{"cells": [{"source": "#### **Using Implied Cost of Capital as a Sector ETF Valuation Tool**\n#### _[Sunday 6.14.2015]_\n------------\n\n***This is a follow-up to these posts [here](http://blkarb.se/1FCBL1R) and [here](http://blkarb.se/1HJ3tsR) where I detail the `ICC` methodology used. All the data and plots have been updated and reflects current information. Scroll to the bottom to see the results of our previous predictions.*** \n\nThe following IPython Notebook examines the **Implied Cost of Capital (ICC)** method of valuation for purposes of trade/portfolio positioning. The **ICC** model is a forward looking estimate that uses earnings forecasts to calculate an implied earnings growth rate. The goal of this analysis is to identify asymmetric investing opportunities due to incongruence between *\"recent\"* historical returns and forward looking expectations of earnings growth (as measured by the ICC). \n\n**_Please note:_** _there will be some category overlap as some of the groupings include international sector ETF's while other groupings contain regional and/or country ETF's._ \n____", "metadata": {"hide_input": false, "run_control": {"marked": true}}, "cell_type": "markdown"}, {"source": "%%javascript\nIPython.load_extensions('IPython-notebook-extensions-3.x/usability/runtools/main')", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"application/javascript": "IPython.load_extensions('IPython-notebook-extensions-3.x/usability/runtools/main')", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 1}, {"source": "# ================================================================== #\n# composite returns; vol; risk adjusted returns; correlation matrix, ICC analysis\n\nimport pandas as p\nimport numpy as np\nimport pandas.io.data as web\nfrom pandas.tseries.offsets import *\nimport datetime as dt\nimport math\nimport seaborn as sns\nsns.set_style('white')\n\nimport matplotlib.pyplot as plt\n%matplotlib inline\nsize=(10,8)\nimport plotly.plotly as py\nfrom plotly.graph_objs import *\nimport plotly.tools as tls\n\nimport cufflinks \n\n# ================================================================== #", "metadata": {"collapsed": true, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": 2}, {"source": "# datetime management\n\nnum_weeks = 3 # number of weeks since last update\n\ndate_today = dt.date.today()\nd_mon, d_day = date_today.month, date_today.day\nprev_date_today = date_today - num_weeks * Week(weekday=0) # weekday 0 = Monday\npre_d_mon, pre_d_day = prev_date_today.month, prev_date_today.day\n\nlast_month = date_today - 21 * BDay() # switch to 21\n\none_year_ago = date_today - 252 * BDay()", "metadata": {"collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": 3}, {"source": "# ~~~ Market Cap ~~~ #\nBroad_mkts = ['THRK','RSCO'] # Russell 3000, Russell Small Cap Completeness\nLarge_cap = ['ONEK','SPY','SPYG','SPYV'] # Russell 1000, sp500 (growth, value)\nMid_cap = ['MDY','MDYG', 'MDYV'] # sp400 mid (growth, value)\nSmall_cap = ['TWOK','SLY','SLYG','SLYV'] # russ 2K, sp600, (growth, value)\n\n# ~~~ International/Global Equities ~~~ #\nGlobal = [\n 'DGT', # global dow\n 'BIK', # sp BRIC 40 ETF\n 'GMM', # sp emerging mkts \n 'EWX', # sp emerging mkts small caps\n 'CWI', # msci acwi ex-US\n 'GII', # global infrastructure\n 'GNR', # global natural resources\n 'DWX', # intl dividends\n 'GWL', # sp developed world ex-US \n 'MDD', # intl mid cap (2B-5B USD)\n 'GWX' # intl small cap (<2B USD)\n ]\n\nAsia = ['JPP','JSC','GXC','GMF'] # japan, smallcap japan, china, emg asiapac\nEurope = ['FEZ','GUR','RBL','FEU'] # euro stoxx 50, emg europe, russia, stoxx europe 50\nLatam = ['GML'] # emg latin america\nAfrica = ['GAF'] # emg mideast/africa\n\n# ~~~ Real Assets ~~~ #\nReal_assets = [ 'RWO', # global real estate\n 'RWX', # intl real estate ex-US\n 'RWR' # US select REIT\n ] \n\n# ~~~ sectors and industries ETF's ~~~ #\nSector = [\n 'XLY','XHB','IPD','XRT', # consumer discretionary\n 'XLP','IPS', # consumer staples\n 'XLE','IPW','XES','XOP', # energy\n 'XLF','KBE','KCE','KIE','IPF','KRE', # financials\n 'XLV','XBI','XHE','XHS','IRY','XPH', # healthcare\n 'XLI','XAR','IPN','XTN', # industrial\n 'XLB','IRV','XME', # materials\n 'XLK','MTK','IPK','XSD','XSW', # technology\n 'IST','XTL', # telecom\n 'IPU','XLU' # utilities\n ]\n \nstock_list = [Broad_mkts, Large_cap, Mid_cap, Small_cap, Global, Asia, Europe, Latam, Africa, Real_assets, Sector]\n\n# ~~~ Category structure ~~~ #\ncat = {'Broad_Market' :['THRK','RSCO'],\n 'Large_Cap' :['ONEK','SPY','SPYG','SPYV'],\n 'Mid_Cap' :['MDY','MDYG', 'MDYV'], \n 'Small_Cap' :['TWOK','SLY','SLYG','SLYV'],\n 'Global_Equity' :['DGT','BIK','GMM','EWX','CWI','GII','GNR','DWX','GWL','MDD','GWX'],\n 'AsiaPac_Equity' :['JPP','JSC','GXC','GMF'],\n 'Europe_Equity' :['FEZ','GUR','RBL','FEU'],\n 'Latam_MidEast_Africa' :['GML','GAF'],\n 'Real_Estate' :['RWO','RWX','RWR'],\n 'Consumer_Discretionary':['XLY','XHB','IPD','XRT'],\n 'Consumer_Staples' :['XLP','IPS'], \n 'Energy' :['XLE','IPW','XES','XOP'], \n 'Financials' :['XLF','KBE','KCE','KIE','IPF','KRE'],\n 'Healthcare' :['XLV','XBI','XHE','XHS','IRY','XPH'],\n 'Industrial' :['XLI','XAR','IPN','XTN'],\n 'Materials' :['XLB','IRV','XME'],\n 'Technology' :['XLK','MTK','IPK','XSD','XSW'],\n 'Telecom' :['IST','XTL'], \n 'Utilities' :['IPU','XLU']\n } \n\nfilepath = r'C:\\Users\\Owner\\Documents\\Visual_Studio_2013\\Projects\\iVC_Reporting_Engine\\PythonApplication2\\\\'", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": true, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": 4}, {"source": "# ================================================================== #\n# get prices\ndef get_px(stock, start, end):\n '''\n Function to call Pandas' Yahoo Finance API to get daily stock prices.\n \n Parameters:\n ==========\n stock = type('str'); stock symbol \n start = 3 business days before today; datetime date_today object offset by pandas.DateOffset method \n end = today; datetime date_today object\n\n Returns:\n ========\n time series = Pandas.Series object corresponding to stock symbol, and start/end dates\n **Note that if price column is not specified the function will return a Pandas.DataFrame object\n ''' \n try:\n return web.DataReader(stock, 'yahoo', start, end)['Adj Close']\n except Exception as e:\n print( 'something is fucking up' )\n\npx = p.DataFrame()\nfor category in stock_list:\n for stock in category:\n px[stock] = get_px( stock, one_year_ago, date_today )\n \n# ================================================================== #\n# construct dataframe and proper multi index\nlog_rets = np.log( px / px.shift(1) ).dropna()\n\nlrets = log_rets.T.copy()\nlrets.index.name = 'ETF'\nlrets['Category'] = p.Series()\n\nfor cat_key, etf_val in cat.items():\n for val in etf_val:\n if val in lrets.index:\n idx_loc = lrets.index.get_loc(val)\n lrets.ix[idx_loc,'Category'] = cat_key\n else:\n pass\n\nlrets.set_index('Category', append=True, inplace=True)\nlrets = lrets.swaplevel('ETF','Category').sortlevel('Category')\n# lrets.head() \n\n# ================================================================== #\n# cumulative returns of ETF's\ncum_rets = lrets.groupby(level='Category').cumsum(axis=1)\n# cum_rets.head()\n\n# ================================================================== #\n# composite groupings of cumulative ETF returns (equally weighted intra-category mean returns)\ncomposite_rets = p.DataFrame()\nfor label in cat.keys():\n composite_rets[label] = cum_rets.ix[label].mean(axis=0) # equal weighted mean\n \ncomp_rets = np.round(composite_rets.copy(),4) # rounding", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": 5}, {"source": "# ~~~~~ Additional risk and return computations ~~~~~ #\n\n# ================================================================== #\n# composite rolling std\n\nsigmas = lrets.groupby(level='Category').std() # equal weighted std\n\ncomposite_sigs = p.DataFrame()\nfor label in cat.keys():\n composite_sigs[label] = sigmas.ix[label] \n\nrsigs = p.rolling_mean( composite_sigs, window=60 ).dropna()*math.sqrt(60)\n\n# ================================================================== #\n# composite rolling risk adjusted returns\n\nmean_rets = lrets.groupby(level='Category').mean() # equal weighted mean\n#risk_rets = (mean_rets-lrets.loc['Global_Equity','DGT'])/sigmas\n#risk_rets = mean_rets/sigmas\n\ncomposite_risk_rets = p.DataFrame()\nfor label in cat.keys():\n composite_risk_rets[label] = mean_rets.ix[label] \n\nrs = p.rolling_mean( composite_risk_rets, window=60 ).dropna() \nrisk_rets = rs/rsigs\n\n# ================================================================== #\n# correlation matrix of composite ETF groups' risk adjusted returns\ncor = risk_rets.corr()", "metadata": {"collapsed": true, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": 6}, {"source": "### Current ICC Estimates and Rankings", "metadata": {}, "cell_type": "markdown"}, {"source": "# ================================================================== #\n# import ICC estimates\nframe = p.read_csv( filepath+'Spdr_ICC_est_{}.csv'.format(date_today) , index_col=0 ).dropna()\npre_frame = p.read_csv( filepath+'Spdr_ICC_est_{}.csv'.format(prev_date_today.date()), index_col=0 ).dropna() \n# ================================================================== #\n# group ICC data by category\nf = frame.copy()\npre_f = pre_frame[['ETF_ICC_est','Category']]\n\ngrp = f.groupby('Category')\ngrp_mean = grp.mean().sort('ETF_ICC_est', ascending=False)\n\npre_grp = pre_f.groupby('Category')\npre_grp_mean = pre_grp.mean().sort('ETF_ICC_est', ascending=False) \npre_grp_mean = np.round( pre_grp_mean, 3 )\np.set_option('colheader_justify', 'right')\ngm_cols = ['Current ICC Est', 'Rank', 'Previous ICC Est', 'Previous Rank', 'Change in Rank']\ngrp_mean_rnd = grp_mean['ETF_ICC_est'].round(3)\ngrp_mean = p.DataFrame( grp_mean_rnd )\ngrp_mean['Rank'] = grp_mean.rank(ascending=False, method='dense')\ngrp_mean['Previous ICC est'] = pre_grp_mean\ngrp_mean['Previous Rank'] = pre_grp_mean.rank(ascending=False, method='dense')\ngrp_mean['Change in Ranking'] = grp_mean['Previous Rank'] - grp_mean['Rank']\ngrp_mean.columns = gm_cols\ngrp_mean", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "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
Current ICC EstRankPrevious ICC EstPrevious RankChange in Rank
Category
Europe_Equity0.23410.22021
Financials0.22820.2341-1
AsiaPac_Equity0.20230.20430
Utilities0.19040.18340
Energy0.18750.18250
Global_Equity0.18360.17960
Materials0.17770.17170
Latam_MidEast_Africa0.17180.16880
Industrial0.14090.14090
Small_Cap0.136100.136100
Telecom0.135110.13610-1
Real_Estate0.135110.132121
Large_Cap0.133120.13311-1
Mid_Cap0.132130.13311-2
Consumer_Discretionary0.131140.13013-1
Broad_Market0.130150.13013-2
Technology0.122160.12314-2
Consumer_Staples0.114170.11315-2
Healthcare0.109180.10916-2
\n
", "text/plain": " Current ICC Est Rank Previous ICC Est \\\nCategory \nEurope_Equity 0.234 1 0.220 \nFinancials 0.228 2 0.234 \nAsiaPac_Equity 0.202 3 0.204 \nUtilities 0.190 4 0.183 \nEnergy 0.187 5 0.182 \nGlobal_Equity 0.183 6 0.179 \nMaterials 0.177 7 0.171 \nLatam_MidEast_Africa 0.171 8 0.168 \nIndustrial 0.140 9 0.140 \nSmall_Cap 0.136 10 0.136 \nTelecom 0.135 11 0.136 \nReal_Estate 0.135 11 0.132 \nLarge_Cap 0.133 12 0.133 \nMid_Cap 0.132 13 0.133 \nConsumer_Discretionary 0.131 14 0.130 \nBroad_Market 0.130 15 0.130 \nTechnology 0.122 16 0.123 \nConsumer_Staples 0.114 17 0.113 \nHealthcare 0.109 18 0.109 \n\n Previous Rank Change in Rank \nCategory \nEurope_Equity 2 1 \nFinancials 1 -1 \nAsiaPac_Equity 3 0 \nUtilities 4 0 \nEnergy 5 0 \nGlobal_Equity 6 0 \nMaterials 7 0 \nLatam_MidEast_Africa 8 0 \nIndustrial 9 0 \nSmall_Cap 10 0 \nTelecom 10 -1 \nReal_Estate 12 1 \nLarge_Cap 11 -1 \nMid_Cap 11 -2 \nConsumer_Discretionary 13 -1 \nBroad_Market 13 -2 \nTechnology 14 -2 \nConsumer_Staples 15 -2 \nHealthcare 16 -2 "}, "output_type": "execute_result", "metadata": {}, "execution_count": 7}], "execution_count": 7}, {"source": "### Z-Score of ICC Estimates by Category", "metadata": {}, "cell_type": "markdown"}, {"source": "def z_score(df):\n return ( df - df.mean() ) / df.std()\n\nz_grp = z_score(grp_mean['Current ICC Est'])\n\nplt.figure()\nsize = (10, 8)\nz_grp.plot('barh', figsize=size, alpha=.8)\nplt.axvline(0, color='k')\nplt.title('Z-Score of ICC Estimates by Category', fontsize=20, fontweight='demibold')\nplt.xlabel('$\\sigma$', fontsize=24)\nplt.ylabel('Category', fontsize=16, fontweight='demibold')\nplt.tick_params(axis='both', which='major', labelsize=14)\n", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"image/png": 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zmwBcDkwBTgCGA9cBB7j7+2a2InA+0ds9CLgdOMTdXzezycDW7r55pk6zgBPd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\nu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"text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 8}, {"source": "### Cumulative Log Returns and Rankings - L/21 Days ", "metadata": {}, "cell_type": "markdown"}, {"source": "# ================================================================== #\n# construct dataframe and proper multi index\nlog_rets_recent = np.log( px.ix[prev_date_today.date():] / px.ix[prev_date_today.date():].shift(1) ).dropna()\n\nlrets_recent = log_rets_recent.T.copy()\nlrets_recent.index.name = 'ETF'\nlrets_recent['Category'] = p.Series()\n\nfor cat_key, etf_val in cat.items():\n for val in etf_val:\n if val in lrets_recent.index:\n idx_loc = lrets_recent.index.get_loc(val)\n lrets_recent.ix[idx_loc,'Category'] = cat_key\n else:\n pass\n\nlrets_recent.set_index('Category', append=True, inplace=True)\nlrets_recent = lrets_recent.swaplevel('ETF','Category').sortlevel('Category')\nlrets_recent.head() \n\n# ================================================================== #\n# cumulative returns of ETF's\ncum_rets_recent = lrets_recent.groupby(level='Category').cumsum(axis=1)\ncum_rets_recent.head();\n\n# ================================================================== #\n# composite groupings of cumulative ETF returns (equally weighted intra-category mean returns)\ncomposite_rets_recent = p.DataFrame()\nfor label in cat.keys():\n composite_rets_recent[label] = cum_rets_recent.ix[label].mean(axis=0) # equal weighted mean\n \ncrr = np.round(composite_rets_recent.copy(),4) # rounding\n\n# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\nimport matplotlib\nfrom matplotlib.ticker import FuncFormatter\n\ndef to_percent(y, position):\n # Ignore the passed in position. This has the effect of scaling the default\n # tick locations.\n s = str(100 * y)\n # The percent symbol needs escaping in latex\n if matplotlib.rcParams['text.usetex'] == True:\n return s + r'$\\%$'\n else:\n return s + '%'\n\n# Create the formatter using the function to_percent. This multiplies all the\n# default labels by 100, making them all percentages\nformatter = FuncFormatter(to_percent)\n\nf = plt.figure(figsize=size)\n# Set the formatter\nplt.gca().yaxis.set_major_formatter(formatter)\nbar_rets = crr.ix[-1:].T.sort( '{}'.format(date_today - 1 * BDay()) )\nbar_rets = bar_rets.reset_index()\ncols = ['index', 'log_rets_2wk']\nbar_rets.columns = cols\n#bar_rets.head()\nplt.xticks(rotation=77)\nplt.axhline(0, color='k')\nplt.title('Cumulative Log Returns [{pm}.{prd} - {m}.{d}]'.format(pm=pre_d_mon, prd=pre_d_day,m=d_mon,d=d_day), fontsize=20, fontweight='demibold')\nsns.barplot( x=bar_rets.index, y=bar_rets['log_rets_2wk'], data=bar_rets.sort('log_rets_2wk'), palette='RdBu')\nplt.xticks(bar_rets.index, bar_rets['index'])\nplt.xlabel('Category', fontsize=16, fontweight='demibold')\nplt.ylabel('Log Returns', fontsize=16, fontweight='demibold')\nplt.tick_params(axis='both', which='major', labelsize=14)", "metadata": {"collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"image/png": 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5PKUWbwdgQWb+hdIkvEeXii5JktS3+iLoAZ8CXkeZ5+57I2w3DdircaeqBdy7\nWt7qMGBqZs4CBhk61wnAQDcKLUmS1M/GvOk2IvYA3kvpS/e7atJjADLzzur+A5n5GPAd4PSIOBc4\nH3gbsDZwacs+xwMfBPatFk0HJkbEgZQRuu2CoSRJUq30Q43ea6vfp1OaYBs/t1eBbTalrx2Z+TBl\nVO1ewA2U0LZ/Zj7ass/DgWsyc3b1uEeBo4ELgf2A9/XyhCRJkvrBmNfoZeZxwHEjbLJEGK0ud7bL\nMvY5BZjSsuxi4OJRFlOSJGmV0w81epIkSeoBg54kSVJNGfQkSZJqyqAnSZJUUwY9SZKkmjLoSZIk\n1ZRBT5IkqaYMepIkSTVl0JMkSaopg54kSVJNGfQkSZJqyqAnSZJUUwY9SZKkmjLoSZIk1ZRBT5Ik\nqaYMepIkSTU1YawLIEmSnhwGBgZWByb3+DAzBgcHF/T4GKsMg54kSVpZJm//+lNy9fU368nOFzxw\nFzdfclIA03tygFWQQU+SJK00q6+/GWtstOVYF+NJwz56kiRJNWXQkyRJqimDniRJUk0Z9CRJkmrK\noCdJklRTBj1JkqSaMuhJkiTVlEFPkiSppgx6kiRJNWXQkyRJqimDniRJUk0Z9CRJkmrKoCdJklRT\nBj1JkqSaMuhJkiTVlEFPkiSppgx6kiRJNWXQkyRJqimDniRJUk0Z9CRJkmrKoCdJklRTBj1JkqSa\nMuhJkiTVlEFPkiSppgx6kiRJNTVhrAvQLCImAjcA783Mnw+zzU7AF4AdgRuBd2Tm9dW6ScC3q3WX\nZuZRTY87ADgoM4/o7VlIkiT1h76p0YuINYBLgB2AwWG2WRv4MXAtsDPwa+DKiFin2uR44C5gD+Bl\nVbhr+DDw8d6UXpIkqf/0RdCLiB2AacC2y9j0UGB+Zh6bxTHAg9VygAB+kpk3VvuLav8HAX/KzBm9\nKL8kSVI/6ougB+wD/BzYcxnb7QFMbVk2telxM4Gdq9rBZwMzI2IAOBE4pXvFlSRJ6n990UcvM7/Q\nuB0RI206Cfhby7K7gZ2q22dRAuPbgauBy4GDgRsyc2a3yitJkrQq6JcavU6tBcxvWTYfmAiQmTcD\nk4FJmflySl+/E4BTI+LgiJgeEddGxPYrscySJEljoi9q9JbDY8AaLcsmAnMbdzJzEJhT3T0EuA64\nB7iA0kT8EuAcYP9eF1aSpH41MDCwOqVypJdmDA4OLujxMTSCVS3o3U5pvm02CZjdumFEjKOMwj2A\nMpJ3QWYWnEWxAAAgAElEQVT+JSIWASf3uqCSJPW5yc89+qxcc6PNe7LzeffewR8+/4EApvfkAOrI\nqhb0pgEnNe5UAy32Bj7RZtvDgKmZOSsiNmGomXoCMNDrgkqS1O/W3Ghz1tp067Euhnqo74NeNQny\nA5n5GPAd4PSIOBc4H3gbsDZwactjxgMfBPatFk0HJkbEgZQRutNWUvElSZLGzKowGGM2pa8dmfkw\n8EpgL8oVNPYE9s/MR1seczhwTWbOrh73KHA0cCGwH/C+lVN0SZKksdN3NXqZOW4Z968HdlnGPqYA\nU1qWXQxc3KViSpIk9b1VoUZPkiRJo2DQkyRJqimDniRJUk0Z9CRJkmqq48EY1Zx1m2bmXRExAXgr\nsBFweWZmrwooSZKk0emoRi8itgL+DJxSLfoqZR67U4DrI2LXnpROkiRJo9Zp0+0ZlMuIPb2awPj1\nwIOUiYfXxkuKSZIk9Z1Og96LgceBNwEvo1xC7HPAS4D5wPN6UThJkiSNXqdBbwPg/sy8jRLuAH5Z\nXZZsHrBOLwonSZKk0es06N0ObBwRrwReBcwFpkbEm4D1gRm9KZ4kSZJGq9Ogd1m17Q8oI22/TWm+\nvahaf9Ewj5MkSdIY6XR6lY8DawIvBa4D3puZcyPiFuCHwGd6VD5JkiSNUkdBr+qLd0ybVc/NzLnd\nLZIkSZK6YXkmTN4IeAGwLk1NvhEBQGZO6XbhJEmSNHodBb2IOBC4FJhI6ZvXahAw6EmSNAoDAwOr\nA5N7eIgZg4ODC3q4f/WpTmv0PgmsUd2+lzLqdrBp/eBSj5AkSZ2a/MoPfz7X3XSLru/44btv58pT\njw5getd3rr7XadDbhhLmXpSZv+lheSRJGjMroWYNhqldW3fTLVj/qU/r8aH1ZNNp0Ps98ExDniRp\nZRmj5szJR33qK7nR5lv15ID33vEPLjj2LdauaaXpNOj9B3BVRJwOnA3MyczFvSuWJKmfjFXo+tgF\nF+dmW27d9YPdNWsmJx91WNvAtdHmW7Hp1tt0/ZjSWOg06E0BFgIfBI6DodG2DZk5vqslkyT1k8mf\n/+blucVW3W9avP0ft3H04a9tG7o223Jrtpi8XdePKT1ZdBr0mlNdu1G3kqSa22KrpzF5u+3HuhiS\nlkOnQe+fq9/DhTxH3UqSJPWZToPeaykDMi7zShiSJEmrhk6D3luBxcAlPSyLJEmSumjcsjcB4H+B\n1YHuz+QoSZKknui0Ru86YA/gLxFxHXAHMI+mvnmZeUT3iydJkqTR6jToHdd0+4Vt1g8CBj1JkqQ+\nsjzz6I3EUbeSJEl9pqOgl5lv7nE5JEmS1GUdBb2I2GdZ22Tmr1a8OJIkSeqWTptur2H45tmBap2X\nQJMkSeojnQY9GP6qGA8Ad3WhLJIkSeqiTvvoLTHfXkRMAJ4CvAk4GXhj94smSZKkFdHphMlLyMyF\nmXlvZp4N3A6c3d1iSZIkaUUtT9PtUiJiO2Cr6keSJEl9pNNRt7ey9GCMicAm1T5u7HK5JEmStII6\nrdF72gjr5gIf6EJZJEmS1EWdBr12lzdbDNwH/DYz7+1ekSRJktQNnQa9XwCPZ+bs5oURMQA8JyK2\nysw/dL10kiRJGrVOR93eCkxrXZiZg8Cvge91s1CSJElacW1r9KqaurMpc+U1JkreMCIuatn0KcC6\neFUMSZKkvtM26GXmYDXS9jNNi9cC3jzMfm7ocrkkSZK0gkbqo3cesD2wHuXKF3OBbzNUwzcILKQ0\n636lh2WUJEnSKAwb9DJzEfAfABEBcG9mHtuLQkTEROBc4GBgPnB2Zp45zLY7AV8AdqTM3/eOzLy+\nWjeJEkZ3BC7NzKOaHncAcFBmthtBLEmSVDsdDcbIzDdn5rERsVVE/HtEfBAgIrbvUjnOBHYHXgoc\nBZwUEYe2bhQRawM/Bq4FdqYMBLkyItapNjkeuAvYA3hZFe4aPgx8vEvllSRJ6nsdBb2IGBcRFwAz\ngK8Bn6hWXR0RP4yItUZbgCq8HQkck5m/z8zvA2cA726z+aHA/Mw8NotjgAer5QAB/CQzb6SMEo7q\nGAcBf8rMGaMtpyRJ0qqm0+lVTgLeBtwLLIAnAtokYH/gtBUow06Uy6n9pmnZVGDXavRvsz2qdbRs\nu2d1eyawc0SsATwbmFnt40TglBUooyRJ0iqn06B3BGXgxc7AHIDMfLS6v4jSt260Ngfuy8wFTcvu\nAlYHNm3ZdhIwu2XZ3cCW1e2zgFcCjwB3ApdXZbshM2euQBklSZJWOZ0Gvc2BBzNzVvPCzPw/YB6w\n4QqUYS3KAIxmjfsTO9x2YlWem4HJwKTMfDllZPAJwKkRcXBETI+Ia7vYt1CSJKlvdXoJtFuAiIhX\nU02vEhHrAx8C1gH+vAJleIylA13j/tw2267RZtsntquu1jGnunsIcB1wD3ABsA/wEuAcSpPziG69\n9dbfDAy0th533cJhlnf62qwqxxyr4z5ZjjlWx+2nc/X57e1xJ7zlX/djwoTuH3rhwoUAVw8MDLQe\nd8KH3vgaxo/v/jEXLRr+mOe869CeHHNZx/2vj76FgR4cd3CEY17/mXczblxvrnmwePGidsedMH3K\ncQz06JiD7Y8JMOGOH3y0J8cd6ZgPTbsQBjqtU1vuAz9x3NVWW23CNtts03azTt9RpwJfB65gaB69\ne5tuf6bdgzp0O7BBREzIzMaTNIlSU3dfm20ntSxr15xLRIyjjMI9ANgBWJCZf4mIRcDJHZZt/DqM\nnzSuR1lv8SA8wqLbWfqf6oSnjBu/xXi6f+BFDPLg4vbH3GC11bYY36Ngu2hwkPsff7ztcTdaY/Ut\nxo/r/h/CosWLufexBW2PufHaa24xoQcv7MLFg8x5dF7bY26y3tpbTBjfmz/4hYsWc89Dj7Y97qYb\nrLfFhPHd/+e2cNEi7r7/ofbH3GiDLXoRCKCEgrvvvb/1uBM23Xij3h5zzr3tz3XTTXty3IULF3L3\n3Xe3f/9usklPz3XOPfe0O+7C++bcc3tPDlrtv92yB++ds9KP+cj99/bymMMed96D9630c3384ftX\n9rkuXPjoA2Py/C5+7MGV/vwOLnh0LM51CR39p8jMb0bEapTAt3m1eACYBZySmSsyYfIfKAM89gZ+\nWS17AXB9Zi5u2XYaZWAI8MSl2vZmaBRws8OAqZk5KyI2YaiZegJ0lqDWXXfdw946b92rNxm3eqfn\nslzuWbyAM+fd9pLBwcHpzcsHBgae8YkNt8ktJrRWdK642xfO5+g5N7c95nnP2TG3XnPNrh8TYOa8\neRz2uxvaHvfr++2dk5+yznAPHbUZDz7C/t/9RdtjXnHkq3O7jdfv+jFvmfMA+3z20rbH/O+PHJFP\n33zjrh8T4KY75rDzcee2Pe7PP/uRfPpWmw/30NEf8x938Jw3Htf2mL+85Av5jG227voxAabfOpNn\nvvzQJY47MDDwjKu//618xnbb9uaYt/ydZ+/10rbnetXPfpZPf/rTu37Mm266iZ123LH9+/fKn+a2\n23f/mAB/v/km9tnteUsdV1L/iojJlAtYLKXj6oXM/CqwFaV27AWUq2Zsk5lfrELgqGTmXMqULZ+P\niF0j4kDgWOCzVeEnVaNoAb4DrBMR50bEDpTr8a4NXNq8z4gYD3yQodHA04GJ1b4PpwRGSZKkWltm\njV6VEjcEpmfmI8DfWta/ihK4nrEC5Xg/cD5wNWVevJMz8zvVutmUa+xOycyHI+KVlP52RwJ/BPav\nRgA3Oxy4JjNnQxkhHBFHAxcCdzA0754kSVJtDRv0qsEWlwIvqxbNi4gPZOYXqvVPo1wPd3/K6NZR\ny8x5lDD35jbrxrXcvx7YZRn7mwJMaVl2MXDxipRTkiRpVTJSjd6pwMub7q8FnBsRvwWeRhmcsW61\n7u+9KZ4kSZJGa6Q+evtVv08Angt8CRhPCYDfpoS8RZRJip/TwzJKkiRpFEaq0dsMuD8zzwCIiOMp\n/eIa88/9HjgyM3/f2yJKkiRpNEaq0VuTJScsfrDp9kXAboY8SZKk/rWs6VWeGGTRNKfdXOCdmbmo\nZ6WSJEnSClvW9CrjI6Ix62ljkuGHgM2ryYqbg+DMHpRPkiRJo7SsoLc5S8+0PKllWSPw9ebCdZIk\nSRqVTi6B1u5yYa3LenQ1WEmSJI3WSEGvNxeNlCStkJm33bZK7lvSyjds0MvMGSuxHJKkzsx4w7+9\nJnp9jB7vX9JK0knTrSSpTwwODi4Apo91OSStGpY1vYokSZJWUQY9SZKkmjLoSZIk1VRHffQi4kU0\nTY7cYpBytYwZmXlvtwomSZKkFdPpYIxfUALdQJvfDYMR8VPgsMy8v6ullCRJ0nLrtOn2f4A51e3F\nwN3Vb4B5wD2U4PcK4PRuFlCSJEmj02nQ+zjwFOBsYN3MnFTdP5cS+P4V2Lnadv9uF1KSJEnLr9Og\ndyawADguMx8DyMy5wPspzbefy8w/UWr2NutFQSVJkrR8Og162wFrAlu1LN+iWh4RsQ6wLiUQSpIk\naYx1OhjjBmBP4NcR8WVgNiX0HUGp0fsz8C5gDeCPPSinJPWlGTNmrFL7lfTk0mnQ+w/KyNutgP9s\nWfcg8B7g0Or+F7tSMknqfzNefeCBvbzu7Iwe7lvSk0BHQS8zb4iIHYH3AXtTBmLcBfya0j9vdkRs\nB7w2M7/bs9JKUh/xurOS+l2nNXpk5gxK0Btu/SXdKJAkSZK6o+OgFxFrUJpoX0UZWXsn8F/AeZnp\nAAxJkqQ+0+kl0Nal9NHbuWnxM4B9gEMj4qWZ+WgPyidJkqRR6nR6lf9HCXn3A2cAR1Pm1rsf2K1a\nL0mSpD7SadPtv1W/X5KZT0yfEhHfBP4AHEKZPFmSJEl9otMavY2Ah5pDHkB1NYxHgA27XTBJkiSt\nmE6D3s3AehHxhuaFEXEYsA5wS7cLJkmSpBXTadPthcCnga9FxLuAW4FtgN2r9V/uQdkkSZK0AjoN\neucAz6Fc8mx3hgIewCXAZ7tcLkmSJK2gTq+MMQgcGRFfBA4ANqXMo/ffmXltD8snSZKkUep4wmSA\nzPwf4H8a9yNiXES8GhjMzO93u3CSJEkaveUKem2sBXwXGATGr3hxJEmS1C2djrqVJEnSKsagJ0mS\nVFMGPUmSpJpa0aA32JVSSJIkqeuGHYwRER9j2UFuYneLI0mSpG4ZadTtx1ZaKSRJktR1IwW9Xy3H\nfmzClSRJ6jPDBr3MfPFKLIckSZK6zFG3kiRJNbWiV8bomojYHvgTsE5mLh5hu0OA04DNgauAt2Xm\nPdW6vYEpwLrAiZn5pabHfQr4Y2ZO6d1ZSBorM2b+Y5XctyT1Ul8EvYjYCvghyxjFGxG7Al8F3gH8\nHvgsJdjtV23yOeAC4HrghxFxRWbeFxGTgJcAH+jJCUgaazNe9bo3R6+P0eP9S1LXjXnQi4jXUMLZ\nHR1s/h7gO41auYh4IzAzIrbNzL8DAVyRmTdHxAPAtsB9wIeAMzPTQSNSDQ0ODi4Apo91OSSp3/RD\nH739gZOA9wIDy9h2d5pGA2fmLOA2YM9q0Uxgl4h4GrABMCsitgD2AS7pcrklSZL62pgHvcx8e2Ze\nyLJDHpR+ebNblt0FbFndPgG4CLgZ+GRm3gmcWN22Nk+SJD2pjHnT7XJaC5jfsmw+Vd++zPxeRGwI\nTMzMh6q+f3sB746I04DDgWuBIzJz3kostyRJ0kq3UoNeRJxI6S/XsG9mTl2OXTzG0gM2JgJzG3cy\ncz5DYfDDwCeAPYDXATtQBnO8BzhjecouSZK0qlnZTbfnAzs1/dywnI+/HZjUsmwSbQZyVP30dsvM\nb1H68E3LzEeBn1GCnyRJUq2t1Bq9zLwfuH8FdjENeCGlH15jWpatq+WtPkKZbw9gMTC+ur0anfUH\nlCRJWqX1dR+9iFgN2Ai4u5pE+XzglxExFbiOMo/ejzLzlpbHbQs8LzOPrBZdD5wQETsBBwE/XVnn\nIEmSNFbGfNRti9aRsXtTRtluCZCZ04C3UaZjuZZSO/imNvs5CTi1cSczf0OZXuWXwMPAud0uuCRJ\nUr/pmxq9zLyGoebV5mXjWpZNoVwNY6R9HdFm2THAMStaTkmSpFVFv9XoSZIkqUsMepIkSTVl0JMk\nSaopg54kSVJNGfQkSZJqyqAnSZJUUwY9SZKkmjLoSZIk1ZRBT5IkqaYMepIkSTVl0JMkSaopg54k\nSVJNTRjrAkiqn1tnzV4l9y1JdWPQk9RtM/Y/4pjo9TF6vH9JqgWDnqSuGhwcXABMH+tySJLsoydJ\nklRbBj1JkqSaMuhJkiTVlEFPkiSppgx6kiRJNWXQkyRJqimDniRJUk05j55UczPuuGeV2q8kqXsM\nelK9zTjg+DN6eZWKGT3ctyRpBRn0pBrzKhWS9ORmHz1JkqSaMuhJkiTVlEFPkiSppgx6kiRJNWXQ\nkyRJqimDniRJUk0Z9CRJkmrKoCdJklRTBj1JkqSaMuhJkiTVlEFPkiSppgx6kiRJNWXQkyRJqimD\nniRJUk0Z9CRJkmrKoCdJklRTBj1JkqSaMuhJkiTVlEFPkiSppiaMdQEi4qXA6cA/AbcDZ2TmRSNs\nfwhwGrA5cBXwtsy8p1q3NzAFWBc4MTO/1PS4TwF/zMwpvToXSZKkfjKmNXoR8XTgh8DlwE7Ax4Hz\nIuJVw2y/K/DVars9gPUowa7hc8AFwOuAcyJiw+pxk4CXAF/vyYlIkiT1obGu0TsU+F1mnl7d/3tE\nvAg4nBIAW70H+E6jVi4i3gjMjIhtM/PvQABXZObNEfEAsC1wH/Ah4MzMHOzx+UjDuu2eB1bJfUuS\nVl1jHfQuA65ss/wpw2y/O3Bm405mzoqI24A9gb8DM4FdIuJxYANgVkRsAewDvK+bBZeW04yDzvh6\n9PoYPd6/JGkVM6ZBLzNvar4fEZtRml1PHuYhmwOzW5bdBWxZ3T4B+CawOnBqZt4ZEecBn7Q2T2Np\ncHBwATB9rMshSXpyGesavSdExNrAFcAs4PPDbLYWML9l2XxgIkBmfq/qlzcxMx+KiK2AvYB3R8Rp\nlCbha4EjMnNeD05DkiSpb6zUoBcRJ1L6yzXsm5lTI+IplD55k4EXZOZjw+ziMapQ12QiMLdxJzPn\nMxQGPwx8gjJw43XADpTBHO8BzliRc5EkSep3K3vU7fmU0bWNnxsiYmPgF5SQ9+LMvHWEx98OTGpZ\nNgm4o3XDiHgasFtmfovSh29aZj4K/IwS/CRJkmptpdboZeb9wP2N+xGxOqUmb0Ngn2WEPIBpwAuB\ni6rHbwVsXS1v9RHKfHsAi4Hx1e3VgIFRnoIkSdIqY6z76B0D7AzsC8yr5rsDWJCZ90XEasBGwN2Z\nuZhSI/jLiJgKXAd8FvhRZt7SvNOI2BZ4XmYeWS26HjghInYCDgJ+2usTkyRJGmtjfQm0gyk1bT+j\njKZt/HyvWr93dX9LgMycBrwNOIkyqOJ+4E1t9nsScGrjTmb+BrgE+CXwMHBu909FkiSpv4z19Cq7\nLmP9NbSE0Wqy5BEvY5aZR7RZdgylBlGSJOlJYaxr9CRJktQjBj1JkqSaMuhJkiTVlEFPkiSppgx6\nkiRJNWXQkyRJqimDniRJUk0Z9CRJkmpqrC+BJo2Jf9z/8Cq1X0mSRsOgpyejGYdPuTJ6uf8e7luS\npI4Z9PSkMzg4uACYPtblkCSp1+yjJ0mSVFMGPUmSpJoy6EmSJNWUQU+SJKmmDHqSJEk1ZdCTJEmq\nKYOeJElSTTmPnsbcrEfmrlL7lSRpVWHQ01ib8farrvMqFZIk9YBBT2PKq1RIktQ79tGTJEmqKYOe\nJElSTRn0JEmSasqgJ0mSVFMGPUmSpJoy6EmSJNWUQU+SJKmmDHqSJEk1ZdCTJEmqKYOeJElSTRn0\nJEmSasqgJ0mSVFMGPUmSpJoy6EmSJNXUhLEugPrHHY89tkruW5IktWfQU8OMY//6l+j1MXq8f0mS\n1MSgJwAGBwcXANPHuhySJKl77KMnSZJUU9bo9am7Fj2+Su1XkiT1H4Nef5px8v239bK/3Iwe7luS\nJPUJg14fsr+cJEnqBvvoSZIk1ZRBT5IkqabGvOk2Il4FfALYDkjgQ5n5kxG2PwQ4DdgcuAp4W2be\nU63bG5gCrAucmJlfanrcp4A/ZuaUXp2LJElSPxnTGr2I2AH4NnA+sAPwDeB7EbHNMNvvCnwV+Diw\nB7AeJdg1fA64AHgdcE5EbFg9bhLwEuDrPTkRSZKkPjTWTbdbAudk5uczc0Zmfgp4FNh9mO3fA3wn\nM6dk5p+BNwKviIhtq/UBXJGZVwMPAI3lHwLOzMzBnp2JJElSnxnTptvM/CnwU4CIWI0S3FYHfjvM\nQ3YHzmx6/KyIuA3YE/g7MBPYJSIeBzYAZkXEFsA+wPt6dR6SJEn9aMz76AFExD8B/0epYTw+M28b\nZtPNgdkty+6i1AwCnAB8kxIWT83MOyPiPOCT1uZJkqQnm74IesAdwC7AC4BPRcQtmXlFm+3WAua3\nLJsPTATIzO9V/fImZuZDEbEVsBfw7og4DTgcuBY4IjPn9ehcJEmS+sJKDXoRcSKlv1zDvpk5NTMf\nBP4I/DEink3pi9cu6D1GFeqaTATmNu5k5nyGwuCHKSN696AM0NiBMpjjPcAZK3o+kiRJ/WxlD8Y4\nH9ip6efhiNizZZsbgY2HefztwKSWZZMoNYJLiIinAbtl5rcoffimZeajwM8owU+SJKnWVmqNXmbe\nD9zfuB8RpwCvAp7btNkuwF+H2cU04IXARdXjtwK2rpa3+ghlvj2AxcD46vZqwMDozkCSJGnVMdZ9\n9L4MvK8KfF8D9gMOpapxq0bibgTcnZmLKTWCv4yIqcB1wGeBH2XmLc07raZbeV5mHlktuh44ISJ2\nAg6iGunbifsWP74Cpzd2+5YkSRrr6VVujYh9gbOB9wO3AK/NzD9Um+wNXA1MBmZm5rSIeBtlwuSN\nKIHt7W12fRJwatNxfhMRlwC/BK4Bzu2kfOutt96sL983I0ZxastjRo/3L0mSnqQGBgeddaRVREwG\nbgW2ycwZY1saSZKk4Y2UW8b6yhiSJEnqEYOeJElSTRn0JEmSasqgJ0mSVFMGPUmSpJoy6EmSJNWU\nQU+SJKmmDHqSJEk1ZdCTJEmqKYOeJElSTRn0JEmSasqgJ0mSVFMGPUmSpJoy6EmSJNWUQU+SJKmm\nDHqSJEk1ZdCTJEmqKYOeJElSTRn0JEmSasqgJ0mSVFMGPUmSpJoy6EmSJNWUQU+SJKmmDHqSJEk1\nZdCTJEmqKYOeJElSTRn0JEmSasqgJ0mSVFMGPUmSpJoy6EmSJNWUQU+SJKmmDHqSJEk1ZdCTJEmq\nKYOeJElSTRn0JEmSasqgJ0mSVFMGPUmSpJoy6EmSJNWUQU+SJKmmDHqSJEk1ZdCTJEmqKYOeJElS\nTRn0JEmSasqgJ0mSVFMTxroADRGxOvA74NuZefII2x0CnAZsDlzF/2fvvMOtqo42/qMpoigaK6Io\nKqOCvcTee4mxl8TeohJ7jxp7N/bYu0ajxt6xATZQUCzAiIiACCpgA6Tz/fHO4myO917uOWefq8l3\n5nl4gFP22muftWa9M/PODBzu7t/GexsC9wJtgTPd/fbM964C+rv7vdWbRU1qUpOa1KQmNanJb0d+\nSx69s4CVgZn1fcDM1gHuBs4H1gPmR8AuyQ3ALcA+wHVmtlB8b3FgC+C+atx4TWpSk5rUpCY1qclv\nUX4TQM/MVgUOBQbN4aN/BR5193vd/SPgAGBbM+uULgU85u6vAt8D6fUzgCvcvV4QWZOa1KQmNalJ\nTWryvya/OtAzsxbAncCpwNg5fPz3QM/0H3f/EhgGrB8vDQfWMrOOwILAl2a2JLAJ8GDOt16TmtSk\nJjWpSU1q8puWXx3oAScD37j7A4347BLAV0WvfQ10iH+fjkDjZ8Bl7j4aODP+XfPm1aQmNalJTWpS\nk/9X8qsmY5hZZwT01mrkV9oAk4temwzMDeDuTwQvb253/9HMlgI2ALqZ2cXAn4C3gEPc/ecGxmkR\nf3cws0beWk1qUpOa1KQmNanJryLJ4dWi+I0mBXpmdibiywE0Q8DtRHcfnnmtWQOXmESAuozMDUxM\n/3H3yRTA4N+AS1Dixj4o2eNuxPW7vIFxloi/ezXwmZrUpCY1qUlNalKT35IsAQzJvtDUHr2bgIfi\n3x2A14ELzeyCeG0eYB0zW9fdd6zj+yOBxYteWxwYVfzB4Omt6+5/MbMTgXfcfYKZvQxsO4f7fBfY\nOK47fc7TqklNalKTmtSkJjX51aQFAnnvFr/RpEDP3b8DvgMws2HA8pm3myEQ+CZwWT2XeAcBsDvj\nGksBS8frxXI2qrcHMIOCO7MVDXsNk1fwjYZnU5Oa1KQmNalJTWrym5Ehdb34q3H03H068Hn2NTOb\nDHzn7qPi/62A36FkjRnII9jDzN4EegPXAs+5+5Ci63QC1nD3w+Kl94DTzWw1YFfgperNrCY1qUlN\nalKTmtTktyG/hazbrMxk9oLJG6Is2w4A7v4OcDgqrvwW8g4eWMd1zgIuSv9x9zdQeZUewE/A9VW4\n95rUpCY1qUlNalKT35Q0mzmzVnWkJjWpSU1qUpOa1OR/UX5rHr2a1KQmNalJTWpSk5rkJDWgV5Oa\n1KQmTShm1mAy2P93qT2fmtQkX6kBvZqULXUp5F9DSUcbvaYes1n8PW/6///CAWVmzf8b5lHNe6zG\ntc1sfjObC6C4S8//ytopVzJ7qQ388vn8N4qZtTSzdr/CuP9vzvTYN0023//mZ1vj6P0/FDNrCywK\nTAHGufuEX/mWchcza1bNA8PMmrv7DDO7CnjB3btXcaxm7j4z+ja3cPfhoXRm/i8cio2RqIvZ3N2H\nVuHaiwHT3X1M3tfOjHE+sBDwMTAU+AIY6e7jqzVmI+6pHTDe3af9WvcQ99HS3aeZ2ZXAKqiV5Yeo\nLFbzqNDQ2GulvTJr/5tZi1KuUa6E0bewuw8zs61RHdeL5vS9HMZtBRwPXBelwWpSJTGzhYHWwKi0\npu+SDo8AACAASURBVKp91mTGLnucGtCromQU2N5Af3cfFK83ieIpupcETP4KnIIKQX8EDAAGAZ+i\ng+gtdx/XiOssgrKbAU5Dxa43BOYDnmmqA8zMlgd2AOYH+qPSOVOjHE+1x24O3ArsCTwDXO3u76X3\n8rqHtF7M7FjU5eXE6OOci5LJ/KZrANsDN7v7uPCUzmyKZ1nPfaV5b4cO/1fd/fz4/x7A+8Bd7j6x\nwQs1fO2NUT/sXu5+sZltAmwN9AWezEuBm9kNQBdgXmAaMA4YgUpMDUHgb0S1wGYGAM0DnAqsBnwP\nfAm87u6vVmPcUsTM1kHdjFoAt7n7U5n35rjOM3NcBOgG7AX8DPQDHnT3Vxp7rTLvvxPwL2CZeGko\nsC8wJqsPzWxtYJq7f5DTuMsBTyMdfhXQ292nmFlLZMDktYbT850f2ALVo/0Y+Lwpz7PQ+VsC2wCP\nAo+jeU7NU+8Wjbky6qY1L6rc8TXwors/mvdYmTEXA6ZE/eH0WsIUJa3hGtBrAjGzV5AH7Up3v+dX\nvI/WSLHfjCzmhxDYM6T0Pwf2dPeRDVwjLbRbga7AHQjk3ASsg9rRXefuN1ZxHumQ/gNwIiqCvT5q\nd/cKsBtwVTW8P/Xcz7pxH62BO0s9oEoYZyvgAmAF9Bv+oyFQXsb1twOuBJ4Frkn1LH8tyRwsA1E5\npUuBpYD7gcHAGsCZ7n5DBdf+EBgInAe0Q2WYfkR74gh3vzuXyRTGXQH19l4NWAlVsm8B/ID25pfA\nee4+Jc9xM+M/CXRG1fNbAx2BTujAPHEOPcCrLuG5PQoBtX7AFe7+dInXeBVYDK2TeYBNkX54HDig\nml4vM1sFWBO4CwGCtki3foB0Uz/UEOBad78jD2ASoe+1gONQE4L7q6F/Mwbh7cCOCPTMi8qc9QNe\nRs0L3srbS5zR+TsCF6IuWashXXUPsD/Sh5/lOGaarwEPA98APZEzY+UY/xHg1LyAbmaeayNgOQnV\n/l0d2B0BzFtKdaT818ac/8tkW6R0zjazHma2Q1jWTcKJynALNgUmu/tZQHegD1pA6wBTgR4NgbyQ\ntKB3B85x9zuAo1HI5XAE+A4Iq6takoDTuUAfd98QtdP7Bh3aW6ODoknE3fsgL2lf4CYzeyKKc+fK\nN3L3l919feAIYF3gP2a2Y+J+mVmLCtfSSwiwbgwMNLNLI1zc5FIUrl7S3Q9198HAycgLvR062A4x\ns/nKvPZSwLLuvjfyap8KDAc2QL/nYYk3VulcwjuKuw9294fc/Qx3/2PM4wRkLM0NrJg3yMtw4NZA\nOmB3dz/A3fdy998DByOv+KZ5jluOuPswdz8dAdCXgJ3M7FAz+x3Ury8zc1wL6bRt3P0Sdz/H3TdF\nc1sb9Tyv5v1/FMb8tcgoWQbpx8HAfsBTyMuYivZXrB/cfWZEEg4BbgFOMrPBZrZ/RjdUfMYE6GkT\n4xyD5rYSWr9fopq2r6NuVXlLek6XIe/sTkjf9wdGA1sBp6X55iTpme2CfrPt3f0Cdz/N3XdGkYAd\nEcjOW65A8zsGWBG4Pe7jYuAfpc6zBvSqLHGoTHP3y4CdkKv7QASUcPcZceg0xW+xHLIsQcBsOLCO\nu3+ELPopcc/13ksmNDIeGBnu5aORFfkCcBva/N9XaxIZhbM82hCgzfZmeKHOBnY2s+K+yLlI5lBZ\nJA6eNsgb9AQCH0sBT5vZWWbWPvudPMTdH0Nr6BXgHNT1pbW7VxSmibX4krtvgJT58sB5cXgCv0ri\nSyfgKzPb2swOQSDsqvA8fY5A4PgSn29a3yugNbwGCr9vgrzuP6F9ulw5YeFiid8k8cVWNLNzzex6\nMzsOgZLP3P1qd98HhaTzlvRsOqJw9/Ci+3sGeBL4a9xjkyWGJF1jZvOZ2WpmtruZ7YSMtWWBg5BO\nuc/MNkr6soFLzoO8SjPiuq0A3P1tZGzvlx23CvNpFuOdgDw/XwH/dvcj3b0LAvNbuvuI+FyehuBU\n4N/IY3sncBJwrpktEXo7j991CQRS33f3ce7+qbvf5+6HoLW8pLt/3vAlSpeMzu8I/CdeXg7oG5Gb\nvyDd8Lsch02/zQxEr5jN8+ru96O9tBvkoxsznsF1gbNibqehSNmq6Bmvh55Do+VXa4H2/0EynoMW\nQDN3H2RmlyAeyi1mdgJwobs/Xg1eQZLMtd9CoOAEZHm1A5LHYhnE8QAdhA3dzwTkEXwNGIZA3dXx\n3oHAD15FYnvIwsh7t62ZvQtMBjzeGwgs5sFjq6JcDWyGQmAOLIJ4jgMQUNgE6GRmp7n7t+UMkHHl\nGwJeE5CyXQn9dtOQZ/NQE5n9jkrAiZktiHh5j8UheSHy0F4CXO5NlLiTOZj6AM8jT0Vb4D53f97M\nNkde29fiKy3Qs2jMtafHtT8A3kYUht8Bj7n7kwFsD0Z9t/OWy5DCHgkciaz2yWb2PtLHl6N9mqek\nA34KCmleaWZXoNaSP8V7bSgAwFZmNjVPENKIe3sM6aDvEMAbDfRCVILmiIP7LxPX8ao6QmXp918Z\nPd/LY999BbPWdSf03LPj5iaZUF8HZCjtjgzqc8zsIUTfeafUsFs9Y6WzZXHgfGRcTkJAdy0UeZkI\nHABsZ2YXewV8MitQUD5Huu0KMzs2PV+YBTSrSfdYALU+XdXMpiH+Wp94byKwjOdIN8mcm20Rd/kf\nZnYnMNzdvzezZdG6fCM+14JCxKtkKYpifIrmuRACkoe6+2Qzm4KAfElgugb0qiSZA/octECXjXDe\nMApcnMWBM81sPeAyz5FvVZe4+wdmdjoCcY4W6V5mtjMCJVfFRxsEne4+0cwuRF691sjiXtDMnkEH\n5mVVmkKymFu6Mk/vBA4D9kZekZ/MbBsUSng9Pt8yb75IbMb2iJ9yDOLizAUMcvcvTFnN05Dy/Rdw\ns5ntW2ZILh22RyKP8GJokw9A+/djlBDSBimEmUCjOWtW4FzuHmN8Cywfoff+COzMIJ6zmZ3t7o+U\nMY+SJQ6WyWZ2HYWEhRfMbDPE1/sW8TKhkSGwAHFDY6+NM2XDHooU66Om5Iwr0cFxZo5zmWHKytwe\nWM/d+5nZEGStr4BaNr4G5MYxyoydDp+D0TrZGRkLH5rZdESsn0R4x/MOHTfy3kYib9T78WxaAvO5\n+6zIgIlPeSriZX1SdJ20x7dA++JPwDZm9hYKy++EgH3VuMMUwOM5CGx2A65Ba3NZ4J8oqeg/ViF3\nN/PdtRG47Yt08SBknE1GdJyRKFx9UYD3J8scsjkCMRchr/NiwKZm9m2M2QsZZW9Vw0AIED3KzJ5A\n59RwYIwpSaI9cCziCOY97nwIWH2C9u4KwDemjPXVkY50KH/fpLWQcQqNQx72+9E58jLwUOiu/YCP\n6jB0GpRaMkYVxZT8cD/ynPVGB/Tc6IDqhQ7Q1SkQ4M8Jq6ha95O8d/O5+zdmtiWK+bdA5P47Stmk\nYW3MHRtwWZQFNRJ4tim8AcFTOB+RVZdBim0sAidXuPv7lmOGc4C7VVECyy7A4u5+zhy+cxRwtru3\nL2O8tsnjYmZ3IBJuH1PWWwuPbKyMJXgSeh6bemT/ljDW4ej3G43Ce0MRkP0W6OfKaDsbcWGOcfeP\nS51PuWIi6C8MDHP3MSa+1hroUGm09zK+9xwKp41C4O5tYEDmOS+NDs+X8vC8xDWTp2dz4FZ3XyHm\ndBMicn9sZrcA37r4s1WT8DatgjLkVwGWRAfZB0g/DUXP5l53n1Tle0nrdhWU4dwpXp+1Zy2T+W3K\niL4d2Mjdv5nDtRdGa3VH4PfIGz4Tre23UPLAv6oBas1sPLC+u39kZl9RoFncjQD23pUa9ZlnN8dk\njtAXLwJfuPu+FY47BRnSH6A9aSgpbzl0lm3oOWUTZ8ZM+2dL5D3bAxlnCyFnw2qI43q2VycZoxmw\nIFpDayPO3ArIQzwMgbFvgY/d/Yr6rjeHsVYDPvVMMpSZ7YowQk/kDb4HGTGnuPtrdV6oHql59HKW\nAHdzu/sPyGP3hLvf38CGfCk8UxeikG7e95MWa0dkaW6FOHXJKj4TcdsardTDiro1/jvVzP4ELOTu\nt+R797ON2ZxCSn9fdEgv6iJun25mqwIdgBkuriAwm8cgD/kZ1atqjyz0/mb2HgKXo9BB/ZOZ7YY2\n/htADwq8yEZLrKOdY95zo1DtQDOby91/zHwu6xl4FnkyhpUxt9fd/bZ67iXxmZ5GJXXWR57Eqkjm\nEFsQrdVdkHL9wcw2QID06TJC1M1RiHAxxHFZEZXgmGBmI5E3rQ9aX7l4gW12XtQkYKKZ7RJjfY/W\n7MeIbrB9HmM2cB/zIK9Mb3d/Pl5fAK3ljRD3Z1tUnujW+q6VoyQv0bzA+2a2rrv3iUhIcwpcyqQ3\n+wH71gfywgu4fHx+hLs/hMLyCTCug9bSdsA+nmNGdWbNLofCzxMirDofMiRmmNnF6ND+saFrNUYy\ne76PmX2Pnk0/4A13/7Lo4y2Qvi5HLxQnL/UAHvagopjZ3ChitSjQPm+QB7OFUB8BtnX3B8ysBwKW\niwCvAl/naZjEnGeY6CudkEH0FSrn9HPo5/aIS7cqMpoq4Qc+AsxvZkOR/umOkiPHxf1MQHSA0eUY\nCTWgl790BK4N7898wEwz6+7uX2c/FEpgJjAGlTq5cU6WWZmS+HaXIa7B/ugwA4G+e1Gm5TUNXSQD\nGNdF4Y+3kTV1CCpvcmVYrwdXw0qOsRdHoZvmyJq7wsz6oYPrQ/QcMbN9QsnnfQ/fmdnxyKq7BQGG\nG1GYbxgKhY1CgP3wUMYDyhxuKgIBpyNwOy/ib31qZp9RoABsamabu/uxyBu3s5fIBwzvx31x3YGI\nzP4FAqs/Z7zMI4C/I69YNSXxrQ5H4OcipFDXQDyz/RDx+tDGeDSSxHO5DGZ5ozshT0QXBBA2R0Cn\nDSrFcWGlE4k1kAr4vm1mPRFN4i2kK7aONbM3Bb5hbpLxju1Cgcs1wMwSuOyH9ND97n6DqRpAh7zv\nox5JYGV/5JXvbOLgveDuw/gl+X08OgRnEyvQM3ZFe29VFJb/CIHo5xC9wt39DOCMvCeSAV6j0CF9\nFHq2n7v7yACuuwHfBVWi4khDgI0X0XwWQAksl5nZOGRkvg/0dPfPzCyFAcuRZui3Wgjp+hvN7O/I\nwz4R8Uy/oQrGXwZkLobOnIkAAWaLAW2ekuZ8Aapy8A0y9Aeb2Rfo2bZBGcAPRbSsrAz9AJNHon2X\nQOMOwLxmNgaFh7szhxq3DUkN6OUs7u5mdi36wS5B3p73A5EPRBZRTxQyfdXdL0EWSbUKliZlsjnw\nJ3fvCbLEwtPYEjjIzB4P5VqfJMC4L6oKfqyZHYQU2TAz+wcKQa+P5lgNeQk9z78gkNUJHZqtzGws\nAj9LI0vvoVJAwJzExNX42VX0epCZzefuN5vZEigMtgkKES2MrLMX43slc3HiO9MRsLvcVBdsGlIE\nWyMP3zcIeHVNY6EkmEZnO2furS3SBbujg+p4tG4ceNmU7PKqu49F3LhqS3pe+6G6hE+a2ZHAB+7+\ndXjAzzKzTdy9Z2OfcRy2zZDXd5yZ/QAMdvd/x3vtkZdvPaCk0Hc947VEv9eLmXV4HLC0u39rqkd2\nHAJhIxHNI29Jz+UCNKduKMN+QQQ82qKQ7UnA8xE6GlyF+/iFZJ7Jv5BhsTGqZ3hT/Da9kVF6ZdaL\nXYek61yIwMD2iBozDRkIx8T7ewOPhO6rSi09F3/5TsTH+yvwtZldjXRVJ+Af8dGyk0EyIPEPyFj/\nEwJ2yaN5LJrzO6j80A0VGr5pDW2KAGVnFEb83MyGo3NtCPBeGV72OUky+raM8R8xs1ORAZ0M0dw7\nu3ghy/doFKoegAyxISh0fDwFADY85l3W3MOQfg3AxOOdD9G9VkRh6dWQM+ZqM/vEVU6sJKkBvRwl\nDotFXFmBryJl+iwKmayGwN8+KFw6ibAsIxxXFQJ0WEPzojDtigRhNaPougPXoWzOhiQp02WRpQpS\nMK/E9Z42s9OQYq0K0IuQzfNm9jNwPZqTIb7EcvHviUjRwZyzh0uRYxHfZ8PgU4w0s0VcWV6Pxp8U\nymgd3oeyyifEb/YXFCaYjMJMs8JVEabeCIHqO5FXFgqhsMZKUqInIGu8m7u/EwBlQ+TlPQ95F38w\ns2O8CRIxMp6OCTE2CLxfG+8/YGaXUphrsr7ndN1Za8GUeb4vInSPQITyVDy5f6le0XpkbeDI0Acd\nkLLuiULw87r7XWb2CQIAz3ohAzY38UISyArI2/uFmTnyUjgCUoMRKJjluc/7PuZwj28SvNrwKK6E\n9MjGKIHkujl8Px3KSyOO2JgAIOeidf0MSs5KlI6qJZuY2ULu/oaJT/YHtG47o/XZDf3+UEF2JgWQ\nuBPwobs/mHlvqJklT9fTiLt8tpl95O6zJbA0VjI67Db0LBdFmb2rozNtHWTgHkwOBlLR2AnEfY/A\n+0qoFuF3yKvWy5Sk08tzqvSQ2QObIuP5jvAo9kblflqjtfS0uw+v/0qlj+nuE0ycyulIJzwZ77dH\nRn1ZBkIN6OUr66IwxDHI6/Im4pKNcfeXwkW7CNoUX6WFWS2QlyQWz9PIO9Qi7ms0Ouj3Q/1ux9Tn\nGUl8hfjvk4gTdz/adJfEZxZDIPDdas0jgDTu/rqJvzU3Ctu+Hu8tGF4n4nN5Wnr3EGAOhfcuBaab\n2Xdozi8hAv9AlCla9oFp4vkcn/EYPmxmryGQ3isTpv5n9ntlhILS/e2EOky8E7/1NKCHKbnjYGSQ\nHAvsZ2av5aVQ65IAmTNjLjcC55syQxck1paZHYA8UX1gdgA3h2sn+kFXlO36NHoGh8e1z0QezYlm\ntn45IL1IRlIoO7QiOhBXR4f+d2b2OQJYA1FILFfJ7GdDYG6MqQbmaKCruw80s+uBnTwSe5oK5GVC\ncm1QtGFnBDxfQ1mF/VC2eoNGcGaOnZFHf5HQcaNRstSbprJDf01AOofftb65LIkyajcOQ+EOE0Xg\nJ1cy01xp7EruIaPXRgAbmVmbrCctftffofIjZ5rZ+shLXRbQy1z359CziyJdd2OEj9eM65dLU2nM\n2M8RlJFYw5sjz+2+iE6yE/lTShZBexN0tn0DrB5Avjt6DrkaR2bWDTlQ5gammNmnCNC+hrieZYWr\na0AvX2lLoTzC9ogT8xEwwswGI9A3BIU7x5cT1musWGRsZiyFqwNoHgH8GSnClZB1e1x8rU6PUNE9\n3oM29kso1LWWKTmjW8y1Kt48K5Bj25pquu1HgRc3CFnuw00ZfD3yfq4eHUPiPi43s5uQhbUB8q6d\njIB0K+APriK05cpQFAYGbfixyDtwGtAiAEJP5I19sZRwbdGcZsSh2Bv4c4C4LJe0F/JIX4jC8u8i\nUnLVgF4ROH8KlY44Dlnw95gI4W2BS7303pbJw/sHYIi7H25mGyJv196IEnAMyn7Po2PBCHQYg7It\nb0OtzjqjENvKCPwtgrynt1c6ZtH4aQ5fopINN6Ni4lPQ7wgKEXWE2bNdm0CSN/l4xE8agEJiFwDf\nh5fma5Q8U28LtMwch6AD8a+I09kSgWsQB7MtVKfcUkZaxDjdCIDvogisGR6+lRCnOS+5noiqmNld\nKGz9KXoGXSjUd1uREuuuJbHZawOeibhj44FlzGwqWrN/c/e8az9m76EZ8hx2QTr/A3d/GLUly1Iy\ncpGYb3MErs4z1Zy8De3TBeNjXSkA24ojRxmv9PnIofAOysofhjKMLwJam9lyXkZrzxrQy1HcvTs6\nfEFk6yuQMu+KOFwzkFXwk5nd6tVtJH6Hmf3N3QebaoMNC4DyALK+VkKLt1+yEupS8qYsxx/c/ZOw\n3qaihIheKHvteORWf4QSy7OUKAmE7owO6lMQ4PwL8lZ0Rsr+7fDw5QqiM9drGWHV113V9t8GrgrF\nYAj09S76TkkSwOWH+PcXwB/jeh1QQsLGyHt8COrN+qdyD2lXhuOFiCd1kZk9gg6LTnH9Ee7uMfYi\nVDfb9jIUen8RVbwfj7h4TyILfmnEi3nXC/XASnm+6bMrUiiGbEiZzkCH89qUybUpllgTM2MNXIJa\nKH2UeX9xBDLXIf8iybPEVUrpTHRYfoNA3y6mWmAHUgCYTdYRg8JvcQTyTF+Nfvf3ECi5Ee2BZ2HO\nAC2M2lvQvvgOeWL2jEjDtojiUBXJeOmGByjoZkp26Yzm1xYlU93emLk0RgKAjTbVDT0RUYJOQKHa\nr5Be/slUEmkihZBxqZJAzOnozDgvrtUG6aET0Lo5uezJ1CMZnbYh4jaujGhQY02Jf91RZON7L7Ef\n8pwkdPAIM9sDee6Gouf4FxNfeG1klECFIC9jrG4CjHf3I0LffoQA3opIf5xbDsiDGtDLVYoO29bA\nAx51ccKtvzriNmxOpt1Y3uESU+LAV4ivMRcqqzLNzEajjfEesva+a0TY+GLgDuT2PxwRRXvH959w\n9ynZOVTRS5ntO/iSizcxE4HLI+IgO5yC9V8qX61BycxpOQQyTzYzECh6E3EV+0botvg7JUvGkv43\nKsfwAsq6epqYYxzUqedhqQkfqaD3eug5/T3mlcKZQ2NuR5lZF3QQ96yyx6cdKqFzKNDcxLPqgRT6\nTV4Hh62xz7hobz6Dqtw/jUBB27jWeFPYPJcyDZk90Ratj/WR8k7vj6bQASJ3MXF9tkJe3zfNrF+E\n3y5CvLc9kdfgrvhKk3HzYu21Rr/5vaFHxiEqxqMRelwQ/Vb10jBMGeNbIj7T6xQKpV+LdNUfUAHx\nu+Mrua5fM7sZGR+9UGLP3Wa2JgKtvdF++pDQlXncQya60QwlsTyEQos/xP/HIC/uSUgnHlDBvk1r\nYnvgjPCkJfkodPBBZrZSVvflJEnnH4W8iEugsyzxwE9DlIcbaMDrW6qY6jUujVrX9TWzVhE9OBzx\nPtsCB3l05cjx/F6JQneqTshxMdXdHzazjRC4vK+cC9eAXo7ihSKfi6KF+LGZDUCK4GNU4+hZ5J5N\n38lduYYn5Pi4l44x/lQUotkRhUgmI57QAHc/u4HL7UihnlUX5Lo/Ch2Qg8Ny7W9m3yDv4M91X6Zi\nSYqqHYXw8OLAzyYezO3IIkptz6rlWRyOnsmiyBu0CvIYnIK8fXe5+18qBbyZsOoIZMleguosjUMl\nJp4HPnH3/unzZQ51HXC9u98HPGGFfpILoVDt3KgkyTAKnVOqJWegw70DAtSrodD4vihsMQoBpbdQ\n4eFGz7nooHueAoG8H/JmHmaqKdeBnOgHGXC5PuLu7mJmywBPufs7eYxR37gog/pyxBPsBUzwQv2v\npdx9r5jvT+k5VkMXzUGSh3gzM3sMlUBJhcVfRaUrTqrrizGPvSiEt3qa2c8ZALkBcF7x93P28rdB\nB/KOKBT+g5n1Rvp2CvCMu19U/L0KDcDEB1wWGeHbEHQg5MV8Izy4rRHd4jqvIMPYC7XkRqGM22J5\nAHmdqmEApvW4PkoU+8mUrPOcu19maoO2DDlVAgjj4gIUDn8MhVCnBshbDugcdI/ZOJEVjpk1QF9A\nHsM/I8fK7yicvcuidVWW1IBedeQH5MpeC4VJd0UH5phQBL08x2KdxRIhoxautO39UDHJK8K7txxy\nBXdGHsbUVPwXob9QKtls3PMDxKyKQNWG6EA5NN5fuVpzyijHx1DvyL4IBK0HTHKVNfg9Bf5YVYBe\nbPCPAEwJEgugA+tsFFa4Pj5asUcxDq1zY4zFkZW5ClpPf0KH5KrlXjv+ORS1wkuvTyQIyGHJ/mRm\nJwPNPadOEQ3c0zgUVhxCgK04ZCz+rIb21O6uRJXGllX5IzBXWMatwjN4Sub945HnYybqPZ1Hxm32\nGQ9B2XrrIY908gZ/goppX+fu7+cxZsiBiPf2HPIA/JB5b0lUvmSwV9gloVJx9xGm6gQnocSaH5Ax\nCTIov4F6Q50HItrGuagszbjM814chTO7mdlBXqWe17FXtol7NLQXt0aUlknAuabWgu8gcFIJbzeN\nmdb7gwgY74+MsnWQHj7clAwyNPZHxWVkAug8CFxn4uW9gahA6XyZ4e6fNniR8sZNIHMk0MXMXkLP\ntUV85FrEy8wLx1yOdOyxQHefvQDzUsDtcQ+H1vXlcqTozP0MFbZeAlGhlgQuNNU3XZsKWovWgF4V\nJDbXv+JPqo2zGuI3/JHgOdUFrnIaf0YcJKBFMy5en4IO8Vku9ggrQd1hmw5m9lfk/VsG8ePaeSHr\n84a4xpLA8nWF1qogDyGv3sy4h6uAIyMEOTGFD6oUPk6dBCYC08ID8h3yjB6HMpKnxPi5/K4BrsYj\nZdc3wo1vo4P8yrinksL/Ga/A0ijpYysTl+kZxH9LnKOp8XfetbHqu69s66tkRMxAIbCX3f0/Eaor\ntTDp6sgTC3CimW2PwsHvo/IUt5h6aP7sDddrK2UuKyJvwBBk9F3t7veGF2hJBNjXR6FVi3vJS45A\nLcUujnvJcu++QgfGHWZ2gbufXUW6xRzF3c8xs/+gUGMv4E4zOxAZcQ0VrD4cJYZdV8faH4WiJvci\nEHlKqXuksWKFrOB9kHF9RLy+CNL5myJw3x54phKdbwU6x1rIYF/JCxnw95v6mL+GPOAX5/yb3os8\n/UehcPhkM1sH6eHcekIXS4DMO9Gafgr9tjsib+YGwMKeU4kTVFdyF49as0XyBkqyeQQZoXdXOljo\nuA3d/XKYpW+vyrx/GOLDbwVc6+5v1HmhRkgN6DWBhFfsLTM7EVmaqZ5T1ZRrRqmtCrQ3sz6uFPXi\nz9VZciCU/whTTaYtgc1Qund3dGh+gEJ7vVFq+1xUIePWxDdM/Km9kdV/ZYw3GW2MY+J+Dojv5Aqg\nM8BoRUQOfxrobaqB9hXy3HVFVvUXOYyXFHoXxM8bh7yW08Oz0d3MjkBAoeQQYOa3bon4l6sgy/xw\n1NJuMAoTPOJKOGkqmQlgZhegRJABiINzEKoSf2WWZlDCQXYzhTqRPyLLeSN0ALcI2sF7wDAz+49H\nqZEKZTnkuRuEQHl3M5uBPM6fu/tg4DEz24H8i6UvDzyXAF72OQW14pEIRW1jZku4akE2uYR3DcXh\nBAAAIABJREFUdWqiHwCPmroOrI6M0VSTra693BFxRn8B3sLQft3MrgL2NbNlXElN1ZB0bxtRKFye\nurC8HH/ODs8U5MOD7IQS0KbBrDD29AjNP4rW9cVVALe3IydFF2Rs/wMZSmUDkEbKv1HlgQnojDnR\nzN5AkY4n8hggolTjUXODVl7Ucz707uNmdg2wo5nl0Se5I5H9bmbHIHrOQ4ha0stVX3KXCscAakAv\nd4nw6D2I+/MuKr6aDo5ByEuROAW5Az0z6wws6+4vhvfJUReJZ0w9EXsjhfSyN9CYPoBNc7S5H0NZ\na58gb5ahchQHopB0F5R9VQ3pClwf4GMH1CruBdSOBtTy5yoUSu4b956rlzRzUP6Eysqsh8JGLVHo\ncwRy7T8TFmhFQDOjnN9Dyu094E0z64OA5BqIF3hDuWMEeP3czC4KULkYCr2vQCEENRZ4u1qe52Lx\nQomBk1Bouqe7jzUlneyIytf0d/dHG7zQL687GmYdiOui8HrirKY2aF1RSPwF5KWtVAai/b8VAgP/\nQOVCHJHYByElf4q7L5fDeMAs7/pA4Hexh1uQAUoB/pojY+VYcko8KeH+ktHUDjjOVDdsAgrd9kQH\n+awkNqjTCF0cAY5OQL+Y44zs50J3PYUI+9nQda6S2Rf9gV1Ndc96e1HLy4x3vCLebvzzA5TsdyIq\nBTQJZkUb1qRQSiWXgvFmtg/SNde4+4Xx2p9RJ5WxDX45H9kMGdTfuPuXpjqaOyNdWFZyQh0yHzIA\nl3f394vpAhnQ/C4qPD4lB0/4Q8hDCDqXb0M6+DZgoTBAX0d7436vp8dzY6QG9PKXJRDnaTvkJZlq\nSgUfjQiVo93doWrhxZMRB+9FFNd/AbnWl0f8pk1QW5d/mNm77v77uhasKcFhL3e/GRWQvQwp4umI\nE9IxrtkRWZfdqY70RVmBm6PneoaZHY2UXS+0EYYjz94h5BsCAwqHk6uW3lGZ17sgwLUasjpz6RqR\n+T2WR6GfHRAv5DxkdX6PiMJvQHkk+gyQ39dU42swUuY9AnB1pNB8vSlJ+sshMNQ9vLgt3P17M3sI\nGRiHUShc3SjJANV1gQ3c/eB4K3Et26B9297LLEhaLO7+OXCqqTzDmkipb4fCTYcgj8gPyHrPU75C\nv+WZwCuZUHgzoGUAjulm1gmBo++qFdasR1L9vAOQJ/4WREvYEpXwuDr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9w0MsVZlnfvMH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\ngqCREoZeEARBEARBI+X/AQfAoPqqEw9FAAAAAElFTkSuQmCC\n", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 9}, {"source": "br = crr.ix[-1:].T.sort( '{}'.format(date_today - 1 * BDay()) )\nbr['Rank'] = crr.ix[-1:].T.sort( '{}'.format(date_today - 1 * BDay()) ).rank(method='dense',ascending=False)\n\ncols = ['Cum. log returns [{pm}.{prd} - {m}.{d}]'.format(pm=pre_d_mon, prd=pre_d_day,m=d_mon,d=d_day),'Rank']\nsortd = br.sort('Rank',ascending=True)\nsortd.columns = cols\nsortd.index.name = 'Category'\nsortd.to_csv(filepath + 'Cum Log Returns_ranks_{}.csv'.format(date_today))\nsortd", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/html": "
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Cum. log returns [5.25 - 6.15]Rank
Category
Financials0.03091
Small_Cap0.02332
Healthcare0.01583
Telecom0.00984
Technology0.00625
Broad_Market0.00586
Mid_Cap0.00567
Consumer_Discretionary0.00558
Large_Cap-0.00269
Industrial-0.004810
Materials-0.009111
Consumer_Staples-0.013312
Energy-0.015213
Global_Equity-0.019514
AsiaPac_Equity-0.022715
Real_Estate-0.024516
Utilities-0.027517
Latam_MidEast_Africa-0.028218
Europe_Equity-0.030819
\n
", "text/plain": " Cum. log returns [5.25 - 6.15] Rank\nCategory \nFinancials 0.0309 1\nSmall_Cap 0.0233 2\nHealthcare 0.0158 3\nTelecom 0.0098 4\nTechnology 0.0062 5\nBroad_Market 0.0058 6\nMid_Cap 0.0056 7\nConsumer_Discretionary 0.0055 8\nLarge_Cap -0.0026 9\nIndustrial -0.0048 10\nMaterials -0.0091 11\nConsumer_Staples -0.0133 12\nEnergy -0.0152 13\nGlobal_Equity -0.0195 14\nAsiaPac_Equity -0.0227 15\nReal_Estate -0.0245 16\nUtilities -0.0275 17\nLatam_MidEast_Africa -0.0282 18\nEurope_Equity -0.0308 19"}, "output_type": "execute_result", "metadata": {}, "execution_count": 10}], "execution_count": 10}, {"source": "### Z-Score Average Risk-Adjusted Returns - L/21 days", "metadata": {}, "cell_type": "markdown"}, {"source": "# last 21 days average category risk adjusted returns\ndate_mask = last_month\nl_month = risk_rets.ix[date_mask:].mean().order(ascending=False) \nl_month\n\n# z scored and plotted\nz_l_21 = z_score(l_month)\n\nplt.figure()\nz_l_21.plot('barh', figsize=size, color='r', alpha=.5)\nplt.axvline(0, color='k')\nplt.title('Z-Score of Average Risk-Adjusted Returns [Last 21 days]', fontsize=20, fontweight='demibold')\nplt.xlabel('$\\sigma$', fontsize=24)\nplt.ylabel('Category', fontsize=16, fontweight='demibold')\nplt.tick_params(axis='both', which='major', labelsize=14)", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"image/png": 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stQP8Frmfggf5riyEIb62xnJaixoP2bkWdimWW78/NuZyNyy/cxYWVP5d7M7J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\nDniLFeul51/vAKe4+xFtHaSIiIiIiJSusek6ALj7zcDN8QFYGxOWWJz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wgJltDuwFbB4T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\n", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 11}, {"source": "### Z-Score Comparison [ICC Estimates vs. Risk-Adjusted Returns]", "metadata": {}, "cell_type": "markdown"}, {"source": "z_data = p.DataFrame()\nz_data['Z_ICC estimates'] = z_grp\nz_data['Z_risk adj returns'] = z_l_21\n\ncadet_blue = '#4e7496'\n\nfig = plt.figure()\nwith p.plot_params.use('x_compat', True):\n z_data['Z_ICC estimates'].plot('barh', figsize=size, color=cadet_blue)\n z_data['Z_risk adj returns'].plot('barh',figsize=size, color='r', alpha=.5)\nplt.axvline(0, color='k')\nplt.title('Z-Scores Comparison', fontsize=20, fontweight='demibold')\nplt.xlabel('$\\sigma$', fontsize=24, fontweight='demibold')\nplt.ylabel('Category', fontsize=16)\nplt.tick_params(axis='both', which='major', labelsize=14)\nplt.legend(loc='best', prop={'weight':'demibold','size':12})", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/plain": ""}, "output_type": "execute_result", "metadata": {}, "execution_count": 12}, {"data": {"image/png": 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9OeJDu3XqoYboGT7C3f+dervvoymnfDlgCjDe3V8lcvDPakcb73H3W9K2o4FJ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\nD+TZ8+mvtqCOAAAAAElFTkSuQmCC\n", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 12}, {"source": "# Interpretation\n---\n### Potential Long Positions:\n___\n- **Financials:** Recent economic data regarding inflation, employment, GDP etc continues to be mixed at best. However the belief is that there are enough positives to warrant the `Federal Reserve` following through and raising rates sometime in 2015. 10-Year Breakeven Inflation Rate closed at `1.85%` (June 12, 2015) steadily rising towards the magic `2%` mark. Clearly inflation expecatations are rising. If oil continues to climb in price we will certainly see inflation numbers pick up in the CPI as well. Should the economic data continue to support rising inflation expectations this is all bullish for the banking sector overall. The belief is that the increase in rates will give Banks the ability earn more via their `Net Interest Margin (NIM)`. Clearly there is current momentum behind the trend as Financials were the strongest performers over the last 3 weeks. \n- **Real-Estate** and/or **Utilities:** This would be a tactical diversification/hedging trade. As a result of rising inflation expectations, interest rate sensitive sectors have been hammered. Should inflation fail to materialize or sentiment change there is likely to be tradeable reversal in both sectors. \n\n### Potential Short Positions:\n___\n - **Neutral bias:** \n \n### Notes:\n___\n - The **Real-Estate** and **Utilities** sectors could just as easily be tactical short positions. Long term the writing is on the wall. The `Fed` *will* and *must* raise rates eventually. To do otherwise is extremely risky and likely short-sighted. Consider what happens in an economic downturn if rates still remain at/near zero. That would effectively leave the `Fed` with only `QE` as a policy response. This would go against the `Federal Reserve's` stated position that `QE` is reserved for extraordinary economic situations. ", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": true}, "cell_type": "markdown"}, {"source": "# ~~~~~ plot code ~~~~~ \n# function to create Plotly 'Layout' object\n\ndef create_layout( main_title, y_title ):\n '''\n Function to create custom Plotly layout object to pass to Cufflinks df.iplot() method\n \n Parameters:\n ==========\n \n main_title = type('str')\n y_title = type('str')\n\n Returns:\n ========\n plotly_layout = Plotly Layout object basically constructed using a JSON or Dict structure \n ''' \n plotly_layout = Layout(\n # ~~~~ construct main title\n title=main_title,\n font=Font(\n family='Open Sans, sans-serif',\n size=14,\n color='SteelBlue'\n ),\n # ~~~~ construct X axis\n xaxis=XAxis(\n title='$Date$',\n titlefont=Font(\n family='Open Sans, sans-serif',\n size=14,\n color='SteelBlue'\n ),\n showticklabels=True,\n tickangle=-30,\n tickfont=Font(\n family='Open Sans, sans-serif',\n size=11,\n color='black'\n ),\n exponentformat='e',\n showexponent='All'\n ),\n # ~~~~ construct Y axis\n yaxis=YAxis(\n title= y_title,\n titlefont=Font(\n family='Open Sans, sans-serif',\n size=14,\n color='SteelBlue'\n ),\n showticklabels=True,\n tickangle=0,\n tickfont=Font(\n family='Open Sans, sans-serif',\n size=11,\n color='black'\n ),\n exponentformat='e',\n showexponent='All'),\n # ~~~~ construct figure size\n autosize=False,\n width=850,\n height=500,\n margin=Margin(\n l=50,\n r=20,\n b=60,\n t=50,\n pad=2\n ),\n # ~~~~ construct legend \n legend=Legend(\n y=0.5,\n #traceorder='reversed',\n font=Font(\n family='Open Sans, sans-serif',\n size=9,\n color='Black'\n ), \n )\n )\n return plotly_layout", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": true, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": 13}, {"source": "# Additional Charts\n___", "metadata": {}, "cell_type": "markdown"}, {"source": "### Cumulative Log Returns - L/252 Days", "metadata": {}, "cell_type": "markdown"}, {"source": "# test the function\ntitle = 'Cumulative Log Returns of Composite ETF Sectors [1 Year]'\ny_label = '$Returns$'\n\ncustom_layout_1 = create_layout( title, y_label )\ncomp_rets.iplot(theme='white',filename='{}_{}'.format(title, date_today), layout=custom_layout_1, world_readable=True)", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/html": "", "text/plain": ""}, "output_type": "execute_result", "metadata": {}, "execution_count": 14}], "execution_count": 14}, {"source": "### 60-Day Rolling Standard Deviation", "metadata": {}, "cell_type": "markdown"}, {"source": "# ~~~~~ plot code\ntitle = '60-Day Rolling Standard Deviation'\n#y_label = r'$return \\ \\sigma$'\ny_label = r'$\\sigma \\ of \\ returns$'\n\ncustom_layout_2 = create_layout( title, y_label )\nrsigs.iplot(theme='white',filename='{}_{}'.format(title, date_today), layout=custom_layout_2, world_readable=True)", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/html": "", "text/plain": ""}, "output_type": "execute_result", "metadata": {}, "execution_count": 15}], "execution_count": 15}, {"source": "### 60-Day Rolling Average of Risk-Adjusted Returns", "metadata": {}, "cell_type": "markdown"}, {"source": "# ~~~~~ plot code\ntitle = r'60 day Moving Average of Composite Risk-Adjusted Returns'\ny_label = '$\\mu/\\sigma$$'\n\ncustom_layout_3 = create_layout( title, y_label )\nrisk_rets.iplot(theme='white', filename='{}_{}'.format(title, date_today), layout=custom_layout_3, world_readable=True)", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/html": "", "text/plain": ""}, "output_type": "execute_result", "metadata": {}, "execution_count": 16}], "execution_count": 16}, {"source": "### Composite ETF Correlation Heat Map", "metadata": {}, "cell_type": "markdown"}, {"source": "f = plt.figure()\nsns.clustermap(cor, figsize=(12,12))\nplt.title('Composite ETF Group Correlation ClusterMap', fontsize=16, loc='left')\nplt.tick_params(axis='both', labelsize=14)", "metadata": {"collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/plain": ""}, "metadata": {}, "output_type": "display_data"}, {"data": {"image/png": 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mnllrjSVJkiQBfY4JGZ4tIZk5FdiverRav0LT+1uYvkuWVLuRNgPPSJrRxhli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\n2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K0oVeTG2rTQiBiFMhISM71m6tXmwC6URaivA95i+5mebtgY0Cx43ZBS/nhZ4JfAbrZd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\nRKuShERERERERKuShERERERERKv+P2p5UW2LSCn7AAAAAElFTkSuQmCC\n", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 17}, {"source": "### Composite ETF Correlation Matrix", "metadata": {}, "cell_type": "markdown"}, {"source": "# ================================================================== #\n# correlation matrix of composite ETF groups' risk adjusted returns\n# ~~ plot code\nf, ax = plt.subplots(figsize=(12,12))\n\ncmap = sns.diverging_palette(h_neg=12, h_pos=144, s=91, l=44, sep=29, n=12, center='light',as_cmap=True)\nsns.corrplot(cor, annot=True, sig_stars=False, diag_names=False, cmap=cmap, ax=ax)\nax.set_title('Composite ETF Group Correlation Matrix', fontsize=18)\n\nfor label in (ax.get_xticklabels() + ax.get_yticklabels()):\n label.set_fontsize(13)\n\nf.tight_layout()\n", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"image/png": 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nzsB9bP8Pf8kOA36S3FCOw0d13sYbtIdxY2W6Irm5HImXYwdwlaQPzRd4XiFp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\n5MntS4Nmq3RDMzSXVN3QDM0lUbPYTwGGSHopT+1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4K2JgErSEfa64h4E9euSmN+fCEWw1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\nvwD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6mog1XhY4xPb7JL0f2NP2es3OLqWUUkrtMpQrpdTPnrD9qKTngNWq+y4CTm1wTiml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\nTkSuQmCC\n", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}], "execution_count": 18}, {"source": "___\n_I conclude this analysis with the disclaimer that these calculations are presented `\"as is\"` and the data was aggregated from several sources. I recommend doing your own due diligence before taking any investment action and to stay within your personal risk/return objectives._ \n\n_I expect to refine this model as necessary to improve its utility as a macro valuation tool. Please contact me to report any errors._ \n\n\n####**For comments, questions, and feedback contact me via:**\n####email: **`bcr@blackarbs.com`** \n####twitter: **`@blackarbsCEO`**\n___", "metadata": {"hide_input": false, "run_control": {"marked": true}}, "cell_type": "markdown"}, {"source": "_**Data Sources:** [Yahoo Finance](http://finance.yahoo.com/), [S&P SPDR ETFs](https://www.spdrs.com/product/)_
_**Acknowledgements:** Ipython Notebook styling modded from Plotly and Cam Davidson-Pilon custom CSS_", "metadata": {"hide_input": false, "run_control": {"marked": true}}, "cell_type": "markdown"}, {"source": "from IPython.core.display import HTML \n\nHTML('''\nThe raw code for this IPython notebook is by default hidden for easier reading.\nTo toggle on/off the raw code, click here.''')", "metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/html": "\nThe raw code for this IPython notebook is by default hidden for easier reading.\nTo toggle on/off the raw code, click here.", "text/plain": ""}, "output_type": "execute_result", "metadata": {}, "execution_count": 19}], "execution_count": 19}, {"source": "from IPython.core.display import HTML \nimport requests\n\nstyles = requests.get(\"https://raw.githubusercontent.com/BlackArbsCEO/BlackArbsCEO.github.io/Equity-Analysis/Equity%20Analysis/custom.css\")\nHTML(styles.text)", "metadata": {"collapsed": false, "trusted": true}, "cell_type": "code", "outputs": [{"data": {"text/html": "\n\n", "text/plain": ""}, "output_type": "execute_result", "metadata": {}, "execution_count": 20}], "execution_count": 20}, {"source": "", "metadata": {"collapsed": true, "trusted": true}, "cell_type": "code", "outputs": [], "execution_count": null}], "metadata": {"language_info": {"codemirror_mode": {"version": 3, "name": "ipython"}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "version": "3.4.3", "file_extension": ".py", "name": "python", "mimetype": "text/x-python"}, "kernelspec": {"language": "python", "name": "python3", "display_name": "Python 3"}}, "nbformat": 4, "nbformat_minor": 0}