpQ8EIIIUbyIC1PsV1cKoOjvUiRpE5YFqiojnkR2Xg6e0MTCgQaSf8IMH9gY3MXweio24gQQlTIZAyKS6VVfk6BpJSzn1fM7st7jeS5WvRteSGa6KdVfZkkeFm9ejXCw8Ph6OiItm3b4sKFC3rd9/vvv0MgEGDw4MHGLSAhhIDt2hnw/Sm8vPKkRvBRUer5XBbtu4u9155i3p5bANhuI4A75kVIHycrJNjLydxFIGZi9P8q27dvx+zZszF//nxcuXIFkZGR6NOnD9LS0nTel5CQgPfffx+dO3c2dhEJIQQAkF1YgjspOXiUkY/P/rpTpWdJpdzo5a/ryZj5+zUcvcf+7RPyrsVD0UtFbBjbGh3q+OCPd9qbuyjExIz+P2X58uWYOHEioqOjERERgbVr18LZ2RkbN27Ueo9UKsWYMWPw2WefoXZt2xpkRAixXM/zJYrt7ZcSFYNtK4phGJTKuCv5lqo1xfB1EVG3UcXU83fDtontEFXL29xFISZm1OBFIpHg8uXL6NVLmWBJKBSiV69eOHv2rNb7Pv/8c/j5+WH8+PHlvkZxcTFycnI4X4QQUhlTt17h7PdYFoPbydkVesb2i0/Q5ssjuJGk+z55nKIar1DDCyH6Mep/lYyMDEilUvj7+3OO+/v7IzU1lfeeU6dO4aeffsL69ev1eo3FixfDw8ND8RUayr+8PCGE6CIpleFeai7nWG5RKfp/d6pCAcz/dt1ERp4E0Zsv6rxO3l0kUIleBNTyQoheLCrOz83NxRtvvIH169fD17f8lVUBYO7cucjOzlZ8JSYmln8TIaTaKy6VIr9YOSg3PU/ZRRTdMZxzbf/vThn89eVjXpxV1pqxq0arIBNSFUbN8+Lr6wuRSIRnz55xjj979gwBAQEa1z98+BAJCQkYOHCg4pisrN/Yzs4OsbGxqFOHm11SLBZDLLaNdMeEENN5ZdVpPM0qxPmPesLZwQ5pOUUAgGBPJ8x5uSFiYtMRn5GvuD4zXwJvF8OtKySfKu3l4oBFQ5rCTiSwmUXzCDE2o7a8ODg4oFWrVjh69KjimEwmw9GjR9G+vebo8IYNG+LmzZu4du2a4mvQoEHo3r07rl27Rl1ChBCDKCqR4l5qLnKLSnHyQQaKSqQYuuYMAMDN0Q5iOxGOv98NOycp/06N/1l3N5BcsKd+03dVG1leaxuGka3p7xsh+jJ6ht3Zs2fjzTffROvWrREVFYWVK1ciPz8f0dHRAICxY8ciODgYixcvhqOjI5o0acK539PTEwA0jhNCSGXEpuYiQ6WL6J0tlzGhUy1Fmvm6fq6Kc63DlbNY4p4ps+Xq4uPqgKdZheVeJ6AUa4RUmtGDl1GjRiE9PR3z5s1DamoqmjdvjgMHDigG8T558gRCGmJPCDGBpBcF6LPyhMbxDafiFdsf9GnAOTe5Wx2siXmIpiEeer2Gk55dP1VNgkdIdWaStY2mTZuGadOm8Z6LiYnRee/mzZsNXyBCSLX0oJzWk5k966GmjwvnWK9GflgT8xCPnxfo9Rr2Iv0+jOUUUfBCSGVRkwchpNo4FZeh9VxUuDcmd6ujcTy8LJhJzi7Uq7VEqpaMjmYQEWJ4FLwQQqqNXVeSeI83DHDDH5Pa88728XEVw9dVDIYB7usx7kV9lWMfV8PNUCKEsCh4IYRUGy4Oyp7yEC8nBHo4AgAmdNa9DEmDAHYQ75XHL8p9DUYtePF2oVQOhBiaSca8EEKIJfB0tsfTrEK83i4MX7zSBPef5SHheT76NNbMO6UqwJ2d/rz0UCze6lRL57Xq3Ua+1PJCiMFR8EIIqRZSs4twO5ld+6xfk0AIBAI0CHBDgwC3cu8N83YGALiKy/+TqRa7GDSxHSGERd1GhJBqYcgPpxXb9nYV+9PXrjab7yUttxhTt15BrNoaSKpkat1GLioBD43dJcQwKHghhFQLKdlFim19pzPL+bs7Krb33UzBiLVnNK65m5KDD3ZcR9IL7QnqPn+Fkm0SYgjUbUQIqXb06f5RFe7rgqbBHrj5lF1dmi9HS//vTmp0GQHAtvNPcOfzPribkosWoZ74/J87kJTKKlVuQgiLWl4IITavVMoNFiozDqW+v+6xMXyBCwD0bRwAZwc7tKrpBaFQABcHWnyRkKqi4IUQYnFuJGWh3sf/4nZytkGet/X8E8X2J/0bVSp4cbSv3J/L1uFenH1nB2rwJqSqKHghhFicQatOo0TKoP93p6r8rMTMAsz/6zYAwMFOWG5OF22yC0s4+6kqY2h06dHQj7PvRC0vhFQZBS+EEJN5kS/RyINibNsvJiq2qzLWZECzIM7+lK2Xy72ngb8batdw5RxzpuCFkCqj4IUQYhIrDt9Hiy8OY+SPZzWy0N5MylZMP84v5g6GXfvfQ53PLZXKNJ6n6kJCZiVLzNWnsT9n/8qTLJ3X24sE2BjdRuM43xIEhJCKoeCFEGI0v5xNwOw/ruFpViEO3k4FAFx+/AIP0pRrBOUVl2LgqlPos/IEJKUybD3/mPOMJfvv8T6bYRh8f/QB6n68Hx/svKG1DPospqgPgUCg0Woyet1Z/KllvaQdkzog2NNJ43jbWt4GKQ8h1RmNHCOEGEXSiwLM28uONfnzylPOucx8iWI7q0C5PXXbFRy+86zcZ0tKZXh7yyXExKYDAHZeTsLioU1587ekZhcrtqd1r1uxSqg5+WF3tFp4RLF/7lEmzj3KxNCWIRrXaktIN7V7XYjthOjR0J//AkJIuajlhRBicKVSGTp9dVzr+dHrzilaVIpVxqHoE7gAwN5rTxWBi1y9j/dj/t5bGtfmFrEDbb8Y3ATvvVRfr+dr4+PKv8hidkGJxjGhgD96cbQXYVqPeogIcq9SWQipzih4IYQY3OYzCeVes/a/h7jy5IXWVPutaiqnGF9UGbdyOi4DG07G897z89nHePBM+TypjFEER/2aBECgJaCoiJMfdtc49jRLM6uutuCFEFJ1FLwQQgxu4b67el039Icz+Hj3TY3jdWq44Mc3Win2R6w9CwD4+3oyxmw4j9iyAGVq9zrwcLLn3Dtu00XFdlGJVLFtqPwqod7OuPdFX86xnCLNlhcRLWREiNFQ8EIIMQmhADg7twdm9qwHf3dl98sLni6XGm5i+PJ00Uz/7Spn/4124dg6oS3nmGorSIGEDV4EgsonmeOjPmMoj2e5AIpdCDEeCl4IIQaVV6z5Rt6zoR8eLe6PQA8nzOpdH+c/6oXaNVw41/RvGqjYruHmqP4IjdaNAc0CEeDhiCbBHjj+fjflc5opn7Ph5CMAAMPAIF1GqhqoLBdQzJM/RkjRCyFGQ8ELIcSgbiaxKf2DPByRsKQ/zs3tiXVjW2tc9+t4botJ81BPxbavK5u+f2RrdhZPz4Z+GP3jOcX5qFreWDmquWK/lq8LZvRgZxL5lKX+v/8sFz+eeFT1Cmmx4U1lnYpLpRrnRTTmhRCjoeCFEGJQ15OyAACRZcFIgIcj7/gPL2fl+kKuYjv4eyhbW8K8nQEAzUPZQbsyhsGdlBzF+bWvt4Kd2rRoN0d27MvOy2zelZdWnKhiTXQL9XZG7wh2ujNvywsFL4QYDQUvhBCDkq/5U8vXRed1qmv8BHo4wkGkfLOXzzRycmD/RB1XmxbNt7CivBuqQCJFnEoSPECzlcdQxHZs+VQHBssJ6a8rIUZD/70IIRWSX1yKo3ef8b5hA8qMti7i8mf3yDPQvhoVhlyVQa+NAtkcKE4VSKWvuobQ7qvKrLcLBzdBp3q+ej+nIhzKWn9KpZrLE1DLCyHGQxl2CSEV8t4f13HgdirGtq+Jz19ponE+v2yGjz4LEP4wpiUepudhSItgpOcVI9jTCf2aBigy5fJNb16nMoVaVbiPs2J79XHlekh11BZGNCS7stYiiVQGgYAdGCxHU6UJMR4KXgghFXKgbI2iX84+xuevNMGJ++nILizBwEh21eXCsuDFRY+8KpGhnoqxMX5ujjg9pwfnfB0/zcCjQ13+VhRts4kMOUVanb1Ky4u9UAiJVDn2hRpeCDEeCl4IIZUmkzEYu/ECAKBlTS8EezopVoV20qPlpTzBnk4IcHdEak6R4pirHt1RqvjyxRiKPHgpkcpgJxJAotKTRrONCDEeGvNCCNGb+jiX8/HKtP3puewCiIVl17iIqx68AMCCQRGVvtfDyZ53ZWdDsS/rNiqRyWCn1k1E3UaEGA8FL4QQva1Xy5vy6npl7pXHz/MBQNHyYqh0/O6OyvT/w1tprt6sSn0W0k9vtjZqsjj5dO2SUkZj6rahk+IRQpQoeCGE6O1c/HOt564+yQKgTMmvz4Bdfbg6KoOg2b11rwq9Z0pHxdgbQDONv6EpxrxQywshJkXBCyGkXNcSszBt2xWE+2jP3XL1yQsAqsGLYVpemgR5YHirEMx9uSGCyukCCvNxxuKhTRX7xm78sC8LUEqkMkUgI0exCyHGQwN2CSHlemfLJTzLKdZ5zc2n2bj1NBvZhewaRIZqeREKBVg6IlLv611UXreig3sryt5OPmCX0WhpoTwvhBgPBS+EVHMp2YXwdnGA2E57sFFe4AIAMgYY8P0pxb4+U6WNQSAQYPnISGTmS1BTR0uRIdiptLzYiSh4IcRUqNuIkGrs4O1UtF98DA0+OYCkFwVYejAWaSrTkrVRXRH61agw3ky4hpgqXVlDW4ZgQufaRn8dBztlnhcHtW4jGvNCiPFQ8EJINfZDjDIT7SurTmPV8Th8uOsG55pnPMFMl3o1FNvtansrpkerkr+x2zK7sgWMJFKZRjcZxS6EGI/t/3UhhGiVkavsDnqeLwEAxKgtgpicVahxn0gowKIhTdG1fg30aOiHAHdHzvl9MzoZobSWR5HnRSqDTG15I5oqTYjxUPBCSDXFMIwisZwq9Sm/xaUy3mteaxuGn9+KgpujPZaPUg6ond6jLhoHeRi+wBZIPs5FKmOguTQjIcRYaMAuIdXU83wJZy0euVIZA4ZhFC0HfKtHq4/n6FDHFwlL+kMmY4yaFM7SyLuNSqQyMAyFL4SYCrW8EFJNPUrP13puytYrim3elhcR/5+O6hS4AMpuo1IpAxkFL4SYjEmCl9WrVyM8PByOjo5o27YtLly4oPXa9evXo3PnzvDy8oKXlxd69eql83pCSMVlFUhw7F4aAKBRoLvG+f23UrHuxEN8ue8Otl9M1Div3rVUXYmE8gy7DCh2IcR0jB68bN++HbNnz8b8+fNx5coVREZGok+fPkhLS+O9PiYmBq+++iqOHz+Os2fPIjQ0FC+99BKePn1q7KISUi0USqTosOQY1v7HzjR6rW0Y73WL/r2H9SfjFUGOKpoGzJKPeSmVaQ7YJYQYj9GDl+XLl2PixImIjo5GREQE1q5dC2dnZ2zcuJH3+q1bt2LKlClo3rw5GjZsiA0bNkAmk+Ho0aPGLioheskuLMHA70/hYkIm57hMxiA+I9/ixz48zSpUpPAHgBahntg6oS0+6NMAg5sH6bhTiVpeWPKfQ6mUsfjfOyG2xKgDdiUSCS5fvoy5c+cqjgmFQvTq1Qtnz57V6xkFBQUoKSmBt7c37/ni4mIUFytnTOTk5FSt0IToICmVIfKzQwCAEWvPoq6fK9qEe2FIixCcepCO747F4c32NTG8VSh+PfcYb3Wqhfr+rkadNptbVAI3lZWXy/MwPY+z7+PqgCbBHuhY1xclUhn2XEsu9xnU8sKyU+k2EtHUaEJMxqgtLxkZGZBKpfD39+cc9/f3R2pqql7P+N///oegoCD06tWL9/zixYvh4eGh+AoNDa1yuQnJyCvG6uNxSMtVJmj75WwC6n+yn3NdXFoefruQiJE/nsV3x+IAAD+ffYzR685i+6VE9Fl5At2Wxmj9VH4jKQv7b6ZUupy7Lieh6YJDWH08Tq/r7yTn4J0tlznHvJwdFNv2IiF+fKNVuc8pkVIrA6A6YFcGmixNiOlY9GyjJUuW4Pfff8fu3bvh6OjIe83cuXORnZ2t+EpM1BxcSEhFzfz9Kr45GIvp264CAA7feYZ5e2/rfX++SrfM4+cFOPvoucY1MhmDQatOY/LWKzhxP13jvD7e23EdAPDNwVi8vuE8Np2OB8AOyOXL4bLvpmariqNaav+XIvwxrGUIAGBTdBt8O7o5Fg9tipMfdldcUygprVR5bY1IsbYRQ2NeCDEho3Yb+fr6QiQS4dmzZ5zjz549Q0BAgM57ly5diiVLluDIkSNo1qyZ1uvEYjHEYrFBykuI3Ok4Ntg4H5+JvOJSTPzlEuf8tO510bGuL+btvYWH6XnlvnEtPRiLP6f4co6tUmkt2X8rBV3q11C/rUJOxWXgVFxGWavRQ4iEAhyY2Rn1/N0AsJlyVx9XLgfQtpY3Zvasp/EcgUCAZSMjsWyk9pWcVYOz6sy+bMq4VEZjXggxJaO2vDg4OKBVq1acwbbywbft27fXet/XX3+NL774AgcOHEDr1q2NWURCNKi/CTWZf5CzH+7jjNfb1UT7Oj44PLsrHi3uj8ZBmtONVaVma64PtPzwfcX2hfhMjfOVJQ9QpDIGvVecQPSmCygulWp0F20c1wYd6vryPaJcjvYW3WhrMvLZRpn5EpoqTYgJGf0v0OzZs7F+/Xr8/PPPuHv3LiZPnoz8/HxER0cDAMaOHcsZ0PvVV1/h008/xcaNGxEeHo7U1FSkpqYiLy9P20sQG5aSXYj3d1zHrafZJnvNFwUlvMfdHO0Qv7gfYj7ojgAPbjfm7WTNgeI/vxWFM3N6AADScosh09E88zA9H80/P4TwOftwPJY7NZkvwy0A/KGSf6VnQz+tzz4em46F/9zlrFE0qWsduIgr3vA6rkM4fF3FGNehVoXvtUXy2UYSqQyPMrQn/SOEGJbRlwcYNWoU0tPTMW/ePKSmpqJ58+Y4cOCAYhDvkydPIBQqY6g1a9ZAIpFg+PDhnOfMnz8fCxYsMHZxiYV574/rOPPwOXZeTkLCkv4GfXahRIpF/95F3yYB6KjSAlFcyh8sBHo46jVr6NGifigokcJVbIcSqQwCATsbJbNAAl9XtouTYRi4ie2QW6wcO5JVFjRFb7qItzrWwttdaqPdYrbV8p/pndAkWLleUGa+hLP686KhTWEnFKDVwiOKY/7uYjzLYce9bDn3mFPGAc0Cy60HnwWDGmPegIhql0lXGzshtUARYg4mWdto2rRpmDZtGu+5mJgYzn5CQoLxC0SsRmxqrtGevexQLLace4wt5x5zAqNSnpk0DnZCLBjYWOuzojuGY9PpBHxa9sbuWtaqYS8SwsdFjIy8YqRmFymCl6nbrigCl4YBbrinVs+Np+Ox+2qSYn/n5SRO8PL7xSec6/3LVnUOcHdEak4RvhrWFNcSs/HbBe51ALvic1UWTqTARYmmjBNiHvSxgVi0qrw5SGUMvjv6gO2KKcsSm55bjPiMfBSVSLHhVLzi2ksJmQifsw/hc/YhRqXbpr6/Kz7o0wD3Pu+rc3zIJ/0jcGhWF7zVMVzjnL87G7AcvM2mByiVyvDvTWWqgM3RUWgZ5glnB+6sH9Xuq81nEnDmYYZiPyVLOYZmz9SOiu1fJ7TFd6+2wMjWoRjSIlijLIObB1WbFZ9NwV7LGk+EEOOiVaWJRVMNXpYejIW3iwOiO4Zzum8uJWRi+NqzaBzkju3vtIer2A43krIwaNVpxTXRmy8iYUl/jN14AXdTNMenDF+rTJr4admUaC9nexya1VXvctYvm9WjLsjTCbeTc/D9sThM6VYXGXncKcwBHo74c0pH5BaVoOmCQ1pf47X153Hw3S4AgG1lLSoLBkageain4pq6fq6o6+cKAGgT7oXhrUKw87KyBadPY92z/EjFyAfsEkJMiz42EItzLzUH4XP2YcvZBKSozNJZdTwOn/9zB3uucde5kgcet5Nz8Nv5JygulXICF7nMfAlv4KKNtpWTK+r9lxooth+m5yEunX/wuZujPYa2DEarml5anzXxl0vos/IEpGWDf31ctacJEAgEWDoiEi83UQYsUpoSY1C0TAIh5kHBC7EoDMOg78qTAJQtIOri05WzOtTHxHz571288RP/KuQtvziscWzt6y21lsVQb0wNAtzQMIBtlRnw/SlEb7qoOPflkCaca5ePbI5dkztofdaTzALOvq+O4EVuzssNAQAOIiHa1/bRu9ykfIYKcAkhFUP/84hFuanHlGixSkbYBX9pBjjynCnNQjwQv7gftE0QOjOnB2eWkboUntwslRXq7axxrGWYJ8a0rcl7vTzIaF/bB0dma++6qlPDpdzXrunjgkeL+iF2YV+dLTWk4rQFuKtf0x4UE0Kqjsa8EIuSmFlY7jV5xaUokJTCyV7EWXtI3WtRYRAIBBrJw3xcHHDpk16KcTPH3++G/OJS7LycBLGdED+eeASATZNvKDN71sPhO9xM07qWB1r/ZmvcTMpGVC1viIQC/PxWFN7cyG1RGt0mFH7u/MtmqKMZQsbBF7z8O6MzIspJWkgIqRoKXojF+HLfHaw/yc4A6tnQD0fvpfFetybmIdbEPETDADfFujwDI4MgYxjsu6Fc5FBbk/7zfAlnwG8tX7b1Qj4VeVSbUDxKz9c59qSimgR74P2X6mPpITarrthOiC8HN9F6vavYDu3rKLt4utavgUeL+oEBTc+1JHy/C0r9QojxUfBCjIphGLRffAwOdkIcmtVFYxFAuaQXBYrABQBq13DBpwO6odfy/1CqJTOtam6U2b3ro5avC8ZEZeC1DefRKNAdfcsGqn46IAJf/HNH7zLXruGK2jVc9b5eX1O710WpjEFEoDu61K+h9WehDbWeWB6+pIUC0O+JEGOj4IUYVUxsOlJz2K6dK49faM2Vor4CcoswL4T7uuDmgj5oNO+Aztdwd7RDuA87pqRDXV+NTLzjO9VCVLg3LiRk4ot/7mBu2QBWUxMIBHi3V32zvDYxHYoxCTE+Cl6IUW1XWX9nzX8PtQYvWYXKhGxrxrTEy03Z9PVODiK4Odoht6iU9z4A8HJxKDdtf9MQDzQN8cD4TrQmDzEufZaQIIRUDfXOEqNhGAaH7yoHqZ58kIH6H+/nvfar/fcU2/LARe7o7K7YFN0GEYH8gyBn96bWDGI5KHYhxPgoeCFGk55brEimJieRyvDkOTdXybOcIsX4FW8XB43n+Lk7onsDP7zdpTbnuKO9EB/1a4hXmmumwSfEXIQUvRBidNRtRIymQMKuzmwvEqBEZV5wl2+O47tXW0AkEGDB37c5413+mtZR4zlyg1sE493t1xT7dz/vS030xOLQv0hCjI9aXojBZeQV4/i9NORL2HEqHk4OuPVZH841M367iqnbrmgM1A3x0kzmpkq+bg9AYwuIZaKWF0KMj4IXYjBZBRKsP/EIrRceQfTmi/j5TAIAtnvHVWyHhCX9ERXuXaXXWDYiEgHujlg+MtIAJSbE8Ch2IcT4KHghBrPpdAK+/PeuYv+PS+xqxo1Vso2uGN1c476+ZSsdrx/butzXiAz1xLmPemJoy5AqlpYQ46DghRDjozEvxGDupfKv2Ny5Xg3FdrCnE5aOiMQPMXF4VLbA4prXW1IXELEZ1G1EiPFR8EIMIiW7EAdvP+M95+lsz9kf3ioEw1uF4G5KDoI8nShwITaF/jkTYnzUbUQM4rcLymR0o9uEcs65O9qrXw4AaBToDg8n/nOEWIsVo7jjr6jlhRDjo+CFVNmWc4/x3dEHiv1Qb+6MIXcKUIgN61CHmzWaQhdCjI+CF1Jlyw7FKrY/6NNAY8FBf3exqYtEiMnYq61eTt2ghBgfBS+kyhiVJLpj2obBSSV4WTEqEoEeTmYoFSGm4WDH/TNKCzMSYnwUvJAqkcoYxR/rv6Z1hKezA9ydlOPAh7SgKc3EttmLuNEKtbwQYnw024hU2nt/XMeuK2wuFzdHOzQMYPO59I7wR6uaXmgW4mHO4hFiEvZCankhxNQoeCGVUiiRKgIXAOhSr4ai+VxsJ8KuyR3MVTRCTEqoFq0IaMguIUZH3UakUjadiefsB3o4mqkkhFgWRwf6s0qIsdH/MhP79dxjhM/Zh/A5+7DvRoq5i1Npyw/d5+zX9NG9oCIh1YFAwLY8EkKMi4IXE/tkzy3F9tRtVxA+Zx82nHxkxhJVTqAnt6WlQ11fLVcSUn2ElrMqOiHEMCh4MSFJqYz3+MJ9d3mPWzIvZwfOfp0armYqCSGWw9fVofyLCCFVRsGLiVxLzEL7xUe1ntcW2Fiq3KJSxfa7veqZsSSEWA5aGoAQ06DgxUTe/f0qnudLFPsJS/pzZuR8e/Q+320WqUQqQ3wGuyL0d6+2wPQeFLwQQggxHQpeTOBCfCYSnhco9iPL8p+0qumFlyL8AQBXHmeBUU1Va6Fyi0pQ7+P9iv3ejfwhosQWhBBCTIiCFyM7HpuGkT+e5RybptJS8X6fBgCAs4+eo8ey/0xatsp4+5fLnH0nB5pZQQghxLQoeDGy6E0XNY5FBLkrtuv7uym24zPy8ff1ZJOUqzL+vp6Ms4+eK/aPv9/NfIUhxALRkBdCTIOCFyPKKy7l7Nfzc8WhWV0Q7MldqPCXt6IU29N/u2qSslXGmYcZiu0WYZ6o5etixtIQQgiprih4MZJSqQynHqRzjk3oXIvT0iLXpX4NfFDWfQQAd5JzjF6+yiguYWdEBXo4YtckSv9PCCHEPCh4MZL3dlzHpF+vKPZHtArByNahWq8f0zZMsb3xdLzW68wpX8K2JE3pXldjPRdCCK1rRIip0MKMRrL3mnLsyv6ZndEo0F3H1YCnswOcHUQokEhRbIE5X0qkMhy8/QwAEOxJ6xgRwoeB5c8YJMQWUMuLgZRKZTgTl4HsghLOcV9XMRoGaHYV8ZnavS4AVHnQ7tcH7mHm71cNOvX6/R3XFdvtavsY7LmEEEJIRZkkeFm9ejXCw8Ph6OiItm3b4sKFCzqv37FjBxo2bAhHR0c0bdoU//77rymKWWEMwyjWJ6r78X68tuE8Ij8/hKQXypwu/0zvBIGeUxCkMmWwkZZbVOHyXEvMwtUnL/BDzEPsvZaMfwy48KNqS5KzAzXYEcKHuo0IMQ2jBy/bt2/H7NmzMX/+fFy5cgWRkZHo06cP0tLSeK8/c+YMXn31VYwfPx5Xr17F4MGDMXjwYNy6dYv3elNJyy3Czgvx+PfCHcWxH2Ie8q4M3emr44ptbxf91zqZ0LmWYnv29us6rtS041IiBq8+jSE/nFEc234xsULP0EZ1APHykZEGeSYhhBBSWUYPXpYvX46JEyciOjoaERERWLt2LZydnbFx40be67/99lv07dsXH3zwARo1aoQvvvgCLVu2xKpVq4xdVJ3iz+xGu329YH/kU8Wxbw7Glnufg53+P2JnBzs42rPXn4rL0Lv1ZfPpeHyw84bG8VNxGfjjYiLWxDzEbxee6F0OdW/8dF6xPbRlSKWfQwghhBiCUYMXiUSCy5cvo1evXsoXFArRq1cvnD17lvees2fPcq4HgD59+mi9vri4GDk5OZwvY6hXKwwhggx0LT6OnLQkzjmBAOgd4Y8D73bmHA/zdq7w6wxvpQwOPt1TfmtTem4xFvx9R+v5D3fdwFcH7mHunzfx4FluhcuTllPEWZOJEKID9RoRYhJGDV4yMjIglUrh7+/POe7v74/U1FTee1JTUyt0/eLFi+Hh4aH4Cg3VPh25Krzrd0SiIAgOAincf2gMPL2i6BI6+G4XrB/bGg0D3PFJ/0aKe+YPjKjw60zrrlw64FpiVrnX63ONXNKLwgqXZ9Yf1xTb+2d21n4hIQQ02YgQ07D62UZz585Fdna24isx0TDjPPhsL1F5817fHYISdmVlJ3vl+j5vdayFhgFu8HMTo1sDvwq/RoCHI95oVxMA0LaW7lk96088wsRfLvGe2zC2tcaxtf89BMMwkMoYXErI1MgArC6/uBSn45TLAZQ33ZsQQggxBaNOG/H19YVIJMKzZ884x589e4aAgADeewICAip0vVgshlgsNkyBy3HSZzjez96u2H9b9gcWYwxcxcofo1AowL4ZnSFjmEqvttwkmA0S8nmCC0mpDGtiHmLFkfs6n9Erwh8Rge64k6LsRjsfn4lac5Uzt6I7hmP+wMZanzFbpdVFHlARQnSgbiNCTMKoLS8ODg5o1aoVjh49qjgmk8lw9OhRtG/fnvee9u3bc64HgMOHD2u93pRWj+uEWkW/QsKwLS0DROcAAJ7O9pzrREIB7EWV/9G6lAVD8oy2ckkvClD/k/28gcvr7cI0jv07szMeLuqHd7rU5n2dTacTtJYhPbdYkZQOANwcaXo0IYQQy2D0bqPZs2dj/fr1+Pnnn3H37l1MnjwZ+fn5iI6OBgCMHTsWc+fOVVw/c+ZMHDhwAMuWLcO9e/ewYMECXLp0CdOmTTN2UcsV4uWMpiFe6C9ZDAAIFjxHiCBd7zwu+nIpy6OSXyzlHD/3KFPrPXZCIT7o0wBCAbBtYlvFcZFQgBpu/C1TIV5OvMcBbqsLULFZU4QQQogxGf3j9KhRo5Ceno558+YhNTUVzZs3x4EDBxSDcp88eQKhUPnG2KFDB2zbtg2ffPIJPvroI9SrVw979uxBkyZNjF1UvQS4O+JQUgjiZf6oJXyGIGSUf1MFOTuwLTvqLS92OrqhHOyEmNq9LsZ3qgVHlTE4ADjdWqp0tQ6pL1HgQonpCCkX9RoRYhomeUeaNm2a1paTmJgYjWMjRozAiBEjjFyqygnwYNf1eQZv1MIztLR/DOQkA+5BBnsNRbeR2piXwhK2JaaWrwviM/I55+xF7J9N9cAFAMJ8+KdsS3SsoVSnhgsuxCtbenS10hBCWDTZiBDToL6AChrfic2Cm8Z4AgDmCH8BvmsBSPJ13FUxyuCF221UKGH3mwR7YOmISLzcRDmIWVfK/va1fdCvqeaA59yiEp6rgVtPs/HbBe6srcrMnCKEEEKMgYKXCqrp44JvRzdHDU+VacOlRcDGvoCBFkKU54/JKy7F8dg0PHlegOWHYvEwPQ8A4GQvxPBWIfhisLIrTVfLiEAgwA9jWimmOvdvFqh4Pt/ijQO+P8XZn9a9LpwcNFt0CCFc1G1EiGnQQIZKeKV5MGA3Gth5UHkw9QaQfBUIblnl53s4KWcvRW+6qHFe3jXk7axcN0neKqPLjknt8SJfAh9XB+y7kQIZA6TmFCHQQxn4qC9J8FrbMLzfp0GF60AIIYQYC7W8VFbEYODV7cBUlRWy0+6a5KXlSfGEKgN49VkA0lVsh1BvZ05SveWHuNOu1YOgqHDvqhSVEEIIMTgKXipLKAQa9AVqNACi3maP7Z0ClBYb/aVVu3A2jmuNqd3roFcjfx13cAkEAsx5uSEAYMflJE7AUqCyPap1KAaUdTERQspn4KwJhBAtKHgxhMDmyu3jiwzyyFq+LlrPuTsqu5V6NPTHB30aclph9BFYNmsK4A7c/ft6smL7q+HNYFeFZHuEEEKIMdA7kyHU76PcPr0SyH5a5Ud+PbyZ1nPuTvZaz1WGak6Xw3fYrLrNQz0N+hoGk5UI5Bs+tw4hhBDrQcGLIbj4An1UWlxWRABS3YselqeFjuDBEKn6gzyVg3R7r/gP8/bewubT8UjPY7u9JnXlX1LArJKvAiubACsaA+m613YihBBiuyh4MZT2U4FhPyn3L2/SvOb4YmCBB7CsIXBymfL4sztAqYRzqZ1IiJWjmvO+lI8eg3PL00ZlIG5RiQy/nH2MBX/fQVYB24XUvrZv5R+edBlIOF3x+54/BJ7d1n7+0Kfs99IiYHUbg+bWIYQQYj0oeDGkpsOV2/f2Kbcl+cCLx8B/S9j93BTg6OdAcR6w7z1gTXtg63CNPDGDWwRz9n8Y0xITO9dCizAvgxS3RZin1nPuTpVs3Yk/CWzoAWzux3bx8LnzF3BpI/eYJB9Y3x1Y0wHY/gYbyEjygcIs4NYu4PEZIOEk9577B0EIIaT6oTwvhjZyC/DHG8Cj40D+c8DJC1jbCch8pHntYpXgJP4/4PpvQPPXOJf8/FYU3v7lEhYOboJ+TQPRr6nhZv8460g8p3OxSZkUuLMXCI0CPEK45+7+rdyO/Rdo+w73fKmE/fkAQFBLIKg5u531BCjKLnvGX+yXo4fyGJ/8dO3nCDEDAaWpI8QkqOXF0CIGAfZlawl9UxtYEsYNXIT2QLsp/PfumQzc2MEGB2W61q+B25/1wYjWoQYvqkjI/+sXlTdz6crPwM5oYNcE7vGcZHZcitz+D4Ef2rNdZYUv2GPPHyjPr+vKnju5jL8LSFfgAgDn1wLFubqvIYQQYnMoeDGGIJUsuxK1N1dZCTu4t2ZH5bGRvwDCskawPycA17Zybil3urJMxgZIFVyeQKQlRhnWMpj/hFx8WffNk7NARhyQGc/ub+oHJF3gXpt2h/3+VThbvoMfaz7v6OfKZ+jDrzHgHsLWOWYJGzQBwM2dwJ/vAJIC/Z9FCCHE6lDwYgxD1nD3nX2VAU3kq2wmq+h/gflZwIJsIOIV4JXVyuv/mg6cXM59RlEOsHkA++avHqTsHMcuDrm5PxvI6KlhoDvv8Vq+rrpvFKj8s1nVCviuOZByHXhRTgDymSfbncbnz7JWHO867M8l4hXtz4kcDbQax26fXQUsb8S24OwaD9z4HbizR3c5CCGEWDUa82IMnmFsUFL4AnD0ZIOVvDTg6RWgbk/ldarjSiJHA7712UGrAHD0M7Z7yd6RbVm4upUdsJpwkn3DnnUH8ChrIbmzl/3++DRw9nug40y9ijmte13kFpUgPbcYB28/Uxyv768jeMlJBm7t1Dz+Yxfuvqs/kPdM8zq52XeBb5sDUrWMxJkP2Z/LyF+Ux0qLgf++BsLaA8U5QKOBbEvN8YX8z94zGQhpA/jW0/76hBBCrBa1vBiTk5cyQHH1Y5cTEOlIMBfcEhiuMgvnl0FA6i22ZUH9jXpFBP8zDs9jBwrrwUVsh4WDm2L1a9zFJOv5uSl3cp8BUmUGXtzcofuhIVFs4Pb+faBOWaAmVmvhGbQKcA8Cpl8CxvAEQursxEDPT4F6vYAmQ9mfYY36wKzbQI2G/Pesag08PFb+swkxIFoegBDToODF0jQZBtTpwW4nngfWdtR+bdJlID1W8/i2kRV6STuRELVVliMIkC8d8OwOsLwhsLQ+UFLIHhNon6EEAPCpq9weswP4KBmYqzZlul5v9rtnGLs94ajy3PjD+hfcIwSYeh7o/TngGgD0W8o9v2UIjX8hJuVh4OzXhBB+FLxYope/0e+6DT2A1VGax59eqvBLPspQzvZxsCv7Z3H/AMDIgMJMIHY/e0y+cna9l/gf1LC/clsoAhzKgqKe85XH3QK494S0ZltrFmSz068rquNM4P1YIGoi0HcJ91wGT3BHiIF9/2oLtAn3wryBWlpECSEGRWNeLJF3Lc1jL30JeIYCdXsBV7YAB/6neU3vz9luIwBY3hjoMA1oN7lyZbizlx13I5dRlo5fPpuoyXB2hlTmI+CdEwAEQF4q25rCp91kIDcVaDSgcuXRV7vJgNgN2DuV3V/XDZiXyQZShBjJwMggDIwMMncxCKk2KHixREIRMHwTcG4NUFLADlSNehuwK1sWIKyd5j0DvwUaD1UGLzlJwIE5wPM4tmupfl82mNGiWYgHbiRlI1i+5tEfY7kXxCxmx5rIgxivmsCrv7Ezn+Qd/doCFwCwdwL6fa1H5Q2gxevAg8PKWUf56ZqtPYQQQqyWgGEqmBzEwuXk5MDDwwPZ2dlwd+efCmwT8p+z05QLXwDdPwa6fMAGEp/rWDrgw3jA2Zv3VGxqLtb+9xAze9ZDuK8LO/VYF0tvzUi/z65/BACjthq/xYcQQkiVVOT9m8a8WCsXH+Ddm8BbB9nARSAAtGTMVdCWYwVAgwA3rBjVnA1cyssV8+Y/lh24AOxsJEdPdnv7GL1nYBFCCLF8FLxYM7Eb24WkOj9z0PdsvpiJx4GWal0/ELCtM9JS3c8tyFBu2zkC7aYq9x09gNC2VS66SZSozDSK3af9OkIIIVaFghdb03IsMO0imzNm0PfAp8+BpiPYc+mxwOq27Aylf2YDKTf4n5GtMrV5/GGg9VvKfYFIOfbG0g37Sbl9aiX7PfspO/V7gYcyuR8hhBCrQsGLrRPZAUEt2O3/lrBThzMfApd+AraNUl53fh1w9Au2y6igbBHFgGZAYDPAty4QWbbatTwtvzWIGMSu8g0AOU/ZFqcVEcrMv+qDkgkhxFBkUuD4IjY7OjE4mm1UHXjX5j+eW7agoUwK7P+A3Q5oolw7STUz7oDlQNQEILiV8cppDPJ8NKVFwLNb5i0LIaT6uLgB+O8rdrvxYGXOK2IQ1PJSHdg58h8Xl80oKspWHku6xK4fBLBjauTsnawvcAHYtaEcy+q5rqvm+dxU05aHEFI9pN9TbqdcN185bBQFL9VBrS6APU/Uz0jZ7xfWK489uwVkJ7HbqsGLNROJufu1uwF+ZZlQT60weXEIIdVAUY5yWyrhv+bRf8BNPdZ3IxooeKkOhCLg42TlfocZ7HdJHrtic8wi5blHMcCJsuUJbCV4kQ9YBoBGg4A+i4GuH7L7j8+Yp0yEENtWlKXcVl3cVtUvg4Bd49m/u6RCKHipTsb9C7zyA9DrM+V4Fl3/aSqzzpAl6vkp4FULqP8yMGoL4B8BeISy51K1zLgihJCqKMxSbvO1vOSkKLd3jDN2aWwOBS/VSXhHoMUYNpldxCvssb3alwxA46GmKZex2TsB0y+zyxnIyYMXANg9yfRlUieTAr+9xk7h3juN/aRm6OTX9/YBt/407DMJIfxUxxKqBy8vHgPLGyr3C1+wfwOI3ih4qa586rDf89O0X2Mt+Vz0IRRxk/m5+Su3r/8G3P0bSLzAtkSVl2HYGK7/pkykd3UL8IUvsOPNyj0r6RKwqT/w/KHymLQE+P01YGc08Otw4P7BqpeZEGvHMED8SWUriCEDCF3dRtd4pk8f+8Jwr10NUPBSXZUUah6r1QXo8iEw6w4wP8vkRTK5tw4pt7e/DvzUG/jlFeDCuso/U1oKbBsN7Jmqf8tJyg3lKtiqKptEb0NP4PEp4PuWymOqnwLjDgPbRur/PIZhPymqPoMQW/D0MvDzAODbSODOX8AXNYBr26r+XIbR3fLyPE7znlMrgKwnVX/taoKCl+qqpdqnev8mwJt/Az0+BjyCua0UtiqsLTDyF83jT6owiDf1BnB/P3DtVyD1pn73nPlOua3anQUAGQ8qXxYAKMgE9r3H/6lOWsquvi0p0Dyn6u8ZwLfNgCVh7IKXhNiKxAvsd2kx8Mcb7AzMfz+o+nNLCrkBy96pbJfwubXsfuYj/vtWNq36a1cTFLxUVx7BQP2+yn0HV/OVxZx86mkeq+ynH5kMWN9duf9jZyB2P3B7Nzt4L+4o8NcMoDiXe0/sfnZ78Bpg1i1g6kVlEPNQ+2KaGh4eB+7+wz22qjWbLOvyZs3rf38N2Dqc/c6n8AX7B/eKSoB3e7f+5SHE0t3jWfNMklf15z48yn/8wP/YDw3JV9n9vl8B815wryk2wOtXA5RhtzpT/ZSfUU0/Udup5IAJ7wwknGS7cUoK2TwNrn6ArJQNOJy92ebgG38ADs5Ao4HKex+fATa9rPn830az391DgJyy/DkJp9jEgen3lLl2RA5A07KunBr1gabD2WbkRzFA27fLr0fMV9wp73IFaqtph0QBSWWfNh+UjXvhW228KAf4KpzndRaxq5iXt4I5IZYuJ5ntXuUjLWWXVqmo4lx2SYBzP2i/RjWwiRjE/l8atAr4q2zyxO53gNG0pEB56C9QdeYRrNwuzDRfOczJ2Vu5PfIXwNGTDSi+DACW1WdbHf6eCXxdC/ihPfCZJ7D7bXaMzOlv2ftKJZqBS2g77r48cAHYtaXSbisDFwBwC+D+sXQv+93E7mMX1NQmLx049Cl/4MKnyVDg5a81jyddYhetLCli9zW6mVS6EfmCHUKsjXyNMz4l5XSlanP0c92BC8D+X5NzD2K/t3xDeeyeWusp4UXBS3WmOu6lyTDzlcOcnLzYsT7jD7OBTOfZ3PPHFipnBqTd4Z47PA94cg5YWIN7fNolYNB37Arfg9foV46aHbn7YSrBz2od+XaW1uWOmZELaMZ/ff0+QOvxmsc39GQXrdz0Mtu6pNp1Nus2MF5lcPOLeO3lIcQaSEuAdd20n0++Urnn6jOL70TZh4eOM7nHu5SNtQmMrNxrVzMUvFRnzt7AnET2Dbb/MnOXxnxqdVEm5IsYzD2nayo5oLkyddORgE9doEYDYND3QPPX2MHQ2ti7AIHNgZe+5B53C+LuV2QQoW99NqdNh+nKY6/tYIMQ79psC8+8TG63l1zyFeDQJ8D9A8r7PELYn0+bieyxfe8BV381z5RyQgwh56nu86dWVu658nXU5HTlyvJXG5xbq2zttdxnbIsq0YnGvFR3ju7sGyxhuQeXf43IAWjxBnDpJ27Tc/R+oGYHzetrdVGuaN1zHuDkDTTox46b0bYEg4sPG9Ac+pjdv7AO6PcN95oMtemW0y4BnjUBkT07W+ylhUCLsWzrkqta65BQBIz6lU2MF6s2aPHsKuV2HZUByKp13TuVHbszZC1/+QmxaCrdoI6eypwstbux48zki9NWlFDtLbXZSKDvEoCRcZPSAYB/Y+6+gzP7PS+VbVGddhn4bwkQ1BJoP6Vy5bFhRmt5yczMxJgxY+Du7g5PT0+MHz8eeXnaR1FnZmZi+vTpaNCgAZycnBAWFoYZM2YgO5tySxATEtkBHyUrWxnkun0ETDgKvB8HzL4HtFP7YzLyF/7ABQD6LAJmXAU+zQA6vwe0jmaT5JW3dlSHacDEY8r9wrJZCdlJwMIAYFXZKt++9dkZC7712MSCqtPca9TXDFxUvboNeEPLDKJ2U9hASK7ju9zz13/TPuWTEEumOqOofl+g53yg21ygbVm27aeX2S7jilJdbsSnHlC7O/t/3T0QaDOBe616K429M3d/VSvg5g7g4Fx2XB3hMFrwMmbMGNy+fRuHDx/GP//8gxMnTuDtt7XPmkhOTkZycjKWLl2KW7duYfPmzThw4ADGj+fpnyfEmBxcgP5LgU6zlMe6/Q8Iac0GAi4+gG9dtpVDTn2AriqBoKy7xl77NdoEtwLcAtntXRPYTKDXfwNKVZIMtoqu2uwfv8aAnRNbh0mnlccbDuBeF9IKcFALuL5rUX6eGEIszc63lNuBkexYt25zuAHEiW8079PlxWN2ZiLAfuiYdhGwd1Se77cUaP66ct/Vj3u/vZP2Z6u3jhIIGMbQC6gAd+/eRUREBC5evIjWrVsDAA4cOIB+/fohKSkJQUFB5TyBtWPHDrz++uvIz8+HnZ1+PVw5OTnw8PBAdnY23N3dK10HQlCYBZz5nm36rdFA87xMxjbxisRsQGMsX/ixSbTkWo3j5m35OFX3Hz59FOWwf7hFdkDyNQAMENRC87obfwB/qrVKNR0BDNtQtdcnxJQWqLR6fJqh/GCRdIkdvM53rjxnf2BbSTzDgJk3tCf6TLzAdlXVqM89nvuMneHIx94F+DhZv3JYsYq8fxul5eXs2bPw9PRUBC4A0KtXLwiFQpw/f17v58groCtwKS4uRk5ODueLEINw8mRXpOYLXAC2tcM9yLiBC6A5A+r6duX2/KyqBy4AO/ZJPlU7qDl/4AKwgdy0y+zYALmbO6r++oSYkkcY+71ub25w4uDCvS47CXqTd0XV7q47Q3lolGbgArDdS70+Y2cdOfuwLao9PmHPleRrro9UzRkleElNTYWfH7dJzM7ODt7e3khNTdXrGRkZGfjiiy90djUBwOLFi+Hh4aH4Cg0N1Xk9IVan02ygyXDlvrzLqPfn5lnGwbcuMHQ999jheexSBIRYA3mOpe4fcY+rjzvJ1fJ+VfgCWN0W+K9s2rO0BJDks9vqAVBFdHqXDVjejwMGruTOVsqnGUiqKhS8zJkzBwKBQOfXvXv3qlyonJwc9O/fHxEREViwYIHOa+fOnYvs7GzFV2JiYpVfnxCLYufAdsu0fot73JxLOrj6sQOR5U5/yybyk3twmF29+ull05eNkPJoCzTU/0/laQlevq7NZsg+/iVwYC67Cvz5H9lz5Q3E14d8DJtPHeWx3JSqP9eGVGiq9HvvvYdx48bpvKZ27doICAhAWho3P0ZpaSkyMzMREBCg8/7c3Fz07dsXbm5u2L17N+ztdfc3isViiMVindcQYvUEAqDF68Cljcpj8oG85tJ+KnBQ7ZMrw7DN51vLWooen2Znb1WHhT6J5ZOWsIGHfCq0ekuLgx4tL9ISduqznDyjrrxF1Lu2YcoqF9SCXQspV0dG4GqoQsFLjRo1UKOGjmmXZdq3b4+srCxcvnwZrVqx0zmPHTsGmUyGtm3bar0vJycHffr0gVgsxl9//QVHR0et1xJS7QS3YnO3HPoEcPYF6vU2d4nYMqm2rlz/nTs1u6SAXfcpvKPmvYSY2q4J3Bwu6i0vdmrvOfEn2RQIJ74Bun8M+DViW1x08WtkmLLKuZZ94NfWClRNGWXMS6NGjdC3b19MnDgRFy5cwOnTpzFt2jSMHj1aMdPo6dOnaNiwIS5cYBeJy8nJwUsvvYT8/Hz89NNPyMnJQWpqKlJTUyGVSnW9HCHVR4fpbKbc9x9Ubuq1oQ1axZ0+vWcSu2SCqs39gJs7+e+XlrKtNYQYW2kxcGcP95h6N5FAwE5ptisbBB+7D/ixC3D3b2DbKPaYrhYQr1ral+aoLLeA8l+3GjJaht2tW7di2rRp6NmzJ4RCIYYNG4bvvlOuwVJSUoLY2FgUFLA5Iq5cuaKYiVS3bl3Os+Lj4xEeHm6sohJiXTxCzF0CJf8IYG4iIJMCX5TNurqwjv1etzcQd5jd3jWefePITACe3QRqNAQGrGSnXftFAGP+MEPhSbXCt8SGnYPmsaiJgNidXYBVVdZj9vtJHUup1ClnplFluBmp5YVhrLo712jBi7e3N7Zt26b1fHh4OFRTzHTr1g1GSDlDCDE2gYC7InZRWVbsiEHsauXybqW7fyuvSb8HbOrLbmcnAhfWs28ahBjLlZ+5+1N0pO1w0zE288kZ7ef0WV6kolz92e+5z4CsRPbDS2WDDoYBtgxml0AAgInHgeCWhiilydHCjIQQw/AM4+67BrBLKkw4Wv69/77Pji+gDzDEFBw9Ab+G2s/71NU8Jh/c617W8tl4CPDGHmDyWXbmXXhnzRmBhiAPpO7vB1Y2AS5uAIrLcsqk3gSKc/V/1pnvlYELAKzvznanWSEKXgghhtF2MnffLYD9hBjSmns8rD3//T8PAFY0YTOQ0orVpCoYBjj4MTuFX76vaspZ3fd7BLNrfgWr/NstKWBzGcnXGOs0i+0m8o9gZ96N+wdw9jZcHeTUW4H+fR9YHMxmCV7bCVgVBZQU6X5GynXg3r/KblxVF38yXFlNiIIXQohhNBvJ3Vf9o1v/ZfZ7q2jgrQPKQY0N+nE/reYkAT/1ZlfsJqSyHh5jV0c/PI/dl49XAYA5T9jM2OWp04NdikPVwY/ZbLeu/oYfmKuNVy3d53OTgZRr2s+XSthBx7+/CsSfYI+N2aU8f/RztvWmINOqPjRQ8EIIMQwXX3amBgAIRGyKc7lh64Fx/wIDVrD775xg87+8+hs7sFfd5Z81jxGir19VMtNKS4D0WHbb3llzNWddVFefBoDrZeM4vcJNN9jVyROIfE33NTFLtJ9TDdzk3AKA6VfY7dJCYHEIm2Tycy+2Ref3MZUurqkYbcAuIaQaipoIOHmxX0KR8rjYjZvrRSBQ5tio3xfoMAOwEytX8i2mNcpIJWU/5e6XFAL3D7Lbka9W7FnaWj3UV4Q2tqbDlYFT+2lA3BFuvplHx9kxY06eQOJ5YN977PH+y/kz87r66a7DvX/YAfYBTdl9r3Dl7KScZDazcIP+QMN+hqhdpVDwQggxrKbDy79GlVAIvPQFu912MvBNbfbTYtpdwyf8IrYv8xF3v6QQyC/L+O7fuGLPqt8H6PsVGxzcP6A8Lp8BZCp1erCtliFRQEAToM+XbL0OzFGuMP/zAM379s3WPAYoW0XfOcF2KfHZ/jogEHKzCf/vMfBDe6AoC0i/b9bghbqNCCGWw8UHqPcSu/33THa9GPVP0oRoc+tPzTfxVW3YLM+A5nIA5REIgHaTuKuoA+xsJVMSCNixYQFNlMfsnYCB3wKNBlbsWQO/VbaKBkYCbx0EJp3mnynFqI2B+aomG7gAQIO+FXtdA6PghRBiWeQr6SaeB/Z/yC6HQIg+dkZrHivOBgqes9uVzUqtHvSERlXuOcagrWtLfbDxlPPAx6max8PasUHRgBXAgmx26rc+yhuHY2TUbUQIsSzqTfu3/wQ6v8f91ElIZVQ2eMlTSc0f3FrZOmgJurwPnPmOe2zQKjYPTYuxbD4b9TWcdPGtX/41814oV742E2p5IYRYlsBm7EBDVUc/M09ZiPWQFJR/TUglW0yEKp/z3zpoWWn1HT3YFpPZd9lWy25zgeZjALErENKqYoELwGbL/jCe3Q5oxs5K+uAR0HMe22oz+57ZAxeAWl4IIZaozXg2J8xXNdmZRyIH9s3JoYJjFkj1cVOP9bHEruVfwydqIrvMReMh3KUwLIl7EDBik2Ge5ezNBkSq6x91fs8wzzYQ84dPhBDCRyhkBxcC7NTNJWHAw+PmLRNRKpUAsfuBIjNOa89LA44sAJIusQO8y2NfwVYIObEbMHprxWfSWTtLamFSY6EhJCGEAPBWGYwoKwGu/MKmZCfmd+Ib4MTX7PZHyRXvnjCEn3oDLxKAUyvKvzaopUV0dxDDoN8kIcRyBTYHglsp95MusVOnF3gCt/eYqVAEAJt+X051xXBTepGg/VzTEcrtiMHAxGPGLg0xIWp5IYRYLoEAeGU18EM7dj/7CbAigt3e8SYQchvwCDFf+aoz33rsgn8AkGNBuXhavM7OtinOZbM31+9b+bEuxGJRywshxLL5NQJG/sJ/bkVjoCjbtOWxZQ+PA2s6sit7a5N6C7j2GzeB2ZnvjV82ffVZxAa9ju7sGBUKXGwSBS+EEMsX8Yr2c2s6aj9XnAes684O6iS6Fb4AtgwGnt1ix5Jos7EvsGcSkHqTe6/qvinc3Kl5rFaXii28SKwWBS+EEOvwzknl9gSV8QvZiUD+c/57rv8GJF/Rb0Bndbf9De6+tETzGpkUkOTy339li+HLpMuu8ZrHSopMWwZiNhS8EEKsQ2AzNvfEgmw2+dbHKllPv6kNbBsF5Gdw7/n3feU2w5imnNYq4SR3n68l5VGM9vtv/6n58zeW0mL+47pa6IhNoeCFEGKd7B25+/cPAP99pdxXD1Z0zUwhmjIeaB77dSh3v2ZH5cKA+enA3mnGLxcAPLuteazFG0Dbd0zz+sTsKHghhFivsPbc/QvrlEGLeivAZrXVholumY+4+1lPNK8ROQC+DZT79/ezs3yMLTuR/R7aVnms64eVX7uIWB0KXggh1mvYT4BrAPdYTjL7Xf4GpzieBGTGc49JCtgsrQRwqcF+9y9bADP5Cvf8abXF/wCAkQKSPO6xc2sNXzZ1hVnsd0dPYOYNYOJxwDPM+K9LLAYFL4QQ6+URDMy+A4zepjz2oixAyU7SvH7Ty+x3hmG/FgUCS+sBz+4Yv6yWrDiX7fYBAGcf9vuDQ0BuqvKaO3uU240Gsd87zND8OZ9eqf/rSgqA44uB5w8rVt6iLPa7kyfgVRMIblmx+4nVo+CFEGLdhCKgYX+gdjd2/+ll9rv8TbXxEKDJMHY77xk7i+bHzsBnnspnnPjGVKW1TAWZ7Hc7R0BWqjz+nUpQUK8P+731W8DwTWyLR73eQN2e3GdVpOsmZjHw3xLg+5b6D6iWlgCH57Hbjp76vxaxKRS8EEJsQ2Ak+/3sD+wbobzbyCMEGLyWHZ/ByIBfXtGcSZN0if0ukwK7JgAxS9hEbOZcdNCU5ONUxG5sACNXkq/cLiibjh7QjF1Z2asmu99iLJtEsHPZzK6K5Fm5f1C5/c+7+t3z5Kxy2zNU/9ciNoWCF0KIbZB3ZeSlsq0qKTfYfZ96gJ0D4N+Y3X98WvPe7CfAkc/YhR9v7mBbBPZMApaEAnunmmYQqjkpghd3zenG8llHuSnsd1c/7nmRHXtP20ns/osEIPmqfq+bEavcvrxZv9YX1d9F5Kv6vQ6xORS8EEJsQ0hr7v7jU+x333rs98jXdN9/ajn/p/+rvwKnVla1dJaLYYC9U9htsRvQcizQ7SPl+b9mALnPgJRr7L7q7CJVLr7K7XXdAGkp/3Vy6rOZAGBtp/LLKylgv9fqwn1NUq1Q8EIIsW0eZV0LLV5XdomEdVCeb/GG5j3q7u0zfLksRdIlbiAhEADd/gd0mM7up94EYhYpz3vX4n+OQMDdlw8A1oZvQPWzW8oxS9rIu7LsXXRfR2waBS+EENvR4xPuvl9j5arTDs7AjKvArDtA9L9A6/FAk+HsjBl1cxKBuUnAy1+z++l3gdj9xi27ufylkljOQWURw6Yj2O+SXLZLR04o0v4s1bw7+eVMQc9JUW6P2aXcPrNK933ysTfO3rqvIzaNghdCiO3o/D7wYTzQZiI7y+idE9wWAfcgdnq1QAAMWA4M/wmoUR/4XwIw7RLwyg/A/x6zKxKL3YD6fZX3/jba5NUxifR7yu3Os5XbXuGa1/ZaoPtZ/Zcpt69vZ7+fWwvsnqzZjSQfUN18jHKmGMAuM/BjV7a7jo88x4uTl+6yEJtGwQshxHYIBOwn8v5LgRGb2cGk+nDyYsfGtBjD5g6R86oJtJmg3E+7a8jSmp9qfhVHT+60Z75ZQ9rGu8j5N2ZbswDg3Gp2LaQD/wOubwNu7eJeK+828ghhf0+jf1OeS7nGDpROOKX5GiWF7Hd7Z91lITaNghdCCNGl/zJlC8zNneYtiyFJS9j8KnLj9BjXo57ThY9qd84vKjOXcp5yr1MNXgDl1GtVV37RPKYIXpzKLwuxWRS8EEJIeeTdGqpdLNYu7ih3v0ZDzWtmXOPu24nLf662PC/Fajlz5MGMe5D213/xWHP6dCkFL4SCF0IIKZ/8jfXeP2zri77ZYC3V3+8Cv41S7k84yt/Fpm1mkS7edfiPn1oBLPBg15c6+DGQVrYkg1sg+10oAhqqLZ6ZeI69VlVJEfvdTm1VcVKtUPBCCCHlUV29eNd4NgnegyNmK06V5CQDlzdxjwW30n59zbLcK/LlAcrjH6H7/HfNgbMqM4pUF9Yc9SvQahx3Kvu51cCDw8qAkVpeCCh4IYSQ8jk4A0PXc49tHQb89pr1tcJIS7j7b/6tmaNF1YjNQN+vgCF6rhYd0IzNtutTT7/rVcfICATAwG+Bfl9zr9k6nA0Ys5NozAsBQMELIYToRz6LRlXsPuDCOtOXpbIenwHOfMc9FhKl+x7XGkC7SfrnVREIgJe/AqZf0v96dWI3/mtXNAZKyjLs2lHwUp1R8EIIIfoQCoGRWzSP7/9QmbLe0m16Gbi4gXvM3ohjR/ovY4O+gGaa5zzCgKEbNI8DurPnplxnv8sH+pJqSc8kCIQQQhAxCFiQzS5WuEplLaXbf7LLDxCuNhPYr7R7wKPjbBCzZQg7e+vV39mAkI+TF7tIpPoMJVU1ysk5Q2ya0VpeMjMzMWbMGLi7u8PT0xPjx49HXl6eXvcyDIOXX34ZAoEAe/bsMVYRCSGkcnzrAY2HKvfznpmvLPpSTUgnN3avaV7bryHQbjIQ3hH4NA0Y84f2wAVgZz7NvM4uGyDQshyByN44ZSVWwWgtL2PGjEFKSgoOHz6MkpISREdH4+2338a2bdvKvXflypUQ6BpARggh5jZwJduaUPiCnf6rL4YBnpwD/Bpxs/ka25EF3P0OM7hp+S2NszdQrxcw5wlQkAHs/x/bBZWbAjQaUP79xKYZJXi5e/cuDhw4gIsXL6J1a7Zp9fvvv0e/fv2wdOlSBAVp76u8du0ali1bhkuXLiEwMNAYxSOEkKpz9GAXbvxzYsWCl1u72OnWgc2Bd/4zTtkYhp0OffcfYPAawNUPuPsX95omQ/nvtTRiV/brte3mLgmxIEYJXs6ePQtPT09F4AIAvXr1glAoxPnz5zFkyBDe+woKCvDaa69h9erVCAgI4L1GXXFxMYqLixX7OTk6+kgJIcSQvMqSuL2oQPAiT3mfcs3gxQEA7JkCXNuq3D/2OdBnsXK/0SCgzXggqIVxXp8QEzDKmJfU1FT4+flxjtnZ2cHb2xupqala75s1axY6dOiAV155Res16hYvXgwPDw/FV2hoaKXLTQghFSLPQJvzVJl/pDylRcYrD8NwAxeAXZ35K5V1g4ZvsuzuIkL0UKHgZc6cORAIBDq/7t2r3Noff/31F44dO4aVK1dW6L65c+ciOztb8ZWYmFip1yeEkApz9gEcynKSvHis3z36BjkMA+SlK/dLJcAfbwJnVmm/R6JlUgQjY7/71td/pW1CLFiF/hW/9957GDdunM5rateujYCAAKSlpXGOl5aWIjMzU2t30LFjx/Dw4UN4enpyjg8bNgydO3dGTEwM731isRhisR6LhRFCiKEJBIBPHbYLKP0eO6umPHwtLzIpsKkfu5YPAEy7zCaTu/IzMGYnUK83cOFH4M4e9qvlWMDRXfM5WU+4+0EtgeQryv1GA/WsGCGWrULBS40aNVCjRo1yr2vfvj2ysrJw+fJltGrFrplx7NgxyGQytG3blveeOXPmYMKECZxjTZs2xYoVKzBwIP2HI4RYKN96bPCy400g9G75ydNUg5fcZ4CbPzvgVx64AMDaTso1fHZNAEJaA24qH/wSL7AzcdQ9j1Nuu4cAb/4FrO8BZNxnj7UeX6GqEWKpjNJ+2KhRI/Tt2xcTJ07E2rVrUVJSgmnTpmH06NGKmUZPnz5Fz5498csvvyAqKgoBAQG8rTJhYWGoVasSK5sSQogpqK5ttLwRMP4IENqG3c+IA8CwAY5ciUrwsqw+MPkMsEZlIUJAGbgAQFEWEKe2CGRBBn9Z9kxhvzcZDgxdx67UPO0iUJwHCO2Mm02XEBMyWpK6rVu3omHDhujZsyf69euHTp06Yd065RogJSUliI2NRUGBlaTVJoQQPkVZ3P0LP7LfSyXAj53ZTLy/DgMOfATIZEA+t0tdI3DRR8IpYE0ndiq0XNIl5ZiX5q+ygYuc2JUCF2JTBAxjbUui6paTkwMPDw9kZ2fD3Z2nT5gQQgzpyXlg40vK/fbTgIJM4DpPQs7W44FLP2l/VvdPgOMLK/b6XecAdXsBP5V1I9k5AZ9on9VJiKWqyPs3LcxICCFVEaY2ju/sKv7ABVAGLiIxMPuu5vmOMwCfsi6mhgOA+Vnlv/5/S5SBC8DtciLERlHwQgghptbidXZg79QLgFsQENqWHftiJ2aPffwMGL2Vnc300pfK+9pNLf/ZHd81WrEJsRQ04Z8QQqrqrYNAzBJ2rSN1tbtrHm/5Bvu9RgPgPbUWGKEQEKqMT4mayKb3r92dXW353GrdZenyQcXLT4iVoeCFEEKqKqwd8PqfbCbbYpUlSnp8ArSfzq467VWTnZlUlF2xBRntxECzkcr9TrOBU8vZ7aYjgLw0IF5ljSSxa5WqQog1oOCFEEIMQSgE5iYC6feB3GQg4wHQ4g12lo9XWXp+gaDqK0n3+JRdl6hmB8DFlz22rCG72jIh1QSNeSGEEEOqUZ9dOyhqonGmJwuFQMQgZeACAIPKlgzo8qHhX48QC0QtL4QQYu3q9QLej+MGNITYMApeCCHEFriWv3QLIbaCuo0IIYQQYlUoeCGEEEKIVaHghRBCCCFWhYIXQgghhFgVCl4IIYQQYlUoeCGEEEKIVaHghRBCCCFWhYIXQgghhFgVCl4IIYQQYlUoeCGEEEKIVaHghRBCCCFWxebWNmIYBgCQk5Nj5pIQQgghRF/y9235+7guNhe85ObmAgBCQ0PNXBJCCCGEVFRubi48PDx0XiNg9AlxrIhMJkNycjLc3NwgEAgM+uycnByEhoYiMTER7u7uBn22KdlKPQCqiyWylXoAtlMXW6kHQHWxRIaqB8MwyM3NRVBQEIRC3aNabK7lRSgUIiQkxKiv4e7ubtX/0ORspR4A1cUS2Uo9ANupi63UA6C6WCJD1KO8Fhc5GrBLCCGEEKtCwQshhBBCrAoFLxUgFosxf/58iMVicxelSmylHgDVxRLZSj0A26mLrdQDoLpYInPUw+YG7BJCCCHEtlHLCyGEEEKsCgUvhBBCCLEqFLwQQgghxKpQ8EIIIYQQq0LBCyGkQmiMPyHE3Ch4KXPr1i3s2rULUqnU3EWpkgcPHmDp0qWIjY01d1GqLC4uDl26dMGWLVsAWO+bZmpqKpKTk1FYWAiAXcLCWsnXDpOz1t8JAMXvw1ZY8+9CrrS01NxFMJi8vDxzF8EgHj9+jKSkJACwqPfHah+8SCQSjB8/Hs2aNcPVq1fLXU/BUkmlUkydOhVNmzbF3bt3kZ6ebu4iVZpEIsHYsWPRsGFDnDp1Crdv3wYAg69VZWwlJSV455130L59ewwcOBAvv/wyioqKrPLfWElJCSZNmoR+/fph+PDh+OWXXwBY3+8EYOsyefJkDB06FGPHjsW5c+es8o2/pKQES5cuxe7duwFY5+9CTiKR4MMPP8Tbb7+N2bNn49GjR+YuUqVJJBJMnz4dgwcPxtChQ7F9+3ar/PcFAHv37kWtWrUwbdo0AIBIJDJziZSs76+oAX3//ffw8fHBvXv3cPXqVSxcuNBq/wAsX74c169fx3///YeffvoJnTp1AmB9n8aWLFkCLy8vPH78GHFxcRg4cCBSU1MBWFbUX56nT5+iS5cuePDgAbZt24aZM2ciMTERc+bMMXfRKuzRo0do06YN7t27hw8//BAeHh5YsmQJJk2aZO6iVVhqairatm2LGzduYODAgbhx4wYmTZqEb775BoD1tIrt378fkZGR+PDDD7Fr1y4kJycDsL7/7wCwY8cO1KpVC5cuXUJISAi2b9+OSZMm4cyZM+YuWoVt2bIF4eHhuHXrFt58803k5ubi22+/xcGDB81dtEq5cOEC2rZti8TEROzatQuABf0dZqqp7Oxsxtvbm+nRo4fi2N27d5m4uDgmJyfHjCWrGJlMxuTl5THt27dn1q9fzzAMw5w5c4b58ccfmZMnTzK5ublmLqH+NmzYwDRr1oz5448/FMc+++wzpk6dOmYsVeX89ttvTGRkJJOSkqI4NnbsWOaTTz4xY6kqZ9WqVUy3bt2Y/Px8hmHYf3Nr1qxhBAIBs2vXLkYqlZq5hPrbuXMn07hxYyYpKYlhGIbJyspiFixYwDg6OjK3bt1iGIatnyXLy8tjJk6cyMyYMYNZvHgx07p1a+aHH34wd7Eq5erVq8zLL7/MLF68WHEsMTGRqVWrFrN161YzlqziYmNjmeHDhzMrVqxQHHv8+DHj7+/PHD582HwFqwT5/+mpU6cy06dPZ8aPH8907tyZkUgkDMNYxv+RatfywpR9MnF3d8fSpUtx7do1HD58GCNHjsSAAQPQt29f9OrVC5s2bTJzSfUjEAiQnJyMR48eoW/fvnjvvfcwbNgw/Pzzzxg2bBiGDBmCnJwccxdTJ/mn3SFDhuDatWsYMWKE4pyLiwucnJzw8OFDcxWvUrKysvDgwQMEBAQAAFJSUnDjxg14e3vj1KlTZi5dxcTFxaG0tBTOzs5gGAYCgUDx/2jRokV4/vy5mUtYPvm/sfT0dLx48QLBwcEA2BVs33nnHXTq1AnvvPMOAMvvfnF2dsa4ceMwZcoUzJkzB2FhYdi/fz9u3LgBwHpajwC2iyUiIgJjx44FwHaFhYSEwMvLC3fv3jVz6SqmRo0a+OCDDzBu3DjFsefPnyMyMhKurq4oLi42X+EqSCgUgmEYxMXF4fXXX8eQIUPw/PlzrFmzBgD7ezK3ahO8XLhwAQC3WXXcuHGoW7cu+vTpA3d3d2zcuBHffvstmjZtik8++QTHjh0zV3G1ktdD9Q9USEgIfHx88Mknn+Dx48c4evQo/vrrLxw9ehSXL1/GwoULLbI5Wf134u3trXjjkB9r27Yt7ty5A0dHR85xS8L3O2nfvj08PDzQtm1bDB8+HGFhYfDw8MC+ffvQr18/fP755xbxB0AdX13c3Nzg6OiIf//9V/H7OX36ND777DPcunULBw4c0LjHEuzcuRNHjhxBSkqKYpyRSCRCQEAATp48qbguICAAc+bMwcWLF3H48GEAlvXvTLUeABtcdejQAQ0aNAAATJo0CUlJSdi9ezcYhrHoMVXyusi7uaKiorB06VIEBQUBAOzt7ZGdnY38/Hx07NjRnEUtl/rvxcvLC1FRUfD09AQATJs2DVFRUUhLS8PAgQMxdOhQzr87S6FeD4DtGhIIBBCJRCguLka7du0wZMgQ/PTTT3j99dexfPly8wdjZmrxMZndu3czQUFBjI+PDxMfH88wDMOUlpYqzl+8eJGZM2cOk5GRoTgWHx/PDB48mOnXr5+pi6uVrnpkZmYy48ePZ9zc3JihQ4cyUqlU0ey3YcMGxsPDgykoKDBX0TXw1UVb10NcXBwTFhbGbNq0yXQF1BNfPUpKShTn4+Pjmf379zMRERHML7/8ojj+66+/Mi4uLkxiYqKpi6wVX12Ki4sZhmGYO3fuMIMHD2Y8PDyYUaNGMa6urkxUVBTz9OlTZtSoUczAgQPNWHJNv/zyC+Pn58dERUUxNWrUYDp27Mjs2rWLYRiGuXLlChMREcEsWbJEUT+GYZjU1FRm0KBBzBtvvGGuYmvgq8fu3bsZhmH/v6g23U+ZMoXp2rUrc+TIEYZhLKNZX5WuushkMs7//4SEBKZevXpMXFycmUqrW3m/F7nRo0czBw4cYPLy8pjTp08zI0aMYNq3b2+mUmvSVQ+GYd9XAgICFP9PZs2axTg6OjJOTk7MpUuXzFRqJcsN0Q1g69atWLRoEbp06YJGjRphyZIlALgjplu1aoWPP/4YPj4+imPh4eFwdXUFwzDIz883ebnVlVcPLy8v9OzZEw4ODpBKpYomPwBo0qQJHBwcLKYJVltdtH1adHR0hFgstrhprdrqYWdnp7gmPDwcL168gEgkwuuvv65omejUqRMkEomimd/ctNXFwcEBDMOgUaNG+O6777BixQr4+vri119/xfnz5xEUFASJRIKwsDAz14BVWlqKb7/9FosXL8aiRYtw8uRJ7NmzB3Xq1MGGDRtQWFiIFi1aoFOnTvjzzz85A0L9/f1hb29vEa0Wuuqxbt06FBcXQygUQiAQKP5NTZ8+HUVFRdi7dy/y8/PBMAzu379v5proVxeBQMD5mxUTEwMAitYYAMjMzDRH8Tn0/b3Ip3tv27YNffr0gYuLi6KlrKioSNHqZMn1ANhUAl27dsWff/6JZs2aYcuWLejVqxdq1qyp+HdnzsG75v+fagTyH2jdunXRs2dPfPXVVxg0aBBiYmIU/zHk1wgEAri6unLuLywsRHJyMpo0aQIXFxeTll2VPvWQSCQAgEGDBuGNN97AX3/9hSNHjigCm1OnTqF58+Zo3ry5OaqgUJHfiRzDMAgODoa/vz/OnTsHwPxdExWtB1PWjJ+WlqZ4Y9y3bx9atmyJqKgok5dfVUXqEhoaiujoaKxatQqvvPIKAHbmzpMnT1C3bl2zlF9dfn4+0tPT8eabbyI6OhoODg7o0KEDIiIikJOTo/i/8tlnn6GkpATr1q3D06dPFfcXFhbC29vbXMVXKK8eqrlQ5G/6DRs2xJAhQ3Dp0iUsXLgQbdq0wZgxY8w+M6QidZF3Se7Zswf9+/eHk5MTrl27hpdeeglffPGF2bvy9K2LnZ2dYmyYnFQqxcOHD9G6dWtOUGYO5dVD3p0tlUrxxx9/YOzYsYqZk1999RXCw8Mxe/ZsAGaeOm2uJh9juH//vkZzqbwZ/9atW8ygQYM4XUHq12ZlZTFPnjxh3nrrLaZRo0bM5cuXjV9oHhWth7z76NGjR8zYsWMZFxcXZujQocyrr77KeHt7Mz/++CPDMOZpSq7q70QmkzEzZ85kOnTowOTl5Rm/wFpUtB7y5uPDhw8zXbt2ZZo0acKsXbuWiY6OZry9vTkzEkytqr+ThIQEJikpiRkzZgzTokUL5vHjx8YvtBbqdbl69ari/4P8d7B161amefPmnG6iHTt2MJ07d2Zq1qzJLFu2jHnjjTcYPz8/5uTJk6atQJnK1kP1/MWLFxl7e3tGIBAwb7/9tsZ1plKVuuTl5TE9evRgfvvtN2by5MmMSCRixowZo5jlYmpVqQvDMExBQQGTlJTETJgwgWnQoAFz/PhxhmFM/7e4svX4/fffmfPnz3OetXbtWuabb75hZDKZWbsnbSJ42b59OxMeHs40aNCAiYqKYn766SfFOdUf7saNG5mIiAhm48aNDMNw+yf379/PTJ48mfHx8WG6devGPHjwwHQVKFPZeqiOs2AY9h/XBx98wERHRzP37t0zTeHVGOJ3Ijdp0iRm8uTJZvljbIjfyenTp5mBAwcyffr0YV555RWr/p0UFBQwn3zyCePt7c107tzZbOMS1OuyYcMGznnVMr/22mvMuHHjGIZhOP+GkpKSmLffflsxvs0cv5fK1kP9/7x86vpLL73EPHz40PgF52GIuly7do0RCASMQCBg2rVrx9y5c8c0hVdT2bqojqfctWsXM2PGDMbf399i3lP0rQdfsCj/G6FaR3Oy+uDl0KFDTHh4OLN69WrmwIEDzOzZsxl7e3tm3bp1ikGq8v8cSUlJzPjx45k2bdoo8p/I/5glJCQwq1evVgx4s7Z6mOuTCR9D1UX+n8RcdatqPYqKihTPkkqlTFZWlukrUcaQ/76uXbvG/Pfff6avRBlddSksLGQYhlF8KiwsLGSaNWvGbNmyRevz5PeYmiHrcf36dWb79u2mLD6Hoepy4sQJplu3bmbNi2Kouty+fZtZunSpRb6nVKQelhKsqLPa4EUeBX722WdMq1atOH9cp0yZwrRu3Zr5888/Ne77559/mNatWzPz589nrl+/zvTv35958uSJycqtzlD1GDBggFnrwTC2UxdbqQfDUF2ePn3KhIeHM/fv32cYhm0+nzVrlukKzcNW6sEwhqvLu+++a7pCa2ErdbGlf1+6WO2AXflgqDt37qBOnTqwt7dXDDRauHAhHB0dsXfvXo3U8t27d0dUVBQ+//xztGrVCqWlpfDz8zNPJWC4epSUlJi1HoDt1MVW6gFU77oAwJEjRxAaGorAwEDMnDkTERERePz4MUpKSsw2ANRW6gEYri5PnjxBSUmJWQfkG7ou9O/LyMwbO+nv0KFDzPTp05kVK1ZwBhCtW7eOcXNz0+hiWLduHVO/fn0mJiZGcW1eXh6zYsUKRiQSMd26dWNu3Lhh2kowtlMPhrGduthKPRiG6lK/fn3OoMgRI0YwXl5ejI+PD9O4cWPm4sWLVI8qoLpYXl1spR4VZfHBS3JyMjNgwADGz8+PGTNmDNO0aVPGw8ND8UuKjY1lgoODmU8//ZRhGO6AvICAAM6sjtu3bzNt27blJAwzFVupB8PYTl1spR4MQ3WRU61Lfn4+M2DAACYkJIT5/fffqR5VQHVhWVJdbKUelWXRwUt+fj7z5ptvMqNGjWIePXqkOB4VFaUYFZ2Tk8MsXLiQcXJyUvTJy/v8unbtykyYMMH0BVdjK/VgGNupi63Ug2GoLgyjvS7mygRqK/VgGKoLw1heXWylHlVh0WNenJ2dIRaLMW7cONSqVUuRBKhfv364e/cuGIaBm5sbXnvtNbRs2RIjR47E48ePIRAI8OTJE6SlpWHw4MHmrQRspx6A7dTFVuoBUF101aVVq1ZUjyqiulheXWylHlVirqhJX6ojpeVz0l977TVm4sSJnOuSkpKYunXrMuHh4czw4cOZoKAgpkePHkxqaqpJy6uNrdSDYWynLrZSD4ahulhiXWylHgxDdbHEuthKPSpLwDCWOpRYu06dOmHixIl48803FaPThUIh4uLicPnyZZw/fx6RkZF48803zVxS3WylHoDt1MVW6gFQXSyRrdQDoLpYIluph17MHT1V1MOHDxl/f39OH5250mBXha3Ug2Fspy62Ug+GobpYIlupB8NQXSyRrdRDXxY95kUVU9ZAdOrUKbi6uir66D777DPMnDkTaWlp5iye3mylHoDt1MVW6gFQXSyRrdQDoLpYIlupR0XZmbsA+pIn3rlw4QKGDRuGw4cP4+2330ZBQQG2bNli9gRa+rKVegC2UxdbqQdAdbFEtlIPgOpiiWylHhVmriafyigsLGTq1q3LCAQCRiwWM0uWLDF3kSrFVurBMLZTF1upB8NQXSyRrdSDYagulshW6lERVjdgt3fv3qhXrx6WL18OR0dHcxen0mylHoDt1MVW6gFQXSyRrdQDoLpYIluph76sLniRSqUQiUTmLkaV2Uo9ANupi63UA6C6WCJbqQdAdbFEtlIPfVld8EIIIYSQ6s1qZhsRQgghhAAUvBBCCCHEylDwQgghhBCrQsELIYQQQqwKBS+EEEIIsSoUvBBCCCHEqlDwQgghhBCrQsELIcTkxo0bB4FAAIFAAHt7e/j7+6N3797YuHEjZDKZ3s/ZvHkzPD09jVdQQohFouCFEGIWffv2RUpKChISErB//350794dM2fOxIABA1BaWmru4hFCLBgFL4QQsxCLxQgICEBwcDBatmyJjz76CHv37sX+/fuxefNmAMDy5cvRtGlTuLi4IDQ0FFOmTEFeXh4AICYmBtHR0cjOzla04ixYsAAAUFxcjPfffx/BwcFwcXFB27ZtERMTY56KEkIMjoIXQojF6NGjByIjI/Hnn38CAIRCIb777jvcvn0bP//8M44dO4YPP/wQANChQwesXLkS7u7uSElJQUpKCt5//30AwLRp03D27Fn8/vvvuHHjBkaMGIG+ffviwYMHZqsbIcRwaG0jQojJjRs3DllZWdizZ4/GudGjR+PGjRu4c+eOxrmdO3di0qRJyMjIAMCOeXn33XeRlZWluObJkyeoXbs2njx5gqCgIMXxXr16ISoqCosWLTJ4fQghpmVn7gIQQogqhmEgEAgAAEeOHMHixYtx79495OTkoLS0FEVFRSgoKICzszPv/Tdv3oRUKkX9+vU5x4uLi+Hj42P08hNCjI+CF0KIRbl79y5q1aqFhIQEDBgwAJMnT8aXX34Jb29vnDp1CuPHj4dEItEavOTl5UEkEuHy5csQiUScc66urqaoAiHEyCh4IYRYjGPHjuHmzZuYNWsWLl++DJlMhmXLlkEoZIfn/fHHH5zrHRwcIJVKOcdatGgBqVSKtLQ0dO7c2WRlJ4SYDgUvhBCzKC4uRmpqKqRSKZ49e4YDBw5g8eLFGDBgAMaOHYtbt26hpKQE33//PQYOHIjTp09j7dq1nGeEh4cjLy8PR48eRWRkJJydnVG/fn2MGTMGY8eOxbJly9CiRQukp6fj6NGjaNasGfr372+mGhNCDIVmGxFCzOLAgQMIDAxEeHg4+vbti+PHj+O7777D3r17IRKJEBkZieXLl+Orr75CkyZNsHXrVixevJjzjA4dOmDSpEkYNWoUatSoga+//hoAsGnTJowdOxbvvfceGjRogMGDB+PixYsICwszR1UJIQZGs40IIYQQYlWo5YUQQgghVoWCF0IIIYRYFQpeCCGEEGJVKHghhBBCiFWh4IUQQgghVoWCF0IIIYRYFQpeCCGEEGJVKHghhBBCiFWh4IUQQgghVoWCF0IIIYRYFQpeCCGEEGJVKHghhBBCiFX5P2pJx8vOnyVhAAAAAElFTkSuQmCC",
+ "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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7+9XZ817aO0ulUtEv3It+4V6Eejnywi8HcbTV8PWDfYjwa5x9qGzUKoqBUr1lBu1AYhb/HE1m6rAI+ry5VlnD9fT3+9ifkMWcsR255z/b2X4mk7XThzTaPlu/7i1vRP7eXd2tOJKGp9WoaeXpyOm0fOLS8iVAsxIJ0IQQQgghLvHdjgTAVJjDp4GyPcM7+rFn9ohG3wDZRquGYr1FBs1oNHLLwq0ALFx/utIxi7fGsT/xInsTsgD4fX8Sz93YvkHGe6VCvR05n1XI08Mjqlw32Nx5OdtxOi2f7MKSy+8s6kXL+6kTQgghhLiMmNMZADwwILRBA6bGHpwBaNWmyo0L1saSkFlA50BXVh5KrrRfuLcTfz8zmF/2nOPVP44owRmA1zVOFa1PF/NNgUnPVu7WHYiV2GpM399ivd7KI2m5JEATQgghhKigqETPxtg0AII9ZIrXpZzsNKTnwV8HLwBw8Fy2xeP+rvZMv7Edwzv4YqfVcE9Uazr4u/Lhmli2nEo37ePWeN/XiwWmCoaejTiIrE/m1gnNvc9dY9Y8m1cIIYQQQlyFjDydUvIeyrNFotxT10dUGbzc2SuYo6+PJGbm9dzVO8SiEEiv1h789+EopRKkwVh9gRFrM5eY93BsoQGaRgI0a5MMmhBCCCEEYDAYGfbeBottPVroNLea3NErmDt6BZNdUMJfh5Kw0ai5o2dwraodasqmcJYaGmeAVlisR1cWmLTUDFpBiWlq45zfj3Bvv9ZNYtptcyMBmhBCCCFavMTMAh5asoucolJlW8zM6xtdifvGxM3RhnuiWl/RMVqN6WTf0EgDNPP0RhuNCkdbjZVHYx2byqb3Aqw7nsrwjnVXxVTUjuTthRBCCNFiXcwvZs/ZTJbGxHMyNQ+AMd0CiH97DAGNeJ1UU6WuIYN2Ji2PW/+9lf9bddxqAVxRWfbI3kbTYjNHt0QGKrcfWbrbiiNpuSSDJoQQQogW65Glu9l99qJy/+nr2/L08Agrjqh506orZ9CMRiNrjqbw6Ld7ANiXkEX0sRRGdvbnwQGhJGQW0MbXGdcGyGYWl/V2s9O23BzGazd3JiWniO1nMjEYIbugBDdHySQ3JAnQhBBCCNEifbT2pEVwBvDwkHC0mpZ7cl7fzOvUSg1GSvUGOs5dZdFPzSw2JY/YlFN8su6Usu2J69rw4qgO9To+c2EM2xb8M+DuaMvEPq3YfiYTgIx8nQRoDazl/vQJIYQQosUyGo0sXH/KYtu/hrZpkCxNS2YuEpKQWcD172+sFJzdE9WKjyf1oFuwW6Vjf9p9rt7HpwRoLTiDBjCsg69ye2nMWSuOpGWSDJoQQgghWpzM/GJlOtvHk3qQV1TKrT2CrDyq5k9TViRk0cbTFttjZl5vsebv5u6B5OtK2RmXSWxKLvP/Pk56no4vN53h3n6tcainAh4SoJm4OdhwQyc/1hxNYcm2eKYMCiPE09Haw2oxWvZPnxBCCCFapHydqRiEg42Gm7sHcndUq3o76RflCnSlFvffu7N7tQVZnOy0DOvgy+SBYfi5mnqqvbnyGAPejqZEXz89unR6CdDMRnQsz6I9snQ3xkbcu665kZ8+IYQQQrQ4BSWmQKGlllK3luQcnXL7hk5+3NEr+LLH2GrVbH7xelqVZXAuFpSwPzGrXsYna9DK3RJZnlE+npxLfEaBFUfTsshPnxBCCCFanMLisgyaBGgN6pkRpgqZ7fyceWVcp1ofZ6tV8+dTg5T7qRUCvbokUxzL2dto2D5zuHI/p7DEiqNpWVrUT9/ChQsJDQ3F3t6eqKgodu7cWeP+WVlZPPnkkwQEBGBnZ0e7du1YuXJlA41WCCGEEPUl8WIhAM52shy/IY3s7E/822P459mhBHtc2ZomNwcbxnQNAOBsZn59DK9CgCaBO4C/mz1tfJwAKCzrESfqX4sJ0H788UemT5/OK6+8wt69e+nevTsjR44kNTW1yv2Li4u54YYbiI+P55dffuHEiRN8+eWXBAXJAmIhhBCiqYtPN53gdwpwtfJIxJXoG+YJwIYTafXy/ObCMbaaltmkuirmLHO2ZNAaTIsJ0D744AMeeeQRJk+eTKdOnVi0aBGOjo4sXry4yv0XL15MZmYmy5cvZ+DAgYSGhjJ06FC6d+/ewCMXQgghRF3LzC8GwM/N3sojEVfi+rLy7zvjMvl842n0hrotXCFTHCszB2aPfbuH6GMpVh5Ny9AifvqKi4vZs2cPI0aMULap1WpGjBhBTExMlcf88ccf9O/fnyeffBI/Pz+6dOnCW2+9hV4v6V0hhBB1Jz1PxxebTpN/SXU7Ub/MAZqXk62VRyKuRIino1LRcf7fx3nq+711+vxSJKSy69qVV3Oc8s1ulsbEW28wLUSLmHidnp6OXq/Hz8/PYrufnx/Hjx+v8pgzZ86wbt067rnnHlauXMmpU6d44oknKCkp4ZVXXqnyGJ1Oh05Xvmg1Jyen7l6EEEKIZufVP46wZFs8YGrcO298V+sOqAW5WGAK0DwcJUBrapxstYDpfGvloWR+2pXIXX1C6uS5daWmC/F2sgZN8drNnYnPyGfzyXQA/tifxD1RrdGoTdNAk7OL2HAilRWHLnDwXDahXo5MHhhGW19nOge6olLJdNErJZcHqmEwGPD19eWLL76gV69eTJgwgZdffplFixZVe8z8+fNxc3NT/oWE1M2HhRBCiOZHbzAqwRnA+uP1s6ZGVM2cQfOUDFqTM/eS6o8v/u8g289k1Mlz5xaZMtku9i0ih1ErarWKf9/Tk9Fd/QHYffYij327B4BXfj9Mv/nRzPj1EJtPppNdWMKBc9k88+N+xn6yhae+31ft85bWUy+75qBFBGje3t5oNBpSUiznzaakpODv71/lMQEBAbRr1w6NpvwKSseOHUlOTqa4uLjKY2bOnEl2drbyLzExse5ehBBCiGbFfKXerK7X0oiaSYDWdF3X3pddL4/g68l9lG3TftintE64FjlKgGZzzc/VnLjY2/DquM7K/bXHUpj4RQzfxJxVtvUN9ax03F8HL7ArPtNiW6newH1f7aDrq/9w/+KdTFmyi9AZKwidsYK5vx+Whti0kADN1taWXr16ER0drWwzGAxER0fTv3//Ko8ZOHAgp06dwmAoj+5jY2MJCAjA1rbqD3M7OztcXV0t/gkhhBBVMa91MUvOKZJ1aA3EaDRKgNbE+bjYMay9L+/c0Q2AlBwdYz7efM0n9+ZeX64OkkG7lK+rPQsmRCr3t58pD7z+emoQP/2rP/Fvj2Ht9CGsemYww8sKumy8pOLmrviLbD6ZTmGJnk2xaUQfL6+ovjTmLKdS8+r3hTQBjSJAKyws5Pz585W2HzlypM6+xvTp0/nyyy/55ptvOHbsGI8//jj5+flMnjwZgPvvv5+ZM2cq+z/++ONkZmYybdo0YmNjWbFiBW+99RZPPvlknY1JtDwZeTru+Gwb31SY1iSEaJl0ZQGaRq1SgoS49Prp7SQsFZbolfffQwK0Jq1PhazNmfR8/jl6bVUGU3KKAPBzleqeVRnfI4ibuwdabNs243q6BLkp99v6utDB35WbynrWfbr+FPf8ZztTluxi1m+HOHAuCwBvZ1teGNmeXq09LJ7vjHwOWr9IyC+//MIzzzyDt7c3BoOBL7/8kqioKADuu+8+9u6tm+o8EyZMIC0tjblz55KcnExkZCSrVq1SCockJCSgVpfHqyEhIaxevZpnn32Wbt26ERQUxLRp03jppZfqZDyiZfpi0xl2n73I7rMXmdAnBHsbWYQsREulKzEFCHZaNeHeTmTmF3MmPd/iREfUD3P2zFajxslWPoebslAvRx4dEs4Xm84AplLwvz85kO4h7lf1fMlKgGZXV0Nsdj6e1IN37+xGZn4x/q721RYBMbdEANh6qvIawbHdAnlyWFueHNYWgPu+2sHmk+nkFclMAqsHaPPmzWPPnj34+fmxZ88eHnjgAWbNmsXdd99d53NQp06dytSpU6t8bMOGDZW29e/fn+3bt9fpGETLlpZXocpnYYkEaOKqpeYUEX08FT9XO67v4Hf5A0Sjse10Ok9/v48IXxfA1G8p3MeJ3WcvEpfWsq8cG41GUnN1+LrY1WvltzxdeSEIqTDXtKlUKmaN7kiYtxMzfz0EwI64jKsK0IxGI6k5pr/TkkGrmZ1WQ4CbQ437eDrZsvnFYfy4K5Fvt5+t1Oi6laejxX1zYZY8mept/QCtpKREyWL16tWLTZs2ceutt3Lq1Cn50BTNTom+/KJDnq4U3xr2FaI6KTlFRL1VvqbWVqPm7qhWLN9/nuJSA+/f2Z0Bbbz5eU8id/YOwc1BFrs3FidTcrn7yx0ApOeZrij7udjj6WS6Wn/pCUxL8W1MPHN+L1/WMLyDL/95oHe15wEGg5H1J1LpHep5VT/f+TpTMQlHO7lI1lxM7BPCqsPJbIxNI093dcVCLhaUUFxWWdDXRQK0uhDi6cjzI9szbUQEF/OLiTmTwfSfDqA3GOkWbDlbwNzy4te957i/f+sWHQdYfQ2ar68vBw8eVO57enqyZs0ajh07ZrFdiOagsLj8qtD172/k591S6VNcmcz8YovgDKBYb2DJtniyCkooKNYz7Yf99Jy3hnkrjvHMD6YSx+l5OjIqZHCFdUz7YX+lbc/e0A5brenPcbH+2qvQNQX7E7P4cE0sBcWlzFl+2CI4A4g+nsqOuMwqjzUajTz1/T6mfLObUQs2VaqGeTmlegOHytbAmPppieZApVLR3t+Ulb7av63J2abpjV5OtsrvpKgbNho1vq723BIZxG9PDODryX3ofUnVx/v6twbgwLlspeda9LEUur6ymtAZK/ht37kGH7e1WP2T6dtvv0WrtRyGra0t33//fbXTEYVoqgpLLE8kXvjlIAFuDgyK8LbSiERTs+pwsnL7lshA1h1PVfr2mBVX6C2z/kQa57MKGfj2OgCOvT4KB1lzYxVGo9GiCEgrT0ceHBDKqC7+nE4zVS27tLJjQ4zp663xtPV1Zkg7n3r/Wo//dy/HknM4m1EAwEfRJy326RfuSXx6Ack5RUz8Yjvxb4+p9Dzbz2Sy4tAFAC5kF/H+P7HMGt2x1uOY9sN+5XjpddW8mLOpF7KLWLTxNI8ODketrn0WZvNJU7VBmd5Yv7oFu1e5vYN/efXz+xfvrPT4sz8e4NkfD/DXU4Oa/Vpdq18eCA4OrrYX2cCBAxt4NKKp0xuMnLtYwNqjKeyoo6aVdamgih4tb686ZoWRiKZq1m+HlNsfTezBoVdHEv/2GP6YOpCVTw/mvn6tKx0z7N0Nyu2Oc1cpV4lFwyoo1isXaY6+PpJNLw7joUFhgKlQCJRXdmwou89e5PW/jnL/4p0UldRf9k5vMHLvVztYdSRZCc4u9dHESH54tL9FE+KvtsQpt0+l5hE6YwWTvrRcG/7FpjMUleg5lZrHtB/2cSo1t8axmIMzgM6Bzfskr6UxZ2AA3v77OOGzVlJyBc2QU3NNswyu5BhRt9r7uVx2n7GfbGFfwsUGGI31NLpLR2fPnuXEiRN069atysAtKSmJwMDAKo4UAp7+YR8rDpb/8W3j40SguwPpecXc1TuY23sF42rF5pPmJppf3NeLXfGZfLk5jsPnc0jIKKCVl+NljhaieuYrko8NDeevg0k42GgYFOHNT7vPWWTUALaeSuf2XsFWGGXLVjE7Zqe1zGKap1OZqws2lIoXstLzdAR71P3nUKneQNRb0WTU8NqOvzFKKZo0umsAg9p6s+VUOm/8dRR3Bxtu7RHElG92VXt8hzmrlNv7E7PY+MIwAHKKSsgtKkWtgpMpeayr0G8JYGLfkGt5aaKRcbW34a+nBjH2ky3Ktv7zo9k9+4ZaHX+x7Gf0tp7y+Wgtn9/Xizs/jyEtt3xKfitPR/qEevK/veVTHL+NOUuPVh5VPQVg+tz5bkcC6Xk6Tqbk8cGE7jg2oSnNjWqk33//Pffffz96vR57e3s+//xz7rvvPhISEli2bBm//fYbe/bsobRUqrtYy8mUXFQqFW19na09lEqMRqNFcAZwOi2f02VV0V778yjbTmfw5f29rTE8oHyKo6eTLU9c15YvN5uuDl/ILpQATdSJYA9HNr44DFuNmviMfHbEZVbKWOQXy2eoNZivymvUKjSXTLuy1ZgCtM0n04k5nUH/Nl61es6sgmL2J2bRo5UHpXoDXs61Lw3+n81neO+fWOX+sPc2sHPWiMv2BSsq0bMjLpOoMM/LVqLNzC+m5xtrlPt9wzzJ15VyJCkHgOk3tOPWHkGVnmfJ5D50mLOKUoOR534+wJzfD1eageDhaLrYdrHAsrDK2YwCQmesqHFcAAvv7mkxpUo0D12C3Dj06o10ffUfANLzan/RI7PAtK+Xs/TGs5ZQbyd2vTzCohjWhD4hPDmsLc+MiGDwO+sBSLxYdSYeTJ9R4z7ZwskKDa97bnfn0SFt6nfwdcjqUxwreuONN3jqqac4dOgQN9xwA48//jhz5syhTZs2LFmyhN69e/Pzzz9be5gtVkFxKTd8uIkRH2xsFOn/nKISXv7tEH8cSALKe5cAfPdwFH89NYiXR3ekV2sP5eRnzdEU5v5+mE/XnazyOeubOYPmYKvBw8mWrmVzqKua+ihETdr5VX+RxNXeBnsbDR38Xdn4wjBOzBvFX08NUh6f+/sRrnt3vcUVSlH/zNMXzZ9HFVVcT7H6SHKlx6tiNBqJfH0ND369i+6v/UOveWsJnbGCx/+7B73h8m1q5q2wnF5dojdyw4cbKb3M5/vUZft4YPFOFqyt+XPUVMzDspfpazd35uWy9WLt/Jx5engEIZ6VL05pNWoeGxqu3K/4GfnTY/0JdLPn3Tu68+2UqBrHUJWRnf1Y8+wQxnQLuOJjRdPgYm/D8ifLl8nUdm2nOYPm6SgBmrX5udozd2wnnr6+LY8NMX0WhHg68vXkPkDN5017Ey5aBGfD2vswplvTmn3XqDJop0+fZtq0abRu3ZqFCxfSqlUrtm7dysGDB+nYsfYLgEX9SM8tvwqlKzVgU8VJRkNIyipkybZ4pSnldzsS+G77WWVqUPdgNwa2NRXd6BLkxiNlv9hjPt7MkaQclsacBUxTGALda+7hUdfMAZo5ze5YVqxBMhqittr5ORObkscr4zrX+hg7rYYuQW7MuKkDb/99HID4jAL6vrWWuPmVizCI+mGeamqjqVy0oEuQG6+M68Rrfx7lfFZhjc+TmFnAR9En0VRTgvrvw8m0mbWSR4eEM2NUhyqLJBiqCeDS84pZcegCt0QGVfm43mBk7bEUwDRVtjoFxaU8++N+i+a0R18fqXz2/fKv/oR5O1V7PMDzN7Zny6kMDiRmKduWTO5D3zBPts0crmx7clgbcgpLmT22I/d9tZOdFao/jujop4y3c6Ar306JwvMyGULRPHStcNEjt6ikVtllcwbtcllk0TDMa3Qrsi+bHl7dmtk/DyTxdFn14ra+zqx+ZghqFU2uZH+jCtBKSkpwcDCdMAcHB2Nvb897770nwVkjUbGUcW2uztaHjbFpPFBFZZ+K5Zirq0Q2d2wn3l8Tq/zxLmjgoMhoNFJQ9oHiUDadx8nO9CtYcJU9W0TLY+6ldzUloCf1bcUPOxOIL5vyaDSafq8vXQ8l6of5Kr5tNe93SNn6r+TsIvJ0pRiMRlztbTAajRYnF19uPsMveyqXm548MJSvt8Yr97/YdIYIX2c8nWwZ2s4HbYWLapeuSzz15k20fflvwPR52inAlYgqFutXbNXgbFf1KcSWk+nc+9UOi22ju/pbrP+4tLx2VVQqFe/c3o2F60/xwIDW9Gpd9TEvjOyg3P7psf6AKQA1YppOeiQpm/S8Yga28bJ4D0TzplGrcLLVkF+s5/bPtvGfB3rT1rfmAhQX803TZSWIb7zsbUy/w6fT8vlt3zlu7VG+XtBgMLXgMLuvX+tK08mbikb3SbVs2TKOHzdd4dVoNHh4VL8AUNS/b2Pi6ThnFY99u9uiHPLlpsDUl9f+LO+Vo1bBv4a2oV94+R/tCb1DeHhQeFWHEhXuxU+P9cfXxXQVrajk6l7DWyuP8eofR9gdn3lFJbFL9EYlsDWXOZcMmrhS5p+5q8lguznYsOGFYQyosL5JLg40HPP3zq6a4NrfzVTa+9D5bLq8sppur/5D6IwVhM1cyZm08uk6lxa62PjCdRx89UZeGdeZM2+NxselPFPwwi8HmfLNbm5ZuNVi6qTuks8/rUbNsyPaAbBsRwI3fLiJLSfTWXM0xeLzPqlCBVDz51lqbhG/7DlHStk084eqKObh5nB1J7zt/V34eFKPaoOz6qgrrPPrHOhWKUAVLYNLWVGw+IwCZv12uMZ9i0r05OlMf4vN6xtF41NxveqzPx7gbIapzoDRaCR81krlMXdHG8Y24WnMjSqDNnjwYF555RWee+45PDw8KCoq4qOPPmLAgAF06dKFdu3aVeqZJuqXuXno6iMpFttLrZRBS8w0Xfnf8Px1hFaYHpOZX0yJ3lCr3iV2NuaGsFceoO2My1SmVi7ZFg/AlEFhzBnbqdpjikr0bDudzqkK86GVDFrZFWVZgyZqq6ZpcrW1+ME+StW7xrCetKUwf++qy36293chyN2hyimOC9ef5khSNiV6A+cumh4f0zWAu/qE0Nqr/LNQrVax6+URnEjOZeIXMUoBjSNJOTz27R5WPD2IzoFu6Co0xH73jm4AeF5SGMGcBfN3tWfltMF4OtmSnF0+tp3xmTz+3z1sPplOnq4UW62aDc9fV+WFK/NVbyEakou9lmRTPRouZNc8dXhpTLxyjLmfmmh8Li0olFVQQmsv2BVfXnY/yN2B5U8OvKKiSY1No4p2Nm7cCMDJkyfZs2cPe/fuZe/evSxdupSsrCxsbW1p164dBw8etPJIWwbzlaSqWCNAMxqNyvQu50uai17JdATzAv2raQhrvlJT0Vdb4gj1cuTefq0rzXHeczaT2z+Lsdjm5WSrnKA52pk+aGp6r4WoyBxQVZeFqQ17Gw32NmqKSgxXdaFCXJ2SGoqEgCkrumb6EMZ+sgWNSsXorgHKzIWK5aXNFt7Ts9qv1d7fhZXTBrPyUDJ7zmay8pApe/bU9/tY++xQJYNmp1VzZ29TqfnRXfxZvCXOopk2mAow9XxjDd7OdqTnWRaW+btC4/TiUgMDyhqiA2x5aRiD/s9Uca11FYVAhKhvt0QGKpVKU3J0XMguJMCt6rXn/92eAJjWKja19UotyaUXe/44kISjrYbTFWYZbHjhOqvVSagrjSpAM4uIiCAiIoKJEycq2+Li4ti9ezf79u2r4UhRl2JOmxZ3B7jZs2raEBZtOs1nG04D1pniWDEotFFf/S+eef3H+uOp9AuvXSlrM3MVths7+XFvv9ZKp3tzpvG+/qHKvvsTsyoFZwPbevHhXZHKffNVuqxLykQLUZ2Sa5jiWJGNWk0RBuWih6h/OnP2U1v9yZ+jrZZ1z12n3B/a3ofb/r2t0n6XK7ABEODmwJRBYUweEMrbHsf5YtMZzqTlk5anUz7LKl6N9nK2Y/3z1xGXnk9mfjFLY+LZHX9RyehdGpzV5K7ewfhXmNHgYsX+k6Llmnp9BLf1DGbA2+soLjXQf/46FkyIZHyPykVwzIXGburSdKfFtQT2l6zh/WpLnEVD+8eGhDf54Awa4Rq06oSFhXHnnXfy1ltvWXsoLcL2Mxk8snQ3AGO7BeDmaMNLozooAYU1MmilFU4kazrBuRyXsoXtn286c8XTuyqe1Axp58PeOTcQUdYTbs7vRxj7yWZm/nqQ0R9tZvzCrcpxk/q24vgbo/ju4X74Vjhp8XUx3f5+ZwIbTliuKxGiKuaA6lr/AOWWZW0/XXfqmsckaqf4Mhm0qvRs5cG47qby0KM6+7Pz5eE8PCiMjyZG1vo51GoVs0Z3xLVs5kFuUalS9KmqTGyYtxO9Wnvw0cQerH/+Ot69oxsjOvopj7vaa1n2SBQd/F1o6+tMOz9nbuzkx4MDQgFTcYYXR3WwWPN16awHIRrKpUsfnvlxP+1m/12p0E5A2RrQiBpamAjru1zvxanXt22gkdQv+cQUlRQW65n4xXblfsXGftqyRdelVrjqXnEqlvYaMmizxnRUgqeIl/9mdFd/jl/IpbBET7CHA2fKGltn5Bfj5mDDz//qT7uyamaXntR4Otky46YOTPnGFMwePp/D4fM5ytdSqWD9c5br5Srq2dpduf3g17uIf1tKnovqGY3GCmvQ6ub62v/2nuP9u7rXyXOJmpVXcbyy792CCZGM6RpAj1bu+LrYM7uGNa81cbG3IaeolHxdKXqj6TPc7jJrw2zLpkDe2TuEfQkXycwvZnhZsLbqmSGV9n/1Zsv2D2+M78K+hIsWAZ4QDamqKn7FpQae//kARqNRmeJbVPb3/XIBgLCuSy8q9WzlzoXsIi5kFzGknU+zydZLgCYs5OtKGfXRJuX+nLGdLCqCacsKExw8l4W3s22DLsCsOK3yWgokRIa4E+rlqJQaN6/NALhQoUIZQHZhCTd+uInpN7Tjxs5+bDyRBlie1Axs682ozv6sOpJM1yA3Dp3PLtvuxbMj2lUbnAF08He1WNdxaTltISqqmLm+kizM5YTOWMFtPYJ489auSoVRUfcuV2a/Ohq1ilFd/K/567uUZbEyC4qVaUJX0mKhR6srr6p8X7/W3Nev9RUfJ0Rd+uupQZxKzaOgWM+s3w4p21/45SA3dPLDyU5LYqZpKq+DBGiNWsW+jv8a2oYZN3WoYe+mSwI0oVh/IpXJX5eXR/Z1sWPKJU0CPRxtScnR8cIvpkItt/YI4t07ujVI+WLzyalWrbrmIGbVM0N47c8j7Iq/SNcgN3q19kCjVnEmLY/9iVmoVCqLZqcfrInlgzWxyv2KFZ7sbTQsuq+Xct9oNKIrNdT6KtzKpwfR961owFT6X06QRXUqTsm9lmm+Vfl133mK9QY+vbv6whPi2ihVHK20PqKNjzPHk3M5dC6bbsGmJr7XUmxGiKaiS5AbXcoaV3cMcOHDtSfZFGu64JqZX0xSVvnF2VZS0KbR+/c9PYlNyeWp6yOsPZR6IwFaC5GZX8yoBZtIzTVlavxd7fnjqYHoSgwYjEYOnsu2aO4X7uPE8icHVnqeD+6KZMo3u5RM02/7zjN5YCjdgt3r/TXsS8gCyrN418LeRsP827pddr8jSdmM+XiLxba+YZ7V9loDU3PVK5kiUTELWViilwBNVKuktMI6zGs8yX/3jm7KhRazvw5eQFe6m4V396REb1AaqdeVtFwdy/ed5/ZewVZvBKs3GDmSlE2nANd6vcCUU1RCUYkeH2c7JcC2rePguraGtPNmxaELfLAmlrdv61o2FgnQRMvSo5UHSx7so/TMKtYblAqA3YLd6vxzT9S90V0DGN21eRdzkZ/CFmBXfCb3f7WTwpLyvjfJOUWMWrBZqVpU0dhuAXw4IbLKE8BOga5senEYe85eZPLXuygs0bP37MV6D9CmLtvLXwcvAODagPOLOwe68c+zQ1h/PJWocC+C3B3wdLKt0870GrUKO60aXamBt1Ye4707ZT2QqJo5A6NSla8HvVrmdUXGsrVIs347xPc7E1lzNIV2s/8GTNmVv54aRETZGsxr1efNtQDsP5fFQitn6hauP8UHa2J5ZkQEz5Q1aL4SSVmFHLuQQ+/WnrhV09T2QnYh17+3kcISPb1aezCys2kdlrUyaKZ1YKbpXS8vNzXtlQyaaInUahWBbvYkZRdRXFoeoHXwr5vPOiGulQRoLUBhsV4JztQqMC9jqSo4+3PqILqWTX2pjo1GTb9wL+6OasVXW+L4YtMZMvKLGd8jiDY+dV/9KC49XwnOgAYPYNr5uShFQupLn1BPtpxK55c95yRAE9UqqVAgpK7WKpqf55Vxnfl+Z6LFY7pSAzd/upV/nh1CyFVO+0nL1fHf7WcZ0s5b2bbtVPrVD7iOmKcsL1h70iJAO5uRz9ZTGfi42DE4whutWsXW0xmsPpLM9jMZShEhsxBPB/59dy+yCos5kZzLieRc3BxscLTV8OPuROWzd8/Zi+w5a2qkaq2slZezHUPb+bAxNg192R+CK1mDJkRzYv49NAVopt/r8Ho4hxHiakiA1gJ0CnTl/27vSriPM71aeTBvxTEWby3vGTE+MpA3xnfB2U57RSd995QFaEnZRXyy7hSfrDvF8ze24+/DyRxJymHrjOsJcq+6IWRVftlzjlK9gQl9QpRxHLuQw00fbbbYb3CEd1WHN2mvjOvEDR+airNIoRBRnasp015b9jYa/jslinu/2mGxvbBEz7Qf9vHrE5WnPFfnVGouH0Wf4mJ+MVvKgjFzw2XAahX98nWlTPxiu1LIB7D4jNp2Op27v9xR1aHVSswsZNynWy6/YwXWnFb48aQedH/tH+W+ZNBES2We2vz09/u4WNaLtD4uMgtxNSRAawG8ne2Y0KeVcv/JYW2w1aq5kF3IAwNC6XkVlbkAgj0qX1F/75/yQhqv/3mEz+/rXavnWrYjQamstOFEGmq1aY3I6iMpFvt99UDvZhm8VFyH9tbKY7w85urKaIvmLSPftIa0LqfYVjQowpsfH+2HwQj923gROmMFAHsTsgidsYJXx3XiwYGWhYOyy05s3BxtSMvVMenL7ZxKzavx67hXMyWwvn2/M8EiOAOUTNK5iwU888P+Go/vEuRKTmEpCZmmCrAPDghlybZ4wDTt1Fih+4ijrYbbegbR1seZsd0DefGXg6w7bup1mJpT+4bPda1igSOArLLvnxAtjflzKqlsTb1WraJ7SM0ziIRoKBKgtUBeznZ1Upb0cleBVx9JQVeqr3EKTUaejpf+d4i1x8oDsVVHkivt15xLqYKpn9rDg8L4z5Y4vtwcx9B2vuQXl9LGx4m2vjInXkBBcSm3fxYDmNo/1JeocC/l9tyxnXj9r6PK/XkrjvHgwDDS83SU6A2M+XiLMlX6nqhWfLcjocrnvL1nMEPb+/Dr3nNsOJGGFfrcA3C2rLVGRck5RcSczuCtlcdIzdVho1HxzeS+aDVqtpxKZ2NsGo8MDuOmLgFVBsazx3QkX6fH0U5TY+GWhXf3pOPcVQBKgNcY7IzPvPxOQjRDkSHu7E/MUu6/fksXfF3sqz9AiAYkAZqoV//dnlCpVH9F7/0TaxGcVeWFke15cljz6Axfk5fHdOSPA0mk5uosppl9cV8vbux87T2QRNP2y55zDf41Jw8M5WRqrrI2rdRgZO3RFB5eurvSvpcGZ/Nv68rN3QMtKqIdv5BTFqBZJ0I7kZwLwDt3dCMqzJOh724AYNKX25V9Pr+vFwPamqZR9w3zZPoNNRcQ0WrUuDlefpqgg62G9+/szgu/HOCtsgqK1rJ2+hBGfGCaUn1X72CrjkUIa/nxsX5sOJFGUYmeADcH+oZ5WntIQigkQBPXZEAbL7adzlDuTxkUxpJt8cq0oS0n0wh0s8fZXktkiHulDu9JWYUW9/fOuYETyblE+DlTqjfiYq9tMSVvVSoVH9wVWWkN0MxfD3Fde18ph93Cxac3fNZFpVIx/7ZuvDSqA5GvrwGoMjirqHdrD96+vRttfSuv5TBnoAxWSKFdyC5UskUd/V0JqWKK9qC23lzfof7Wx93eK5jbe1k/IGrr68LxN0ax+kgy17X3tfZwhLAKO62GkXLxUzRSLePMV9SbN2/tyqrDyYztFkBhiZ52fi68NKoDG06k8ui3e1h/Io31J9KU/cN9nFjz7FDlRM35kuDL3cGG/m28aKkGRXgT//YYYk5nsGBtLDviMsnILyYlp+iqq+iJ5iEtz3rrltwdbRnY1outpzIstrf3c+G3JwfgaKvlaFIOvq52eFdYT3kp8/pRa0xxfPK7vcrtAHd71GoV++bcwLQf97MpNg1brZr5Vs5sNSR7Gw23RAZZexhCCCGqIAGauCZh3k48fl0bi222WjU3dKr6KvSZtHzm/n6YN281nQg52VmuT1PXU/GDpqZ/Gy/6t+lPv7eiSc4pIqughBCZfdEiFZWVaY8py1SP6RrAszdENPg47u8fahGgrXx6MJ0CXZX7FW9Xx/zrfaVTHI8kZRPg5lCr5tYHz2Xx0v8OcexCDmunD6WtrzMfrollb1mj+xs6+SlBpIeTLUsf6sv5rELstOoag0shhBCiobSoOVMLFy4kNDQUe3t7oqKi2LlzZ62O++GHH1CpVIwfP75+B9iMqFQqPr27R5WPVVyrUrEX25PD2lS1e4vm5Ww6IT2TXnNVPNH0ZeYXE3M6g9KyXmdgKgs/+J31dJizivSyDNo7d3SzSuGYUC8n5bZGrapyCuPlqGuZQTuZksvPuxNZeegC03/cz5iPtzBywSYSy4prrD+eyn82n6GoRE9xqYH/bD5D+9l/02HO39z86VaOXcgBYMQHGwmdscKixP+bt3ap9PWC3B0kOBNCCNFotJgM2o8//sj06dNZtGgRUVFRLFiwgJEjR3LixAl8faufgx8fH8/zzz/P4MGDG3C0zcPYboEMbuvDttPpfLr+FEeScpTHSvUGtBq1Us3sxVHteXhQuLWG2mgNaefDkaQc/j6ULNORmpnTaXl8tuE0R5JylIACTBno6OlDyS4s4Y5F2ygqKQ/YxnYLsNqazFYVpti62Guvak2kOYNmrCGDtvpIMo99u6fS9rRcHbOXH+aVcZ2YvGQXYKoqeSUeGRwmVdqEEEI0ei0mQPvggw945JFHmDx5MgCLFi1ixYoVLF68mBkzZlR5jF6v55577uG1115j8+bNZGVlNeCImwc3Rxtu6hrATV0DKCgupdPc1QAU6w2oVCql8MG4boFSBKMK47oF8tmG06w+mkyerrTSmj3RdE34fLuSFauouNTA4HfWW2yz1ar519A2PHGd9bLMDrYabDQqSvRGIkPcr+o5ytegVR2gZReU8NT3+6o9fsupdIuiRJd6cEAo/dt4MaKjH0tj4nntz6MEutkzc3RHRnetuky+EEII0di0iLO94uJi9uzZw8yZM5VtarWaESNGEBMTU+1xr7/+Or6+vkyZMoXNmzc3xFCbNdsKPYJ0JQb2JWRRrDdgq1UT6O5gxZE1Xh0DXAh0sycpu4ilMfE8cV3zbzfQEvxn85lKwVnv1h4422vZUKGoDkCIpwPrnruuxh5bDeWTST35emscr47rfFXHK1Ucq0mgnUrLpbjUgKOthgOv3Mi5i4X869s9+LrakVVQwqHz2cxefhgABxsNDw0KZfm+JIZ18OHFUR1wrVAl9sEBoYzpGoCvq2TMhBBCNC0tIkBLT09Hr9fj52dZuMLPz4/jx49XecyWLVv46quv2L9/f62/jk6nQ6crP+nKycmpYe+WR6tRo1Gr0BuMFOsN/K+sr1Owu4Nc2a6GSqWiS5AbSdlFrD6cLAFaE6A3GEnL1eHvVnVg8Pv+88rUPG9nO3a9PBwozy5tOZnOr/vO0dbXmUcHh6NtBIGZ2agu/ozqcvVlqZUiIdVEaOcumtpudA1yw0ajJszbidXPDgFg+b7zPPPjfmXfGzv78cLIDrwwsuoG9iqVSoIzIYQQTVKLCNCuVG5uLvfddx9ffvkl3t7etT5u/vz5vPbaa/U4sqbPVqOm0KAn6q1oZdtjQ2XtWU3m3dqFf46mcOBcNgXFpTjayq9tY7Pq8AX+9d+9lbZvnzncIlA7diGHaT/sV+6vfHqQEpiZDYrwZlBE7T93mhJ1DVMcM/J0ynsT5FE5oz62W4BFgPb6zZWLfQghhBDNQeO5NFuPvL290Wg0pKSkWGxPSUnB37/y1eDTp08THx/PuHHj0Gq1aLVali5dyh9//IFWq+X06dNVfp2ZM2eSnZ2t/EtMTKyX19OU2dlY/sjZaFSM6hxgpdE0DT4Vqst1mrvaosqfsL7tZzKqDM4A+s2PZs1R0+fOwvWnuOmj8qnSvVt7tLgMT0190FYfKf98vrNXSKXHtRo1r91smlr5v8f74+ZoU2kfIYQQojloEZfibW1t6dWrF9HR0UqpfIPBQHR0NFOnTq20f4cOHTh06JDFttmzZ5Obm8tHH31ESEjlkwcAOzs77OykVHNNJvQO4fNNZwCYPaYjE/u2ksIXl3FphmVnfCYD2jTPDEtjlparY8g76yks0TP/tq50D3anlZcjM/53sMbjHlm6u9K20V39+fc9veprqI1WTX3QzNt8XeyqbVb/wIBQHhgQWl/DE0IIIRqFFnNmPH36dB544AF69+5N3759WbBgAfn5+UpVx/vvv5+goCDmz5+Pvb09XbpYTp9xd3cHqLRdXJmZoztyW89gvJ1t8ZK+Q7W2+MHePLTEdKKfllu58p+ofz/tTqSwrGn0zF8PVXp86rC2PD+yvXL/173nmP7TgUr7jekawIuj2lfa3hKY15pWVcRRX5ZW6xMmHdmFEEK0bC0mQJswYQJpaWnMnTuX5ORkIiMjWbVqlVI4JCEhAbW6Rcz4tLr2/g3fZLepu76DH+O6B/LngSTWH0+VnmhWYC5gUZ0x3Syn6t7WM5jhHf2Y99dRuoe40yXIjVAvR9wdbetzmI1aTWX2S8qm7tpIwSAhhBAtXIsJ0ACmTp1a5ZRGgA0bNtR47JIlS+p+QEJcgbv7tuLPA0n8fTiZ/yvVY6fVWHtILUpBcWm1j8XOu6nKPn5uDja8e2f3+hxWk2KOvfRVLEIr0Zu2NYZ2AkIIIYQ1tagATYimrF+4J15OtmTkF3P4fA69WntYe0gtirlv2cjOftwd1ZrBbb05cC4LHxc7abJeSzVVcTRn0BpTWwEhhBDCGuQvoRBNhEqlomdZULbnbKaVR9OypOfp2HoqA4DRXQMY2s4HtVpFj1YeBHs4Wnl0TYevi2nd6dpjqfy0y7LKrbk6qa1GpjgKIYRo2SRAE6IJ6V0WoO2Ov2jlkbQsn20wtdbwcrJlYFupoHm1+oWXV2d88X8HiU/PV+7vSTD9TEsGTQghREsnfwmFaEI6B7oBEFfhxLYlSM0pYuH6U3y4Jpbi0obvA/fVljgAnr2hHd5SffSqOdlpebBCmfx7v9qBsWy6o7k6qVYyaEIIIVo4CdCEaEIc7UyFQXRWCFKuRmJmQZ20Bej7VjTvrj7BR9EnaTf770rT4+qTOTgDcLGXZbvX6tWbO/P7kwMBU2XMsxkFlOgNnM0oAGBct0BrDk8IIYSwOgnQhGhC7MqKURSV9eNqLAwGI7EpuRbV+fYlXGTwO+vp8+Zaftt37qqfe1d85fV2L16mOXRdySoo5p1Vx5X7vUOlR1dd6B7iTt+y93LGrweJTclFV2rA1V5LpwBXK49OCCGEsC65HCxEE2IurZ/ayJpVf7H5DG//bQpkhrX3Yf2JNIvHv405y609gi/7PEajkaUxZ1mwNhZvZzv+mDrIIkBqaH8eSEJXaiDI3YH1z18n1Rrr0Dt3dOO69zaw/UwmP5ZlRAPdHVBLHzQhhBAtnARoQjQh9jblAcIXm07z6JA2VhxNueX7ziu3Lw3OAJKziyzuX8wvxkarxtlOi8Fg5NU/j+DpZEtSViE/7TZl2y4WlHD0QjYHzmUDsHb6ELIKSrhjUQyhXg1TOfHH3abAoWuQmwRndSzU24kO/i4cT85lacxZAOxtpLefEEIIIWccQjQhDhVOYN9aeRxDFQ1/r1VBcSmpOUUcScqusqHwpfQGI8eTc2vcJym7iMPnTYFWdmEJQ95ZT5dXVpOep+Pg+eyyrNlJJTgzu/2zGKUoSLCHI5qy7EppPbzuS609msLh8zkAPDo0vN6/Xku0YGKkxX07CYKFEEIICdCEaEq8nO14eniEcn/eimO1CqJqw2g0snhLHJ3mrqbvW9GM+XgLIxdsYsXBC/yy5xzrT6RaVFA8m5FP6IwVtJm1Utm28YXrCHJ3UO7/8+wQperhPf/ZQYneQHx6Prm6UgDGL9zK2YzKFSkrVvoD6Bjgir2NRgnQ6iIwPZuRz/rjqcr99Dyd0iw5M7+Ymb8dAsDb2ZaeraQpeH3wdLK1uG8nGTQhhBBCpjgK0dRMv6EdW0+ls+fsRRZvjUOrUfHI4HCWxsQzoU/IFTVOTs0p4sddiQS6O/DczwcqPX4qNY8nl+2t1XN1DXKjtZcTn93bk7XHUpkyKAw3Bxvevq0rDy/dTXZhCVtOpeNaoRLiuYuFTPthv8XzPDQwjJfHdOS3fefJLiwB4L9T+gLUaQZt6LsblNv2NmqKSkzBmZOthvxiUxEWb2db/pg66Jq/lqias53lnyBpUi2EEEJIgCZEk7RgQiSD31kPwBebzvDFpjMAbIpN4/daBhQFxaX0fSu60vZWno4kZBZc0Xg6+Lvwv8cHANAt2J1uwe7KYyM6+eHhaMPFghImf72r2ueYOqwtd/UOIdDdHo1axT/PDmHJtnjuiWqFV1kWTqs2Jf2vNWt4aQbOHJwBSnAGpr5ngRUygqJuOVySMUvMLLTSSIQQQojGQwI0IZqgEE9HXru5M6/8ccRi+4Fz2RQW63GwrXmqmNFopNPc1ZW2dw50ZcXTgykq0aNVq4jPyGfLyXQWbTxDck55oY9erT0Y3TWAEA8HDEYjN3byr7H63qAIH/48kFTt412CXJl6fVuLIhF+rva8NKqDxX51lUH7o4axmE0ZFMbdfVtd09cRNVOpVHx+Xy8e+3YPYOqRJoQQQrR0EqAJ0UTd3iu4UoAG8NT3+/jPA71rPHZHXHlvscgQdz6aGElqro6uQW5AeTW9tr4utPV14f7+oRiMRrILS5Rs1pVYMCGSm7sH8sjS3co2lQreHN+VPqEetPV1RqW6/PQ2bVmAdq0ZtMVb4yzux789BoC0XB0pOUV0DnSt1XjEtRvZ2V95/4UQQgghAZoQTZaznZYnh7Xhm21n+e2JAWyMTWPeimOsPZaCrlSv9Ey7lMFgZOIX25X7vz0xAJVKRWsvp2q/llqtQo3qqoIzMGW+bujkR/zbY0jMLOCbbfHc1NWfXq2vrPGzOYOWpytly8l0BkV4X9V44tNNhUlsNWpWThusbPdxscPH5epeoxBCCCFEXZAqjkI0YS+M7MCBV24kws+Fu6PKp+Mdv1B92fu0vPIm1y+P7tjgmaIQT0dmj+10xcEZgLZCEYl7v9pxVV/faDSSV1ZFcsuMYbT1db6q5xFCCCGEqA8SoAnRxJmzSo62Wmw1pl/p/OLSKvc1Go0UViiCcV//1vU/wDqkuWSdW3ZhCbvjM6vZu2oFxXrMMyRd7GzqamhCCCGEEHVCpjgK0Yx0DHDhwLlsCnT6So+l5BRx86dbSMkxZdC8ne0sinI0BW4OlgFV99f+AeC/U6JqPd3RnD3TqFXY28g1KiGEEEI0LnJ2IkQz4mhruuaSkltksb2oRM8H/8QqwRmATRPsOWWn1fBVFQVQ7v1qBxkVpm6a6Q2WGUOA3CJTgOZsp5VCIEIIIYRodCRAE6IZiWzlDsDLvx3mxV8OkFpWGv+FXw7y4+5Ei31beda+oXVj0ifME+8qipX0mreWQ+eylQqPF7ILaTNrJR3nriJ0xgre/+cE2QUlfLfjLAAu9jKBQAghhBCNj8poNF5bvWpRrZycHNzc3MjOzsbV1dXawxEtwJ6zF7n9s20W227rEcSv+84r96cOa8uQdj6EeTs12YqFWQXFAOQUljLmk81KVszM3dGGrIKSGp9jSDsflj7Ut97GKIQQQghRUW1jA8mgCdGMdA92I+KSqoQVgzNvZ1vu6deKvmGeTTY4A3B3tMXd0ZZWXo4cenUk9/azbCh9ueDMxV7Lv+/pWZ9DFEIIIYS4KjLHR4hmRFvW10tvMLLy0AU+WBPLuYuF+Lva8+97e9ItyA2tpvldl7mtZzD/3Z6g3L+9ZzCrjyRTUFzKH1MHEertxOcbT7P2WCrOdhqWPhSFg23TKpAihBBCiJZBpjjWI5niKIQQQgghhACZ4iiEEEIIIYQQTY4EaEIIIYQQQgjRSEiAJoQQQgghhBCNhBQJqUfm5X05OTlWHokQQgghhBDCmswxweVKgEiAVo9yc3MBCAkJsfJIhBBCCCGEEI1Bbm4ubm5u1T4uVRzrkcFgICkpCRcXF1QqlbWHU0mfPn3YtWuXtYfRIHJycggJCSExMbHBKmq2pPfXGq7k/bXG978pa24/u43t+9/c3t/G5tL3t7F9/5uypviz25S+/03x/W3sKn7/hw8fbvX312g0kpubS2BgIGp19SvNJINWj9RqNcHBwdYeRrU0Gk2j/7Cqa66urg32mlvi+9uQrub9bcjvf1PWXH92G8v3v7m+v41Fde9vY/n+N2VN+We3KXz/m/L729i5uro2mve3psyZmRQJacGefPJJaw+hWZP3t37J+1t/5L2tX/L+1i95f+uPvLf1S97f+tWU3l+Z4ihaBGka3rLJ979lk+9/yybf/5ZNvv8tW1P9/ksGTbQIdnZ2vPLKK9jZ2Vl7KMIK5Pvfssn3v2WT73/LJt//lq2pfv8lgyaEEEIIIYQQjYRk0IQQQgghhBCikZAATQghhBBCCCEaCQnQhBBCCCGEEKKRkABNCCGEEEIIIRoJCdCEEEIIIYQQopGQAE0IIYQQQgghGgkJ0IQQQgghhBCikZAATQghhBBCCCEaCQnQhBBCCCGEEKKRkABNCCGEEEIIIRoJCdCEEEIIIYQQopGQAE0IIYQQQgghGgkJ0IQQQgghhBCikZAATQghhBBCCCEaCQnQhBBCCCGEEKKRkABNCCGEEEIIIRoJrbUH0JwZDAaSkpJwcXFBpVJZezhCCCGEEEIIKzEajeTm5hIYGIhaXX2eTAK0epSUlERISIi1hyGEEEIIIYRoJBITEwkODq72cQnQ6pGLiwtg+ia4urpaeTRCCCGEEEIIa8nJySEkJESJEaojAVo9Mk9rdHV1lQBNCCGEEEIIcdmlT1IkRAghhBBCCCEaCQnQhBBCCCGEaGGKSvToDUZrD0NUQaY4CiGEEEII0YK8/fdxFm08DUCIpwPezna8Mq4zkSHu1h2YACSDJoQQQgghRIuyKTZNuZ2YWci+hCwmfhFjxRGJiqweoC1cuJDQ0FDs7e2Jiopi586dNe7/888/06FDB+zt7enatSsrV660eNxoNDJ37lwCAgJwcHBgxIgRnDx50mKfzMxM7rnnHlxdXXF3d2fKlCnk5eVVep733nuPdu3aYWdnR1BQEG+++WbdvGghhBBCCCGs5EJ2IQDThkdwf//WABSVGIhLz7fmsEQZqwZoP/74I9OnT+eVV15h7969dO/enZEjR5Kamlrl/tu2bWPSpElMmTKFffv2MX78eMaPH8/hw4eVfd555x0+/vhjFi1axI4dO3BycmLkyJEUFRUp+9xzzz0cOXKENWvW8Ndff7Fp0yYeffRRi681bdo0/vOf//Dee+9x/Phx/vjjD/r27Vs/b4QQQgghhBANIDYll4sFJQCM7OzP/f1DlcdScoqqOUo0JJXRaLTa6sCoqCj69OnDp59+CoDBYCAkJISnnnqKGTNmVNp/woQJ5Ofn89dffynb+vXrR2RkJIsWLcJoNBIYGMhzzz3H888/D0B2djZ+fn4sWbKEiRMncuzYMTp16sSuXbvo3bs3AKtWrWL06NGcO3eOwMBAjh07Rrdu3Th8+DDt27e/6teXk5ODm5sb2dnZUmZfCCGEEEJYldFo5IYPN3Eq1TRzbO30obT1dSZ0xgoAgj0c2PLS9dYcYrNW29jAahm04uJi9uzZw4gRI8oHo1YzYsQIYmKqngMbExNjsT/AyJEjlf3j4uJITk622MfNzY2oqChln5iYGNzd3ZXgDGDEiBGo1Wp27NgBwJ9//kl4eDh//fUXYWFhhIaG8vDDD5OZmVnja9LpdOTk5Fj8E0IIIYQQwtrydaUWwdmYbgG08XEy3e4aAMCF7CJ0pXqrjVGYWC1AS09PR6/X4+fnZ7Hdz8+P5OTkKo9JTk6ucX/z/5fbx9fX1+JxrVaLp6enss+ZM2c4e/YsP//8M0uXLmXJkiXs2bOHO+64o8bXNH/+fNzc3JR/ISEhNe4vhBBCCCFEQ9ibcFEJzgAW3t1TaZi8YGIkAHqDkeX7zltjeKICqxcJaYwMBgM6nY6lS5cyePBgrrvuOr766ivWr1/PiRMnqj1u5syZZGdnK/8SExMbcNRCCCGEEEJUbe/ZLOX2O7d3s3jMRqOmV2sPAF763yHydaUNOTRxCav1QfP29kaj0ZCSkmKxPSUlBX9//yqP8ff3r3F/8/8pKSkEBARY7BMZGansc2kRktLSUjIzM5XjAwIC0Gq1tGvXTtmnY8eOACQkJFS7Ls3Ozg47O7saX7cQQgghhBD1xWg0kpar40J2EceTc9gUm86+hIskZZsKgNzVO5i7+lSe5aVVq5Tbqbk6wuykXbK1WC2DZmtrS69evYiOjla2GQwGoqOj6d+/f5XH9O/f32J/gDVr1ij7h4WF4e/vb7FPTk4OO3bsUPbp378/WVlZ7NmzR9ln3bp1GAwGoqKiABg4cCClpaWcPn1a2Sc2NhaA1q1bX8vLFkIIIYQQok6l5hYx/+9jhM5YQdjMlfR9K5pbFm7lpf8dYsWhC0pw1i/ck2dGtKvyOV66qYNyO7eopEHGLapm1dB4+vTpPPDAA/Tu3Zu+ffuyYMEC8vPzmTx5MgD3338/QUFBzJ8/HzCVvh86dCjvv/8+Y8aM4YcffmD37t188cUXAKhUKp555hnmzZtHREQEYWFhzJkzh8DAQMaPHw+YMmGjRo3ikUceYdGiRZSUlDB16lQmTpxIYGAgYCoa0rNnTx566CEWLFiAwWDgySef5IYbbrDIqgkhhBBCCNHQft9/nk/WnUJXqicxs7DKfTwcbZRy+gDzxnfh3n7VJxp6tvKgvZ8LJ1JyyS2SKY7WZNUAbcKECaSlpTF37lySk5OJjIxk1apVSpGPhIQE1OryJN+AAQNYtmwZs2fPZtasWURERLB8+XK6dOmi7PPiiy+Sn5/Po48+SlZWFoMGDWLVqlXY29sr+3z33XdMnTqV4cOHo1aruf322/n444+Vx9VqNX/++SdPPfUUQ4YMwcnJiZtuuon333+/Ad4VIYQQQgghqvfd9gSLgh9mg9p6M6yDL5P6huBoazrNLy41kF1Ygo/L5ZfhuDqYjskplAyaNVm1D1pzJ33QhBBCCCFEXbvxw43EpuTx4IBQwryd6BjgSt8wz2t+3oeW7GLd8VT+7/auTOjTqg5GKiqqbWwgq/+EEEIIIYRoIn7Zc47YFFP27NYeQXQPca+z53ZzsAGwmBopGp6U2RdCCCGEEKKJ+H1/eZ+y8LJG03XFPA0yNUdXp88rrowEaEIIIYQQQjQRZzMKAFj2cBQu9jZ1+twejrYAZBUW1+nziisjAZoQQgghhBBNgMFgJCHTFKC18nKs8+e3tzGFBsWlhjp/blF7EqAJIYQQQgjRADbFpvH11jj0hqur0ffF5jPKbT9X+xr2vDp2Wg0ARSUSoFmTFAkRQgghhBCiniVlFXL/4p0ARPi6MCjCu9bHxqfn81H0SX7bZ1p/5u5og42m7vMs5gyarlRf588tak8CNCGEEEIIIa6AearhuYuFDGzrhUqlqnI/o9HIhtg03vjzKGfS85XtGfmXL8JxIbsQrVqNWgXXvbdB2R7s4cC656671pdQJXMGTSdTHK1KAjQhhBBCCCFqaewnmzl8Pke5f1fvYN65o3ul/eLT83ng651KUY+K8nSlNX6N7MIShr67odJasOEdfPlwYiS22vpZpWTOoBWVSAbNmiRAE0IIIYQQohYMBqNFcAbw0+5z/LT7HJ0CXJk7rhP9wr0AeH9NrBKcdQ505aGBYWw+mcby/UnkFNYcoH21Ja5ScPbxpB7c3D2wDl9NZeY+aFnSB82qJEATQgghhBDiMgwGI3d+HqPcX3RvT/71373K/aMXcnjkm90cfPVGVCoVSVmFAMwb34V7+7UG4ND5bAByi6oOgFJzivhw7Um+35kAQP9wL9r5OXP/gFDa+DjXy+uqyL2szP7FAimzb00SoAkhhBBCCHEZp9Py2HP2IgAD23oxqksA++fewOKt8eQWlfD11nhydaXM/f0I+xOzlGCsYjNp17IMVW5R5Qya0WjkuZ8PsPlkuvI1/jslqtr1bfXBw7F8fKV6A9p6KEQiLk8CNCGEEEIIIS7j17IKihq1iv/c3wcwZZym39AOo9HI11vjAfh2+1mL44LcHZTbrvamU++cKjJo646nKsHZ7DEduSeqdYMGZ2Ca4qhSgdEIWYUleDvbNejXFyYSoAkhhBBCCFGDn3cn8tmG0wDc0j0QB1uNxeNVBVLv39mdADd7WnuVZ9BcygK03/cn0cbHmaeHRyiP7S7Lzk3qG8LDg8Pr/DXUhlajxtXehuzCEi7mF0uAZiWStxRCCCGEEKIav+8/zwu/HATAVqO2CKoqenhQmHJ78YO9ub1XMAPaWvY6c7Irz418sCaWvw9dUO4nlBUUaYi1ZjUxT3O8KIVCrEYyaEIIIYQQQlTjnVUnlNuf3duTUG+nKvebPbYTs0Z3RK2uflripcHX49/trbRPqFfVz99Q3B1tIaOALCkUYjWSQRNCCCGEEKIKJXoD58uqMS68uyfXd/Ctcf+agjOAjgGu/PrEAN67s3LfNLNQb8crH2gdMvdYK9EbrTqOlkwCNCGEEEIIIaqQnqcDQKtWcVMX/zop2tGzlQd39Arm+BujuCeqlcVjjw4Jt/oUR21ZkFlqMFxmT1FfZIqjEEIIIYQQVUjLNQVo3s52l82OXSl7Gw1v3tqVN2/tSp6uFHutulGUtTePQW+QDJq1SIAmhBBCCCFEFVJzTAGaj0v9VjN0tms8p+TlGTQJ0KzF+mG6EEIIIYQQjVB8Rj4AvvUcoDUmmrIATTJo1iMBmhBCCCGEEFVYWVYGv52/i5VH0nAkg2Z9EqAJIYQQQghxCb3ByN6ELABGdKy5emNzomTQ9FIkxFokQBNCCCGEEOISP+5KVG6HeFq39H1DsikrEiIZNOuRAE0IIYQQQohLrDueAkBkiDu+LvZWHk3D0cgUR6uTAE0IIYQQQohLmEvsP3FdGyuPpGGZ16DlFZVaeSQtlwRoQgghhBBCXCI9rxgA7xZUwRHKM2ifrj9FcamsQ7MGCdCEEEIIIYSowGg0kp5X1gPNuWUFaLf3ClZurzqSbMWRtFwSoAkhhBBCCFHB2YwCdKUGbDVqfF1bVoDWs5UHT1/fFoA/DyRZeTQtkwRoQgghhBBCVJCRb5re6O9mj51WY+XRNLz2/q4AZBeUWHkkLZMEaEIIIYQQQlRQVKIHwMGm5QVnAI62ptddUCKFQqxBAjQhhBBCCCEqKCw2BWj2ti0zQHMwB2hl74NoWLUO0B588EEKCgrqZRALFy4kNDQUe3t7oqKi2LlzZ437//zzz3To0AF7e3u6du3KypUrLR43Go3MnTuXgIAAHBwcGDFiBCdPnrTYJzMzk3vuuQdXV1fc3d2ZMmUKeXl5VX69U6dO4eLigru7+zW9TiGEEEII0fi9+L+DADjYtMxchpOtFpBS+9ZS65+6b7/91iKAefzxx8nKyrLYp7T0yr+JP/74I9OnT+eVV15h7969dO/enZEjR5Kamlrl/tu2bWPSpElMmTKFffv2MX78eMaPH8/hw4eVfd555x0+/vhjFi1axI4dO3BycmLkyJEUFRUp+9xzzz0cOXKENWvW8Ndff7Fp0yYeffTRSl+vpKSESZMmMXjw4Ct+bUIIIYQQomk5d7GAzLI1aOZApaVp7e0IQGqujuxCWYfW0FRGo7FWbcLVajXJycn4+voC4Orqyv79+wkPDwcgJSWFsLCwK86yRUVF0adPHz799FMADAYDISEhPPXUU8yYMaPS/hMmTCA/P5+//vpL2davXz8iIyNZtGgRRqORwMBAnnvuOZ5//nkAsrOz8fPzY8mSJUycOJFjx47RqVMndu3aRe/evQFYtWoVo0eP5ty5cwQGBirP/dJLL5GUlMTw4cN55plnKgWlNcnJycHNzY3s7GxcXV2v6H0RQgghhBANb+H6U7y7+gQAR14biZNdywzSur6ymlxdKdHPDaWNj7O1h9Ms1DY2uOq8bVVxXcUMVW0UFxezZ88eRowYUT4gtZoRI0YQExNT5TExMTEW+wOMHDlS2T8uLo7k5GSLfdzc3IiKilL2iYmJwd3dXQnOAEaMGIFarWbHjh3KtnXr1vHzzz+zcOHCWr0enU5HTk6OxT8hhBBCCNF0nM3IB+C+fq1bbHAG4OlsC0BSVqGVR9Ly1OnEWpVKdUX7p6eno9fr8fPzs9ju5+dHcnLVjfGSk5Nr3N/8/+X2MWcCzbRaLZ6enso+GRkZPPjggyxZsqTW2a/58+fj5uam/AsJCanVcUIIIYQQonHI15kKY7TxcbLySKyrV2sPANYeTbHySFqeKwrQli1bxt69eykpaf5zUR955BHuvvtuhgwZUutjZs6cSXZ2tvIvMTGxHkcohBBCCCHqWp7OVFOhJWfPAMZ1My35+SbmLIfPZ1t5NC1LrQO0wYMH88orr9C7d2+cnZ0pKCjglVdeYdGiRWzfvr3aCog18fb2RqPRkJJiGZmnpKTg7+9f5TH+/v417m/+/3L7XFqEpLS0lMzMTGWfdevW8d5776HVatFqtUyZMoXs7Gy0Wi2LFy+ucmx2dna4urpa/BNCCCGEEE1HflmA5tzCA7SBbb2V22M/2UJuUfNP0DQWtf7J27hxIwAnT55kz5497N27l7179zJr1iyysrKueHojgK2tLb169SI6Oprx48cDpiIh0dHRTJ06tcpj+vfvT3R0NM8884yybc2aNfTv3x+AsLAw/P39iY6OJjIyEjAtyNuxYwePP/648hxZWVns2bOHXr16AaaAzGAwEBUVBZjWqen15b0ffv/9d/7v//6Pbdu2ERQUdMWvVTQeG06k8sGaWFRAgJsDeqMRvcFIZn4xbXycee7GdgS6O1R57PYzGby7+gSzRndUUv9CCFGdA4lZHDyXRVJ2ERqVin9d16bFn/QJ0dhJBs3EVqvGVqOmWG8AICGzgM6BblYeVctwxT95ERERREREMHHiRGVbXFwcu3fvZt++fVc8gOnTp/PAAw/Qu3dv+vbty4IFC8jPz2fy5MkA3H///QQFBTF//nwApk2bxtChQ3n//fcZM2YMP/zwA7t37+aLL74ATOvgnnnmGebNm0dERARhYWHMmTOHwMBAJQjs2LEjo0aN4pFHHmHRokWUlJQwdepUJk6cqFRw7Nixo8U4d+/ejVqtpkuXLlf8GkXj8lH0SQ6eM6XqD5yzTNnvT8zif3vP0T3EHTuNGndHG169uTNatQpbrZqJX2wH4OutcZcN0IxG41VduBBCNF5Go5GfdicS5O5Iz9buONZQgnt/YhbjF2612LYzPpOfHutf38MUQlyD/GIJ0Mw+mhjJ49/tBaCoxGDl0bQctf7JO3LkCHZ2drRt27bSY2FhYYSFhXHnnXde8QAmTJhAWloac+fOJTk5mcjISFatWqUU+UhISECtLp+JOWDAAJYtW8bs2bOZNWsWERERLF++3CJwevHFF8nPz+fRRx8lKyuLQYMGsWrVKuzt7ZV9vvvuO6ZOncrw4cNRq9XcfvvtfPzxx1c8ftH0nE61nI774IBQOga4MPPXQxjKipMeSMxSHv+nisWxtprKs4ONRiNx6fmsP5HG8n3nOZyUjdFougIV7O7Askf64e9mX+k4IYR1FJcaOHYhBy9nW1YcvIBKBRn5xWw9lc6xC7m8enNnuga5ERnirhyzIy6Tl/53SLnfP9yLnq3dScnRkZ6nw8/FnoTMAmLOZFh8rRBPBxIzC9kZl8mRpGy5Ci1EI2YuEiLZbripawARvs6cTM1DV6K//AGiTtS6D9rIkSPp3LkzH3zwgbJtxYoVLFu2DF9fX6ZNm0ZoaGh9jbNJkj5odctgMPLznkSCPRwt5kVfqevf28CZ9Hx+fLQfka3csdNqlMdK9AbWH08lIbOAeSuOVfsct/UM4oO7Ii3GNvX7vaw8VHX1UbOXR3fkwYGh2FQR4AkhGtaT3+1lxaELl92vT6gH3YLdycjTsfJwMsWlV3YVed74LtzbrzWhM1YAMOOmDvxraJurGrMQov61m/03xaUGtrw0jGAPR2sPx+rGfbKFQ+ezWfxgb67v4Hf5A0S1ahsb1PrSwIEDB5g7d65y/9ixY9x66634+vqi0+n47rvv2L9/v0WTZyHqSqnewCt/HOG7HQnYatXEzrvpqp9LV3ZyZW+jsQjOAGw0am7sbCoU8/DgcPJ0peQVlRKXns9/Np8h+niqxXOYPfHdXlYdMQVnDjYa7ugVTJ8wT57+3nLa75srj7HpZBrfTom66vELIa5dUYmejbFplbZ7O9uiVavxdLLlVGoexXoDu+Ivsiv+YqV9HxsSzrmLhSRkFmAwGmnj40y4jxMpOTq0ahWtvRy5O6qVMg3y4UFh/GdLHBcLiuv99Qkhrk6J3qBchJEMmom9jemi8kNLdrPphWG08pKgtb7V+icvOzvboq/X0qVLCQ8P58iRI5SWljJ27FjefvttmSYo6pzRaOSWhVs5kmRq/H2lV6/NUnOLWHnwAufLGi7aai+fxXK20+Jsp8XfzZ7+bbz4fmcCM389xInkXHbHZ7Jo42kOn88hOcfUpH32mI48PDhcOf7m7qYLFnHp+Tz53V6OXshh88l09AYjGrWsTxOiIWUXlPDVljOczyrif3vPAaBRq4iePhRPZ1tc7W0s9i/VG/jf3nOcu1hIcnYR7o42XMgu4khSDnPGdrziK8nmz5yr/QwTQtQ/cwVHkDVoZhF+LspFqiHvrpfMYgOo9U9ecHAwFy5coFWrVgBER0dz5513otFo0Gg0zJw5kyeeeKLeBiqav9ScIvYmZKFRq9hwIpV9CVkEuttjNKIEZ2ZXU4DjhZ8PWlwxt6tFgHYp8zGnUvO4Y1GMxWNB7g48NDCsyuPCvJ343+MD6Dh3FWC6ei8f/ELUvdNpeZxKzaNfmBdujpYB15ebz/Dp+lMW2/QGI6HeVTej1WrUTOjTqs7GZp7aXKKXAE2Ixiq/2LTOylajluUIZd64pQtHknKU9fmfrjvF27d3s+6gmrlanyGOGDGCDz74gB9//JGzZ8+yd+9e3n//feXxNm3aSGNmcdXOZuQz9N0NlbYfvZBTeWdMJ1VaTeUA7e9DF7DVqhne0Y+iEj3nLhaSpyvlSFK2RXDm6WR7VQU7osK9aOXpyMX8YvRGI852Wu6OaoWdVsNNXfxR15AVqxgQSoAmRN06kZzLikMX+Dj6pLJtYFsvFj/Yx5TxWn640oUegB6t3BtsjJJBE+LqHEnKJszbqcaqqXXFXAjjai7iNlcatYrvH4li5q+H+H1/Ej/sSuSJ69rKVMd6VOuf9NmzZ9OjRw/Cw8MpKioiJCSEQYMGKY+npKTg7OxcL4MUzd/TP+yv8XEbjYq/pw1hxAemfnwleiPm5WNHy066EjILlFKw1RnSzodPJvXARqO6qg/6IHcHNr047IqPA1CrVdhp1ehKDRRKJSQhrtrh89kcPp+NrVaNRq1ixv8OVfk7tfVUBu1nr6q0fces4ew5e5GdcZlM7BtS6fH6Yqtk0GpVm0uIFuN0Wh5zlh9m2+kM7LRqbokMJNjDERd7LdHHUtlyKh2A/9zfmxGd6rdIhbnnV22WQbQkjrZaHhvSht/3JwFwz1fb2fTCMGknVE9qfYYaFBTErl27+Pjjj8nKymLq1KkW35R169bRrl27ehmkaN70BqOSNv9kUg+GtvfB2VZLYYmeeSuOEuDmwNPDIyyuOhfrDaRn6pi9/HCVC/3NHGw0eDja4GCrYVz3QB4dEt4gV+CqY2+jQVdqkF4iQlyl81mFjP1kS7WP39krmEeGhPPR2pNVVmh87oZ2+LnaM7prAKO7BtTnUCuxKcv6SwZNWFtqThEvLz/MmbQ8vn+kH76u1mkBU1Si5/W/jrJsR4KyTVdq4Kfd56rc/+N1J+s/QCuVAK06EX7OdApw5eiFHBIzCykoltlA9aXW7+q8efPo2bMnL774otKjrKKjR49y++231+ngRMvw6h9HlNujuwYoxTOc7LTMv618jrNNhSmNKw5eYNZv5b2ILvXokHBu7RFEB3+XRnV1x8FGQ3ZhCUWSQRPiiiRlFeJsryWprMgPQMcAVxIzCwCY2CeEF0d1UE6qFkyM5P7+rTl3sZAwHyeC3R1ABb4u1utFaFuW9i+WNWjCivYmXOSJ/+5VilvFnMnglsigBh+HrlTPlG92sfWUZc/AvqGe2NmoMRiN7Iq/SHGpgUA3e5Kyizh4LpuL+cV4ONnW27gkQKuejUbNn08Nos2slYApmHays/KgmqlaB2hz585VTnT9/f3p2bMnvXr1Uv5funRpvQ1SNF97Ey7y7fazyv2aKhuqVCq0ahWlBqNFcLbo3l4EutujUato4+NMqcHYaEvjmkvVyhRHIWrHaDTS7bV/yC0qpa2vMzNGdQBMwdnf0wZXe5yNRk1UuBeNqaGF+SKTFAkRDS23qITTafnM+N9BjifnWjyWUhaoNRS9wciOuAzeWXWC/WWzZwA+v68XI8va3JgZDEZUKkjN1RH1VjQA03/az1cP9Klxzfe1UAI0KRBSJY1ahY1GRYneKLMB6lGtz2L79OnDhQsXmDx5Mt7e3uzdu5dff/2Vt956C71ej4+PDz179mTlypX1OV7RzBw6l63c3vjCdZfdv3OQmzIdEmD5kwOJDHGv+4HVE3sb0xV0yaAJUT2j0UhmfjEfR5/km5jyCzinUvN4e9VxABxsmt7JkxQJEdaQmlvEde9uoKDY8u+O+YLnheyGDdA+WhvLx+vKq6nW1LjdHIT5udrzyrhOvPbnUdafSKPba/+w5aVhuDvWfSZN1qBdnp1WQ4m+FF2pnpyiEvR6Iz/uTiQ+PR+jEdr5u3B7z6B6+f60FLUO0Hbs2MGSJUuYNWsWffr04YMPPqBNmzbodDr279/P3r172bdv3+WfSIgKzNOVJg8MpbVX1aWuK1r2cBQ/7ErExV7LLZGBlRpNN3YOtqbxFhZLgCZEVf44kMSc5YfJLiyp8vFTqXlA+e9SU2IrZfaFFRy/kKsEZ36udjw7oh0T+oTw3x0JzFl+mF3xmQ06nrNl05IBHhwQWm1wdqnJA8Pwdrbjqe/3kacrZV9iFsPa+9b5+GSK4+WZP8PGfbKFnKLSKvdJz9PxUtmMB3Hlruin78EHHyQ2Npb27dvTs2dPZs6ciV6vJyoqiscff5wvvviivsYpmqmksit3gW4OtdrfyU7LlEFh3NU7pMkFZwD2ZWMukivoQlRyJi2PZ37YZxGctfV1ZsGESOLfHsPUYW2V7a08L39Bp7GRDJpoaHHp+by7+gQA/cI92T5zOBP7tkKlUnFDR1M9gSNJOWTk6RpsTKVlVUzv6h3MK+M6XdGx47oH0r1s1kxKPWX+lAyaTHGslrezaeFZxeDMxV7L7T2DcSlbYvLZhtPM/f0wexMuWmWMTd0V//Q5OzvzzjvvsHv3bg4fPkzbtm1l/VkjF5eez8L1p5iz/HCDzzW/nNNlV8NDPFtGLw3zVf8iyaAJYaGwWM+rfx7FYAQPRxvWPDuE2Hk3sXb6UMb3MBUweH5ke75+sA8zbupwxSd2jYG56W2xlNkXDeSl/x3k0HnTUoJ2fpZFs/zd7OkU4IrRCGuOpjTYmMzZl27B7ldVxGtgGy8APlgTi8FQ979LkkG7vIcHhym3W3k6svnFYeydcwPv39Wdb6b0VR5bGnOW2/69jayCYmsMs0m7qkoKpaWl6HQ6Jk2aREpKCpMnT2bs2LF4enrW9fhEHTiRnKNcQfv7cDKju/rjYq/l2RHt0FrxClFBcanSiLpLkKvVxtGQzEVCikolQBOiojXHUthU1jJj5uiORPi5VLnfsA6+DOtQ99OaGoKNTHEUDSw+PR+AYe19eGZE5VZIIzr5cfRCDjN+PcRbK4/RxteZX/41oMaCXdeqtCyoqliZ+Urc1781/95wmtRcHfEZ+YT71G0PXikScnmTB4bx4IBQ8ov1lYqy9WzlQfRzQ9kTf5EX/3cQMPWkHNOtYduaNHW1DtDefvttDh06xKFDhzh+/Dj29vZ069aNvn378thjj+Hm5laf4xTXoEcrD1p7OXI2o4D0PB1Lyxbd92zlwfCOtesnUlisZ+updHbEZbApNh0jRnq28qB/G68rKs97+Hw2+xIuMryjHwPeXqdsD3Kv3RTHps5cJGTu70eY+/sRRnb245NJPeVKnWjxzNMa2/o6c1fvhmse3ZBkiqNoSHqDkfSyqYv/d3s3PKsoTX9331b8vDuRC9lF5BSVsi8hizazVuJir+XrB/vQO/TKLrzrDUZKDYYalyCYL1Bo1Vf3dy/AzQFvZzvS83SczSyo+wBNioTUikqlqrZidhsfZ9r4OLP/XBbLdiRw4FyWBGhXqNYB2qxZswgNDeWBBx5g0qRJ0pS6CfFztWfjC8PYcjKdr7fGEX08FYAp3+wmMsSdd+/oRoSfC6sOJ7PtdDrOdlr0RiMTeoew+WQ6RSV6vtx8hvQ8yxR1bEoeP+xKpHOgG219a/cB+eSyvZzNKGDO70cstjemXmX1ye6SD/zVR1L4cvMZnqywtkaIlkhXVtm0c2DzzaZLkRDRUIxGI1OX7cVgBLUKvJyrblbl72Zvmp6WkMUvexKVBtG5RaXcsSgGO62aXbNH4GpvU6uve/eX29kRl0n3EHfstGp2xmXiaKth2vAIbusZjI+LnbIGTXuVGTSArkGurD+RxuP/3cO+OTfWadEgmeJYd3qEuLNsRwJfb42jfxsvBrX1VmYSiJrVOkAbPHgw+/fv57XXXuO9996jW7du9OzZU/nXpUsXNJqmV7ShJRkU4c2gCG9m/O8gP+xKBGB/YhY3fLgJR1tNpRK8n288U+1zdQ505UiSaXriqsMXmHp9RK3GcDajoNK2/z0+oLYvocnrHuzO9zsTLba9u/oEd/UOwcdFuj2KlktXdlJk3wSL/9SWZNBEQ9gYm8ZXW+KUKcP+rvY1TlnUatT0DfOkb5gnA9t6M+2H/cpjulIDH689yeyxl1/zmVtUwo44U0XIiu1wCor1zP/7OPP/Pk6v1h7sOWsqGnEtJ+pD2vmw/kQaRSUGpv2wjy/u733Vz3Up82fRpRdUxZWLCvNCpYISvZHJX+9StvcP9+LFUe3p0crDiqNr3Gr907dx40ays7M5ceIEX375JQMHDuTYsWM899xz9OjRA2dnZ/r27Xv5JxJWN3lgGCGellMKzcFZG5/KldFUKri5eyDjIwOVbf++pyeju5oaSv59OLnWX9uhbIrfO3d04/gbo4h/ewy9WrecX9CJfVux4fnrOPjqjaydPkTZbi4dLkRLZc6g2TXB/ma1ZV5zUywZNFFPNp9M44HFO5XgLNjDgX+mD6318bdEBhH/9hh2zhqubPtl7zlKa/iZNRqNHLuQw58HLijbJvVtRbi3EyqVqd+aV9n0SnNwBlS6KHwlJvZpxYiOprWo/xxNoecbaziVmnuZo2ono2y2kIf08Lpmrbwc+emx/kzqG2JxkSDmTAa3/nsb206nW3F0jdsVFwmJiIggIiKCiRMnKtvi4uLYvXu39EFrItr7u7D5xesB0xWvzPxiCor1qFUq2vubFubHpuSy7VQ6PVp5KCVt49LzWb4/CTA1KXxhZAdWHkpWSvRWN4WiolKD6UN+cIS3sh6rpQn1NgXBrvY2ytVEqXAkWrrUXNNameb8uWDOoMkUR1FfvtueoNz+/L5ejOzsf1XP4+tqT+y8m+g9bw1ZBSUcT86lS5BlrYHiUgOFxXq6v/6PxfbBEd7Mv61rpefcm3CRn3cnKrNICoqr7p9VGw62Gj6Z1JORCzaRkFlAZn4x//rvXtY8O+Sal0ykla3b867FOY24vD6hnvQJ9eThweF8uu4Uv+07rzx295c76BbsRs9WHky9vq285xVcVRXHS4WFhREWFsadd95ZF08nGpCLvQ0uVcwtb+fnQrtLqqhVrLhkp1Xj72ZPGx8nTqflc9NHm3lhZHvuvMzifnP1pvqsENWUeDia3vusapryCtESpOYW8WvZH+0BZSW0myPzGjSZ4ijqw4K1saw6YprR8u4d3a46ODOz1app6+vM3oQsNp9MtwjQ5iw/zLfbz1Z53MODw6vc3rOVBz1bedCjlQerDydzW8/gaxqfg62G1c8M4aElu4g5k8Gp1Dxu/fc2fntiwDUFaQlljbQvnWkkrk0bH2c+nBDJhxMiSc/TMfnrXRw6n83Bc6Z/S7bFY6dV8+2UKPqGSVX45juXRNS5ihWXNGXBWs+y+cOpuTpe+OUgKw9dqPJYMFV3Mpa1LLG5yupNzY172RSKi5JBEy3YkaQciksNhPs4MbSdj7WHU2/Ma24MRtPnoRB1wWg08vv+8yxYe1LZZp4Nc63MPUr/b9Vxvt1+FmPZH/FLg7PhHXyJf3sM8W+Puezv8F29Q/jqwT7VVgC8Eg62Gr57OIrry1pv7E/M4tZ/byNPd/XZuYQMU2uCVp6Vl3yIuuHtbMcfUwey7rmh3NSl/EKCrtTAA4t3Nmjj9MZKzpJFrfm52nFdex9GdPRVOsXf2sOyxP4T3+3l9s+2kV/Fh6N5eiNcW/Wm5sScQbuYLwGaaJm+35nA1O/2AhDgZt+sK7pWrAq3+kjyNZ1ECmH27w2nLQp7vDSqA12D6qb10bMj2ikFrOYsP0yPN9bw/c4EXO3Lg6vBEd68c0e3Ovl6V0OtVrH4wT5KP9X9iVn8uvfcVT1XTlEJFwtMM1paeTnW2RhFZSqVinAfZz67txfbZw5n9piOABSW6DmeXDfrCZuyOpniKFoGlUrFksmWhWAGtPUm/u0xLN4Sx+t/HQVMi4Bf//Mob9/e1eJky1xaF66+/0lz4+dqD8CXm+PoEuR2RT3lhGhqjEYjCZkF/LQ7kYTMQroFufHmymPK4z7NfP2Bo60GZzstebpSnigLSgGWPtSXIc04cyjqz7fbz/Lu6hMAuNhr+fL+3vQLr7tpwqHeTvz2xAC+3X6WzzeeIaughJm/HlIe3zrj+kbTx/STST0Z9t4GAM5fLLyq5zA39vZ2tq2TDJ+oHX83ex4eHM76E6lsPZVBWq5k0OQsWdSJhwaFsX3mcAa2Nf1h+HF3IsPf38hHa0+ycP0p5v5+mPf/iVX2lwyaSXiFqpn/9/dxK45EiPq3My6Toe9uYOH60/x5IMkiOAv3ceL+AaHWG1wDUKlUrH52SKXtz/18gKKSq69oJ1qmTbFpzFl+WLm/5aXr6zQ4Mwv2cGTmTR3Z8tKwSo/ZN6JS9GHeTrw0qgMAv+w5x8mUK8/CrC5bw2ee2ikalrlyZlL21QXYzUnj+c0STZ6/mz3fPdyPkZ39ADiTns+Ha2N5d/UJlsacZfHWOGVfrRQJAWBoO1/6hZsWw6bk6pT5/UI0R/sr9Eaq6MVR7Vn33HXKmtbmLMjdgc/v68VNXfy5vaxIQlquji6vrGbN0RQrj040FTvjMrl/8U4AerRyJ27+aNwcatdM+moFezhy+LWRFtsaW9XVu3oH4+lkS0Z+MTcu2MR/qylkUp2ssumNjSUr2NJ0CzZNzf1sw2myW3jxNAnQRJ17547uNT5ub6Nu1utMroRGXT5tVG8wkitrUkQz5lxh3cqPj/bj4Ks3curNm3jiurZWHFXDG9nZn8/u7cX7d3VXLmiVGoxXfDIpWqZSvcEic/buHd0b7G+qs52WV8Z1wt5GTd9QTxxtG1eA5uVsx9KH+hLh64zRCLOXH+bn3Ym1Pt48tU6qCFrH5IFh+LjYkVtUSvfX/uH1P4+SnF3E7/vPczqtZfWLlQm2os65Odhw5q3R/LL3HK08HfF2tmXloWRaezmy5+xFxnYLvPyTtCD2NhrcHW3IKihh8ZY4nhnRztpDEo3U0aQcRn+8mTdu6cx9/UOtPZwrZi5cOKqzP1H1MBWrKfr8vt4cPJfFzZ9uZW/CRQwGI2qZYSBq8NWWOE6UTd9bdG8v2vo6N+jXnzwwjAf6hzban9MuQW6snDaYKd/sZlNsGu/9c+KyLYDMYsve13Dvhn1PhYmNRs2gtt5Kr7TFW+MsZl+F+zgxe0xHVh5Kpr2fC48MqbqlQ3MgAZqoF2q1irsqfCA+PdxU8leKYFTtieva8NbK4yxYe5K0XB3Xd/DlbEYBRuCGjn5STUqwL+Eit/57GwBzfj/SJAM08xReqRFkqVOAK462GnKLSolNzaWDv6u1hyQasZgzGQB0DXJjREdfq4yhsQZnZjYaNe/d2Y2+b0aTkqOjoLgUR9uaT3kPnssiPsPUA61zoPwOWsur4zrTN8yTlYcusPlkusVjZ9LyeWjJbuW+BGhCiHp1e89g5v99HKMRvtuRwHc7EpTH3vjrKH89NciiSaho2oxGI8V6A0eTcjiclEN8ej5uDjY42WmJ8HWmZ2sPcotKiE8vYNvpdGw0aj5YE3v5J27kDGUpNJnibEmrURMZ4s620xnsjr8oAZqoUUqOaRrecze2Q6uRqx3V8XWxV6qmPvbtHt6+vVuNa8s+jj4FwE1d/PFwsm2oYYpLuDnaMKlvK67v4EvUW9GAqZXDmbR8zmdZFg/Rleqx0zauabZ1RQI0IRoBL2c73r+zOy/8crDKBrZjP9nCF/f14sbO/uTrSsnIKybE06FFnuieScsjOaeIfmFeVrmKezw5h1Avp6taHJ9VUMyYj7dQrDdcUxlh7yZajt78o61pgT+3l9MpwJVtpzOUMt9CVOWDf05w7EIOUN6mRVTP382eU6l5bD6ZzmcbTjFvfNdq9z130ZQ9MxfvEdbl52rPRxMjOZGcy6S+rQj2cCA9r5jH/7uH3WcvAvD7/iSL2VrNiQRoQjQSt/UM5rYKfxiMRiOfrDulZE6e//kAu9v7cvtn2zienIuDjYZvp/QlMsQdjVrFiZRcInxd0DTyqSfXoqhEz+iPN1NUYuD1WzpzfwNP89t+JoOJX2zH29mO2WM6EuzhwPmsQrILS7irdwhZBSVsO53OydQ8eoS4U6I3cvBcFm6ONqTm6PjzQBIZ1TQlH9LOh3xdKbEpueQWWRaLCfd2ok+oJz4udny6/hS6JlqS3WCe4th8f0SvmrnYgq7UYOWRiMbqnyPJfLzulHI/wE0CtMuZMihM6du27lgqxluMVV7YLC41KM2RfV2b5gWw5ujSZTE+Lnb88vgAhr67nrMZBbz4y0EGtPEi2KN8GcixCzlsPpnG7viLHL2QQ1ZBCXqDkZiZ1+Pu2HQyoxKgCdFIqVQqnh4eweSBoXR99R9yikrp8upqistO4ApL9NyxKKbScc+MiGDa8IhmmV3LKSqhqMT0+hPK1go0lISMAiZ+sR2A9Dwdz/y43+Lxub8fqfVztfdzYUg7b/qEenJjZ3+LxwwGI2czCwh0t8dGrUalKp8SmJRVaArQmuhJfHmA1vx+Nq+VXVlGVvqhiaqcu1jAo9/uUe7/3+1dm9TJprVM6tuKcd0DiXztH5KyiwibuZI2Pk48PDgcf1d7TqflcXP3QA6ey1aOCfV2quEZRWPw+i1deKCszcTptHwC3Bw4npzD1GX7iKtmFsLSmLM8PTyiIYd5TRrF5OWFCxcSGhqKvb09UVFR7Ny5s8b9f/75Zzp06IC9vT1du3Zl5cqVFo8bjUbmzp1LQEAADg4OjBgxgpMnT1rsk5mZyT333IOrqyvu7u5MmTKFvLzyEp4bNmzglltuISAgACcnJyIjI/nuu+/q7kULUUsu9jbc268VgBKc1WTB2pPKlcDmxlDh5Td0kPJNTLzF/bDL/BGveHXby8mWCb1DeGVcJ5Y/OZBVzwzm5TGdKgVnYFp8H+bthJ1Wg1qtsgi0zdMqi/WGKqfCNnbmITfHiwfXyvy9LWqiwbeoX3vKpnQBHJh7IxP6tLLiaJoWZzstk/qWv1+n0/KZ+eshJi/ZxbwVx+j7VjQPLzUVnpjQOwRX+/rtJyeu3dB2PkrPtAcW76TT3FWM+XiLRXDWJciV2WM6smBCJK+O68SDA0OtNNqrY/UM2o8//sj06dNZtGgRUVFRLFiwgJEjR3LixAl8fStXJ9q2bRuTJk1i/vz5jB07lmXLljF+/Hj27t1Lly5dAHjnnXf4+OOP+eabbwgLC2POnDmMHDmSo0ePYm9vOmm65557uHDhAmvWrKGkpITJkyfz6KOPsmzZMuXrdOvWjZdeegk/Pz/++usv7r//ftzc3Bg7dmzDvUFCAG/c0oUTybnsijf9kXa117Jv7o18vuk0scm5tPZyIjYll78PJwOmJo+v3dyZ+Ix8nO20xKbksT/xIg8MCLWYCtDU6Cs08taVNlymoVRv4KstplK/PVu5881DfXGxtyFfV4pGrWJjbBpFJXqiwrxwd7SxWJ+mNxjrbNqpnbb8mpquVH/ZqmSNjUxxrJ75e3s0KRujseppWKJlKNEbSMwsYOupdPYnZnM+q4DtZzIB6BvqiZujBBBX6o3xXZg2IoLJX+/i0PnsKvdRqeD+Aa0beGTiarXxcVYynxUv2M4b34Wbuvjj1UTXapupjEajVS/DRkVF0adPHz799FMADAYDISEhPPXUU8yYMaPS/hMmTCA/P5+//vpL2davXz8iIyNZtGgRRqORwMBAnnvuOZ5//nkAsrOz8fPzY8mSJUycOJFjx47RqVMndu3aRe/evQFYtWoVo0eP5ty5cwQGVt2na8yYMfj5+bF48eJavbacnBzc3NzIzs7G1VWqcolrU1Sip8OcVcr9+LfHVNpn4fpTvLv6RI3P89sTA+jRyqPOx9cQEjMLGPzOegAGtPHi9Vu64Odqh0s9X/F8/58TfFK29uOPqQPpFuxer1+vOqV6A21f/huAvXNuwLOJVRoz/3xO6B3C/93RzdrDaVTWHk1RruLPHduJhwaFWXlE4moUlxo4k56Hj7NdtSeIG2PT2B2fSd8wTzQqFWfS80nP0xEZ4s5fBy+w6nAyebrSKo997oZ2PNWEpmk1RtmFJRw8l8VHa08yqW8rbLVqdKUGugS5SgXVJqSguJRtpzLQqFX4uNhxMjWXgW288W3kxXNqGxtY9fJrcXExe/bsYebMmco2tVrNiBEjiImpvLYGICYmhunTp1tsGzlyJMuXLwcgLi6O5ORkRowYoTzu5uZGVFQUMTExTJw4kZiYGNzd3ZXgDGDEiBGo1Wp27NjBrbfeWuXXzs7OpmPHjtW+Hp1Oh05XXpktJyen+hcvxBWyt9GgUkFNl1SeHNaW+PR8ft5zTtnmZKshv7g823Trv7cR7uPEo4PDmdi3aU2TqTitb9vpDEZ8sBGVCkZ3DeCB/qH0CfW4oszD6bQ8bCuUqQ7xtMwu5haVMHXZPjbGpgHg4WhjteAMTOXYtWoVpQZjg2YQ64q5zL70QatsWAdfhnfwJfp4Kp+uP4WzvRZPR1uGd/SVbFojllVQzLKdCXQNciPAzZ5bPt1KfrEelQoeGRzO7vhMwn2cmXFTB2JOZ5CcXcSbK4/V6rmd7bS08XHC1cGG+Ix8pgwMa/DCSM2Rm4MNgyN8GBzhY+2hiGvgaKtlRCc/5X5za0Vk1QAtPT0dvV6Pn5+fxXY/Pz+OHz9e5THJyclV7p+cnKw8bt5W0z6XTp/UarV4enoq+1zqp59+YteuXXz++efVvp758+fz2muvVfu4ENfqwQGhfL01nr5hntXu884d3ZhxUwcuZBcR4umIm4Mpu/TDzgRmlFWzOpOWzxebzzS9AK2K6NRohBUHL7Di4AW8ne2YNboD7f1dcLW3QatREeBWdd+bYxdyuOmjzRbbQr0cGdDWmwhfZ0r0Br7Zdtai78rCe3rW7Qu6CvY2GvJ0pUqxlKZE1qBVT6NW8eKoDkQfTyUzv5gXfzkImKo7fnZvL4a2k5PJxmJTbBpfb43jQnZRtet9jUb4YtMZAPYmZPFLhYtmZo62GjRqlVK1VaNWMSTCm4cHh9Mn1BNbrVzJEKKlaloLGKxk/fr1TJ48mS+//JLOnTtXu9/MmTMtsns5OTmEhDTP/gzCOmbc1IHOgW5E1RCgqVQqvKqYXnNjZ39WH0nmYkEJ+xOzyCuqegoNcMVrYEr0BrSXFLSoD4YKGbS/nhqEn6s976w6rmQM0/N0TP/pQKXj2vk5k5qro0eIO24ONvRq7aGs16soPqOA+IwEi20ONhqua+/DgDZe9AvzquNXdOXsbdTk6a692l9Gno7UXB0dAxpuSo95DZr0Qatae38Xpg2P4KPo8qJWBcV6Hli8kymDwpgztpMVRyfMHvh6Z7UzGTwcbbi3X2u2nErnVGpepZYZ7o42DG3nw8A23tzZOxiVSkVxqQEbjYoSvVGCMiEEYOUAzdvbG41GQ0pKisX2lJQU/P0rVzcD8Pf3r3F/8/8pKSkEBARY7BMZGansk5qaavEcpaWlZGZmVvq6GzduZNy4cXz44Yfcf//9Nb4eOzs77Oya9qJE0bjZaTXc0evqmmh6Otny9eS+xKXnM+y9DaTm6vjP5jNsjE3j0SHhbD+Tgd5gyiztiMtgUFtvOga40jXIjcISPdvPZHIiOYdBbb0Z1sGX1FwdX2w6Q1ZBMafT8uke7MY3D/Wt19LP5vjMy8lWmc7w7p3dmTuuE0tjznL0Qg5HzmeTnldssYYjNsVUoXX9CdNUxeX7k5THZo/pyH39W7MvIYsDiVn8vOcc8en5dA50ZVz3QCb0Can3NW5Xwk57bf2y9AYjX2+NY94K0zSrZQ9HMaCtt/J4qd7AppNpHDyXTbCHI7pSPde19yXIvepM5JUwSpGQy3r2hnY8NjQcgxEOn8/mwa93UlRiKlJz+Hw2RSV6+oV78eKoDs2652FjpDcYue+rHRbBmbezLT//awDOdloMRiPeznZo1Cqeu7G9csxv+85jo1Fxc/fAKi9imYMyW618P4UQJlYN0GxtbenVqxfR0dGMHz8eMBUJiY6OZurUqVUe079/f6Kjo3nmmWeUbWvWrKF///4AhIWF4e/vT3R0tBKQ5eTksGPHDh5//HHlObKystizZw+9evUCYN26dRgMBqKiopTn3bBhA2PHjuX//u//ePTRR+v41QthHS725b/25pP0zSfTK+239lgqa4+lVtq+NyHLolmq2YFz2bz251E+nBBZd4O9hF5Zw2R5IuNib8OTw9pabCsq0bMpNg0XexuScwrZHJuOo52G4xdy2V1WslqjVjGueyB2Wg39wr3oF+7FY0PbNOoqenY2ppO5y2XQjEYjh8/nkJZXRL5Oz2/7zrMrPpOiEj0l+vIzzHdWn2B5WYD26bqTvPdPbLXP+dT1bZUTz6shUxxrx1yds1+4F9tnDmfiF9s5npzLjjhTJb8D57Jxd7Tl8evaWHOYLYbeYOTzTaf5bMNpJSM2pJ0Pc8Z0JMLPpcZjNWrVVV9UE0K0XFaf4jh9+nQeeOABevfuTd++fVmwYAH5+flMnjwZgPvvv5+goCDmz58PwLRp0xg6dCjvv/8+Y8aM4YcffmD37t188cUXgOkP/zPPPMO8efOIiIhQyuwHBgYqQWDHjh0ZNWoUjzzyCIsWLaKkpISpU6cyceJEpYLj+vXrGTt2LNOmTeP2229X1qbZ2tri6Vn99DIhGjtvZzumDApTysaDKSOl1ajwdLKjnZ8zvi52pOcVk1NYQmquDjutGg8nW9YctcxeO9hocLLTcrGgWLlSnJarY8ZNHeplwe6VTJGzt9FY9Bm7tYfpJOl8ViED314HwKzRHfGrouJTYw4g7LW1a2j82cbTvLOq5oqeAPsTswidsQIXe22l6VhuDjZkF5Yo93/YlXiNAZo0qr5S7o62LH9yIJ9tOM3x5BxWHzH9DkYfS5EArQGczyrk3v/ssOivdFvPID64K9J6gxJCNHtWD9AmTJhAWloac+fOJTk5mcjISFatWqUU+UhISEBdoeTXgAEDWLZsGbNnz2bWrFlERESwfPlypQcawIsvvkh+fj6PPvooWVlZDBo0iFWrVik90AC+++47pk6dyvDhw1Gr1dx+++18/PHHyuPffPMNBQUFzJ8/XwkOAYYOHcqGDRvq8R0Rov7NGduJaSMiiEvLp3uIe62PizmdwaQvtxPk7sDWGdcr2w0GI6M+2kRsSh5bTqUz9pMtONpqKCjW4+Nix+wxHbklMuiax61k0K7h/N7f1Z7IEHdc7LU81MQaV0J5Bu2dVSc4lZpHTlEpno42tPd3JcLPmZScIj7bcJq/Dl4ATFU8Owa4ciQpBxuNijAfZ4Lc7RnZ2Z9pP+xXnje3qBSVCm7s5MfccZ2VKY0legO74jO5+8sdpOXqyMwvvury/uYMmszMuzL2NhqevaEdYGpYfPtn27iQXaQ8vuFEKku2xfPOHd3wdWncJaabmoe/2U1cej4qFfQP9+KtW7sSepkm9UIIca2s3getOZM+aKI52n4mA29nW9r6Wk7tuZhfzPtrTrDmaAopObpKx2nUKl6/pTO39ggiMbOQCF/nSlMVL2dvwkVu+/c2gj0c2PLS9Zc/oBqNeQrj5dz7nx1sOVV5SmpVNGoVu14eUW1AtedsJj/sTATgwYGhhHg64lrFejuDwUj4rJUAvH5L56su9f3WymN8sekMjw4JZ9bo6luWiOpdyC6k//x1aNQqYufdxLIdZ5nz+xGLfYLcHRjR0Zcpg8Jp5dV0G9M3Bj3fWENmfjELJkQyvse1X2QSQrRsTaIPmhCi6ekXXnUlQw8nW+aN78q88V05fD6br7fGk5GvY0NZYQ69wcjLvx3m5d8OK8f8/uTAK8rgmas4XmtxhKYanAFMGRxGnq6U/YlZFtt9XexIzTUFxs52Wu6JasXDg8NrzHb1au1Jr9aXn7KtVqt4eXRH3lx5jNf/PMrwjn5XVTTE/P1rwm+/1fm62KNRq9AbjAx4O7rKiyHnswr5JuYs38ScZWy3AEZ09GN01wCpEHiFjl3IITO/GDCtORNCiIYiAZoQos51CXLj/bu6A6Zs1Y+7Evlt33mlyIHZLQu3Eu7thK+rHaO7BmAwGHG2t0GtMjWN7hNqGTyYpzi25DLtw9r7Mqy9b5VZwIw8HcV6A/6u9nUehN7eK5g3Vx6j1GBU1vCZPXFdG27o5EePVh41Pkf5FMf/b+/O46Ku8z+Av2aGGQQEBA+Qw/BCQxBPUEJFzV0W0Swzd6UQ112vcs1qW93flmmubnlVuz1y2dJa0uwQsc3NFJTWa5VYCQ9ShFWUQzDlZpjr8/uDnUlKTWFmvjN8X8+/ai7f3+/rM8P3/T0+X/nm114qpQI9vTvhyo0mS3PW07sTDjwbh8s3GpGy5QTKbjr98bP8cnyWX46nP8xDVIgvVk0bhIH+PKPjbsxPywUATArza/NpvUREbcFTHG2IpzgStVbTpMfp0hq8nlWIE99r1m4npm9XGEwCA/09sePEZeiMJvTr0RmZz4yzcbX0fa9lnsdrmYV3fM0AP0/891oDxoZ2x6g+vojp2w1hAS2/f32W74FJAL9PGIh5YznBRVvtOnkFb2UXoVFnREJETyyLH/iD04VNJoF/F3+LzIJKpJ+8gurGlsleOqmVyPm/Bx3q1hGOaNfJK1j6Ycs9FbemjMT4gT0kroiIOoK77Q3YoNkQGzSi2zt64Ro+O1UOVxclth65iB6ermhoNsAoBLT6O9/ja/h9Pti5MMZOlZKZ0SQw590c/Ot8leWxnt6dIARQUau9wztbTrs035vun78ZY2nayPZMJoFDF65h9pYTAIA1D0dgVnQviatyXMt25mNHzmXL/598YRJ8eASNiKyADZoDYING1DaNOgPeyi7CwXOVuFanw4gQH3T10ODyjSYEdnHDnAdC0Kd7Z6nLlCWD0YRjxd8iPMC71UZrZZ0WHxy/jAPnKqE3mNCkN+JGo85y5MZsYVxf/C5+oL3LJgCr/nEWW458d3uNQ8+PR7AvJxExq6prxvL0fMv9H+/v6YUd80bB241HG4nIOtigOQA2aEQkZ0IIZOSV4vL1JoR084BKocDPwv3vefZOsg6D0YTVewrw3rGLEAKICPTGp0894NST5liLEC1Hh82TGvl5uSL7ufFw06gkroyIOhLO4khERJJSKBSWG4ST9FxUSrw0dRC6ddZg/b7zOFVagzcPXsBTE/pLXZpkzpTV4I2sQssNwAHgF1HBWPVQONQqznpJRNLgrw8REZGMzBgRbPnvz09XSFiJ9Oan5VqaM1cXJR4f1Qt/nBbB5oyIJMUjaERERDLi59UJf31iOOan5eLbep3U5UhGqzfiyo0mAMDmx4djbGg3uGu4WURE0uMuIiIiIpkZcV/LPesqarXYe7ocTTqjxBXZn7k56+zqgp8O8mNzRkQOgw0aERGRzHTt7Iox/bsBABa8/x9ErtqHL85UoFFnkLgy+ym8WgcA6OXrzolSiMihsEEjIiKSoRcSwzDof/ej0xlMmJ+Wi7AXv8DC93NRq9X/yLulozOY8HpmIf5v1ykUVdW3+XOOFX8LABgZ4mOt0oiIrILH84mIiGQo1M8Te34zBjkXr2PjvvOWhuXz0xX48nwVBvh74vL1Rlyr1yGqty8CvDvBTaNCgLcb5o3rA1cX605BL4TAtXodiqvqEeTrjsAubpbn9EYTKmq0UCoVyCupxqbM8wCAbcdL8PORwfjT9MH3/O8dLWpZ3tF9u1lnAYiIrIQNGhERkYyNDPHFB/NGoU6rx7MffY19Z6+iUWfEyZJqy2tO/Pd6q/fUNOnxh8SwW36eEAK1WgPcNapbzob4n5IbePPABUT38cUD/brh46+u4GjRNVy81gid0WR5Xe9uHmjSGVFRq71j/TtyLuOBft2QOLgnqhv1rW6gfiva/91E/UJlPRQKYFQf3zu+nojI3nijahvijaqJiMjZlFU3YfvxEhRfq4e7xgUTBvaAVm9EWXUTdv6nFP+91gCg5X5hXT1coTeZ0NBsgNEETI0MwG8/+RpXbjRBrVLAz6sTrtZqEdbTC6dKa+DtpsaNxtufPqlQAGqVEjqD6bavMVswri82f1lk+f9Qv844f7XllMfBQd5Qq5RoaDZAqzdCqzdBoWg5ElfdqIfB1LLp4+OuxskXf9Ke1UVEdNfutjdgg2ZDbNCIiKgjqdXqMfilfVb9zMAubogI9MaMEUGI7d8Nri4qHL1wDScvV6OqrhmNOgOiene1TGpy6koNNC5KjOrTFVdrtRjz6sF2/dtHlk2w1qIQEd3R3fYGPMWRiIiI7opXJzXGD+iOg+eq0NVDgzH9u+FUaQ2KqhoQ2MUNrmolyqqb0K9HZ/xmQn/MS8sFAEwbEoDJgwMAAPXNegz098L9Pb1gMgkolT+cQTGmXzfE9Lv1tWF+YZ0s/x3s646tKSNx8FwlhABcVApEBHqjulEPD1cVArq4wU2tQie1CtcbdHB1USKgixv+eaocu06W4pcP9LbBWiIiah8eQbMhHkEjIqKOqKZRD2939S2fM5kEFApAoVDg8vVGVNZpMfw+XudFRMQjaERERGQTt2vOALQ6Ihbs645gX3d7lERE1GHwPmhEREREREQOgg0aERERERGRg+ApjjZkvryvtrZW4kqIiIiIiEhK5p7gx6YAYYNmQ3V1dQCA4OBgiSshIiIiIiJHUFdXB29v79s+z1kcbchkMqGsrAyenp5QKH44jbDURo4ciZycHKnLsIva2loEBwfj8uXLdptRU07rVwr3sn6lyN+ZdbSx62j5d7T162i+v34dLX9n5oxj15nyd8b16+huzn/ixImSr18hBOrq6hAQEACl8vZXmvEImg0plUoEBQVJXcZtqVQqh/+xsjYvLy+7LbMc1689tWX92jN/Z9ZRx66j5N9R16+juN36dZT8nZkzj11nyN+Z16+j8/Lycpj1e6cjZ2acJETGnnzySalL6NC4fm2L69d2uG5ti+vXtrh+bYfr1ra4fm3LmdYvT3EkWeBNw+WN+csb85c35i9vzF/enDV/HkEjWXB1dcWKFSvg6uoqdSkkAeYvb8xf3pi/vDF/eXPW/HkEjYiIiIiIyEHwCBoREREREZGDYINGRERERETkINigEREREREROQg2aERERERERA6CDRoREREREZGDYINGTk+r1UpdAkmoqKgIRUVFAACDwSBxNWRvhYWFWL9+Pc6dOyd1KSSBiooKlJWVoampCQBgMpkkrojsyZw7yVdH/bvPBo2clk6nw9KlS5GUlITk5GQcOnRI6pLIzg4cOID+/fvj0UcfBQC4uLhIXBHZi9FoxJNPPomIiAgUFBSgqqpK6pLIjvR6PebPn4/Ro0djypQp+NnPfgatVgulkps1cqDX67Fw4UI88sgjSE5Oxr///W/wrlHyotPp8Pzzz2PevHl45plnUFxcLHVJVsVfMnJKGRkZ6NevH/Ly8hAXF4e8vDwsX74cO3fulLo0sqNz585h7NixqKqqwt/+9jcAHXdvGrW2ceNGfP311/jyyy/xzjvvIDY2FgC4kSYDpaWlGDt2LAoLC7F9+3YsWbIEly9fxrJly6QujeygoqIC0dHRyM/Px5QpU5Cfn48FCxZg3bp1AHgUVQ4+/vhj9O7dG1999RWCgoLw4YcfYsGCBTh69KjUpVkNGzRyOkVFRXj//ffxy1/+EgcPHsTixYuRlZUFjUaDwsJCqcsjOzBvhF+6dAmhoaGYO3cuVq1aBZ1OBxcXF26kd2BCCDQ0NGDXrl1ISUlBdHQ0jh07htTUVBw+fBgNDQ1Sl0g2dujQITQ1NWH79u0YPXo0kpOTERsbC09PT6lLIzs4cuQIdDodPvroIyxatAhffvklHn74YaxYsQJnzpyBUqnk34AOLC8vD1u3bsXixYtx4MABrFq1CsePH8eFCxdw8eJFqcuzGjZo5DTMP7g6nQ6DBw/G7NmzAbSc6tS9e3eoVCrLtUjUsSkUCgBAVVUVJk+ejBkzZkCtVmPFihUAgMbGRinLIxtSKBQoKytDcXEx4uPj8eyzz2L69Ol47733MH36dDz88MOora2VukyyoerqahQWFsLf3x8AUF5ejvz8fPj6+uLw4cMSV0e2Yj4yVlVVhRs3biAwMBAA4O3tjfnz5yM2Nhbz588H8N3fCOp4dDodwsLCkJycDKDldNegoCD4+PigoKBA4uqshw0aObwTJ04A+O7H+f7778eLL76I3r17AwBUKhV0Oh0aGxsxevRoyeok2/h+/sB3zXp1dTUaGhoQGhqK5cuX46233kJSUhKWL1+Ob7/9VpJ6ybpulX9QUBC6du2KP/zhD7h06RKysrLw6aefIisrC7m5uVi9ejX3oHcQt8p/9OjR8Pb2RnR0NB599FH06tUL3t7e2LNnDxISErBq1Sro9XqpSiYr+uSTT5CZmYny8nLL9YUqlQr+/v6trjv39/fHsmXLkJOTg/379wPg6c4dhXkMlJWVAQCioqKwfv16BAQEAADUajVqamrQ0NCABx54QMpSrYoNGjmsjIwMBAYGIiEhARcvXoRKpYLRaLQ8f/OPr06nQ1VVFQYNGiRFqWQD389fqVRaNtIUCgWam5tx6tQpPPjgg9BoNCgvL0dzczN27tyJlJQU+Pr6SrwE1B63yt/8/ddqtRg9ejTS09MhhMCAAQPg4+OD8PBwrFu3DqmpqZzd1cndKn/z9aWRkZE4evQoVq5ciYKCAmzZsgXZ2dnIzMzEW2+9hVdffRVXr16VeAmoPdLS0uDn54d169Zh1qxZmDFjBtLT0wEAI0aMgFarxdGjR6HT6SzvCQ8PR3x8PNLS0gDwKJqz+/4YeOyxx5CRkQGgZfvv5p021dXVMJlM6N+/v0TVWh8bNHJI27Ztw5o1azB27Fjcf//9+NOf/gSgZc+Z2c0/vkeOHEF9fT1CQ0Mtj/EPtPO6Xf7mPagmkwlCCAwbNgzbt2/H0KFD8Ze//AUzZ86Eu7s7ampqoFAoOGGIk/qx77+Pjw8mTpwIjUYDo9HY6pqT8PBwaDSaDnWqi9zcLv+bZ2kNCQnBjRs3oFKp8Pjjj1s21mJjY6HT6ZCfny9J7dQ+BoMBr7/+OtauXYs1a9bg0KFDyMjIQN++ffH222+jqakJQ4cORWxsLNLT01tNCuHn5we1Ws2ZPJ3cncZAamoqmpuboVAoWv3uZ2dnA4DlqBoAXL9+XYryrYajmByKeQ95v379MHHiRLzyyiuYOnUqsrOzLV/Am4+ime3atQtxcXHw8fHByZMnMX78eCxcuJCzOTmZu81fqVSivr4eu3fvxvLlyxEbG4uzZ89i/fr1mDRpEmbNmgWA0+47m7vJ37zHfOrUqXjiiSfw6aefIjMz09K8HT58GEOGDMGQIUOkWARqh3v9/RdCQKlUorKy0rJRvmfPHgwbNgxRUVF2r5/ar6GhAVVVVZg9ezbmzJkDjUaDmJgYhIWFoba21vL9X7lyJfR6PVJTU1FaWmp5f1NTE8+ecHI/NgZu3vFq3lGfkZGByZMnw83NDXl5efjJT36Cl19+2blPcxVEDuD8+fPCZDK1ekyv1wshhDh9+rSYOnWqSEhIsDx382uNRqN46KGHxLp168RTTz0llEqlSE5OFjqdzj7FU7vda/7mbP/xj3+InJycVu/74osvxMsvvyxMJtMPPpMc073mbzAYhBBCFBcXi+TkZOHh4SEeeeQR8Ytf/EL4+vqKv/71r0IIwfydxL3mbzQahRBC7N+/X4wbN06Eh4eLzZs3izlz5ghfX1+xadMmu9VO7ff9/E+ePGn5jpuz3rZtmxgyZIhobm62vO7jjz8WY8aMEffdd5/YsGGDeOKJJ0SPHj3EoUOH7LsA1G5tHQNCCFFfXy8mTJggPvjgA7Fw4UKhUqlEUlKS028DskEjSX344YciJCREDBgwQERFRYl33nnH8tzNX9YtW7aIsLAwsWXLFiHEd19YIYQoKSkRCoVCKBQKERMTI86ePWu/BaB2aWv+5o23m5lfz41y52Gt/Ddv3ix++9vfijlz5ohvvvnGPsVTu1kj/yNHjogpU6aIn/70p+Khhx5i/k7k+/m//fbbrZ6/+e/8rFmzREpKihBCtNpAv3Llipg3b56YNm2aSEhIYP5Opq1j4ObfgLy8PMs24KhRozrMNiAbNJLMvn37REhIiHjzzTfF3r17xTPPPCPUarVITU0VjY2NQojvvoRXrlwRc+fOFSNHjhR1dXVCiO9+pE+fPi1mzpwp9u/fL82CUJu0N39n3zsmd8xf3tqbv1artXyW0WgU1dXV9l8IarM75d/U1CSEEJazIJqamsTgwYNFWlrabT/P/B5yHtYaA//6179EXFxch9sGZINGdmfeM7py5UoxfPjwVhtaixYtEiNGjBDp6ek/eN9nn30mRowYIVasWCG+/vprMXnyZFFSUmK3usk6rJV/YmIi83dCzF/emL+8tSX/0tJSERISIs6fPy+EaDkdbunSpfYrmqzKWmPg6aeftl/REuAkIWR35os6z549i759+0KtVlvuWbN69Wp06tQJu3fvRkVFBYDvLgofP348oqKisGrVKgwfPhwGgwE9evSQZiGozayVv16vZ/5OiPnLG/OXt3vNHwAyMzMRHByMnj17YsmSJQgLC8OlS5eg1+udexIImbLWGCgpKYFer++4k8FJ3SFSx7dv3z6xePFisWnTJnH8+HHL46mpqcLT09NyIah5L0pqaqoIDQ0V2dnZltfW19eLTZs2CZVKJeLi4kR+fr59F4LajPnLG/OXN+Yvb23N/+DBg0KIlqMtM2bMED4+PqJr165i0KBBP5gYihwbx0DbsEEjmykrKxOJiYmiR48eIikpSURERAhvb2/LF/TcuXMiMDBQvPDCC0KI1hf++vv7t5qJ68yZMyI6Olr8/e9/t+syUNsxf3lj/vLG/OXNWvk3NDSIxMREERQUJHbs2GH35aC24xhoHzZoZBMNDQ1i9uzZYubMmaK4uNjyeFRUlGUWntraWrF69Wrh5uZmuZbAfG7yuHHjxK9+9Sv7F05WwfzljfnLG/OXN2vn/9VXX9mxerIGjoH24zVoZBPu7u5wdXVFSkoKevfubbmxYEJCAgoKCiCEgKenJ2bNmoVhw4bhsccew6VLl6BQKFBSUoLKykpMmzZN2oWgNmP+8sb85Y35y5u18x8+fLhES0JtxTHQfgoheIUl2YZer4darQYAmEwmKJVKJCUlwcPDA6mpqZbXlZaWIi4uDgaDASNGjMDRo0cxcOBAbN++HX5+flKVT+3E/OWN+csb85c35k8cA+3DBo3sKjY2Fr/+9a8xe/Zsy8w7SqUSFy5cQG5uLo4fP47IyEjMnj1b4krJFpi/vDF/eWP+8sb8iWPg7rFBI7spLi5GTEwM9uzZYzlcrdPpoNFoJK6M7IH5yxvzlzfmL2/MnzgG7g2vQSObM+8DOHz4MDp37mz5Yq5cuRJLlixBZWWllOWRjTF/eWP+8sb85Y35E8dA27hIXQB1fOabEp44cQLTp0/H/v37MW/ePDQ2NiItLY03G+3gmL+8MX95Y/7yxvyJY6BteIoj2YVWq0VERASKioqg0WiwcuVK/O53v5O6LLIT5i9vzF/emL+8MX/iGLh3bNDIbiZNmoT+/ftj48aN6NSpk9TlkJ0xf3lj/vLG/OWN+RPHwL1hg0Z2YzQaoVKppC6DJML85Y35yxvzlzfmTxwD94YNGhERERERkYPgLI5EREREREQOgg0aERERERGRg2CDRkRERERE5CDYoBERERERETkINmhEREREREQOgg0aERERERGRg2CDRkRERERE5CDYoBEREd2FlJQUKBQKKBQKqNVq+Pn5YdKkSdiyZQtMJtNdf867776LLl262K5QIiJyamzQiIiI7lJ8fDzKy8tx8eJFfP755xg/fjyWLFmCxMREGAwGqcsjIqIOgA0aERHRXXJ1dYW/vz8CAwMxbNgw/P73v8fu3bvx+eef49133wUAbNy4EREREfDw8EBwcDAWLVqE+vp6AEB2djbmzJmDmpoay9G4l156CQDQ3NyM5557DoGBgfDw8EB0dDSys7OlWVAiIpIMGzQiIqJ2mDBhAiIjI5Geng4AUCqVeOONN3DmzBm89957OHDgAJ5//nkAQExMDF577TV4eXmhvLwc5eXleO655wAATz31FI4dO4YdO3YgPz8fM2bMQHx8PAoLCyVbNiIisj+FEEJIXQQREZGjS0lJQXV1NTIyMn7w3M9//nPk5+fj7NmzP3juk08+wYIFC3Dt2jUALdegPf3006iurra8pqSkBH369EFJSQkCAgIsjz/44IOIiorCmjVrrL48RETkmFykLoCIiMjZCSGgUCgAAJmZmVi7di2++eYb1NbWwmAwQKvVorGxEe7u7rd8/6lTp2A0GhEaGtrq8ebmZnTt2tXm9RMRkeNgg0ZERNROBQUF6N27Ny5evIjExEQsXLgQf/zjH+Hr64vDhw9j7ty50Ol0t23Q6uvroVKpkJubC5VK1eq5zp0722MRiIjIQbBBIyIiaocDBw7g1KlTWLp0KXJzc2EymbBhwwYolS2XeX/00UetXq/RaGA0Gls9NnToUBiNRlRWVmLMmDF2q52IiBwPGzQiIqK71NzcjIqKChiNRly9ehV79+7F2rVrkZiYiOTkZJw+fRp6vR5//vOfMWXKFBw5cgSbN29u9RkhISGor69HVlYWIiMj4e7ujtDQUCQlJSE5ORkbNmzA0KFDUVVVhaysLAwePBiTJ0+WaImJiMjeOIsjERHRXdq7dy969uyJkJAQxMfH4+DBg3jjjTewe/duqFQqREZGYuPGjXjllVcQHh6Obdu2Ye3ata0+IyYmBgsWLMDMmTPRvXt3vPrqqwCArVu3Ijk5Gc8++ywGDBiAadOmIScnB7169ZJiUYmISCKcxZGIiIiIiMhB8AgaERERERGRg2CDRkRERERE5CDYoBERERERETkINmhEREREREQOgg0aERERERGRg2CDRkRERERE5CDYoBERERERETkINmhEREREREQOgg0aERERERGRg2CDRkRERERE5CDYoBERERERETkINmhEREREREQO4v8B883Jx2U6MRoAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " Loading | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " Ticker | \n",
+ " Factor | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2010-07-06 | \n",
+ " AAPL | \n",
+ " CMA | \n",
+ " -0.716903 | \n",
+ "
\n",
+ " \n",
+ " HML | \n",
+ " -0.553864 | \n",
+ "
\n",
+ " \n",
+ " MKT_RF | \n",
+ " 1.325327 | \n",
+ "
\n",
+ " \n",
+ " RMW | \n",
+ " -0.046238 | \n",
+ "
\n",
+ " \n",
+ " SMB | \n",
+ " 0.478623 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Factor | \n",
+ " CMA | \n",
+ " HML | \n",
+ " MKT_RF | \n",
+ " RMW | \n",
+ " SMB | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " Ticker | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2010-07-06 | \n",
+ " AAPL | \n",
+ " 0.003154 | \n",
+ " -0.000609 | \n",
+ " 0.004360 | \n",
+ " -0.000018 | \n",
+ " -0.009381 | \n",
+ "
\n",
+ " \n",
+ " ADBE | \n",
+ " 0.004770 | \n",
+ " 0.000439 | \n",
+ " 0.003822 | \n",
+ " 0.000329 | \n",
+ " 0.007012 | \n",
+ "
\n",
+ " \n",
+ " ADI | \n",
+ " -0.002652 | \n",
+ " -0.000489 | \n",
+ " 0.003999 | \n",
+ " -0.000318 | \n",
+ " -0.000931 | \n",
+ "
\n",
+ " \n",
+ " ADP | \n",
+ " -0.001264 | \n",
+ " -0.000543 | \n",
+ " 0.002961 | \n",
+ " -0.000076 | \n",
+ " 0.002880 | \n",
+ "
\n",
+ " \n",
+ " ADSK | \n",
+ " 0.006295 | \n",
+ " 0.000511 | \n",
+ " 0.004545 | \n",
+ " 0.000212 | \n",
+ " -0.012724 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " Total | \n",
+ " Factor | \n",
+ " Specific | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " Ticker | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2010-07-06 | \n",
+ " AAPL | \n",
+ " 0.006844 | \n",
+ " -0.002494 | \n",
+ " 0.009338 | \n",
+ "
\n",
+ " \n",
+ " ADBE | \n",
+ " -0.014590 | \n",
+ " 0.016373 | \n",
+ " -0.030963 | \n",
+ "
\n",
+ " \n",
+ " ADI | \n",
+ " 0.000718 | \n",
+ " -0.000391 | \n",
+ " 0.001108 | \n",
+ "
\n",
+ " \n",
+ " ADP | \n",
+ " -0.000507 | \n",
+ " 0.003957 | \n",
+ " -0.004465 | \n",
+ "
\n",
+ " \n",
+ " ADSK | \n",
+ " -0.010695 | \n",
+ " -0.001162 | \n",
+ " -0.009534 | \n",
+ "
\n",
+ " \n",
+ "
\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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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MKT_RF | \n",
+ " SMB | \n",
+ " HML | \n",
+ " RMW | \n",
+ " CMA | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " MKT_RF | \n",
+ " 0.017041 | \n",
+ " 0.002647 | \n",
+ " -0.001182 | \n",
+ " -0.000090 | \n",
+ " -0.002500 | \n",
+ "
\n",
+ " \n",
+ " SMB | \n",
+ " 0.002647 | \n",
+ " 0.006223 | \n",
+ " 0.002243 | \n",
+ " -0.000217 | \n",
+ " -0.000024 | \n",
+ "
\n",
+ " \n",
+ " HML | \n",
+ " -0.001182 | \n",
+ " 0.002243 | \n",
+ " 0.008699 | \n",
+ " 0.001479 | \n",
+ " 0.002148 | \n",
+ "
\n",
+ " \n",
+ " RMW | \n",
+ " -0.000090 | \n",
+ " -0.000217 | \n",
+ " 0.001479 | \n",
+ " 0.002612 | \n",
+ " 0.000569 | \n",
+ "
\n",
+ " \n",
+ " CMA | \n",
+ " -0.002500 | \n",
+ " -0.000024 | \n",
+ " 0.002148 | \n",
+ " 0.000569 | \n",
+ " 0.002057 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " Specific Risk | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " Ticker | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2021-12-31 | \n",
+ " WBA | \n",
+ " 0.000263 | \n",
+ "
\n",
+ " \n",
+ " WBD | \n",
+ " 0.001024 | \n",
+ "
\n",
+ " \n",
+ " WDAY | \n",
+ " 0.000166 | \n",
+ "
\n",
+ " \n",
+ " XEL | \n",
+ " 0.000121 | \n",
+ "
\n",
+ " \n",
+ " ZS | \n",
+ " 0.000390 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ " Dirichlet | \n",
+ " Equal | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Total | \n",
+ " 17.50% | \n",
+ " 16.41% | \n",
+ "
\n",
+ " \n",
+ " Factor | \n",
+ " 17.50% | \n",
+ " 16.41% | \n",
+ "
\n",
+ " \n",
+ " Specific | \n",
+ " 0.27% | \n",
+ " 0.17% | \n",
+ "
\n",
+ " \n",
+ "
\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(\n",
+ " equity_risk_model.tearsheet.FactorRiskSummaryTearsheet(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": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " Dirichlet | \n",
+ " Equal | \n",
+ "
\n",
+ " \n",
+ " FactorGroup | \n",
+ " Factor | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Fama-French 5-Factor Model | \n",
+ " CMA | \n",
+ " -2.31% | \n",
+ " -1.67% | \n",
+ "
\n",
+ " \n",
+ " HML | \n",
+ " -2.10% | \n",
+ " -2.61% | \n",
+ "
\n",
+ " \n",
+ " MKT_RF | \n",
+ " 15.78% | \n",
+ " 14.96% | \n",
+ "
\n",
+ " \n",
+ " RMW | \n",
+ " 0.83% | \n",
+ " 0.21% | \n",
+ "
\n",
+ " \n",
+ " SMB | \n",
+ " 0.92% | \n",
+ " 0.52% | \n",
+ "
\n",
+ " \n",
+ "
\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",
+ " Dirichlet | \n",
+ " Equal | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " NAssets | \n",
+ " 96.0 | \n",
+ " 96.0 | \n",
+ "
\n",
+ " \n",
+ " NCorrelatedBets | \n",
+ " 34.5 | \n",
+ " 78.3 | \n",
+ "
\n",
+ " \n",
+ " NUncorrelatedBets | \n",
+ " 11.9 | \n",
+ " 48.6 | \n",
+ "
\n",
+ " \n",
+ " NEffectiveConstituents | \n",
+ " 45.2 | \n",
+ " 96.0 | \n",
+ "
\n",
+ " \n",
+ " NAssets>25%SpecificRisk | \n",
+ " 2.0 | \n",
+ " 7.0 | \n",
+ "
\n",
+ " \n",
+ " NAssets>50%SpecificRisk | \n",
+ " 4.0 | \n",
+ " 18.0 | \n",
+ "
\n",
+ " \n",
+ " NAssets>75%SpecificRisk | \n",
+ " 9.0 | \n",
+ " 41.0 | \n",
+ "
\n",
+ " \n",
+ "
\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": [
+ "