{"metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"mimetype": "text/x-python", "pygments_lexer": "ipython3", "version": "3.4.3", "file_extension": ".py", "codemirror_mode": {"name": "ipython", "version": 3}, "name": "python", "nbconvert_exporter": "python"}}, "nbformat": 4, "nbformat_minor": 0, "cells": [{"metadata": {"hide_input": false, "run_control": {"marked": true}}, "cell_type": "markdown", "source": "#### **Using Implied Cost of Capital as a Sector ETF Valuation Tool**\n#### _[Sunday 5.10.2015]_\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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "display_data", "data": {"application/javascript": "IPython.load_extensions('IPython-notebook-extensions-3.x/usability/runtools/main')", "text/plain": ""}}], "cell_type": "code", "execution_count": 1, "source": "%%javascript\nIPython.load_extensions('IPython-notebook-extensions-3.x/usability/runtools/main')"}, {"metadata": {"hide_input": false, "run_control": {"marked": true}, "trusted": true, "collapsed": true}, "outputs": [], "cell_type": "code", "execution_count": 2, "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# ================================================================== #\n\ndate_today = dt.date.today()\nmonth = 'MAY-2015'\n\n# ~~~ 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}, "trusted": true, "collapsed": false}, "outputs": [], "cell_type": "code", "execution_count": 3, "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, date_today - 252 * BDay(), 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')\nlrets.head() \n\n# ================================================================== #\n# cumulative returns of ETF's\ncum_rets = lrets.groupby(level='Category').cumsum(axis=1)\ncum_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\n"}, {"metadata": {"hide_input": false, "run_control": {"marked": true}, "trusted": true, "collapsed": true}, "outputs": [], "cell_type": "code", "execution_count": 4, "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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "", "text/html": ""}, "execution_count": 5}], "cell_type": "code", "execution_count": 5, "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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "", "text/html": ""}, "execution_count": 6}], "cell_type": "code", "execution_count": 6, "source": "# ================================================================== #\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# ~~~~~ plot code\ntitle = '60-Day Moving Average of 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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "", "text/html": ""}, "execution_count": 7}], "cell_type": "code", "execution_count": 7, "source": "# ================================================================== #\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# ~~~~~ 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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "display_data", "data": {"image/png": 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eXGJmg/BZmbL6KdwWwNt44/kIcDONrUFoNbfgo/PFhnm/lLcLSLrEzA4Arklu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\n", "text/plain": ""}}], "cell_type": "code", "execution_count": 8, "source": "# ================================================================== #\n# correlation matrix of composite ETF groups' risk adjusted returns\ncor = risk_rets.corr()\n\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": {"trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "display_data", "data": {"text/plain": ""}}, {"metadata": {}, "output_type": "display_data", "data": {"image/png": 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myPfaGOK5bI5xG2XMyVerv8nFKMl44zm9Ajg7Ir5OaTFdljKj3PnV+r6y746IuzPztihT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FAAAg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\nEdGqJCEREREREdGq/w93j0dW3dfcbAAAAABJRU5ErkJggg==\n", "text/plain": ""}}], "cell_type": "code", "execution_count": 9, "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": {}, "cell_type": "markdown", "source": "Note the change in rankings below. "}, {"metadata": {"hide_input": false, "run_control": {"marked": true}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": " Current ICC Est Rank Previous ICC Est \\\nCategory \nFinancials 0.242 1 0.239 \nEurope_Equity 0.222 2 0.215 \nAsiaPac_Equity 0.205 3 0.207 \nUtilities 0.191 4 0.189 \nGlobal_Equity 0.183 5 0.185 \nEnergy 0.179 6 0.191 \nLatam_MidEast_Africa 0.174 7 0.175 \nMaterials 0.168 8 0.173 \nIndustrial 0.142 9 0.139 \nSmall_Cap 0.140 10 0.136 \nTelecom 0.138 11 0.137 \nMid_Cap 0.138 11 0.133 \nConsumer_Discretionary 0.136 12 0.132 \nLarge_Cap 0.136 12 0.133 \nReal_Estate 0.134 13 0.128 \nBroad_Market 0.133 14 0.129 \nTechnology 0.126 15 0.122 \nConsumer_Staples 0.115 16 0.113 \nHealthcare 0.112 17 0.108 \n\n Previous Rank Change in Rank \nCategory \nFinancials 1 0 \nEurope_Equity 2 0 \nAsiaPac_Equity 3 0 \nUtilities 5 1 \nGlobal_Equity 6 1 \nEnergy 4 -2 \nLatam_MidEast_Africa 7 0 \nMaterials 8 0 \nIndustrial 9 0 \nSmall_Cap 11 1 \nTelecom 10 -1 \nMid_Cap 12 1 \nConsumer_Discretionary 13 1 \nLarge_Cap 12 0 \nReal_Estate 15 2 \nBroad_Market 14 0 \nTechnology 16 1 \nConsumer_Staples 17 1 \nHealthcare 18 1 ", "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
Financials0.24210.23910
Europe_Equity0.22220.21520
AsiaPac_Equity0.20530.20730
Utilities0.19140.18951
Global_Equity0.18350.18561
Energy0.17960.1914-2
Latam_MidEast_Africa0.17470.17570
Materials0.16880.17380
Industrial0.14290.13990
Small_Cap0.140100.136111
Telecom0.138110.13710-1
Mid_Cap0.138110.133121
Consumer_Discretionary0.136120.132131
Large_Cap0.136120.133120
Real_Estate0.134130.128152
Broad_Market0.133140.129140
Technology0.126150.122161
Consumer_Staples0.115160.113171
Healthcare0.112170.108181
\n
"}, "execution_count": 10}], "cell_type": "code", "execution_count": 10, "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_2015-04-26.csv', 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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "display_data", "data": {"image/png": 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pJxmaB0jmiDzmrIMzrx8oUfWmEsueSt8HAf9091tTT/Qsoif1C5TuDS2YRnOqxw5pXEOh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\nYII=\n", "text/plain": ""}}], "cell_type": "code", "execution_count": 11, "source": "def z_score(df):\n return ( df - df.mean() ) / df.std()\n\n#z_grp = (grp_mean - grp_mean.mean()) / grp_mean.std()\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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "display_data", "data": {"image/png": 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GE3db3iC+U/JBejvpM7AncXzdT9TJy0Qg/mF3v6Kw/J+JFNPfEZ/dV4njYoeU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fIjYnXrF71/sL0K1NTUbOnuCzrzIZImnU5nRo4cWfJqSUmmmOSnuLS2ePHihUMHDtx86PTpU8pd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\nSUVORK5CYII=\n", "text/plain": ""}}], "cell_type": "code", "execution_count": 12, "source": "# last 30 days average category risk adjusted returns\ndate_mask = date_today - 30 * BDay()\nl_30 = risk_rets.ix[date_mask:].mean().order(ascending=False) \nl_30\n\n# z scored and plotted\nz_l_30 = z_score(l_30)\n\nplt.figure()\nz_l_30.plot('barh', figsize=size, color='r', alpha=.5)\nplt.axvline(0, color='k')\nplt.title('Z-Score of Average Risk Adjusted Returns [Last 30 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": {}, "cell_type": "markdown", "source": "Looking at the Z-Scores Comparison below, on a relative basis over the last 30 days, *Real Estate* and *Utilities* lost a significant amount of value."}, {"metadata": {"hide_input": false, "run_control": {"marked": true}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": ""}, "execution_count": 13}, {"metadata": {}, "output_type": "display_data", "data": {"image/png": 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E2puCfClK7n4/cH8D+54kTB4WERERkTw08VZEREREpMQoyBcRERER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\nC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CbAKmBWXKwFmFmVAEVEgEwURdWOQUREpFsws+8CE4GpwMnu3mxmGwP3AocCg919ThVD\nFBEBNCZfRESkKGY2AJgA/AU4zN2bAdx9OfATwtPxQ6oWoIhIgpJ8ERGR4owC+gKj3H1l3r7l8eet\nKhuSiEhhSvJFRESKMxKY5e5/LLBvx/jz3ArGIyLSKiX5IiIi7TCzLYHtgKdaKXIIsBaYUrGgRETa\noCRfRESkfbn/l+tNqo1vAL4D3O/u8yoalYhIK5Tki4iItMPd5xOWx9y6wO5rgGXAuRUNSkSkDUry\nRUREijMWOMrMdgQws55mNh74CnCwu79T1ehERBK0Tr6IiEiRzOwY4BxCz31v4E/A5e6+sKqBiYjk\nUZIvIiIiIpIyGq4jIiIiIpIySvJFRERERFJGSb6IiIiISMooyRcRERERSRkl+SIiIiIiKaMkX0RE\nREQkZZTki4iIiIikjJJ8EREREZGUUZIvIiIiIpIySvJFRERERFLm/wA+3Rh78TJ+JQAAAABJRU5E\nrkJggg==\n", "text/plain": ""}}], "cell_type": "code", "execution_count": 13, "source": "z_data = p.DataFrame()\nz_data['Z_ICC estimates'] = z_grp\nz_data['Z_risk adj returns'] = z_l_30\n# z_data.head()\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": {}, "cell_type": "markdown", "source": "Over the last 2 weeks we see momementum picking up in *Basic Materials*, *Energy*, and *Europe Equity*. I'm more interested in European equity returns as that sector has been one I've highlighted in previous reports as presenting the best relative value. "}, {"metadata": {"trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "display_data", "data": {"image/png": 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kNYChT5IkqQEMfZIkSQ1g6JMkSWoAQ58kSVIDGPokSZIawNAnSZLUAIY+SZKk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\nOqg4aEJu/JMSO6G+zJhZL5cw8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"text/plain": ""}}], "cell_type": "code", "execution_count": 14, "source": "# ================================================================== #\n# construct dataframe and proper multi index\nlog_rets_recent = np.log( px.ix['4/26/2015':] / px.ix['4/26/2015':].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#fig = plt.figure()\n#comp_rets_recent.ix[-1:].plot(kind='bar', figsize=size)\n#comp_rets_recent\n#crr = crr.reset_index()\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 [Apr 26 - May 10]', 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": {"hide_input": false, "run_control": {"marked": true}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": " Cum. log returns [4.26-5.10] Rank\nCategory \nEurope_Equity 0.0168 1\nMaterials 0.0149 2\nEnergy 0.0071 3\nLarge_Cap 0.0034 4\nMid_Cap 0.0005 5\nConsumer_Staples 0.0002 6\nConsumer_Discretionary -0.0011 7\nIndustrial -0.0018 8\nUtilities -0.0021 9\nTechnology -0.0030 10\nBroad_Market -0.0045 11\nFinancials -0.0060 12\nLatam_MidEast_Africa -0.0064 13\nGlobal_Equity -0.0065 14\nTelecom -0.0122 15\nSmall_Cap -0.0125 16\nHealthcare -0.0127 17\nReal_Estate -0.0155 18\nAsiaPac_Equity -0.0239 19", "text/html": "
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Cum. log returns [4.26-5.10]Rank
Category
Europe_Equity0.01681
Materials0.01492
Energy0.00713
Large_Cap0.00344
Mid_Cap0.00055
Consumer_Staples0.00026
Consumer_Discretionary-0.00117
Industrial-0.00188
Utilities-0.00219
Technology-0.003010
Broad_Market-0.004511
Financials-0.006012
Latam_MidEast_Africa-0.006413
Global_Equity-0.006514
Telecom-0.012215
Small_Cap-0.012516
Healthcare-0.012717
Real_Estate-0.015518
AsiaPac_Equity-0.023919
\n
"}, "execution_count": 15}], "cell_type": "code", "execution_count": 15, "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)\ncols = ['Cum. log returns [4.26-5.10]','Rank']\nsortd = br.sort('Rank',ascending=True)\nsortd.columns = cols\nsortd.index.name = 'Category'\nsortd"}, {"metadata": {"hide_input": false, "run_control": {"marked": true}, "collapsed": true}, "cell_type": "markdown", "source": "# Interpretation\n---\n### Potential Long Positions:\n___\n - **Europe_Equity:** As previously mentioned positive momentum seems to be building. Furthermore it is likely the `ECB` will remain committed to `QE` in the Eurozone, which we know from the US playbook means increasing liquidity and improvement in exports. The combination serves to juice the equity markets as the liquidity in the bond market finds its way to equities.\n - **Utilities:** Utilities are of interest for the following reasons: The recent weakness is likely tied to risk positioning in case of the `FED` raising rates sooner rather than later. However, a bad economic report, a surprise jump in Unemployment, or surprise decline in wage growth makes raising rates unlikely and could provide a nice trade opportunity. \n \n### Potential Short Positions:\n___\n - **Mid Caps, Small Caps:** Style wise it's difficult to bet against Mid Caps due the diversity of businesses and the general stage of growth a Mid Cap firm is likely to find itself in. Historically Small Caps have shown more sensitivity to general market conditions. However, there may be a divergence from historical patterns because of `USD` strength. Logically, Small Cap firms are more likely to be domestic firms that primarily earn revenue denominated in `USD`, while Large Caps especially, are more exposed to currency fluctuations as large components of their operating revenue may be denominated in currencies that are weaknening against the `USD`. \n"}, {"metadata": {"hide_input": false, "run_control": {"marked": true}}, "cell_type": "markdown", "source": "_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._ \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}, "trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "", "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."}, "execution_count": 16}], "cell_type": "code", "execution_count": 16, "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": {"trusted": true, "collapsed": false}, "outputs": [{"metadata": {}, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "\n\n"}, "execution_count": 17}], "cell_type": "code", "execution_count": 17, "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": {"trusted": true, "collapsed": true}, "outputs": [], "cell_type": "code", "execution_count": null, "source": ""}]}