{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##

Momentum

\n", "

Still Relevant Today?

\n", "\n", "

\n", "QuantCon Singapore 2016
\n", "Anthony Ng
\n", "anthony@gmail.com
\n", "11 Nov 2016
\n", "

\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Disclaimer

\n", "\n", "* None of the contents constitute an offer to sell, a solicitation to buy, or a recommendation or endorsement for any security or strategy, nor does it constitute an offer to provide investment advisory services
\n", "* Past performance is no indicator of future performance
\n", "* Provided for informational purposes only
\n", "* All investments involve risk, including loss of principal
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Momentum

\n", "* **[Cross-Sectional Momentum. Jegadeesh and Titman (1993)](http://www.bauer.uh.edu/rsusmel/phd/jegadeesh-titman93.pdf)**
\n", " Rank the cross-section of stocks each month based on their return over the past 6 mths\n", "Form decile portfolios each month\n", "\n", "\n", "\n", "* **[Time Series Momentum. Moskowitz, Ooi and Pedersen (2012)](http://quantpedia.com/screener/Details/118)**
\n", " Takes long or short position on an asset by only looking back at its own performance during the formation period, and not based on its relative rank across a cross-section\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Approach and Data

\n", "\n", "In this notebook, we aim to replicate the **Time Series Momentum(TSMOM) Moskowitz, Ooi and Pedersen (MOP)** paper. We examined the TSMOM performance by using the same futures contracts and time period (1984 - 2009). After which, we extended the testing period to include Oct 2016. As a form of benchmark, we also examined the buy-and-hold with and without volatility scaling strategy as advocated by **Kim, Tse and Wald** in their **Time Series Momentum and Volatility Scaling** (2016) paper. Data were sourced from Bloomberg.\n", "\n", "* 9 developed countries index futures\n", "* 24 commodities futures\n", "* 13 bond futures\n", "* 9 currencies futures\n", "* Jul 1959 - Oct 2016" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Volatility Scaling\n", "\n", "In MOP paper, under section 2.4, they discussed using ex ante volatility estimate to scale capital allocation to different futures contract based on each future contracts volatility. The basic idea is very similar to risk bedgeting or risk parity. The following is their explanation:\n", "\n", " *...Since volatility varies dramatically across our assets, we scale the returns by their volatilities in order to make meaningful comparisons across assets. We estimate each instrument's ex ante volatility $\\sigma_t$ at each point in time using an extremely simple model: the exponential weighted lagged squared daily returns (i.e., similar to a simple univatiate GARCH model). Specifically, the ex ante annualized variance $\\sigma^2_t$ for each instrument is calculated as follows*:\n", "$$\\sigma^2_t=261\\sum^\\infty_{i=0}(1-\\delta)\\delta^i(r_{t-1-i}-\\bar{r}_t)^2$$\n", "\n", " *where the scalar 261 scales the variance to be annual, the weights $(1-\\delta)\\delta^i$ add up to one, and $\\bar{r}_t$ is the exponentially weighted average return computed similarly. The parameter $\\delta$ is chosen so that the center of mass of the weights is $\\sum^{\\infty}_{i=0}(1-\\delta)\\delta^ii=\\delta/(1-\\delta)=60$ days. The volatility model is the same for all assets at all times... *" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import datetime\n", "import pyfolio as pf\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import seaborn as sns\n", "import pytz" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tolerance = 0.\n", "look_back = 12\n", "\n", "# Vol scaling\n", "vol_flag = 1 # Set flag to 1 for vol targeting\n", "if vol_flag == 1:\n", " target_vol = 0.4\n", "else:\n", " target_vol = 'no target vol'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Trading Strategy - TSMOM with Volatility Scaling (1984 - 2009)\n", "As per MOP paper covering 1984 - 2009" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1a. Individual Futures Performance" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res = local_csv(\"futures.csv\")\n", "# res = local_csv(\"futures_incl_2016.csv\") # Uncomment this line to include 2016\n", "res['Date'] = pd.to_datetime(res['Date'], format='%Y-%m-%d')\n", "res.set_index('Date', inplace=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "std_index = res.resample('BM').last().index\n", "mth_index = pd.DataFrame(index=std_index)\n", "mth_index_vol = pd.DataFrame(index=std_index)\n", "summary_stats = pd.DataFrame(index=['Asset', 'Start', 'Mean', 'Std', \\\n", " 'Skew', 'Kurt', 'Sharpe Ratio'])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for oo in res.columns:\n", " returns = res[oo]\n", " returns.dropna(inplace=True)\n", " \n", " first_date = returns.index[0].strftime(\"%Y-%m-%d\") # store this to show when data series starts\n", " \n", " ret_index = (1 + returns).cumprod()\n", " ret_index[0] = 1\n", " \n", " # equation (1) ex ante vol estimate\n", " day_vol = returns.ewm(ignore_na=False,\n", " adjust=True,\n", " com=60, \n", " min_periods=0).std(bias=False)\n", " vol = day_vol * np.sqrt(261) # annualise\n", " \n", " ret_index = pd.concat([ret_index, vol], axis=1)\n", " ret_index.columns = [oo, 'vol']\n", " \n", " # convert to monthly\n", " ret_m_index = ret_index.resample('BM').last().ffill()\n", " ret_m_index.ix[0][oo] = 1\n", "\n", " mth_index = pd.concat([mth_index, ret_m_index[oo]], axis=1)\n", " tmp = ret_m_index['vol']\n", " tmp.name = oo + \"_Vol\"\n", " mth_index_vol = pd.concat([mth_index_vol, tmp], axis=1)\n", "\n", " tmp_mean = ret_index[oo].pct_change().mean()*252\n", " tmp_std = ret_index[oo].pct_change().std()*np.sqrt(252)\n", " tmp_skew = ret_index[oo].pct_change().skew()\n", " tmp_kurt = ret_index[oo].pct_change().kurt()\n", " sr = tmp_mean / tmp_std\n", "\n", " dict = {'Asset': oo,\n", " 'Start': first_date,\n", " 'Mean': np.round(tmp_mean,4),\n", " 'Std': np.round(tmp_std,4),\n", " 'Skew': np.round(tmp_skew,4),\n", " 'Kurt': np.round(tmp_kurt,4),\n", " 'Sharpe Ratio': np.round(sr,4),\n", " }\n", " summary_stats[oo] = pd.Series(dict) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ "summary_stats = summary_stats.transpose()\n", "futures_list = local_csv(\"futures_list.csv\")\n", "all = summary_stats.reset_index().merge(futures_list)\n", "all.sort_values(by=[\"ASSET_CLASS\", \"FUTURES\"], inplace=True)\n", "del all['Asset'], all['index']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Individual Futures Contracts Performance\n", "These are annualized performance." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", " \n", " \n", " \n", " Start\n", " \n", " Mean\n", " \n", " Std\n", " \n", " Skew\n", " \n", " Kurt\n", " \n", " Sharpe Ratio\n", " \n", "
ASSET_CLASS\n", " \n", " FUTURES\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", " BOND\n", " \n", " \n", " AUSTRALIA 10-YEAR BOND\n", " \n", " \n", " 1987-09-22\n", " \n", " \n", " -0.0244\n", " \n", " \n", " 0.0137\n", " \n", " \n", " -0.3368\n", " \n", " \n", " 4.2927\n", " \n", " \n", " -1.7838\n", " \n", "
\n", " BOND\n", " \n", " \n", " AUSTRALIA 3-YEAR BOND\n", " \n", " \n", " 1989-12-04\n", " \n", " \n", " -0.0183\n", " \n", " \n", " 0.0137\n", " \n", " \n", " -0.2034\n", " \n", " \n", " 3.8708\n", " \n", " \n", " -1.3344\n", " \n", "
\n", " BOND\n", " \n", " \n", " CANADA 10-YEAR BOND\n", " \n", " \n", " 1989-09-19\n", " \n", " \n", " 0.0098\n", " \n", " \n", " 0.064\n", " \n", " \n", " -0.2109\n", " \n", " \n", " 2.3455\n", " \n", " \n", " 0.1538\n", " \n", "
\n", " BOND\n", " \n", " \n", " EURO BOBL\n", " \n", " \n", " 1991-10-08\n", " \n", " \n", " 0.0016\n", " \n", " \n", " 0.0339\n", " \n", " \n", " -0.2887\n", " \n", " \n", " 1.8962\n", " \n", " \n", " 0.0484\n", " \n", "
\n", " BOND\n", " \n", " \n", " EURO BUND\n", " \n", " \n", " 1990-11-27\n", " \n", " \n", " 0.0098\n", " \n", " \n", " 0.0529\n", " \n", " \n", " -0.2032\n", " \n", " \n", " 1.7357\n", " \n", " \n", " 0.1861\n", " \n", "
\n", " BOND\n", " \n", " \n", " EURO BUXL\n", " \n", " \n", " 1998-10-06\n", " \n", " \n", " 0.0038\n", " \n", " \n", " 0.0997\n", " \n", " \n", " -0.1955\n", " \n", " \n", " 2.0124\n", " \n", " \n", " 0.0382\n", " \n", "
\n", " BOND\n", " \n", " \n", " EURO SCHATZ\n", " \n", " \n", " 1997-03-11\n", " \n", " \n", " -0.0134\n", " \n", " \n", " 0.0146\n", " \n", " \n", " -0.3324\n", " \n", " \n", " 3.6816\n", " \n", " \n", " -0.9156\n", " \n", "
\n", " BOND\n", " \n", " \n", " JAPAN 10-YEAR BOND\n", " \n", " \n", " 1985-10-22\n", " \n", " \n", " 0.0074\n", " \n", " \n", " 0.0542\n", " \n", " \n", " -0.5901\n", " \n", " \n", " 8.9518\n", " \n", " \n", " 0.136\n", " \n", "
\n", " BOND\n", " \n", " \n", " LONG GILT\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0127\n", " \n", " \n", " 0.0755\n", " \n", " \n", " 0.0872\n", " \n", " \n", " 3.7265\n", " \n", " \n", " -0.1688\n", " \n", "
\n", " BOND\n", " \n", " \n", " US 10-YEAR NOTE\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " 0.0156\n", " \n", " \n", " 0.0689\n", " \n", " \n", " 0.076\n", " \n", " \n", " 3.2148\n", " \n", " \n", " 0.2269\n", " \n", "
\n", " BOND\n", " \n", " \n", " US 2-YEAR NOTE\n", " \n", " \n", " 1990-06-27\n", " \n", " \n", " -0.0081\n", " \n", " \n", " 0.0185\n", " \n", " \n", " -0.0891\n", " \n", " \n", " 4.0655\n", " \n", " \n", " -0.4388\n", " \n", "
\n", " BOND\n", " \n", " \n", " US 5-YEAR NOTE\n", " \n", " \n", " 1988-05-24\n", " \n", " \n", " 0.0012\n", " \n", " \n", " 0.0431\n", " \n", " \n", " -0.0979\n", " \n", " \n", " 2.7085\n", " \n", " \n", " 0.0284\n", " \n", "
\n", " BOND\n", " \n", " \n", " US LONG BOND\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " 0.0274\n", " \n", " \n", " 0.1034\n", " \n", " \n", " -0.0237\n", " \n", " \n", " 1.9634\n", " \n", " \n", " 0.2646\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " ALUMINIUM\n", " \n", " \n", " 1997-07-25\n", " \n", " \n", " -0.0217\n", " \n", " \n", " 0.2131\n", " \n", " \n", " -0.1772\n", " \n", " \n", " 2.471\n", " \n", " \n", " -0.1016\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " BRENT CRUDE\n", " \n", " \n", " 1988-06-27\n", " \n", " \n", " 0.1729\n", " \n", " \n", " 0.3557\n", " \n", " \n", " -0.4146\n", " \n", " \n", " 11.5905\n", " \n", " \n", " 0.486\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " COCOA\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.039\n", " \n", " \n", " 0.3035\n", " \n", " \n", " 0.1705\n", " \n", " \n", " 2.5969\n", " \n", " \n", " -0.1285\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " COFFEE\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0273\n", " \n", " \n", " 0.3724\n", " \n", " \n", " 0.5869\n", " \n", " \n", " 9.6552\n", " \n", " \n", " -0.0733\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " COPPER\n", " \n", " \n", " 1997-07-23\n", " \n", " \n", " 0.1133\n", " \n", " \n", " 0.2807\n", " \n", " \n", " 0.0752\n", " \n", " \n", " 4.565\n", " \n", " \n", " 0.4035\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " CORN\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0908\n", " \n", " \n", " 0.2332\n", " \n", " \n", " 0.0768\n", " \n", " \n", " 2.9448\n", " \n", " \n", " -0.3892\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " COTTON\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0294\n", " \n", " \n", " 0.2484\n", " \n", " \n", " 0.1078\n", " \n", " \n", " 2.5545\n", " \n", " \n", " -0.1183\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " GASOIL\n", " \n", " \n", " 1989-07-05\n", " \n", " \n", " 0.1447\n", " \n", " \n", " 0.3357\n", " \n", " \n", " -0.3526\n", " \n", " \n", " 10.7393\n", " \n", " \n", " 0.431\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " GOLD\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0255\n", " \n", " \n", " 0.1615\n", " \n", " \n", " 0.1759\n", " \n", " \n", " 7.768\n", " \n", " \n", " -0.1577\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " HEATING OIL\n", " \n", " \n", " 1986-07-02\n", " \n", " \n", " 0.1641\n", " \n", " \n", " 0.3659\n", " \n", " \n", " -0.3195\n", " \n", " \n", " 9.5853\n", " \n", " \n", " 0.4483\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " LEAN HOGS\n", " \n", " \n", " 1986-04-03\n", " \n", " \n", " -0.0217\n", " \n", " \n", " 0.2333\n", " \n", " \n", " -0.0693\n", " \n", " \n", " 1.2697\n", " \n", " \n", " -0.0929\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " LIVE CATTLE\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " 0.0026\n", " \n", " \n", " 0.1446\n", " \n", " \n", " -0.0978\n", " \n", " \n", " 1.3376\n", " \n", " \n", " 0.0178\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " NATURAL GAS\n", " \n", " \n", " 1990-04-05\n", " \n", " \n", " -0.0052\n", " \n", " \n", " 0.5312\n", " \n", " \n", " 0.5047\n", " \n", " \n", " 5.5002\n", " \n", " \n", " -0.0097\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " NICKEL\n", " \n", " \n", " 1997-07-25\n", " \n", " \n", " 0.1594\n", " \n", " \n", " 0.3935\n", " \n", " \n", " 0.1149\n", " \n", " \n", " 3.363\n", " \n", " \n", " 0.405\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " PLATINUM\n", " \n", " \n", " 1984-01-30\n", " \n", " \n", " 0.0353\n", " \n", " \n", " 0.2315\n", " \n", " \n", " -0.044\n", " \n", " \n", " 7.4779\n", " \n", " \n", " 0.1523\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " RBOB GASOLINE\n", " \n", " \n", " 2005-10-05\n", " \n", " \n", " 0.0703\n", " \n", " \n", " 0.4422\n", " \n", " \n", " -0.069\n", " \n", " \n", " 1.8821\n", " \n", " \n", " 0.1589\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " SILVER\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0217\n", " \n", " \n", " 0.279\n", " \n", " \n", " -0.3456\n", " \n", " \n", " 6.2958\n", " \n", " \n", " -0.0779\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " SOY MEAL\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " 0.0533\n", " \n", " \n", " 0.2439\n", " \n", " \n", " -0.031\n", " \n", " \n", " 2.5715\n", " \n", " \n", " 0.2186\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " SOY OIL\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0333\n", " \n", " \n", " 0.2397\n", " \n", " \n", " 0.2251\n", " \n", " \n", " 1.8114\n", " \n", " \n", " -0.1388\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " SOYBEANS\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0084\n", " \n", " \n", " 0.2277\n", " \n", " \n", " -0.1572\n", " \n", " \n", " 2.628\n", " \n", " \n", " -0.0368\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " SUGAR\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " 0.0181\n", " \n", " \n", " 0.3685\n", " \n", " \n", " -0.0212\n", " \n", " \n", " 4.0372\n", " \n", " \n", " 0.0492\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " WHEAT\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " -0.0603\n", " \n", " \n", " 0.2573\n", " \n", " \n", " 0.1473\n", " \n", " \n", " 2.7786\n", " \n", " \n", " -0.2345\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " WTI CRUDE\n", " \n", " \n", " 1984-01-03\n", " \n", " \n", " 0.1346\n", " \n", " \n", " 0.3759\n", " \n", " \n", " -0.3765\n", " \n", " \n", " 10.9173\n", " \n", " \n", " 0.358\n", " \n", "
\n", " COMMODITIES\n", " \n", " \n", " ZINC\n", " \n", " \n", " 1997-07-25\n", " \n", " \n", " 0.0092\n", " \n", " \n", " 0.3078\n", " \n", " \n", " -0.086\n", " \n", " \n", " 3.3653\n", " \n", " \n", " 0.03\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " AUSTRALIAN DOLLAR\n", " \n", " \n", " 1987-01-14\n", " \n", " \n", " 0.0146\n", " \n", " \n", " 0.1197\n", " \n", " \n", " -0.6075\n", " \n", " \n", " 11.0146\n", " \n", " \n", " 0.1223\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " CANADIAN DOLLAR\n", " \n", " \n", " 1986-04-07\n", " \n", " \n", " -0.0082\n", " \n", " \n", " 0.0724\n", " \n", " \n", " 0.0903\n", " \n", " \n", " 8.6474\n", " \n", " \n", " -0.1137\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " EURO\n", " \n", " \n", " 1998-05-21\n", " \n", " \n", " 0.0021\n", " \n", " \n", " 0.1021\n", " \n", " \n", " 0.0266\n", " \n", " \n", " 1.3833\n", " \n", " \n", " 0.0201\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " JAPANESE YEN\n", " \n", " \n", " 1986-05-28\n", " \n", " \n", " -0.0301\n", " \n", " \n", " 0.1143\n", " \n", " \n", " 0.6129\n", " \n", " \n", " 6.7518\n", " \n", " \n", " -0.2636\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " NEW ZEALAND\n", " \n", " \n", " 1997-05-09\n", " \n", " \n", " 0.0167\n", " \n", " \n", " 0.1391\n", " \n", " \n", " -0.2998\n", " \n", " \n", " 3.8182\n", " \n", " \n", " 0.12\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " NORWAY\n", " \n", " \n", " 2002-05-20\n", " \n", " \n", " 0.0472\n", " \n", " \n", " 0.1346\n", " \n", " \n", " -0.1743\n", " \n", " \n", " 2.9403\n", " \n", " \n", " 0.3508\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " SWEDEN\n", " \n", " \n", " 2002-05-20\n", " \n", " \n", " 0.0367\n", " \n", " \n", " 0.1348\n", " \n", " \n", " 0.3729\n", " \n", " \n", " 5.9377\n", " \n", " \n", " 0.2724\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " SWITZERLAND\n", " \n", " \n", " 1986-04-08\n", " \n", " \n", " -0.0137\n", " \n", " \n", " 0.1186\n", " \n", " \n", " 0.1735\n", " \n", " \n", " 2.0546\n", " \n", " \n", " -0.1157\n", " \n", "
\n", " CURRENCIES\n", " \n", " \n", " UK\n", " \n", " \n", " 1986-05-29\n", " \n", " \n", " -0.0028\n", " \n", " \n", " 0.1015\n", " \n", " \n", " -0.2066\n", " \n", " \n", " 3.498\n", " \n", " \n", " -0.0278\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " AEX (NETHERLANDS)\n", " \n", " \n", " 1989-01-04\n", " \n", " \n", " 0.0085\n", " \n", " \n", " 0.25\n", " \n", " \n", " -7.0447\n", " \n", " \n", " 238.363\n", " \n", " \n", " 0.034\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " DAX (GERMANY)\n", " \n", " \n", " 1990-11-27\n", " \n", " \n", " 0.0389\n", " \n", " \n", " 0.237\n", " \n", " \n", " 0.0231\n", " \n", " \n", " 6.0168\n", " \n", " \n", " 0.1642\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " FTSE 100 (UK)\n", " \n", " \n", " 1988-03-01\n", " \n", " \n", " 0.0093\n", " \n", " \n", " 0.1881\n", " \n", " \n", " 0.0019\n", " \n", " \n", " 5.7149\n", " \n", " \n", " 0.0497\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " FTSE/MIB (ITALY)\n", " \n", " \n", " 2004-03-24\n", " \n", " \n", " 0.001\n", " \n", " \n", " 0.2246\n", " \n", " \n", " 0.0756\n", " \n", " \n", " 8.9781\n", " \n", " \n", " 0.0044\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " IBEX 35 (SPAIN)\n", " \n", " \n", " 1992-07-02\n", " \n", " \n", " 0.0745\n", " \n", " \n", " 0.2373\n", " \n", " \n", " -0.1767\n", " \n", " \n", " 4.3022\n", " \n", " \n", " 0.314\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " S&P 500 (US)\n", " \n", " \n", " 1997-09-11\n", " \n", " \n", " -0.0035\n", " \n", " \n", " 0.2192\n", " \n", " \n", " 0.215\n", " \n", " \n", " 10.1467\n", " \n", " \n", " -0.0159\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " SPI 200 (AUSTRALIA)\n", " \n", " \n", " 2000-05-04\n", " \n", " \n", " 0.0307\n", " \n", " \n", " 0.1674\n", " \n", " \n", " -0.3216\n", " \n", " \n", " 6.2255\n", " \n", " \n", " 0.1834\n", " \n", "
\n", " EQUITY INDEXES\n", " \n", " \n", " TOPIX (JAPAN)\n", " \n", " \n", " 1990-05-21\n", " \n", " \n", " -0.0553\n", " \n", " \n", " 0.2428\n", " \n", " \n", " 0.2691\n", " \n", " \n", " 9.5202\n", " \n", " \n", " -0.2279\n", " \n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all.set_index(['ASSET_CLASS', 'FUTURES']).style.set_properties(**{'text-align': 'right'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1b. Trading Strategy - TSMOM with Volatility Scaling (1984 - 2009)\n", "\n", "\n", "Perform a Time Series Momentum strategy on each price series.\n", "* Long those with positive momentum\n", "* Short those with negative momentum" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pnl = pd.DataFrame(index=std_index)\n", "leverage = pd.DataFrame(index=std_index)\n", "strategy_cumm_rtns = pd.DataFrame(index=std_index)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ "for oo in mth_index:\n", " df = pd.concat([mth_index[oo], mth_index_vol[oo+\"_Vol\"]], axis=1)\n", " df['returns'] = df[oo].pct_change(look_back)\n", " \n", " df['pnl'] = 0.\n", " df['leverage'] = 0.\n", " try:\n", " for k, v in enumerate(df['returns']):\n", " if k <= look_back:\n", " # skip the first 12 observations\n", " continue\n", " if df['returns'].iloc[k-1] < tolerance:\n", " # negative returns, sell and hold for 1 mth, then close position\n", " if vol_flag == 1:\n", " df['pnl'].iloc[k] = (df[oo].iloc[k - 1] / df[oo].iloc[k] - 1) * \\\n", " target_vol / df[oo+\"_Vol\"].iloc[k - 1]\n", " df['leverage'].iloc[k] = target_vol / df[oo+\"_Vol\"].iloc[k - 1]\n", " else:\n", " df['pnl'].iloc[k] = (df[oo].iloc[k - 1] / df[oo].iloc[k] - 1) \n", " df['leverage'].iloc[k] = 1.\n", " elif df['returns'].iloc[k-1] > tolerance:\n", " # positive returns, buy and hold for 1 mth, then close position\n", " if vol_flag == 1:\n", " df['pnl'].iloc[k] = (df[oo].iloc[k] / df[oo].iloc[k - 1] - 1) * \\\n", " target_vol / df[oo+\"_Vol\"].iloc[k - 1]\n", " df['leverage'].iloc[k] = target_vol / df[oo+\"_Vol\"].iloc[k - 1]\n", " else:\n", " df['pnl'].iloc[k] = (df[oo].iloc[k] / df[oo].iloc[k - 1] - 1) \n", " df['leverage'].iloc[k] = 1.\n", " except: pass \n", " # convert to cummulative index\n", " pnl = pd.concat([pnl, df['pnl']], axis=1)\n", " leverage = pd.concat([leverage, df['leverage']], axis=1)\n", " \n", " ret_index = (1 + df['pnl'][13:]).cumprod()\n", " ret_index[0] = 1\n", " strategy_cumm_rtns = pd.concat([strategy_cumm_rtns, ret_index], axis=1) " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pnl.columns = res.columns\n", "leverage.columns = leverage.columns\n", "strategy_cumm_rtns.columns = res.columns\n", "df = pnl\n", "df['port_avg'] = df.mean(skipna = 1, axis=1)\n", "Strategy = df['port_avg'].copy()\n", "Strategy.name = \"TSMOM with Vol\"\n", "dataport_index = (1 + df['port_avg']).cumprod()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Annualized Sharpe Ratio = 1.55942862102\n", "Annualized Mean Returns = 0.158205253154\n", "Annualized Standard Deviations = 0.0977748556597\n" ] } ], "source": [ "print \"Annualized Sharpe Ratio = \", pf.empyrical.sharpe_ratio(df['port_avg'], period='monthly')\n", "print \"Annualized Mean Returns = \", pf.empyrical.annual_return(df['port_avg'], period='monthly')\n", "print \"Annualized Standard Deviations = \", pf.empyrical.annual_volatility(df['port_avg'], period='monthly')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max Drawdown = -0.140726202907\n", "Calmar ratio = 1.12420608164\n" ] } ], "source": [ "print \"Max Drawdown = \", pf.empyrical.max_drawdown(df['port_avg'])\n", "print \"Calmar ratio = \", pf.empyrical.calmar_ratio(df['port_avg'], period='monthly')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other Strategies\n", "\n", "The performance of Time Series Momentum with volatility scaling (MOP strategy) up to and including Sep 2016 (not shown) is:\n", "\n", "* Annualized Sharpe Ratio = 1.32240147363\n", "* Annualized Mean Returns = 0.144648073277\n", "* Annualized Standard Deviations = 0.107003671777\n", "* Max Drawdown = -0.140726203354\n", "* Calmar ratio = 1.02786879649\n", "\n", "The performance of Time Series Momentum without volatility scaling is:\n", "\n", "* Annualized Sharpe Ratio = 1.18250924383\n", "* Annualized Mean Returns = 0.0593476792819\n", "* Annualized Standard Deviations = 0.0499137056686\n", "* Max Drawdown = -0.125187506104\n", "* Calmar ratio = 0.474070305648" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Entire data start date: 1984-01-30\n", "Entire data end date: 2009-12-30\n", "\n", "\n", "Backtest Months: 14\n" ] }, { "data": { "text/html": [ "
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Performance statisticsBacktest
annual_return20.85
annual_volatility0.45
sharpe_ratio7.15
calmar_ratio148.18
stability_of_timeseries0.96
max_drawdown-0.14
omega_ratio3.37
sortino_ratio15.12
skew0.14
kurtosis0.77
tail_ratio1.75
common_sense_ratio38.30
information_ratio0.44
alpha4.32
beta-0.09
\n", "
" ], "text/plain": [ "Performance statistics Backtest\n", "annual_return 20.85\n", "annual_volatility 0.45\n", "sharpe_ratio 7.15\n", "calmar_ratio 148.18\n", "stability_of_timeseries 0.96\n", "max_drawdown -0.14\n", "omega_ratio 3.37\n", "sortino_ratio 15.12\n", "skew 0.14\n", "kurtosis 0.77\n", "tail_ratio 1.75\n", "common_sense_ratio 38.30\n", "information_ratio 0.44\n", "alpha 4.32\n", "beta -0.09" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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Worst Drawdown Periodsnet drawdown in %peak datevalley daterecovery dateduration
014.072003-05-292003-08-282003-12-30153
113.542009-02-262009-07-30NaTNaN
29.172008-06-292008-09-292008-10-3089
37.822004-03-302004-07-292004-10-28153
47.332007-06-282007-08-302007-10-3089
\n", "
" ], "text/plain": [ "Worst Drawdown Periods net drawdown in % peak date valley date recovery date \\\n", "0 14.07 2003-05-29 2003-08-28 2003-12-30 \n", "1 13.54 2009-02-26 2009-07-30 NaT \n", "2 9.17 2008-06-29 2008-09-29 2008-10-30 \n", "3 7.82 2004-03-30 2004-07-29 2004-10-28 \n", "4 7.33 2007-06-28 2007-08-30 2007-10-30 \n", "\n", "Worst Drawdown Periods duration \n", "0 153 \n", "1 NaN \n", "2 89 \n", "3 153 \n", "4 89 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "[-0.061 -0.061]\n" ] }, { "data": { "image/png": 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vSsfIN4gIisDLw4vp46YT4BNQ5zpXPouE0gR+3PQjAB4+HgwfPhyLxeKSWFzN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\nghQVFeUaIdERNbYveGhoqLp06VJvObvdrrK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OlVrnZ00SQwAbsT9/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IV4h8BIG12WCVaoFQj1CXW5Zb9YKMZtSbehXlVv8V5hnqV6cd6LkHpIkRqSirzGPLv1qL80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06VINGjRIHTp00Jo1a7RkyRL17NlTffr00cmTJyVJP//8s0aMGKEePXqob9++jhmokydP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ZIUGhqqhIQEffvtt+fd34iICH3zzTfatm2bvLy89MILL7gOwQQAGMd3qgCgCTt58qS8vLzk7+/v\nui04OFj5+fmKiopScHCw6/aQkBA5nU4VFRXV+UAeHh6up556yvX7zJkztXjxYh05ckRt27a9YA2Z\nmZny8fFxBamQkBDXsry8PP3+97/Xnj17ZLVaZbfb1alTJ0nSgAEDlJaWpq1btyohIUGHDx/W3r17\ntXXrVk2ePFnZ2dmuMU/v12n5+fl1thMcHKy8vDz5+/urXbt22r9/v7Zu3aonnnhCq1atUkFBgbZu\n3aqpU6dKkry9veXj4yNJstlscjgc59y/hx56yHWiiqioKCUnJysqKkpFRUU6dOiQrr/+ekmnDo0M\nCAhwzSD9tL6fOnnyZJ19Od2vgoKCc+7vjBkzJElJSUnKy8vT1KlTLyr4AgDOj1AFAE1YWFiYamtr\nVVpaqsDAQEmnvrMTERHh+vm0wsJCWa3WMz7sFxYWqri42DWr4nA45HA45OVVv7eYzz77zHVY3c8t\nXLhQfn5+WrNmjWw2W53D4wYMGKDt27dr+/btmjNnjg4ePKht27Zp9+7d6tu3rzZs2KDi4mLX+nl5\nea6fIyIi6uxbQUGBmjdvLkkaOHCgtm3bpiNHjig2NlZXX321NmzYoKKiIsXGxuro0aP12q/Tfnqi\nip9q0aKFunTpouXLl5+xbOfOnecc73TtkZGRrtojIyMVEhKioqKis+6vzWbTrFmzNGvWLB0+fFgz\nZsxQ//79NWDAgIvaFwDA2XH4HwA0YT4+PhoyZIjef/99SdLhw4eVlpbmOsyttLRU69evlyR9+umn\n6t27t2w2W50x0tLSNGPGDFdIWbZsmdq2bauYmJgLbn/NmjVaunRpnbD0U/n5+erSpYtsNpv27Nmj\nHTt2uA4THDhwoL799ltZLBYFBAQoLi5O//znP9W6dWv5+PioV69e2r9/v44dOyZJ+vjjj13jjhw5\nUh9//LEqKytVU1OjFStWKD4+XtKpsPbhhx+6ZsTi4uL0t7/9zXWYnqQzTvbx89/rIy4uTllZWa7D\nC48cOaLHHnvsgvcbMWKE3nvvPUmngtO6des0YsQI9erVSwcOHDjr/j755JOuQzpbt26tyMhIzgwI\nAG7ETBUANCFn+yD9u9/9TnPnztX7778vHx8fPfvss4qMjNT+/fsVGxurTZs26Q9/+INqa2v15z//\n+Yz7x8fHKz09XbfddptsNptatWp11vVOb3/KlCmyWq0qKSnRVVddpTfeeENdu3Y96/p33nmnnnji\nCa1YsUL9+/fXo48+qrlz56p3795KSEjQyZMnNXLkSElS165dlZ6erlmzZkmSmjdvrt/+9reaNm2a\ngoKCNHHiRNe4119/vfbt26ebbrpJFotFQ4YMcR3ad8011+iHH35wXUuqT58+2rFjh2v52R7HcwWU\n8wUXf39/vfTSS5o3b57Ky8vl4+OjBx988JzrnzZnzhw9/fTTGjt2rLy8vPSb3/xG3bp1k6Rz7u/k\nyZM1b948lZWVyel0avTo0XVCIgDAGIvzUv681gC2bNmiBx54QFdddZWcTqe6dOlS5xj9jRs3atGi\nRbLZbBo+fLjuueceD1YLAI3fpk2b9Mwzz9Tr+lMAADRlppqpGjBggP70pz+dddmCBQv01ltvKSoq\nSrfffrsSExPVsWPHy1whAAAAANRlqu9UnWvSLCMjQ6GhoWrRooUsFovi4+Ndx4YDAAAAgCeZKlQd\nOHBA99xzj6ZOnaqNGze6brfb7WecvjcnJ8cTJQJAkzF48GAO/QMAoB5Mc/hf27Ztdd9992ns2LHK\nyMjQ9OnTtW7durOekre+XwNLTU11d5kAAAAAGpm+ffsaur9pQlWLFi00duxYSVKbNm3UvHlzZWdn\nKyYmRlFRUa4rzEtSdna2oqKi6jWu0QcIF5aammrax7m4qEQfr/hUfn6+ni6lQVVUVOrGCWOVvu/H\nButFbVWVTv54UNZ6XnvoSuSoqVFYlw6y/feirkaY+XnRlNByPpiTAAAgAElEQVQH87iSe+GorVFl\nfp4sVs8e4ON0OOQbHiGrzdjr8JXci+rySh3euEc2H8++F9VW1ajdkO7y9jf2+eJSe1FeUq7Nn30n\nH19vQ9uHVFVZraD2gYbHMc3hf6tXr1ZycrKkU9fdyM/PV4sWLSRJMTExKi0tVVZWlmpqavT1119r\n6NChniwXAAAAACSZaKZq1KhRmjNnjiZPniyn06mkpCStXr1aQUFBSkhIUFJSkh5++GFJ0rhx49S2\nbVsPVwwAAAAAJgpVgYGBevXVV8+5vF+/flq+fLmhbTidTlVWVhoao7Hz9fU978UqAQAAANRlmsP/\nLofKykpC1Xnw+AAAAAAXzzQzVZeLr6+v/Pz8PF0GAAAAgEaiSc1UAQAAAFeysopqvfTBTq1OL9GJ\n4mpPl4P/anIzVQAAAMCVyF5QrvlvpOjw8SJJUnreSXUM99GQtoFqHcLp1T2JUAUAAACY3KGsQs1/\nI0V5hRW6rn8bBZWc1JasSh3Ir9KB/Cq1C/XWkLaBig315qRjHkCo8oDMzEyNHz9ePXv2lNPpVHV1\nte666y4lJCRc8L5bt25Vhw4dFB4ertdff12ffPKJXnnlFcXGxp6x7uOPP64xY8bIarUqMzNTkyZN\naojdAQAAQANKS8/Rs+98p7KKGt0xrofG9IvWls+3qnOLAB0tqNKGI6U6fLJahwsK1DrYW0PaBqhD\nuA/h6jIiVHlIhw4d9O6770qSCgsLdfPNN2v48OHy8fE57/0+/PBDzZgxQ+Hh4fr222/1wgsvnDVQ\n/dSwYcPcVjcAAAAun39/d1Qvv58mi8Wi/+/2fhrWJ0blJeWu5bGhPooN9VFmUbU2HinV/rwqvb+r\nUC2beemGrsGKasbH/cuBR9kEQkJCFBkZqZ07d+ovf/mLqqqqZLPZtGDBAknSI488ombNmmny5Mn6\n4osvtH//fk2dOlV79uzR3Llz9cILL2j9+vX69NNPJUkJCQm66667XOOvXLlS6enpevTRR/XOO++4\n1vvFL36hmTNnXv4dBgAAwHk5nU4tX5eupZ//oGb+3nrqzoHq0SHinOvHBHtrYq9QZRdXa+PRMv2Q\nW6llO05qWp8whQfwkb+hNelH+K3Vu7VhR6Zbx7z26hjdOb7HBddzOp2un48dO6aCggKtXLlSEyZM\n0NixY/X555/r5Zdf1m9+8xvt3btX69evV3BwsLp166akpCR17NhRH330kZKSkuTl5aWPP/5YH374\noRwOhyZOnKjExMQ627NYLDp27JhWrVqljz76yLXemDFj1KZNG7c+BgAAALh0VdW1evWjnVq35aii\nwgM0765BatMiqF73bRHkrZt7hCg1s0xr95Vo2Y4CTesTpmA/WwNX3bQ16VDlSYcOHdL06dPldDrl\n6+ur559/XnPnztWcOXMkSQMHDtTixYslSbGxsQoODpZ0KoydDmSnf967d6+uvvpqWSwW2Ww2XXPN\nNfrhhx/O2ObevXsVFxdXZ70ff/yRUAUAAOBh1TW12p6eq2/TMrV59wmVVdSoU+sQPT1jkMKCL/4a\nq31jAlRZ49T6Q6WuYBXgw9WUGkqTDlV3ju9Rr1mlhvDT71SdZrVaXYGpurpaVuup//je3uc/RabF\nYpHD4XD9XlVV5brvhdbjC4wAAACeUVPr1Na92fpPWqY2f39cpRU1kqTIMH+NHdxOt43uIn/fS/+4\nPjg2QBU1Tm3OKNN7Ows0OS5Ufl4Eq4bAo+ohPz3877RevXopJSVFkrRlyxb17NnzjHWtVqtqamrq\n3K9bt27asWOHHA6HampqtGvXLnXv3v2M8X++3s6dO8+6HgAAABrOsZxi/Wn5dr34UZbmv5GiL7dm\nyN/PWzfFd9SL9w/Tm0+O1v8b18NQoJJO/UF9ZIdAXd3KTydKarRiV6Gqa8/8DArjmvRMlSedbYbo\nN7/5jZ588km9//778vHx0YIFC1RdXV1n3f79++uBBx7Q4sWLXbfHxMTo1ltv1dSpU+V0OjVx4kS1\natXqjPF/vt6tt9561vUAAADQMA5lFerJv2xUcVmVgvxtShzcTkPjotW5TZisVvcfQWSxWDSmc5Cq\napzam1upj3YXakLPENkaYFtNGaHKA2JiYrRixYozbo+KitLrr79+xu0/Xfe+++7TfffdJ0l1Dh+c\nMmWKpkyZUud+zz777BljnW09AAAANLz9xwr09F83qqS8Wnff0luRPnnq369ng2/XarFofLdgVdYW\n6mB+lVbvLdIvuwfLytdA3MZ0h/9VVlZq9OjRWrVqVZ3bR40apdtvv13Tpk3T9OnTlZOT46EKAQAA\ngIuzL+Oknnr1VKC6/9Y+un5I+8saamxWi37VI0StQ7y1N7dSn6cXn/XrKLg0ppupWrx4sUJDQ8+4\n3WKx6I033pCf38Wf/QQAAADwlB+P5CvptU0qr6zRQ5Ov0ci+njnzsrfNoom9QrQ0rUBpxysUHuCl\ngW0CPFJLY2OqmaqDBw/q0KFDio+PP2PZT08lDgAAAFwJ9h7K19y/ngpUD0/p67FAdZqfl1W39Q6V\nv5dFGw6XqrzaceE74YJMNVP1/PPP6+mnn9ZHH3101uVJSUk6duyY+vXrp4cffviStlFZWWmkxEat\nsrJSvr6+ni4DAACgUdh9ME/z39ikymqHHpnWT0OvjvF0SZKkQB+rBscG6suDJdqSUab4Ds08XdIV\nz+I0yfTPqlWrlJeXpxkzZig5OVkxMTG6+eabXcs//vhjDRs2TKGhobrnnnv0q1/9Stddd915x0xN\nTW3osmFyZaXl+vbL7+Tje/5rfV3pqiqrNXRUfwUE+jfcRmprZbMXSWe5Blqj4XCotnmwZOOq8wD+\nxyKngiySpz8wWSQVOyWnmu7JBRxVNSpKPyGrl2dfpx01tQru3FJWn3PPTxzOrtQ/1ttVW+vUhKER\n6t7Gfe/RVeVV2r/1gLy8L31+pMYhfZLhpxqH9MvYCvk10be+muoadR/WTX379jU0jmlmqtavX69j\nx45p7dq1OnHihHx9fdWyZUsNHjxYknTjjTe61h0+fLjS09MvGKokGX6AcGGpqammfZyLi0p0ZP9x\n+fk17hm4iopKxcXFKX3fjw3Wi9qqKp388aCsXqZ52XA7R02Nwrp0kM3Hx/BYZn5eNCX0wTyu5F44\namtUmZ8ni4f/qOR0OOQbHiGrzdjr8JXci+rySh0u2yPbecLM5VBbVaN2cd3l7X/2zxc79uVq6Qeb\n5XRKj/+/ARrU8+yXsLnUXpSXlKvyRLXhPxoP9y7T2n0lOlYbrl+0DzI0lhkVVtTqu2Nl8rVZ1DzQ\nS5GBXgrzt9U5nXxVZbVbtmWaT0eLFi1y/ZycnKzWrVu7AlVJSYlmz56tN998U76+vtq6dasSExM9\nVSoAAABwVnsO5el3b6TI8d9ANaB7S0+XdE5Xt/LX5qNlSs0s14A2AQrybTzTVcWVtVqaVqCCito6\nt9ssUniATZH/DVmhPlKf9oGGt2eaUHU2K1euVFBQkBISEpSYmKjbbrtNgYGB6tatG6EKAAAApuJ0\nOvX6x9+rutahp2cMUr9uLTxd0nl5WS26tl2g1vxYrA1HyjSmc+OYrSqrcmjZjlOBanBsgGJDvWUv\nrVVuaY1yS2v++3OlpFPnWujTN8zwNk0Zqk5f3Panpk2bpmnTpnmgGgAAAODCUn/I0f6MAg29Otr0\ngeq0Xi38lHK0TDuOl2tQmwCF+l/Zs1Xl1acCVV5ZrQa09ld8+0BZLBZ1CP/fOk6nU4UVDuWW1iin\nqMot223E3zgHAAAALg+n06lla3+QJN02uouHq6k/q9WiYe0C5XBK3x4u9XQ5hlTWOPTezgLllNao\nT7S/RnVsJstZLrBssVgU6m/TVc191T/GPdfAJVQBAAAABm37MUfpRws0pHcrtWsV7OlyLkq3KF9F\nBtr0fXaF7KU1ni7nklTXOvXBrkIdL65RzxZ+Srzq7IGqoRCqAAAAAANOzVL9KEmadAXNUp1msVg0\nvH0zOXVxs1UmuTKTamqdWvF9gTIKq9U10lc3dAm6rIFKMul3qgAAAIArRVp6rn48clKDe7VS++gQ\nT5dzSa6K8FGrIC/tza3U4OJqtQg6++nanU6n0u2V2ni0TCWVDo3rGqz24cYvRfLzbWQV1WhfXqUq\na5yKDvZSdLC3wv1tZ4SlWodTK/cU6vDJanWK8NEvuwXLar3813IjVAEAAACX6KezVLcldPZwNZfu\n1GxVoN7bWahvDpdqYq/QOssdDqf25FZq05FS2ctOnabcapGW7yzQsHaBGtI2QFYDs0MOh1NHC6v1\nY26l0u2VKqlyuJZtyzr1r5+XRa2CvF0hq1WQt9btK9b+vCq1C/PWzd1D6lyD6nIiVAEAAACXaOc+\nu/YeztfAHi3VsXXohe9gYu3DfNQmxFv786qUWVitmBBv1Tic+v5EhTYdLVNBRa0sOnXGwMGxAaqo\ndWrV7kL953CpMgqr9MtuIQr0qf+3i2pqnTp0skrp9krts1eqvObU4YR+Xhb1aumnLs19FehjVVZR\ntbKKq5VVVKNDJ6t06GTdM/a1DvHWLT1D5WXzTKCSCFUAAADAJXE6nVq27sr9LtXPWSwWxbcP1N/T\nCrT+UImuau6rzRllKq50yGaR+kT7n3Ha9Tv7heufPxRpf16V3tqarxu7Bys29PyHA9pLa7Q9q1zf\nZ1eo4r9BqpmPVddE+6lLpK9iQ7zrHMIXHfy/QxHLqh06XlStrKJqZRbVyNtm0biuQfLxYKCSCFUA\nAADAJfn+QJ52H8xT/+4t1KnNlT1LdVqbUB+1D/PRoZNVOlJQLW+r1L+1vwa2CVCQ75nXsPL3tmpC\nzxBtzijT1wdLtTStQPEdAjWoTUCd7z/VOJz6MbdS27PKlVFYLUkK9LFqYBt/dWnuq+hgr3qdXCLA\n26qOEb7qGOHrvp12A0IVAAAAcAmu5DP+nc8vOjbTP38oUodwH/VvHaCACxzSZ7FYNCg2UDHB3lq1\np0hfHyxVRkG1xnULVkW1Q2nHK7TzeLnr8L52Yd7qE+2vqyJ8PfYdKHcjVAEAAAAXafehfO06YFff\nrlHqHBvm6XLcKrKZl+7oF37R92sT6qMZ/cL1yd4iHciv0qspeaqsPRWk/L0tGtQmQFe38lN4QOOL\nII1vjwAAAIAG9v5X+yVJk69rXLNURgX4WHVb7xBtPFKmb4+UKjbk1KxU50hfeTWSWamzIVQBAAAA\nF+FgfoV2HczXNV2i1KXtxc/oNHYWi0XXtgvUoNiARnN434XU/5yHAAAAALR2f5GkxvddKndrKoFK\nIlQBAADgCpFXVKH3duUpo6DSYzUcOVmhdHuFeneIULf2zFLhFNOFqsrKSo0ePVqrVq2qc/vGjRs1\nceJETZo0SYsXL/ZQdQAAAPAEp9OpVz/erc0ZpXplw3GPBasv0gskSbeM6OCR7cOcTBeqFi9erNDQ\nM8/zv2DBAiUnJ2vZsmXasGGDDhw44IHqAAAA4Akp3x9X6o+5ah7gpYpqhxZ7IFhlF1dp1/EytQnx\nUU9mqfATpgpVBw8e1KFDhxQfH1/n9oyMDIWGhqpFixanrvQcH6+UlBQPVQkAAIDLqayiWq+t3CUv\nm0V39YvUlGsiVf7fYHXsMgarr/YXyilpVIfgel2oFk2HqULV888/r8cee+yM2+12u8LD//fXgPDw\ncOXk5FzO0gAAAOAhy9b+KHthhW4e1kFRzbw1IDbIFaxe2XBcmYUNH6wKy2u0JaNYkYHe6tXSv8G3\nhyuLaU6pvmrVKvXv31/R0dGSTh03ey7nW/ZzqamphmvDhZn1cS4rLVfG0WPy8fX2dCkNqqqyWmlp\naQoI9G+4XtTWymYvkqym+luMezkcOlJeJNlsbhnOrM+LpoY+mMeV2guLnAqySPX/9NFQdUjFRzPk\nlPEZkiupF8dPVunjb3IU1symTmElOnogW1Yvm1pIGh1r0dqjDv35m0xNvMqqyICGmz365phDtQ7p\n6ogaHcvMUFFataw+xj9KX0ovqsqrlHHsqLy8TfNR/opVU12j7u27GR7HNJ1Yv369jh07prVr1+rE\niRPy9fVVy5YtNXjwYEVFRSk3N9e1bnZ2tqKiouo1bt++fRuqZPxXamqqaR/n4qISHdl/XH5+vp4u\npUFVVFQqLi5O6ft+bLBe1FZV6eSPB2X1Ms3Lhts5amoU1qWDbD4+hscy8/OiKaEP5nEl98JRW6PK\n/DxZPPxHJafDId/wCFltxl6Hr6ReOBxOLXv5P3I6pQcnD1CvtiE6XLlHtv+GmbaxUnh4kZan2fXR\nQem+oa0UHWz8NfznyqpqtWvnUQX72jTm6jay1jrULq67vP2Nfb641F6Ul5Sr8kR1o/+j8eVQVVnt\nlnFM8+lo0aJFrp+Tk5PVunVrDR48WJIUExOj0tJSZWVlKSoqSl9//bUWLlzoqVIBAABwGXy++Yh+\nPHpSw+JidE3XKFWXn3mY3+B2wXJKei/Nrle+zdJ9Q6PVys3BasPhYlXWOHVd5xB526yqrXW4dXxc\n+UwTqs5m5cqVCgoKUkJCgpKSkvTwww9LksaNG6e2bdt6uDoAAAA0lJPFFXrnX3sU4OelGb/scd51\nh7QLlsMpfbDDruQNx/Wba1uppZuCVXWtQ+sPFMrPy6Jr2we7ZUw0PqYMVffdd98Zt/Xr10/Lly/3\nQDUAAAC43N5avVul5dX6v5t7KSLkwieGGNo+WE6nUyt25unP32bproEt1SHCz3Ad32WUqLiyVr+4\nKkT+3o34e8UwhP8ZAAAAMJUd+3L1deoxdWodorFD2tf7fsM6hGhSXHOVVzuUvCFLqcdKDNXhcDr1\n730Fslml+I4hhsZC40aoAgAAgGlU19TqLx/ukNUi3TshTjbrxZ3Rb3C7YP3f4Jbytlr07tYcrf3x\n5EWdOfqndmSVyl5aowFtghTiZ8oDvGAShCoAAACYxodf7VdmbqluGNpBndqEXtIYXaMC9MDwGIX5\ne+lfe09q6fZc1TguLlg5/ztLZZE06ipmqXB+hCoAAACYQpa9RO9/ka7wYF/dPqarobGig330cHy0\n2oT6asvREr268bjKqmrrff90e4UyCqrUOzpQUc3cf5p2NC6EKgAAAFyQ0+nUd3tOaP+xAtW4+ZTi\ntQ6nvthyVE8u3qDqGodm3tRLAX7Gr8EU7Oel+4e2Uu9WAdpnr9BL32TJXlq/6xL9O71AkvQLZqlQ\nDxwcCgAAgAtat+WoXn4/TZLk421Tp9Yh6hwbpi5tw9Q5NkyRof6yWC7u+09Op1Nb92brnX/t0ZET\nxfL2smrydV10be9ot9Xt42XVHQNa6JPd+fpqf6EWrc/UDd3D1am5vyIDvc5ac0ZBpX7MLddVzf3U\nNsz4GQTR+BGqAAAAcF61tQ598O90edmsGtWvjdKPntQPh/O151C+a52wIF9XyOraLlxXtQ6Vn++5\nP2r+eCRfS/61R98fyJPFIiX0j9WUxK6KDLvw6dMvltVi0U09I9Q80Fsf7rTrvTS7JCnY16aOzf3U\nMcJPHSP81TLYW1aLRf/ed2qWKqHzpX2nC00PoQoAAAD/P3t3Hh9Veff//3VmzQrZSEIgbGFJ2FcV\nZBNRUFFLtbggWm9vl1Jbrf3Vu61WtLa3t1Vrvz/tt26oXURae1tFqxUVUZQ9LLLIkoQlIfu+TWY9\n3z+iUSpIICfMJLyfj8c8kpkz55zPzJU5mfdZrusbfbj1CKVVzVw0ZQCLrxgDgMcbIK+oln2Hath7\nuIZ9h2vYsKuUDbtKAbDZDAb07kH25yEru38S6ckxlFQ28ae3PuOTT4sBmDQ8jRsuHk7/3p0/sO7U\ngT0Y1iuavRUe8io95Fe1sPVIE1uPNAEQ47QxMCmK3WXN9O3pYlgv6wOedE+dEqoaGxuJi4ujsrKS\ngwcPMn78eGw2Xb4lIiIi0tUEQyavvL8Pu83gyvOGtD0e7XYwKiuFUVkpbY9V1XnYc6j1KNbeQzXk\nFdVScKSOt9YeBKBnnIvGZj/BkMnQfgl8d96Io+Y/HXrFOekV52wbLLiyKUB+lYe8yhbyq1rYVdYM\ntB6lOtnTGeXMZXmoevDBBxk2bBgXXnghV199NSNGjGDFihX88pe/tHpVIiIiItLJ1n5aTFF5Ixec\n1Y/UpJhvfG5yz2jOHR3ddk2UPxDiQHEdew5Ws+dQDXsPVZOQ6uaaC7OZMrp32EOLYRhtIeuc/q1H\nyqqbA9R5AgxIcoe1NulaLA9Vu3fv5he/+AUvv/wy8+fP5/vf/z433HCD1asRERERkU4WCpn87b19\n2Ay48vwhJ57h3zgdNob2a+3I4rJOqK8zJMU4SIrRFTJyciw/J++LEatXr17NrFmzAPD5fFavRkRE\nREQ62cbdpRwsqWf6uL5kpMSFuxyRiGV5qBo4cCAXX3wxTU1N5OTk8Nprr9Gzp/r3FxEREelKTNPk\nr+/uxTDgO6dwlErkTGL5sc1f/epX7Nu3j6ysLAAGDx7MI488YvVqRERERKQT5e4pJ6+ojnNHZ9Av\nvfN75hPpyiwPVdXV1WzcuJF333237VRAgDvuuOMb52tpaeGnP/0pVVVV+Hw+vve97zFz5sy26bNm\nzSIjIwPDMDAMg0cffZTU1FSryxcRERE5431xlArgqguGhrkakchneai69dZbGTZsGH369Dmp+Vat\nWsWoUaO46aabKC4u5sYbbzwqVBmGwXPPPUdUlEa1FhEREelMn+ZVsudQDWePSGdghi7jEDkRy0NV\nTEwMDz300EnPd/HFF7f9XlxcTO/evY+abprmUUe+RERERKRz/O29fQAsmK2jVCLtYXmoGjNmDPn5\n+W3XVJ2sq6++mvLycp566qmvTVuyZAlFRUVMnDiRu+66q6OlioiIiMi/2X2gik/zKhk/LJWh/RLD\nXY5Il2CYFh/+ueyyyygoKCAhIQGHw4FpmhiGwerVq9u9jD179nD33XezYsWKtsdef/11pk2bRkJC\nAosXL+bb3/42F1544TcuJzc391RfhnQTzU0ePl61CZfbGe5SOpXP62fqrEnExEZ33kqCQeyV9WCz\nvNPQyBEKEUzpAXZ7uCsRkQhiYBJvQLjPlzGABhNMOnfA3D9/UEF+iZf/uKAX/XpF1gC4IV+A+n2l\n2Bzh3U6HAkF6DE3H5grPeFY+j4+8zfk4nBpPq6MC/gDDp+UwYcKEDi3H8pb4wx/+cErz7dy5k+Tk\nZHr37k12djbBYJDq6mqSkpIAuPzyy9ueO336dPbt23fCUAV0+A2SE8vNzY3Y97mhvpFDeSVERUXW\nPwWrtbR4GTt2LPv27+20tgj6fNTsLcDm6L4b8FAgQOKwQdhdrg4vK5I/F2cStUPk6MptEQoG8FZX\nYYR5p5IZCuFOSsZm79h2+JvaYt/hGvJLihiVlcL8uVM6tJ7O4Pd4Odi8G3uYwswXgr4AA8YOxxnd\nse8Xp/q58DR68Jb6u/1O49PB5/VbshzLtw4PP/wwffr0+drtRDZv3swLL7wAQGVlJR6Ppy1QNTY2\nct111+H1etueO2SIxksQERGRM0NTS4BHX93LC29+RijUOcfMmlv8vLxSPf6JnArLY36/fv34+9//\nzrhx43B9ZW9vZmbmN853zTXX8POf/5yFCxfi9Xq57777+Mc//kF8fDyzZ89mzpw5XHXVVcTGxpKT\nk8OcOXOsLl1EREQk4jQ0+3lw+W4OlDbBvhrqm/388Kpx2G2nfhpgdX0LBUfqyD9Sy4Ej9RQcqaOk\nqgmA7P6JjB6cYlX5ImcEy0PVW2+99bXHDMPg/fff/8b53G43jz322HGnL1q0iEWLFnW4PhEREZGT\nsWl3Ge98ks+i8wfQO6kTr109hromHw++vJtD5c3MHNWL4jo/qzYXEgiEuOva8djt7T/paNu+cl77\nMJ89Bytpaik6alp8jJMxQ1IY1CeBy6cPwjA697otke7G8lC1atUqqxcpIiIiEharNh/m//x1G6GQ\nSX5pE/cvHHHaglVNo48HXtrFkSoPc8anc+MF/TFje/LL5zfz0bYjBEIhfnLdRBwnCFYt3gAvvLmL\nt9YeBKBnrJ2zR6ST1acng/r0ZFCfBFISohSkRDrA8lB19913H/Px3/zmN1avSkRERKTTvLGmgGde\n20FctJNpw5N5O7eUB17axZLTEKyq6r08sGwXJdUtXHJWb244fwCYJu4oJw/cMplfLl3P2k9L+J8/\nbuK/rp+I8zi94X12oJrHl2+hpLKJfunx/Oia8dSV5XfZTkNEIpXloWry5Mltv/v9fjZs2EDfvn2t\nXo2IiIhIpzBNk+Xv7mPZO3tIjHdz/3+eRW+3n14Jbv70/iEeeGkX9183kvTEqE5Zf3ltCw8s20V5\nrZdvTe7DtTP7YRgGX4yCE+12sOQ/z+HXz29kw65S/vvFTfzshkm4nF8GK38gyEv/2sM/VudhAt+e\nOZiFc7NxOe3klnVK2SJnNMtD1fz584+6v2DBAm699VarVyMiIiJiuVDIZOmKnaxYU0BaUgwP3jqF\ntEQ33uoqLj27D6YJf151iPv/srNTglVpTQsPvLSTynofC6ZlcuXUvsc8LS/K5eDem87mv1/cyObP\nynjw+Q3cc+NZRLkcFByp47fLcjlU2kB6cgx3Xj2eEYOSLa1TRI5meagKhUJH3S8pKeHgwYNWr0ZE\nRETEUsFgiCde2cb7mwrJTIvnwVsnk9wzmlAw0Pacy87pgwn8ZdUh7n9pJ/cvtC5YHany8MBLu6hp\n9HHtzH7Mn/LNZ/q4nXbuvfEs/uePm9m4u5RfPreB0UNSWL5yL8GQyUWTB3DjpSOIdnff8QVFIoXl\nn7Lhw4e37VExTZP4+Hhuvvlmq1cjIiIiYhl/IMgjf8ll3Y4ShmQmcP/Nk+kRe+yBwC8/pw+Y8JcP\nWoPVAwtHktbBYFVY0cwDy3ZR1+Tn+vMHcOnZGe2az+mw89MbJvHIXzazbkcJO/IrSeoRxQ+vGsuE\n7LQO1SQi7Wd5qNqwYQM9e/Y86rHCwkKrVyMiIiJiCVHFXJsAACAASURBVI83wH+/sJFt+ysYPTiF\ne248i5go5zfOc/nkPpiYvPTBYZZ0IFiFTJN3t5Tx0geH8PiC/MeFA7loYu+TWobTYePuRRNZumIn\ngaDJDRfnEBdz7EAoIp2j/YMbtEMoFOL222/HNE1CoRCmaeLz+Vi8eLGVqxERERGxRHOLnyXPrGPb\n/grOHpHOkv8854SB6gvfmtyXhef1o6rex/0v7aSspuWk1n2kysP9f9nFc+8UYLPBDy8fctKB6gsO\nu41b54/m+1eOUaASCQPLjlS9+eabPPHEExw6dIicnJy2x202G1OnTrVqNSIiIiKWaPL4WfLsOvYe\nqmH62D786NrxJxzz6d99a3JfTBOWrT7Mj57dxvisBKbkpDB+cCJRrmN3cx4Ihlixvpi/f1yIP2hy\n9rAkbpoziMQ4hSGRrsqyUDVv3jzmzZvHE088wQ9+8AOrFisiIiJiucZmH794Zh15hbWcN6Evd1w1\nDvtJBqovzJ/Sl/hoJ29uLGbD3mo27K3G5bAxfnAiU3KSGZf1ZcDKL2nkD//M41B5MwmxTv5zziDO\nzlbPfCJdneXXVN1yyy289NJLlJaW8uMf/5jt27eTnZ2N2+22elUiIiIiJ62u0ct9T6+joLiOC87q\nx/e/Mxa77evdlp+M2ePSOH9sKoUVzaz9rIq1n1Wyfk8V6/dU4Xa2BqweMU5WbinFNGHWmFQWzRpA\nXLR65hPpDiz/JD/wwAPEx8ezZcsWAHbt2sWLL77I448/bvWqRERERE5KbYOXXzy9loMl9cydPIDv\nfXs0tg4Gqi8YhkG/1Fj6pcZy1fRMDlc0s3Z3a8Ba91kVAGkJbm69KItRAxMsWaeIRAbLQ1VBQQHL\nly9n0aJFAFx77bX885//tHo1IiIiIielpr6Fe55aS2FZA/POHcgt80cdc2BdKxiGQf/UWPqnxnL1\njEwOljdzpLKZSUOTcDuPfa2ViHRdlocqh6N1kV9spJqbm2lpObnecERERESsVFXn4Z4/fMKRiiYu\nn57FTZeN6LRA9e8Mw2BgWiwD02JPy/pE5PSzPFTNnTuXG264gaKiIn71q1/x0Ucfce21155wvpaW\nFn76059SVVWFz+fje9/7HjNnzmybvnbtWh5//HHsdjvTp09XN+0iIiLSLhU1rYGqpKqJK84bzA2X\nDD9tgUpEzgyWh6rrrruO0aNHs3HjRlwuF7/97W8ZOXLkCedbtWoVo0aN4qabbqK4uJgbb7zxqFD1\n61//mueff57U1FSuu+465syZQ1ZWltXli4iISDdScKSOXy5dT1VdC1fNHsrCudkKVCJiOctD1YMP\nPsgvfvELRo8efVLzXXzxxW2/FxcX07v3l4PfFRYWkpCQQFpaGgAzZsxg/fr1ClUiIiJyXBt3lfLI\nXzbj9Qe5cd5wvn3ekHCXJCLdlOWhyul0sm7dOsaPH4/T+eWI5DZb+8Z+uPrqqykvL+epp55qe6yy\nspKkpKS2+0lJSRQWFlpXtIiIiHQbpmmyYk0BS1fsxOmw87MbJjF5VEa4yxKRbswwTdO0coETJkyg\nubkZ0zQxDKPt52effdbuZezZs4e7776bFStWALB161aef/55nnjiCQBeeeUVioqK+NGPfvSNy8nN\nzT31FyLdQnOTh49XbcLldp74yV2Yz+tn6qxJxMRGd95KgkHslfXQzh0kXVIoRDClB9jVM5dIVxUM\nmfwrt5ZN+5uIi7JxzYwU+iS7OrRMA5N4Ayz9wnRKdUCDCSZn7umLIV+A+n2l2Bzh3U6HAkF6DE3H\n5grPOGM+j4+8zfk4nBrnrKMC/gDDp+UwYcKEDi3H8pY41SCzc+dOkpOT6d27N9nZ2QSDQaqrq0lK\nSiI1NZWKioq255aVlZGamtqu5Xb0DZITy83Njdj3uaG+kUN5JURFde/Bp1tavIwdO5Z9+/d2WlsE\nfT5q9hZgc3TfDXgoECBx2CDsro59AYPI/lycSdQOkeN0tEVzi5+H/7SZLfubGNC7B/fddA69Eju+\nsykUDOCtrsII804lMxTCnZSMzd6x7XBX/lz4PV4ONu/GHqYw84WgL8CAscNxRnfs+8WptoWn0YO3\n1N/tdxqfDj6v35LlRMwu582bN/PCCy8Araf7eTyetlP++vTpQ1NTE8XFxQQCAVavXs3UqVPDWa6I\niIhEkPLqZu5+Yg1b9pYzMSeNh2+fakmgEhFpj4jZ5XzNNdfw85//nIULF+L1ernvvvv4xz/+QXx8\nPLNnz2bJkiXcddddAMybN4/+/fuHuWIRERGJBHsPVfOr5zdS2+jl0mmDuOnSEdjtEbPfWETOABET\nqtxuN4899thxp0+cOJHly5efxopERESks5mmyaf7K6lt9DJ1bB/stvZfL+QPhHj1g/0sf3cfoVCI\nW+ePYt7UQZ1YrYjIsVkequrq6njqqaeoqKjg0UcfZdWqVYwdO/ao3vtERERE9hys5o9v7WZnfhUA\nr32Uz/e+PZqh/RJPOO++wzU88bdtHCypJ6lHFHdcNY7x2e273lpExGqWh6p7772XSZMmsXXrVgB8\nPh//9V//xbPPPmv1qkRERKQLOlBcx1/e3sPG3aUATMxJIybKwUdbj/D//f8fceHZ/bn+4uH0iP16\npzEt3gB//tdnvLGmANOEuZMH8N1LhhMbrQv2RSR8LA9V1dXVXH/99bz77rsAzJ07l5deesnq1YiI\niEgXU1LZxEv/2sNH24owTRgxKJlFF+UwYlAy0BqQnnr1U95Zf4i1nxZzwyXDueCs/tg+PyVwy95y\nfv/37ZRXN5OREsvtC8YyKislnC9JRATopGuq/H4/htG6AaysrKS5ubkzViMiIiJdQFWdhzc31rB1\n+fsEQyaDMnqy6OIcJmSntn1fABiVlcL/uWsmb35cwLJ39vDkK9tZueEQ1180nFW5hazaXIjNZvCd\n84dw1QXDcDs1ppyIRAbLQ9XChQu58sorqaio4LbbbmPHjh3cc889Vq9GREREuoC31h5g6es78QVC\n9OkVy8K5OZw7OqPt6NO/c9htfGvGYKaN7cPzb+zio61HuPfptQBk9e3JDxeMY1CfnqfzJYiInJDl\noeqiiy5i/PjxbN26FZfLxS9/+ct2D9QrIiIi3ceHW4r4w/9+SkKcmznDY7jpyqnt7uo8uWc0P7lu\nInPO6c8r7+1n3LBULp8+SF2li0hEsjxUzZgxg3nz5nHZZZeRnZ1t9eJFRESkC9i+v4LfLd9CTJSD\nB2+bQlXx/lMKRKMH92L04F6dUKGIiHUs393zt7/9jV69evGLX/yCyy+/nKVLl1JWVmb1akRERCRC\nHSiu479f3AgY3HPjWQzo3SPcJYmIdCrLQ1V6ejo33ngjr7zyCr///e8pKipi9uzZVq9GREREIlB5\nTTP3P7ue5pYAP7pmnI4yicgZoVN6/9u3bx/vvPMOK1euJCEhgfvuu68zViMiIiIRpLHZx/3Prqe6\nvoWbLhvB9HF9w12SiMhpYXmomjt3LtHR0cybN4/nnnuOtLQ0q1chIiIiEcbnD/KrFzZSWNbAZdMH\n8a0Zg8NdkojIaWN5qHryyScZPFgbUhERkTNFKGTy22Vb2FVQxdQxGdx06chwlyQiclpZFqruvPNO\nfve733HTTTcdNZCfaZoYhsHq1autWpWIiIhECNM0eW7FTj75tJiRWcn86Jrxxx2DSkSku7IsVN17\n770ALFu27GvTPB6PVasRERGR0ywUMqmub6GsuvkrtybKqz2tP2s89EuP554bz8bltIe7XBGR086y\nUJWSkgLAfffdx9KlS4+adsUVV/C///u/J1zGb37zG7Zs2UIwGOSWW27hggsuaJs2a9YsMjIyMAwD\nwzB49NFHNaiwiIhIJ6lr9LJ2RwkfbzvC7gPVBIKhYz4vqUcUE7JT+f6VY4mLdp7mKkVEIoNloWrF\nihX8/ve/p7i4mJkzZ7Y9HggESE5OPuH8GzZsIC8vj+XLl1NbW8v8+fOPClWGYfDcc88RFRVlVcki\nIiLyFV8EqU+2H2FHXiUhs/XxQRk9yegVS1pSDGnJsaQlxpCWHEOvhGgdmRIRwcJQddlll3HJJZdw\nzz338IMf/KDtcZvN1q4eACdNmsTo0aMB6NGjBx6Pp+16LGg9Z9s0TavKFREREVqD1LodJXyyvZhP\n8ysJfZ6khvVPZOqYDKaMziA1MSbMVYqIRDZLe/+z2+38z//8D01NTdTV1QHg9XpZsGABf//7379x\nXpvNRnR0NACvvPIKM2bMOKrDC4AlS5ZQVFTExIkTueuuu6wsXURE5IxSXtPM397bx3sbDxP8Ikj1\nS2TqWAUpEZGTZXmX6s899xxPPfUUPp+PmJgYvF4vl156abvnf++993j11Ve/dl3WHXfcwbRp00hI\nSGDx4sWsXLmSCy+80OryRUREurXKWg9/e38f7244RCBo0qdXLHPOGcC5ozNITVKQEhE5FYZp8Tl1\n3/nOd3jppZe46aab+POf/8z7779PYWEh3/3ud08475o1a3jiiSdYunQp8fHxx33esmXLqK6u5vbb\nb//G5eXm5p5s+dLNNDd5+HjVJlzu7n3xtM/rZ+qsScTERnfeSoJB7JX1YLN13jrCLRQimNID7LpG\nRLqf+uYgH++uJzeviWAIEuPszBzVg5H9Y7CrC/RvZGASb0C4L0IwgAYTTM7c9gr5AtTvK8XmCO92\nOhQI0mNoOjaX5ccn2sXn8ZG3OR+HMzzr704C/gDDp+UwYcKEDi3H8paIjo7G5XLh9/sBOP/887n+\n+utPGKoaGxt55JFHePHFF78WqBobG7nttttYunQpbrebzZs3M2fOnHbV09E3SE4sNzc3Yt/nhvpG\nDuWVEBXlDncpnaqlxcvYsWPZt39vp7VF0OejZm8BNkf33YCHAgEShw3C7nJ1eFmR/Lk4k3T1dmjy\n+Glo9hET5SQ2yoHdfnI7NfyBEDX1Lby+Jp9/rT2ILxAiLSmGqy8YynkTMk96eR3RldsiFAzgra7C\nCPNOJTMUwp2UjM3ese1wV24Lv8fLwebd2MMUZr4Q9AUYMHY4zuiOfb841bbwNHrwlvq7/U7j08Hn\n9VuyHMv/IhMSEnjttdcYOnQoP/vZz8jKyqKysvKE87311lvU1tZy5513tnVQcc455zB06FBmz57N\nnDlzuOqqq4iNjSUnJ6fdoUpERCQciisaqaprIaNXLEk9or52nfCx+ANB9hysYdv+Crbvq2B/YU1b\nD3wAbped2CjH5yHLSUyUgyi3gxZvAM8xboHglzP3SozmqtnDOH9SJo7TGKZERM4Eloeqhx9+mKqq\nKubMmcMf//hHSktL+e1vf3vC+RYsWMCCBQuOO33RokUsWrTIylJFREQsV1Xn4S9v7+H9zYf54gT7\nKJedjJQ4MnrFktErjj6f/8xIiaOy1sO2fRVs31/BzoIqfP4gADabwbD+SaQnx9DcEqC5JUBTi5/m\nFj/1TT5Kq5qOCk12m0G0uzVkJcRHkZHiINrtIDrKwbhhqcye1A+nQ2FKRKQzWBaqCgsLj7pfWVnJ\nJZdcYtXiRUREIlpzi5///SCP1z7Mx+cP0j89nknD0ympaqK4opGiikYKiuu+cRn90uMZO6QXY4b2\nYuSgZGKijn9qj2ma+AIhvL4gUS47ToetXUfDRETEepaFqhtuuAHDMI45lpRhGLz//vtWrUpERCRi\nBIIhVm44xMvv7KW20UtSjyiumz+KWZP6HdUBRChkUl3fQnFlI0cqWoNWcUUTcTFOxg7txZghvUjq\n0f4B7g3DwO2049bguyIiYWdZqFq1apVVixIREYl4pmmycVcpL7y5myMVjUS57Cycm823pmcR5f76\nv1ebzSAlIZqUhGhGD+4VhopFRKSzWH5N1d13333Mx3/zm99YvSoREZGw8PqDPPm3bazeUoTNZjB3\n8gCuvXAYiSdxpElERLoPy0PV5MmT2373+/1s2LCBvn37Wr0aERGRsKio8fDfL24gr6iOYf0SuePq\ncWSmHX9sRRER6f4sD1Xz588/6v6CBQu49dZbrV6NiIjIabf7QBUPvbiJ2kYvsyf143tXjMala5pE\nRM54loeqUCh01P2SkhIOHjxo9WpEREROq3fWH+SpVz8lZMIt3xrFvKkD1dueiIgAnRCqhg8fflQv\ngPHx8dx8881Wr0ZEROS0CARDPPf6Tv75yQHiY5z81/WTGDNEHU2IiMiXLA9Ve/bssXqRIiIiYVHX\n6OV//rSJnflVDOjdg3tuPIv05NhwlyUiIhHG8lBVVlbGO++8Q0NDw1FjVt1+++1Wr0pERMRyXn+Q\nippmisobefa1HZTXeJgyujd3Xj2e6GN0lS4iImL5f4ebb76ZESNGkJaWZvWiRURELNPk8fPx9mJK\nq5oor26mrKaZ8upmahq8Rz1v4dxsFpw/FJtN10+JiMixWR6qEhISeOihh6xerIiIiCUCwRDvrD/E\nsnf2UN/ka3vcYTfolRDDmCHxpCbGkJYUw8isFEYMSg5jtSIi0hVYHqrOP/98VqxYwbhx47Dbv+xm\nNiMjw+pViYiItJtpmmzaXcbzb+ziSEUj0W47C+dmMyorhbSkGBJ7RGHX0SgRETkFloeq/fv388Yb\nb5CQkND2mGEYrF692upViYiItEteUS0vvLGLT/MqsRlw0eQBXDNnGInxUeEuTUREugHLQ9X27dvZ\ntGkTLpfrpOf9zW9+w5YtWwgGg9xyyy1ccMEFbdPWrl3L448/jt1uZ/r06SxevNjKskVEpBuqawrw\n22W5fJBbBMDEnDRunDecfuk9wlyZiIh0J5aHqpEjR+L1ek86VG3YsIG8vDyWL19ObW0t8+fPPypU\n/frXv+b5558nNTWV6667jjlz5pCVlWV1+SIi0g00NPv4x+o8/rG6lEAQBmb04KZLRzJmqMaXEhER\n63VKl+qzZs0iKyvrqGuqXnrppW+cb9KkSYwePRqAHj164PF4ME0TwzAoLCwkISGhrUfBGTNmsH79\neoUqERE5Sn2Tj9c+zOPNjw/g8QaIj7bxH5eN4byJmbpeSkREOo3loeq22247pflsNhvR0dEAvPLK\nK8yYMQPDaP0HWFlZSVJSUttzk5KSKCws7HixIiLSLdQ1enn9o3ze/LgAjzdIQryba+cMIy2qhsln\n9Qt3eSIi0s1ZHqqCwWCH5n/vvfd49dVXWbp06XGf89VBhUVE5MxV1+jltQ/z+ecnXw1TOcyd3J8o\nl4Pc3NxwlygiImcAy0PV//2//7ftd7/fT15eHuPHj2fy5MknnHfNmjU888wzLF26lLi4uLbHU1NT\nqaioaLtfVlZGampqu+rRP9TTI1Lf5+YmD4WHi3C5neEupVP5vH62bdtGTGx057VFMIi9sh5sts5Z\nfiQIhTjkqYevnLrcEZH6uegOPL4Qn+xuYMO+RvwBk7goG3PG92TC4Fhcjlp27ahte67aIXJ01bYw\nMIk3INy7dA2g4XAhJh0/lbWrtkXIF6C+qBSbw5rt9CnXEQhSu82HzdXxr9Kn0hY+j4/CosM4nJZ/\nlT/jBPwBhg/M6fByLG+JP//5z0fdr6qq4rHHHjvhfI2NjTzyyCO8+OKLxMfHHzWtT58+NDU1UVxc\nTGpqKqtXr27XMgEmTJjQ/uLllOTm5kbs+9xQ38ihvBKiotzhLqVTtbR4GTt2LPv27+20tgj6fNTs\nLcDm6L4b8FAgQOKwQdhPoffSfxfJn4uuzB8I8dbaA/z13b00NPtJ6uHmillDmHPOANzOr3/JUjtE\njq7cFqFgAG91FUaYdyqZoRDupGRs9o5th7tyW/g9Xg4278ZuQZjpiKAvwICxw3FGd+z7xam2hafR\ng7fU3+13Gp8OPq/fkuV0+l9kcnIyBQUFJ3zeW2+9RW1tLXfeeWdbBxXnnHMOQ4cOZfbs2SxZsoS7\n7roLgHnz5tG/f//OLl1ERCKEaZp8vL2YP721m9KqZmKjHHz3kuHMmzbomGFKRETkdLI8VP3kJz9p\n62ACoKSkBFs79uwsWLCABQsWHHf6xIkTWb58uSU1iohIeDU2+zhU2kCvxGhSekZj+4ae+XYVVPHC\nG7vYe7gGu83gsmmDWDB7KD3juvcRaBER6TosD1VTpkxp+90wDOLi4jj33HOtXo2IiHRBzS1+3lhT\nwKur82huCQDgcthIT4klIyWWjJQ4Mnq1/oxy23nl/f2s21ECwLmjM7j+khwyUuK+aRUiIiKnnaWh\nqrCwkPnz57fd93g8lJWVtXWVLiIiZyafP8jb6w7yyvv7qGv0ER/j4tJpg6ht8FJc2UhxRROHSxuO\nOW/OgCT+49IRZA9IOuZ0ERGRcLMsVK1bt46f/OQnvP32220dTRQWFrJ48WJ+97vfMXLkSKtWJSIi\nXUQgGOL9TYdZvnIvlXUtRLsdXDsnm8unDyIm6ssLrE3TpLbRS3FFEyWVjRRXNlFV18LZI9KZPKr3\nUaeVi4iIRBrLQtWTTz7J888/f1TPfUOHDuUPf/gDDz/8MM8995xVqxIRkQgXCpl8vP0IL/1rD8WV\nTbgcNr49czBXzBpCj9iv965oGAaJ8VEkxkcxYlByGCoWERE5dZaFKtM0GTp06NceHzJkCF6v16rV\niIhIhPAHgpTXeCipbKK0qomSqiZKK5spqWqirKoJXyCE3WZw8ZQBLJg9lOSeOhVcRES6J8tCVXNz\n83Gn1dbWHneaiEh319zip6y6mdKqZsqqmymrbsL/eeBw2G3Y7TYcdgO7rfWnzWYQDJkEgiGCwdaf\nX/09GDIZmpnAeRMzjzqFzgo1DS289clBNn1WSjD45VCnptn6+xePeLwBKms9mMcYDTU2ykFmejxD\nMhO54rzBpCfHWlqjiIhIpLEsVA0ZMoSXX36Za6655qjHn332WcaMGWPVakREwsofCFJa1YzXF8Tj\nC9DiDdDiDdLiC3x+P0iTx8/egir+suZDyqqaaWj2WV7Hqs2FvPjP3cwY35eLpwxkUJ+eHVrewZJ6\nXv8wn9VbiggEQzgdNlyfj//0xdVMX17WZOBy2hg+MJn05Bh6J8eSnhxL75TWn/ExTl0DJSIiZxTL\nQtXdd9/N97//fV5//XVGjhxJKBRiy5YtxMXF8fTTT1u1GhGRsKiq8/DW2oO8vfZgu0OS0+ElNTGG\nIf0SSE+KIS0plrTkGNKSYohy2Y868vTvR6IcdqP1CJbNht1u4HTY2o5shUyTtZ+W8K/1B3ln/SHe\nWX+I7P6JXDRlIFPHZLSFoRMJhUy27C3n9Q/z2ba/AoCMlFgum57F+RMziXJ3+vjwIiIi3YJl/zF7\n9erF3/72N9atW8f+/fux2+1cdNFFTJo0yapViIicdnmFtby+Jp+Ptx0hEDSJj3Eye1I/4mKcRLkc\nRLvtRLkdRLnsRLkcRLkdxLgdlBTmMePcSd84qG1HLJgdzxWzhpC7p4y3PjnAlr3l7DlUw3Ov7+T8\nSZn0TY3DYbd95WbgcLSGNIfDxuGyBlZ8lE9ReSMAowencPn0LCbmpHVazSIiIt2V5bshJ0+ezOTJ\nk61erIjIaRMMmWzYWcKKNQXsKqgCIDMtjsumZTFzQl+iXCfedDZV2Ts9nNhtBmcNT+es4emUVjXx\nr3UHeXfjYV77ML9d8zvsBrMmZnLZtEFk9U3o1FpFRES6M53bISLyucoGP2s+PsCb6w5TXt3a+c74\n7FQun57FuKG9Ivo6ofTkWL47bwQL52azbV8FjR4/wWAIf9AkEAgRDIXwB0IEgibBYIhot4OZE/qq\nRz4RERELKFSJyHGFQq0DslbWeiirbMBX1sjofj2xd5PTw6qb/HxW3MRnJU18VtxEZaMfAJfTzkWT\nB3DptEFkpsWfYCmRxemwM2l4erjLEBEROaMoVIkI5dXNbPqsjIqaZiprW6is81BR66G6zkMgeHSf\n2Slx5Vw4MpnpQxOIdrWvQ4RIEQiZbDlYz84jTewpaaKs/ssOJ2Lddsb3i2PCmH7MnNT/mAPUioiI\niByLQpXIGayu0csr7+/nn58cIBAMtT1uGJAYH0VWnwRSEqJJSYgmOd7JgbwSPsmrZ9n6Uv6RW86M\n7EQuHJFEclxkB5BAyOST/bWs2FrRdjQq2mljbGYcORmx5PSOJTM5CoJBEof1x+6K7NcjIiIikSWi\nQtWePXv4wQ9+wHe/+10WLlx41LRZs2aRkZGBYRgYhsGjjz5KampqmCoV6dpavAFWrCngfz/YT3NL\ngNSkGK44bzD903vQKyGapJ5ROOy2o+YJ+nzU9DK5clI6H+yp4d1d1fxrRxUrd1YxaWAP5oxMJis1\nJkyv6NgCIZO1+2tZsa2CigY/TrvBBcOTmDIkgf7JUV87jTF0nOWIiIiIfJOICVUej4eHH36Yc889\n95jTDcPgueeeIyoq6jRXJtJ9BIMh3t14mJdX7qG63kt8jIubLx/JRVMG4HS071S+uCgHl47txdxR\nyWwoqOdfOyrZUFDPhoJ6+iVFkRjrIMZlJ8ZtJ8ZlI7bt99b7TrsNp91o7eLb9uXPLx5zO2wd7hAi\nGDL5JK/1yFRFgx+HzWD28CQuGZNCUqyzQ8sWERER+XcRE6rcbjdPP/00zzzzzDGnm6aJaZrHnCYi\nx2eaJpW1Lew6UMXylXs4UtGE22XnqguG8u2Zg4mJOrWQ4bTbmDokgXMH9+Szkib+taOKnUWNHK7u\nWL3xUXb6JUfRPymq9WdyNOk9Xd/YPXkgZNLgCVDfEuBgZQtvbq+kvN6Hw2Zw/vAk5ilMiYiISCeK\nmFBls9lwneA6hiVLllBUVMTEiRO56667TlNlIl2HxxdiV0EVB0vqOVRaz6GSeg6VNtDkab2OyGYz\nuGjKAK6+YBhJPaw56msYBsMz4hieEYdpmngDIZq8IZp9wdbb5783eVvv+4MmgZBJIGh+/ntrN9+B\noIkvaFJa52XXkSZ2HWlqW4fLbtD385DltBnUfR6g6j1B6jwBmrzBo2qy2wxm5SQyb0wvkuMUpkRE\nRKRzRUyoOpE77riDadOmkZCQwOLFi1m5ciUXWImwSgAAIABJREFUXnhhuMsSCbuQabK/ysYd/+cT\nKmpbgOK2aTYDeqfEMXZIL/r37sH0cX3o0yuu02oxDIMop50op51kTj3MNHmDFFa3cLiqhUNVLRyu\nbv1ZUOE56nmxbjs9ox1kJrnpEeWgZ7SDhFgHk7N6RnznGSIiItJ9GGaEnVP35JNPkpiY+LWOKr5q\n2bJlVFdXc/vtt3/jsnJzc60uT7qY5iYPH6/ahMvd/Y5WmCZU+KI50NQTT8iJ0w79Ut2kJThJ7ekk\nLcFJSk8nTrtFY0oFg9gr68FmO/FzO0EgZFLR1NqVRKzTINZlWD9eVihEMKUH2LtWV/Ei0rkMTOIN\nCPcXJgNoMMGke4wVeCpCvgD1+0qxtfM64E6rIxCkx9B0bK7wHJ/weXzkbc7H4ewyx0ciVsAfYPi0\nHCZMmNCh5XSJlmhsbOS2225j6dKluN1uNm/ezJw5c9o1b0ffIDmx3NzciH2fG+obOZRXQlSUO9yl\nWKq0wST3CFQ2tf6THZwU5Mf/MZOy4gOd1hZBn4+avQXYHOHbbAzq5OWHAgEShw2ypEv1SP5cnEnU\nDpGjK7dFKBjAW12FEaadSl8wQyHcScnY7B3bDnfltvB7vBxs3o09TGHmC0FfgAFjh+OM7tj3i1Nt\nC0+jB2+pv1vuND7dfF6/JcuJmFC1fft27r33Xqqrq7Hb7SxfvpwrrriCvn37Mnv2bObMmcNVV11F\nbGwsOTk57Q5VIqFw71q0UK2nNUwV1bXe758I4zPARZCesS7KwlueiIiIyBkpYkLVmDFjeOONN447\nfdGiRSxatOg0ViSdzTRNCo7UYQIDM3paeiqX1x9k3afFvL22gN0HnSTHmPTtCZkJkBRNh7vsPt2a\nfSbbSiCvsvX0k7Q4mNAXesW2vo6WlvDWJyIiInImi5hQJWcOrz/Imq1FvPnJAfI/P+QSG+Vg+KBk\nRmWlMCorhYF9Ti1kFRypY+WGQ6zeUtTW410Pt0l1s0FVM2wvgRgnZCaYZPaE9Hisvy6ng3xBk+pm\nvrx5oNbTGqZ6RsGEPtC3Z9cLhiIiIiLdlUKVnDblNc28vfYg76w/REOzD5sBk0f1Jj7GxY78Sjbt\nLmPT7tYT2GKiHAwf2BqyhvZLIDbaidtpx+2y43Y5cDvtOOwGhmHQ5PHz0dYiVm44RN7nIS2ph5uL\npwxh8vAUNqz6EJvTxZG61tPmiupgb0XrzWGDjB4mQ1OgT8/whBR/0ORANRTXtwaoBu/R0x02SImF\nwSkwOBlsClMiIiIiEUWhSjqVaZrsyK/kzY8PsGFnCSET4mNcfOf8IcydPIDUxJi251bWetiZX8mO\n/Cp25ley+bMyNn92/KuEbDaDKJcdnz9EIBjCZjM4e0Q6F57dnwnZqdjtNhrqG4HWcY4GJsHApNYu\nyMsbobAWCuvgcG3rrX+CyaRMiHWdntBS32KypwLyqsD/+TBLbjv0joekmNZbcgzEuxWkRERERCKZ\nQpV0ipLKJlbnFvJBbhElVa2DuGb17cm8cwcxfVwfXM6vd4WakhDNzAmZzJyQCUBVnYcd+VUcKqmn\nxRfA6wvi9Qdbf37ld5sNpozO4PxJ/do1oK3NMEiPbz31b2Lf1lPtNhTCoVo4Ug9jepsMT+ucIBMy\nTY7UwZ6K1iNTANEOGN4bspIhzqXT+kRERES6GoUqsUxjs48124v5YHMhnx2sBsDtsjNzQl8umTKQ\nYf0TTyowJPeMZub4vp1VLtAaYJJj4aJhJnlVkHuk9ZZfBef0M0mLtybgtARM8ipbTzls9LU+lhoH\n2b2gX0LkXdclIiIiIu2nUCUd4g+E2FPkYeXOjWzcVUYgGMIwYMyQFM6bkMnkUb2JiYr8MRQMw2BI\nCvRLMNlyBPZVwr/2QVayyYQ+EO08+dATDJkcqYeCqtbTDEMm2A0YktIappJiFKREREREugOFKjkl\ngWCIdzce5q/v7qWqrrU/78y0eGZNzGTm+L6kJESHucJT43YYTO4Pg5NN1h9uPWJVWAuje5ukx0NC\n1DcfVTJNk4omKKiGg9Xg/fxaqZ5RrWFqcHLrOkRERESk+1CokpMSDJl8tLWIZe/sobSqGZfTzllD\n47jmkglk9enZba4H6hVncEmOyd4K2HoENhe1Pm4zoGeU2dqRRPSXHUq0+FuDVH7Vl6f3RTlgeCoM\nSu6aY2OJiIiISPsoVHVDDc0+PtpSxHubC6mpbyGrTwJD+iUwNDORwZkJ9Ih1nfQyTdNk/c4S/vKv\nPRwubcBhN5g3dSALzh9Kwf5dDO6b0AmvJLxshkFOKgxINDlc2zpmVI3ny5/5x5jHYYNBSa233j3U\na5+IiIjImUChqpsIhky276/gvY2HWb+zBH+gtYvxhDgXG3eXsnF3adtz05NjGJKZyJDMBAb3TSA5\nIYqEODfRbsfXjqaYpsnWfRX8+e3PyCusxWbA7En9uPrCYaQlxfx7Gd1StNNgWK8v74dMkwYvVDVD\nTXPrT7sNBiS2djrhtCtIiYiIiJxJFKq6uNKqJt7bdJj3NxVSWesBIDMtjtmT+nPehL4k9oiiur6F\n/Ydr2F9Y+/mthjXbjrBm25GjluVy2OgZ7yYhzk3PODeJ8W6KK5vYVVAFwNQxGVw7J5vMtPjT/joj\nic0w6BnVep0USeGuRkRERETCTaGqC2ls9nGotIHDZQ0cLq0nv6iurevyaLeDOef0Z/ZZ/RjW7+iu\ny5N6RHH2yN6cPbI30Hr0qay6mf2HazlQUkdNvZfaxs9vDV4OFNcTCIba5p+Yk8Z1c7PJ6oan+ImI\niIiIdJRCVYQqr27m07wKDpTUc7i0gcOlDVTXt3zteSOzkrngrP5MGdWbKHf7mtMwDNKTY0lPjmXa\nuD5fm26aJs0tAeoavWBARkpch1+PiIiIiEh3pVAVIXz+IDsLqtiyp5wte8soLGs8anqvxGgmZKfS\nL70H/dLi6ZceT2ZaPNHtDFInwzAMYqOdxEZH/vhSIiIiIiLhFlGhas+ePfzgBz/gu9/9LgsXLjxq\n2tq1a3n88cex2+1Mnz6dxYsXh6lKa5imSXFlE7l7ytiyp5wd+VX4/K2DGrlddiYNT2P8sFQGZybQ\nLy2+SwygKyIiIiJyJoqYUOXxeHj44Yc599xzjzn917/+Nc8//zypqalcd911zJkzh6ysrNNc5alp\n8vgpLG+gsLSBwvJGCssaOFhS39axBED/9HjGZ6cxYVgqwwcl4XTYw1ixiIiIiIi0V8SEKrfbzdNP\nP80zzzzztWmFhYUkJCSQlpYGwIwZM1i/fn27QlVZdTMGrae0GQaf3wyiXHbLj/4EgyGKyhvJP1JH\nwZE6DpXUU1jeQFXd16+FSoh3c+7oDMZnpzJ+WCopCdGW1iIiIiIiIqdHxIQqm82Gy3XsQWkrKytJ\nSvqy7+qkpCQKCwvbtdz//PW7x52WmRZHdv8kcgYkkT0giT694rDZ2jfGUHOLn8NlDRR8HqDyPw9R\n/kDoqOelJEQzflgqmWnxn9/iyEyLJz7m5AfgFRERERGRyBMxoepkmKbZ7ufOmpiJaZqYgBkCExPT\nhLpGL/sLa3i37DDvbjwMQFy0k2H9E8kZkESvxGjqGn3UNXqpa/RR2+ht/b2p9TGvL3jUehx2g37p\nPcjq05NBn98G9O6ha6FERERERLq5LhGqUlNTqaioaLtfVlZGampqu+adPvTfA9gXR6KiCE1Mp7zO\nT2Glj8IKH4WVXnL3lJO7p/yYy7LbIDbKTlKsjZhkBynxTtKTnPROdJLSw4nDbgAhoAZPdQ2fVZ/0\nS+2ycnNzw13CMTU3eSg8XITL3b3Drc/rZ9u2bcTERndeWwSD2CvrwWbrnOVHglCIQ556sFtzTWOk\nfi7ONGqHyNFV28LAJN6A9u/S7aw6oOFwISbtO6vmm3TVtgj5AtQXlWIL87XnoUCQ2m0+bK6Of5U+\nlbbweXwUFh3G4ewSX+UjWsAfYPjAnA4vp0u0RJ8+fWhqaqK4uJjU1FRWr17NY4891q55J0yYcFLr\nqmloYc/BGuoavfSMc5MQ56ZnvIuesW5iohxHDaorrXJzc0/6fT5dGuobOZRXQlSUO9yldKqWFi9j\nx45l3/69ndYWQZ+Pmr0F2BxdYrNxSkKBAInDBmE/zqnIJyOSPxdnErVD5OjKbREKBvBWV2GEeaeS\nGQrhTkrGZu/Ydrgrt4Xf4+Vg827sFoSZjgj6AgwYOxxndMe+X5xqW3gaPXhL/d1+p/Hp4PP6LVlO\nxHw72r59O/feey/V1dXY7XaWL1/OFVdcQd++fZk9ezZLlizhrrvuAmDevHn079+/U+pIjI9i8qje\nnbJsERERERHpfiImVI0ZM4Y33njjuNMnTpzI8uXLT2NFIiIiIiIiJ9aNL44QERERERHpfApVIiIi\nIiIiHaBQJSIiIiIi0gEKVSIiIiIiIh2gUCUiIiIiItIBClUiIiIiIiIdoFAlIiIiIiLSAQpVIiIi\nIiIiHaBQJSIiIiIi0gEKVSIiIiIiIh2gUCUiIiIiItIBClUiIiIiIiIdoFAlIiIiIiLSAQpVIiIi\nIiIiHeAIdwFf9dBDD7F9+3YMw+DnP/85o0aNaps2a9YsMjIyMAwDwzB49NFHSU1NDWO1IiIiIiIi\nERSqNm3axKFDh1i+fDn5+fncc889LF++vG26YRg899xzREVFhbFKERERERGRo0XM6X/r1q1j9uzZ\nAGRlZVFfX09TU1PbdNM0MU0zXOWJiIiIiIgcU8SEqsrKSpKSktruJyYmUllZedRzlixZwrXXXstv\nf/vb012eiIiIiIjIMUXM6X//7t+PSt1xxx1MmzaNhIQEFi9ezMqVK7nwwgvDVJ10JT6vL9wldLrT\n9RrNYIgQgdOyrnAwg6FwlyAiEco0QxDmTYRpahsFEAyE//9QJNQQ8PnDXUK3YNX7aJgRck7dk08+\nSWpqKgsWLABg9uzZrFixgpiYmK89d9myZVRXV3P77bd/4zJzc3M7pVYREREREek+JkyY0KH5I+ZI\n1bnnnsuTTz7JggUL2LVrF2lpaW2BqrGxkdtuu42lS5fidrvZvHkzc+bMOeEyO/rmiIiIiIiInEjE\nhKpx48YxYsQIrr76aux2O/fddx//+Mc/iI+PZ/bs2cyZM4errrqK2NhYcnJy2hWqREREREREOlvE\nnP4nIiIiIiLSFUVM738iIiIiIiJdkUKViIiIiIhIByhUiYiIiIiIdIBClUgXo8sgI0djY2O4SxCJ\nKGVlZQCEQhpPSeSr9L+7+1Ookm9UX1/PE088wYcffkh1dTWgDUM4mKaJaZo88MADfPDBB2qDMKuv\nr+exxx7jxRdfxOfr/oNLR7Kamhp+97vf8cknn1BfXx/ucs5YDQ0NPP7443znO9+htLQUm01fL8Kl\nvr6eJ598kk8++YSamhpA/7fDpa6ujueff56CggKam5sBtUV3pq2eHNf777/P97//fTweD+vWrePR\nRx8FwDCMMFd25jFNE8MwyM3NZfXq1Rw5ciTcJZ2xli1bxo033kh8fDy33HILLpcr3CWdsY4cOcKP\nf/xj6urqOHDgAPv27Qt3SWekv/71r3zve98DYMGCBdhsNn1xDJP33nuPxYsX4/F4WLt2LQ8//DCg\n/9vhsG7dOhYvXkxFRQVvv/02Dz30EKC26M4iZpwqiRzBYBC73U5xcTHf+ta3uOKKK9i8eTPbtm1r\ne84XX/Klc4VCIWw2Gzabjbq6OpKSkmhqauLTTz8lOTmZ6OjocJd4Rqmurmbbtm2cddZZ3HLLLUDr\nXuEePXoAX7aXdK4vtlGlpaUALFmy5GvP0Tbq9MjLy6O8vJxHHnmE3r17c8stt/Ctb31L7/1p9sVn\n4siRI1x++eV85zvfIS8vj5UrV7Y9R5+J0+OLtigrK2PSpEnceeedAFx00UWsXLmSCy+8UP8ruin7\n/ffff3+4i5DIsG/fPp555hkOHDhATk4OpaWlTJ48GZ/Px5133onT6aSsrIzRo0drw9zJvtoW2dnZ\nOBwObDYbNTU1jBw5ko0bNzJ27FhcLhd2uz3c5XZrX22LcePGERMTQ3l5OZWVlfzxj3/kww8/ZMOG\nDUyfPl2fi072RVsUFBSQnZ2NYRjk5eURFRXF7373O1atWsWWLVuYOnWq2qIT7du3j6effpqDBw8y\nZcoUpkyZQnx8PACFhYU4HA4GDBgQ3iLPEP/+f/vjjz+mvr6ehoYGHnvsMZqbm2lubmb48OH6THSy\nr26fcnJy2L59OzabjYyMDOLi4ti/fz+vvPIKixYtUlt0UwpVZ7gv9lwdOHCA+++/n+nTp7N9+3a2\nbt3K9OnTyczMpLKykpSUFC699FKeffZZiouLOeusswiFQtowWOhYbbFjxw42btxI//79cTqdLF26\nlJ/85CesW7eOF198kbq6OsaPH692sNjxPhfbtm1j4MCB1NbW8uqrrzJ37lwWLVrEn/70J30uOsnx\nPhfbtm3D6XRSXl7Ovn37OOuss1i0aBEvvPACJSUlaguLHasdPv30U9avX09GRgbJyckEAgFWrVpF\ndnY2GRkZev87yfG2T7t372bs2LEMHjyYhx56iMsvv5yFCxeydOlSSktLmThxotrEYsf7XOzevZvU\n1FQOHTrE2rVr2bp1KxkZGRQWFtLc3MzYsWN15LAb0rHHM5zf7wcgPz+fpKQk5s+fzz333IPb7W7r\nnCIzM5Mrr7ySgQMHcv/99/POO+/g9Xp16Npix2qLn/3sZ8TFxfHee+9RWlrK1KlTefnll9m0aRNN\nTU2MGjVKG+VOcLzPhcvlIj8/n5ycHH74wx9yySWXkJCQwC9/+UveeustfS46wbHa4uc//zkul4vK\nykpcLhdVVVVkZWWRkJDAgw8+yMqVK9UWFjve9ik+Pp41a9ZQXl6Ow+GgT58+/PGPfwTQ+99Jjrd9\ngtbTMVNTU5k5cyaXXXYZ/fv356677mLNmjX4fD61icW+qS2ampq45JJLmDx5MrGxsVx//fXcfPPN\nFBcXK9x2UzpSdYZav349Dz/8MFu3biU+Pp4hQ4bwwQcfkJ2dTXp6OjabjZ07d+J0OjFNk+rqapKS\nktixYwemaXLeeeeF+yV0G+1pi7y8POrq6njllVcIBoM8+OCDOBwO8vPzGTZsmK6tssiJ2sIwDHbt\n2kVGRgYzZszA4/HgcrnYtWsXNpuNGTNmhPsldBsnagtoPd0mMzOTUChES0sLQ4cOZf/+/YRCIWbM\nmKEvLRZoz/Zp165duN1uBgwYwODBg3n33XfJyMggPT1de+Mt1J622L9/P3V1dW1H1TMy/h97dx4d\nR3XmD//bakkt9Sq1urXa8gq2sbExNjbYZkmAYGwgEAixITE4QAIJb0LCDNvkB7w/EkgOkwVMOGEg\ngWQS7DdMyDJzDCTOzDCZSTwGQ1jMEjbjDW+ytUvdtb1/PF0tb5K6u6q6qlvfzzmcxLZUfbuqu+o+\n9z73ua146aWXUFVVhSVLlrj9FspGLs+KV155BW1tbfj4xz+O6dOnIxAI4JlnnkFjYyNOOukkt98C\nOcBnsETPmLN371585StfwQ033ICenh5s2rQJra2tqK+vR3d3N6677joAwJo1a9Dc3Iz6+nps2LAB\n+/fvh67r+PznP8+bs01yvRYPPPAAJk6ciPnz56OtrQ0AsG/fPuzduxczZ8508y2UjVyvxUMPPYS6\nujrMnz8f//Iv/4J33nkHlZWVuOaaa7Bo0SKX30V5yPVaPPjgg2hra8OCBQvw+9//Hq+99hr27NmD\nL3/5y7xH2SCf70Q0GsWqVavQ2dmJn/3sZ4hEIli9erXL76B85POsmDp1Krq7u/Hmm29i9+7d0DQN\n1113HU499VSX30V5yPdZcd5552Ht2rXYuHEjKisr8bWvfQ1z5851+V2QEzhTNUZomoYf/vCHeOed\nd/D++++jvb0dn/rUpzBhwgTU19fjySefxMyZM7Fnzx74/X6MGzcO6XQaTz75JP7u7/4OixcvRjKZ\nxFe+8hW0t7e7/XZKWiHXQlVV/OQnP8HnP/95AICqqohEImhsbHT53ZS2Qr8X69atwxe+8AXMmTMH\niUQCX/va1zB+/Hi3305JK+RaKIqCJ554Atdccw1OPvlkHHfccbjuuut4j7Kg0Ovwi1/8Apdddhlq\namrQ3t6O008/3e23UvIKvRY//elPceedd2L+/PnZ5/a4cePcfjslrdBr8eSTT2LVqlVYuHAhmpub\n8dWvfhUtLS1uvx1yCJNrx4A9e/bgpptuQk9PDwKBAO655x787ne/w8DAAAKBAObMmYNTTjkFL730\nEk488UQ89NBDUBQF3d3dOPHEEzE4OIja2lqcccYZbr+VklfotTALUpgbzVZWcjcEq6xci9mzZyOV\nSiEWi+Gcc85x+62UPKvfi8HBQQDAlClTXH4npa3Q69DZ2YmTTz4ZqVQKANhptIEdz+1IJMKUZBtY\n+V6cdNJJ2fvT4sWLXX4n5DTOVI0BO3bswB/+8Ad8//vfx8yZM/Hhhx/ixRdfREdHR3ZtVCwWwyuv\nvIIrr7wSu3btwu9+9zts3LgRN9xwA2dDbGT1WiSTSZffQfng98I7eC28gdfBO3gtvIPXgnLF4e4x\noKGhAddffz10XYeu62hvb8ejjz6KW2+9Fa+//jpmzZqFcDiMyspKBINBfPWrX0VfX192Q1OyD6+F\nd/BaeAevhTfwOngHr4V38FpQrpj+NwYkk0ksXrw4W0p148aNmDFjBq677jp8//vfx1/+8hf8x3/8\nBzo7O5FKpeD3+3kzcAivhXfwWngHr4U38Dp4B6+Fd/BaUK44UzXG/O1vfwMgU9Wf/exnUVtbi40b\nN2Lfvn24++67EQwGXW7h2MFr4R28Ft7Ba+ENvA7ewWvhHbwWNBIGVWPMnj17sHz5cuzduxd33XUX\nZs+ejZtuuon7iLiA18I7eC28g9fCG3gdvIPXwjt4LWgkDKrGmM7OTtx7773YsGEDLrnkElx44YVu\nN2nM4rXwDl4L7+C18AZeB+/gtfAOXgsaCTf/HWM2bdqEN954A1dccQWqq6vdbs6YxmvhHbwW3sFr\n4Q28Dt7Ba+EdvBY0EgZVY4xhGJym9gheC+/gtfAOXgtv4HXwDl4L7+C1oJEwqCIiIiIiIrKAJdWJ\niIiIiIgsYFBFRERERERkAYMqIiIiIiIiCxhUERERERERWcCgioiIiIiIyAIGVURERERERBYwqCIi\nIiIiIrKAQRUREREREZEFDKqIiIiIiIgsYFBFRERERERkAYMqIiIiIiIiCxhUERERERERWcCgioiI\niIiIyAIGVURERERERBYwqCIiIiIiIrKAQRUREREREZEFDKqIiIiIiIgsYFBFRERERERkAYMqIiIi\nIiIiCxhUERERERERWcCgioiIiIiIyAIGVURERERERBYwqCIiIiIiIrKAQRUREREREZEFDKqIiIiI\niIgsYFBFRERERERkAYMqIiIiIiIiCxhUERERERERWcCgioiIiIiIyAIGVURERERERBYwqCIiIiIi\nIrKAQRUREREREZEFDKqIiIiIiIgsYFBFRERERERkAYMqIiIiIiIiCxhUERERERERWcCgioiIiIiI\nyAIGVURERERERBYwqCIiIiIiIrKAQRUREREREZEFDKqIiIiIiIgsYFBFRERERERkAYMqIiIiIiIi\nCxhUERERERERWcCgioiIiIiIyAIGVURERERERBYwqCIiIiIiIrKAQRUREREREZEFDKqIiIiIiIgs\nYFBFRERERERkAYMqIiIiIiIiCxhUERERERERWcCgioiIiIiIyAIGVURERERERBYwqCIiIiIiIrKA\nQRUREREREZEFDKqIiIiIiIgsYFBFRERERERkAYMqIiIiIiIiCxhUERERERERWcCgioiIiIiIyAIG\nVURERERERBYwqCIiIiIiIrKAQRUREVmyc+dOzJw586i///Wvf43Vq1fnfbxPfOITeOGFF+xoWs7W\nr1+Pvr4+S8f49a9/jblz52LZsmU4//zzcd555+Hmm2/GwYMHAQC33347fvSjH416nKeeespSO4iI\nqPgYVBERkWU+ny+vv7eTYRiWj7FmzRr09vZafs25c+di/fr1eOaZZ/Dcc88hFovhm9/8Zs7H3bdv\nHx577LGcf56IiLyBQRURETnuoYcewj333IMbb7wR55xzDi6//HLs378fALBlyxZccMEFWLp0Kb7z\nne8cFoht2LABF154Ic4991xcc8016OzszB7vzjvvxOWXX44nnngCZ555ZvZ37rrrLqxcuTL75xtu\nuAEbNmzABx98gCuuuALLli3Deeedh/Xr1wMA7rjjDnzwwQdYtWoVXnrpJfT09OCWW27Beeedh3PP\nPRdPP/109ljTp0/Ho48+iqVLl+YUzF155ZX47//+76P+/q233sLKlStx/vnn45JLLsH//M//AABW\nrlyJXbt2YdmyZVBVNZ9TTERELmJQRURERfHcc8/hG9/4BjZs2IB4PI5f/epXAIC7774bV111FZ59\n9lnMmTMHO3bsAABs374dt956K37wgx/gD3/4AxYuXIg777wze7znn38ejz76KFavXg2/3489e/YA\nAN544w2oqgpFUQAAr7zyChYuXIjvfOc7OPPMM7F+/Xp861vfwh133AFN03DvvfcCAP75n/8ZJ598\nMu677z74/X4899xz+OUvf4k1a9bg3Xffzb6uYRh47rnncpqFUxQF1dXVh/2dYRi4+eab8bnPfQ7P\nPPMM7rnnHnz9619Hf38/7r33XrS2tmL9+vWorKy0cLaJiKiYGFQREVFRzJ8/H83NzQCAGTNmYNeu\nXUin03jttddw/vnnAwCWLl2KmpoaAMCf/vQnLFy4EFOmTAEAfOYzn8G///u/Z2eI5syZg1gsBgBY\nuHAhXn75ZXR2diIQCGDGjBl4/fXX8e6776K1tRWRSAQPP/wwrrnmGgDAySefjFQqhX379mXbZx73\nP//zP7Fq1SoAQH19Pc4991z8/ve/z/4nUnAMAAAgAElEQVTcWWedldP7TafTeOKJJ3Deeecd9vc7\nduzA/v37sWzZMgDArFmz0NbWhtdeey3HM0lERF7DYTAiIrKkoqLimKlwmqahomJo7C4SiWT/v9/v\nh67r6OzshM/nQzgczv5bNBoFAPT09OCFF17IBh+GYSAWi2ULP5gBFQAsWLAAL7/8MiorKzF37lxM\nmjQJmzdvRjgcxmmnnQZAgrQf/ehHOHjwYHaWSdf1o9rd3d2Nm266CX6/H4ZhIJVKZYO+I1/3SC+/\n/DKWLVsGwzDg9/tx6qmn4u///u8P+5kDBw5k3+Oh56ajowOJRGLYYxMRkXcxqCIiIkvq6+vh8/mw\ne/fu7EwUAGzduhWtra0j/m4sFoNhGOjt7UU4HIZhGNl1U42NjVi0aBEeeOCBUduwcOFCrFu3DhUV\nFViwYAEmTJiAf/zHf0Q4HMbFF18MVVVx00034cEHH8Tpp5+OdDqNOXPmHJbCZ/7/pqYm/PCHP8TU\nqVPzPhdz587FT37ykxF/pqGhIfseTZ2dnQyoiIhKGNP/iIjIkpqaGlx88cV44IEHsuuY3njjDfzm\nN7/B5z73uRF/10zV27BhAwDg3/7t37LHWLJkCTZv3ozt27cDAF599VV861vfOuZxWltb0d3djf/9\n3//F3LlzMXnyZGzduhVbtmzBvHnzMDAwgMHBwWzp95/+9Keorq7OllGvrKxEd3c3AODss8/G2rVr\nAQCqquK+++7Dm2++aeUUHWbcuHFobm7OFsp46aWX0NHRgdmzZ6OyshJ9fX3QNM221yMiIucxqCIi\nIsu+8Y1vIBaL4eKLL8by5cvxzW9+E9/73vdw3HHHjfq7d911F/7pn/4JS5cuxZYtW7JrqJLJZLZi\noHnM5cuXD3scc51UXV0dAGD8+PFIJBIIBAKIRCK49tprcfHFF+NTn/oUJk6ciHPOOQdf/OIXMTg4\niKVLl2LFihV49tln8dWvfhU9PT1YunQpLrzwQui6jmnTpgGwr0T89773Pfz85z/HsmXLcO+99+KB\nBx5ATU0Npk2bhlgshiVLlmD37t22vBYRETnPZ9ixwYcN7rvvPrzyyivw+Xy444478PLLL2P9+vWY\nN29eNh/9X//1X9HR0YGrr77a3cYSERERERFleGJN1QsvvIAPP/wQ69atw/vvv4877rgDFRUVWLdu\nHT7/+c9jcHAQFRUVePrpp/Hoo4+63VwiIiIiIqIsT6T//eUvf8E555wDAJg8eTK6urpQVVUFAIjH\n4+jp6cFPf/pTXHnlldy3g4iIiIiIPMUTQdX+/fsRj8ezf47H43j//fehqir27dsHn8+Hl19+GbW1\ntbjjjjvws5/9zMXWEhERERERDfHktI9hGFi5ciWuuuoqLFu2DI888ghuvPFGfPe738WPf/xj3Hbb\nbdizZw+amppGPM7mzZuL1GIiIiIiIipV8+bNs/T7ngiqGhsbsX///uyf9+7di6uvvhpf+tKX8OGH\nH+Ltt9/GCSecAFVVAcgeIrt27Ro1qAKAed1/A/ZuB7r3A/09gKYAmgoYBtA8CfA7cAo0FdizFUiM\nA86/1v7j5+qdl4DX/wTUhIDqGvuPn3mfncEG1F36/xR2jJf+ALz3ClDfCPgcmDjt3Av0dwPBGFCX\ntP/4XmAYwN5tgGHgrROXY/rsuc68zjubgS3/AwSCznye3Kbr8r2trgE+/feAxSpvW954AzNPOOHY\n/2gYwEfvA2/+BejYBaQHAV0DqgJD39f0IJDqB5QUAAOAT/4tOR5IDQB9B4FYo6U2DuvAbnnty/8e\nqK515jUGeoDnnwK69wENbfn//v6dQHoAOP86IDH87494HZy2fyfwl98CA71Aw8j7dR1T1z6gt1Pe\nX88BQEkDdY1AbXj039V1oPeg/L6hy2cqEARqgkBtRP6L1APxFiDenPlO21PZcDgjXou/vSj3l0Ke\nVwO9wMGPgOmnAqecP/rPF2L3B8DLG+S7F4mP/vNOUFLAvu1yb2qZYulQnV1dqBthE+ujXrdrn9yT\nKirl89i5FwjFcvss5sPsP9U3Axdcf+yf6e8G/vxboLsDiLm0t5t5LSbMBM74tKVDFXyPeucl4NXn\n5TtTE7TUBgI2T7d+7/BEULV48WI89NBDuPzyy7FlyxY0NTUhGJQPyEMPPYRbbrkFALJ7l+zevRuN\njTl2Jj62cuj/K2mgpwN4cyPw6n/Jl6Kyytb3AkA6IzDky9Y80f7j52qgB3jnRWlPwIGOkSbXIxVu\nKPx9JscDH74BqIozHXVVAfxVQIXPcifZs1L9ci3Gz0BfQ7tzn7nOPfJ9URVnPk9uG+iRzufUuUDL\nJMuHG9zZMfK1aJkEnHy2DPZsf0s6lB+9L3/uOSA/U1ktgzNtU4ETz5CBIJ8P+MPPgLdfAGA4Mxih\nKRLgjZ/u7Pfmg9eA1zvkXpzP9z+dkoCqoQ2YtXjEHx31OjipaQKw8x3grY3S3kAeHR9VAfq6gWAU\nWPX/Au/9Ffivp6QzO9grwVWF/+jfMwz5LHd3yHUMhIBTlgILLwAq3M34H/Fa9HTI80pJ5X9/UdMy\n7nD8Kc5da58PeC0ADPS79yxRFbm+/kr5XyvX05fDM1HX5V7U2wnAAJomAsu/IPeG3/4Q2L9dOvPH\n+hwWyuw/TZw1/LVUFWDjv+b2HpxiFs6Oxi1/5gq+R/n9wPt/BboPALUhS20ge3giqJo7dy5mzpyJ\nFStWwO/348477wQAvPjii5g4cSKSSZlhWL58OVasWIEpU6agra2Akc2qahmVa58BvPMyMNBt/ygL\nkLkpVACzz7D/2PloaJWH02CvM8dX0oBhoD86+ozhsOItMhKe6rc/qDIMedhWVQO6J3YOcEZvp/zv\noouAff3OvU64HqiqkVHCcmMYQF+njMKecVlxXzsYAaadIv8paeCj9yTYqG8BZiyQDsyRog3SsVKV\nY/+7FYYhx61LOt9hOeE0GVTpPgAk8pjJ6Tso7Zz3CefaZgefD5j/CbmmB/cCjeNzP6c9HRLkn3yu\nDGZMO0VmJ57//2R23xzNrzmkM5UePGRGwQ9MWwCctzq/YM4tsUZ5FpgDCvlQ0vJ+xx1vf7tMoZh0\nYn0uPkvUtPxvICgzOhXVzryOYQCDffJZ0hSZ1Vx8CTD37KGfOeljwH8/DXTtB+ot9AGONNgHoAKY\n+/Hhf6aySgYbOvfa97r50jU5T8EcZ/uckBgngyud+yQAdnnQhDwSVAHA17/+9aP+bv78+Zg/f372\nz1deeSWuvPJK6y8WTUhH24n+p2EAg/1AKFpYuoedInF5SDn1DFAVwOdDf11L4ceIt0jgl+qzr10m\nXZP//FXSOdE1e0fUvEBJS0BqDhbsc3AdYaguM7NbhgHqYJ98nttnSPDolqpqaUP7jJF/Ltog10JJ\n2x9U6ap8X4pxHpomAi2Tge4XMu8lh06ipgD9vdI+tweuctHQCkxfCLz4HNDXBYTrRv8dJSUzltE4\ncOoFQ38fjQPLvyjZFv/9NHDgo6E0vp6DQwMeTROA864BmtqdeU9OiCUy6fgFBPJKSgKNYMT2ZmXV\nRiBtczHjwQweqwJDA4Z2M3RJ/x3sk1nw40+RZQxHDnqecBqw9TXg3b9KEG/HoKiuy/MsUj96/ylS\nLz/vVjCha5l2uJQKCsgAzcRZwK73ZPA8GHWvLQTAI9X/ii5cLzcmJ+6N6UG5KTVNcD/dzOeTXHnD\nGLoB2ElNA/5KpEIWbiqxBnkwONFPN0f1KquH0tbKTV+nXN85Zzn/WuG6zGe6DNMo+zKzfYsvcbcd\nuTIHTJSU/cc2vyfFWKvg8wEzTpVZgFxnKHq75B47a4n799hczfmYrEPp7cztXtzdAcAAFiw/usNY\nUQHMXAR85hZgyknyGdi9VQK2UAxYeo2kC5ZSQAXI4FpteCitKle6JoF2NO7s58Hvl6DN0J17jdGo\naXmWVdc4890HJDgf7JOZ6hW3AZ+88dgBk79SPp+xpMwY5XvdjiXVL8dpnTr6z0bi0gbNpee6nvkc\nRFwchANkmUm4TtYVkuvGZlDl98sXUtftuREcyrwpHHeKvcctVEOr3ITTg/YfW1WAQBCG38K6tAo/\nUNcEGJr9D6tMeiJaJsvIXnrA3uO7TddkNDsYOTwtwylV1Zk0ojKbqVJSsvi8oc3Z9CE7mTNVTlwL\n83vTNNH+Yx/L+OlAY7vcTzR15J/VdaC/Sz6Hp11YnPbZoTYkAx/BqKRLjSQ9mOnUNo/8va5rBC66\nEfjYFbI2de45wBe/C5x4uq1NL6pYciirIFdKZvCszsYUtOGEYs70G3JhpuVWBWSg0Ik2KCkJqgK1\nwJV3jn4/bJoAnHCqtMdMQ7diMJM+dGIOM9CReGa23qHgcjSGJkF8LjPPTqpLyrPLqcFzysvYDKoA\nGYX1+ez/EA72yQ1mxgJ7j1uoeKt0QAZtDih0XUaI7LihxJslRc98ONpFTcs1Pn6ejOqro3TYSk1f\nt9zYj5vvTBXLYwnXAZrmTqfCKb2Z2b6Tz3G7JbkL1cmAhBOXQZO03pxGi+1QUQHMWCiDA6PNVvV3\ny71n6lz70x6ddvwpUnAkPTh8R9AwpFItACy5dPSZF78fmHMmsPqbwLmfK959wCl1jUNprblSUpnZ\njcnOtcsUjMr3brTg3wlqGoAhz8uKCtieMWAYQzNOiz6Veyrl3HNkUKSvy1o2iLmOKxAEJuRQCS8S\nz1RJdSmo0nVJj6x1MOU0VxNnynkrx/XOJWbsBlXRhkxH3sYvpKbK8eqbvPPAb2iRG4/ds0DmlLsd\n+cRmOd+UzYvclLRc4wkzpfNRTgxDHmL+KmBJEVPWwpnOvF4mAaqmSqW0UAyYfabbrcmd3y/XwolR\nc1WRznm82d7jjmTSbLlXpVPDD3QZhgTAFZXAmdZKGLvC75eiE9GELCw/1nVLDch/ifHeGZgrplhS\niuHkk1mhpqVzO2Gmc+0ymcUq3EglN4OqpkmZtcE2f+/7uuS8t0wC5p+b++8FaoH550kanJU0QCUl\nz5WmCbmtkYrEZQDbLbom7fRCJdwJM4FwTO4d5KqxG1TFEkN7wdjFDArGHWffMa0KRjPVoWwOqrKj\nZhaKVJjiLTLKYudMkln5LxiRPP3aMMoqbW2wTwLbccfLg75YQnXSqVDKZH2aOfMxfUHpVU6KJmSw\n2u7ZdjUtM7vF3IussgqYtlDKM/cNk0Y02JvZOmCau8VErGibCkyZI0HA4BHFeQ6dpTrrM8VvmxfU\nJaWTms9MkLk1SjEKQ4ViQGVgaL1uMSmZsvHt06Uddg6Uqoqs46usBi78Uv6/P+lEGRgxZ5sKMdiX\nWToxf/SfBeQc+CrcW1epa/L6VR7YszEUHUrXLse14yWkxHoRNoomZDZJt/HGZOYDzz7LvmNa5fPJ\nw8bw2ZuyoChyg7djDUo0Yf9+YWblP3MmLZYcqhRUDvo6AfiAxZ8q7uuG6+R7Y3eqphsMQ4oeVAWK\nfx7tEI3bX4DFXLdRzEDddNzJsgn4QN+xO4y9nXI/O73IJe/tdvI5ks3Q3XH4+xzslQChZTIwaZZ7\n7XNTNJHf4IZhyL0oFCtO6mMoBlRXu1McQc1U/muelAmqDHueZ4YhpdN1TbYoqEvmfwyfD1hwvsxu\nd+8vbKDHXDoxyr5zWZVVEky4VThE16UNXsmCmTgLqAnLmlNyzRgOqhoyFQBtGuUwDJmpqo1IfrGX\nNLRKkQE7Z+XMG7wdi9n9fsmlN3T7bpDmSGJdZpNoM3BzY4TRbtnCCq0y8l1MZlDlVsUlOw30SLrJ\nhBNKczf6aIOMmtv6vTbTel2YCQrUyih1dS3Q13P4v6UG5H0m223ZmNlV0Qap3heolaIAQGaW6oCM\nfJ+9yt32uamqWmbDc30OaIr8bCGBQCFCMUk/dSPpwSxSEYoNpWHbMVA60CsBTUMrsMTC4FK0ATjp\n49Kx7+rI73dVRZ5r5nKFXJkFx9wYLNU1d9MPjzR+unwu3FpjRgDGclBljnLY9WVUMmsBGtu9V+a3\noVU6jXauWVLTckOxa0Q73iIjjXbNgJgVzFqnyJ9jmZlJJ6ogFltvl7y3k0bYHNEpoTq5Tl77jOfL\nnKUq5ZmPaAMQqLF3BlotYiW1Y5m2QGaV+7sOX5vR1wnAABYud6dddpt1OtA4QQJ7TZE0VDUtqY0t\nE91unbvMACmXz7W5Jrqhzbn2HCoYlXtGse9/h87I+XxDM3NWBwk1TWapKvzAsi9YT4E+4TSg7Tip\ntJvPs9ZM/ZuY5wxtxIHZ+lzpunfWzgMySNM2Va6hWxURaQwHVYA8vGFTGcrBTCn1qXOtH8tu8Rb5\n8ts1umamCAUj9q1DiWdGqOxaaGlW/hs3Tf5srqEr9XxjXQMGuuWhetJZxX/9YBRlsU9VehBQBqVj\nmxzndmsKE2mwfzNrVcl9nxgnhKLA5NlyvzL3XVHT8v+jSWCaR7aqsKo6IOXSQ/XAwb1S9bDCD5x7\ntdstc18smXsRKXPwLN/OeKGy20oUmaoAMGQgBZDBLTv2qureJ8HrzMX2zAD7K2XgI5bIr2jFYJ/0\nJebkOVAYqZfPilrkIMIwZIa0mOtOczFhpmRL9TIF0C1jO6iKNtg3O5Lqk2OdsMj6sexWExxa2GpH\npTA9s6eUnSlC8WZ5WNmVVmZW/qvPjLjHkqVfbhiQCk26Dhw/3/4OdS78fnfz2O1iznwsON/tlhSu\nJiipcnbmIqmKpKA1u5hid8JpMgJtbmxtzszOPqv0Z0gPNXm2FB0wdOnYTpkDxF2aIfSSuqTMwOYy\n06Gk5D5oZiQUQzCaeQYWMQfQnJEyC0OFYpb3qvIrg7LPYbQBONfGlNOmCbKhd2VVbntX6boMpkYa\ngLo8Nxw3y6oXe42vORDvhcp/h2o7Ts6Jli6vbU9KyNgOqmIJqdyiWEwJ0zV5ANQ1endtRkOrdJbs\nSBUyb/CxPG+AI4kl7StWcWjlP/OYgdpMFcQSvtGYZdQrq63lvluVLeVdooGVqkgxhEiDpJuVsqjN\nm5iraaCyEog12HO8QsQSMuJa4ZcR7P5uGX1dsNS9NjnB55PCANGEDACdM4bXUh3KLKueSwaJkpL7\nem3Y+XaZzBS8Ym60qmY6yWZhqFDMWpaIrqO6P5P+/Imr7R9wPOls2ZC6v2v0PkeqH4AhAUG+wvXy\njC92AGEuG6n2WFBVWSVrq/xV5bHUoQSN7aDKXJNgNSXMXKtU7KIB+bCzWIWZctFk42i2WazCjhHA\nbOW/I2bSYonSrgA42CcPqHHTituJOJK5rqpUN1Pu65KAcNbppT/zEWmwd98cVZGF5m7P6p5wqoy4\nHtwt3+Vpp7jfJickxwFnrQAu+rI9G6mXg0g8U1FtlO+mrsn9MFrkAYBQrPgbAJuFoVoyGxzXhq1l\nKvR0oEJXgakny4yp3WpDsilwKCZ7so1ksBeAIZtY5ytc705Z9exMlQcH0SfOkvPex42A3TDGg6qE\nPRUAzVLqs86w3ianxFtkRC9tQ7EKVZFzZve6i3izPRsyD7fYPpqwZ3GvW8xUitNdLv8dri/d86jr\nMnoaCAKnlkHRA3MTczuuha5JNUQvdO6T4+X+Ul0j66vOKNFiIrmYNAuYepLbrfCOyqpMVbdRBtjM\nlK/6IqdMhqLSxmKmnCmZwlDmFiFmsYpCBgjTg0BvJ9TqILDsOnvbeaipc4HxMySlf7i10oYh/aea\nyND653z4/YWfByvMz2YwWtzXzUXTBOnr6ApTAF0wtoMqMyXMygfPvCkEQt6eqYo3Z1LhbBjRUdPS\nqW6wYePfQ9U3Zyr0WSxWYc6kNU8+/O9jydKtAJhOyXlJjB8arXRLOGbPImk3pAfkATxxlrfK4RYq\n2iD3MTsKvGTLqbuY+neomYulkMOEmZnUXRozYkmZgdBHmA1SUnKfL/ZzNxST50ixiiOY6eyh6OEp\nf6EYpNBWngFFfw8AAx9NXeRsoYWKCuCUpZKB0rXv2P2s9KAEKM0TCx/cjtRn9uwqYjqmmfruxtYT\no6mokG1CqgKFb8RMBRvbQRVgPSVMTcuNv3G8t1OJqgKZ0Qsb0utURTpydt+Q4y2yJs3qCKBZ+W/8\nESNfsYS0uxQrAJqL9k8+2+2WZPLYqwG9BEfBNFXO45GfjVIVbbAvODQr/9k9WFKotqnAJV8BPvll\nt1tCxVbXKIOAI+25o6Qk8JpQ5I2SQ7HMOp4ivZ55zzoyzTG7V1WezzMlBfir0Nl6gn1tHE6iTQrP\nVFYDvQeP/nezlPr0hYW/RiSeyZwo4nPdDOC8GFQBwMSZkqbf3zP6z5KtGFRlU8IK/EKaN4XJc+xt\nlxMaWmXjQiupQoYuN/GQAylCdUm5+VoNTs3Kf/Hmw/8+lijNdRmaJvvZhOuA2QXkndstVCejYR4e\nQxiWpgLwAYkSLaN+pHC9fdsamPeFQhaMOyXeXJrfWbLGHAAbKatAScnzwtzgvVhCdcVdxzNcOnso\nlkn9zaPvYs561UZgFOt7Nedjsn9nX/fRAeBgnwz4zrAYVFUVOR1T1zMpmB5IlT6WeIukxRolvIa8\nRHkiqNq4cSM+85nP4IorrsA//MM/AAC2bt2KFStWYNWqVejqkpr7vb29WL16tb0vHm2QAg6FVgBM\n9Ute78zF9rbLCQ0tsj+KlVQhJ1OE/JWS9mFlNi1b+S98dDXBmlBmYWmJzbCkMoH7lJO8MRtaE5SH\neSnSVAlCzA1GS53fLw92OyoxqoqMfDeOt34sIivMVO3hngPmfT4cyxS1KKLqmuLe/8x09nFHpDmG\n6uR5nk8atlnEKVbE+1+gFph3rgwKHjykaIWalv8SbdZm2yNxqcJXzHR0XQPgkwrDXuTzSYp7dY0M\nyFLReCKouuuuu/Dggw/iySefRF9fH55//nk89dRTuPXWW3HppZfi2WefBQA88sgjuP766+198WxK\nWAFfSF0DUoMy2xXy4ILFI8VbZO2XlREdNQ3AOHoWyC7xlkyxigLbmK38Fz/2v5vpnqVUDtwMgk/0\nSCEUn086M8XMYbeLlgkcQjG3W2IfMy3I6vVQM4vhvTr6SmNHpH7kGUozVbWYwYHJSpGIQqhpmRlr\nPf7wvw/X5Z+GbQYexd4PbfIcWRtpaEOFvcwsn0kWqw+a6X/FpOsyOOfF6n8mMwWQ66qKyhNB1a9+\n9Ss0NcmXvL6+Hl1dXejp6UEikUAymURXVxd27dqFHTt2YOFCC9PEx2LuEWIUMAOQGgBgFHfjQSvq\nm2RWzgpVkYkep1KE4maxigKrFA6XKmEyNwFWSmRdlWHIbGgg6H6BikOZHe9SC6w0VbZRKKeUMjs2\nMTcM+W4HI96YDaWxrcI/8hpgJQXAkCqRbii0SEQhzMGOI9dUmXtV5fN1NYt7jJtuaxNH5fMdUbRC\nl85+hR+Yc5a1YxdyHqzSNXlNJwt9WBWJS9aBYRS3/P8Y54mgKhyWPXf27t2LP//5zzjzzDPR3NyM\nbdu24YMPPkBbWxvWrFmDq6++GnfeeSfuvvtudHfbVIO/Niyd+EJSwlL98oE9oQRS/wDpeNU1ymhR\noel15n4ZTRNtbVpWvDlTrKLAoGe4yn8mq+mexaYpckNsaPVWZzdbVr1EglNg6OFS4+IeX06IxOUe\nZuUzrWvS0Ql7dOE1jT11yeELMSgpeWRPLHKRClMoWliRiHwZhjzTgpGj0xxrQvkPDimZ53ch5cut\nijcDM5dIINLVIVk+saT1Yg9mCnQx1w7puqxPP3KJgddMnCWfExasKBpPBFUA0NHRgRtuuAF33303\nYrEYLrvsMjz++OPYtGkTmpqaEI1GsXHjRixfvhxLly7F2rVr7Xlhny8zIqbnF2hk91cIAhNm2NOW\nYmhotbYXlKJk9hFxqPNV12gtX324yn+mWFJmfUqlHHhqwJvV6sKx4u/VYlV2bxGP5sEXKtogHRUr\nmzGbwXEsYU+biKyKJYa/xygpCSjcmr0PxYozqGQOdhxrg2OfT/ZJyieVXUnJAEzMpW0TZp8h5dPN\nDX/HHT/ab+TGTPcvVuaErmUG4z2ucYIMADgd/FOWazkwa9euxfr169HQ0IBvfvObuO6663DzzTfj\ntNNOAwA0NjbiscceAwDceOONuPfee3H//fdj2bJl0HUd69evz+l1Nm/ePOrPNHYPoCGdhnKwA0aO\nHXqfpiA4OIC+uha89/Jfc/odL4h09KA1rQID+6HW5tm5NAwEB/qQrong7ZdfPuyfcjnPuRqXNhAd\n6EPK15n37ExNbw98uoEtH34EY/veo/7dnx7AxJ5eVA8MIu3rsqvJjgn0HYBf1fC2EUM6x3Ns57UY\nTvDgHrQNpuFP9UNRS6PwR4WaRq2ionNAwbYinCOgONfCrwxmPtMDBX+mK1N9CCgKdg0A+4t0boqp\nGNeBcpPrtQge7EBbWoU/1Q0lfXhnOdjfC7WqBm9uedOJJo4qvH8PWlIK/ErPUW2zk19JoUZR0JE2\nsPMY562lZwD1/f1I4aCsuxqJYSA02I/BUD3+9tJLANz5XoTDE9BW8R4CgwP4W6AZgza0IXGwB8lU\nGurBA9CLsP9gMDWIdEUAb9t4/py4Fj5dw+TuHkvPBsqPa0HVypUrsXLlSgDAN77xDaxevRqLFx+d\nRrdhwwYsWLAA0WgUiUQCu3btgmEYaGzMrYzqvHnzRv+h2jTQ+YHclHIdxe49CFT6UTdnSW6v4RWd\n44H9b0lecyzPxfqaCvT5Ud007rD3vHnzZnvPgfIR0L8XtcHa/EeD+juASBwnn7Lg2P9uGMDOTcDe\nNIL5vv9iMwx5P9F6nHjGuTkFmLZfi+EcHA/seRXoRv6fI7cM9AKDfiQnz0CyCOeoaNfCMIDtG4F9\nFj7TXQqgVGHCaR/HBC9vYl6Aol0HGlVe16J3itxjuvTD7zGaBvRWoLpxnHvXdV8jsG8L0HPA2ftf\nbycwWInmOYvQfNIx3qu2B+jajtpgcPRnpZIC+ipR1TYJ8+bNc+97YZwM1GjAtjcx82PL7ElrD+vA\ngfdk1s7pIkSGAfTuRXV93Lbz59vqSyAAACAASURBVOi1+OhFYPtb3u/vlAnXV2sPDg7id7/7HbZt\n24Zf/vKX8Pl8uPDCC/HpT38amqbh6aefxpo1awAAl1xyCW655RZUVFTg/vvvt68RsYSU5OzvApBj\nUDXYL7nJsz1SkS1X0YSUYS1kVadZBMLpFKF4izwgUgP5BVWaKtPy0WEq/wFyA48lgN3vyw14tNE9\nN6lpeT+Jcd5aTwVI+p/X2jQaTQV0AMky2aPK5PPJZ37PVnngF3JdzLWSDa22N4+oIKFYprDSEZ9n\ns1JvvUMVaHMRjNm3P9xIzMp/44YpDBWqG9qrKpegynCxuIfJ5wPO+LS9z49IXFKgezvtO+ZwzHTL\n6lrnX8sOsQSwHTIYUeztB8Yg14OqmpoavPrqq8f8N7/fj4cffjj75/b2dqxbt87+RkQb8tshXdeB\n9IDs1eTVHbWHU1EhQcvebUNlQXNllrFtnOBc+wBZ0BoIAd0d+f1eNugbZRYzlsj9QeQmsxDKhBPc\nbsnRqgKyNq3Qgidu0BSgwleegUMkPrRwvpD0F1WRTkmgRDoKVP58PlkDu3f74YMFZnAw3qb1OIWo\nDRdnQE5JA5WVUrn3WEIxGSQd6JM2jXYswL3iHoeye0AuUl+8ohFaJt2zVO6VZoVrJQX4PVwCvkx4\neJi+iEJ1+VXRGeiRm7pTZcWdFm+Rjle+xRrMIhDDjZrZpa5RbpD53nfNyn8tk0b+uWhCRkDTHq8A\nmBqQjvLMRW635NjCddY2ai42Tc2UanZpkbaToiMs6h9Ntpx6Cc4+UnmLJWR0/dCCEEpKApp2FwtE\nVWSWCji536G5wXFtZPj+iblXVS4jwmZxD6cq97opFJPPRDHuX+Y19/IeVYeKZbKTSqXicYljUAXI\nDTLakFsH0TCAvi75Ai++pDjts1tDq4yy5LspnJKWm7LTI/2VVTJCmW9Fxmzlv1EetrGkvH8vV64z\nDAmqQjHvBgGhOglS9BLZA0NTZcRutBHdUhTNpL8UMlCgKQCM0pt1p/IXa8wMAB7yuVbSmQp2Lmz8\neyhzA2CnBpVG28geyNyDc+zGqWnZTqJUZljyUeEfGuRzmq4BMErnORJtkFRF7lVVFAyqTLGE3JxG\n++ClB2XEp3kSUJ9bsQzPibfIlyzffR1URX6vGBvexZvlRqnmEfgoaek0x0fJtTfT/7w8KK8MyohY\no8v57yMJx2QUuVQ2UtZU6VCU42xMJLP/WiEdPHMWoK5E72dUvuoyW2CYgwXmvk2RPIIJp5hl1Z0q\nV53dyH6E72VNMLcsG02T+59XB+jsUKyy6romE4MjBbteEm3IbI5chs89D2JQZTo073QkfZmFkAvP\nd75NTgnXZaau89mXS5eHh9OVdUzxZpmyTg3k/jtqWkaPRsutrg0DVTXeTlsz96eaNNvtlgwvXA9U\nBvILfN1ibvxbKqOL+YrUAz5/4UUqDEMGioi8JJbM3M8zn2s1DcDwxgBAKJYZ+HMoqMpuZD9x+J/x\n+aQdo6UhZot7DLM2qxxE4kXaO0yHzOyXSFBVXSPPPd3D/Z0ywqDKFG2QUez0CEGVqkhZ5mgDMLWE\nS/T6fEBDS6ajmeOojnmjKtZIV7xFilXkmqKXS+U/k88nmx86mbphVapfZoFmLHS7JcML1Ung6/RD\nzA7mDHQw6m47nFJZlUlHKmCUVlUknblliv3tIrKiNpzJjMjcp7MV7NpdbRaAoeqETqWRj7aRfbYd\ndXJORvrumwGa0+uh3RSJS6qo02uldU3ul+ESKlEeTUjgnW92EuWNQZUplileMNKIT1+X3JhOWFT6\nU6kNrZkbUI4zQWpm3UWxytjWNUrVo1xPc66V/0yxZGZUy4OzLIYuD4ZIgyxS9qpwJv2lFL4LZlAV\nrnO3HU6KNkjfM9/ASlUkgK9zeY0K0ZHMCoC6JvdFM4CZdKK77QKksEtVwLm1KqqZzj7KGuZQDKio\nHLkdZnGP0dYbl7JIHAjUFGmmyifXv1TEkpmKxx7s75QZBlWmSHzk9BlDB/q7ZU3RqRcUt21OiLdI\nPnau6XVqWjpsxdoYNFusIsfqckqeKUwxs1panhUQiyE9WJzS9VYFY/D2wrRDaJntANzc28Zp0bgM\nROTbqVDTQE0osycQkceYHUJFkft1ZZU3KtiFoplBJYeOryhAbWj0dPZQbPTvvZKWQVQvpE06JVIv\nnxOn6ZqsUSqV6n+ADLiVQsXjMsCgyuSvlC/lcJ34/l75t4mzvL23Ua4aWuV95Jr+Zm4OOlJ+t93q\nm2UELpfRFTNVon16bseOJjILoD0YVJn7Ux0/3+2WjMzvl46FV1MoD2WO4pbbxr+HijTkn/6i63Ju\nirVWkihfdUl5VplFomrCmQ3sXZZNJXagG6VrUlU1nEM6e7hu6Pwci2HImqpwXXlv/hqMSh/F6XE+\nM/2vGAW77BJLeL/icZlgUHWoaEL+98j0GcOQAhW+CuCMy4rfLifUhjMdqRzXFamKjJgVc3FmtlhF\nDp3EbOW/ltyOnV0A7UGpAWnb1JPcbsnoQnVDqTlepqny/c3181GKzHWh+aR4mJXLzHsfkdeYW2Ck\nB+ReE/PIZ7WySmZ44cC9z+z81uXwXkOxkfeqUjOz9F45b06pqMiUVXd4rbShS3Dq1f7DsUQTpZOq\nX+IYVB0q1pBJMziiU2KOkDVNGL1cdymJtwDwjb7P0KGbEFYUcaQr3iKzSbmk6OVa+c8UjGQeRB6j\na/J5iyVLYyQsnNk4W/X4HhiaKg/Csl5Tlal+lc9QrVlNrZzTIqm0metfzb2qvFTBLhSTYk92d+LN\nipy5pDmGzfLyw3zv1RQAA0g4vL+kF2TLqjs4yKdrUvW2lAKUmmBp9CfKAIOqQ0UTx95As68TgAGc\nstSVZjmmoVXybAf7R/45XZObVLjIm4PWN+W2n5RZ+S+fWbTDFkB7KH3NXONWKuWts0GVx9MKNFWC\n6HJ+sNRG8h89VRUZ4G4t0lpJonzVBCXlr8Iv9+rxOaZ4F0MoJgGN3Xsjmens40ap/AfIwONIe1Up\nmfXQE2bZ1jzPisSlz6A5+DzS9dJbf+rzSf/Wa/2dMsSg6lCxTFB16A1SU4GBPlmvMG2Be21zQvt0\n6Yj1dY/8RTMXwBY7faCyKlP6fJQbQXaTxDyrl8UairOvRT7M/ammn+p2S3ITqpPvjBcLfhxKUzKp\nOmWskAenuVayyeNFUWhsMzdsr/BYBbtgdPTKe4VQ0vJsSrSN/rM+XyYNe5jZGSUl3/HWMbBlQqQ+\nU5DBoeeRWbq+FAfnYonSGAAtcQyqDmXuPH2ovi7JoZ1xWmlN9+YiEgemnCTBy0Dv8D+XTUVwoePV\n0CYPhM69w6/byVb+m5zfsc11VYqHKuKk+mXR8cQT3G5JbsJ1MgPk5f0v9Mz+HF4uT2+XSFy+L7l2\n8rJrJcs4LZJKX13mXl1VI4NhXhGKZZ4hNndUzYqcuXbeQzEAw+xVpaRltq9cNz4/VCQu58ypwMHs\ng1TXOnN8J0U9XPG4jDCoOlRVQEaezFFeQ5egqroGOO1Cd9vmlJmLJZjs7Rx+dNtMRShWOfVDzT5T\n0j3Sg8C+ncfuLGYr/+WQKnGoaGL0DZ+LSVPlvdQ3jZzO4SVmPr+XBxzMz0yoTDf+PVQ0M/uay4Mz\nu1YyXNy1kkT5ijXK8zkU89a9JhTLbIBuYyde1zIVOfMY6AjXHXvGTNdklj7ioUDUSZG4swUZzMHD\nUp2p8mrF4zLCoOpI0YbMztOazN7oGjBhZml+iXIRSwCTZ8s+F6lh1lapinS6GnJIRbBbMAKcfy0w\n/zwpNLB329Fr3nLdJPFIsYS3ilWY66lKKU2jJuT9ANCscBcp8ppAN5gVAHMpq27O4BV7rSRRvuqb\n5HNd77F9lkKxzN5INq5Tyabb55HOPtxeVdkqgh47b04JRp19HpkzgTUltEeVKdpQWhULSxSDqiOZ\nm8KqCtDbJSMep1/qdqucNXOJjGT1HDj2bJWalgdawKUp78oqYMmngLM/K6N3+3fIRswmJc/KfyYz\ndcMrzKB25hJ325GPbD6/zQu17aSp8rlOlPEeVaZIXNYU5LRNQqbDFR0jo9hUuhpagLNWAJ9Y7XZL\nDpedObNxZsRMt28cn187jrVXlXmsljxT40uVz+dsWXVzpqq2BNfnZgcAyEkMqo4UTUinpK9T1tok\n23NbLFrK6huBSSdK+oA5W2IydAkw80lFcILPB5xwGnDRl4DkeKBzH9C175DKfwWMtnutIk5qQHK1\nS+0BaJYp92pgpakAfO7MtBZbJC77ceXSx9My+9eU84bIVD7GHe+92ebqGglm7KSk5fubS+U/U3av\nqiOPlZLn3IQSWaNrh3AcslWMA88js68Q8tjnMBc+n2y74ZX+TpnyVFD13e9+F5/73OcAAFu3bsWK\nFSuwatUqdHV1AQB6e3uxerXDI1XRBunY9vXIB2/+ec6+nlfMWiwdsp4Dh/+9uf+QVx5mrVOAS74q\nQeBAH7Bvh/x9oekNsYSkNrpdAVBVpJPb0HJ0sRSvC9d7r4rioTRFzqnXUoecUFUtKTC5FA4xZ6pY\nTp2ocKGYvR14NS0DnPkUhsruVXUEJZMa3zAG9qgyRRx8HumaZHqW6ux+NJFfISPKm2d6b++99x5e\nfPFF+DILDJ966inceuutuPTSS/Hss88CAB555BFcf/31zjbELDvp98uX84TTnH09r4i3ABNnyo35\n0Nkqs+Plpc1Bow3AhV8CTvqYpO/pRuH7OsWSMsLndkWcVL8E8eOOd7cdhQhn0gq8WqpVU+VBEhwD\nhSqAzLpQY/TASlVyL9tMRMdm3lfsCqyUAtLtA8GjU7sMQ55rXktzd5qZAu3EM93Qh1IMS1G24jGL\nVTjFM0HVd77zHdx8883ZP3d3dyORSCCZTKKrqwu7du3Cjh07sHDhQmcbUhOSmaqKStkryEuVhpw2\na4nckLoPma0yc7K9NppdHQA+thI483KgoRmYenJhx4llKgC6XVY9NSCftVJaT2Xy+l5VmirX2OsF\nNewSbcgtyFXSkro0FkrNEzklFJN7ix2j/4YuM+v5Fo/x+Y6eMdNUOV6pzqoUKltW3aGZKp+vdAfo\nog1ybnIpZEQF8URQ9etf/xqnnXYaWlpasn/X0tKCbdu24YMPPkBbWxvWrFmDq6++GnfeeSfuvvtu\ndHd3j3BEi5Ljpfzyok869xpelGgD2mdIPnc6M1ulZlKnWgqcCXKSzwfMOQu49jv5b/xrMvducDvF\nWEnJaGMpzhqE6707EmoY0rko941/DxWJA1VVI5fONQzpvAWjY2vgiMhuZlBlRydeMSv/JfL/3SPX\ntpqDXPlWxS11TpZV1zXpD5Xq8ySWkIE0rqlyjOtBVWdnJ37729/iqquugmEYMDIX+7LLLsPjjz+O\nTZs2oampCdFoFBs3bsTy5cuxdOlSrF271rlGLb4YuOr/ulftzk1HzlaZ5crLdZ+L7D5LLn4VzI5/\nbbg0O7hhBypg2cVclFuqI4uFMGdfu/YCB3YDg31HP0TNioheWStJVKqGq7xXCDMzpKGA4jFHzpiZ\nx2qfYb1dpSQYkfPgRNyg69JXKNUtdsL13JPQYa7lw6xduxbr16/Hiy++iKlTp+KKK65AKpXC9u3b\n8e1vfxu33XYbHnvsMQDAjTfeiHvvvRf3338/li1bBl3XsX79+pxeZ/PmzU6+jbLUWhVD/eAupDv2\noaa/D0ogjLf++tcRf6eUz/PE3gHUDPRDcevroOsIpdPoSxt4z4bz6Ma1mNQ3gJr+fqTRVfTXHkmF\nmkatoqJzII1tLpwXV74Xho766CQkOjtR3dcFf/cBGL4KqNVBqNW10P1V8Ktp1CgKOgZ17Czh726u\nSvn+VG7K7VoEejswvn8AVQPW739VA92oVlW8N+BDX57nqW5PB5oGUzBSCrTqWgT6uuDXdLx5YADq\nMMcqt2thGj+gItLfixTsnbGqGRgAYGDLq6/bPgBarGvRPqgi3N+HFKpKcxDX41wLqlauXImVK1ce\n9nc7d+7E7bffjttuuy37dxs2bMCCBQsQjUaRSCSwa9cuGIaBxsbcKnnNmzfP1naPCW1x4JnHUNO9\nH6j0o7qpbcTzuHnz5tI+z7s3Ax92A7GYO6+fTgH9lahra7d8Hl27FvteAd7tQjDqsXSygV5gwI/k\n5BlIFvm8uPq9mH8KYKwC9u8E3vgL8PYmVPd1AgMHZRG3vwqorETz7IVonlvC390clPz9qYyU5bXo\n7wF2vgD4NAStPkPUfsCowfTTz5UZl3x8WAvsfxsY6JFn2WAnUB3BnEVnHPOeXJbXwtS/Fejbi9pI\n2N61tIOdQHUN5s2fb98xUeRr0fcBMLDf/nNDAFwMqnKhaRqefvpprFmzBgBwySWX4JZbbkFFRQXu\nv/9+l1tXxpomAm3HDaUAlvtC15qgpEkYhjsBgaYAMEr7PJtplLrqrQ0GNUXSQPLZSLNc+HyyB9WZ\nn5bNs3e/D7z2J+CDV4H+XvkZrxWgISo1tWH7UqrUtKSW1Ybz/91w3dDaVkOXY9UlvTXIVSxmWXUl\nbW/goGvH3g+slJgVrpUUgyoHeOqMtrW14Wc/+1n2z36/Hw8//HD2z+3t7Vi3bp0bTRtbfD5g1unA\njr8B+/uBxjz2yyhFgWAmINDcucloaqbj317817ZLuC5zo1Y8FlSpQIVPtgwYy/x+GShpO046Gtvf\nAnZ/MDaDTSI7mdXgDnxk7Ti6xUAoFBvaq0rJVP4sdP/GUheJyzo3JSWDpnYwt6ko1fVUpmhC3kNq\noHQLbniY64UqyKNaJssodlV1ae6dlI9AUBafOrEDey40VR6ipVj5zxSqAyoD3turytyjqpBqWuWq\nqhqYPFuqm47FUWwiu4UyG24bOWy6PRyre0IeuleVWaSi3AdEhxOul21X7Nzk1jAAGKUfVMUagKqa\n3DaIp7x5aqaKPMTnA069AKhvAlqnuN0aZ9WEhnYZrwoU//U1RV4/WsIdf/Mh1tPvdksOp2XSETki\nR0ROyZZVV2XQohBKSjruTQVuX+LzSSXW/Tsy5dR9wMSZhR2r1Jll1e1kDrqWelAVachUPHa7IeWJ\nM1U0vLpGYOHy8h/NNkf4VBtHtfJhdvwLyaP3inDMub1BrNBUSf/wWruIqHyE6iTFVrOwV5WSkvvU\n5BOttQOQ1K7KytJOKbeiNmz/3onmzE7ApnRCt1RVZzaK5l5VTmBQRRSolc1SrTwQrVDLoOMfjMFz\nQ1/ZjX9LOFglIu8z96pSLKQ/KykpgtBgYbNec8ZMSQG1EXcyL7zA55PMD3OfQjsYmZmqcsh6iCYy\na8RcWvJQxhhUEdWEgAqXMmENXSrm1eZZPtdr/H4pAWxlTYHdzHz60Bja+JeIii8YlTWlhXZSDUMC\nslDM2gyLWTCo1KvJ2qEuKc8l1abBUjNAC9fZczw3RRtkJtNra6DLAIMqIrP6nxvMjn+wDDr+4Xrr\ni7XtlA2qXNp/jIjGhlBMOvCF0hS5b9YlrbejqgbQUXjBi3IRS8rMnzJoz/F0HYAh67VKXSwps5hp\nm84NZTGoIjJLrvpc+DqYHf9wffFf227m4uC+brdbIjRFRhbrx3g5dSJyVjAKwFd4CreSkv9NjLPW\njlBMUtl9AMaXedXe0cSSktqfTtlzPF0D4CuPZ3WsAaiudW8deRljUEVUXQvX1gOpmY5/wkIevVec\ncKpUi+w5AAz0uN2aoYCVezERkZP8fqA2VHiZaiVTAn3iLGvtCNXJ4GCFHxg33dqxSp05U2UXXZeg\nuRwyH6IJazOrNCwGVUQVFZkyqS5UwzE7/sky6PhH4sAnrpKKU537gJTL5dU1VToY9U3utoOIyl8o\nJsUMCimMoKRklt/q9iWBWlmTFajl3nxBs1CHTc91XZPnSW0ZFKoI1GaqGLICoN0YVBEBkgLoxmZ4\n5ua08TLJf4+3AOdeJf97YLe7OduaKqNx5ZCuQUTeFooBPr8UHsqXkpIqpVYry/l8wLQFwEkfd2+d\nsFf4fBJY2rXOV9fkWV1da/1YXmDnuaGsMf6tI8oIBOXmYlf51VyZG/+WQ6EKU/NE4OzPyk27Y5e1\nMsNWaKpU5Koeo2WFiah4zGIV+Vab01T5z65qfXPOAk6/1J5jlbpYY2ZTZhsqAOq6BKrlUqY+msiU\n33dpK5kyxaCKCJARQl9F8fdt0FQgUGP/RoVua58OnLVCZok6drqzB5imlMeeIkTkfcGYrOHJt0y1\nOegUZ0Ed28US9lUA1DU5VrnMAMYSshGwXdURCQCDKiIRqJWbZTGDKsPIbPxbppvTTp0LLL5E9uDa\nv6u451bXZGQxWKbnloi8JbsBcJ4DSEpKngXtY7ywhBPqkkBNLZC2IVvC0CUIKRfRhPR73MokKVMM\nqoiAob2qtCJ3/GHICGe5mrkIWLBMCoHs31m8dWvZ/b/K+NwSkXeEYpJOlW8hWSUlz57xMxxp1pgW\nSwJ+m7JAdK18Uv8AKatu17mhLAZVRICkifmripumlt2jqow7/j4fcPI5wNyz5fwe2FWcdWvmuY3U\nOf9aREShaGafqjyjKiUlg04xm9ZU0ZCaUKawhMVnjrneulyKVACSQVJZDVYAtBeDKiJAZqoqix1U\nZfaoqksW7zXd4PMBCy8AZi2W+/eeD4HeTmdnrTQ1s/+Xxc00iYhyURXIf2sOQ5c1WOF44RsH0/B8\nPnm+Wq1yZz6rqmvsaZcXHFYdkYGVXRhUEQGZ9L9KwCjig83czTw5oXiv6Ra/Hzj9MuDU5UBtGOjp\nAHZ/AHTtdyaQ1VQAvvLY/4uISkNdY6aaX473NHM9C/fSc04sab3KnbkeOBC0p01eEU1I9WE7qiMS\nAI8EVbt378YVV1yByy+/HHfffTcAYOvWrVixYgVWrVqFrq4uAEBvby9Wr17tYkupbNUEMzuMF3HE\nxtycNtFavNd0U2WVzFit/iZw9uekIzHQC+zeChzcDaRT9r2Wpsg6hbG+ASYRFc+EmdLx7uvO7efN\nIhXNk5xt11hmVrmzsmeiGVTVlFtQ1SDPZcXGZ+8Y54mg6tvf/jauueYa/PKXv4Tf78fu3bvx1FNP\n4dZbb8Wll16KZ599FgDwyCOP4Prrr3e5tVSWzBGoYqZgaIoEcpF48V7TC2pCwEkfA676v8CFXwJa\np8oo4r4Pgf077KlGpKkyOllO+38Rkbe1z5BtJHLtwCspeeZMOtHZdo1lsaQ8360EDmaKXLk9T2KZ\nCoB2DmiOca4HVYZhYPPmzfj4xz8OAPg//+f/oLm5Gd3d3UgkEkgmk+jq6sKuXbuwY8cOLFy40OUW\nU1nKTusXM6hSZaFoOeVp56OyCjhuLnDFPwCX/z0wbQGACkkJtEpT5bz6K60fi4goF4FaoG2qzJLn\n0olXUnIfTLQ537axykz/s/JoN2eqImVWTCQSlz4Il/PZxvWg6sCBAwgGg/jWt76FK664At///vcB\nAC0tLdi2bRs++OADtLW1Yc2aNbj66qtx55134u6770Z3d47T60S58PuBqjwXGVulKZJOMNYXKPt8\nQOsU4KIvA8fPkxu8lT2tzP2/arlHFREV2cQTgdoo0Nc18s8ZhszKh2Llt/m7l9QEZdDUyqPdLFQR\nqbelSZ5RE5Ln71jvg9jI9aBK13Xs3bsXV199NX7+859jy5YteP7553HZZZfh8ccfx6ZNm9DU1IRo\nNIqNGzdi+fLlWLp0KdauXet206ncBGqtVQjKh7k5bW2ZpRNY1XacBLeDfYUfw9z/qzZiW7OIiHLS\nOgWIxiWleaSqapoiz5tYY/HaNlbVJeVcF1pxVtck8AiV2fYn1TVSqIJs41puzNq1a7F+/XrEYjG0\ntbVh3DgpfXzaaafh3XffxZlnnonHHnsMAHDjjTfi3nvvxf33349ly5ZB13WsX78+p9fZvHmzY++B\nhpTDeW7r6kGsrw8po8rxkRufpiCoqOgaVPGhzeeulK9FdX8K7RpQ3dOBlFLY0GKFmkatoqJzQME2\nl89FKV+LcsLr4B1j4VokfWEkVBVqxz7ow2wY608PoEZRsE/x4yOXzslYuBYAkOgaQDKtQD3YAb2y\nOu/fr+7vQ6Wq4a13P4Cys8OBFrp3LSb0DqC2rw+KwVR5O7h2FleuXImVK1cCAK6//nps27YN7e3t\n2LJlCy644ILsz23YsAELFixANBpFIpHArl27YBgGGhtzG92ZN2+eI+2nIZs3by6P89z7PtCzC7XR\niPOjN4N9wEAlEpOOQ8LGc1fy18IwgANvAR++idpotLDgdqAXGPAjOXk6ki6ei5K/FmWC18E7xsy1\nGJcAenfKfnyxYWY3ulUgVYnW085B65Q5xW0fxtC1AICoDzj4vqy1DRcw26T1Az4ds+cvkJQ5m7l6\nLfb+FUgdBAp93tJh8gqqUqkU/vSnP6GrqwvGIdPal112maVG3HHHHbjttttgGAaOP/74bNEKTdPw\n9NNPY82aNQCASy65BLfccgsqKipw//33W3pNoqMEaiWY0jTngypV4ea0x+LzAW3HA7veBVL9hT3A\nNEXy5xu5RxURuaCxXfas6t4vaWe+Y6y0UFJSQKF1SvHbN9bUJSXVredAYb+va3INy7GolPmMNQwG\nVTbIK6i69tpr4fP50NZ2eKUaq0FVe3s7nnzyyaP+3u/34+GHHz7s59atW2fptYiGVROUG6emyr4W\nTtJUuYFxc9qjjTsOeD0K9HUWGFSpQIWPFbWIyB0+HzBxFvDR+zJzfqxS3EpK7m8sqOM8swJgoWXu\ndF2KiZTj+qOakLwvXQUqHO73jAF5BVWKojCoofJVE5Ibr6Y6/1qays1ph5NslwXBPR2FjZ5pqjwk\nyq38LRGVjkknAq/9F9C59+igSlPlvyjv/0VRXSOFiw7uLez3da38Nv41mUGVprm4IKh85FX9b+rU\nqTh48KBTbSFyVyAoo1Ga4vxraQrgrwKCrFB3FL9fUmIq/IVtBKypcm7L9SFIRN4XS0h6t2EcPVBn\n3tfizcVv11gVS2QqABaw6J8viAAAIABJREFUXYeuZ7ZcKUPmYLJahH7PGJBXXLp792584hOfwJQp\nU+D3D02D/uIXv7C9YURFFwhKZ7wYW1VpKlATLs90AjuMOx54axPQ3w1UJ/P7XU2VkWHmhxORmybN\nAra/CQz0AOFD9jhSUhJsjZ/uXtvGmlhSBk3VNFBdm/vvGbr8V47rqQAJqiqrrG1jQll5BVVf+MIX\nnGoHkftqgpKS53RUZY5cBplLP6yWKTKL1z/KBppHMs8t1ykQkdvaTwBCdUDHrqODKl+F/DsVR11S\nZptSg/kFVebeVuUcVPmrRt5TjXKWV1B1zz33YMmSJViyZAlOOeUUVFdzURuVkUCRdhc3U0GCZbaR\noJ2qA0DTBGD/zqFUyVxkzy03VSYilwUjQMtk4MBHMkNi7pGkpKSTHuO6z6KJJYFADZDKc0YmG1SV\naTp5TSgzmEx2yOtMPv7445g1axaee+45fPrTn8a1116LJ554wqGmERVZwBy9KlJQFa5z9nVK3bhp\nkpLZ35v775jnNsRzS0QeMOlEmTnvy8y6G7qsX4nEmaJcTLFEJt0+z3NursEq1zW6NUUaTB4j8gqq\nEokEli9fji996Uu45pprUFlZiUceecSpthEVV2WV/Od0+p+W2aOqvsXZ1yl1bcfJSG96MPffSfXL\nuY3z3BKRB4ybJgGUkpZ7k5IGYAD1jW63bGypCkhVWUPP7/d0Ta5buRaVCtTC8YHkMSSv9L877rgD\n27dvRzKZxLx58/C1r30N06ZNc6ptRMUXCOV/082XOZvCzWlHFooCDa3Awd3yYButqIeSAnoOyoji\n7DOK00YiopFUVUtBiv075R5lFqlomuh2y8aeWBLY8bfcnicmsz9Qrlt0VFRIYMU1VbbIa6aqv78f\nABAOh1FXV4d4PO5Io4hcUxOUHGonbzBqZo8qzqaMbtzxsrh4tMpEhgEc3APAAE6/rHxHFYmo9Eyc\nJfekvi6ZqfL5gMmz3W7V2GNuApxO5f47ZvpfpIz7u7Vh5weTx4i8Zqp+8IMfAADefvttbNq0Cbff\nfjt27tyJZ555xpHGERVdICgPPEMHfA6VO9cUoKKSa6py0XaczFh17R+5+ETvQRkBbjsOmHt28dpH\nRDSa5omy0W/3AQCGFN5JjHO7VWNPLCEFQtKDua+R0nXpE4TKuPhRICgDk4YuVSmpYHkFVb29vdi8\neTM2bdqEl156CYZh4Nxzz3WqbUTFFwjKTSWf9IB8aarkd1exeuao6puAaAPQuVdu+sdaTKukpbNS\nXQtc9OXit5GIaCQVfmDiTGDPh0BfpwRYlTlWNCX7xJLynMhnTyZdkz5BOWc/1ITkM6ppQCWDKivy\nCqo++clPYtGiRVi0aBGuu+461NVxpJ3KTE1Qbi66Q1PhhiEzVeWcSmAnnw9oOx7Y+a4UoagJHf7v\nhgF0ZtL+Fn2Ss39E5E0TZwFb/keCqlieG5qTPQqpAKhrkq6fz95WpcYsq65rABjsW5FXSPrHP/4R\nF110EXbv3o3f/OY3+Otf/+pUu4jcEQgCfr8EPk4w12uV86iX3cwqgAPHKK3e1ympHM2TgVOWFr9t\nRES5iLcA9c2SpZBk6p8rKqtk4C2f9UNm+l+5bv4LZIKqyqEiWlSwvIKqBx98EPfffz/27t2LPXv2\n4J577mFJdSovNSHZoFFxKKgyg7UQN/7NWWO7nC+ztK1JTQPdHdJJ+STT/ojIw3w+YOpcecZMnet2\na8Yuc5Yw1wBC12QNXDmna9aG5f2pabdbUvLySv/buHEj1q1bh4rM7suqquKzn/0svvjFLzrSOKKi\nC9RKdSCnKuFoKgCD6R/58PuB1inA3m1y068KZKr9ZdZZLbxA1l0REXnZ9IUy8877lXvqkhJAKCl5\n1o9G1zN7OZWxQFDOSSqPtWZ0THnNVOm6ng2oAKCyshI+7sJM5SQQdK5ABSAzVTqAZLtzr1GO2o4H\nasJAX4/8ua8LSA/ILNapF7jbNiKiXPh8DKjcFkvI+qhcN5XXNRnIK2dmoQpuVWVZXjNVs2bNwvXX\nX49FixYBAP785z/jxBNPdKRhRK6oCcmDz6nBAk0FKnxAss2Z45er1imyrqq/C1AVSfurrJZqfxzY\nISKiXMQageoAMNAz+s+aZcaryng9FTDU78mngAcdU14zVXfccQcuvPBC7NixAzt37sRFF12E22+/\n3XIjfvGLX2DFihW48sorcd999wEAtm7dihUrVmDVqlXo6uoCICXdV69ebfn1iIYVyHHvikJpqowI\ncbQyP9U1QNMEAD7gwG7A0ID5S6XkOhERUS6i8dwrAJob/wbGQFAFlG9MZehAf/fQ9XRQTjNVu3bt\nyv7/uXPnYu7coUWWH330EVpbWwtuQG9vL3784x/jj3/8I3w+H6655hq8+uqreO6553Drrbdi27Zt\nePbZZ/GZz3wGjzzyCK6//vqCX4toVJVVueVZF0pV5DWcDt7K0bjjgXf/KiXUk+OAJZe43SIiIiol\n/kogXA90fDT83ocmc2uV6jJ/Xvv9meqGZZr/N9ALHNwDVAYkS8jBJR459R5XrlwJn88HwzCwd+9e\nRCIRqKqKgYEBjB8/Hr///e8LbkB1dTUCgQB6e3tRW1uLwcFBxGIxdHd3I5FIYGBgAK+//jp27dqF\nHTt2YOHChQW/FtGofL6h3cWdoKlS0pUpa/kzS6v3HgAu+BLPIRER5a/u/2fvvsOjqvI+gH+nJJl0\nSCcJzYAbgtSEZuglhISI0jYxgCDCiy5LFRBkgRdYeCGyIEYUUKQo4CJlZQ2hiyggJDQRpAtCSIBA\nepn6/nGZMUPqZGqS7+d59mHnzi1n5jgn93fPOb/jA9z97VlmvwpugzXPejZktTyoAoT7HnOtz2lt\nCrkQL0qkwKN7wkNZMwVWVQqqjh07BgD45z//iddeew0hISEAgAsXLmDv3r1GFcDe3h5///vf0bdv\nX8hkMrzyyito3LgxGjRogLt37+L3339HQEAAPvroI4wePRrz5s2DWCzGtGnT4ObmZtS1icpkrsZF\nrRYacUeuUVUtzu7CAr8A56QREVH1uHsJI0bkxYBjBbfBajUATd34m+3o8mwOWSW9dzWRUi70xrXr\nDVz43qyBlUFzqi5fvqwLqACgTZs2uHHjhlEFyMvLw5o1a3DgwAEcPnwYZ8+exbVr1zB06FB88cUX\nOH36NHx9feHm5oZTp04hOjoakZGR2LZtm1HXJSqXzAmAxvSBlXZdDCeuUVVtL7QW/kdERFQd7t5C\nmnR5YcX7qVVCD4erh0WKZVUyZ0Aktsi8I4tTyIXP13UwENZfyOb46J5ZPqtBk0fEYjFWrFiB0NBQ\niEQinDt3DsXFxdW68LZt25CUlASRSISGDRvC3V240QwNDcWlS5cwePBgfPbZZwCAiRMnYsmSJUhI\nSEBUVBTUajWSkpKqdJ3U1NRqlY8MU5u+Z59HT+BZLIci+yk0YtPNr5IoiiBTKPC4QI40M35ftaku\najrWhW1gPdgO1oXtqKt1YVeYjcYFRbAvyEUxyl/UV1qUBweFEr9nZCLHzN+VtevCK+MxvIqKoFJn\nQS2pRQsda9RwLipEgZ0Lbpw9C0j94O0bAu87ZyG+fwuFLl6A2KD+pQoZdMe4atUqbN68Gdu3bwcA\nBAUFYdWqVdW6cFxcHOLi4pCZmYnXX38dcrkc9vb2uHTpErp3767b79ChQ+jYsSPc3Nzg5eWFtLQ0\naDQa+Pj4VOk6oaGh1SofVV1qamot+56fAE9vCcMA7U2Y9ScfQJEUDVq2RwMzfV+1ry5qLtaFbWA9\n2A7Whe2o03Wh0QB5vwNXT8NRZl/+4r4iJaAsQPM2YUBgc7MVxybqwr4AyLwOSOwAR2frlsWU5EVA\nvhTuDV/48zsODQVO7wPO7IODPAfwChSGB5qAQUHVJ598gq5du2LChAlwdDTNCtOenp4YO3YsRo4c\nCalUinbt2iEsLAwAoFKpsGvXLnz00UcAgNdeew0zZ86EWCxGQkKCSa5PVIrs2QLA2uF6pqJSCilL\nvQNNe14iIiKqGpEI6BAJpN8Gsh4C3g3LnkekVgMQAc51YP6+zFmYZ6aUA6hFQZVSLgTRXiXuu0Qi\noOMA4d8z+4DH9wAv08zTNiioat++PY4cOYIVK1agfv366Nq1K7p27ao3z6o6hg8fjuHDh5faLpFI\nsGbNGt3rRo0a6XrJiMzGwfnPSaympFIAIgnXViIiIrImT3+gRRfhpjovC3CtX3oftUoYGmZvmk4E\nm+boAkjtgeJK5pnVNAq58G+jYP3t2sBaJAJOJwGP75vkcgYFVVFRUYiKigIAXLx4EWvWrMGqVatw\n+fJlkxSGyCbInIQucHWBac+rVAopPZmogoiIyLra9ATu/ArcvyYs1/F8enVtUFXe8MDaROZssiFw\nNkUpF+rVp3Hp90QiIXGFSAT8/J1JLmdQULVnzx6cOXMGt27dgq+vL8LDwzFlyhSTFITIZjg4Pmtc\nTJxWVKUscW4iIiKyGpkT0K6PsKB81iPAs4H++xo1IJZWvJZVbaHN/lfb0qkr5MJ9V3lrjYlEQGgE\n4OYJ5Bp/OYP+S0lISEBISAji4+PRqVMneHt7G18CIlvjoG1cTHhOjUYIqpzqwHoXRERENUFQW+DG\nOeDqGWHoW8leKbVKSFhV2wKNsjhog45a9FnVamHahYtfxfuJRMCLYYAJMjAaFFT99NNPuHbtGn7+\n+WcsXLgQjx49wosvvoiFCxcaXRAim2GO1dPVStSZRQSJiIhqArFYmFuT8XvppBVqtbCmUV1gZy/M\nJddorF0S01EqhH/dvSx2SYOTswcEBKBRo0Zo0qQJJBIJrl+/bo5yEVmPnYPpV9pWPssk6FLGZFgi\nIiKyDq8AoEVnIVFDXpawTaMReqrsTLisiq2TOQNQW7sUpqMsLp35z8wM6qkaPHgwCgsL0blzZ4SH\nh2P8+PFwdeWTd6plRCJhCIApn9iolML56lVtfTUiIiKykDa9gN9/BdJuCMP0tb1Vplyr0tbJnIVA\nUqOpHUMetT1VDf9isUsaFFStXr0agYH6Ed+yZcswa9YskxaKyOocnIVJqqaievbj9i0jAw0RERFZ\nj8wJaN8HyH4oJK1w9xS214XMf1raZBUatbD8S02nKBaSjPg2sdglDQqq7ty5gylTpuDp06cAALlc\njnr16jGootpH5iQ8rdGohUbGWCqlcB6PBpXvS0RERJYV1O5Z0ooUoDBf2OZghjnWtkrmLEx9UKlM\nPwXCGpRyoadRZrnFjA26W1y1ahXmzp0LT09PfPrppxgyZAhmzJhhrrIRWY+Do9CoqFWmOZ9KKaRS\nL2uBQSIiIrIusRjoMEBIbJD7RNjmaLkbcquTOQvfgXZkTU2mUQvD/1zqW3Qoo0FBlYuLC9q2bQs7\nOzs0b94cU6ZMwcaNG81UNCIrctA2LiYaAqhUAFKHujU+m4iIqCbRJq2QOQujVVw8rF0iy5E5AxJ7\n4SFwTaedT+XmadHLGhRUyeVynD59Gm5ubti9ezcuXryItLQ0c5WNyHpkTsKYYlM1Lipl3XriRURE\nVBO17QV4BwpD9t3qWFAltQMUtaCnSiG3eOY/wMA5VYsWLcLjx48xc+ZMLFq0CJmZmZgwYYK5ykZk\nPQ5OgFQqjMmFkcGQWiV0RXONKiIiItsmcwY6Rgnp1X0aWbs0liNzFhI7iGtD5j+58K8FM/8BBgZV\nd+/eRc+ePQEAGzZsMEd5iGyDg5OwZkVxofHn0q5R5exu/LmIiIjIvJq2At5cUjtSi1eVdk5VbVj/\nVykX5sX7NbHoZQ0a/rdp0yYolbVgrCVRZWROz7LfmKBBVSkAaID6vsafi4iIiMyvLgVUwJ9Z8mrD\nx1Y8y/xn4RFCBvVUubq6Ijo6GiEhIbCzs9NtX758uckLRmRVDk7CExtTNC5KufDkx6+pCU5GRERE\nZGJ2DrUjlbpGIySqcPeyeGBsUFDVuXNntGrVClKpFO7u7hDVtSie6g5TrmugfLZGlQ8X/iUiIiIb\nJBL9mfWwJlPKAWgANy+LX7pKQVVRURGmT5+OK1eu4KWXXkJeXh6uXLmC8PBwLFmyxNxlJLI8e9mz\nJxymGP4nFyZ/1qUsQkRERFSzyJwBtVoIrGpqx4k2qPL0t/ilqzSnas2aNWjQoAEOHDiA1atXY8OG\nDThy5AhkMhlWrlxp0AXlcjlmzZqFoUOH6m1funQpYmNjERcXh0uXLgEQ5nDFxsYiISFBt9/evXu5\nNhaZn0gE2DsKWfuMpVQIc7SkdpXvS0RERGQNMmfhWbIp7n2sRfFsykXDYItfukpBVUpKCmbOnAmp\n9M+OLUdHR8yfPx8//vijQRdcvnw5WrdurbftzJkzuHPnDrZv347Fixdj8eLFAIDk5GRs374dV65c\nQVFREeRyOXbt2oURI0YYdE2iapE5Gd+waNTCGlVObqYpExEREZE5yJyE6QpqlbVLUn3azH8NLD+P\nvUpBlUQigb29fantdnZ2cHMz7GZx+vTpurTsWidPnkTfvn0BAEFBQcjJyUFeXp7umh4eHsjNzcWm\nTZsQHx+vF9wRmY2DM6DWGDe+WJst06W+acpEREREZA4yZyEgUdXgoEohB+wdrPIwu0pBVUUJKSQS\nwzKFODo6ltr2+PFjeHj8Od/Ew8MDjx8/hlqthlKpxKNHjyASiXDu3Dk4Ojpizpw52Lx5s0HXJTKY\nzAmQGPnERvVsZXJ3b9OUiYiIiMgctAsAKxXWLkn1aDP/Ode3ypywKnX5nDt3rlTvEgBoNBo8ffrU\n1GWCWq2GSCRCXFwc3njjDURFRWHt2rWYOHEiVqxYgc8//xzvvfceMjIy4OvLtX/ITBxKdINLqtk7\nqlQIP3JfZv4jIiIiGyZzBqT2QFGutUtSPcpn64JaKTFYle4Uk5OTjbrItm3bkJSUBE9PT6xatarU\n+z4+Pnj8+LHu9cOHD+Ht7Y2oqChERUXhzp07uHr1KkJCQnSLD/v6+iItLa3SoCo1NdWoslPV1Mbv\nuX5aBnwKi6AuVkJtL6vWOewLciBVqnAtswDFFvqOamNd1FSsC9vAerAdrAvbwbqwHbZSF47ZGQjI\nL4C0qAAKTba1i2MwibwQMoUCj4pFeGCF77RKQVVAQIBRF4mLi0NcXJzutUajgabEPJXw8HAkJiZi\n+PDh+PXXX+Hr6wsnJyfd+4mJiZg5cyYAQKEQuiTT09Ph4+NT6bVDQ0ONKjtVLjU1tXZ+z64a4PFV\nQK0EnN2rdw5FHiCS4aXwnkKadjOrtXVRA7EubAPrwXawLmwH68J22FRdZD0E0s8B2SrAvZr3PdaU\nowKKpfDv0AP+fzHsOzVFYGvxjA9jxoxBeno6Hjx4gJiYGIwePRpDhgxBSEgIYmNjIZFIMG/ePN3+\nKSkpaNKkCby9hTkp0dHRiI2NRVBQkNHBHlGFHJ6lQS8orP45VEohmLJAQEVERERUbTJn4d+avEaV\nWAL4B1nl8hYPqr744osyt0+fPr3M7WFhYQgLC9O9jo+PR3x8vFnKRqTHwQkwMBGLHu2ESSus6k1E\nRERkEAcnCAtV1VBKOWDnALjUs8rlq5T9j6hOkjkJTzyqS6UEoLHaj5uIiIioykSiZ2t0GrGUjLVo\nNEJQ5exutZ42BlVE5XEwshtcm5LUzdM05SEiIiIyJ5kzoFFbuxSGUz3LtmzFey4GVUTlcTByHpSK\n6dSJiIioBpE5C/cuNS2wUsiFf+v7Wa0IDKqIyiOWAPaOQHV7wZUKoZfLr6lJi0VERERkFjJn4f5H\npbJ2SQyjlAvBYOCLVisCgyqiijg4Vv9pjVIhNEwe1ntqQkRERFRlMmdALAbUVQiq8rKAzDTbmIOl\nsG7mP4BBFVHFtGOLq9NgqBSAnf2zbDpERERENk7mDIilwj1MRTQaIPcJUJj359A7a1LKAak94Oph\ntSIwqCKqiIMTIKriE5uStOnUndxq7noPREREVLfInIUHwopKgqriAuHeyF4GFOebrzx5WUBOZsUP\nt0tm/hNbL7Sx+DpVRDWKzOlZN7gaMCS7ulol9HA51cAVyYmIiKhukjkDEimgqeRhckGuMOe8ni+Q\nn2WesiiKgexHz16IALdyeqFUSqtn/gPYU0VUMYdnQZVKadhxTKdORERENY02UUVFiwCr1UBRnrAO\np2t9882pyskUAjfvhkBBNlBUTo+Yolj4t56vecpRRQyqiCri4ARI7CofW/w8bTp1L3/zlIuIiIjI\n1GROwrSFiqYuFOUJ9ziNQwCvQAAiwx8+V6a4QAiiPBsAMW8DngFA1kNhmN/zdJn/mpu2DAZiUEVU\nEVk1gyptT5XfC6YvExEREZE5ODhXvk9BLgAR0Cka8AoA7O2B4kLTlUGjEXqpAKDHcMDTH+g2BHCp\nD2Q+EHrKSlLKhfnv/s1MV4ZqYFBFVBGHZ2OLDaVNp+4VYPoyEREREZmDRLtGZzlD+lRKoRepnrdw\nj+MdCMhchG2mUpQPyIsA36ZAs3bCthdaA+37Cokxnqbrl0/xLNuyO+dUEdkubaIKQ4cLKxVCak9n\nJqogIiKiGkS7nExZCnOFgCaorfDaowFg52C6a2t7qUQioO8I/ffa9QWahwoLE+c9/XN/pVzItiw2\nJKOY6TGoIqqIQxXGFpdFpQAcnZlOnYiIiGoWmTOg1pTdW1WQKwQvHaOF11I7wMPv2Zqe5QRihijI\nEYKkRi1KL+QrkQDdhgpzp/KzgaKCZ5n/1OVnBrQgBlVEFanOwr1qlfA/53qmLw8RERGROcmcAEkZ\na3Qq5EKmPe9AwKXESByvQGH+ubzYuOuq1cKCwhIp0O+NsvdxdAZ6xgIe/kBWxp8ZAetbN/MfwKCK\nqGISCWAnM+wYbZIK1/qmLw8RERGROclcAJFEGGZXknbo31866W/3ChACsfJSnldVfpbQ8xTUruIg\nySsA6DZYSOme/UgoU8CLxl3bBBhUEVXGwdGwLm3ls3Tq9RuYr0xERERE5qBdq6pk5mONRhj6Z+cA\ntO+jv793oJDc4vmeLUOoVUDuU+H8/UZWvn9QW6BtH8DRVZhq4W/ddOqAFYIquVyOWbNmYejQoXrb\nly9fjtjYWAwbNgyHDh0CAGzatAmxsbFISEjQ7bd3715s3LjRkkWmuk7mJHRJV3VxO20j5M906kRE\nRFTDyJwBO7s/R94AgKJIuL/xaypk4CvJyU3oNdKUMw+rKnKfCIFVyMvC+aoiNAJ4sQPg6gG4e1Xv\nuiZk8aBq+fLlaN26td62n3/+GTdu3MD27duxfv16/POf/wQAJCcnY/v27bhy5QqKioogl8uxa9cu\njBgxoqxTE5mHw7OEE1XtrdKlUw80b7mIiIiITE27Rqe6xIK+Bc+G/rXqVvYxXgHCWlGGrusJCPdN\nedlCr1Ov2KofJ5EAfeOBsf8n/H8rq8YCPMaZPn06njx5gt27d+u2dejQQRdoubm5obCwEBqNBvb2\n9gAADw8P5ObmYs+ePYiPj4dUavFiU13mUk8IkhRyYShgZZQK4cftav1MNEREREQGkTk/C1KeZTDW\naIDCPGF7i85lH+MVCNg7CBn5XOwNu17uE+HBdfs+hqdnF0usnkpdy+I9VY6OpW9KxWKxbvuOHTvQ\ns2dPiEQiqNVqKJVKPHr0CCKRCOfOnYOjoyPmzJmDzZs3W7roVFf5Nhae2hTmVW1/lUKY5GkDT02I\niIiIDCJzFnqdtMvCFBcIQ/MCmguZ+cqiXQRYYWAGQEWxkEbd1QPo8opx5bYym0pUcejQIezatQtz\n584FAMTFxeGNN95AREQE1q5di4kTJ2LDhg1YsmQJLl++jIyMDCuXmOoEn8ZCavWqTMBUq4XMNc5V\nHA9MREREZEtkzvqvC3IBDYCw/uUfU8+n9FyrqsjJBKABusTYTI9TdVlkHN22bduQlJQET09PrFq1\nqsx9jh8/jnXr1uHzzz+Hi4sLACAqKgpRUVG4c+cOrl69ipCQECiVwvhOX19fpKWlwde34rz0qamp\npv0wVKba/j0HKKVwLyxAcdZT4elNOcQqBRwVSmQXq3HHSt9Jba+LmoR1YRtYD7aDdWE7WBe2wxbr\nomluPhwK8qFQi+GU+xRKeydceVQAPC6/rP4KMeoVFqBYVPG9kpZIpYBTbjaKnNxxTekG2OD3YAiL\nBFVxcXGIi4vTvdZoNNCUyA6Sl5eHhIQEbNy4Ea6urqWOT0xMxMyZMwEACoUwAS49PR0+Pj6VXjs0\nNNTY4lMlUlNTa//3bJcH5GfA0c4OcHQpf7/CPKBQAq+gFvCywndSJ+qihmBd2AbWg+1gXdgO1oXt\nsNm6uP8zcK8AsJcAUinsg0MRGhZW8THSXCDvARzt7IVFeiuT9RCQSmDX9ZXKz21mpghsLZ7xYcyY\nMUhPT8eDBw8QExOD0aNHQ6VSISsrC1OmTIFGo4FIJMLy5cvh5+eHlJQUNGnSBN7e3gCA6OhoxMbG\nIigoCAEBAZYuPtVVvk0AJ1dhMmVFQZVSIXSR+zW1VMmIiIiITEvmLCSPKMgFIAI6Daz8GK9A4biC\nnMqDKrVKOLejK9CuT8X71hAWD6q++OKLMrcPHz68zO1hYWEIKxG9xsfHIz4+3ixlIyqXV6Awryon\ns+L9VAqhy9u3sWXKRURERGRq2mQVxQXCfCmvKnRkeAUIGQDzq7AETUEOoFEBzdqVn/yihrGpRBVE\nNksiAXwaAdAIiSjKo02n7mb9ReiIiIiIqkXmDIjFQjr1F9pW7RgHR+H+R6OueBFgjQbIzwbEUqDb\nENOU1wYwqCKqKr8mgL2jsAZDeZQKoUfLzsA1GoiIiIhshcz5zzWgOkVX/TjvQCFYUsjL36e4QLhf\nCmgurAVaSzCoIqoqv6bC2N/icoIqjUYY/ufEdOpERERUg8mcAYkd4NEAcHGv+nFegUKPVXF++fvk\nZQn/do4xrow2hkEVUVXV8xGSVWg0ZXdrq4TMlHCpb9lyEREREZmSlz8gcwTa9DTsOO9nc9CV5UyV\nUMqFh9P1fYEmLY31At05AAAgAElEQVQupi2pHTPDiCxBJBKyAKbfFrqtnx/ip3wWVLl7WrxoRERE\nRCbj0QB4fa5w72MIVw+hlyv7Ydnv52ULD6ZbdjO+jDaGPVVEhvBrKnRrF+WVfk+pEBoKX6ZTJyIi\nohrO0IBKe4xXgLC8zPOJvdRqIeufzBnoGGmSItoSBlVEhvBrIqxTVdYETJVCaEz8mli6VERERES2\nwTtQSK1eXKi/vSBHyAz4Qptak0a9JAZVRIZwqSd0bZc1r0qpEBqJej7WKRsRERGRtXkFAjIXQF4i\nqNKlURfXqjTqJTGoIjKUX1MheFIU629XKgA7B2F4IBEREVFd5OkvzDsv+fBZXigkqfB7AXCvnWt5\nMqgiMpRvE0DmBBSWmFelTafuyHTqREREVIdJ7YD6fs8WAVYL27Rp1DsNtF65zIxBFZGhfJsIkyzV\nqj+3qZVCYOVaexaxIyIiIqoW70BhnSt5sTCSpyhf6KEKamPtkpkNgyoiQ8mchPUV1Cohkw3wZzp1\nVw/rlYuIiIjIFngFCvdLRQXCXCqNBmgZXr2MgjUEgyqi6vBrCkhLZLbRplP3bmTdchERERFZm1cg\nYO8oTI0oyBEWBO4YZe1SmRWDKqLq8GsKODoL3dnAs54qEdDgBasWi4iIiMjqnN0AZ3chqFKrgKYv\nCcm8ajEGVUTV4d1Q6NbWTsBUKQCJBPDwtW65iIiIiGyBVyAgtQdEYqDbUGuXxuwYVBFVh9QO8Goo\nDPlTq4SeKqk94Ohq7ZIRERERWZ93IGAvA3waCXPRazkGVUTV5ddUWDG8qEAIqpxcavUETCIiIqIq\naxwCvBgG9Iy1dkkswuJBlVwux6xZszB0aOluwOLiYvTr1w979uwBAGzatAmxsbFISEjQ7bN3715s\n3LjRUsUlKp9fE6FnqiBXGAboxHTqRERERACE5Wd6DAcaBVu7JBZh8aBq+fLlaN26dZnvrVmzBvXq\n/Xljun//fmzfvh1XrlxBUVER5HI5du3ahREjRliquETl8/ADHF2E+VQA4MZ06kRERER1kcWDqunT\np6Nnz56ltt+6dQu3b99Gjx49dNvs7OwAAB4eHsjNzcWmTZsQHx8PqVRqqeISlU8sAXwaC9lsNBrA\no4G1S0REREREVmDxoMrR0bHM7cuXL8d7772nt02tVkOpVOLRo0cQiUQ4d+4cHB0dMWfOHGzevNkS\nxSWqmF8TwOHZf9MNgqxaFCIiIiKyDptIVLFnzx506NAB/v7+etvj4uLwxhtvICIiAmvXrsXEiROx\nYcMGLFmyBJcvX0ZGRoaVSkz0jF9TYQigSCRkuSEiIiKiOsci4+i2bduGpKQkeHp6YtWqVaXeP3bs\nGO7du4cDBw4gPT0dDg4O8PX1RVRUFKKionDnzh1cvXoVISEhUCqVAABfX1+kpaXB17fiFI2pqalm\n+Uykr85+zxoNmhQp4QwJfr16Q1iLwcrqbF3YINaFbWA92A7Whe1gXdgO1kXtYJGgKi4uDnFxcbrX\nGo0GGo1G93rlypW6/5+YmIjAwEB06dJFb9vMmTMBAAqFkBQgPT0dPj4+lV47NDTU6PJTxVJTU+v2\n9xzgAWQ9RGiLDtYuCevChrAubAPrwXawLmwH68J2sC5sgykCW4s/Vh8zZgzGjRuHmzdvIiYmBjt3\n7qxw/5SUFDRp0gTe3t4AgOjoaMTGxkIqlSIgIMASRSaqWIMXgBadrV0KIiIiIrISi6fR++KLLyp8\nf+LEiXqvw8LCEBYWpnsdHx+P+Ph4s5SNiIiIiIjIUNafAEJERERERFSDMagiIiIiIiIyAoMqIiIi\nIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIiIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIi\nIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIiIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIi\nIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiNYPKiSy+WYNWsWhg4dqrf922+/xaBBgzBkyBAcO3YMALBp\n0ybExsYiISFBt9/evXuxceNGSxaZiIiIiIioXBYPqpYvX47WrVvrbcvKysLHH3+M7du3Y+3atTh8\n+DAAIDk5Gdu3b8eVK1dQVFQEuVyOXbt2YcSIEZYuNhERERERUZksHlRNnz4dPXv21Nt24sQJhIeH\nw9HREV5eXli4cCEAwN7eHgDg4eGB3NxcbNq0CfHx8ZBKpZYuNhERERERUZksHlQ5OjqW2nb//n0U\nFhbi7bffxogRI3Dy5EkAgFqthlKpxKNHjyASiXDu3Dk4Ojpizpw52Lx5s6WLTkREREREVIpNJKrQ\naDTIysrCmjVrsHTpUsyZMwcAEBcXhzfeeAMRERFYu3YtJk6ciA0bNmDJkiW4fPkyMjIyrFxyIiIi\nIiKq6ywyjm7btm1ISkqCp6cnVq1aVep9Ly8vtGvXDiKRCA0bNoSzszOePHmCqKgoREVF4c6dO7h6\n9SpCQkKgVCoBAL6+vkhLS4Ovr2+F105NTTXLZyJ9/J5tB+vCdrAubAPrwXawLmwH68J2sC5qB4sE\nVXFxcYiLi9O91mg00Gg0utfh4eGYM2cOxo0bh6ysLBQUFMDDw0P3fmJiImbOnAkAUCgUAID09HT4\n+PhUeN3Q0FBTfgwiIiIiIqJSLJ7xYcyYMUhPT8eDBw8QExOD0aNHY8iQIYiIiMDw4cMhEokwb948\n3f4pKSlo0qQJvL29AQDR0dGIjY1FUFAQAgICLF18IiIiIiIiPSJNyS4jIiIiIiIiMohNJKogIiIi\nIiKqqRhUERERERERGYFBFRERERERkREYVBHVMJwGaTvy8vKsXQQim6JdP1KtVlu5JES2hX+7az8G\nVVShnJwcfPTRRzh27BiePHkCgA2DNWiXIfjf//1fHD16lHVgZTk5OVixYgU2btwIuVxu7eLUaU+f\nPsWqVavw008/IScnx9rFqbNyc3OxcuVKDBs2DOnp6RCLeXthLTk5OUhMTMRPP/2Ep0+fAuDfbWvJ\nzs7Ghg0bcOvWLRQUFABgXdRmbPWoXIcPH8bf/vY3FBYW4uTJk/jggw8AACKRyMolq3s0Gg1EIhFS\nU1Px/fff4/79+9YuUp21detWjBkzBq6urhg/fjzs7e2tXaQ66/79+5g+fTqys7Nx+/ZtXLt2zdpF\nqpO+/vprvP322wCA4cOHQywW88bRSg4dOoR33nkHhYWFOHHiBJYtWwaAf7et4eTJk3jnnXfw6NEj\n7Nu3D0uXLgXAuqjNLL5OFdk+lUoFiUSCtLQ0vPrqqxgyZAhSUlJw/vx53T7am3wyL7VaDbFYDLFY\njOzsbHh4eCA/Px8XL16Ep6cnHB0drV3EOuXJkyc4f/48OnbsiPHjxwMQngq7ubkB+LO+yLy0bVR6\nejoAYP78+aX2YRtlGTdu3MDDhw+RkJCABg0aYPz48Xj11Vf53VuY9jdx//59DBo0CMOGDcONGzdw\n4MAB3T78TViGti4yMjLQoUMHTJkyBQAwYMAAHDhwABEREfxbUUtJFixYsMDahSDbcO3aNaxbtw63\nb99GixYtkJ6eji5dukAul2PKlCmws7NDRkYGWrduzYbZzErWRXBwMKRSKcRiMZ4+fYqXXnoJp0+f\nRtu2bWFvbw+JRGLt4tZqJeuiXbt2cHJywsOHD/H48WNs2rQJx44dw88//4zu3bvzd2Fm2rq4desW\ngoODIRKJcOPGDchkMqxatQpHjhzB2bNn0bVrV9aFGV27dg1r167F77//jpdffhkvv/wyXF1dAQB/\n/PEHpFIpmjRpYt1C1hHP/93+8ccfkZOTg9zcXKxYsQIFBQUoKChASEgIfxNmVrJ9atGiBS5cuACx\nWAx/f3+4uLjg+vXr2LFjB0aOHMm6qKUYVNVx2idXt2/fxoIFC9C9e3dcuHAB586dQ/fu3dGwYUM8\nfvwYXl5eiImJwfr165GWloaOHTtCrVazYTChsuril19+wenTp9G4cWPY2dnh888/x4wZM3Dy5Els\n3LgR2dnZaN++PevBxMr7XZw/fx5NmzZFVlYWdu3ahcjISIwcORKbN2/m78JMyvtdnD9/HnZ2dnj4\n8CGuXbuGjh07YuTIkfjiiy/w4MED1oWJlVUPFy9exKlTp+Dv7w9PT08olUocOXIEwcHB8Pf35/dv\nJuW1T5cvX0bbtm3RrFkzLF26FIMGDUJ8fDw+//xzpKenIywsjHViYuX9Li5fvgwfHx/cuXMHJ06c\nwLlz5+Dv748//vgDBQUFaNu2LXsOayH2PdZxCoUCAHDz5k14eHjgtddew/vvvw8HBwddcoqGDRti\n6NChaNq0KRYsWID9+/ejuLiYXdcmVlZdzJ49Gy4uLjh06BDS09PRtWtXbNu2DWfOnEF+fj5atWrF\nRtkMyvtd2Nvb4+bNm2jRogUmTZqE6Oho1KtXDwsXLkRSUhJ/F2ZQVl3MmTMH9vb2ePz4Mezt7ZGZ\nmYmgoCDUq1cPixYtwoEDB1gXJlZe++Tq6orjx4/j4cOHkEqlCAgIwKZNmwCA37+ZlNc+AcJwTB8f\nH/Ts2ROvvPIKGjdujGnTpuH48eOQy+WsExOrqC7y8/MRHR2NLl26wNnZGaNGjcK4ceOQlpbG4LaW\nYk9VHXXq1CksW7YM586dg6urK5o3b46jR48iODgYfn5+EIvFuHTpEuzs7KDRaPDkyRN4eHjgl19+\ngUajQa9evaz9EWqNqtTFjRs3kJ2djR07dkClUmHRokWQSqW4efMm/vKXv3BulYlUVhcikQi//vor\n/P390aNHDxQWFsLe3h6//vorxGIxevToYe2PUGtUVheAMNymYcOGUKvVKCoqwosvvojr169DrVaj\nR48evGkxgaq0T7/++iscHBzQpEkTNGvWDAcPHoS/vz/8/Pz4NN6EqlIX169fR3Z2tq5X3d/fH2fP\nnoWdnR26du1q7Y9Qa1Tlb8WFCxcQEBCA3r17Izg4GA4ODti3bx98fHzQtm1ba38EMgORhil66pyH\nDx9i0qRJePvtt5Gbm4vTp0/D398f9evXR05ODsaNGwcA+Oijj+Dn54f69evj0KFDePz4MdRqNd58\n8002ziZS1br48MMP0aRJE4SFhSEgIAAA8OjRIzx8+BAtW7a05keoNapaF4mJiahXrx7CwsLwzTff\n4Pr165BKpRg7dixefvllK3+K2qGqdbF69WoEBASgY8eOOHDgAH755RdkZGTgb3/7G9soEzDkN+Hm\n5oZRo0YhKysLmzdvhqurK8aMGWPlT1B7GPK3olmzZsjJycGVK1eQnp4OlUqFcePGoXPnzlb+FLWD\noX8r+vfvj23btuHUqVOQSqWYOnUq2rVrZ+VPQebAnqo6QqVS4eOPP8b169dx69YtNGrUCIMHD0bj\nxo1Rv359bN26FS1btkRGRgYkEgkCAwMhl8uxdetWvPvuuwgPD4e3tzcmTZqERo0aWfvj1GjVqQul\nUokNGzbgzTffBAAolUq4urrCx8fHyp+mZqvu72L79u0YP3482rRpAy8vL0ydOhUNGza09sep0apT\nFwqFAhs3bsTYsWPRvn17NG/eHOPGjWMbZYTq1sNXX32FoUOHQiaToVGjRujWrZu1P0qNV9262LRp\nE+bNm4ewsDDd3+3AwEBrf5warbp1sXXrVowaNQqdOnWCn58fJk+ejAYNGlj745CZcHBtHZCRkYEp\nU6YgNzcXDg4OWLRoEb799lsUFhbCwcEBbdq0QYcOHXD27Fm0atUKiYmJUCgUyMnJQatWrVBUVARH\nR0d0797d2h+lxqtuXWgTUmgXmpVKuRqCsYypi9atW6O4uBju7u7o27evtT9KjWfs76KoqAgAEBQU\nZOVPUrNVtx6ysrLQvn17FBcXAwBvGk3AFH+3XV1dOSTZBIz5XbRt21bXPoWHh1v5k5C5saeqDrh3\n7x4OHjyIlStXomXLlrhz5w5SUlKQmZmpmxvl7u6OCxcuID4+Hmlpafj2229x6tQpvP322+wNMSFj\n68Lb29vKn6D24O/CdrAubAPrwXawLmwH64Kqio+76wBPT09MmDABarUaarUajRo1wvr16zFr1ixc\nunQJL730ElxcXCCVSuHk5ITJkycjPz9ft6ApmQ7rwnawLmwH68I2sB5sB+vCdrAuqKo4/K8O8Pb2\nRnh4uC6V6qlTp9CiRQuMGzcOK1euxMmTJ3H06FFkZWWhuLgYEomEjYGZsC5sB+vCdrAubAPrwXaw\nLmwH64Kqij1Vdcy1a9cACF3VI0aMgKOjI06dOoVHjx5hwYIFcHJysnIJ6w7Whe1gXdgO1oVtYD3Y\nDtaF7WBdUEUYVNUxGRkZiI6OxsOHDzF//ny0bt0aU6ZM4ToiVsC6sB2sC9vBurANrAfbwbqwHawL\nqgiDqjomKysLS5YswaFDh/Daa68hJibG2kWqs1gXtoN1YTtYF7aB9WA7WBe2g3VBFeHiv3XM6dOn\ncfnyZbz++uuwt7e3dnHqNNaF7WBd2A7WhW1gPdgO1oXtYF1QRRhU1TEajYbd1DaCdWE7WBe2g3Vh\nG1gPtoN1YTtYF1QRBlVERERERERGYEp1IiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqCIiIiIi\nIjICgyoiIiIiIiIjMKgiIiIiIiIyAoMqIiIiIiIiIzCoIiIiIiIiMgKDKiIiIiIiIiMwqLIRwcHB\nmDx5cqnt77//PoKDg40698WLF3Ht2jUAwO7duzFmzJgy9xs5ciT27t1b5fMmJiaiQ4cOiIqKQlRU\nFPr374/Bgwfj2LFjlR4rl8uxZ8+eKl/L1LZu3YrZs2cjKysL8fHxiIiIwNdff623z/jx43Hp0iUA\nQGFhIWJiYnDz5k1rFJeoxhkyZAgGDBhgteuX19bdv38fwcHBunYrMjIS/fv3x/Lly6t03qSkJOTn\n55u6uEQ1UnBwMPr374/IyEj07NkTEyZMwPnz53Xv/+tf/yr1t/V5P/74I9LT08t876uvvsLq1asB\nAL1798bZs2cNKl9mZiaOHDkCQLgXeuuttww6vrreffdd9OrVCz/99JPe9tOnTyM4OBhfffVVqWMi\nIiIwatQoo65bsn2aPXs2Pv300zL3Cw4ORkZGRpXPO3LkSHTr1k3vfu+tt97C77//Xumxt2/fRkpK\nSpWvVZMxqLIh165dQ0FBge61UqnEpUuXIBKJjDrvzp078dtvv+leG3u+kiIjI5GUlISkpCTs378f\n8+bNw7Rp05CXl1fhcZcvX8Z//vMfg66l0WiMKarOvXv38Nlnn2Hu3LnYuXMnevbsib1792Lt2rW6\nayQnJyMgIAAvvfQSAMDR0RFz587FjBkzTFIGotrs+vXrEIlEcHd3x4ULF6xWjvLaOqlUqmu3kpOT\nsWvXLqSmpmLHjh2VnvOjjz6qtH0ryVTtFpEtEolE2LJlC5KTk/H999/j1VdfxTvvvKO7iZ42bRr+\n+te/VniOjRs34v79+6W2azQaxMfHY9KkSdUu36lTp3RBVevWrfHZZ59V+1yGSEpKwubNmxEeHl7q\nvQYNGuC7777T23bp0iUoFAqjr1vV9qk694EzZ87Uu9/r3LkzZs+eXelxBw8exJkzZwy6Vk1tNxlU\n2ZCOHTviwIEDutc//vgjWrVqpbfPvn37EBMTg6ioKIwePRp//PEHAKHXaNGiRZg4cSL69u2L4cOH\n4/Hjx9i+fTv+85//4IMPPsDGjRsBCMHa3LlzERERgVdeeaVU78vkyZN1+wLAzZs30aVLF6jV6ko/\nQ9u2beHo6Kh7epGamoqhQ4ciIiICsbGxuHfvHjIzMzFx4kScP38eI0aMwP3799GyZUvdOUq+3r17\nNyZNmoQxY8YgISEBp0+fRmxsLP71r38hKioKffv21TXe169fR2xsLAYOHIjIyMgynwQBwOeff47B\ngwfD2dkZd+7cQUhICBwcHODj44PHjx+jsLAQ69atw7Rp0/SO69SpE+zs7PD9999X+j0Q1WW7d+9G\nTEwMBg0ahN27d+u2379/H127dsWWLVsQExODHj16YN++fbpjJk+ejPfffx/9+/dHdHS0rm16vhe9\n5OvDhw8jJiYG/fv3x5AhQ/QeIFWVs7MzOnXqpDs2NzcXM2fORP/+/dGvXz/dZ5gzZw5u376NUaNG\nITU1tcJyBQcHY/369YiMjIRarUbv3r3x9ddfY9iwYejWrRuWLVsGAFCpVJg7d66ux2zSpEnsCaMa\nQ6PR6N0AR0ZGYurUqfjggw8A6PeWfPnll7qejuHDh+PGjRv48MMPcerUKcyYMQP79u1DYmIi5s2b\nh+HDh2PTpk1ITEzEP/7xD935T5w4gVdffRW9evXCqlWrAAi9PxEREbp9tK+vXLmCRYsW4cCBA5g+\nfbrefnK5HPPnz0dkZCSio6OxbNky3eco77f6vAcPHmDs2LGIjIxETEyM7kHxyJEjoVar8dZbb+GH\nH34odVxgYCCysrLw4MED3bbvvvsOXbt21fteV65ciQEDBiAqKgqzZ89GUVGR7vwbN27E66+/ju7d\nu2P69OkA9NsnbY/ew4cP8eabb6JXr14YN26c7hwAoFar0bVrV1y5ckW3bevWrZg4cWKZn/d5ffr0\n0Wtvv/76awwYMAB9+vTB9OnTUVxcjKNHj2LdunXYsmULli1bVmoEQcnXs2fPxrJlyzBo0CAkJyeX\ne18L6N8LDxo0yOCgzVwYVNmQAQMG6D29+O677/SGz6SlpWHevHlYs2YNkpKS0KNHD8ybN0/3/v79\n+zF37lwcOnQIHh4e2LlzJ2JjY9GqVSvMnDkTo0ePBiB0gcfHx+PAgQPo0KGDXgAFADExMUhOTta9\nPnLkCPr37w+xuPL/XPbv3w+lUokXXngB+fn5eOeddzB9+nQcOHAAo0aNwuTJk+Hp6Ynp06ejXbt2\n+PLLLwGUfmpS8vVPP/2EhQsXYubMmQCEXq527dohKSkJcXFx+OSTTwAIgWVsbCz++9//YseOHTh9\n+nSZT34OHDiAfv366a6jbUhVKhUkEgk+/vhjvP7661izZg0mTJigN0yxb9++uptAIipNrVYjOTkZ\ngwYNwsCBA3H06FEolUrd+1lZWZBIJNi7dy9mz56tuzECgB9++AEjRozA/v370alTJ2zatKnCa6lU\nKsyZMwcLFy7E/v370bt37yoP4yspIyMDhw4dQvv27QEAS5cuhUQiwf79+/Hvf/8bq1evxo0bN7Bk\nyRIAwJYtWxAaGlrpeTUaDfbv369rO1NSUrBjxw7s3LkTW7ZsQUZGBn788Ufcv38fycnJ2L9/P4KD\ng/WGTxHVNH369MEvv/wCuVyu25afn4/Vq1dj586dSEpKwoQJE3Ds2DFMnjwZPj4+WLFihe5+59ix\nY1i/fr3unqWk3377DXv27MHOnTuxbds2XL16FUDZ9xAtWrTAiBEj0L9/f6xYsUJvv40bNyIjIwP7\n9u3Drl27kJKSgv/+97+648v6rT7vH//4Bzp37ozk5GSsXbsWixcvRlpaGrZs2QJAaCe6d+9e5ncU\nGRmpd70jR46gV69eutdJSUk4fvw49uzZg++++w45OTl692pHjx7Fxo0bsX//fpw6dQrnzp3Ta5+0\nbdmpU6fw4Ycf4vDhw3j8+DEOHjwIQGibxGIxBgwYoHe/d/ToUURHR5dZ5pJUKhW+/vpr3XVSUlLw\n0UcfYcuWLTh8+DBcXV3x4YcfolevXujXrx9GjRqFWbNm6dWBVsnXJ0+exDfffKP7b6Gs+1oAWLhw\nIdavX4+kpCQsXrwYhw8frrTMlsCgykaIRCJ06tQJ169fR1ZWFoqLi3H+/Hl07txZd9N/4sQJdO7c\nGQ0bNgQADBs2DKdPn9b1IIWFhcHPzw8A0KJFC6SlpenOX/JJ0osvvogWLVro9iv5tAQAunfvjlu3\nbukakaNHjyIqKqrMcicnJyMqKgoDBgxAWFgYvvzyS2zYsAFOTk5ISUmBn58funTpAgCIiorC3bt3\nyx07XZ7GjRvrPjMAuLi46BqfkJAQ3ef09PTEgQMHcPnyZd0P2s7OTu9c9+/fR15eHv7yl7/ojk9J\nScGTJ0+Qn5+Pp0+f4uLFi/D19UV+fj4++eQTfPXVV7phmW3atOEND1EFjh8/jlatWqFevXpwdXVF\nhw4dcPToUd37KpUKgwcPBgC0bNlSr/1p1qyZrm0q+dsuj0QiwfHjx9GuXTsAQGhoqK73viJKpVL3\nxLxXr14YMmQIRowYobuZ+P7773VzG+rXr49+/frpjSKo6tCUnj176r0eOHAgAMDHxwdeXl5IT09H\n/fr1cePGDWzeSHQAACAASURBVBw8eBCFhYV45513yhwyRFRTuLi4QK1W6w1Dc3BwgEgkwo4dO5CZ\nmYnevXtj7NixuvdL/qbatGkDd3f3Ms+t/Q15eHigQ4cO1f57fOzYMQwfPhwikQgODg6IiYnRm/9U\n1m+1JKVSiRMnTiAuLg4A4O/vj06dOuHUqVNlfqaSRCIRoqOjdQ/RU1NT0bx5c7i4uOiV77XXXtN9\nb4MHD9YrX//+/WFvbw9HR0c0adJErx0ted3evXvD1dUVYrEYzZs3L3W/N3DgQN2D4oKCAly8eFEv\nuCspISFBNw+1bdu2yMnJ0fVIHj16FAMGDICXlxcA4K9//atem1lVXbp00btvK+++1svLC9u2bUNa\nWhpatWqF9957z+BrmYPU2gWgP4lEIvTr1w9JSUnw9PTEyy+/DIlEoovinzx5Ajc3N93+Li4u0Gg0\nePr0KQDA1dVV955EIil3uF7JH25Z+9nb26NPnz66p81paWno2LFjmeeKjIzEokWLAAArV65Eeno6\nQkJCAAhDaO7evasLyDQaDRwcHPDkyRODvpd69erpvS7vc86YMQOffvoppkyZArlcjvHjx+P111/X\nOzYzM1PvfIMGDcLMmTPxxhtv4N1338WSJUswZ84c/PDDD3jppZcgEonQsGFD3Lx5E61atYKnpycy\nMzMNKj9RXbJ7924cP34cHTt2hEajgUqlQkFBga53WCKRQCaTAQDEYrFe+1PVNqykL7/8Env27IFC\noUBxcXGV5gpo51QBwvDmkgEVAOTk5GDKlCmQSCTQaDQoLi6uVtKN528MS34+sVgMlUqF9u3b4x//\n+Ae2bNmC9957D7169cKCBQv02mmimuTevXuQSqV69ytSqRSbNm3CJ598gtWrVyM4OBjz589H8+bN\nSx1fXkAFCMGUlqurK7Kzs6tVxufvp9zc3PT+tpf1Wy0pKysLgP791PPnqEhQUBA0Gg1u3ryJpKSk\nUg+uny+fu7u7QeXTqux+r02bNtBoNPjtt99w7949vPzyy7r2+XkzZsxATEwMACAuLg6hoaGoX78+\nAOF+7+DBg7rAT6VSlVumilTUZpYs/5o1a7BmzRoMHjwY/v7+mD17Njp06GDw9UyNQZWNiYqKwocf\nfggPDw/Exsbqvefl5aX3VCY7OxtisVj3H7UpxcTEIDExEe7u7ujbt2+Vjhk7diz69euHK1euoEWL\nFvDx8UFQUBC++eabUvtqu+yB0j/06jaSjo6OmDp1KqZOnYpLly5h7NixCA8PR+PGjcs9RiaT6TIL\nfffdd3jhhRcQHBysl8FQo9FU6eaOqK7LycnBmTNncObMGUgkEgDCH9cePXroHv5Uh0Qi0fsDnZOT\nAwA4d+4cPvvsM+zcuRMNGjTAiRMn9OZfVEVQUBB69uyJxMREvP/++wAAX19ffPzxx2jWrFm1ymWo\niIgIREREICcnB7Nnz8Znn32GKVOmVOtcRNaWnJyMjh07QirVv8UMDg7Ghx9+CKVSifXr12P+/PnY\nunWrQecueX+QnZ2NevXqlQoqqnIP4eXlpQuMACFI0vayVEX9+vUhFouRm5uru/E39BzR0dFITk7G\n8ePHMWPGDFy8eLHC8nl6elb53IbQliMjI6PcUUnPmzp1Kt59910MHDhQNyf9tdde003TKE916qos\nDRs2xNKlSwEID/KmT59e5vw1S+PwPxuh7a5t164dMjIycP36dV3vkPa98PBwpKam4t69ewCA7du3\nIzw8vNK5TnZ2dgb/se/cuTPu3buHnTt3VvlH5ubmhjfffBP/93//B0B4AvLo0SNdQ/HHH3/ofnBS\nqVQ3NEDbOGnTvhuaFVBrwoQJuHHjBgBhGJGbm1upp9YeHh56DZVWXl4ePv/8c11a+6CgIPzyyy9Q\nqVS4fv06mjZtCkB4elTySRkR/em///0vOnfurAuoACHw6Natm27+QHWyOnl7e+sexJw7d06XCCcz\nMxOenp7w8/NDYWEhdu/ejcLCwkrP93wZJk6ciG+++UY3dLBPnz7Ytm0bAGGYz9KlS3WTuaVSKXJz\ncysslyF27dqFNWvWABDa0BdeeMGkGVqJLCk5ORlbtmzRJU/QunbtGiZPngyFQgGpVIqWLVvq/ju3\ns7PT/aYq891330Gj0SAzMxOpqakIDQ2Fj48PHj16hCdPnkClUuklj5FKpWXe//Ts2RPffPMN1Go1\nCgoK8O2335YarlsRiUSCrl27Yvv27QCAu3fvIjU1FS+//HKVzzFgwAD8+9//xksvvVSqd6hnz574\n9ttvUVRUBKVSiW+++abcYXkllWyfqmrgwIE4cuQIzpw5gx49elTpmI4dO6J58+ZYv349AGGY4cGD\nB3UjkQ4dOqTLtFiyDnx8fHD79m3I5XIUFhZi//79BpUVEO7D3nzzTd09ZOvWras0598S2FNlI0r+\nEe3Xr59eanXte76+vli8eDHefvttqFQqBAYG6obeVaRv375ISEjAvXv38OKLL1apDGKxGBERETh8\n+LBuImJVjBo1Clu2bMH333+Pnj17YvXq1Vi0aBEKCgpgZ2enC1pCQ0PxwQcfoFu3bvjhhx/w97//\nHWPHjoWvry9GjBhR5euVNHLkSEyfPl03KT4+Ph6NGjXS2ycwMBAuLi64evWqbl4VIKQhHT16tK6r\nvFevXrrJkkOHDtV1w1+4cAFt27atVvmIartvv/22zHVW+vTpg08//RS9e/euVsAwZswYTJs2DT/8\n8AM6duyoy5LVvXt3bNu2DX379oWfnx/mzJmDixcvYvLkyRXegDxfhoCAAAwZMgQJCQlYvXo1Jk2a\nhIULFyIyMhIikQhdu3bVtReRkZGIjY3F4sWLyy1XWdco73WfPn0wZ84c9O/fH1KpFI0bN9Y9mCKy\ndSKRCKNGjYJYLEZeXh6aNWuGdevW6aYBaL344osIDAzEwIEDYW9vD2dnZ8yfPx+AMD9o6tSplaZO\nF4lEaN26NYYOHYqnT59izJgxCAoKAiCsi/fqq6/C398fr776qu5hR3h4OL744gsMGzZMb0mUkSNH\n4t69e4iOjtYlbOjfv7/uOs9ftywLFizA3LlzsWvXLtjb2+Of//wnfH19KzympIYNG6JBgwZlPriO\njIzEtWvXdPNPO3XqpLs3qqh8JdunipQ8Rtsj365dO9jb21e6v9bUqVPxxhtvIC4uDiEhIfif//kf\njBo1ChqNBh4eHli4cCEA4X7q3Xffxf3797Fq1Sq0bt0akZGRCAgIQN++fUut5VUZDw8PdOvWDUOH\nDoVUKoWdnZ0uSYe1iTQ1NRk8md26deuQk5ODd99919pFMakFCxbA29sbf/vb3ww+NjY2FuPGjUOf\nPn3MUDIiIqKq+e233/D3v/8do0ePRnx8vG778ePHMW7cuGotL0B101tvvYVRo0aVm62QqsY2+svI\n5jx8+BBff/11qXldtcHYsWOxc+fOKg0TKiklJQVFRUUMqIiIyKoKCwuxbNmyUpki5XI51q1bBx8f\nHyuVjGqaU6dO4cGDBwyoTIBBFZWydetWDBs2DG+//TYCAwOtXRyTa9iwId56660qDZ3UKiwsxOLF\ni5GQkGDGkhEREVXOwcEBa9euLZUY4dNPP8XIkSNLLSdCVJYZM2Zg/vz55S5wTIbh8D8iIiKiGigx\nMRH169dHfHw8bt++jZUrV2L16tXo3bs3jhw5Yu3iEdUptTpRxc3sVdU+Nsi1ldHXVx8onUrcEPe7\ntjHq+F8zbxl1PAD4OLlVvlMFDt29Z9TxvRsGGHX8xst3jToeAD5yNDKNabNgow4P2FG9bIglpU3Y\nbfQ5yHipqanWLgKRzQgNDbV2EWqVZcuWYd68eQYdwzaJ6E/Gtkm1OqgiIrI1pryRLJmRydSDDrTp\nik3NHOe1RFnnbT+j997C2OovNMnvljfzppaRkYHbt29j2rRp0Gg0ePToEUaOHIktW7ZUeqytBrfm\n+m/PWL169dKtT3X06NHKD/jtucx5weYZIHb37l1g7kB4SpRwdnLSfy9XDiz+b6mMyJZmq3UKmKZN\nYlBFREREVIP5+vrqrfnTu3fvKgVURGQ6DKqIiIiIapALFy5g7ty5ePLkCSQSCbZv344vv/wS7u7u\nAKq2ThIRmVaNC6qUSiWk0hpXbCIiqsGMGe6npdFoUFxcDAAoKioy+nxlMcd5jT2ng4MDb/JNrE2b\nNti7d2+57x8+fNiCpaEKmWm4nymUbJMsxVxtnyHM1SbZZEr1s2fPYtiwYYiIiMDq1auhUql07735\n5ptWLBkREVH1FBcXo7i4GC1btjTL+c1xXmPPqf3MRGR7LP37NFfbZwhzfmab7PJZvnw5li5dCg8P\nD2zatAkTJkzAmjVrYGdnZ/LJ2EREtcH9+/dNer6HDx+a/JzmOm9NKatSqYSvry9kMpnJzklEZAwH\nBwe2SSZik0GVWCxGs2bNAABTp07FV199hXfeeQeJiYkcQkBEVIaV20ybTS0nJxeHfzV9hjZznLem\nlNXVUYpZY31Ndj4iIrIdNhlUNWrUCAv+n707j4uqXh84/pkZYNjRQVaFXHBFUFDcFyyXktxyD1yS\nm1Zm6s8iTW3R3ODe6yXLaxTmkltCppZdysp9QzEB9x1RWWTfBGb5/TE5Og4iyhCjft+vV6/knHme\n85xzhmGes3zPxx8za9Ys5HI5wcHBWFhYEBwcTF5eXm2XJwiCYHLs6zobNZ9GIse+joNRc9ZU3iel\nVhu50VIJgiAIJsYkm6oFCxawdetWZDKZbtrw4cPp1KkTMTHVe6CuIAjCHeHh4SQkJKBSqZg4cSI+\nPj689957aDQanJycCA8Px9zcnG3btrFmzRpkMhnDhw9n2LBhqFQqZs+eTUpKCmq1mrCwMPz9/Wt7\nlQRBEARBqAUm2VTJZDJ69+7Nvn37yMzMBMDZ2Zl27doxffr0R86n0WjYsj6R71Yn8NXm0dg53L12\n9Pt1f5KUcAO1WsPAET6061zxg9FKS8sJm7kaqURCebmSRQvHYmdnpZt/6XI6CxZ8R6NGLsyZPcIg\nPuVWMZ/GnMdaLiWvWMm8kS3wqHc3PvKnS1zPLkEqkdDE1YbXez9nsA6x6xLY8E0833w/Hvt71iHl\ncjYrlu5BKoWmLZwZ90YXg+XfulFEzBeJyC3NKC4sY+S0ttRzswFg/viduDeyB8DV046g11oaxOfn\n3ObLxQcxt5BRXFjG2x92w76utobrV/P49vNjSCXQsLkjw0PbVLgNz++5SdJP17B31a63/7BGKDxs\nAci9Ucyh1edwcLem87hmFcbn59zmqyXaGooKy5k8tyv2dS3RaDT8Z/YekAAaOJecSeTmwVjIDd/e\nF364TNHNYpS3VbQMaYq1k7aWorRizm66iLWLFS1GeVW4fICU9EI+XZuIlVxGflE58yb44eFso5t/\n6WYBC9Ym0sjNljljDLeDRqNh1cZ4otYe4OeNk6hjb6U3f/k3+0g8dRONRkPrFm5M+Ud3vflNHNyZ\n23kc6cU5OFo6MHf/19wsytLNlyBh6+CFrDkVR8y5XQ9cDwEOHz7MhQsX2LhxI7m5uQwZMoROnToR\nEhJCv379WLp0KbGxsQwaNIjly5cTGxuLmZkZw4YNo2/fvuzcuRNLS0vWr1/PhQsXmDVrFps3b67t\n1RJqyKmsfL2fWzna11IlgiA8Uf6mh/8Ktc8km6qYmBhWr16Nv78/CoUCjUZDQkICixYtYsqUKQQF\nBT1SvrycErxa1KNhE4Xe9JLicvb8epH/rBpKebmK9ydtfWBTFfv9QQLaexESHMi27UdYt343b0x6\nUTf/WkomY8c+z969JyuML1Nq+GRkc9zqWrLilyskXM7Va6p+Tczkx1kd0Wg0jP7PMYOmKjenBK8W\nzjTyqmeQOypyD+/M7IWruwPHj6RUuPzyMhUjp7alrrMVv6w/y+WT2bqmylwuI/SjDhXG3XH1Qg5B\nI1vSyt+VHZtOcXTfNZ4f0BSA9V8cY8L/dcDJzZbkYzcrzdO0hys+QYbbuCC9BO+XPEg9kVVBlFbK\nxRxeGtmSVn6u/LzpNMf2XaPXgKZIJBKmL+wJwNnEDBoccaiwocq7nE9pXhlt3vSm5Jb+kJ7Fmbfx\nfKE+t5KzK62/TKnmk9fa4uZozYptZ0k4n6XXVF3LKGJcvybsSUyvMD4nt4RWzV1o1rjiS7V8Wrrx\n1mvdKC1VMnLiaoOmqqdHW35PSWDNqTgmtO5PJ3dvtpzfo5s/ue0QLuVVvg8ErYCAAHx9fQGwt7en\nuLiY+Ph45s2bB0CvXr1YuXIlDRs2xNfXFxsb7X729/cnISGBgQMH6j6LFAqFuDRZEARBEJ5hJtlU\nbd68mZiYGORy/QvQi4qKCA0NfeSmqo7CmjoKa9Z/fVRvukwmQVmuQqVUo1KqyUwvpLxMhbmFzCDH\nmbOpDB7UEQDvVh789nui3vyePVtz5Mi5B9bg5WrDzZzbvPb5cZBA1Bv6ZzFe7Vaf0UuPIpVIGN7Z\n3SC+rsKaugpr1kYdMpiXmVHI7/87y+ULt2jb3gO/Cvojt4b25GSU8HnYfiQSeGNBZ908tVJN7BeJ\nZGeUEPCCB217GC7fJ8BN+1qVmtN/ZjD6TT/dvKzMYvb/epmUi7l4t3OldbsHbgauHc8i62ohMjMp\nHUO8sLDWvgU9/By5eTrnwYFA6/Z3azhzIoORb7TVm6/RaNi6Nplpn/asMD7vSgFScymn159HVaqi\n6SuNdPOcfBRkn8utdPkAXvXtuZlVzPjF+5AAUe/qnxXs2caVI2duPTBeUdeajnWf44uV+yqc371T\nE77+9hBbdiQybZLhenx39g9iB86ni3tr3G2dGLH9Q928FgpP6lk7sO96okGcYEgqlWJlpT2wERMT\nQ2BgIPv27cPc3BwAR0dHMjIyyMrKQqG4e0BGoVCQmZmJmZmZ7pl5q1ev5uWXX/77V0J44n24Mb7C\n6Q96Ltajvr4iW7Zs4ciRI+Tk5HDx4kWmTZvGjz/+yKVLl4iIiCApKYkff/xRd9XI+PHjSU9P5913\n30UqlaJUKlm8eDEeHh707duX3r17k5CQgL29PVFRUVWuQxAEE3T/mbU7HnSG7VFfX4Gn5TPJJJsq\nlUqFUqk0aKo0Gg1qtdpoy7GQmzFqQjsiPvoNJxdbbO3lyMz0H9317bpd7NqdzMGDZxg4oMNfdWiv\nNKuKdXtS2X0qi57ejgR3b8A3b/uxcd91Vv2ewut9GgJQWq5ia3wa66e1Q6PRMOazBAa0d60wX0Wj\nH95KL2TwyLZYWZszLfQ7uvRsTF1HG4PX1XW24u3wruz78TK/x1ygzyjtZXZjP2hP/cb2qMrV/HPK\nHrw7uVTYWObn3mbV0iMEjWqJu+fdm7ezM4vpN6wFllZmfPJWHO26NaCOwsogvkFbR9y862LraMm5\nXTdJ3nEN/2GNDF5XmYLc26xaGs9LI/VrAEjYn0rLti5YyA1rB1CXqTG3NsNrcCNuJWdz6acUWr7a\ntErL/fbXi+w5kU7Ptq4E927Mqpnd2Pj7Zb75+TwTBzR/eHzMUXYfuEhgVy+Ch1bSdQL/COlE8LB2\nBL/5LT07N9Gb91rr/qxI3MaW83sY4tWdUJ8gvvhzCzKJlHfbj2bK70t5uXHXKq2ToLVz505iY2OJ\njo6mb9++uukPenzD/dPXrVvHqVOnWLFiRZWWd+yY8UepA8jLNf6ZsprIWVN5a7pWZbmqwumPQm1l\nOo+GTElJYd26dWzevJmoqCh++OEHYmNjWbFiBUVFRWzYsAGAUaNG8eKLL3Lr1i3efvttOnbsyPff\nf8/69et5//33uXbtGkOGDCEsLIyRI0dy5swZWrRoobeskycrvoJDEAThjr/zM6mmmGRTNXbsWIYO\nHYqvr6/uCHFmZibJycnMmDHDqMsyt5Axc0EfcrOLOXsyHalUv2kJCQ4kJDiQ777bR1LSVdq38yIp\n+Sq+vg0rzHf/F67gHg0I7tGA6N+usv9MFl1bOOLkYEFqdonuNeUqDVIJyKQSQIIGKFdW3DxW9EWv\nYRNHNBoNEokES0szVCrD1/z23XnqN3agRXtnHBSWZKcVA6AsU3H9Yh4NmjggM5cik0mo6LtkcWEZ\nUYsP8tr0Dji66DdsHo3q6JZvYWmGuoLlA+RcK8JGoW2Uza1lqCtax0oObBQXlhG15BDjpwUY1ABw\n6PerDH3N94HxtvVtyDmv/SIks5ShqajOByw/pE8TQvo0Ifqnc+xLSqebjwtODnJSM4sqfP392zBk\nWHtChrV/YG0AxSVlvPfxNr5YMgwrS3OkElCq9LdRHbktSbcuAZBbWoRPvcYAtHNpjoXMjAXdJtLI\nwQ2NRsOx9LNcyrtR6TKfdXv37iUqKoro6GhsbW2xsbGhrKwMCwsL0tPTcXFxwdnZWXdvJ0B6ejp+\nftoztZs3b2bXrl0sX75cb2CdyrRrV3lT/bgcjDz6XV5untFz1lTev6NWs/vuqXKo8+j3VJnS6H+t\nW7cGwMnJiebNmyORSKhXrx5nz55FpVIxduxYNBoNxcXFpKam0qBBA1asWMGyZcvIz8/XPcTT1taW\npk21B6dcXFwoLCw0WJa3t7fBc3Bq6uCCIAhPpr/zM6mmmGRTNXDgQPr06cOJEyfIytLeY+Ps7Iyv\nr6/B2auqOJOUxuY1f3L1Ujb//Ph32nfx5ER8KnPCX+Ty+Sx+jElGIpEwcfqDj/APHtyRmbPW8s60\nr5BKJCxcMIbz528Q+dl2Pl82iQULN3Pq1DUyMvN4e8qXLF40Fut74oPaufDRprNsPniD4lIV80a1\n4PzNQj7bcZlloT709nVixupkZBIJfXydsLE0496L0U4l3WTTqniuXspiyYf/o0PXhhw/co2P/zmA\nf0zpxoIPfsZCLqNFazfqOdsa1N+uVwM2RZ7g4M9XKS1R0ufVZkR/coTQjzpw80o+UXMPoVZr6PzS\ncxWe6dmx6TRZGcWsjtReetK6nRvJx27yfwsDGf2GH8s+3oeFhQyvVvVQOFkbxANY2plz4JtzyG3N\nUZWp8B3gyc6lSfSe7sOhNee5daWA4pwyipYm0WNSS92lgXf8/N1pstOLWPOZ9jJO73aunDyWxvQF\n2svk0q7l41zf7oH7sF5rBZknskj8+jTKYiXNhjXmxH9P0uZNb85uukh+SgGleWWc+O9JvMc3x8zK\n8NcjqLMHH31znM27rlBcqmL+BD/Op+bzWewplk3txMJvEzl1NZeMnNtMiTzEoontuHdv/Jl8na+/\nPcSFS7d4f952nu/WFH/fBnz21R6WLRpKB39PXv+/TQD0790KaysLveWvTN7B/K6hBDXuTB25LeHx\n6/m67/v845cljP15AQDDmgUCiIbqIQoLC4mIiGDVqlXY2WnfN507dyYuLo4BAwYQFxdH9+7d8fX1\nZc6cORQWFiKRSDh+/DizZ8/m2rVrbNq0iXXr1ukuGRSEJ8W9BwHu/XdeXh5BQUF88skneq+fNWsW\n3bt3Z+TIkcTFxbFr1y6DWHjwGV5BEITKPA2fSSbZVJWXl7N161YOHDhARkYGoO02u3fvzpAhQ6p8\nRPiOFj6uzI14UW/agOHajnjUhKodNbawMOff/5qgN61pU3c+XzYJgNkfDDeIufccg2sdS76cpH8f\nlWsdWBbqA0DoC/oDU9yvlY8bn/xroN60QSO09xS19HFj4WeDK42v42TFpE876U1r0toRgMETW1ca\nCzAstA3D7hvVr+9Q7WVvXt5OvB/x/ENzKDxteekD/fugXJrXAaDT2Idfhjd0QhuGTrivhlfuXno3\n/6v+D83RMlh/OW3e1B7ZaD6ySUUvN+CqsOLLGV0Mpi2bqt22H4Q8+EwZQNvW9fl88VCD6csWaaeN\nG9mBcSMfPGjI9cJMJsQt1pv2j1+W6P0sRv2rmh07dpCbm8u0adN0Z1qXLFnC7Nmz2bRpE+7u7rrP\nmxkzZjBhwgSkUilTpkzB1taWr776iry8PF5//XVd/MqVK3X3WQlPl5oa7e9R7oV6nNc/Km9vbw4f\nPszt27eRy+UsXLiQd999l5ycHDw9tYMM7dy5UzRPglBVT9pof49abw2v35P0mWSSf/3DwsLw9PRk\nwoQJODpqL21LT08nLi6OWbNmER4eXtslCoLwhBsxYgQjRhg+/mDlypUG0/r27at3vxXA9OnTH+sR\nD4Jgytzd3XnxxRcJDg7GzMyMF154AblczqhRo5g3bx7u7u6MGTOGjz76iP379+vd51vRPb+CIAjV\n8SR9JplkU5WZmcnSpUv1pnl6ehIQEEBISEgtVSUIgiAIT74hQ4bo/h0YGEhgYKDBv0ePHq0Xc+88\ngN27dwNw8OBB3bTIyMiaKVgQhKfa0/KZZJJNlUQiIS4ujueff153r0JZWRlxcXFYWFg8JFoQBOHZ\nk5+TYdR8BfkFSDSlRs1ZU3mflFo1FdynKQiCIDwdTPITPiIigsjISCIiIigpKUGj0WBjY0Pnzp1Z\nsGBBbZcnCIJgcqaPNu6ogomJibqHI5t63ielVqVSabRcgiAIgmkxyaYqKSmJQ4cOUVxcTGBgIHPn\nzsXWVjuG2tixY1mzZk0tVygIgmBa6tevb9R8aWlpRs9ZU3mflFpv375ttFyCIAiCaTHJpioqKoot\nW7Zgb29PTEwMoaGhfP3119jZ2ZnE6B6CIAjCs+XDjfF6Pz/uKHylpca/TNGUlZaWPtajUAThqXHm\nvsESTGw0QPGZZDym83j3e8hkMurUqYNUKmXEiBG8/vrrhIaGkp2dLUYXEgRBEJ5IcrkcuVzOyZMn\nayR/TeStbs476ywIgun5u38/a+qz71HU5Dqb5Jkqf39/Jk6cSGRkJFZWVvTu3Ru5XM748ePJzc19\neAJBEARBMDESiQRLS0sA3f+NrSby1lStgiDUrns/k/4uT/PniUk2VWFhYRw+fFivk+zevTt+fn7s\n2LGjFisTBEEQBEGofWfOnGHKlCmMHz+e4OBgbt68yQcffIBSqcTc3JyIiAgcHR1ru0xBeGaY5OV/\nAB07q49+wAAAIABJREFUdkQq1S/P1ta2wod1CoIgCIIgPCtKSkpYsmQJXbt21U2LjIxkxIgRrF27\nlhdeeKHCB5kLglBzTPJMlbFsPHe6GtHVidWa9deIhY/Lw6x6o05tuPVnteIB3k3Pr1a83Sd7qxXv\ntXJkteK3yKt/D96021nVin+dtGrFeziI+xEEQRCEu+RyOV9++SVRUVG6aR999JHuCh+FQsHp09X/\nHiMIQtU91U2VIAiCIBjD4472Jwg1QSqVYmFhoTfNysoKALVazfr165k8eXJtlCbcz8RG+xNqjsle\n/icIgiAIgiBUnVqt5r333qNTp0506tSptssRhGeKOFMlCIIgCILwFJg1axaNGjV6pLNUx44dq8GK\nqscUaysoKND935TqS0tLo0lJCY625hQVF+vNKy4p52JSEpmZmbVU3V2mtM2MzSSbqsTERCIjI3F1\ndWXatGnMnDmTkydP4u7uzscff4yvr29tlygIgiAIgmAytm3bhoWFBW+//fYjxbVr166GKqqeY8eO\nmWRtdnZ2FBQUYGdnZ1L1paSkgJUVoMTG2lpvnrWqDB8fHzw9PWunuL+Y6j4F4zR7JtlULV68mOnT\np3Pjxg3GjRvHzJkz6dGjB2fPnuXDDz9k06ZNtV2iIAiCSbl+/bpR82VkZBg9Z03lNUZONzc3gxFn\nBcFUnThxgjlz5pCdnY1MJmPjxo2o1WrkcjljxoxBIpHg5eXFhx9+WNulCsIzwySbKjMzMwICtDcF\nr127lh49egDQvHlzgxszBUEQBFi6wbiXVOTnF/DbSeNfplETeaubszA/h7mTelO/fvVGXBWEv0ub\nNm3Yvn17bZchCMI9TLKpksvl/PTTTwQFBbFixQoA8vLy+OGHH7C+75SmIAjC4woPDychIQGVSsXE\niRPx8fHhvffeQ6PR4OTkRHh4OObm5mzbto01a9Ygk8kYPnw4w4YNIzs7m/fff5/S0lKUSiUzZ86s\n1UuT7es6GzWfRiLHvo6DUXPWVN6aqvVeH26M1/tZjAYoCEKVnLnv0S5iNMCnlkk2VUuWLGHbtm0A\n1KtXD4CzZ8+SmprK4sWLa7M0QRCeEocPH+bChQts3LiR3NxchgwZQqdOnQgJCaFfv34sXbqU2NhY\nBg0axPLly4mNjcXMzIxhw4bRt29ftm3bxuDBgwkKCiI+Pp7IyEiio6Nre7UEQRAEQagFJtlUKRQK\nXnnlFXbt2qUbqcTZ2ZmpU6di+xgP1L24J42TO65h76p9hkOboQ2p66HNk7jlCrcuFaDRaHBsZEfb\noY2MHg+QklHEp+uTsbYwI6+4nHnjfPBwstHNX779HEmXc9FooHVDB94e1FwvvrS0nLA5G5BKpJSX\nK1k0byR2dla6+X0HLKaZlysATZq4MP3tl/Tiz++5SdJPd9fBf1gjFH+tQ+6NYg6tPoeDuzWdxzV7\n4HZMuVXCp9+fw9pCRl6xknkjmuNR724N3/yRQvzFXFRqDWN6NKBbC0e9eHPPhtSb8i6qrExkdeqS\n+e9FKDPSdfPthwzHtsfzIJVRtG8XeZvX68Vn591m9heHkFvIyC8q45/TuqJwsNTNv5Sax5JVCUik\nElo1VvDOKP2zBlf2pXHuf6nYumhr9h7SEIcG2n2Qf6OYxI0XkUigTkM7vIc0fOB2uNe5LZcpSitG\nWaLCe0xTrJ2sKn19Xs5tli/ah7mFjOKCMqZ+3BOHutp12PzNn5w/dQs0Gpq0qMfIf/gZxPd9rgsv\neHRCA9SzqkN8WjJfJn0HwHN27kz1C0GNhrPZl/kqOaZK6/CsCggI0J1Zsre3p7i4mPj4eObNmwdA\nr169WLlyJQ0bNsTX1xcbG+17xd/fn4SEBMaPH6/LdePGDVxdXf/2dRAEQRAEwTSYZFMVExPD6tWr\n8ff3R6FQoNFoSEhIYNGiRUyZMoWgoKBHzunVw5VW/T0Mpjs2tsN3SENUZSp2fJzwwKaouvFlSjWf\njPXFTWHFih/Pk3A+R6+p8mlYh7cGNKO0XMWoBfsNmqrYrfEE+DcmZHQ3tv2UwLpNB3jjHy/o5svl\n5ny+dHyl26BpD1d8ggxHfilIL8H7JQ9ST2RVGl+mVPPJ8Oa41bVkxa9XSLicp2uqikqV/PxnBt9N\nb0+ZUs3Yz48bNFXWHbtQfHAved9vwmH4q1j5tacg7ifdfDNnV25MfxMkEjzXbTFoqs5cyWH8wJZ0\nbO3Cqu2n+e1IKsP7eOnmh685ztyJATRwtuVQUlqF69CwmwvNXjTcj0mbLuI3pik2TpZknMqpdDvc\nkXs5n9K8Mvze9Kb41u0qxVy5kM2AUd609ndj+8aTxO9NofdAbSPr1bIew19rS1mpklkTf6qwqfrl\n6gF+uXoAgE+7vMOmcz/r5k3xCybi2DfcLMqknYt3lep5lkmlUt3DMmNiYggMDGTfvn2Ym5sD4Ojo\nSEZGBllZWSgUCl2cQqHQHey5desWb7zxBsXFxaxevfrvXwlBEARBEEyCSTZVmzdvJiYmBrlcrje9\nqKiI0NDQx2qqUv/MIvtqIVIzCe2DvbCw1q56/TaOJP+YwsU9afgNr7ghMka8l7sdN7NLeC3iIEgk\nRE3roDe/u48zX/98gR/2pzL1leYG8WfO3mDwgPYAeLesz2+7kvXmK5UqPl38A9dv5jDoZX9e7NPG\nIMe141lkXS1EZialY8jddfDwc+Tm6Yc3El6uNtzMuc1ry48DEqIm3T0TZCaVUK7UoFSpUao03My9\nTZlSrRdfsGMr9Zevwso/ADNXN65PnqA3P/vLZQBYtvHn9slEg+V3aeMGgEql5ujJDP5vjH7TkZ5V\nzI97rnAuJZdOPq508jFch5snssm9WojUTEqb0U0w/2sblOSUkXIonfzUIpxa1sW51UM3B3mXC5Ca\nSzm1/jzK2yqavfLg/X9HmwB33Tqc+jONkDfb6+b5dWrAD98m8ceO87w6qfIhRwMbBJB06zy5pQW6\nac7WCvo+1xWvOh4cTT/JsfSTD18JgZ07dxIbG0t0dDR9+/bVTddoKr7u/d7p9erVIyYmhj179jB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ig8K39/l5aWM3fWBiRSKcpyJR9/OlK3Dwa+tJimzbT7vXFjFyZPfanSXM+6gIAAfH19AbC3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Stress Eventsmeanminmax
Dotcom2.44%-2.87%5.45%
Lehmann-2.47%-3.74%-1.21%
9/119.52%9.52%9.52%
US Housing5.28%5.28%5.28%
Aug07-1.90%-1.90%-1.90%
Mar08-1.04%-1.04%-1.04%
Sept08-1.21%-1.21%-1.21%
2009Q12.17%1.28%3.07%
2009Q2-4.35%-7.21%-1.88%
Low Volatility Bull Market2.04%-5.54%7.36%
GFC Crash2.07%-4.99%10.51%
Recovery-0.70%-7.21%4.44%
\n", "
" ], "text/plain": [ "Stress Events mean min max\n", "Dotcom 2.44% -2.87% 5.45%\n", "Lehmann -2.47% -3.74% -1.21%\n", "9/11 9.52% 9.52% 9.52%\n", "US Housing 5.28% 5.28% 5.28%\n", "Aug07 -1.90% -1.90% -1.90%\n", "Mar08 -1.04% -1.04% -1.04%\n", "Sept08 -1.21% -1.21% -1.21%\n", "2009Q1 2.17% 1.28% 3.07%\n", "2009Q2 -4.35% -7.21% -1.88%\n", "Low Volatility Bull Market 2.04% -5.54% 7.36%\n", "GFC Crash 2.07% -4.99% 10.51%\n", "Recovery -0.70% -7.21% 4.44%" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "KeyError", "evalue": "'Dotcom'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0meastern\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpytz\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtimezone\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'US/Eastern'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'port_avg'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'port_avg'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtz_localize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpytz\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtz_convert\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0meastern\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mpf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate_full_tear_sheet\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'port_avg'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pyfolio/tears.pyc\u001b[0m in \u001b[0;36mcreate_full_tear_sheet\u001b[1;34m(returns, positions, transactions, market_data, benchmark_rets, gross_lev, slippage, live_start_date, sector_mappings, bayesian, round_trips, hide_positions, cone_std, bootstrap, unadjusted_returns, set_context)\u001b[0m\n\u001b[0;32m 171\u001b[0m create_interesting_times_tear_sheet(returns,\n\u001b[0;32m 172\u001b[0m \u001b[0mbenchmark_rets\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbenchmark_rets\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 173\u001b[1;33m set_context=set_context)\n\u001b[0m\u001b[0;32m 174\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 175\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mpositions\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pyfolio/plotting.pyc\u001b[0m in \u001b[0;36mcall_w_context\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 50\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mset_context\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 51\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mcontext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 53\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pyfolio/tears.pyc\u001b[0m in \u001b[0;36mcreate_interesting_times_tear_sheet\u001b[1;34m(returns, benchmark_rets, legend_loc, return_fig)\u001b[0m\n\u001b[0;32m 695\u001b[0m empyrical.cum_returns(rets_period).plot(\n\u001b[0;32m 696\u001b[0m ax=ax, color='forestgreen', label='algo', alpha=0.7, lw=2)\n\u001b[1;32m--> 697\u001b[1;33m empyrical.cum_returns(bmark_interesting[name]).plot(\n\u001b[0m\u001b[0;32m 698\u001b[0m ax=ax, color='gray', label='SPY', alpha=0.6)\n\u001b[0;32m 699\u001b[0m ax.legend(['algo',\n", "\u001b[1;31mKeyError\u001b[0m: 'Dotcom'" ] }, { "data": { "image/png": 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MqZ7UZxIDuwyUOdVCiDbHbAP7ZO5J1iSvQe2gRqVSEe0fzQO9H5A51UKINsts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\nZvLSSy/96qQwc3vf32m3ZUi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ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eastern = pytz.timezone('US/Eastern')\n", "df['port_avg'].index = df['port_avg'].index.tz_localize(pytz.utc).tz_convert(eastern)\n", "pf.create_full_tear_sheet(df['port_avg'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*****" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Further Analysis" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qB1t42paGiufFTc4InVUYKdsRprexFyyLVtXrsut1UkQeqA7ptHOB+TPiBaRI\nr6Etu9jCsv3M5IhfJNWLJC0IVFzbyqBdyZt/FLFnYqKesxGgixALTnSC4dOaSDEucoIcDrWRsvHn\nU7Itk7P9MuAhrxcwlXAX8qSaKFhS48JGKzY8sxByegbN0QGuODmAaZkkD4JOURaof4XtxtyeSOaf\nDwM654feV2HI8LpCnaFQBcS9lANXXNlu/ozhXB9AqhGiy5xkZpJQ3b1UBS9onSjjvFk1OCa0Pt+P\n2yIQumvMsZQDkpRJKuQEGH731GM0WUORSUqhHxZZ8klISZdxTDKic1/DkEpNSKtJynJMVdZO2Msn\nYtKWgkuUjZrkQeezng2c//P25wTYOeW646zAOzWTzYJQttM44nLdb3NMcxyvZ6TMv0ndHv3dZK7U\nm4wqmVRLOSS4TFLZUDeySElH2qA51h/Ntu3HMTPPNsfOavoGSJQ1IJZWVrHGoyDnPxc49gRw/78A\nyydYNigv2uPAy97C+yMl0MWiKC68VetSgNgwz6LcyEZynm7a6xm6CLFQCUqQf26No/QaGLkmQlXA\nMTtBcg0ewBXuaizjWG/EGY4s8RICOdnq4p3WuJCii2GYbWipUutBMGgUetAX2hLVp2zaNQUZbNGe\n4M7uCHjgROlRxx3U+p9hGHK+egW1XDrIRihdtrvGxmFr1OW9vg7C0dE5SfT7hLWCHIqqsnJqNqdU\nup0uO5ZBcVUxNgkhK+957LmOT/ffczmTlBem3123VtA5AL1wQ+L4KPtVhArXYwZrWq1OUQq7uIbl\nXFTX3D5kZNHUa4VhvoBBazwWiKIs/lgJdGCVRine9YymvllrY5rioVr36/vs/x8/NHgOILbBVIXi\nNBhlkprs2ZbdHsMCLpNUNjyFBy2KYvM4Se3+aHaXlO1S5K5ltCdY53pVPllFtwvRzHV5MfmYtWX2\n9/nTGAWB6i925ZD/ljExw14E1SiKlAxckgiFSSNZgGfleK+CXorzsBGhU7wSBbAJ9Enf71fiKQPC\nScqpABVBv5EJJ4nP4x53SmyaATfbGPBC5CawKoQkvUEEiwp9yaBSi1dFfUQG3a6STFIOJ6lVoM6w\nKERjwoS5IAdTdLVkVSKoo89IjkJOFZ4ZjrOWZvRnZYNoHng6gwh6o6sokjJJZTlJAFLpdqbXaU9C\nKOVRJkBVWAuCFCfEAFRLYpRJSskG6EQ6/JTxFaEIEtSMeRKM6FYFr6G7ro4eHSF9HviUkY544DXM\nFzAgJ6nsBu1uAAAgAElEQVTbjfeoMoInfoA+OXiaR9qmvqbvVqT3mUXdr2RbtcZjQQoCrcdtqZeY\nyXUB80ySLM8+AjgnqQrIBb6C0pNjQ6cmZzRBOmvMmzcVgaBUZVb0qNfhggxTrLnrwN+7zBiY2c4W\n2sk5piZXb+aT/05CEPSnatUMXL0ZK8fI4wLMOmNTVo4kx1X1rI0KYfwoz1gUjmpqzNrj/RS2ohDC\nDXlrnVJ445Nz7F1YW2E/h1zR0EZVsdEenD9hD33Rsr7jW+grlk2DKiOuRtNMhBvKNrIjvuHnWXeo\n2fAwszSENMeuOR5nj0ONcmOVUCO6JEc+zH5rtbrGBqUaHF1NUpIUN32UO/F5AnkmkJ0kUXReEt0O\ngPY7WWWSpngfmC4TKAJYfxgZRTNJWdLNKrR9mchJUuyAgI9P2zeqqJPUi9VUdbDpk6O7Rho1VAdR\n16lxELMyXI02tw/C+GdbtMb5M+HrU61uL9iVBEGf4/eEnmVqTZIB6DxJzyup7rc9CSFMIc4Rst/J\nNUlZ74eg21lkkkbW3dzR7apBvdEfbYwiFp21RXOMG2q9+F8boQSKhqfNxZArsUxtYU7QkYNxNIdA\nvZZ2nBn/7pIXsyyQbT+DNMiLPhUp1qVMkqC68C9EvSzSeiQRmrzGhD5jIn6xEaAzfkRDPM3zaU/G\nBl+aPKopRHQzZ9wlrbB4cpbRiJb4NYgSakOZJGqW/H1DzqdOeqdINtwkgkUbO2GgwD9Kd4So0LbU\nzF6B4AytO6NAlFIP0GwD8OLgyLCdJNGzQ6FSDzMrrTOcs4Qb0lTeRP1OReaA3F/K1lHIOi+Qkkiy\n+E5jk2xM3U7cauLZilyzyO7kfU+lbLsJVJVMcRp61qqTRA6MRt2uaMwjqV2CClG3VeE1kiDmk+IM\nklOe5SxTllrQ8XM6SWQ3hb3yKP2BGujOCIiYrt1pdDuq+52V2BqkcNfrxfeTHK1cwg2mNUkVtcgw\nhMskVYFaY3AjzZO5IGnKXi/mZJpkTQgmnH1BWZsGTj2XTUq1H9Eq77x8/p74d6dfAPzCDeVGm2s8\nCgMMGnn0sshRDJNGsgQy/IiyNZPSV2kjQRepIsdapwDXnoBQ4ikDtODmdrhSon0Ts/0LKika2vDf\nkzJD1PcjyZFstDjFz0DhTd3Y1cLZrEimlxIFzQsREc3hJKmNEYcFElXR1W82x9h9pLVw2H3O1JoP\nusfDFIEJpDVSBr1/uvVA0EGTnmmY/tmiIEeFDFb5d2WcV5dt8WCXSao3Wf3u6hITJ9hxVv8x1KSz\naCbJ9LvrnoegVqp1e4E++11WJikr6FJGL6Y8gR0t1dCQdkkBF9oP8zg4VJfjedxJKmld8GuD+wnS\n3nVTKfa0TBLV/Uo15+0E1VNq2dBU6nFN5oCRk9QoXudWEM5JqgI1KXJGFJ88/TyoyVmvw4vhIybG\nYDwOWkRTXhYqsp+cZU7S+DSwfLL/mDXeH2nXM21Gbw/5vtG/tHgJvXzZSeogs5EsgQysDhe/GEbz\nx2FAFyGmwlGdElF7gtNLSiqIJBnhvDSttExSvcEiWt01XhTbtd/EBHU1gSqQRNurcycpzHCSkmTE\nA4WWk+kkeRU6STk36vZEuXRME4h3PiWT5EuBjir6+qSBhAIo2iyEY4aYSarVNT1Dovjv2s82kp9n\n5ZkkybksNZOUJZPt29Uk1ep8jekCW04dXMfS6GwmsHWStFF5Ok+CuIm6xsnXLhLQpLmelb0tUpNk\neo3E62qy8ZH89xQ022zs1B/LVoIc4MydIF43y3KS1Po0Eo5J65NkAiFAk/C8RN2vZCe1Jwab0Edc\njZD2PxvquMk4xb7qMkmbCzItgxanPAV8zTFmBFNNUITB6FYaKIqcNr+IfrbtVNb0bEBuuceiazPb\nqttECbVG/L6Sc0k0xXojOZOU1UiWIC+CeZrVrVeIWi5loVMV11S0JtgmW5qTxBfcvApKEdIXzXOf\nwxbphcP56KtNUqtTomCe11+cSmg0zfjVSc4IRZzjArv0DFsVwg1pohQmoN4xw+x0Luo3NWNujnFK\nFG9VMMxGsgCXAJeMUPrXpjauKLSZJIBFl1OoStqsMw9wmDRezQOSTqeieKDkTFICaD0yNRjHJtmx\na5w1ccazBo9RC+htQWuJacZOFbwQ5+H/qhkXcuIHHIUSAh1pSqAyikT9iwR2tHPBkOJIvRQFY0dT\ny5sGsvPoHM2SFC91NUk6lgAFBkzU7XR7ddhl90y2k1oTg03oqUcgrTvUPDptztHfTGuSoB/mMOCc\npCpQIxUkvimQupotmmPxQtnjze1s+nHUGtCmUwm9Djtm/nQ2zl3PZOOnInkqYt1u4ZzlBWWSqOgc\niA0hqq+SX9BeN6ZFZaHRjmWk/WDzSIADXOFO+V2P13boIqntCfZ3EzqZCQqrJ2U4EmdcCMzuiOel\nrbQqzZM+qgB3JHXCDSZN+ZKMh0DZKEzodlnvqS0o0JGnFhKQqBVDVBUSmSTN5t8aY2sE9YubGKJg\nAiBF6qVMEjD8mqREOgt3CtLWQrk2SP2s71dMt1MySWUIN4jslybb4ltEtYU6l8/+u+gFg8eQsZo7\nk2TpIAY1zZrAaYsq3c7XZJL6jNKci4ypA2MSWNJeo2d2jcTraijL4rsb1CRREBXI3/9Rrksqqy3A\nwB6e4WwTIyPzOUR6BkNS3S81oe87BdF8JSdJl51SYZVJGh2ck1QFRCaJImdePmoIvbgAM+6DGuvg\nbArRhDVlwna5UhilVXedyzaM5RPsZ2oie/7l9uO3hZyBo0wS1XKRFCQZbSTCYLoQUVaOJFjzFIeu\nV8hqioSsXg9EtysLFFHK/fkMR6JWB555aew0j1lmAhutOCsrrskFStL6JGXSuhOcJL/Wv/lEUYYE\nbRXqdnxcEzkzpu0JXg85xP4UWYYYBY26XQDRcFXlgLjfmkylpm70wxxDmjGYZoAnrRP02SoUFgmB\nNGYxzpIcMp0jEWUEXQbOE8SZyvGZZAp3EAwqV6rXTINwEA33nqAWBw3V80RIqEmqadYsyUnKG4gx\n7S9o0kxUe40C2W9dBkPMtywnidYWTsfPyzQhcQNE5bFV6J2m50qOiY6yaqtul0i36zLKubwmtBOa\n0FPzb3LY1ABh8oXZPyb2QlArNqdKgHOSqgBtZGHE/hPOiiUoBUxp4GbbPtpXbyB1hvW480WUte1n\nMPoI0fBWeT3S6RfYj98WfbQMhaZIUpBEl6JjTDMKVN8lFxluFqjGTxRlSySTcENZdlHhwuAMRwJg\nThJJmtvU5gE8k6hEOWmBT+oPI9L8WZmkBBnxpA077buV+RzEuIgKlnezJzpmSZlGE1D2Sydy0xzj\nawDPAJaprGkCkUki55eKlofQSFYeg0o7BuL3L80AJ9XVJEOyzICJiqSapLKyVmlqf7bUL5IB17E1\nfM29B5jYw8EHB+t5+wfF/rGh2yVlf0QNmapup2n3IZ53gUVGrHMZ+20ROqJ4/3PQV33NvbIRbgjq\nzM7y/PwtQigDH6E8BV1ViEE8/5SWEiYgSmrSetDrDQag6ee++qhQmqfyWNPodvx/TOsFswL9FcM5\nSVWgJtXPULQ6T1NHitoQ3S7P4tFoaQp9OXq8CJ4mbK0OnHI2G//aCq9Hmq+OiiFD3DdOt5NpiqIo\nkn8Xyii1DBczKvr2fKCxiah2QIKTFAKI0mkLgoZVknVOz4v9kOPzUfbiPjYFnHkhmxNbTkk/VkUS\nfS7ssQU+abMxLR5OkhEXMriWdLsyHSUy4POsGQBz+ur14XY6jzIcO1KopPs1zFoggGdEJIeW5vww\nBST6lOJkGNDYaPwDDlZYjpCCDjUyoqSsSJ79MAm6up00tUwd6F055+c01wr0TtLaCttLjz4BrGga\nspOTaBowVZsXxydi/wxIgNN9VhaSMuh2EV/nstR1KdOWh3JHgR0bBV/5ujqDHzCQAB+L9wHfL1bL\nSfPORFDKBDSuyjJJ6L9vIbcfVBp6rc4CimpAVs5eC6XWrGtbjLOuEZwZElyfpCogMkkS3S7PpkA1\nJcSTzRM5rTf7MzMyiLKmRk1OPRf46XeBhafYz3J/pCoxUOCrZJJkWhKl/02pLs2xOCs3TMneYYBq\nDegZC9pCivEWBLyBXkmLjy66afpZwKzH0u4rmVF65oV21yDhBvkdCEO9I0lp/iyQ8SC/m6ocrQnd\nDh4QleglCSpYzohorRlHzsseky47R5uzrhccOSNkiA0zgwP0R0yB+PsMk7pL4hFJKl5ZzVPVPk/i\ns1VnkhTBCxtHIfPcGhPGlm4HAKedBxx6FLjgucl/92tMySsp6EhzYZb3Gtyyc3CfoftuGoAJAv3z\nSlIj1GWeyojC07PLskHU9gdW1+B7ep56IC3djv6eYeo2WvHYPT+/Kig1lPWQT/whCTR28dW4c6PN\nJHmGGb1IWo8lh4nYOkl7R3sCiBThBnke2tDtbDJJI3SSXCapCtQakhSkwtm0geexl5UWKJt6JILc\nhFUFUWnUiOzOc5jjRJS784ZQjwT08+1DRVqS1O3oBaPU/IRhc13asPygvILK9QK6b/K9AbIj3O2J\n5KhoHpAjUKvn2JMp0mmwaI5NApddZR90IMNE3r+jlLotz2OfyVS367Fj5YyNLBUcRcikFohi1xJB\n48obEFBlZ4siioAnHgIWDqUcEwLw9RkiWsuouH7YwQ7xnnHQ2j7M4uJACiT1gVNnUp0kzWfVaHDZ\nENLpkrpdnv5diefWiFHkcfyecTHwyv+od2LonUh6LWguPPdlzFGiml71GCCZ3pt4PaWVgDgP/1md\nd2o/HfX4Im0GaD2ZyMjemqib6UCZ2Vx0u4w+SZk1SVTa4OvZBSZojceCWbbiQjqoYyGaXNo7ayI6\nFIEfo2R+hF2YYFu1x2OmD8DeaVmK3kq4wcZJSqjNGxKck1QFao2YOx9GccFnHhBNLIryKcwJ6ewE\nlSoqylZVopptVpvUaA2vHgmI6XZJziUZSCLawTnSprxfclx9f7hqVMOAGiEWWbaMzaY90b/gFUEU\nsvurVZtK+yxFlipcjsgwoaFR3VZaFoAW5zQkFe/3SQUbRM2qotvpRClMUCQinISwx/5TG1X3HZMh\nhED0Wy9gBmHVLQlUBEpmLSxApS40Bo2jA8NMkpoJUaPBZUNWBRTZlJIoimlqf2WvJ34AZjIlOSJ8\n7m4/k4viJARFaZym9Ey1eXEfvEFqpSjw19Dt8jovQCwTn+XAEO0tT/ZKBJxy7M86KqTYW7IySVIQ\ntUjQozUesxDKUtBNUpRDCt0OiMUj0kDOlvq8KDg+t2PwMy1J9ZRsh7o0120kwG2cpGG3o5DgnKQq\nQCpIZOwX2YCabWYUeB6w/XT7z5NCSZJsKb0MWxJehl3nspd8ettw6pEA5b7xhUBkkhS9/F6P/WDK\n+6Wouufll/dcryDJedG/hd+/6Qxud5kyzxSN1tYIGKBSQ41nuUSdkEHfD8ripi74OifJ6/9sWmRS\nF50uAiFKkXPDN93ATCFTD3UQ2a8U44KaQougyRBBzhBdVy1aHsoYdHQ7qlPIUIhUA2ZkuFdZkxSQ\nKmAU/1eWeE6quEHJc1hLZ0P8vqVlN+kZ2ajbpdXZJAo3AIOLiZRJyl2TxJuTm0iA521nIO5hDudC\nZJISMqxAtg3TaIE5Hl4xJ4lUQctU0FXfaZN33fMNngGVYChODQVZZxPsQqF62k2eh6IkwiSTZFqT\n1Ex2gIcEV5NUBWoNqYAxLCZ3SkaBHyRP2iw0qL9QwgSjouxtCc7X6RcAW3cB206zv2Ze1OpsrJ2u\nFKWVMkkA+jJJnm9OtwPixXdme2lDXhdQZYEFtzvDgaS5FfYAFHSEyWDUNbtM/Sxt4hXHbOQaLNG4\nNM1JasX3VVtH04uNdgJFNeXIeWrUj2qSSqQT9GX2ckAXlS4yHpNjfI3aIIFEZkbRP0PcS1qDQqA5\n5FYCaq8mAdNMkrIX6AzuMiHT7agGorSaJEncoI9Km0FxzQNBJUrJJNEek0jJI5qcBd1OlzXU1SQl\nQSSSvNhJtX2vyYHJdJJoDc+ZScqb/RaBqQSHMoqy+3IRvTqtAbsJiMpfZr2kqDWUAk1ZmX4TB0QW\nblAzSZ7UFkZGW2pCP2CbQf8c+i/M/jHd78lJCkOgwtJJHZyTVAUoYkcNZYtkYohuV2/l4+DXmyyi\nNrCpgr0MfsCKTFWMTQK/8nb76xWBWsslR2kpWyLqbnh/J5seJdT7Zqqkgsr1AlW1ioyRrIwZ9eEq\nQ+aZagDyZJJs0+950Wz33yMgfdNvyBEszYJO91rtkyR6DBnS7crORqSJUpigbKqSUSaJsl8pjkeL\nK9yVVdNiA9WRKBoAyzsGCiT1jcWkJqkWr6/y5+hvVYEcOzkrUlpNUgIlzSR7m/tamoL4MJKCRMmH\niMh9wzSTpFEjpPOoz1o3F6kuMqlI3xRhjwcnMsYu1M3yOElcZTGPveQH/SJXBF39VhJoPyyybtab\nzFGeK3ldoAwdACMqqSndDnxOqDVJQZCsMtqaYPS6peX4PsnPS4wzJShG1zIN4NUbLMPnMkmbCFQH\n5IG9+IWcJB7tz6vbT/2FkqR8u2tsUueVCS4bZAAAgwaIGn2kqJNNar7ZZo7YsJtQVg1ZTRGIs2xZ\nz7U5xj7bWU3++9oKd3wM5m8UAX6dGVvW0cohOUkkxBBFMeWoleYkcXomSYUngeSTVYUf0QLAwGCr\nohYr7BWrlSmbfkUbXNqUCMNY/EMHWg+LGDJ5IZ6xlI2sD9lJqtWTg15GNUm0F8iGJH8uVTp7IsAF\niXI2BCepikySDlEIBM30d1k4pIbfnWobVRaIroaTxjfAtuMKnCJwG1n7SKI5edaabtInR4eol79W\nLUu4wWQtJAXUIoIwngf84r8vnxUhBx9NsqRJlFwZwnGWf+ag/S4po9ae4HuD5LQ0lEySTgFShVVN\nUkllATngapKqQKDQn4oYK802m5SFnKTa4Ka6fJIZwdNbh1dzlAWhYOfFkTn173ImoNa0oxOdcSFw\n1kXAVEn9C9YLiN4pO0m+n10g3GyzuZq0+IQhk8M9+kT29WnBrdUG574JRGSpaiepHVOVqF4ozZEk\n2fm0xZmCILLxIG8UkfQ7HcSGWmI2KQqLceJ1BldeiOL6lLkRGTh2FO0dhYy/TLejXmTDpv1RVmYA\nmuyCDKIzy3sBGTNVZ5LUHmpl3bdExb6KnKQ0Cqq8Duii+KLO1vC9pOelo9upgQxaPwcuLdGbcmd5\nembPjGpS8tYkFamh1NHtADMbjPaHomvLzLZ8SsRpSKLbpR6fZdpLdWpqDVGvGwcIVVBNkhyUle8t\n9aJMnQCW7ycF+ofZ2FyCyyRVAVoEheRnwUxSrZ6vwRoQN2FVIwULT7HJ/JKb8o+tbAiaYpRMU5T1\n8ns9O6odAJx+Pvtvs4EEL2gR6RlyuxttJY0voddh93ptJTsrRPOchBuE0WIagxliJokisyZ9Pxot\nZogkUVUJSRkbmS8uMkkpSy05SWXW/0RRQSeJMrrlDCmeI4F+PoUGjl1zjEc5R+EkBfGzSjIQhjIG\nXcNQwFi4oe9zUfy3qiA7dtT/rrSi9gQ1raroduI7aGqS6B7q1lSqWzLN2ukoZLr6Mz8YfL50uDz+\nPDWjpg4MZRlyXcPQEUu8LjfcEzUrIvNMErxsVdhRIAjiWxqZ0O0y/i4rHspCG1HE7AddmxTZ5qJA\nkczmIRn6pBr4/gGYv58U6F9bMTu+ZLhMUhUQvGTaSAtEzbadxvouXHBFvs9T0ZtslBw/zOh3518O\nnH5e/rGVDZGFAN90lIWt3owzAGGvWIHlZoKsCgjEhnuW0yF3B1fR5fU0fi07giMXf+t6e5h8vnIn\nidMpol5Mt8tykoJa3FxPhc54CGoAFJWfTOGGEiHqrQq8H2UrDcrPWNfXJkx451W0xtl81zWcrRo1\nZW0fdiYpydEBwDJJGfOIPtt3HDmvFTp7wimQRFDKovepVGOgQrodZZISshXyfqWryxRUQ8N3Sxa8\nUM8DJBuZQUIWS1CrcmZ56PMm64lae2Z8DYMa0TTQvjN4YvZ9TerAKHsytQ7Vb325tUaUTYdWA+Mq\nhFgSOZZEIeatVXROkgi683NEUJRdfTOqXwS7TFLVtkEKXCapClCUrBf2/5wHEzPAL7+twFgUnvTa\nCrC4wIzDq9+Q/7xVQBhIRMlIcJI8jxutUT6p0M0IquWS6XYmCkq0ISXtLd0OewytcTZn0iLNcjQ6\nF93OINtSBqireq8bCy6k0VgpgrWiyyRx42GgqaPUUM8mk1RW2sZEuS8LlThunCaSqFJEhliG07Hz\nHBYwOmd3ueMzBRnAROsZdqAmTfI665lRnyT5s5FmrS0TgqYGyUkqyegRYgrDoNtlSGzTOuD7g44U\noKfJaa9XS3ZqxHmSnKSkZt40V5vAyskcDgxf/0ydpDyZpKKBHZG9VzOsNN9MMkkFWTtVIpCcHlIu\nTYNVTZS0X4seixonidpdHH0idmxbCe0vTEQWbNXtymI1WMI5SVVAZJL4hBuFXC1BLDp88SD61OXX\nrJ9aJIIapU3KJHl+LEJRpszmRkafmiLPspk0LKS5kUR96nXYOcenmFOd5kyI51VP7yWiPwH7Zxjq\ndrUasLIEUR+Q9r2Io64rzBEbe0ImqY9ul0F9E8ZtiXQ7oJgBr6MM5YUsLJC0gYaGmZl6g61do0JQ\n53TGEu5x3usnva9GTlJ90JCkWrEq6YtygEAnX13k3GqLCxPZ/TzQnM9Ts4p+TbP88XfA9LuTA5j0\nvHXUyqRm3qIWqoliDozBHJFrim1QlPappThKLIcsPOPZwMmjwJkX5htDlZAzSaY1SWmOipxJkp0k\nE5n69kRc1wv0Z510lE8VWfWTMuqNOEM5Aji6XRWgZmIAWHR0BPx5gmp09Lpsgu585mjGkwZyiiia\nkegkebGTpIt2PN1A/U88xPfOJMsWBGwxTIosdtd4Q7xm9p4qNqIGc0JyCTdE1TvtO88BxqaB5RNA\nZyVbJY0kwHU3QGc89DlWnFqQRiMTNUnZX8EINK6imdYyazrkDEJSjVcZ2a9hgIxQ6oGlo6VUBXpH\nBgxnE7odNcOVPzYEZ6+m0O1QIt1OzaIDksFdspOkex9UmWnqkZh0nAcLJ4mcWo3Tk/S8k0Qj5PHl\nEW4QxrDBeiIyOrZyzeTY5jRJxXUH0m7mFMexKeC5LxutvaaD6LuZQrXsO55EPDTPuo9uJz0vE+ZD\nexJxiwv022FZ/Zvka9jQ7WisI4BzkqpCrQFRENeyFBgoExTBpgnW67DJObMOFd5oM+1posqkfkei\nAkk6/k9HyOpqZICaGm/NdvJC2u2wv7UnkeklyZQd6u2RJnYweALuSFTsJI1NAle8nPXJWltBZr8d\naiarW5wpU6yqIVHxqhyhS8sklb34R9yALyrtb9JrwxRUsK9TUyRjfRSqdTao1SFqUID8qqN5oe2F\nA7NMEoCBTBJgZgDnRV8mKbSLImeeOwA8TXaybPquZswe3UNaS5KyOYD0Dhh+9z5VwL4TMfXMpL/J\ntCz5eLmFRmZRvYLQYj0RKnN2lzBSAU29ro+BLClgl0laz1AbC2dlSb0UBgSA+IZ7/c/LhPnQGueC\nIh30NVAGpAChwZ7mG+57NG9HRLdzTlJVkAtsR5nx8HmfG6EK12Uv3CgdNx18v5+OoxqwVF/V4RGM\nmfnhjm+9IpBoNCSyYOpANsfiTZAQhew849NMNARIF28QampNfbFxGoahsEU4/QLgohfG0bC0DI+o\n2UppJIto0MAkI0guYE6jkaWpZuWBUO4rKG5ABbplQKZZJQlhCOd+ndcZipok3ntmbMiBGlmGvA+G\nNUl0rPgYj05XWd/Z11+qbLpdnRlbw6DbaZw7T1X50r03Ec/2mToCgSYqH0XMMUz8TB0DTpJMocqU\nZ05AaCByQxAS0Dm9JN33yrxuxueGrUJZNohOKFQ1DTJJaQIafZkk+XlRwDJlv6JeSd01DPSVEvW4\nabB81iKTZHZ42XBOUlWoNWJPuT3kaKOKRhNiYva6cUPG9QgqLo4SjM96M345gc3X7ygvZOeCHJ5p\nw3vTbA9SMLrciJ2YBeZ2sPOvKQ1nO6vA0nH2/+mzzXZcI2DTHduml0UZuOylzFmamEnP4tQTjEoZ\nYY/9STUefNmQpe+WsulUJdyw3jJJZGQmOdCkWrnes8OympoH+zYEZVwfQCKlKsvoEApgciaJP5cs\nwYwikJ0i4SiUtP8k1e2YRMPzIskYJ7UuyiqmKTjaUFh1DnFa/Rmpmg1IontAszXoUJqAjp80cZJ0\nTV0zUFS2XdfDir57lX3AhgE1k+RlqdtlCGjItDrZmVKzokloT7B3q7vGPisHAEVtWMrz54/EeA0I\nauUG7CyxwWfOOgbR7YDR187Um3G0v9cd/sZuA5k6pvYroKZiXS4qYBLZejqgJlEqico0a5hloy7j\n1IAWiLnG09uA2R3MqV4+0T+Pjx9mDYmbY/HC3RqPF7SO2tsjDUN2kuoN4Jo3Zm/kfsDpVZq/kzO5\n9dT+36uZpChKl6Cl+15WpIwM36JUsKDMTFIoRS2TouM8Gr/enSQyVkJe2znstVSXgTERbhC1GYoB\n7XnV14LJTlKZNLhEBTiDOsAi11NeCiHcQPtVIDkKqvNmQyfLkzVMksKmWigSPrKiQiN+d03mumgm\na5tJos8XoNsloWyhkFGBvh85rCY1Saly7xINvCcxSUyYD62JWEXRU9gYJjVJiBhrwkaBry4F+oeM\ndZpO2AQgY1/lbI4C9RZ7uWypWKMAiRBE0eCiLDT6Q7ZoDLseYL2iJtFZwh6bc1PbzD7bHENfjyWA\ny39HwPYzGN2u3hxUK6Lje12JstMuQLerKPKrQ71hFj1vtPUbPtX3zZ3S/3vKJEWIN2kT4Yay9oCQ\n1z4UNeBLzSTx8KFOpYjGPGz6mi2COhjtpcf+HfbaTgbfwGMxzFKodCwROR6Ck0TrRJksBnKS+sQo\nJALOq9kAACAASURBVAOwbCT1n6GfRSap1v97+bg8TtKAjxTpDUzhNMrXpmwK7a2WDgy9uyaCBqRu\nZrts0B6Q15nxNfdqWMqpVcNXMklZ1HThqKRkkqKon7lDv0eUoW43HtMq1b1NVxs2MD7YrQP1pn12\nsiQ4J6kq0IIEb/TFyHX+IpAq3KgaMZpAdi4TnSTqrO2P/r6uF8hFqWGX3SPjmiQucy3XHFFB5o6z\n2HmabQwstiHv1dBZjR2BRjuuEciTFVlvkvQAy46pNVuEXpfdA/Vey8aqSb1V2ep2FEQoaiT6g1Hz\n3KA5ottAI+7cF6UIVg0yQnv8PRtFQ2vVkCSDx4TjX28oThJ3TqtuU0HOma2jkHneGgYcBpNoeF4k\n1SRRnRXtV2lKa1ZOkk6kI+U8Ki2LjifhhlxOkgUl08ubSeLZv7x0O6Hmpp6Wf/f1Wl5gikCpScqU\nADdUt6upc4I/hzTmQ2sCQqnU8/v3Npv5bVMzWG/kz04WxAafOesYZOz7Q9iAskDSn2TQzu4Y7XjS\nQJGNpAxcXXI8a/X1aVSPAiQ5H4Glzr3AXN2u0Wb3kSh2QCz/PbONPYeZ7ehT9AKY41BrMBENMrQa\nLW7AWS4rIsuwDp/n1BY255KEK3pd9p1VZ6RvozDIJPklZ5LKopj4JTbwi8J0ekUo1U2sZ9D6FPbY\n9xnF2h7UkfhgTAyUmuokSQZ0lSCaWul0uwTFPtHkuQq63WAmyaP1j9ZcMmiTMkm5apISkOYksYv1\nX9fz4mBpnh5GnmemEGdEt9JcA8hPkdQ6QeQkbXS6neL8Zr1Dok5P96wpg9zof17kEKfV0LbGAXjM\nzhBKrjROiWqugxBWyZFJGkE2yTlJVYEWJJWzOZKxUBNWXicyf9pox5MGuTGqauiTs+d5o4ngrmeQ\n4UTOi6kD2RwblGXudZjzRPe4Nc7720i9FMKQ90RCzHknJ8l2kxQb5DrcyKa2sHvZUYQroojdpyRn\n1E/KJGVJgJeVRgIEvaaoYaArQM8DuT4j6atGEQsojXqtzILIJPWynd8qx6AawYCZ0aE6WMOq2SC6\nHcJyM0m1BJoVCSmkGXp5kZRdFZl0vl7qxAsiy+8ujk2i7aUIN+jodmL/NB8C+3hoPtfzOkni83np\ndhrjXATgNjjdLuCqcaImKWN/JwEFrY9E2dZWMlU1K6jX4pQ7dc8W99lgDlg5Sa18WdAS4JykqkD9\nYka1kcpo8AnWWWX/zm0f7XjSINPtVEdIbta3Hhu+jRIkMNDr2kXjm+3+jS2KmCCBrMhI80d2kiDR\newRnvdUvvGEMi0jlsDG1lX2vtZX+36f1DhG8bMT3JstpLZMOQk5r0WawgcbYyzWmMLlPjwD1kFmH\njrIMCuKQwVtmw12bMYSqEQzDTBJfJ0QNQjgcJ6lWEd0uyag2qQPMi8RMEndaxP6U4NyI725xn6kl\nhgojul2CE11r5HNgxP00GLtQVbNdzwoGygS9TPl+ebIW6xFCApzvO1lZUlH7mVGT1Gihbz2OEGcd\n09DmgVN13TC+z5YUSEo6PN2cpG9/+9t49atfjde85jX4nd/5HQDAQw89hOuvvx6ve93rsLCwAAA4\nefIkbr755lEO1R59maQRG3+USepwGtV6VoWTnSR1k5M7L7t6pH7U6mwBCXt2xeQkB0+bSa8LIOqX\ne23wWjDqbyMa2vGeGyLSWJcySRabMa3jo35PkjC9NblolOh3E5raL1+hvWQZbDZKP1kQ0dOimSRN\nAXoeRFE8P5LOR8Xo691JohoY+j4jGUNCNggwp9vJxgbNlaoDFLLxXuYzTmuQW4WTlCixrdR1JYon\n0Hgtv3tS/VlabZPOSZLpdrapJKLKGtPtAGueLo037zwUBnfCdT1s/EySEMSgHpIZ9g85q2mZJEGz\nleeE4bvTmuBBIg3V3IRuZ9MTSygzPs2cpPe+9734+Mc/jj/90z/F4uIivvnNb+LLX/4y3v3ud+OV\nr3wlvv71rwMAPv3pT+Mtb3nLKIdqj6DOJkzR9HMZqDd4BCxkk23UNVJpqBElIKHwvMaVpTx//Ted\nHDZqjXwNOcmhojlK4h5TW+JjGjzbRJQ8ug71i5E56zpFplQMyVDLg4nZ5IgXOZM6FcFAMqY0TSj7\nUHomqYRiZW0Bep4xhez56qRcRfZrAzhJdF9H5STVaoOGOmCeSVKdpGHR7WiNKVsCfABkAFbwfBLo\nxCKTRPMhyUAVgSXL756kpke/141PLvBnF5fqTHK8z/T9TNYTncS/2YXyO7a6NXbT0O1qjI5Me29W\npsfLyCQJCXCFgmnKfGhP8ASAhm5nMsVs9qcaF4R6utUkfeUrX8H27Yz6NTs7i4WFBZw4cQJbt27F\ntm3bsLCwgAMHDuDRRx/Fnj17RjlUe9QbsZM0atRb8WZiWtA/KtRI0jXhRZUVelrruNfTKCDT3Gzu\njaA0kpO0xhai7af3HxPU4kxSKGWSPI/V5ohMUhqlSgMTBbhRIQiYo0R9xgi9DmOI6er7qHZBGKEZ\n64DHs3KlIOqn/OWFrgA9D0KeQdBJuUYhgA2QSarV4zV9VDRqonL3yfbCzOioKcX7IktQ8T4l9++p\nxEnS0MvKhj/4TnhR2O88+bVBA1VkSsrIJEH/rIXaX4K6He2ttk5MGJoHsHQS/1mgOrIic0PnJG0G\ndTvKJAknKSPQLRx1TeZFUOSb/X6zoN8aOElBMPiOGdm7lEmymCiCbvg0yyRNTDBj7sknn8S3vvUt\nvOhFL8KOHTvws5/9DA8++CB27dqF22+/HTfddBNuvfVWvO9978Px48dHOWRz1NaTk9SMx7HeewvV\nGiwNq7t3JEO6nns9jQKB5CTZPOMg4D0RiG7HHZ7tZ8XHkJMkZ5KiiGdLa7xxLI9G59rkyIBYB+9K\nEqa2sn/7ekl1WWRr667kz4jvYkiFKjPbbCoHnQVd4bgtiCJUq3N1tYSNjoQb1sN6mYagHtNTR+Yk\nKUpXNga4XFNFnx3GeyevT2U6SUkZhCqDLjo6m9orRjXoijhJAyIMSM8k+f7gtT0/f2bYpo6MjNk8\n1yia0Uzs68a/+6jZPEVBctvE3MgSrspqJst9JLb3K1RVk3rW1jij2qnzwsQZpbonG4p5kvM/JIw8\nbHf48GG89a1vxfve9z5MT0/jV3/1V3HLLbdgfHwcr33tazE1NYVvf/vbuPbaaxFFEb74xS/izW9+\nc+Z59+/fP4TR6zF+5BGccvIkap1V/KTCsZh8z/bCQew6cRJj3S6OrXTwsxHfmzRMH/wZti8todbp\n4L6EcZ52dAFTq6t4/Ogijqzj71EWTOfxjieexOzyCuqdDg4sLOOQxb05/cQixpcWsRbV0DqxAC+M\ncO+jhxA9fgwA0F54ArtOLKK2uoQOFlBbXUKz28XxXoDm6iqaqysIgzp+9P0fwotCPGNhAfXlRXRC\ns0WwsbSEWreLn957H9bGDhiPe1iYO3oC86sd9I4eRsib7DWXTiLohbj3gUcQPvLUwGdOP3wE40uL\n8MIegm4H9/3wR+hpeOT79+/HmUePorW4hE5Y3GBtr66iV4vw44Lvx7bHDmDL8jK6PQ9REeMlCjHe\n6WLxxCKWvSOYWVrCKo71GS7tlVVEvo971/k7PX70UZxy4iTGej0sLi7j3wzGW/ZeNP/4QcwtL6Mb\neoj8GvxeB+1OF8eOHMlc2+ceeRTblpYQrq4hrK+ivbqCXq1ZeK5kYetjB7B1aRmNThcLxxbwcInX\nO+v4CTSld4fWk3/9yU+xmvBuFsH2A49jbnkZndBHxA3EMYQ4ubqGn/LvNPvYzzC/tIzIW0VvldGX\nvV4XYzm++2lHjmJiaQlrYPXZXtjDWKeLEwvH8WDCeaafeAjbF9m60+0wC7m9uoowqOP++36M0xYW\nUF9eQicyf5/H1lbR8epGdkzz5BGcevw4asvL6EYLxteorS6i2e3iwQcfwomlfGvNmceODayh7dVV\nRF4568oobcrJpx7AjsVFNFdW4Pe6ePjhR7Cwqh/P7GMPY35xCZHnizkoo768iHqni5898hi2Liyg\nvrKEThSgubyMoNvFj390L7pNPeto/MhjOGV5Gb1O1D8PowhnLyygtrKIrmb/bywvo9bp4Kf33ou1\nsceMvv/MgYewfWkJESL0VnvZHygRQ3eSvvjFL2Lfvn3YsmULPvCBD+BNb3oT3vnOd+KKK64AAMzP\nz+Ozn/0sAOBtb3sbbrvtNnzkIx/B3r17EYYh9u3bZ3Sdyy67rLLvYIQDM8DBHwCrjcrGsn//frNz\nHz4APH4PsHQI2846F9tGfW/ScL8PPHkfsOwnf7fDPwIWHsVZF1+Gs86+ZPjjGyKMny8ArD0GHH0Q\n6K3gjIt/HmecZ/GMD/0AWD6EsckJ4OSTwLaduPRyid56+HHg8e8Bx3vA9DRwMgTWathy3rOBh+4D\nVk8AzRYu+/mfZ5Go++8G/BCYNMz2hasAunj2JT/XXwu1XjBbB47cz9Qh6TutLgD1Meze87zkKOXB\n/cDqUUZf9D383KWXJYqNiGf8yLeA7klgqoQM6fJRoD1efN3pPcm+d2uiWM+ZXhdYPISZLVsxs+NM\n4PhjaE9N9kchV44Bjdbo1+0sPD4LHPw+sHQYM9vmM8dr9Q6bovcEcOQBRnmpN5jy4vJRbJvfkb22\nt1aBQz8B4ANjE8DyEWBsovr77h0FDv0r0FvG1vnt2Frm9R7+eyBcjt+daBWIOrjo4kuAmfnyrgMA\naweAow+wbD3PVK0dO4CJ6Zn4HrbXgKd+zLJ1pH7ZWQWWj9h/90M/BBafwNg0/27dDrB0GHNbt2Eu\n6Tz3B8CT9wKry/FatXIMaLbZ+vrItwG/Z742A8DiITSmps3myNEngMf+yf4aJ0NgbRHnnnc+kHdf\nf/QfB9fQlWNAvVl4flfyHtvgoSbw5I+A1eOAD5xz/rPS71NrldlRgIZZ0gF6qzjn/AuAEw8Dx0N2\n33pLwFqES3ZfGjdHTsJT24EnfghMJ8zD//VX7Hy65x+tAujg2c++mPViNMF4F3jqPsZmGR9uw/Gh\nO0k33HADbrjhBgDAe97zHtx88814/vOfP3Dc3XffjcsvvxxTU1PYunUrDhw4gCiKMD9f8qJXFajQ\nzKRLddWg4jwA2LqOeyQBMedfl96vN1kqeHIdGtOjRK0R16FMb7X7bHOMfW5lif2846z+vzdacZ0Y\nwFL+ngds2QU8+r84lYMEGzwN7SEN67y4dmoLE69YXYp/1+sCEzN6GodMkzFRVyqVM29Bj0lDWTVJ\nRO2qN6SGlkrPmLJVz6qCXHtSH1GvtkARX4Al3c4PYoGWYd33WkV0u6TzmYql5LqWIosfhfAiKHS7\noL/ui8YE2IvT0Doi+oxl0e0kWpZ87b491bJelGquTJDnGnSdoi0AdPvORq9HAnidmy+p0plIgPtA\npMm6iDo1UgyWfm/yHLbsBC7+d8DWUxOubfLeefq9Mwni+w9mxarGyHallZUV/Pmf/zl+9rOf4Utf\n+hI8z8PLX/5y/Nqv/Rp6vR7uvPNO3H777QCAV7ziFXjXu94F3/fxkY98ZFRDtkOtwR5qSspyaKDN\n3POTJ/V6Ahn7Oj55a4x9n4nhRhPWPagw2vPt67Wabfa55RNskTz/uf1/V/nPIZe83XZqLEogc5ht\nDQFasMuUwS4TU1v6N9qQS623U2q/aMM2VVeSC/GLoqxeNHnlfJPGA7B3moRX1Lok20abowKJJlDR\n8yhADofoW0Zjs3CSIt4ceVhOUl8tV8m1QkFNmU+GdYB54PN1luY0PQO5kF7INSeJSeRwksgpk50z\nXc0IqaCpohFyzyVr5VGLcRdxSIqqW/p+QklSSWvhqKEGrLLqIWntDnVrN689Up0tGzXWi1+kv3ba\nniGChxYTscyefZYYmZPUarXwgx/8IPFvQRDgk5/8pPj59NNPxx133DGsoZUDklaemhvtOID4RfAD\n+yzDsEFGiG4RuOiFwLbTk5t4Pp1BTrkf2CsYNtps0VtZYpv9mc9S/k7FnXxRi3rs+PEZ5rD6tf5F\nNahZ2tUUvVqnm1mjxagHx55kP1OPpLEUZ1RIgIdm6kpl90kqI3palqKQvLHXG1zKVXWShiQgUBRk\nLHqeXT+yMiGKmGV1O0PngwSFSK1xWM5pUIvFRMoWvFDFDSrPJAHxvefzWP5OlM2R53hkWHCfeD3J\n6cnqiRXUAKhCBdxRIAfEKslvmQGjdcxWJ8Gm15cOflIPtmj9Bt9s0Ce64WWr23n+4ByUMdAfTaSS\nyhHQMJljtup2I+qTtAH4DRsU41PAi69fH05SwI3YWj2dZ7oeQHQcXbPYydn+RqcODDUeqQ1q9vUj\nzbE4+jO7fXCBFE3npOip5zPnamIaA523ByK7GRCRpXW8mU1tAR67n313cpLS5qFfi6P9wtBJQdl9\nkkrLJJWgKCTT7WpNZiz3FBpIFKFw89thQJ7naZnESsfA33WhtkjyySZOkpQJs80SFAGprkVRsfo2\n3bllSloZ1C0d1MABRepl58cPWCAgiW5nm30MlMxV3ziSxjfYxymm2+VYY5KcwDQUWnc8+2a7A9dW\n7lNZAaNRQ2T1YZZxI+q9NpGk0PY85fdF1AB9H4yDqkMO5gg5iSNQKdwAu9IGxs6zRz0CBnI6Jres\n/wWD+PajMkA2KohGk6dRcLPNPh9F+jnbaEkUkx6/VoNlU1Tpb1vjpMrIb1mY2sq+V7fDZNKjCNi6\nU3+8kGCNYCTHXVafJMoqlGEgJhl7eccURcwZp/5x5GjS3xEVM5CGBdkRGVU2mxyODr+H9F6aOB/U\nJ0n+3LBqkuj91qg8Fjq3HGUHzOoA80CVIo5Cdl35OwkZbAniGdlmknRy7xrHNqHZrViD8gQh6N03\nptvxe267ZIhMUoG5qDbwpvOu533FFGLecUZHppOUkM3sg5JJoudVBv02K5NEf7OWAM8hLV8CNsCu\n5FAKrvglYG111KPIxtQW4LTzgfkzRj2SjQWi0eSJ0jbH2GIZRcAFz0s+ptGMF9wwjMVAJqY5lUPa\nRAd6e5hgvTtJW9i9XVyIKTfbUkRQBIc8NAtMUJS9MEqsxxBF4AUlV2neNMdi4ZWOtBYJA2kdNhNW\nQY6c542u5xw5HPRcbJqnUsZZ/pxtDWEeyEaOLeXM5NyUbfEQZ5IqqUniGZlQdpLAamXl8QxEvXkg\nwJpuV4+DLYAUUNA8azVrLYImw8okEd3Omm/HP1+EbpeUsd8kTpJcT2ZCh/NMMklIrkkqGkg3Em6y\nFW6gZ+sySQ5VQVUsW68IAuCFrxz1KDYeKLqcJ0rbbLNFqNECdmVkkqKIGWe0uI5P90eJaSzEwTdZ\nCGnBXs9ZztPOB+ZOAR76Efv+XsCoiToIhStDJ8lLKDrOg6zCbhuUpShE0ejmeH9NDEEYYhvAmAkk\nJ8m29q/MMfRFYS0zSUB/dmJoThKPhJetCqg2eBWZ6QrWE7oWzWlylmSHOclYjzgl0tpJUul2/Dy6\nzI4wnqUaE3lMtg6DTZaSriN/zvg6KM4moAyemklazzRuU8jP1VRYgR+eCAokDMwjQ+ZD1rVTHz/R\n6y2dpBE4SACwCWaPg4ODqDWYmLH/bGucLWxzO/SLL4k7hL04kwTE4g0DY7FZ0KI48rVeMTYJ7H0T\ncP6e2NBPE26QO8+bbPw+p9sVltsugbZCEJTBkmqSmm02b3z1WW+gTJKQUvZGV9+pvl8UvDDNJAE8\nsTHMmiRpzLp609znVpwkRAlzrCTQ84+kTFIU9VMvE+l2oVTbaQHhlCl0u3qGk6RSKmkNsnaSiE5o\n6NzlFW6gOpUijq3vo19UgwJGm8DM7cvQmdDtMua/kABPqEkqmnkzbQGSK5Pk6HYODg55MDYN0bvI\nFlNbgEuvBKZSGrs1WhL1Koodo/FpRkGSHSUR/QzNolIbpbi2NQ689CZ2jw8+mJ6tkWsDjGqSyipK\nLTGTJOh2JTluzTYXZlGetah72CDbET3bso19q+tTfQKHbPCkoS+TNAK6nek4bc8tZ1uqFAFRnRbq\nGSfX0CYJtVDkPpeTJNdA0buiOY/43qqjwH9v28OOMmCmc11QOc0vIa4DFMv6yJkkeRDeBllX0iD3\nITSpt8vMvChOaV9NUlEnKYNun+dZm4gfVYRNMHscHBwwO88yHZM51BQ9j2VI0kBOEjWhpMji9Dbg\nzGf3U88GIrsG2Ci88Vod2LM3+7g++qEh3Q6AKKjNiyoySUU3J4qiN1pSY+uETNIwMhplgNTlyjb2\nba6fJAtt4mSKTFKIPtXBqiE7SXnEZVLPrTTXrTLoIhQf6d5TTdK4cowS9SZKcR66nVwDlUWtTKPb\nAdwAtnGS6PsZZk1zU+ZonAWdpIH6LWyOTJJwXDwAfrYjk8XMIIEG1VEppSbJjzPVujFQbZXxOakm\ny9UkOTg45MXcjurOXW+xxa+7xn6m2qcgAJ5/Xf+xarFxFjYLb1yGHPkyySSJKCiKUa9tDGaTMZVB\ncaAoeqOdbNxtJOEGgKs51ss39m2uP1CcDzMnM6gBM/PAoQPsWeTp3ZMHYmxeNRLgQ3WSuKEKAGGI\nyPOAtuwkKZQ3GhNyZNHIKetJSoZp1EqVhjVAt7PsYScrU5oiz1pONUmFM0l0MpQbMBo1VOEG05ok\nHWjPVc9VCt3ON9jDLJ+1LzuJw8Ums0wcHBwqQaPFNuAOd5JaKZumbSYpipjU9GaC3K/EZNPxFD59\nXlSRSSq6MYlMUjOmCXnK34GNk0mq1ZiROqrxyg1tAQjqjClt7tRz2bNYOsl+HgZtUK6VqULdbqAm\nqaLMNKlW9mWSlOxYUpSfMkm2c4bUCGUHMC0bp147Un5vq6JJ767NHLGl9LELAUUVCcU8SBrPBofs\nJJgKAaVmXaR3hJwVUkIsunfQ53XzTNDtcmSSRgDnJDk4OGSj0WJGWJf3CErrYyXXJBmhBEWd9QbR\np8KQ4+3zGpOidall9r4RBmFBRJIRr8skDSujUQYmtzB666iERgIpKwNImSTDLMWp57FawpVF9nPZ\nfYuSIDtJZddAUbN0WRK9KqNKBD/o3icIMiRGvbkTYPte+kS3UxYG3XlUZT11PQhqsK5J8jy7OZJL\narwMuh2toWomaROYufL7YyQElFHDEyG+L8KpLame1YiBYEnjHqGTtAnykA4ODpWj0eo3RCZTVPRI\nfSs0dJI2inCDDUj0ADDPJAEowUvi119PdDtuSNK8UI15WdhhI+AFrzCf21Vg4NmSAW7ofMxuZ2It\nhw8Aq8vpWeGyQGPzDOoprM9dG6SkVbWeBMo7EYaIVBqdTI0i0Dtg+17Sd5PVx7IyUn2OkJJZzmr0\nqSLPu0lKnbYog26XqG63Ccxc4RyZOkl0HzWOiPyOqH3TyqDb9QloDFzcviap7DXDApvMMnFwcKgE\njVYsAQ4A47P6Y1VFJhNsBkqEDD+IKYSmm1pZ9T9RVE69TGl0O8WIrzeQ2Cdpo2SS/GC01ED12jRl\nTOvQPI9lk5pj9lmCvKgyk6RS0qrMTA9kakJEftBviIteQdLnqAYkj5OUlJFKyxrK6mJqjaIf2NHt\nQk4nbFisJ7aOGFBSJok7EarIxWbZW2iPMGpOnuCo90Gi1ZXuJGV8nuZGnpqkEWTvnZPk4OCQjUZL\nEiLwgIkp/bEDikwZMG06u5EgKweZGEaCF17wuqKPSklOUhkQmSR+H+rNfkMtT3H40xlCuEEyhG1V\nxU49N26AOgwBCt+PHYwqMklESaO5VFlNkiLKEIaI1J40upok+fM210ujz6WNURwvCT0EPNtiWy9q\nIzjh5ckkReYOgA4DyoObzUmSZdwzkOWAyJkkooWXxUJQVQaTB5iPble0j2AOOCfJwcEhGxTlp1T6\nWJqTVLd3kjbLRkaQa5KMNjVFsjc3yEkqQUFMGIQFz0MbMt2HJCepCmnozQrPY2qTslCBB7t3aNtp\nwMQse8bDyuBR4KBs+pOvUNKA6ug56j2OQoRqoXvScxB1ebZOUlKNUYZCYFDrnxsR4uxjVlH9wLhD\n/swssn+5Mkn838J0O0+q3yqpxma9ILAIMpjQ7SjbqjogZThJmXQ7y01lhJRJ5yQ5ODhkg5rFej5b\ngNMoOkGNLcAmwg1CUWeTbGQEuS+M6aaWpMxkC9qYyjB8szZaU6jNPWuNOOJPfweA5gah260HkHw3\nEBvONlF432fZpOZYnFGqGkGNZ31KNnjqjfjdqTp7oPYhCkNENk6S7bhETyxxomxnS15v1MyybZ0h\nqffZ0EvzqttlKrJlQNSBkhIgjWcT1CQBsWiIyfdJm2e058qKh4hKdJIMlFptn3PRerUC2CSzx8HB\noVIEgcT9j7KdpL4aAQNsNuEGuXbBZFMrS7ih1JqkkraHKOyvl6k3eZYt5M40N/xqLpNkDDmTJAxw\ny+e1+xdZRkluBF0lgjqbB2W/6+PTEs2qYidJrvWIIpZJUrMsSc4QZZRzR9AVJcO07xfU0ScZDsTr\nQZAV5Vcg3k0bJ8nPl0kq2gaC6kA78neP7KiC6xn07ArT7ZQ5RHVqZbWPyMok5aXXjyiQusksEwcH\nh8rQaPNMUpBO9yAVM6MMxCbjjRNk0YNhS4AnKcjlQWk1SUomiSL/go7J/627TJIxSPxC1BLkyFI0\nWsAzLq5idMkIauwZl11/KJwkSNHwijNJEYSaXjcpIDHgCEb5nEO1BipCdkaqz+gl4QYlk2RLt7OZ\nW7nU7aLimQKZ4kznlKmGGx2k3me0n2RlkqDUJAGl1SSpFNEk5FkCgjwZyuJwmSQHBwczkMJdVkRU\nLTZOw2bqZSGDon4ezIUbsigKRiCjqIyapBKFGwJNJgmI6WKNTRLxHQbqTW7shhvnHdp5djm1ciqC\nGqMMHnuierqdfF7uJHWaCXRFX+lHFIX5xjSwdoSD40j6jCdlnqIofrfE5ywySTbrOV2DrmuzDxSd\nv8IBVLNom8hJspYAT4BKqyN6pFBCLHi/PB7wS6tJzuMQ56l1KwHOSXJwcDBDo8UWt6xFNJeTBfgy\nMwAAIABJREFUtNkySdI9MCl6pkxSUeShx+hQ1jMJo0EnyfeAXg+oQypq3yTGzDCgOpp56l2GjUuv\nrO7cEzPMKIsMnIgi6HOSWGPtlcm5weMCRWo7rziN6iSZZJJEM2/JUaFMEq3NNnQ76wa4OWiFAAqv\nfzp1u81C46VnZ/I8jGTCJQlwqucrg6otnr/GSSpEtxu+l7TOQ08ODg7rBnXuJGUtorL8tSnWu4Fn\nC5lyYJLVoftVtEmpMAzWCd1O1AVIDlCtwaOCUsQ3j/LX0xmUSSLZ6zx0u82EiRk2f7od9nNVDrcI\nZkTiWisT8wnHJdQk5ZnfA8/U4FkLR0jKMsp9kmzpdrbjpkyCjVxzmZmkuPMu+6eK7OUoQN/PqsY1\nAWrmmYQWymofIVQGUweY77zOSXJwcFi3oF5JWcpparFxGjYKVcgWvnQPTDbpospOhKhEw6CM7BY5\nQrKTVG+yDY/TlUQfJeckmaPe5BHgHncysfneIRtMzLH501llP1dVkySrVfY6gB9gZSIhk6Q2bS0t\nkxT1jyH1MzxAIdcoEg3Ylm5nA6qdsTJoc2YXZIjvplANN41wA88QFs0kJdLtEK/VRfcOVWVwcAD5\nRDpGRLd7Gq+qDg4OVmi02EJVppMkhBs2mYEsGzEmm7RoSFkwk0SR5rKip0WNTbEhy05Sg82RsCcd\n45wkK9SbTBmwF0IUvW+2hsw2mJhh69LaCvu5yvXE532Iul0gqKHbnBg8Jsm5yTMmETxQKGRZwg2U\nLUqSAIfcSygDUWiflfNzZJKAkoQbJAewTBGb9QAb4QYTdTshCqLUEJWRSfJTapIiIFfwbUTCDc5J\ncnBwMAPVJGWpkNGm6hksaJs2kyRtZCabDhm5hX2kyJySYQK1AN16PCmZJFXC2tUkmaPeYEZDr1sO\nVWmjY2KGGcPkeFfpcNO97nWAZjv53qvzGxFQyxlw8GvSK0jvtwndTqJiys1kfUncIA0iE2ObScox\nF8toKE5OhBossB3/egVlyoyEgGiOJKzdqqNN902IfBRUGfV8RWUw6Zgc56XgxJDxNF9ZHRwcjNFo\nsQW6mdIjiY4DzGxrOmazZZJEPxXPzEnyfbDluISaJNMGtibI0/NEHQ/Qn9kiKXlZgcvznKFvg0aL\nvTMhd5JG1Ghx3WBils2fkGfWqqxDCWrsOr0uMDaVfIxsoBYVpyG5dzoXNalOG5/I5CiZXKJCGTf6\nRo5MkmXdE7tY8UyoSg8uS61tvYDEgEyfh6ehSw/Q7SjzF5aTeZNr4hIRIZfrQWIoQ3aUnuYrq4OD\ngzEaLRaVG5tOP65Wt4jkbtJMkvz9TaStPa+/eDYvys4kBUUzSbQhy05Sq7+XCskjP53pYraoN/sd\n4c32/tii2eaCINypr1LRzA9YFgkAxmf0x6i9ivJmt5ptxUnKeNZkpIbhYNDExoGha9o6SXkaY0co\nUQKcrrvJMtT0DE2dPq3QgSLuU3ZNkk+ZpJRj8qrbjWCPeJqvrA4ODsY45WzgjAuBCy7PPrbRgtEm\nqUa1NgvkTFJgIdxQOEpG9T3rJZPEN96G4iSxk/Njcip/PZ1Ra8SGiMsksXdnYjaeR1X2xhECAQCS\n5L/pGKqPodqMvBH65hh3uAzlzYW6qOQkCbnnoF9ZMg15MzHCWbH4TBlzmL6jnKEGNldNEmD+fXTP\nQKVRCqp3SZkkQXvU/L2QBHgZe6Qd3M7k4OBghtYY8OJXmx3baBvKWeekdKx39NHtDPskyT0+8qLs\nvlNFZVcpmt0Yi39HTpJQ6i2hHuHphkYzlu6Fu38AgEnZSSpYV5EGOWOx7VT9MWTQiYL4DJqyDo12\nTCU0qT8LauyYXg8DmXo5y5SFKKdzR9/dWt2uqJNEQRc6JQWMNsneQvPOtGYoqyaJ3hHV+ShDuCHV\nS0K+Z51LNbE4nubhJwcHh0pAFJGsqE/e4uD1DsGPN4zMebRRFbyuiByX5SSVRLeT69hqdUXO1Rn5\n1iBDhoz1pzvdDgDGp+P5WmUmyec1P/CA7WdojpEV5riYRGss+dgsNNtsfQh7Zs96co69Y501iW4n\n1Z9kUaEIedsJqH13TK9TdA4HSiZJ0Mo2yd5CGUJTJ0Z3P9XnKp5XCOP9KvW6BrS4PJmkYDSZJLey\nOjg4lA9SwsuidSTVrGwGyHUAJpHMsiTAy27MWopwQwS0xvt/32hBfNc8DSuf7iBDKeL/45xMRrer\nN9g9qTKTFJAUsw/Mbk8+RjyPKHZuxjNqOXVojvHMUJedz8t41rM7uKErqdsJJbNaXP+YBVGjYplZ\nsJYAL8lJos/LPlKZ9Zmjhs9FN4wzSbr7qWSM6HkJWmjBAENmf70o4++68+YRBCkO5yQ5ODiUD0ER\n6Zkdv1kUiGT4NbYXGEmAe+VIgJfdMyeomWUEtcPh0ckkJ0mWSHZOkh1cJmkQk7OMhghUu56QsRbU\ngfZk8jGBZNCR4p6ufikLzTa7lqnc+9gke98oSy9nluV6qizQ57PUTFXYGrN0WBkS4PL5EGFTNVn2\nA/ZdTDN7Ohlueq5iDaF62JKaemdlksh5zXNewDlJDg4OmwCUScrivovU/2Z0kji1xaivBUVBCzo3\nZRvMfkGHSwg3KNHPRiuuscjbaPPpjKAmKajBZZIA1ispqLM5W2VmmiS2W+P6d00WLwh5oGBCo4SX\nheYYo4z1Ombvt+exDFfEs1hJ6nYmoLW7aUkTFDUpphEfvgeU0UwWUIQbSqQejxp1rt7YMHweaTVJ\nskCD7HyU0Yohc45FgF9E3c4JNzg4OGx0UJPFXlYmiXjjFdJjRgUypkycJOGMlCDcUKZRQM5LXkUi\nUkxSI+6NNs+cUfPPTWLIDBP1JndCHd0OAG9NwI3iSmuSuLGm65EExHVLsqMynnJ8GppjiBvKGj7r\nOU65Wz7BqIdq41CTbBIFsNQscBY8nxnBxj5SWXQ7JdNQdn3mqHHGhUBnFTjjArPjtVRpRbWQ9h6a\np0UDVln3OwJy0+1cTZKDg8OmQIMoIp304zarcAMQ0yNMNv/SJJzLziQVjN5FIftu7Yn+34tMIzlJ\nm/D5Vw3hJGHzUIqKIAiYI+IH1co+01xNywzJyoPiHdBQ87LQbMXP1zQIMruDi+co64GQBzd4n6Mi\nmaQcjbHLotsJkLrdJnGSmm3gwueb1yTpnjNl2ORMkmj+WgbdTqkN047NEsFoMkluZXVwcCgf1Hi2\n100/Tk39byZQTxKTyBwVuxYtJYoMCrttUFRRKOxxiohS10ANZWl+bMaatKpRb8ZO5tO9TxJhYoYZ\necOoSZrcoj+GsshhKL0DObPlzTFuHHrx9bMwtyMORMhOkvj/Fpkk65okqe+OCeg6pUiAS0Z02e0Q\nNhqIjquCdBPoHRF9kngNV1GnMvN+52Ql0HsXOifJwcFho6PZlrjpBtiMmYSAZ5JMNh1RPFtCTVKZ\nkdOiikJEt2so4hVkwHW5k7QZn3/VqDdjw9LdP4aJOR6gqTiTFEXA/On6Y0iJjJrJ2vS3USEyORZG\n/8Qsmx/1er/zIRquGlyXCvnVAEcWKINuHPEviW4H9AtTbDa6nS3k7GMfiG4n1yTR8yqTbpcwyYRD\nnMdJqkkZr+HBrawODg7lo9Hmhn/GcXm7um8E+DX+n6GTVAZKF26QpIzzIOwxo1I14hstZtCsrbKf\nnZFvD9lJKjN7uJFxwXPZWqKT5i4DjRajEp9ylv4YEfXmmaSgnn+O1/hnKTNjtJ54LJv05MP9xwcp\nBqwKomXlySTZZJ/psDLmcF9ft5KECDYq/n/27j1Yjru88/+ne25nzk23I8myfFEiAikBBiNfADuL\nkwL/dqWY/IgdRwcZLJeXxJsSVQRXZKPddSgIJkjlQoUdb7TBF7k2K9VSZbzrWsXwM1TYJFyMD05Y\nXzAQsI0lH1uypSPrcnTOzPTvj+5vT8+cmTkz090zPTPvV5Usnzmj6e853TPdTz/P9/nWa6Dgl9tV\nzUmSomvcIC1SbtfmOknNLCsSMc5MAKKXHaosEakr4nV9kiRlyu2aOPnbTQSUTYm63M7cvQsxJyld\n4yLLn7N20ttOH5Zbxi2TLV9spAb0QrDa+HJp44fi3cbbLpOWTDTOJJkscqnoBjetZmOq5YbLpZXN\nZkaWrXbfVxXldk1cwBomk9RqVq7l7LNZKy+CYzj4s5oGAYNaimoFMknBoKTWAsPm9xa2m6kUaKBR\n65shSitNdrbZZUUi0odXJgC6rtmLAn8x2T7MJK08X3rzjRZagIeck2SaYERabmfuCrf570ul2ut6\nmEySOeH1Ywv4uAUzSYNaUtQNQ8PSunc0fo4pDSqVJKfY+oKs1XL58mdD00HSOW7Th/m5ynE1y58v\n2uJ701+nrdn1mMy/iyKTFGx77bWajmrNuF5Tt+mOWT8q0PHQ7KtI9kGDxg3+vm5zTpJtSwUySQB6\nXfAudzP6sdzuXVe5f5ph7uBFMSc1yjWH/JbBbQzMtD+udYGYybkn5JLjvnbYi8hBlB0qrzfSj5nY\nXhYsDSqVFs7Ja5UpXzav3Yxl57j/riJIMtmFJv69n0lq8bO5lbWYgoOJoiwu2Kxg0Ndfq1f2WL1+\nlD8fNqKlBBpmkjxtldsxJwlAv/An/C5yNjYf2IN+kRfF3U4/Kxdx4wbTpavl8Xj/plYAlPXW0XJK\n7iESthxpEKWz5TvnZJKSxZQGmXXiMiHXgcsNB0qimtzXS1a4axwFM7mpVho3mLKsVoMk02WuSVF2\noQuuDRT1/MxeU6+krbqhhQlqo5q/1XA/him38xZn72yMRJAEICbZocUvrh3TdnTAP4qsBiUKzTJB\nSZS/S79LVxtnJrPvawVAptOX/5w+XEw4bpmc/EVGB/mOeRIFGzdI4Y/vXDCT1OS+tlPS/7Ot8qK1\nmbv8hlnfqa1MUmv/RFI0N3dM50FJblnZAAdJdiBDVKFq/ajgPKSoAtXFDoAwLcA7XD2ZiCPorrvu\n0sc+9jFJ0gsvvKAtW7bo4x//uGZmZiRJJ0+e1E033dTNIQJoVS7vZQoanZFN6j8RH0XdE8nPH8O6\nIKm0NwE9RJBUqzuWuWg0NfOtLlgJt4TLXBT2y4KZ/cJvXuBlkoZCHt/+kgpq7f09tlwaWRIYVwtZ\nHscJzC9qQauZJHklt1EE+sHfzaBnkvyfvUa5naXy77siiI7o91XvdUK1ADdzpzobJXX9CPrXf/1X\nPfnkk7K8X9rXvvY13Xbbbbr22mv12GOPSZL27t2rW265pZvDBNCqbH7xLkeDvpaF4d/xDHEC8MtW\noswkhZgrZS4QawVA6UxgPZU22gzDyyTZ7ZVEIV6pdGUmKTcS7vVyw4GAOOT7u9mAut05KnUbBjTY\njiN38fGwgo0bHA14kGQWAq963Km6MenvrwjL3hc7btrubtfCcRWRrh9BX/rSl3Trrbf6X584cUIT\nExNauXKlZmZmdPjwYb388su6/PLLuzhKAC0zC4Yu2rKTICmSk7k5d0RxsWHY6fbXpih5WcTh8YXf\ns6zK7mxxLv7Zr4K/v1odBNE9JvgvFd33wNjScK+XG3ZvLESRNaxYS6gBxyk3Bmnp9Vts3ODf3Ikg\n0DeNGxwvOzXI64f56xTWyiQFAqJgZ9WozsPBBho1x9Zu4wap05mkrhYyf/3rX9f73vc+rVmzxn9s\nzZo1eumll/TCCy9o7dq1uvvuu7Vt2zbdcccdsm1bn/70pzU+XuOkCyBZcvnFS7X81H/X79d0VyRz\nkuIotwuxgJ8JjutdIGaHypmQsN2/BhGZpOTyW4B7QdLo8nCvl8uXXzMd8r3SygVqO3f8282KR3Fz\nx6zPV5ij3M7PJNVqAR5ojR5coy+qst16r+OX27XZuEGdzyR1LUg6fvy4/uf//J+6//77dfjwYTne\nL++6667Tzp07NTIyoo997GMaHx/X97//fW3evFmO42j//v364z/+40Vff2pqKu4fIREG5eccVL28\nf5cdmtaq07Mqzc6rVGficm72jOzCvJ798f9VKWwHqB41NTWl1NnTWjczo8zsac0X2zux24U55ecL\neuP1Y3o5ouNm9OgLWnPyTaXmzmi+1NoJNDN7Utn5gn55+KjeLC4cz9pjJ7Tk7JxS8wX97Oe/0OyR\n05GMOWnieg+nz57UhTMzGi4UNP3KtI708GdFr6vex7mTr+u8mRkNz52V5Tj610PTOnW2/f2TPfWG\nzn/zTY0UCnr11df0aoh9ve7YMQ2dOr3o+zk/d1aFkqWftLit7OnjOt98ljmLf2ak5s5oqFDQ4cOv\n6GjIY3jkbEZr50tKHXlF6fk5zZ46rZ9F9L7otXPxipde0srTp1WcK6iUPus/nj97Vo5l6xnv5xl6\n86jWzpzQ8HxBp0+c1L9G8HNe+MYx5U+fWrD/rVJBw/MFzRw7phdb3E7u1Bs678QJpc+cUcGZCT3G\nZnU8SNq/f78OHjyoJ598Um95y1v00Y9+VGfPntWvfvUr/eVf/qVuv/12ffWrX5Ukbd++XXfeead2\n796tTZs2qVQq6eDBg01tZ+PGjXH+GIkwNTU1ED/noOr5/Ttako78RCoVKicPBxVOSSlLF79n40B2\nOPP38ZmT0gv/R7JL0lid39Vizp6RZo9r9ZpztTqq4+bFvPTq/5VOW9J4i+OyClLhtN767o3SuesX\nfv/Ez6SThyWnoLdf9G5pYm00Y06QWN/DZ89IL/yjdOqoLvi1t+iCXv6s6GE19/GxV6VDP5ROvy45\nJf3muy+VVl/Q/kZOzUgvPyGdfl3nXfjrOi/Mvn7pH6XS6cU/Z868odzwSOvH78xR6Vffl+xic59l\npy3p7AlduG69Lgx7DJculk6/LL3wfyUnreySpZG8/3ryXJw64Z5/09nKxiGzx6VMrvzzvH5YOvyk\ndOqosstXRPNzHvqBND+z8JxRmJNOv6GJFSs00ep2jr3mvgesYuvnohA6HiRNTk5qcnKy4rFDhw7p\nM5/5jG6//Xb/sccff1yXXXaZxsfHNTEx4WebVq1a1ekhA2hHLu+WUJyZrf+c6oXtBpVfbhe2cYMT\n7fyUlheGDCgV3X+bH639fTNnrZ0FK1Gex2VZzElKGn+hTkmy678HmmXa6Eexry17kY6jAe2Uq9nt\nlNs5ETVusKW3XSq9+kv3JsJAl9vV60xY1ZAjeO6JqtzOTtWuijOPtVNuZ8YWxZqCLUjk4grFYlEP\nP/yw7r77bknSRz7yEe3YsUO2bWv37t1dHh2ApmTzzXVai2oRu14WSeMGb2HWKJsgBDsftarkrbNS\nb6HYYJA06OtktSOVcuciWTZBUtL4F6GW2/wgbJY8nfEmrkewr5u9yHTabHxQESA2uR1H0d0oWf8u\n6cffkU4eH+ybb34b+qr5pNVd/4K/o6g+h1MxNG7o0r5MxJlp7dq1euihh/yvU6mU7r33Xv/rCy64\nQAcOHOjG0AC0y0zMbzTRMsxEzn4Syc/v/S4zETZBSJm1KdpQKnpBUp0LxOyQewFJ44H2ZXL8/pLI\nDtz1tuzwjUksy+1wF0XWtenPmja725nXd1ppEBHhMZzJSW+5WDp6aLCDJHMDqjpYqW5oYQcySVEt\nH1H3926aC7XZAlwazMVkAfShXL6JLESbCxb2G//nD9G5x4khSAqzNoVTcoOsehd1wUwjmaT2ZLKU\nKyZRKpBJMmuChZX1uoVG0d2umXI7R22WRZn3cgvrJEnRBjRvvURaukoaClnm2MvslNxL/Frd7VJV\nz/NEuU5So46oYY6rzja3S0YmCUAf8susGgRAUaz70Q/MiSrMCcDMSYqyAUaoOUmlckveWrJD5Yt7\ngqT2mLWS+P0liwn+LUVXCpnLu/u6U5kkxwnXArzpjw3vQy/K9d1Gl0r/7ycHe2kBMyepWF1uV3XO\nrZiTFFWQFMhiBT//w8xJ6lJJPp+sAOKRyWnRM2W7J+J+E0UmzTTBiLpxg6T25iQVG9/1zg6VX5+L\n/PaYIInFeJMl2LwgbObHyA2775Ow75XFSqB9TnvZHfOzN3vDx5HcuVsRfwYMj0X7er3Gr9CoVW7X\ngUySuzFVnjtMeX07c5K6c47g6gRAPGxTi7/I2ZIgqTx3IRRzRzbCC+ZU4I54S0NxvExSg7GYIClM\ntmrQZYfKDRyQHP77JsKFknN593XDvr+bea/5JXCduOPvLShORUG0bLMQeOAxU20Q/F1XBPQRnTvq\nLmRrNtU7mSSuTgDEJ5tvXP8+6KuiB4X9PfiZpCjnJLXTzlflk3GjBYLNHAv2f/vSWe/CmUxcovg3\nPaz63R1bNbbcfW/XW3OuWdUXzjWFaKhjfu5mmfMDgX60/JK3QLmdH/xmKp9nRFWF4HfWq3rcCZFJ\nsrqzVAifrADikx1yMwp1tVnS0Y/CZlNMZUOUk/jbLXEwJ+ZGd9HN97g4al9+1P395SK6EEd0Uin3\n/RjVHMG3XiKd/5vSyHi417GaKLcz327nBka7Szp0qZyqb9VcJ8kEpIH9EwyEo7rB5u//OsdZuzfG\nunBDjaMSQHxyeUmOe9Fc665k9cTOQWalFK5zgxeYRFpu12YAWyq6f2eH6z/HXDxG2Whi0Gx4nzRx\nnjS+otsjQTVTcpRr8B5o6fXs8AGS1OTnbcilGVq5mDUZcLKh0bJsN0hfUG6nqkxS4DO+Uea/FX4m\nqUZnvepttvS6aYU7R7axyY5uDcBgMfNO5ufqPIFMki+qcrtIM0ntBklewNYow5H22lcPRXQROYiy\nQ9J5v9HtUaAWkxnJJ6wNtW17C7g2sX5du+//lm74xNACHOUgvaJvgskkVc9J8p4U1fw5v1trrWMg\nRLOmxRapjQFBEoD4nPc2t8759cNSoUagVL369yAL27jBZOWiLF9rO0gquuNp1GHKstzj44IN7W0D\nSDLTRW50abdHUsmyms/ehymLaiVGardED/XZNeaG+UFSusZzFW2QVLOznven3QqFLgTSHJUA4nPh\nBunKa6WRpdKRQwsDpep2pIOslQuLWpwYukS1u2/MnKTRZY2f91vXSh+4vr1tAEmWSrvv57Hl3R5J\npWZuxoTpbid5F8ktREmWOA9ErdYi7fWaZNheaV4q7u52Ycs4ySQB6De/eZn0gT9w6+lnXi8/bjqg\nWZwcJdW+89YSr9wuyouNWncjm2HK7ZJ2Fx3oFHPhGbYbXdT87nONPmvMxWy7d/xbySR5n1vMTY2W\nnarx0W3mrVZlkiwvqImqu12q3pykwNjaet3Oz1sjSAIQv9+8XFq2uvZ8GZuTo6Tmuk41Ysrtor4j\n205mqlR0x5K0C0SgU+y0JEsajqDZQpRMMNJEjNTRsigySdFqWG5XI5MkRbhOUnph+/Hg9ttu3EAm\nCUA/sryLhZprNnBylBRd44ao77a101GoVHLHMuir3mNw2d4iv0Mj3R5JJdP1rJkoKdScpCY/M8zN\nHRYVj5Y/LygQKJmGHdWtvv0gKaI5SSlvIdtSDC3ACZIA9KXhMffi2Q+UCJIqNLXIYwN+44aog6Q2\nxuUU3X8X1UKaQK9JpdzMedJa3FdfONfihC23a7W7HY0bIldvyQ2pRpDkBVSZiJr+mEyS6qyRGLYF\neAcDJY5KAJ2RH3Mv4IveGjpkkirZIcvtFFe5XZuZJMtO3gUi0CkTa90/US3QGRUTjDRzodlu4GK1\nkkky2+I8ECmz72q1AK8+Jk2Th6g6o9q2l0mqDpJqtCBv+XXDzt1tDat3AeiM4TH3Q64w795hJUiq\nFEUmKY47su1kkkol998l7QIR6JR3/470rt9OXkOCZsYT9rM5lS6Xdi26Pa+7HeV20aq577z9Wp3h\nt1Nu1jCqzqipdO3SOPNl2+skefP8TCfXDuCoBNAZw+PuxNDivPt1seA9nrDFFrslisYNcZSstDUn\nqVheLBYYVEk8/q1m7sbXmeDfrOExdzvmM76RuG7uDDo/EKkxJylb1aDBTrm//6huWNrenKTqxg1+\niX2b+Rl7ka55MeCoBNAZw+NuZqFggqR598Nu6TndHVdSRLFOUhxZuZbmF5ixlGp3MgTQXebiebEY\nyXEWtopu1thy965/rQXEa46Jxg2RqxV0msxedYMGEyBFdf5ImTlJtW4ShDhPsZgsgL6VH6tM5xe8\nu4xr1nVlOIljMkn17pKdeF2afqHG3TkjpkxSqo22q6USpXZAEvkXr81kktoMkkaXSdmcNH928eeG\nXbgWtTWak7Qgk+QFSVE1/fE761WX2znuQ2Fay5NJAtCXhscr7xYW590PveXndm9MSeJPSq1jbta9\n6CjUKWGJM5PkNAjeao3DIUgCEsm0AG8YI4UstxtbLmWGyk16GjItwBNYmtjLzLkguJ/rZpK8crso\ngyQ16KLY9lw3giQA/WpouPLDsTDvfuiNLevemJLEMov/1TkBmAVa65WwxBYkLRK8VSt5F0Y52n8D\niVNrkdEFvM+gMOV2tr34ZsymKLWLXs3fqdmvVZmk/Ki7nldUQZIJZmqOK0QHVrNAM93tAPQdy3I/\njI9Nu18X56P9YO515qTizWNeoFRyT27zZ93f4wJxBUnBjkJNXPWYtq+0/waSx38PN7jQNN9KZes/\np5Fc3s0kNXUt6xAkxaFuuZ0lZar26+W/K73n6uiyef46STXK7aT2t2MCbzJJAPpSfszNNDglt/PR\n8Fi3R5Qc/p3XBpmkYOv0ao4TXQvXinGZ12y23M4ESWSSgMQJ3oypy3H/tNt8xbLcCoFScfEL2mZv\nvqA19RaTrbUeUjoj5Uei23ajTFK9sTX1ut4NuwXrL8WHIAlA5wyPu+sxzHkTekeWdnc8SWLK7Wpd\nVJh5PvWybv6aJDEESa3WgZeKkhw3IAaQLNYiN2Ok8gT7MB0qx5a7N1iaaQNOJil6Neckldx9H8fN\ntIpte+epBYFSyCYd9RpCxIgjE0DnDI+5H3RzZ9yvx5Z3dzxJ0ujEYeb5LHZyiSuT1FKQVHLPYaME\nwEDiWM3MSfKeEqYUemy5O6dpsTbgjiPZZJIiV3PumVmTKuYgqd55yFnk+4sx6y+VCJJIoJS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SfjzSMtFtyvUx3K2tk1MklS+AwljRsAYECZTJK521oqSUpQ4GG629XijzUhpYEAFjJ38p06d/TN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\ngwcPasWKFdqzZ8+C73/nO9/Ry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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pf.plot_drawdown_underwater(df['port_avg']);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BwcGG1Wo1tm/fbrsPF673qFGjDMMwjPj4eKNly5ZGXFycsW7dOmPo0KG27WbMmGFs2rSp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\n76wOAAAAAPS3swo1iYmJampq6vvZ7XYrISGh7+fLL79cl19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27t2r7du364033tC8efMU\nEhKilStXas2aNVq2bJlcLpecTqcWLlyouLi4YA8NABBEhBoAAAAApsblZwAAAABMjVADAAAAwNQI\nNQAAAABMjVADAAAAwNQINQAAAABMjVADAAAAwNQINQAAAABMjVADAAAAwNT+P6immai18ahoAAAA\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = (1 + df['port_avg']).cumprod().plot(logy=True);\n", "ax.set_title(\"Cummulative Excess Return, \" + \\\n", " \"\\ntarget vol = \" + str(target_vol) + \", look back = \" + \\\n", " str(look_back) + \" months\");" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tmp = df['port_avg'].reset_index()\n", "tmp['Date'] = pd.to_datetime(tmp['Date'], format='%Y-%m-%d')\n", "tmp = tmp.set_index('Date')\n", "tmp['month'] = tmp.index.month\n", "tmp['year'] = tmp.index.year\n", "tmp = np.round(tmp, 3)\n", "res = tmp.pivot('year', 'month', 'port_avg')\n", "res['total'] = np.sum(res, axis=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iICCAIkWKAPDGG2/Qq1cvBg0alGW/zzzzDEajkSNHjlChQgU2bNhAYGAgZ8+e5fLlywQG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\nMad8WFJORP69bF/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DadCwPiVLlWDP7r25spBxaH8MefI4412hTJZtWr7SmJavNAbgyuWr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ZxG84sKIYQQQgghhBDCxmk2IsPOzg53d8t9iNu1a4eHhwcBAQEsWbIERVG06lYIIYQQQggh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(20,20));\n", "sns.heatmap(res.fillna(0) * 100,\n", " annot=True,\n", " annot_kws={\n", " \"size\": 13},\n", " alpha=1.0,\n", " center=0.0,\n", " cbar=True,\n", " cmap=matplotlib.cm.PiYG,\n", " linewidths=.5,\n", " ax = ax); \n", "ax.set_ylabel('Year');\n", "ax.set_xlabel('Month');\n", "ax.set_title(\"Monthly Returns (%), \" + \\\n", " \"\\ntarget vol = \" + str(target_vol) + \", look back = \" + \\\n", " str(look_back) + \" months\");\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Buy-and-Hold Without Volatility Scaling Strategy (1984 - 2009)\n", "Buy-and-hold with and without volatility scaling strategy as advocated by **Kim, Tse and Wald** in their **Time Series Momentum and Volatility Scaling** (2016) paper.\n", "\n", "The performance with volatility scaling is not shown in this notebook. It can be easily accomodated by adding this two addition line:\n", "* vol_flag = 1\n", "* target_vol = 0.4\n", "\n", "With volatility scaling, the result is:\n", "* Annualized Sharpe Ratio = -0.0882482424146\n", "* Annualized Mean Returns = -0.022460936792\n", "* Annualized Standard Deviations = 0.142189626101\n", "* Max Drawdown = -0.793868253586\n", "* Calmar ratio = -0.0282930280818\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "res = local_csv(\"futures.csv\")\n", "res['Date'] = pd.to_datetime(res['Date'], format='%Y-%m-%d')\n", "res.set_index('Date', inplace=True)\n", "std_index = res.resample('BM').last().index\n", "mth_index = pd.DataFrame(index=std_index)\n", "mth_index_vol = pd.DataFrame(index=std_index)\n", "summary_stats = pd.DataFrame(index=['Asset', 'Start', 'Mean', 'Std', 'Skew', 'Kurt', 'Sharpe Ratio'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for oo in res.columns:\n", " returns = res[oo]\n", " returns.dropna(inplace=True)\n", " \n", " first_date = returns.index[0].strftime(\"%Y-%m-%d\") # store this to show when data series starts\n", " \n", " ret_index = (1 + returns).cumprod()\n", " ret_index[0] = 1\n", " \n", " # equation (1) ex ante vol estimate\n", " day_vol = returns.ewm(ignore_na=False,\n", " adjust=True,\n", " com=60, \n", " min_periods=0).std(bias=False)\n", " vol = day_vol * np.sqrt(261) # annualise\n", " \n", " ret_index = pd.concat([ret_index, vol], axis=1)\n", " ret_index.columns = [oo, 'vol']\n", " \n", " # convert to monthly\n", " ret_m_index = ret_index.resample('BM').last().ffill()\n", " ret_m_index.ix[0][oo] = 1\n", "\n", " mth_index = pd.concat([mth_index, ret_m_index[oo]], axis=1)\n", " tmp = ret_m_index['vol']\n", " tmp.name = oo + \"_Vol\"\n", " mth_index_vol = pd.concat([mth_index_vol, tmp], axis=1)\n", "\n", " tmp_mean = ret_index[oo].pct_change().mean()*252\n", " tmp_std = ret_index[oo].pct_change().std()*np.sqrt(252)\n", " tmp_skew = ret_index[oo].pct_change().skew()\n", " tmp_kurt = ret_index[oo].pct_change().kurt()\n", " sr = tmp_mean / tmp_std\n", "\n", " dict = {'Asset': oo,\n", " 'Start': first_date,\n", " 'Mean': np.round(tmp_mean,4),\n", " 'Std': np.round(tmp_std,4),\n", " 'Skew': np.round(tmp_skew,4),\n", " 'Kurt': np.round(tmp_kurt,4),\n", " 'Sharpe Ratio': np.round(sr,4),\n", " }\n", " summary_stats[oo] = pd.Series(dict) " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "summary_stats = summary_stats.transpose()\n", "futures_list = local_csv(\"futures_list.csv\")\n", "all = summary_stats.reset_index().merge(futures_list)\n", "all.sort_values(by=[\"ASSET_CLASS\", \"FUTURES\"], inplace=True)\n", "del all['Asset'], all['index']\n", "pnl = pd.DataFrame(index=std_index)\n", "leverage = pd.DataFrame(index=std_index)\n", "strategy_cumm_rtns = pd.DataFrame(index=std_index)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "vol_flag = 0 # change to flag to 1 to volatility scale the strategy\n", "#target_vol = 0.4" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for oo in mth_index:\n", " df = pd.concat([mth_index[oo], mth_index_vol[oo+\"_Vol\"]], axis=1)\n", " df['returns'] = df[oo].pct_change(look_back)\n", " \n", " df['pnl'] = 0.\n", " df['leverage'] = 0.\n", " try:\n", " for k, v in enumerate(df['returns']):\n", " if k <= look_back:\n", " # skip the first 12 observations\n", " continue\n", " if vol_flag == 1:\n", " df['pnl'].iloc[k] = (df[oo].iloc[k] / df[oo].iloc[k - 1] - 1) * \\\n", " target_vol / df[oo+'_Vol'].iloc[k - 1]\n", " df['leverage'].iloc[k] = target_vol / df[oo+'_Vol'].iloc[k - 1]\n", " else:\n", " df['pnl'].iloc[k] = (df[oo].iloc[k] / df[oo].iloc[k - 1] - 1) \n", " df['leverage'].iloc[k] = 1.\n", " except:\n", " pass \n", " # convert to cummulative index\n", " pnl = pd.concat([pnl, df['pnl']], axis=1)\n", " leverage = pd.concat([leverage, df['leverage']], axis=1)\n", " \n", " ret_index = (1 + df['pnl'][13:]).cumprod()\n", " ret_index[0] = 1\n", " strategy_cumm_rtns = pd.concat([strategy_cumm_rtns, ret_index], axis=1) " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pnl.columns = res.columns\n", "leverage.columns = leverage.columns\n", "strategy_cumm_rtns.columns = res.columns\n", "df = pnl\n", "df['port_avg'] = df.mean(skipna = 1, axis=1)\n", "\n", "temp = df['port_avg'].copy()\n", "temp.name = \"Buy_Hold No Vol\"\n", "temp.index = temp.index.tz_localize(pytz.utc).tz_convert(eastern)\n", "Strategy.index = Strategy.index.tz_localize(pytz.utc).tz_convert(eastern)\n", "Strategy = pd.concat([Strategy, temp], axis=1)\n", "\n", "dataport_index = (1 + df['port_avg']).cumprod()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Annualized Sharpe Ratio = 0.196406771186\n", "Annualized Mean Returns = 0.0115582210137\n", "Annualized Standard Deviations = 0.0718082068149\n" ] } ], "source": [ "print \"Annualized Sharpe Ratio = \", pf.empyrical.sharpe_ratio(df['port_avg'], period='monthly')\n", "print \"Annualized Mean Returns = \", pf.empyrical.annual_return(df['port_avg'], period='monthly')\n", "print \"Annualized Standard Deviations = \", pf.empyrical.annual_volatility(df['port_avg'], period='monthly')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max Drawdown = -0.320576124342\n", "Calmar ratio = 0.0360545285069\n" ] } ], "source": [ "print \"Max Drawdown = \", pf.empyrical.max_drawdown(df['port_avg'])\n", "print \"Calmar ratio = \", pf.empyrical.calmar_ratio(df['port_avg'], period='monthly')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Entire data start date: 1984-01-30\n", "Entire data end date: 2009-12-30\n", "\n", "\n", "Backtest Months: 14\n" ] }, { "data": { "text/html": [ "
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Performance statisticsBacktest
annual_return0.27
annual_volatility0.33
sharpe_ratio0.90
calmar_ratio0.85
stability_of_timeseries0.40
max_drawdown-0.32
omega_ratio1.17
sortino_ratio1.25
skew-0.96
kurtosis6.51
tail_ratio1.09
common_sense_ratio1.39
information_ratio0.16
alpha1.04
beta-0.36
\n", "
" ], "text/plain": [ "Performance statistics Backtest\n", "annual_return 0.27\n", "annual_volatility 0.33\n", "sharpe_ratio 0.90\n", "calmar_ratio 0.85\n", "stability_of_timeseries 0.40\n", "max_drawdown -0.32\n", "omega_ratio 1.17\n", "sortino_ratio 1.25\n", "skew -0.96\n", "kurtosis 6.51\n", "tail_ratio 1.09\n", "common_sense_ratio 1.39\n", "information_ratio 0.16\n", "alpha 1.04\n", "beta -0.36" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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Worst Drawdown Periodsnet drawdown in %peak datevalley daterecovery dateduration
032.062008-06-292009-02-26NaTNaN
13.942006-04-272006-09-282006-11-29154
23.932003-02-272003-03-302003-05-2966
33.832008-02-282008-03-302008-06-2987
42.632006-11-292007-01-302007-04-29108
\n", "
" ], "text/plain": [ "Worst Drawdown Periods net drawdown in % peak date valley date recovery date \\\n", "0 32.06 2008-06-29 2009-02-26 NaT \n", "1 3.94 2006-04-27 2006-09-28 2006-11-29 \n", "2 3.93 2003-02-27 2003-03-30 2003-05-29 \n", "3 3.83 2008-02-28 2008-03-30 2008-06-29 \n", "4 2.63 2006-11-29 2007-01-30 2007-04-29 \n", "\n", "Worst Drawdown Periods duration \n", "0 NaN \n", "1 154 \n", "2 66 \n", "3 87 \n", "4 108 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "[-0.049 -0.049]\n" ] }, { "data": { "image/png": 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rsyAIgl1QNTzM8XtTNcc2U8W9qqi7MagiIiIiIjtl2raLVNSL9I8Uj/Oq8pBb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\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OycvLS6tXr9a0adO0c+dO1a9fX1WrVi2O+gAAAADArpm6UcWECRP0xhtv6IUXXtCMGTP0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nhBe/fuVVhYmLZu3arIyEgnVwwAAAAATp6putmcOXNu+/ORI0dKkvLnz6+PPvroXpYEAAAAAHdl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/BSM1eaN61GTo6Gw8eu4aE2vJF8hL8XAEdirqFuaFw85jfurVu7UaJk/sdhkxer4uZRhZwc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\n+aWrAAAAldnevXt14sQJRUZGavbs2XxcAihj5TJUdejQQQ8//LDS0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Stress Eventsmeanminmax
Dotcom0.47%-1.82%2.90%
Lehmann-5.52%-7.75%-3.30%
9/11-5.01%-5.01%-5.01%
US Housing2.76%2.76%2.76%
Aug07-1.99%-1.99%-1.99%
Mar08-3.83%-3.83%-3.83%
Sept08-7.75%-7.75%-7.75%
2009Q1-3.00%-3.23%-2.76%
2009Q24.62%2.90%7.41%
Low Volatility Bull Market0.41%-2.65%4.00%
GFC Crash-1.13%-13.77%5.88%
Recovery2.34%-0.88%7.41%
\n", "
" ], "text/plain": [ "Stress Events mean min max\n", "Dotcom 0.47% -1.82% 2.90%\n", "Lehmann -5.52% -7.75% -3.30%\n", "9/11 -5.01% -5.01% -5.01%\n", "US Housing 2.76% 2.76% 2.76%\n", "Aug07 -1.99% -1.99% -1.99%\n", "Mar08 -3.83% -3.83% -3.83%\n", "Sept08 -7.75% -7.75% -7.75%\n", "2009Q1 -3.00% -3.23% -2.76%\n", "2009Q2 4.62% 2.90% 7.41%\n", "Low Volatility Bull Market 0.41% -2.65% 4.00%\n", "GFC Crash -1.13% -13.77% 5.88%\n", "Recovery 2.34% -0.88% 7.41%" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "KeyError", "evalue": "'Dotcom'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0meastern\u001b[0m \u001b[1;33m=\u001b[0m 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175\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mpositions\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pyfolio/plotting.pyc\u001b[0m in \u001b[0;36mcall_w_context\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 50\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mset_context\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 51\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mcontext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 53\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pyfolio/tears.pyc\u001b[0m in \u001b[0;36mcreate_interesting_times_tear_sheet\u001b[1;34m(returns, benchmark_rets, legend_loc, return_fig)\u001b[0m\n\u001b[0;32m 695\u001b[0m empyrical.cum_returns(rets_period).plot(\n\u001b[0;32m 696\u001b[0m ax=ax, color='forestgreen', label='algo', alpha=0.7, lw=2)\n\u001b[1;32m--> 697\u001b[1;33m empyrical.cum_returns(bmark_interesting[name]).plot(\n\u001b[0m\u001b[0;32m 698\u001b[0m ax=ax, color='gray', label='SPY', alpha=0.6)\n\u001b[0;32m 699\u001b[0m ax.legend(['algo',\n", "\u001b[1;31mKeyError\u001b[0m: 'Dotcom'" ] }, { "data": { "image/png": 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f0TSO/T9X/8PerL3YOtgyyncUT4U9hZXq9um39qK1fubWftasT1zP2bqzzOw/\nEwcrhxY/x4NqybHnleVRmVmJt7s30yOmm2zfmeY+TIyaHgkJCaFv377ExMSwfPlylixZQlxcHD//\n/DMAS5cuZcGCBcyaNYtJkybh7+9PamoqkydPZsuWLXz66adMnjyZkpISXn75ZeLi4pg1axalpaVM\nnTrVqEF62HswpfcUAL5J/UbUbrdTkiQRdyaOL49/iV6v5+GeD/PMkGfadcJuTcHewQR5BlFZW8lP\n6e2/dLbxBuQg30Emm7DvxuhaqAULFtzydVBQkOF1WFgYsbGxt2wfMGAAP/zwQ5PH2rRpk7Fh3GJs\n97EcyTpCdkk2P6b/yBP9nmiR4wqmoU5Xxw9ZP5Ar5aJUKHly4JNEBETIHZZZa3zg5t0D73Lg8gEi\nu0Widri3KUpzI0kSR7Mbkra51WbfzGyfiGyKhdKC2SGzUSgU7L20V9RutyPlteWsObyGs9qzWFtY\n89Lwl0TCbiFdXLowvMtwdHod28/c23MS5ujKjSsUlhfibONMkGfQ3XcwUe0qaUND7faYgDHo9Xq+\nOvFVh6xBbW8KygtYcXAFFzUXcbR05I3Rb7TrexZyeKzPY1iprDiec5wLmgtyh9MqDKutdx5q1i15\nzTfyZjzW5zGcbZy5UnyFQ1cOyR2O8ADyyvJYeWglBeUF+Dn7MTtwNp1dOssdVrvjauvKhJ4TgPb5\nwE29vp7knGTAPB+ouVm7TNp2VnbEDIgBYMeZHWirtDJHJBijpLqEtYfX3tL0ycnKSe6w2q0JPSbg\nbOPM1RtXDTfs2ouz+Wcprymnk2MnOjub94d+u0zaAKE+oQR7Bzf03T4t+m6bm6q6KtYlrDMsvPvi\nsBexsbSRO6x2zdrCmql9G6q3dpzZQa2uVuaIWk7jOpDDugwz+9YG7TZpNy4pZaWy4lj2MU7nnb77\nToJJqNfXs+HoBrK0WXg6eDJvxDyzLc8yN8O7DMfP2Y8bVTfYd3Gf3OG0iOq6asOj+kP8zL+9QbtN\n2tBQu/1on4anI78++bWo3TYDkiTxRcoXpBek42TjxKvhr5rlo8bmSqlQGnpu/+vCvyitLpU5ogd3\n/Ppx6nR19PDogYe9x913MHHtOmkDRAVG4efsR1FlET+kN10nLpiObWnbSMpKwtrCmnkj5pld28z2\noLe6N8HewdTU17Dz3E65w3lgN1eNtAftPmmrlKqGvtsKBfsu7hO12yZs78W97L24F5VSxQvDXsDf\nxV/ukDofzSTEAAAgAElEQVSsaf2noVQo+fXqr+SUmG8vF22VlvTCdFRKlVl29GtKu0/aAAFuAYzp\nNga9JGq3TVVSVhLfnf4OgKdCn6KPuo/MEXVsnRw7EREQgSRJbEvbJnc4RkvOSUaSJIK9g7G3spc7\nnBbRIZI2wGO9f6vdPnjloNzhCDc5V3COTSkNrQym9Z/Wbv6MNXeTe0/GxtKGtPw00vLT5A7HKO1t\nagQ6UNK2s7JjxoCGvtuidtt0XNNeY8ORDej0OqK6RzGhxwS5QxL+j6O1I5OCJgEND9zo9DqZI7o/\nuaW5XNNew9bStl09QdthkjbAIJ9BBHcKprqumm9PidptuWkqNKxLWEd1fTWD/QYbqhYE0xEZGIm7\nnTu5pbn8J/M/codzXxofEAr1DW1XXSA7VNJWKBQ8OeBJrC2sOZZzjFPXT8kdUodVVlPGmsNrKK0u\nJcgziKdCnzL7hx7aIyuVFdP6TQNg59mdVNdVyxzRvZEkyZC0zbmjX1M6VNIGcLdzNyyzJPpuy6Om\nvoaPEj4y9BN5cdiLWKos5Q5LuINQ31C6uXWjrKaMf134l9zh3JNLRZcoqizC1da13S0/1+GSNsDY\nwLF0duncULt9TtRut6V6fT2fJn3KlRtXcLdz55URr2BraSt3WEIzFAoFfwz+IwD7Lu2jqLJI5oju\nrvGx9aGdh7a7v+A6ZNJWKVWGvtv7Lu0jS5sld0gdgiRJ/PPEPzmddxp7K3vmh8/HxdZF7rCEe9DN\nrRthfmHU6eqIOxMndzjNqtfXcyznGNC+qkYadcikDRDgGkBkt0j0kp5/nvwnekkvd0jt3vdnvych\nMwErlRXzRszD29Fb7pCE+/BE3yewUFlwNOsoV25ckTucO0rLT6OythJfZ1/8nP3kDqfFddikDQ19\nt11sXUTf7TZw4PIBdp/fjVKh5Nkhz9LNrZvcIQn3ycPeg7GBYwHT7rndWJs9vPNwmSNpHR06adta\n2ora7TaQkpPCltQtAMwOmU1wp2CZIxKMNbHnRBysHbioucjx3ONyh3ObytpKUvNSUSgUDPYbLHc4\nraJDJ22AkE4hDOg0gOq6amJPxd59B+G+XNBc4PNjnyNJElP6TGFk15FyhyQ8ADsrO0P11fYz26nX\n18sc0a2O5x6nXldPT4+euNm5yR1Oq+jwSbux77a1hTUpOSmidrsF5Zbmsj5xPfW6esZ0G8MjQY/I\nHZLQAkZ3HY23ozeF5YUcuHxA7nBuYVjsoJ3VZt/M6KS9YsUKYmJimDFjBqdP37rAQEJCAtOnTycm\nJoYNGzY0uU9aWkMvg4ULFzJ58mTmzJnDnDlzOHSo7eeW3e3cmdJnCgBfp4q+2y2huLKYtYfXUlVX\nRYhPCDMGzGh3pVcdlUqpYnq/6QD8mP4j5bXlMkfUoLiymAuaC1ioLBjkM0jucFqNhTE7JScnk5mZ\nSWxsLBkZGSxevJjY2N+mFpYtW8amTZtQq9XMmjWLCRMmUFxcfMd9XnvtNSIiIlpmREZ6qNtDJF5L\nJEubxa5zu5jef7qs8ZizitoK1h5ey42qG3R3785fBv/FrFe/Fm7X37s/vdS9SC9I58f0H4kJjpE7\nJJKzGzr6DfAegJ2VndzhtBqjfpMSExOJiooCIDAwkNLSUioqKgDIysrCxcUFLy8vFAoFERERJCYm\nNruPKbi5dvvnSz9zTXtN7pDMUq2ulo+PfMz1suv4OPnw0vCX2lXfB6GBQqEgul80CoWCA5cPkFeW\nJ3dIJGYlAg3rQLZnRiVtjUaDm9tvk/yurq5oNJomt7m5uVFYWNjk9xv32bx5M3PnzuWvf/0rWq18\nFRwBrgE8FPhQQ+32CVG7fb/0kp7Pkz/nouYiLrYuvDLilXbTw1i4XWeXzozwH4Fer2f7me2yxpJd\nkk1OSQ72Vvb08+onayytzajpkd9rrl7zTtv0+oaEOGXKFFxcXOjVqxcbN27ko48+4u23377rOVNS\nUpp8/aD8df7oKnWcLDnJ53s/J9QjtMWO3ZJacswtQZIk9uXu43jRcWxUNkR5RXHl3BWu0PIPYZja\n2NuKKY47oC6AfWX7OHjuID41PnRx6NIq57nb2A9eP4i2REtXt66knkhtlRhMhVFJW61WG66SAQoK\nCvD09DRsKywsNGzLz89HrVZjaWnZ5D7+/r8tKTV27Fjeeeede4ohNLQhmaakpBhetxQbPxs2HNnA\n6ZrTTO8zHVdb1xY9/oNqjTE/qJ/Sf+Jy/WU83Dx4NfzVVmvSY4pjbwumPO5Sl1J2nd1Fmi6NxwY9\n1uI3nO82dkmS+HbPt7g4uxAdHk0Pjx4ten45NPchZdT0SHh4OPHx8QCcOXMGLy8v7OwaJv59fX2p\nqKggNzeX+vp6Dh48yMiRI++4z7x58zh//jzQcIOzZ0/5O3KF+Pxf7Xa9qN2+F/+5+h++P/s9CoWC\nv4T9pd11VROaN777eJxtnLmmvWYouWtLFzQXuFF1A3c7d7q7d2/z87c1o660Q0JC6Nu3LzExMahU\nKpYsWUJcXByOjo5ERUWxdOlSFixYAMCkSZPw9/fH39//tn0AZs6cycKFC7G3t8fe3p7ly5e33Oge\nwJMDniS9MJ3jOcdJvZ7KgE4D5A7JJJ26fop/nvgnADMGzCDU1zSvBoXWY21hzdS+U/lHyj+IOxPH\nIJ9BWFtYt9n523NHv6YYPafdmJQbBQUFGV6HhYXdUgJ4p30Ahg4dyo4dO4wNo9W42bkxpc8Utp7a\nyjep39DLs1eb/kc0B5eLL/NJ0ifoJT0TgyYS2S1S7pAEmYzoMoL9GfvJ0max79I+JvWa1CbnrdXV\nkpLTMJXQHjv6NUUUzzZjbOBY/F39Ka4sZte5XXKHY1LyyvL4MOFD6nR1jPAfwWN9HpM7JEFGCoXC\nsFzcngt7KKkuaZPzns47TVVdFV1cuuDj5NMm55SbSNrNUCqUzBo4S9Ru/462Ssvaw2upqK2gv3d/\nQ3270LH18uzFgE4DqKmv4fuz37fJOQ1LirXz2uybiaR9F11duzI2cKyo3f4/VXVVrEtYR1FlEQGu\nATw75FkslC1SOSq0A9P6TUOpVHI48zDZJdmteq7y2nJO5Z1q6Ojn2z47+jVFJO17MKX3FFxtXbl6\n46rJNchpS3W6OjYc3UB2STZqBzUvj3hZzPMLt/B29GZMwBgkSWLr6a2t2nM7JScFnV5HL89eHWoF\nJJG074GNpQ1PDnwSgO/PfE9xZbHMEbU9SZL4IuUL0gvScbJx4tXwV3G0dpQ7LMEETeo1CVtLW84V\nnCMtP63VztMRp0ZAJO17NrDTQAb6DKS6vppvT38rdzht7ru070jOTsbGwoZXRryCh72H3CEJJsrR\n2pFHejW04f3u9Hfo9LoWP4emQsNFzUUsVZYM6tR+O/o1RSTt+zAjuKHv9vGc45y8flLucNpM/MV4\n9l3ch0qp4vlhz9PFpXUeVRbaj4e6PYSHvQfXy67z69VfW/z4SdlJQMPFlI2lTYsf35SJpH0f3Ozc\nmNp3KgDfnPymQ/TdPpp1lG2ntwHwdOjT9FH3kTkiwRxYqix5ot8TAOw6t4uquqoWO7YkSYZ1INvz\nYgd3IpL2fYrsFom/qz83qm60WVmTXM4WnOWLlC8AmN5/OkM6D5E5IsGchPqEEugeSFlNGbvP726x\n42aVZHG97DoO1g708ep4FxEiad8npUJpqEven7GfTG2m3CG1imvaa2w4sgGdXsf4HuMZ32O83CEJ\nZubmB25+zvgZTYXmLnvcm8YbkIN9B3fIclORtI3g7+LP2MCxSJLULmu3CysKWZewjpr6GoZ0HsK0\nftPkDkkwU93cujHYbzD1unp2nHnwdhV6Sd9hq0YaiaRtpMf6PIarrSuZNzLbVe12WU0Zaw6vobS6\nlN7q3jwV+pR42lF4II/3fRwLlQXJ2clcLr78QMc6X3iekuoSPB08CXANaKEIzYtI2kaytrA21G7H\nnYlrF7XbNfU1fJjwIYXlhXR26czzQ5/vkH9+Ci3Lw96DqMCGpQYf9IEbQ0c/v47R0a8pImk/gIGd\nBjLIdxA19TVm33e7Xl/PJ0c/4eqNq3jYe/DKiFewtbSVOyyhnZgYNBFHa0cyijJIyTVuBZ6a+hqO\n5xwHOk5Hv6aIpP2AYoJjsLGw4UTuCbOt3W6cm0/LT8PB2oFXRryCs42z3GEJ7YitpS2P9n4UgO1p\n26nT1d33MU7lnaK6vpoA1wC8Hb1bOkSzIZL2A3K1deWxvg1tSb85+Q3VddUyR3T/vj/7PQmZCVip\nrHh5+Msd+hdCaD2juo6ik2MnNBUafrn8y33vb5ga6dJxr7JBJO0WEdktkq6uXblRdYOd53bKHc59\nOZBxgN3nd6NUKHl26LN0c+smd0hCO6VSqpjefzrQsKZoWU3ZPe9bVlNGWn4aSoWyQ3X0a4pI2i3g\n97XbV29clTuke5KSk8KWU1sAmDNoDsHewTJHJLR3/bz60Vvdm6q6Kn5M//Ge9zuWcwy9Xk8fdR+c\nbJxaMULTJ5J2C+ni0oWo7lGG+eHWaJLTks4XnufzY58jSRKP9XmMcP9wuUMSOoDGB24UCgUHrxwk\nryzvnvbr6LXZNxNJuwVN6T0FNzs3rmmvmXTtdnZJNh8f+Zh6XT1juo1hYtBEuUMSOhA/Zz/C/cPR\n6/VsS9t21/dra7RkFGVgbWHNwE4D2yBC0yaSdguytrBm5oCZQMPNPVOs3S6uLGZdwjqq6qoY5DuI\nGQNmdNh6V0E+j/V5DGsLa1Kvp5JemN7se89ozwAQ4hMiFt3gAZL2ihUriImJYcaMGZw+ffqWbQkJ\nCUyfPp2YmBg2bNjQ7D55eXnMnj2bWbNm8eqrr1JXd/+lQKYkuFOwoXb7m9Rv5A7nFuW15aw9vBZt\nlZYeHj34c9ifUSrE57bQ9pxtnHm458NA8w/cSJJkSNoduTb7Zkb9xiYnJ5OZmUlsbCzvvvsuy5Yt\nu2X7smXLWL9+PVu2bOHw4cNkZGTccZ9169Yxe/ZsNm/eTJcuXdi+ffuDj0pmjbXbqddTOZF7Qu5w\nAKjV1bI+cT3Xy67j4+TDi8NexEplJXdYQgc2rvs4XGxdyNJmkXAtocn3XNVepbimGEdrR3p79m7j\nCE2TUUk7MTGRqKiGx1IDAwMpLS2loqICgKysLFxcXPDy8kKhUBAREUFiYmKT+5SXl5OUlERkZCQA\nkZGRJCQ0/cMzJ662rr/13U6Vv3ZbL+n5LPkzMooycLV15ZURr2BvZS9rTIJgbWHN430fBxpaQTTV\nn77xBuSQzkNQKVVtGp+pMippazQa3NzcDF+7urqi0Wia3Obm5kZhYWGT39doNFRXV2NpaQmAu7s7\nhYWFRg3E1IzpNoaurl3RVmn5/px8fbclSeKbk99wMvcktpa2zA+fj5ud2913FIQ2MKzzMPxd/Smp\nLmHvpb23bNPpdSRlNaxQI6ZGftMiE5rNNYBpbq7qfo5jbhprt5UKJb9k/MKVG1dkieOn8z9x6Moh\nLFQWvDz8ZXycfGSJQxCaolAomN6v4YGbPef3oK3SGradKzxHWU0ZbtZudHXpKlOEpseoFm5qtdpw\nZQ1QUFCAp6enYdvNV8v5+fmo1WosLS1v20etVmNnZ0dtbS1WVlaG996LlJSUJl+bmu6W3UkqTOJv\n8X9jTvc5LXbj717GnFqcyr+y/4UCBVP9p1KaWUpKpun+W90rU/55t6b2PG61pOZC8QU+2vsRE/0a\nSlB/vPYj2hIto7xGcfz4cZkjNB1GJe3w8HDWr19PdHQ0Z86cwcvLCzs7OwB8fX2pqKggNzcXtVrN\nwYMHWb16NcXFxbfs05iwhw8fTnx8PJMnTyY+Pp5Ro0bdUwyhoaFAw3/kxtemqF99P5b8vITiymK0\nLlrGdR/3wMe8lzGfun6Ko9eO4uLswsyBMxnTbcwDn9cUmPrPu7W093H7Bfmx5OclZOmzUAeqUTuo\n+SLnC1ycXejr0rddj70pzX1AG5W0Q0JC6Nu3LzExMahUKpYsWUJcXByOjo5ERUWxdOlSFixYAMCk\nSZPw9/fH39//tn0AXn75Zd544w2+/fZbfHx8mDp1qjEhmazG2u2PEj9i59mdDPIZhLude6ue83Lx\nZT5J+gS9pOeRXo+0m4QttF9eDl5Edotk/6X9bE3bSniXcGrqawh0D8TF2kXu8EyK0R3uG5Nyo6Cg\nIMPrsLAwYmNv7y/9+30APD092bRpk7FhmIXgTsGE+oaSkpPCN6nf8NKwl1rtgZa8sjw+TPiQOl0d\n4V3DmdJ7SqucRxBa2qRek0i8lkh6QTr5ZfnA/92AvCFzYCZGPFnRRhprt09dP8WJ661Tu62t0rL2\n8FoqaisI9g5m9sDZ4mlHwWw4WDkwqdckAG5U3UCpVBLmGyZzVKZHJO024mLrYqhJ3ZK6haq6qhY9\nfmVtJesS1lFUWUSAWwDPDHlG1LUKZieyWySeDg1FDf28+uFo7ShzRKZHJO02FNEtggC3gIba7bMt\nV7tdp6tjw9ENZJdk4+XoxcvDXxY9GgSzZKG0YG7IXPyc/ZjYUzQya4pI2m1IqVAye2BD7faBywda\npHZbkiQ2pWzifOF5nGycmD9ivrg6EcxakGcQS8cuJdA9UO5QTJJI2m2ss0tnxnUf1yJ9tyVJYuvp\nrRzLPoaNhQ2vjHgFD3uPFoxWEARTI5K2DCb3noy7nTtZ2iz2Z+w3+jh7L+3l50s/o1KqeHH4i3Rx\n6dKCUQqCYIpE0paBtYU1Tw58EoCdZ3eiqdDcZY/bJV5LZNvphgbyT4c+TS/PXi0aoyAIpkkkbZkE\newcT5htGra6WLalb7qvvypWyK/zj+D8AiA6OZkjnIa0UpSAIpkYkbRn9MfiP2FjacCrvFMdz7623\nQqY2k7jMOPR6PeN7jG+Rx+IFQTAfImnL6H5rtwvKC1h3eB21+lqGdh7KtH7T2iJMQRBMiEjaMhsT\nMIYAtwBKqkuard0uqyljbcJaymrK6OrQlT+F/kk87SgIHZBI2jJTKBTMCZnTbO12TX0NHyZ8SGF5\nIZ1dOvO4/+NYKI1uGyMIghkTSdsE+Dn7Ma5H07Xb9fp6Pjn6CVdvXMXD3oNXRrwi1nYUhA5MJG0T\nMbnXb7XbP2f8DDQ8PPPV8a9Iy0/DwdqB+eHzcbZxljlSQRDkJJK2ibC2sGbmwJkA7Dq7C02Fhriz\ncSReS8RKZcW84fPwcvCSOUpBEOQmJkZNSH/v/oT5hXEs+xir/7MaTYUGpULJc0OfI8AtQO7wBEEw\nAeJK28T8sf8fsbW0NTwlOWfQHPp795c5KkEQTIVI2ibGxdaFJwc8iY2lDdP6TyPcP1zukARBMCFi\nesQEDesyjCGdh7TYyu2CILQfIiuYKJGwBUFoisgMgiAIZkQkbUEQBDNi1Jx2fX09b775Jrm5uahU\nKlasWIGfn98t79m1axdfffUVKpWK6dOnM23atDvuN3v2bKqrq7GxsUGhUPDmm2/Sp0+fFhmgIAhC\ne2JU0v7xxx9xdnbmgw8+4PDhw6xevZo1a9YYtldVVbFhwwa2b9+OhYUF06ZNY/z48fzyyy933G/l\nypUEBoo14QRBEJpj1PRIYmIiUVFRAIwYMYLjx2/tBZ2amkpwcDD29vZYW1szaNAgUlJSbtvvxIkT\nhn3uZxEAQRCEjsqoK22NRoObmxvQ0KVOqVRSX1+PhYXFbdsB3NzcKCwsvG0/hUJBfX09AB9++CHF\nxcUEBgayePFirKxEUyRBEITfu2vS/u6779i2bZuhd7MkSZw6deqW9+j1+maPcaer6Mbvz507l6Cg\nIDp37sw777zD119/zVNPPdXsMVNSUpp83VF0xDE36qhj76jjho499t+7a9KePn0606dPv+V7Cxcu\nRKPREBQUZLhSbrzKBlCr1RQWFhq+zs/PJyQkBLVafct+kiRhYWFhmDIBiIyMZM+ePc3GFBoaem+j\nEwRBaGeMmtMODw83JNZffvmFoUOH3rJ9wIABpKWlUV5eTkVFBSdOnCA0NPSO+82ePRuNpqHXxrFj\nx+jRo4fRAxIEQWjPFJIRdwD1ej2LFy8mMzMTa2trVq5ciZeXFxs3bmTo0KEMGDCAvXv38vnnn6NU\nKpk9ezaPPPLIHffbs2cPn376KQ4ODqjVapYvX461tXVrjFcQBMGsGZW0BUEQBHmIJyIFQRDMiEja\ngiAIZkQkbRMnZq8EQbiZWSRtne631ck7QhI7dOgQy5Yt4/z581RWVsodTpvbs2cPZ8+epa6uTu5Q\n2lRtbS3QMf6P/155ebncIZgNk74RWVVVxQcffIBSqaRHjx5ER0fLHVKrW79+PSkpKYwcOZK8vDyc\nnZ156aWX5A6rTWRnZ/PWW2/h7OyMo6MjXl5ePP3009jb28sdWqu6evUqmzdvxtramieffBJfX1+5\nQ2ozGRkZvP/++7i5udG/f39mzJghd0gmT/XOO++8I3cQTamqqmL58uU4Ozszbdo0Vq9ejb29PUFB\nQXKH1uL0er3hidPDhw8zd+5cxo8fj6+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eastern = pytz.timezone('US/Eastern')\n", "df['port_avg'].index = df['port_avg'].index.tz_localize(pytz.utc).tz_convert(eastern)\n", "pf.create_full_tear_sheet(df['port_avg'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Factor Analysis" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TSMOM Volatility Scaled (1984 - 2009) [Same as MOP paper]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "TSMOM = Strategy.reset_index()[[\"Date\", \"TSMOM with Vol\"]]\n", "TSMOM = TSMOM.set_index(\"Date\").tz_convert(None)\n", "TSMOM = TSMOM.reset_index()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df = local_csv(\"factors.csv\")\n", "df[\"Date\"] = pd.to_datetime(df['Date'], format='%Y-%m-%d')\n", "data = df.merge(TSMOM)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = data[['Date', 'SMB', 'HML', 'Mom', 'bond_index', 'equity_index', \\\n", " 'commodity_index', 'TSMOM with Vol']].copy()\n", "data.columns = ['Date', 'SMB', 'HML', 'MOM', 'BOND', 'EQUITY', 'COMMODITY', 'PORTFOLIO']\n", "data = data.dropna()\n", "data = data.set_index(\"Date\")\n", "data = data.reset_index()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: PORTFOLIO R-squared: 0.040\n", "Model: OLS Adj. R-squared: 0.022\n", "Method: Least Squares F-statistic: 2.140\n", "Date: Tue, 22 Nov 2016 Prob (F-statistic): 0.0487\n", "Time: 10:50:11 Log-Likelihood: 677.30\n", "No. Observations: 312 AIC: -1341.\n", "Df Residuals: 305 BIC: -1314.\n", "Df Model: 6 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const 0.0120 0.002 6.797 0.000 0.009 0.016\n", "SMB 0.0016 0.002 0.714 0.476 -0.003 0.006\n", "HML 0.0031 0.003 0.968 0.334 -0.003 0.009\n", "MOM 0.0045 0.003 1.571 0.117 -0.001 0.010\n", "BOND 0.0806 0.125 0.646 0.519 -0.165 0.326\n", "EQUITY -0.1030 0.037 -2.755 0.006 -0.177 -0.029\n", "COMMODITY 0.0220 0.029 0.756 0.450 -0.035 0.079\n", "==============================================================================\n", "Omnibus: 3.675 Durbin-Watson: 1.698\n", "Prob(Omnibus): 0.159 Jarque-Bera (JB): 4.230\n", "Skew: 0.073 Prob(JB): 0.121\n", "Kurtosis: 3.551 Cond. No. 82.5\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "X = data[['SMB', 'HML', 'MOM', 'BOND', 'EQUITY', 'COMMODITY']].copy()\n", "X = sm.add_constant(X)\n", "model = sm.OLS(data['PORTFOLIO'].astype(float), X).fit()\n", "print(model.summary()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Buy-and-Hold without Vol (1984 - 2009)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "BH_no_V = Strategy.reset_index()[[\"Date\", \"Buy_Hold No Vol\"]]\n", "BH_no_V = BH_no_V.set_index(\"Date\").tz_convert(None)\n", "BH_no_V = BH_no_V.reset_index()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = df.merge(BH_no_V)\n", "data = data[['Date', 'SMB', 'HML', 'Mom', 'bond_index', 'equity_index', \\\n", " 'commodity_index', 'Buy_Hold No Vol']].copy()\n", "data.columns = ['Date', 'SMB', 'HML', 'MOM', 'BOND', 'EQUITY', 'COMMODITY', 'PORTFOLIO']\n", "data = data.dropna()\n", "data = data.set_index(\"Date\")\n", "data = data.reset_index()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: PORTFOLIO R-squared: 0.670\n", "Model: OLS Adj. R-squared: 0.663\n", "Method: Least Squares F-statistic: 103.1\n", "Date: Tue, 22 Nov 2016 Prob (F-statistic): 2.14e-70\n", "Time: 10:50:11 Log-Likelihood: 940.05\n", "No. Observations: 312 AIC: -1866.\n", "Df Residuals: 305 BIC: -1840.\n", "Df Model: 6 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const -0.0006 0.001 -0.763 0.446 -0.002 0.001\n", "SMB -4.451e-05 0.001 -0.046 0.963 -0.002 0.002\n", "HML -0.0008 0.001 -0.579 0.563 -0.004 0.002\n", "MOM -0.0003 0.001 -0.277 0.782 -0.003 0.002\n", "BOND 0.1423 0.054 2.648 0.009 0.037 0.248\n", "EQUITY 0.1713 0.016 10.630 0.000 0.140 0.203\n", "COMMODITY 0.2440 0.013 19.437 0.000 0.219 0.269\n", "==============================================================================\n", "Omnibus: 8.177 Durbin-Watson: 1.862\n", "Prob(Omnibus): 0.017 Jarque-Bera (JB): 12.672\n", "Skew: 0.132 Prob(JB): 0.00177\n", "Kurtosis: 3.951 Cond. No. 82.5\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "X = data[['SMB', 'HML', 'MOM', 'BOND', 'EQUITY', 'COMMODITY']].copy()\n", "X = sm.add_constant(X)\n", "model = sm.OLS(data['PORTFOLIO'].astype(float), X).fit()\n", "print(model.summary()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary\n", "Buy and Hold without volatility scaling strategy showed that it is postively correlated to bond, equity and commodity. The p-value also showed that these are significant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*****" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Comparing TSMOM with S&P 500" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SPX = df[[\"Date\", \"spx\"]].copy()\n", "SPX[\"Date\"] = pd.to_datetime(SPX['Date'], format='%Y-%m-%d')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "TSMOM = Strategy.reset_index()[[\"Date\", \"TSMOM with Vol\"]].dropna()\n", "TSMOM = TSMOM.set_index(\"Date\").tz_convert(None)\n", "TSMOM = TSMOM.reset_index()\n", "#TSMOM[\"Date\"] = pd.to_datetime(TSMOM['Date'], format='%Y-%m-%d')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Gt4HetmGg+qu/+islEgkdP35c3/zmN/Xbv/3bCoVC+rM/+7OmDnj8+HGNj4/r\n2LFjOnPmjD7+8Y/r2LFjtfs/85nP6M///M81Ojqqn/qpn9KP/diPSZJuu+02feELX2jqmAB2P9M0\n5QYq3QEvziZlmwn1hypVq05Za3XzD4V16OC+hoHJj+oAF9qdpxWVym6bTtpJQX8nx7Kd37edfF1U\nf6aXTi5orji+4c80fimhgT53xW0ASzYMVJJ06dIlTU1NaXp6Wul0Wvv372/6gM8//3ytocXVV1+t\neDyuVCqlvr4+nT9/XkNDQxobG5Mk3XPPPXrhhRdqlalmfPnJ0xobCWtsT1hjw2GNjoTlOtursAHo\nbK5bqU6l8p4WFtdaDUTCCoeCvo7LNDpvOlW3XWj3glZUKrttOmmj4OFH0NrJNx228/u2k6+L6s+U\nSucUXfzZ1vuZuu31A7TbhoHq7rvv1jXXXKM777xTP//zP68f+ZEf2dYBo9Gobrjhhtrt4eFhRaNR\n9fX1KRqNamRkpHbfyMiIzp8/rx/+4R/WmTNn9NGPflSxWEy/9Eu/tOn9sV48PbXmcyMDQY2OhCtB\na9mfkYEgU12AXaS6p1VJ0sx8RsZ8UuGAreGhyLanLu8WXCh1nlZUKrut2USj4OFHRXUn33TYzO9b\no9C4k6+Lrf5M3fb6Adptw0D19NNPKxBo3VqE9SpP1fsOHTqkRx55RA888IDOnz+vD3zgA3r66adl\n2xsX2Aytnek7F89qLp7Vd9+YW/F52zI1OhxaEbaqH/eHnI5e7A5gfbbjSHKUK0vnLs7LtQ1F+gKK\n9Pf19O82F0q7y1YuxjtpWt1qjYKHHxXVnXzTYTO/b+0IjVv9mWhWAqxvw0Sy02FqdHRU0Wi0dnt6\nelr79u2r3TczM1O779KlSxodHdXo6KgeeOABSdIVV1yhvXv36tKlSzpw4MCGx/vIA6NaSBW1kCpp\nIVnSfKqohWRJC6micoWVUatYKmsymtJkNLXm+wQcQ0N9lob6bA31L/7dZ2mwz5Jrd8b6jE5Fi/3O\nwHlYq1wuq1zIyXVN9Ydcua678YO26cSJEy0/xlaN2NLImyQpqldeiW705V2vE8/BTnn5TErHv5+U\nJB0/Jb0xPq63XV1/M+ytfG0rrHcehixP1x0wNb1Q0OiQoyFrRidORKVcSql0eukLc2bLz2fDsTRp\no9+3l04uKJXOLbv9A43YO/t7ufQzBTQ6ZG77Z8L27OZ/k3rFptZQ7aS77rpLX/ziF/WTP/mTOn36\ntMbGxhSutBZrAAAgAElEQVQOhyVJBw4cUCqV0uTkpEZHR/Xss8/qd37nd/Tkk09qfHxcjzzyiGZn\nZzU3N1dbZ7WRm2+6se7nPc9TKlPQ1Fxa03NpXVr8Mz2X1vR8WsXSyrCVK3i6tFDUpYXimu812B/Q\n2EioUtEaXqpq7R0KybZ6O2ydOnVqxRRP+IPzsLF8PifH9DTQH9RApL8lxzhx4oQOHz7cku+Nzdnt\n5+DlC6+pL7zUSVKBYR0+XP//wa187U7bzHm49e1rP3fLLZ4O+VBVqzeWVpkrjtfWNUnSbTddpcOH\nd746dOvbO/P3oZMrp63QieegF2031LY9UN1yyy26/vrr9dBDD8myLH3yk5/UE088oUgkovvvv1+f\n+tSn9Oijj0qSfvzHf1wHDx7U3r17dfToUT388MPyPE+PPfbYpqb7rccwDPWHXV0TdnXNm4ZW3Fcu\ne5qLZ2sB69JiyLo0l9ZcLLtmCmEsmVMsmdP3zi2sOoa0Z7AatCpTCUeHWa8FdKJqI4uFVEnz8Rn1\nBR2NDA90TIdANG/5BZpyKd1yi7dr//3dylSublw/1wtTz3p9Gi6dR9GNGqaSt7zlLRobG6sFl+Vr\nnQzD0DPPPNP0QauBqeraa6+tffz2t799RRt1Serr69Mf/dEfNX28rTJNQ3uHQto7FNL1P7RnxX35\nQkkzC5laJWt56EqkCyu+1vOk6EJG0YWMTq86hm1VjlGtaI0Oh2phazASkNnDazoAP1mWJVkh5crS\n+OScgq6p4YG+jtzXCpuz/AItlU7r0PFzu/YCbSsX4+24cO+1asNO6IXQuB46j6IbNQxUv/Irv6K/\n+7u/0+WXX64HH3xQ99xzz7arQruB61g6sK9fB/atnRKUyRZrIata1ZqeS+vSfFrZXGnF1xZLnqZm\n05qaTa/5Po5tVoLWsqrWvsXANdjv9vQCeqCd3EBQZUlTcynZRlL9YUeDAxF+B7tML12gbeVivB0X\n7lQbsFXdWDkFGiakX/iFX9Av/MIv6PTp0/ra176mz3/+8zp8+LDe85736G1ve1s7x9g1QkFbBy8b\n0MHLVv7ye56nRLqwFLBqYSuj6fm0CsXyiq8vFMuamElqYia55hgBx6qFq9GRkPYNVf4eHQ5roI+w\nBbSC41SaVSRznuYvRBUK2hrsDynk875W2Bwu0PzTS2EWO6PXpzyiO21Ycrr++ut1/fXXq1wu69ln\nn9UnPvEJ5XK5bU356zWGYWigz9VAX531Wp6nWCJXCVjzmRWBK7qQqdMco6QL00ldmK4TtlxLo0Mh\n7SNsAS2xfF+r6eq+VkFbw4Psa9XJll+gKWdygdYG1al+5y4mFE/lFQlXth4hzHa3dkzh7PUpj+hO\nm5rD94//+I964okn9NJLL+nuu+/We97znlaPq2eYhqHhgaCGB4K6dtW/H+Wyp/lEtha0lle1ogsZ\nlcqrwla+pPPTSZ2vF7YWK1u16tbiNMJ9wyEN9rNmC9iq2r5WpepaK0v9Ybfn97XqRMsv0E6cOMEa\nnjaoTvWr/i8V6XN1981vanmYZc1WazGFE6ivYaAaHx/XV77yFT311FN685vfrPe85z36zd/8TdZR\ntZFpGtozGNKewZB+5NDIivuqnQiXV7Zm5tcJW+tUthzbrISrocq6rWro2jsUohshsAmBYEiepFi6\nrNlYVKGArUhfUH3hkN9DA3xRndpnSBroc3Xl/oFtX3hvJixxwd9aTOEE6muYjn7sx35MV111lY4c\nOaKBgQGdPn1ap08v9ap75JFH2jJA1Le8E+F1V628r1Quaz6+NI1wZn5l2Fo9jbBQLGtyJqXJmbUb\nGttWJdSNDodqXQkrla2w9gwGe36fLWA50zTlBipTAmdjOUXnkwoFbA1Gwju+STq6S69VTlqxbm0z\nYYkL/tZiPSJQX8NA9fjjj7dzHNhBlmk2DFvVylZ0oRKwKkEro5mFyserG2QUS16ta+FqhiGNDAS1\nb3HdVqXKValw7R0KKehSzUTvsmxbkq2CJ01Gk7KNhOZjSeVyOcJVD+q1ykkrGgtsJix18gX/bgjV\nNIwA6mt4xfvP//k/lySl02mdOXNGpmnqmmuu4UKgyy2vbL1l9TRCz1MsmdP0XGYpcC1kNLNY5crm\nV7Z+9zxpNpbVbCyr747PrznWQJ+rsOvpH984rX1DIe0dDtcCV3/IYZ0JekZ10+CSEdBkNCnLSCjo\nWhroD7O/VY/otcpJKxoLbCYsdfIF/24I1TSMAOprGKjK5bJ+7/d+T//tv/037d+/X57naW5uTh/8\n4Af14Q9/uJ1jRJuYhqHhSFDDkaCuPTi84r5q6/fo4qbGMwuZxbBVqWwlM4U13y+eyiuekqbmp9bc\nFwxY2jcY0t7FtVt7h4KVKtdQSMMDAVkmUwmxO1XDVcGTpmZTMhRXKGATrna5Tq6cdLpqZefsxZgO\n7h9QOOToqsvqh6VOvuDvtVAN9JKGgepLX/qSzp49q29961saHq5cXC8sLOjTn/60/uRP/oRQ1WOW\nt37/oQODa+7PZIuaWais2YpWq1oLaU1Ox5XKluWt+vpsrnFHQtM0tGcgWJs6uHdocSrh4sfBAFMJ\nsTs4bmV/q4JX2TzYUkIh2rDvSp1cOel0yys7kvSuO69qOjT5Oe2uE0N12fP09IvjXT0NEegEDa9M\nn3nmGf3lX/6l3MX/8CVpaGhIn/3sZ/XQQw8RqLBCKGjryv0DunLVfxCnTp3StW/5EUUXsrWKVnSx\nuhVd/LO6SUa57NUqYPVEws6KoLX848EILeDRnaqbB2eL3oo27AORfp9Hhp3QyZWTzfIrjDSq7DQz\nHj+n3XViqH719bS+M9Hd0xCBZnmep0QypVQmv+3v1TBQBYPBFWGqynXdup8HGnFsS5ft7dNle/vW\n3Ff2PC0kcpqpVrYW0rUKV3Qho1S2uOYxiXRBiXRBZyfXTpeodiVcG7iC2jtIdQudzzCMWhv2hVRJ\nc7EZhYNMCYT//AojjSo7zYzHz2l3nRiqpxcKkpaq4UxDxG7neZ7iiZTS2byyuZJsNyDT3H6uaXh1\nmclkVCgU5DjOis/n83llMvUrB8BWmYahkYGgRgbWrtuSpHS2UKtmVaYRZjS7WL2ai2flrZpLuF5X\nQmmpurUUuipBay9rt9CBLMuSZYVq663MxWYWtGHffTq1A9zycZ2bisvzvFpDoXZdfDeq7DQTjjpx\n2p2fRoccRVNL3X17/fnA7uR5nmLxpNLZgnL5pRDlBnfuGA0D1X333aff+I3f0GOPPaZIJCJJmp+f\n16c+9Sn9i3/xL3ZuBMA6wkFHB/c7OljnH/lSqay5eHYpcC1kFJ3PKBrLamYhrWyutOYx61W3TMPQ\nyGBQeweD2rNY3dozGKxVu+hMCD8tX291cTYlU4naHlfMGuh+ndoBbvm44qnKtJiBvsrrrV0X340q\nO82Eo06cduenm38orEMH9/F8YNcpl8uKJ5JKZ4vK5ktyWhCilmsYqH7pl35Jv/u7v6v77rtP+/fv\nV7lc1szMjH76p39a//pf/+vWjAbYAssyF/e/Cq+5z/M8pbPFNeu1qhWuuXhO5VXlrbLn1b5OddrA\nBxxLexYrWsuD1t7BkPYMBdl3C21TXW+VL0sTMwnZhqcg4aqrdWoHuOXjiPS5ioRcXXlZpCMuvpeH\no4NjEXme9KdffW3dCl8nTrvbqp2sZppG9z8fQFU1RKUyBeWLnhw3IMN0FWhRiFqu4RWgZVk6evSo\nPvKRj+j1119XKBTSwYMH+c8aXcEwDPWFHPWFHB28rE51q1zWfDxXCVCx5YErq9mF+m3gc4WSJmdS\nmpxJ1T1mf8jRnqGQ9i6GrT2DwdrUwpGBoByb6YTYedU27NVwZRneYhv2ENMCu0inTkVbPi5D0t23\nHOiYC/Dl4ejpF8d3vMLXqdMwO7WaCfihuiYqmc4thSgrILfNjXIbBqqvfOUraz53+vTp2sc/8RM/\n0ZoRAW1gmWatwlRPNldcDFpZzdYC1+LHsYzyhfKaxyQzBSUzBY1fXPvOsiFpMBKoTCccXB62Kn+z\nfgs7YXm4Wr6BMGuuOl+nTkX7J4ev0OnXZ3X2YkxXXTaof3L4Cr+HVFcrKnydGlw6tZoJtFMqnVEi\nlVUmV5TtBGT6EKKWaxioPvaxj+nQoUM6cuRIbQ0V0CuCAVtvGo3oTaNrX/uVTY7zy8JWVtFYZSph\nNJbVXDyrcnnldEJP0kIip4VETj+4EFvzPU3D0FAkUJtKuGdF8ApqKELgwtYs30D4YnRpA+G+cFB9\n4fpvJMA/252K1qpqyt+fOK/xqbhMw9D4VFx/f+J8S0LFdsffigpfpwaXVlYzO7UqB0iVxnixRFrp\nbEGG6ciyHbkBZ+MHtkHDQPX3f//3+upXv6qnnnpKl112md797nfr3nvvZcofel5lk+OABvoCdTc5\nLpcrreCrUwlnY0vBazaW0UIit2aj47LnaS5eCWPfP7+w5nuahqHhgcCqoEXgwuYsb2gRjeU0PZtU\nKGApHHIV6e+j2cqibr6YbFU1pV2hYrvjb0WFz6/gstHrsJXVzE6tyqF3lctlzccSymSLKpQkNxCQ\n3YFr1huOaGxsTB/+8If14Q9/WN/97nf11a9+Vb//+7+vm2++We9+97t16623tnOcQNcwzUq3wJHB\noN585dpW8MVSWfPxrGZji5WtWHZF8Iol124wV/a8xfuzkhoHrpGBlUFrz2BQI4MhlcqrIxx6lW3b\nkm2rJCmWLmt2ISrXMRUOOhqI9MmyfJwz4bNWXEzuVEjb6Pu0Kvi0a23XdsffimYTfgWXjV6HrWys\n0alVOfSWapvzVCavXKEsNxCUYQfUgTmqZlNDe8tb3qKrrrpK1113nf7wD/9Qr7zyir7+9a+3emzA\nrmSv051QkgrFkubiOc3GlkLW8tBVbV283PLAVa/CZUga+p//Xy1gVYLXYuBa3AfMdXr3QrpXmaYp\nN1iZ/pfKe1q4OC/bkoJubza16OR1OBt9n1YFn3at7erEphx+BRc/Q00nngf0jmSy0lwiU91w1woo\n0CWXJhsGqhdffFFf+cpX9PLLL+uee+7R5z73Od1www3tGBvQkxzb0thIWGMj9QNXvlCqTQ9cHbjm\n4tm6FS5P0nwip/lETqqzhkuq7C0zMlCprO1Z/vfix+FgZ8xTRmsYhiF3sbdsvry07iro2goHHfX3\nwNTATluHs7wqNX4xrlgyp3yxrIBj6eyq5jetCj7tajPe7Pi7dZrmeq81P0PNZs5Dtz7n6EzpZc0l\nDMuRbbdur6hWahioPv/5z+vv/u7v9OY3v1nvfve79ZnPfEYmazQA37mOpf17+rR/T1/d+5dXuKqh\n6/XxKZWMgGbj2coarjozAOOpvOKpvN6o06VQkoIBS3sGQrWAVa1yVStcA/2uzF1ywV0ue3r+tUlN\nzCR1YF+/7rjx8p67YKiuuypKmk+VNLMQlWubCriW+kIBhXdhY4tOW4ezvCp1aS6tTK4oyzSUyhT0\n6v+d1tMvjtcuZrt9f6Vmx9+ta37We63t1OuwmeCzmfPQrc85Okc2m1M8Wfk3TYYt23HkdEhziWY1\nDFR//Md/rNHRUb3yyit65ZVXau9Mep4nwzD0zDPPtG2QADavXoXr1KlMrbJcKpU1n8jVqltz8azm\nFqcLzsazmo9n6665yuZKmphJamImWfe4tmVoOFIJV8PLw9bi38ORQNdMK3z+tUn9w8sXJEk/WJxC\neddNB/wckq8sy5JlVQJUviylYzmV55K1gBXp2x3TAzttHc7yapZpGrW97EplT7FUrnZR28sXs926\n5me919pOvQ67vVEJdpdcLqd4MqNMrqiyZ8pxXdlud4eo5RoGqu9+97vtHAeANrGs5XtwrW2aUfY8\nxZP5xerWUpWrFrziWeXypTWPK5Y8zSxkNLOQaXjsSNipVbSGB5aqW5XQFVAk7HbEtLLVobFRiOxV\n1cYWkpQrSYloUmaPTQ/crO1cHC+vbgUcSwHHUq5QUrlcWecmcTHbTAWwV6astaNRied5SqUL+tOv\nvtbUc9kr56IXeZ6nZDKldLagbL4oT5Yc15Xl2OqOt1a3Zt01VC+//LLe9ra3SZJOnTqlr371qzp0\n6JAefvhhpv8Bu1R1T6yhSP228J7nKZ0ram5VyJqLZTWfyDZsnCFJiXRBiXRB41OJuvfbllnpVhip\nBq7AsgpXUMMDgdqFZCsd2Ndfq0xVb2NJoymRRUkL6bKii50DgwFbA/1hOc7ueReynZZXtw6ODUjy\n9D9PTmhyJqVIX2VKZjvW1/hx0bvZYzZTAWzHlLVmn7OdfK7b0agklS7ojam4DDX3XDJ9cHcpFouK\nJVLK5orKF8qyHFeW5eyqSlQjDa9MvvCFL+jkyZP68z//c83Pz+tnfuZn9PDDD+uVV17RxYsX9Wu/\n9mvtHCeADmEYhvqCjvqCjq4Yq7/pd6FY1nwiuxS6FgPXXCKn+cXbhWJ5zeOKpbJm5jOamW9c5QoH\n7VrAGhkMLJtmWPl4OBKQZW3vDZ87brxcklYEBixZb0rk8s6B2aIUuxSTZXgKOJZcx1JfOLgrpge2\nQ73q1v23HVxzwd1qflz0bvaYzVQA16vc7FSgafY528nnul7YXP3zDVlb31Jj+XP+p199Tcufna1W\nwZg+2N08z1MqlVY6m1c2X1KpbMgNBCTLkrsby1DraBio/uEf/kF/8Rd/IUn65je/qdtvv12/+qu/\nKs/z9PDDD7dtgAC6j2ObGh0Oa7RBa3jP85TMFJaC1mLImo/nah83qnKls0Wls0ldmK4/Dc+QNNAf\n0Eg1YC37uxrENmqgYZpGT6+Z2shWpkQGFjsHliRlilI8mpJXjst1TAUcS6FQQOFQkCmCm+RH8wk/\nLnpbecz1Kjc7FWiaHf9O/tz1XitPvzi+4ue77oCpW9/e9CG2XQWjTXv3yeVySqQyyuVLK6pQluPs\nyql8m9UwUPX399emaTz//PN6xzveIany7jTvLgLYDsMwFAm7ioRdHWzwH2ihWNZCMleZSlgNXIms\n5uJLVa5snbVcnqRYMqdYMqezqn8xYpqGhqqha9l0wqW/A+oP756uhTttO1Miq90DJSlXltLxvC7N\nJuVYhlzHUsC11N8XrqzT2iLWY7RGOy96q+fw3MWE4qm8ImFHhmFs6ZgbvQ7Wmya4U4Gm2ees1c/1\n6p9neqGwre+33Y6E7drnDM0rFouKJ1LKFUrKF0q1tVCy7J6rQq2n4f9Y+Xxenucpm83qxRdf1K//\n+q9Lqpb3Um0bIIDe5Nim9g2FtG+ocXvuTLZYqWglqqErtyx85bSQyKpYWjulpVz2apUwqf6+XLZV\nCV3DA0ENRSrVraEIoUuSbr/+Mv3g/ILOTyd0xWhEt19/WdPfa3kHwaKkQs7TfDImwyvLsU25jqVQ\n0FVfOLRhFYv1GK3Rzove6jms/tZG+lzdffObtnTMeq+D+269clNhe6cCTbPPWauf69U/3+jQ9ta2\ndHu7fqxVLBaVSKaVyxcrTXBkynUDkmHJdjd+fK9qGKje+c536v3vf7/y+bxuv/12XXHFFcrn83rs\nscd00003tXOMAFBXKGjrQLBfB0brV0jKnqdkOl83aM3Fc5pPZBVL5FWuszFXseQpGssqGss2PH41\ndA1FVq7hGopUK1+VzoW7rUry4umLmphJyjQMTcwk9eLpizs2RdIwjMp/3ovyZSmTKGh6NlkLWI2q\nWL22HqNdFTnTNFYEkmeOn2vZsarnzFBls/Er9w80vGBv9PPXex1sNmzvVKBpNmi0OqCs/vmGrJmW\nHWszeBPEf7lcTsl0VvnFClTJq/wbbBguAWoLGgaqn/mZn9HNN9+sWCymI0eOSJIcx9HevXv1yCOP\ntG2AANAs0zA00BfQQF9Ahy6r/05zqVxWPJnXfKISsOYXg9b8YgONhUROC8n6myFvJnRVpxcORQIy\ny1n9n0vfW1H5qt5nb7ORRju1u628ZVmyQpX1eNUq1lxiQaY8uY4l1zYVDLq6crS/49ZjtDL0tPNi\ntF3HqlZQPEmJVF7npuIrNjDezJjqVZk2G7a3E2i6Ycrp6p/vxImoj6PpvTdB/OZ5ntKZrNKZ3GKA\nKsswF6fwLVagWt9Hd3dq+Lx97Wtf07vf/e4VnzMMQ48++mjLBwUA7WKZZqWaNBCUtLZNvLRx6JpP\nVNZs1QtdK6cXSj+4eL7uMSJhR8ORYK1l/fKwVf18KNAZ/9X53Va+spa30uzC0+JarERB11zep1vf\nMqypaEoH90d0+3V7a5vR+6WVQaSdF6OtPlY1jJy9GNPB/QOajWWUSOWVSOXXbGBc/dqv/6/XlUwX\nFOlzZSwb0+p2857nrViTJWlbeyc1QrVl62hK0XqZTFapdGXNcb5Ylu24siybNVA7rOH/zn/913+9\nJlABQC/adOhK5bWQyNUC10IiVwthC4vhq9ygS3F1j65zl+rv0SVJAdeqhaxKlStQm3JY/dxAX+un\nGHZiW3nLsmSFw7rn7VfXPreQKiq6EJVtGXJsU45tKpPNtjVk+dWtbqe1+ljLw4gk9YcdDSzuteV5\nnr796oVa5cfzPP3N828omS4olqx0Ax3oc2tjWl6FqXS1e0Nlz1MmV5Tnedo7FNIbF+MyjJ0NPlRb\nto6mFDtveROJbK4k07JlO44M21aHvCe3K/HUAj2i0Was2BmWaS6uoQrqqgb54rXXXtPBH7pWC8vC\n1kJy5dTC+UROuTrdCyUply/p0lxal+bSDcdhGNJA3+oKV0CDix8P9rsa7g8qGLCaDhXd0lZ+ecOL\nsqRcSYpnPJ29UAlZrm3KcSwFA66CAVeWVf/t2u1M5WplENnuxehWfq5WX/iuCR/e0jiqbzYk0wV9\n5/VZ9S9WmarVpv6wo3fdeVXdMVW/bzJdUL5QlmkamoymFHCsWmDbqeBDtWXraGqxfblcTqnFNVC5\nQkllz6zsBWVYcoN+j653NAxUr7zyiu699941n6++s/fss8+2cFgAdtp6m7GiPQzD0ECfu7jYvvHX\nZXLFWlWr9ie58uNEKq96xS7PW2obP77OWFzH1FD/UtBa83EkoME+V66zu+aEWJatwOLGwyVJpaKU\nyuVVLKRkyJNtG3IsU7ZVCVvhUFB/f2JCf/P8G5K2XtFoZRDZ7sXoVqaotfrCd3UYOXLzARlG5Xk7\ndzGhRGbZvnSLYav6+/SuO69qOLbq980VKm9SBBZfz9Xb1a/ZCVRb0Gqe5ymVziiTzTdcAwV/NAxU\n1113nf7jf/yP7RwLgBZqdyMBNC8UsBUK9OvyvY3XJpVKZcWS+cWqVnZF6Ioll4JXvlCu+/h8oazp\n+Yym5zPrjqUvaGuwNp0woKGIWwle1QDWH9BAv9tVTTVWq1SyloJjSVKpLGWznuYTCb36fyeUTqdk\nqHIRf/rMpO66cVTBYECmuf7P3cnvwPsxRa1aFXvp5ILmikvNJuqFkWq1bPlmtNLKsLVRcKne9+1X\nL2hyJqVInyt5nm68bK/6ws6OBp9OPte7TTc0ANkuz/OUyWSVzuZUKJZVKJZVLHmsgepQDQOV67o6\ncIB3r4Hdwu9GAr2uXPb0nXMZfWfq/+7IlEvLMjUyGNTIYON1Xd7iupGVYSu/Mnglc4on67eOl6RU\ntqhUtqjJmfX3H+wPORrsr0wprISsgIb63cXPVT4/0BeQY3dP8DIMQ47r6tCBvRq/tNTJ8fLREc3E\ncirNJmUakm2bcixTlmXKtgwFA65c190wbPnNjylq1apYKp1TdFmziUZhpFz25HleZZqfZ+jIzQd0\n/22bv3iuft/lbd8PjkUkGRq/xBqnbrXbGoBUw1Mml1ehUGkeUSyWZTluZXsIQ7Kcyh90poaB6q1v\nfWs7xwGgxTqxkUAvef61Sb02nlYoWG7blEvDMBQOOgoHHV2+ToAulz0l0pWgFVsMX7FkvhbEqlMI\nE+lCw++RzBSUzBQ0scG2Nn0hZyl09VWCVjVw1cJXh001rPe7Y5rGin2wipKKpco6rVg6q1IxIdMw\nZFmSvTiFsDKN0FYw4K7ZQ8sPfkxR22pV7Jnj52rTLaXKGsFm3ohY26hi91yMN6NRpbDe13RiFaib\nG4CsDk/TswmdvRCVZTuL4ckiPHWhhv+i//qv/3o7xwGgxbqlkcBu1clTLk3TqIUZrbO2q1iqtI+v\nhqylsJVfdjuvVKZx8EplCkplChtWvEIBuxKy+ipTCgcXOxhWA9fg4lTDcMBuece+rf7u2La9IjCV\nVdmgOF+WyrmiigsZeeWyLLPSzMS2TVmmIdM0ZJmV0OU6le+x0z9buy6SGx1nq1WxVlw4d/PF+E5p\nVCms9zVS5wXPbmkAUiwWlc5klcsXVSwtTdtbHp5MJ1hb14nu5f9bZADQAw7s69dr3195u9vYK6YZ\nNlYolhVPLVW5Yqml0LU8gCXXCV6ZXFGZXFFTs407GkqSY5u1Rh+1ilefq4HlwavPVaSvM9Z5maYp\n1w2s+Fx1zZYWl7uVMnmViml55ZIMw5BtVcKWbVWCl21bCgYcOY7TsDNhI+26SK53nPtuvbI2fa9c\nNPXAHfU78y3XigvnbrkY36qthOXNhMpODp47UV3dyTcXyuWy0pmssrm8iiVPhWJJxWJZnlH5fTcM\npu3tdgQqAGiDO268XBMTk5I7sOunXDq2qT2DIe0ZXP9d12rFa03gSuUVrwavVE7xVL7upslSJbzN\nxrKajWXrf8EyfSFHAbus0ddergWt2p9qBazPVTjkyPRxM+DVTTKqipKKZSmb8xanFSZlqCzbtmQa\nlefdti05lqlQKFh3WmG7LpLrHWf59L1Mvryp6XuNLpy3czG8mYvxTp7u1shWwvJmQmUnB8+daADS\nzJsLnucpl8spm6t02as2iyh7WmoWIcm0HblcYfcUTjcAtIFpGrruypBuuOFav4fSMTZb8aqu8Yqn\n8rUKV+3jxcBVDWSFYv2uhtLidENJc4n5dY9nmovt7cOuBvrdFRWwFSGsz1WoDVMOVzMMY820Qkkq\neNFDLGgAACAASURBVFKhIKVyZUVjMckry7KWphJapqE9fYZy2bRM05RpWrpydGuV0mrQOHsxrnSm\noHDI1lWXDa4JHPUuxs9ejCueyldalntlnb24cZhbfeFcLnt6+sXxWtc+SfqHly/o6ZfGdc0VQ3XH\nstH3XP5zrd48WNr5Sl6rwtpWwnI1RL508ge67ab6lcLd3ga+0fNVLBYrgSlfULFUVqnsVf4ueSqX\nPZl2pTosmZIlddByT/iIQAUA6GjL13hdMRZp+HWe5ymXLy1VuBZDVzyVr/25FI0pXzKVSDeuepXL\nXm3PL11af2y2ZSrS51TCVtitTS9cHbwife1Z7yVVphXajrtmI++yZ+jWGw+qKEfnL8V1+UhI11ze\np7MXZmRVQ5dlVNZzGYYsqxLcAq5TW89VfVe/GmIH+139n7NzklYGjnoX47/3F68olqzsJ1WZIrV2\nyudGYaN6/JmFzIq1et87t6DZWLbuWDZjdbWiunlw1U5W8lo17XIrFaVqqByxozp82J+9x/x25Wi/\nTn53UqVSSZ6kiDuss+en5RmmbLs6ndaSDMm0K3+ARnh5AAB8Vy57awLAVt+1NwxDwYCtYMDW2Ei4\n7tecOnVKN9xww4qq19KfpepXfFnlK5MrNjxmsVTWfDyn+Xhuw/HZlqFI2K38WR62lgexxfv6Q862\nqhaNNvJearBRv8lGbT3X4o1SpqBSMSPPq0zRO7m4J1c8mVUhV1JCOblWSN89O6UjN43Jtu2G67rC\noUqjkUqFqnJ7tY3CxhtTcXlepVJQLC0lYtOQsvmiBvrcpsLPmsd4K5/7nZzu1qppl7u9orQVnuep\nWCyqUCgqXyiq7HkqlSpT84rFkoqlsq65vE/vuPkKXZzL7MhWFuhtBCoAgO8aBYBWWdHZcB3/6+SE\nnj1xXqWyp1LZ03VX7dGB0f7FtV95JRbDWDWcrR++PM0ncppPbBy+DKOyt9dAX0CRsKPI8uAVdtd8\nbnWb+QvTSSUzBeWLZbm2qQvTzXWVXL2e68rL9+jsVEbhkKWSV1Ao5Mi0HI3uGdSl+axKpaJULuv5\n1yb17VcnJEknTksLsbj29pkKWkWFXEvZXFFXXbZ2/7SNwsah/QN64bWLyhdKMgzJ8yRDUtlTreLY\nTPhZXd3ZyubB2z1WdbzLq3MHxwYkeRq/lNj0tMDNVJRWVwCHrAZl2hbYyamOnuepUCgok82pUCyp\nVPJqv6PFUrnyujBMWbWAb0habEpj2bItyXalI2/r3dCJnUWgAgD4rlPbyk/MJGud9myrEnTesU7Q\n+3+/9V19/9x87eJu72BIbz44XAtey8NXOts4fHmelEgX1t37a7mAY60IWVOzqcqURcNQRtLUbEoX\nphOKhCvVL2tVx8ONKoTV+y9MV+4PBGzlckUFA7beNLp2b67peEm2s7Q27sJsXu/7f96sgmydn4qp\nnJvXD+0Panxipta90LJM7ekzVMhnZVmOTMtaE47uu/VKffuVCeUKJZlmWYViSaZpKOBY2jsU0rvu\n3LhzYD31qjutqlY0qiQtr8698NpFSdJAn7uj0wJXVwCvO2Dq1rdv+9s2dWxp45+pVCopk80ply+o\nWCyrWCrX1jOZli3bcSod9CTJlExTNIOAL3jZAQB8d2Bff60yVb3dCbYyrnLZUz5f0v/f3p0HyVXd\n9wL/3qX3mdFoJM0IRisykcGWJSGEQMIoDgpbnFApIxI7wc+kysFFbAcDhcEk5iV5KpGyCcULlVRh\nnFThJOUX4RADjxDLwn4YJEuD0Mpio2000mikGS2z9Ha38/64fe9093RPd9/pvb+fMp7p5Xbfvovm\nfPuc87tjMR1+VUYkqGLt1T15e9p0w8JETMNYLL2nS8d4Wuhyfk7EdFj5Jn0BSOomkqMmRrKrHaaW\n+eDERfyvf9rj3h0JqqmhhXZvVzSuY+hCFIos4cBHwxg6H8X1Ky5He9iHSMiHXQfP4LWdx90erzvW\nL8WNq/IHy1zbTZYl3LhqAYAFOHz4MILhiPu4M9Rw7YrF0EwZJ8+OondOCB+7LISTgyOpOV52gY1V\nyzpw4eIljAsLhiHgVxXIsoQrLi9ckCKfas4XkmUJN69d5PbW7Og7iZvXLsrojUvqZsYy5RoWmP06\n5y4VF9gr8d7ObcuyoGkaEkndHo5nOWXHBQQkqL60+UwK7N6lqq01UXF4TBIRUc05ZeTTe0jqQSnr\ntevQIE4NT8CvytAMC8u726d9vk+VMbsjiNkd+ascTvYMjWNuZwgfXzwHE3E9LWg5ocu+z/kvkTTz\nviYARBMGogkDQO7rfG3fM4DtewYA2IOlJFmCZQlIAKIS8Opbx3BhLIG21PDDtrAf7SH7Z1vY53l/\nyrKUdxiWCcAUwHWfWgxT8qH/zCX0n7mEsyMTkP0KPjg2iG0/UXHTNQvd8CVJcAtu+FIXS7YrHNb2\nmmTZvTVCCERjOoYvxRHwKfCrckYBkyXzO8oyZC57uGF3Z+UvimSaJnRdx7x2BclEDELYQ/ba/LNx\nfGAYAoCsqKnKeSw7To2JhysRUZMpR4GHapssllBfSlmv08MTkGDPfQKAUFCd8XZPn1t29NQogn61\nqPVJagb+37uncPLsODoifizobsfhoyP4aOASrNRwxHDQXs/xmDZtuXkBQFjC/R0CuDSh4bWdJ/Iu\nEwwoaA/Z4Wr4YgJHT426Yast5MP54SQiXaNoC/nQFvIjGFCKroDo7JMNK3vx7z/9FURaU2bwog5L\n8sESsBNYimVZsKwELNO0C2ykXkdOVTSU03rAnN99quqGsHJXZ8zurfnFgdMYj+kI+BQkdRPXfrwH\nVy3pwlsHBgFJQAiBn+7pn3Ep9+zhhp3KcFHLCSFgmiYsy0r1HhmwLAsCEizTgiWEO4fNLgAhYFoW\nLFNASDJkRcE1Vy+AZikN9e8SUbEYqIiImozXAg8ia0iZc3u6n1KO5XK+NkT6jSmPpr3p5O9OI9ae\nYQ5Ashu2kv1TkiTI8uQ3+dW+HlS2Sgxb9Dq3LOBXccv1SzLuO3VuHLPbJ4twfGxhJ+7etBxCCMST\nBt7cdwoDZ8fREQmgd14bogndHYI4cHYcZy/EMhrO00kkTSSScQxfiud9zv/te8f9XZGlVNiy53i1\nhe3/IkEfhi/GEE0YuGxuBNddPd+tguj3KUVvc7dXKsfFjgHAsAR+sX/yS4jrP3kZhEjCMmNuAFOU\nyfAlS0gde0gdi6mfEHYxBFmClOoFcy4S7YQHSZLQOyeIQ7/W3WPcNGQI00RbUEFbUEEwIEFYJsYm\n7O336ltH0Bb22UU/AEAIHBk4j42rL8t53NtV7kyYpgnTEm5lREsIrFw2Cyuu6ACEwMFD/Thz7mLa\nOW0vb1mWG4x2HhrE4EgUvfM6cP2Ky+HzqanP7hQryertkwBJzd3ArMcvTYjKgYGKiCgHuwFipf1M\nfYMv3P+bbH1IEiSn0Z9q20hwGk+Tr2nqSZh65hyX7MaQlOeGlHYju/0khHADhiQBp4YuwDImK8md\nGroA/+qeVIPPfl3nd7dSWmpZZ50k513TAwwmG4XOkKlSwsyUzypJRT3mfEZnf0x+W243EIXlfEPu\ntPQnG4dCiMkeFkmCAg0+yXDvN00LkiTZz4VA6n8ZDUxLpO4XApIsQ8CuIOYEOifUVWLYYjlDWr7X\nkiQJ4aAPt92wNO+y2b2e1yzvQTShu8MPJ2KTP+1hiDom4qnbcX3a6ocAYFoidXFmLe9z3j9+ATv6\nBtzbfp+MSNBnH8MAZkX8OHl2AhffOoZIyO4Jc362hfyIhHzw++Scx2reLyFyBDCn88sUyPHlgLO9\nLABW3i8jli/uwqXxBE6PRNE7NwJhSfjFgQH39duDKg4ePYekNrk94hJwYTQOzbTgV2R0hH3TBmzn\n2LTP1RznpwQI2Q9L8k15WFbsmLT7wGnses/uDes/m4DP72coIsqBgYqIGprT0DZTQ3mckOMEHFlO\nCw+p4T3p3yg7I07kVBhyHreH/vigKnJGoxlwwkfpvSIjQ21YdPncsn7+XFZceTkGhicD1Sc/djn2\nHxmtSgWzSpEkKaN8tz3fonSzOyLontvpaVknzDnBzvn23xkKZQng5mvmw7Ss1GFopHoHUsepEO5t\nwO7ByC5Lnq2cIW261yo0TDTX0MdQUMXczlDB97UsgbcOnEb/mTHMbg9g2YJOfPjRcXR29eCDExdw\nfjQOVZGR1E1MxHSYloCm29t2OppuQdMnj/OLY0mcODM+7TI+VUYkZPd8OYErEvLh5NAYxqKaO9zv\n/ePn8bGFsxEJ+RAOlD50s9AcLZ8P2HjtZIC1LAFfwJex/XcdGkT/0OQct3ldbbgwYUCBBUW1L97s\n9/tLWq9S1Wv1TaJ6w0BFRHXDNO0hKsKyAAhIEBlzHOxgkxpuI03Od/CpfqiqkvWNbOvKnichhHDn\nu5SzBHM5lfMaNZWSPswQ8B7qAPtYNwwTP9l1HMfOXMSCuRGs/1QvIEn23BPLHm4lIGHtx+fiuqu7\n3ePfq+nmg1XyOmC7Dg3irdQ1qQbOjmN2RxBXXh7EqCnj0ngCiixhPGb3xHR12EMSb1rdi2uvmo+f\nvzuAXYfOYHRCs0ulS5JbzGN+VxgTcR3RuN0LVqgSImBXVrw0nrRLyk9j+FICez+05xdJAMJB1Q1f\nTiBzer/Czs+gmvpp3w74S58Xli47AJ86N+HOzwOAwZHKh5t6rb5JVG8YqIioItxeo9RwOTnVW+QE\nJHcCeKq3SJZl+Hx++FSl4Lf2NL3sEtDf+/GhjMfLVYK5nLxco6aRKYqCN945hTf22dcbOjGUQEdH\nx5TP7JxHpmmmrr+TNtRRwC0MkD5HxukRM037ardCkiClCgMoSu5Gfq6eiHIUN7Esgb4PzuLCeNIt\nJX96eAKz5me+p5ZVFGNwJIpgQMUt65agPezH9j0nMXwxBlmWYFoCS+a343989hMZywghkEia9lDD\nVMiKpoJWNJH6mR7AUr8bZv6CHIA9BM+tingx/5ywbLIsIZIKYuGgE8JUN5CFgypCARUnh8YwGtWw\nYF4bblzVi3DI535hlB6y3j5wGkdPVTfc1Gv1TaJ6w0BFRDll9xbZwUe4w+EkOEHImYsjARBQUhfp\nVBUFPl8AqnuleqqV7FLJ2RdLrQf5rlHTzIr5zE6P60x6w5xQpusGdMPICGVOxb/5nSp+dTzhDkfs\nmRXA2/sH8Ob+QUiS5LnXatehQZy7EENSMxBPCETjOhZ0t0MIkdH74Vcze5WdsOCEilPnJqDppnsd\nrGBATX22qaEvFAxjzqzM+3/r2oU5w6AQAppupYUszQ1d0bhuB6m4joFz4xi5FLe3myVQYDSiu26l\nXJz5nQ/O4T/fPAYJ9nDKSNDu/YoEVYSDPoQCKjraAkgkDcybHUIo6MNHJy8iHPQhHLKf71NzzxHz\nql6rbxLVGwYqohZgmiZ0TYNlmW74Se8tyhxWZ/+uqj74fSH2FjWB7CGAzu16UsvQV6vhhtX6zMWE\nsj+4tQtzuzpxYmgMi3vasXH15Xj+xwcgWZpbh+X02YtQpZ60UCHc351CHdm9YKeHJxAJ+ZDUTLcw\nxanhCYRkGXfdNtn7cflcO0ANjuSe35VIGm6YigRVLOi2n59vqGKxQxglSULAryDgV9A1K//1wP79\np7/CkbRjYtmCWfidG5dlha/M32OpMOYEs1hcR6xAcY7UpkYsYSCWMIA8VRKPnBrFrkNDU+5XFbvA\nSDgVwtyfAXXKfZGgipExHRfHEggFVQR8xQ9RnIlGvKwDUSEMVEQNxvm22bJMQAhIqcpjOYfTpS5o\n2R4Q6O1uh6IoLT+/qBVlDwGsR6WEvnIHoJkON/S6PvUUdHMdI7+xuBtHTkfd25/82GXoyVPQwynS\nMdkLZs8DWzQ3gF8fT8Iyk4BpIhj0wzISOHfehKknsXZ5F65d3pWqJClDlnumzBWb7oLJ+YomzKSY\nQq4Gf/ZcogXd7anqgaX1HFqWQCyRClgJHX3vD+HAr4dT4RS4bG4EHW0B+zlxPRWs7OdbRXSLGabA\nWNS+6HOxfvjm2wAmhyiGAunBS0UokP775GPO76FUWFOV4v62VHK+HlGtMFAR1QH7miEGLNOEJCzI\nadc7SQ9HqqJAVVWoit8dSlfMN4rhcGhGQ4aIKq2U0Ffu+VYzHW7odX3qPeiWEvgkSbL/bVJVpNf9\n+/2bO9DR0Y43953G4MgE2sM+SJKEK3plLFlgV7xMr9SZfu0k07LcnjFhJBH2CYR8gF81YRkJGJbA\nvHYFHxqaHcYk2R0qOJNiCrka/OWaSyTLUuoCx3Z1vsXzO9A7r61gb40QAknNTPWCGYjGNez79Tmc\nuxBHOKhibmcY8aQdvpwQ5v5MGkVdOyxziGLxc8UcPlXOGbTSf4YCKg58NIx40nD/xh07PYq1V88v\n+3BFompioCKqEMuy7P9MM3XtEQFJsi9gqaR6lBRZgqLIUBUZAX8Ifr+fPUhEBZR7vtVMh941y/yv\nXD1tMw18Tmi8ee2ijNfuVIbd5zgl8RVFQa4q4J/82GU4eW7y+m0rf6MXi3vnAQAWXT4Xc7s6cOz0\nRfTODePTq+ZDwMTGlT2QTA0D58btoHL1HAgzObVgBwBJtr+YklJDI3P1blVqLtF0r5urpywYUDFn\nll2g4sSgfZzFEjo+ccWc/K8jBJJJ0x2G+NrOYzh11i46ktR1zO2MYPFlHYgljJyhrFD5eoduWAWv\nJZbLmfMxvH3wDBRZckNXKKAilBbCcv6X8biCUECFT+XwdKoNBiqiEhiGAdPQIQkBWZEze5Ay5iAB\nSqpqndNQYFAiKo9yzz2a6dC7Rij6UYxKVlrM7o3bu3ek6GXz7R/LEnjjnQEMDEdx5aK5U4Zabr61\n8PXGnN4xt4fMtLC0J4QjJ866c8cWzQ24F4O20q4pZldZnJxDZl/3zv63vhzzTqcbGlfKkEZZkuzw\nEbSbfCuWzcWFUTugynEDl8+NQFUkXLVk9pQeMiEEdMPK6O1KD17xhIFY0kj9TN12Hk/dX6iUvcO0\nhFt90StVkRD0TwatYCpoOfcFswLY5P2K+3jQr0Dh32sqEQMVUR66pkFYJlRVgk9V4FNlhCIBBIMd\nDEdENVTuuUczHXrnZX0KzbuqRaGMeu1pc/aPs02+/8ph9/pq/7XrBADvATC9d8wZFv3Zmz6OE2cT\nOH5mFEsvm4U7P3M1VHX6f/PdCz2bJnTDHrpo32fBMAXe2n8aJ8+NY8G8Ntyw4jJAkqYU9FBUNeMC\n4tOFpnxDGosp+JA+fHFwyMCp4QlIyD2fSZIk+H0K/D4Fne2BErbs5HbRdGsybKVClhO4EmkBLZ7U\nEU+adlBLGognTSSSBpK6WfT7GebMQxkA+H3yZNjyK6mgZQexoH8yeAUDKkJpjwedx/1OjxmHMbYK\nBipqSaZpwjQMCGG5F4+1y33LkCUg4FcQ6oggECj9DwgR5VaukFBvc4+KXZ/0zx+N6ThxZhSSJOUM\nA7W4Lle997Rlb5O2cOa80HwBMN9xl+/+N945iUNHR5DUTUzEdOzoOwlZlqY9btPnkGX/2di+ux9v\nv2f3yA0MJzG7M/N6Y+ll7TXdgGmZMAwL0Ykozl24BL+ioC3sQ3eHgmQyAUVR887pKqbgQ/oww3/8\nPxeQXtW9lOIdxUivoji73dtrmJaFRNLMCGPxVBiL5/gvkaoo6T6uGUgkiw9lAKDpFjS9tOIeuUgS\npgQt52cg9XN8bBynxk8gkPFY5vMDAQVBnwKlyMIfVH0MVNQ03MIOhg4p11C81DWT7MIOPgT8Yaiq\nym+PiKqk1S7emy398w9fiiPgU9ARsScNFeodqkZvUT1VHcxlyjYQmf925wuA+Y67fPf/4sBpdx5Q\nImnix28eRcCvTHme1/XOvp1e1j6cum/77n6MjJvoaGtHUjdx1RU9+PztK2FZJjRNh6Yb+K3VPTCt\nbhimBctMQtMETpwegWnokBX7b1uhgDSnXcXF2OSFjatxseBSKbKMSEhGpMSKiumceWSTAWsyeGUH\ntKRmuiEsoU2GNGeZUggB9/WBZN7n7T1ytKjXUxU5FbLsQBZwf1cQ8E2GMft2Kow5Ac3nPGaXyHee\nw5L15cFARQ3HnccE2MPxFBmqqkBVZIRmheH3+xmSiOpQvQ4pq5b0zxvwKUho9jWJkrqJaEyHZQm3\ncVOp3qLpegnrrecvW/Y2+fSqXkhS4QCY77jLezxmBbWEZriBKtdypa53MfvyxNAYJElyA3ck7EvN\n0bV7wcJ5llu1PIpT5z6CaeqwTIEFc/yAmYRlCRimBQF7aKGq2s2/qxYG0dvbNePqhfUuex6ZV1aq\n2mIiFcySbm/YZPhyAllSM9OC2ORzEpqJpGaWNJTRYZgWJuLWjIc0pvOpdkjzp4WsQEb4khHw2cHM\n71Ps237VHRbpz3hcdpdvtd40BiqqW7quwzJ0KIoEVZHhU+1qeEHOYyJqSPU+pKzS0j9/e8SPObOC\nGByJIuBTcGJoDDv6TrqBphLzsoDCvYS1ushxMXJtk2LWLd9xl+/+T6/qxeDIBJK6iYBPwYplc9A/\nND7leTNZb6/rXMim6xZDkvIPT7QsC5qmIZHUoBsWJEvDDVfPgWHOhpBk2JcVro/9XY9kabIS4ewZ\nvpZdZdHEgYPvYfHSjyGRFsKSqeCV+XtaGEt/rm4/pulW4TfNQTcs6IYFoHwhDbCrGAd8CvypkOaE\nMb/7e/pPOeO+XLfd31X7dr0FtpoEqq1bt+LAgQOQJAnf+ta3sGLFCvexnTt34umnn4aiKLjppptw\n//33F1yGGpsQArquAZYFv88OTn6fgmB7CIFAJ3ubiJpEoYZlPTfmyyH78x8/M5ZqyMC931FKb5Gz\n3d7cfwqDw1G0R/x5h6YV6iWs52GZhbZJvuMn33GX7/5N1y3K6Pn6zJqF+NneAc9DIb30/Hkdflno\nvWRZRjAYRDAYBADMnd2GhZfb1wMzDAOJpIakpsMwLBim/Z9pAbKsQPX5+Pe4jORUmfi2kILL5kZm\n/HpOQHN6v9zQlbrPCWzuc9J/d0JZ6vla2v1FFmmcwrSEXRUyacz4s+Uiy9Jk0FIng5fThnSCl/O7\nzyfbP1XZvj/tPr9PxqwZHtpVD1R9fX3o7+/HD3/4Qxw9ehSPP/44fvjDH7qPb9myBf/0T/+E7u5u\n/PEf/zFuvfVWXLhwYdplqHHkDE9+FW1ds9whCETUnAo19uq5MV8O2Z9/++5+fHDc/pwCQDSm43s/\nPlRymHS22/CluDv5viPizzk0rVDPR7mHZVYzJOc7fvIdd6XcX+3jsBbDL1VVRZuqoi2rbe/MT47F\nE9B1IxW07CGElgAU1ce/33XACWihQPn2hVM2Pz14adm/53hM0y0kdQNJzXKfk/7Tfrz0IY/pLEvY\nwyhLLDiSz//8woIZLV/1M2DXrl3YtGkTAGDZsmUYGxtDNBpFJBLBwMAAOjs70dPTAwDYuHEjdu3a\nhQsXLuRdhuqTEAKGrkPXEjD1hDtcL+BXEWZ4Impp+RrZzTbHqlCYSO+FcKr+QZLwy0Nn8Ob+U7hp\n1YKCAcSyBN7cdxrDl+KwUhdgdRoquYaJZfd8fGbNQmzf3e/eXtyTO3B5CUaWJfC//88+vPPhWQR8\nCt47dh5C2JXP9hy4hAtGf0kBa7p1SN8OAZ+C9jyBstjXq4ZyvH81PoMkSfD5fJjlm1oUIn0Ioaab\nMC3h9m5BtgtAcXh+puzS9h2yxy6gKkgvm9+eb+KeR+lhzQlbuj71tmY4Ic2EZliZP1PhTDNMaFrq\nfmNyOa/DIL2oeqt2ZGQEn/zkJ93bs2fPxsjICCKRCEZGRtDV1eU+1tXVhYGBAVy8eDHvMlRblmVB\n1zVIwoKqyFBVGYoswe9XEZoVwfm57ViUGk5ARATk70lotjlWhXrc0nshvvfjQ5AkCWNRDaMTWqpk\n9/Epy+R6j8GRCcQTBkzLgixL6AiHcPsNS3MOE8vVS5a+jrffsAR3rF86ZaiZl97DHX0n8c6HZzO+\nRf7F/tOYiGuIxpIYSb3ezWsXFVXWfLrrTjnbIf29Ch0/+T5TJUPKlNL5Q2OQcnyeYtW6Vzd7CGE6\nwzAQjyeQ1OxeLd20YBgWhCRDVX1lufhxI8oubf+xHhmtOIslPaxVihPa0kOYnvXTuR8YL/h606l5\nN4GYZnBmvsemWybb4cOHS14nys3QdQhhQpEARZGgyIBPVRDwT9/dv3fv3iquJeXD/VAfuB/s3olo\nLJl2+wi61BF0KgJX98o4d0lHd6cPncow9u4dKfv7V2sf5PucOSWjiMZiiMZMu6dJANFYbPplUu8h\nCQ1C2HNdJAgYehL9J/uxz1d422WvY9/Bo7htTSe6FgDACPbtGyn9s6S9NoQJy7K/JY7GkhgbtxDX\nnNv25zvR34++j+zy3n2HgRP9/bhmWQTvHo1m3B/yy+6y2euw58AlyNAR9AOGIdAWsAoeP/k+U/b7\nOutTDEsI7D8Wc4/hVVeEIafNO0p/7bGofeH4cECe8nmK5XwGIQTimsC/b38PJ/r7p7zvdKr9b5Jp\nmkgmNeimBcsSMC07aFpCwIJsz9eapk0hhMAHAwmcHzcwp13FVQuDDTW36+CH44gnJq9vdX7cz7Zq\njcgAggCCMgB4L8sP1CBQdXd3Y2Rk8h+Mc+fOYd68ee5jw8PD7mNnz55Fd3c3fD5f3mUKSe/ZouII\nIaBrGiBM+FIT+AJ+BaFgoOQL3e7duxdr1qyp0JpSsbgf6gP3g+2C0e/2TgDAdSuXYs0a+1v1tddW\n9r2ruQ+m+5zZVq8WWNJ3Em/uO43BkQm0h+0CANMt47zHse2/giUSkCR7PJ0JFQjMxpo1hb/2LnYd\nS/ks6csMTxzDeExHUjdx7cd7cPXSLvzXrhOIxmKIhMO4bqXdGxYJpw3NSa37u6cOZdzfFvJDjk82\nRNPXwVk/Z/7PHeuXYu210xew+MWv9yF22h6O2B724bqVV2DNmsVT3jfXtszXi7V9dz/eP30cOuwG\nqQAAIABJREFUgIKRqIUli+dl9Bilv7Yp7J7ISDhU9DbN5nzusaiGhKYh4Ffx/ump75tPPf2bZFkC\nP93Tj48GRnB5Vwg3rLgMpmX3MFhCgs/vhyzLePvAaRw5ewqAjIsxC729XVMuXlzPRs3TuJjqoQKA\nOe0y26p1YOjkr2a0fNUD1YYNG/Dss8/i7rvvxnvvvYeenh6Ew/bAzN7eXkSjUQwODqK7uxs///nP\n8dRTT+HChQt5l6GZ0XUdlmm4vU2qYg/Xi8zugC/HeGkiopmq9wvIlkspn9MZipdr+Fuh93hz32mM\nx+wy2IosI6mbRQ+XLHYdveyzfMtIkoQ9B47gupVL3c9bTFnz6a47Ver6/XTPSRw6OmLPv9AtrFg2\nx10m+30X97RnzDNz1jl7qN3Naxfhzf2nJudxhX04fmY07xy19rAPKy6bi0jY5/k8cJZ59e1j9mvm\nuVB0I9jRd9Id0nnk1ATa2trcUGiaJmKxOJKagVNnzsPQEwAASVYLXry43jjX+pqcQ3WhxmtE5VD1\nQLV69Wp84hOfwB/+4R9CURR8+9vfxksvvYT29nZs2rQJTzzxBB588EEAwGc/+1ksXrwYixcvnrIM\nFc80TZiGAQgTimLPcfKpMnyqglB7CIFAoKG6y4loUq0n1ntR7xeQLRcvn7PUZWRZwk2rezEeS2b0\nBJWrzLbX9Zpumd9etxhd6ojbG1NKWfN8x3ap6/eL/acxOpE27Go06b529vsKgSnhKVcBlR19JzE4\nHM2YxxWLG0XPUfv+K4dLPofTP/draT2I0wXq9H8zkIxi9WpRF/9mTFeURlEUtLe3oR3Ait/oxcCI\nlqo+qGFJdxAq9MnrKckyfD5/3bZrZFnK6FE7fPhi1dchuzDGDSsur4tjoJHVZA6VE5gcy5cvd3+/\n9tprc5ZEz16GMuUrDqEqMgIRP4KBtpadAErUzGo9KZ1qz+sFb+tFqWXNy0ISeW9nv+/3fnwo46nO\nds7uVTsxNOb2ECV1E5fPbUM4lDnSo//sOL58Z+bwwezCIEDp53ApPXTp/2ZEYzEsSbugdC0VW5Sm\n0PFuGAYmorHUxW5NmBbg8/OL43TZhTEANNSwyXpU86IUVBrLsqBrGmRJuMFJVSQEgipCoU6WIydq\nMc1WapxK18g9frXqYf30yl4MDkeR1E0EfAo+PU1jMldDP1ej3hm62B7xA1ENkARicR1CCLcxnysk\nlOMcLuUYqPa/GcXu42JDYaHPqqoqOmdNbmfTNBGNxZFI2j24uiFa/tpZ2cMkG23YZD1q3aOpzjnX\ncRKWCVWxh+ipqoxAUEV47mz2NhERgOK/1aXWVc/DQmvVw7rpusWQJKmoHp18PSLZ6+k87819pzEe\n1ez/YjqWXDYL50cTgCQghIBlZQ6xq/Y5XO33K3YfV+qLAUmSsfv98+7++61rFyKZTCKe1KCnymYb\nZmuFrN55bW7PlHObZqY1jpw6Z5omDF2DIgOqIsOnyvD7VYQ72+D3+2u9ekRUx1qlwEMrKlcQqudh\nobXqYS2l8V7qPLMTQ2OYiKfPz0q4t/9r1wlIUubrVfscTn8/JOWKv1+te9HzHf/hVHVFwP4SOx5P\nIJZIwjAsN2SpPn9TfoGdXRjDuU3eMVBVUb5ep1AkgFCwnVcTJ6KSNfJwL5peuYJQrRu006llD6th\nWHh2234cPzOKpZfNwlc3r4KqzvzvcPZnyp6vlb39q30Op7/f3r17K95bWete9GKOf0mSEA6HMkKW\nZVmIxRNIJDRohgXdMGFak+XbG1l2YQyaOQaqCkmf62RX1JPh9yvsdSIioqLkawiW2nNV6wbtdMrV\nO+OlN+/Zbfvx1oFBAMDpc1EAwAOfv8bT+6ebWiVQuOXAgfra/tVQ6150r8e/LMtoi4TRFpm8TI9T\nvl3TTWiGCSPVkyXJClSfj4UvWhgDVZnomgZhGfD77AvhhsI+znUiIiLP8jUES+25qnWDdjrl6p3x\n0pt3/MzotLe9yv5MhmHh/eMX3J6wz6xZ6D5Wz/PbyqXWvejlPP6d8u3Zkskk4gkNmm6Xb9d0C5Bk\n+AMBz+9FjYWBygNd12EZOlRVhl+V4fcpmNsRQYAnDhEReZTduHYa3tkNwUJDmHI10pt9WKiXYY1L\nL5vl9kw5tyvhZ3sH0D80BlmS0D80hp/tHXD3Rz3Pb2sW1Qh0gUBgShtQ0zTE4gkkNROabkJvscIX\nrYZ7dRpOcFIUabJYhE9BsD2EQKCTXbtERFQ2xTauCw1h8tpIb+TeEi/Dur66eRUAZMyhKsTLNpou\n7NXz/DaaGb/fnzHFwy18EU8iqZvQdAuy6pvmFaiRMFCl2EP2TKiqBL9qD9ubw+BERERVUmzjutAQ\nJq+N9FKDWC0CWL739DKsS1XlkudMeQmr04W9ep7fRuWVXfhCCIFYPAFFJAEzCU23oDRpVcFW0JKB\nKjs8+X0KwhyyR0RENVRs47rQECavjfT04CVgX09purBUi+Fq+d6zWvN0vITV6cJeJee3NXKPYyuQ\nJAmRcAizZ7Whd/4cN2BFYwloul26vVnLtjejpg9Uuq5DmIZdptynIMDwREREdahcjWuvr5MexJwL\n007EtbxhqRbD1Wo9RM5LWJ0u7FUyCHJ+VmNxAlYkrQcrGo0hltCQ1Ow5WD5/oOFLtjerpg9U87tC\nCAQCHLZHRA2N3zY3tmL2X7ka115fJz2InRwaw3h08uK0x8+MYfvu/oz1r8VwtVoPkavnionZah0+\naWYkSUJbWwRtbREA9uV4JqIxxBM6kroJwwT8bN/WjaYPVMFgsNarQEQ0Y/y2ubE1wv5LD2Lbd/e7\n6wsAsbg+Zf1rES5qHWhqXQK8FOUIn84XAcfPjCIWNxAO+bD0Mn6hUwuyLKOjvQ0d7fZt0zQxPhFD\nQtOR1AyYQkIgwDZvrTR9oCIiagb8trl8atHb12j7Lzu4ZF+j6cTQWE3CRT0FmnrvNS5H+HS+CBiL\nahid0DCrzY8PjtfnFwKtRlEUdM5qd28bhoGJaAxJzYRhWtANC5aQ4PP7OUywChioiIgaQK2HOjWT\nWvQWVXP/laOhnx1ctu/uxwfHL7i3Z7L+liXw7tEo3j11qC6DSLHqvdexHOHTCf5J3cz4We9fCLQi\nVVXROSvzvDRNE7FYHEndgGHYhS44VLAyGKiIiBpArYc6NZNa9BZVc/9VoqFfzvXf0XcSfR9NIBK2\npqxfpXt9cr2+s06lvmej9Tp64XwREPApSCRNBHyKez/VP0VR0N7ehva0++yhglHEkzqSmglJVqH6\neD2smWKgIiJqAPU01KnR1aK3r5r7rxIN/XKu/3TrV+len1yvD8DTe7ZCr7ETOHPNoaLGZA8V7EBn\n6nY8Vao9oZks1T4DDFRERNRSmr23r94b+kvmd6DvcOZtR6V7fYp5/WLfs9mPI4Bf5LSCUCiIUMgu\nZiGEQDQWRzyhQdNNaLrdg+Xz+2u8lvWPgYqIiFpKszcSa93QLzRs7+a1i3Civx8IzJ6yfpUOg0vm\nd+C9oyMYj9mlp6MxHVcv7fL0ns1+HFHrkSQJbZEw2iJh975kMomJWMINWJaQ4fP7OQcrCwMVERFR\nE6l1Q7/QsD1ZlnDNsgjWrFkxZdlKh8Gb1y7Ce8fO450PzyLgU3BiaAxXL52DO9YvLct7lmsOWDle\np96rEFJjCAQCCAQC7u3JaoJG6npYvOAwwEBFREREZTSTYXuVDoOyLCES9mFeZ8i9r//sGL5859Rw\n50W55oCV43XqvQphJTBEVl52NUHLshCNxhBP6tB0q2XnYTFQERERUdnUe4n4Sq5fueaAleN1WqEK\nYTavIZJBzDtZlu1KgqlSgunzsJKaCd2wIKs+qGpzR47m/nRERERUVfVeIr6S61eusFaO16n34iSV\n4DVEtmJvXqVkz8MSQiAeTyAWTyKpm0jqVlMOEWSgIiKilsNvpCun3kvEV3L9yhXWyvE6tS5OUgte\nQ2Qr9uZViyRJCIdDCIftYbZCCPs6WAkdCc2ABRl+f6DAq9Q/BioiImo5/Ea6/GoRUuutF0aWJdy8\ndpG7HXb0nfS0HcoR+mpdnKQWvIbIejuOmpkkSehob0NHaoigpmkYm4ghqZnQdAtKg86/YqAiIqKW\nU61vpFupJ6wWIbUee2EY1mvHa4isx+OoVfj9fsztsq9zJYRANBpDNK41XO8VA1UTa6U/5EREpajW\nN9Kt1LiuxbCpeuyF4fCxxlOPx1ErkiQJbW0RtLVFANi9V+PROBJJA5puQa3juVcMVE2slf6QExGV\nolrfSLdS45rDpmzcDkTl4ff7Mcc/2Xs1MRFFrE7nXjFQNbFW+kNORFSKan0j3UqNaw6bsnE7EJWf\nJEkZ5dmTySTGJ+JIaCY0w4I/EIQk1W4UFgNVE2ulP+RERPWolRrXHDZl43ZobJwu0RgCgQACAbuH\nyrIsjI1HkUhqSGgmZMUHpcrXvWKgamKt9IeciKgesXFNxWAjvn5wukTjkWUZnbPa3duxWBwTsQSS\nmgnDkuAPVH5oIANVE+MfciJqVGxgUithI75+cLpE40u/7pVhGBgdjyKRNCp6UWEGKiIiqjtsYFIl\n1Vtgb9RGfL1tx3LgdInmoqoq5syeBWDyosKxuD00UJJVqD5fed6nLK9CRERURo3awKTGUG+BvVEb\n8fW2HcuB0yWaV/ZFhePxBMajcSQ1c8avzUBFRER1p1EbmFSYZQm8ezSKd08dqlmvRr0F9kZtxNfb\ndiwHTpdoHaFQEKFQEABw7kz/jF6LgYqIiOpOozYwqbAdfSfR99EEImGrZr0a9RbYG7URX2/bkahW\nGKiIiKjuNGoDkwqrh14NBvby4HZsznlkVDoGKiIiIqqaJfM70Hc483a1MbCXB7djc84jo9IxUBER\nEVHV3Lx2EU709wOB2S3bq0HNox56XKn2GKiIiIioamRZwjXLIlizZkWtV6UhcYhZZXjdrpxHRgAD\nFREREVHDaPUhZpUKlF63K+eREcBARURERA2APTO2Vh9iVqlA6XW7ch4ZAYBc6xUgIiIiKsRpSL9/\n7Dxe23kcO/pO1nqVaiJ7SFmrDTGrVKBs9e1KM8MeKiIiIqp7rd4z42j1IWaVmrPU6tuVZoaBioiI\nqEG08rA3Tv63tfoQs0oFn1bfrjQzDFREREQNopULErAHgQAGH6pPDFREREQNopWHvbEhTUT1ikUp\niIiIGgQnzlMrsyyB7bv78b0fH8L23f2wLFHrVSICwB4qIiKihlGNYW+tPE+L6lsrD3ml+sZARURE\n1CCqMeytERutjR4CG339q6WVh7xSfWOgIiIiIlcjNlobMQSma/T1rxZWeqR6xUBFRERErkZrtFqW\nwJv7TmP4UhwBn4L2iL8hQmC6RgyxtcBKj1SvGKiIiIgaXDmHjDVao3VH30kMjkwgkTSRSJoA6j8E\nZmu0EFsr9VzpkcM2WxsDFRERUYMr55Cxem605nJiaAztYR8AIKmbuHxepO5DYLZGC7E0FYdttjYG\nKiIiogbXykPGnN6djogfAHDTqgUN1zPQaCGWpmrlc5AYqIiIiBpeKw8ZY+8O1YNWPgeJgYqIiKjh\ntXKoYO8O1YNWPgeJgYqIiKjhMVQQ1RbPwdbGQEVERERUBawER9ScGKiIiIiIqoCV4IiaEwMVERER\nTcHelPJjJTii5sRARURERFOwN6X8WAmOqDkxUBEREdEU7E0pP1aCI2pODFREREQ0BXtTyo+V4Iia\nEwMVERFRk/MyH4q9KURExal6oDIMA48++igGBwehKAq2bt2KBQsWZDzn5ZdfxgsvvABFUbB582bc\nddddeOmll/DMM89g0SL7H/QNGzbgvvvuq/bqExERNRwv86HYm0JEVJyqB6pXX30Vs2bNwne/+128\n/fbbeOqpp/D000+7j8fjcfzDP/wDfvSjH0FVVdx111245ZZbAAB33HEHHnnkkWqvMhERUUPjfCgi\nosqRq/2Gu3btwqZNmwAA69evx7vvvpvx+IEDB/CpT30KkUgEgUAA11xzjfscIUS1V5eIiFqAZQls\n392P7/34ELbv7odlNdffm+z5T5wPRURUPlXvoRoZGUFXVxcAQJIkyLIMwzCgquqUxwGgq6sLw8PD\nUFUVfX19+PKXvwzDMPDII4/gqquuqvbqExFRE2r2EuGcD0VEVDkVDVTbtm3Diy++CEmyJ74KIXDw\n4MGM51iWNe1rOL1Sq1atQldXFzZu3Ij9+/fjkUcewSuvvFJwHfbu3etx7alcuA/qA/dDfeB+qL1c\n+2DPgUuIxpJpt4+gSx2p5mpVXJcKdC0AgBHs21f7z8ZzoT5wP9Qe90Hjq2ig2rx5MzZv3pxx32OP\nPYaRkREsX74chmHYK6FOrkZ3dzeGh4fd22fPnsXq1auxdOlSLF26FIAdri5evAghhBvW8lmzZk25\nPg55sHfvXu6DOsD9UB+4H2ov3z64YPRjJNVDBQDXrVyKNWuap4eq3vBcqA/cD7XHfVAfZhpqqz6H\nasOGDXj99dcBAG+88QbWrVuX8fjKlStx+PBhTExMIBqNYt++fVizZg2ef/55bNu2DQBw5MgRdHV1\nFQxTRERExbh57SLcsX4prr5iDu5Yv5RD4oiIqGhVn0N1xx134O2338YXvvAFBAIBPPnkkwCA5557\nDuvWrcPKlSvx0EMP4U/+5E8gyzK+9rWvoa2tDb/7u7+Lhx9+GC+//DIsy8KWLVuqvepERNSkWCKc\niIi8qnqgkmUZW7dunXL/n/7pn7q/33LLLW6pdEdPTw9+8IMfVHz9iIiIiIiIilX1IX9ERERERETN\nouo9VERERK3CsgR29J3MKFcuy5z/S0TUTBioiIiIKqTZr29FREQc8kdERFQxJ4bGpr1NRESNj4GK\niIioQpbM75j2NhERNT4O+SMiIqoQ53pW6XOoiIiouTBQERERVUi+61uxWAURUfNgoCIiIqoyFqsg\nImoenENFRERUZSxWQUTUPBioiIiIqozFKoiImgeH/BEREVUZi1UQETUPBioiIqIqy1esgoiIGg+H\n/BEREREREXnEQEVEREREROQRAxUREREREZFHDFREREREREQeMVARERERERF5xEBFRERERETkEQMV\nERERERGRRwxUREREREREHjFQERERERERecRARURERERE5BEDFRERERERkUcMVERERERERB4xUBER\nEREREXnEQEVEREREROSRWusVICIiIqLasiyBHX0ncWJoDEvmd+DmtYsgy1KtV4uoITBQEREREbW4\nHX0n8drO4wCA94+dBwD89rrFtVwloobBIX9ERERELe7E0Ni0t4koPwYqIiIioha3ZH7HtLeJKD8O\n+SMiIiJqcTevXQQAGXOoiKg4DFRERERELU6WJc6ZIvKIQ/6IiIiIiIg8YqAiIiIiIiLyiIGKiIiI\niIjIIwYqIiIiIiIijxioiIiIiIiIPGKgIiIiIiIi8oiBioiIiIiIyCMGKiIiIiIiIo8YqIiIiIiI\niDxSa70CRERERJVmWQI7+k7ixNAYlszvwM1rF0GWpVqvFhE1AQYqIiIiano7+k7itZ3HAQDvHzsP\nAPjtdYtruUpE1CQ45I+IiIia3omhsWlvExF5xUBFRERETW/J/I5pbxMRecUhf0RERNT0bl67CAAy\n5lAREZUDAxURERE1PVmWOGeKiCqCQ/6IiIiIiIg8YqAiIiIiIiLyiIGKiIiIiIjIIwYqIiIiIiIi\njxioiIiIiIiIPGKgIiIiIiIi8oiBioiIiIiIyCMGKiIiIiIiIo8YqIiIiIiIiDxioCIiIiIiIvKI\ngYqIiIiIiMgjBioiIiIiIiKPGKiIiIiIiIg8YqAiIiIiIiLyiIGKiIiIiIjIIwYqIiIiIiIijxio\niIiIiIiIPGKgIiIiIiIi8oiBioiIiIiIyCO12m9oGAYeffRRDA4OQlEUbN26FQsWLMh4zujoKB58\n8EG0tbXhmWeeKXo5IiIiIiKiaqp6D9Wrr76KWbNm4d/+7d/wla98BU899dSU5/zVX/0Vrr/++pKX\nIyIiIiIiqqaqB6pdu3Zh06ZNAID169fj3XffnfKcLVu2YOXKlSUvR0REREREVE1VD1QjIyPo6uoC\nAEiSBFmWYRhGxnNCoZCn5YiIiIiIiKqponOotm3bhhdffBGSJAEAhBA4ePBgxnMsy/L02sUut3fv\nXk+vT+XDfVAfuB/qA/dD7XEf1Afuh/rA/VB73AeNr6KBavPmzdi8eXPGfY899hhGRkawfPlyt4dJ\nVQuvRnd3d8nLrVmzxuOaExERERERFVb1IX8bNmzA66+/DgB44403sG7dupzPE0JACFHyckRERERE\nRNUiifTUUgWWZeHxxx9Hf38/AoEAnnzySfT09OC5557DunXrsGLFCtx5552Ix+MYHR3F/Pnz8c1v\nfhPr16/PuRwREREREVGtVD1QERERERERNYuqD/kjIiIiIiJqFgxUREREREREHjFQEREREREReVTR\nsumVZhgGHn30UQwODkJRFGzduhULFizIeM5rr72Gf/7nf4aiKLj++uvxwAMP4KWXXsIzzzyDRYsW\nAbArCN533321+AhNodT9sG7dOnzjG98oajkqXjHbc3R0FA8++CDa2trwzDPPAADPhzLyug94LpRX\nMdvz5ZdfxgsvvABFUbB582bcddddPBfKaOvWrThw4AAkScK3vvUtrFixwn1s586dePrpp6EoCm66\n6Sbcf//9BZeh0pW6D/bs2YM///M/x5VXXgkhBJYvX46/+Iu/qOEnaA7T7QdN0/CXf/mXOHr0KF58\n8cWilqHSFbMPjhw5gh/96EcA4O1cEA3spZdeEn/9138thBDirbfeEg888EDG4/F4XHzmM58R0WhU\nCCHE5s2bxZEjR8R//Md/iL/927+t+vo2K6/7odByVJpituc3vvEN8dxzz4mvf/3r7n08H8rH6z7g\nuVBehbZnLBYTt956q5iYmBCJREJ89rOfFaOjozwXymTPnj3ivvvuE0IIceTIEfEHf/AHGY/fcccd\nYmhoSFiWJb7whS+II0eOFFyGSuNlH+zevTvj3yWauUL74W/+5m/Ev/zLv4jPfe5zRS9DpfGyD7yc\nCw095G/Xrl3YtGkTAGD9+vV49913Mx4PBoN4+eWXEQ6HAQCdnZ24dOkSAGRc44pmxut+KLQclaaY\n7bllyxasXLmy2qvWMrzuA54L5VVoex44cACf+tSnEIlEEAgEcM0117jP4d+GmUvf/suWLcPY2Bii\n0SgAYGBgAJ2dnejp6YEkSdi4cSN27do17TJUulL3wS9/+UsAPP7LrdBx/dBDD+E3f/M3S1qGSuNl\nHwClnwsNHahGRkbQ1dUFAJAkCbIswzCMjOe0tbUBAH71q19hcHAQq1atAgD09fXhy1/+Mu699158\n8MEH1V3xJuN1PxSzHBWvmO0ZCoVyLrtnzx6eD2XgdR/wXCivQtsz/XEA6OrqwvDwMAD+bSiH7O07\ne/ZsjIyM5HzM2fbTLUOlK3UfnDt3DgBw9OhR3H///fijP/oj7Ny5s7or3YQKHdeF/h7kWoZK42Uf\nAKWfCw0zh2rbtm148cUXIUkSADs5Hjx4MOM5lmXlXPbEiRN4+OGH8dRTT0FRFKxatQpdXV3YuHEj\n9u/fj0ceeQSvvPJKxT9DMyjnfsiWbzmaaib7IRvPB2/KuQ+y8VwoXjn2g/NNJM+Fypjum958j7Gn\npLyK2QdLlizBV7/6Vdx+++0YGBjAF7/4RWzfvh2q2jBNxbrn5bjmuVBexWzPxYsXl3wuNMxZsnnz\nZmzevDnjvsceewwjIyNYvny5++1j9ocdGhrC1772NXznO9/B8uXLAQBLly7F0qVLAdh/QC9evAgh\nhPsHmfIr537o7u4uuBzl5nU/5MLzwZty7gOeC9552Q/d3d1ujxQAnD17FqtXr+a5UCbO8ew4d+4c\n5s2b5z6Wve27u7vh8/nyLkOl87IPuru7cfvttwMAFi5ciLlz5+Ls2bPo7e2t7so3ken2QzmXofy8\nbM+enp6Sz4WGHvK3YcMGvP766wCAN954A+vWrZvynMcffxxPPPEEPv7xj7v3Pf/889i2bRsA4MiR\nI+jq6uIfzBnwuh+KWY6KV+z2FEJkfEPD86F8vO4DngvlVWh7rly5EocPH8bExASi0Sj27duHNWvW\n8Fwokw0bNuC///u/AQDvvfceenp63Dm0vb29iEajGBwchGEY+PnPf44bb7xx2mWodF72wSuvvIJn\nn30WAHD+/HlcuHABPT09NfsMzaCY4zrX3wOeC+XjZR94ORck0cB9iZZl4fHHH0d/fz8CgQCefPJJ\n9PT04LnnnsO6deswa9Ys/P7v/z5WrFjhfst477334uqrr8bDDz/svsajjz7KkpQz4HU/bNy4Medy\n5E2h/bBixQrceeediMfjGB0dxfz58/HNb34TV155Jc+HMvG6D9avX89zoYwK7YeVK1fiJz/5CZ5/\n/nnIsox77rkHv/M7v4OzZ8/yXCiTv/u7v8OePXugKAq+/e1v4/3330d7ezs2bdqEd955B9/97ncB\nALfddhu+9KUv5VzGGc1A3pS6D6LRKB566CGMjo5CCIE/+7M/w6c//ekaf4rGN91+uPfeezE0NIQz\nZ85g4cKF+NKXvoTPfe5zeOqpp9DX18dzoUxK3Qe33347HnzwwZLOhYYOVERERERERLXU0EP+iIiI\niIiIaomBioiIiIiIyCMGKiIiIiIiIo8YqIiIiIiIiDxioCIiIiIiIvKIgYqIiIiIiMgjBioiIiIi\nIiKPGKiIiIiIiIg8Umu9AkREROVy7tw5PPzwwwCAZDKJu+++G//5n/+JT3ziE/joo48wPDyMr3zl\nK7j11ltx99134/HHH8c111yDv//7v0c8HscjjzxS409ARESNhj1URETUNF577TUsW7YML7zwAn7w\ngx8gFosBAEzTxPe//308++yz2LJlCxRFwZNPPoktW7bgo48+ws9+9jM88MADNV57IiJIxUOKAAAB\nf0lEQVRqRAxURETUNG666Sbs3LkTjz32GN544w18/vOfBwDceOONAIBFixZBkiScP38eV155JW65\n5RZ88YtfxJYtW+D3+2u56kRE1KAYqIiIqGlcccUVeO211/B7v/d72LVrF+655x5IkgTLstznCCEg\nSRIAYHh4GB0dHThz5kytVpmIiBocAxURETWNV199FQcPHsQNN9yAJ554AmfOnIFpmvjlL38JADh+\n/DgURUFXVxd2796NY8eO4V//9V/xne98B5cuXarx2hMRUSOShBCi1itBRERUDh9++CGeeOIJd/je\nbbfdhtdffx3Lly/H4OAgTp06ha9//evYsGEDNm/ejH/8x3/EwoULsW3bNrz11lt45plnavwJiIio\n0TBQERFRU7vnnntw//3344Ybbqj1qhARURPikD8iImpqznwpIiKiSmAPFRERERERkUfsoSIiIiIi\nIvKIgYqIiIiIiMgjBioiIiIiIiKPGKiIiIiIiIg8YqAiIiIiIiLy6P8Da8vKXKKGimYAAAAASUVO\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "comb = TSMOM.merge(SPX)\n", "sns.regplot(x=\"spx\", y=\"TSMOM with Vol\", data=comb, order=2);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: TSMOM with Vol R-squared: 0.030\n", "Model: OLS Adj. R-squared: 0.027\n", "Method: Least Squares F-statistic: 9.535\n", "Date: Tue, 22 Nov 2016 Prob (F-statistic): 0.00220\n", "Time: 10:51:01 Log-Likelihood: 675.59\n", "No. Observations: 312 AIC: -1347.\n", "Df Residuals: 310 BIC: -1340.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const 0.0132 0.002 8.319 0.000 0.010 0.016\n", "spx -0.1103 0.036 -3.088 0.002 -0.181 -0.040\n", "==============================================================================\n", "Omnibus: 3.401 Durbin-Watson: 1.718\n", "Prob(Omnibus): 0.183 Jarque-Bera (JB): 3.959\n", "Skew: 0.024 Prob(JB): 0.138\n", "Kurtosis: 3.550 Cond. No. 22.7\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "X = comb['spx'].copy()\n", "X = sm.add_constant(X)\n", "model = sm.OLS(comb['TSMOM with Vol'].astype(float), X).fit()\n", "print(model.summary()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note** the positive alpha and significant coefficient relating to S&P 500." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: TSMOM with Vol R-squared: 0.165\n", "Model: OLS Adj. R-squared: 0.163\n", "Method: Least Squares F-statistic: 61.66\n", "Date: Tue, 22 Nov 2016 Prob (F-statistic): 6.67e-14\n", "Time: 10:51:02 Log-Likelihood: 1553.1\n", "No. Observations: 312 AIC: -3104.\n", "Df Residuals: 311 BIC: -3101.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "spx 0.1667 0.021 7.852 0.000 0.125 0.208\n", "==============================================================================\n", "Omnibus: 151.806 Durbin-Watson: 1.512\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 1359.979\n", "Skew: 1.784 Prob(JB): 4.83e-296\n", "Kurtosis: 12.586 Cond. No. 1.00\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "X = comb['spx'].copy()\n", "X = X ** 2\n", "Y = comb['TSMOM with Vol']\n", "Y = Y ** 2\n", "model = sm.OLS(Y, X).fit()\n", "print(model.summary()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Straddle like payoff\n", "\n", "In MOP paper, they states the returns to TSMOM are largest during the biggest up and down market movements. In addition, the coefficient on the market return squared is significantly positive, indicating that TSMOM delivers its highest profits during the most extreme market movements. The result above also concur with their findings.\n", "\n", "The take away from this is that TSMOM has payoffs similar to an option straddle on the market. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Conclusion\n", "\n", "The benchmarks used for the factor analysis are:\n", "* EQUITY - MSCI World equity index\n", "* BOND - Barclay's Aggregate Bond Index\n", "* COMMODITY - S&P GSCI Index\n", "* SMB - Size\n", "* HML - Value vs growth\n", "* MOM - Cross sectional Momentum\n", "\n", "The SMB, HML, MOM data are from Kenneth French's [data library](http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html). Rest of the data are from Bloomberg after adjusting for risk free rate.\n", "\n", "The performance of TSMOM has been quite impressive with the Sharpe ratio at 1.56 for 1984-2009 and 1.32 if we cover the 1984-2016 period. Without volatility scaling, the Sharpe ratio drop down to 1.18. Compare this to buy and hold strategy with and without volatility scaling which generated Sharpe Ratio of 0.196 and -0.088 respectively. Against other metrics such as maximum draw down, the TSMOM with and without volatility scaling also outperformed.\n", "\n", "When one take a look at the factor analyis, TSMOM with volatility scaling is negatively correlated to the MSCI World Index and uncorrelated to the rest of the factors. The alpha is 1.2% per month. However, one must take this with a grain of salt as the adjusted R-squared is only 0.02." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*This presentation is for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation for any security; nor does it constitute an offer to provide investment advisory or other services by Quantopian, Inc. (\"Quantopian\"). Nothing contained herein constitutes investment advice or offers any opinion with respect to the suitability of any security, and any views expressed herein should not be taken as advice to buy, sell, or hold any security or as an endorsement of any security or company. In preparing the information contained herein, Quantopian, Inc. has not taken into account the investment needs, objectives, and financial circumstances of any particular investor. Any views expressed and data illustrated herein were prepared based upon information, believed to be reliable, available to Quantopian, Inc. at the time of publication. Quantopian makes no guarantees as to their accuracy or completeness. All information is subject to change and may quickly become unreliable for various reasons, including changes in market conditions or economic circumstances.*" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }