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BlackArbs Macro Valuation tool_ Implied Cost of Capital, risk, return
{"metadata": {"language_info": {"mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "name": "python", "pygments_lexer": "ipython3", "version": "3.4.3", "nbconvert_exporter": "python"}, "kernelspec": {"name": "python3", "language": "python", "display_name": "Python 3"}}, "cells": [{"source": "###**BlackArbs LLC Independent Research**", "cell_type": "markdown", "metadata": {}}, {"source": "\n####SPDR ETF Composite Sector Valuation [Saturday 4.11.2015]\n------------\n\nThe following Ipython Notebook examines the **Implied Cost of Capital (ICC)** method of valuation for purposes of trade/portfolio positioning. The goal is to identify asymmetric investing opportunities due to incongruence between *'recent'* historical valuations and forward looking expectations of earnings growth. \n\nI will attempt to accomplish the goal by first examining composite returns based on ETF category groupings. Then I will compare the historical data vs the forward looking **ICC** estimate to see if we can find some disagreement. \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____", "cell_type": "markdown", "metadata": {}}, {"source": "First set up the environment, lists and other necessary metadata", "cell_type": "markdown", "metadata": {}}, {"source": "# ================================================================== #\n# composite returns; vol; risk adjusted returns; correlation matrix, ICC analysis\n\nfrom pprint import pprint as pp\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\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 = 'APR-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\\\\'", "cell_type": "code", "metadata": {"collapsed": true, "trusted": true}, "outputs": [], "execution_count": 1}, {"source": "Now I define a convenience function to grab stock prices. ", "cell_type": "markdown", "metadata": {}}, {"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 )", "cell_type": "code", "metadata": {"collapsed": true, "trusted": true}, "outputs": [], "execution_count": 2}, {"source": "Calculate the log returns for our ETF's then construct the dataframe with the proper multi-index for grouping", "cell_type": "markdown", "metadata": {}}, {"source": "# ================================================================== #\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()", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "Date 2014-04-25 2014-04-28 2014-04-29 2014-04-30 \\\nCategory ETF \nAsiaPac_Equity GMF -0.008303 0.000000 0.008041 -0.003815 \n GXC -0.007554 -0.017171 0.011432 -0.008380 \n JPP -0.002928 0.003659 0.004131 -0.003887 \n JSC 0.003827 0.003601 0.003588 -0.009102 \nBroad_Market RSCO -0.009898 -0.009084 0.006238 -0.000259 \n\nDate 2014-05-01 2014-05-02 2014-05-05 2014-05-06 \\\nCategory ETF \nAsiaPac_Equity GMF 0.004602 -0.000262 -0.003417 0.001710 \n GXC 0.003621 0.005479 -0.006925 -0.002319 \n JPP 0.011135 -0.000241 -0.000964 -0.004832 \n JSC 0.019582 -0.007745 -0.002314 -0.005703 \nBroad_Market RSCO 0.006201 0.002444 -0.000900 0.000000 \n\nDate 2014-05-07 2014-05-08 ... 2015-03-27 \\\nCategory ETF ... \nAsiaPac_Equity GMF -0.003819 0.000000 ... 0.004293 \n GXC -0.010650 -0.007213 ... 0.014915 \n JPP -0.006317 -0.003418 ... -0.004558 \n JSC -0.004245 -0.005974 ... -0.001719 \nBroad_Market RSCO -0.009171 -0.009387 ... 0.005435 \n\nDate 2015-03-30 2015-03-31 2015-04-01 2015-04-02 \\\nCategory ETF \nAsiaPac_Equity GMF 0.023118 -0.004195 0.008710 0.012201 \n GXC 0.033764 -0.007064 0.015824 0.013055 \n JPP 0.008271 -0.005162 -0.003941 0.000623 \n JSC 0.003815 0.000000 -0.013225 0.012654 \nBroad_Market RSCO 0.017038 -0.009569 -0.004244 0.011430 \n\nDate 2015-04-06 2015-04-07 2015-04-08 2015-04-09 \\\nCategory ETF \nAsiaPac_Equity GMF 0.008751 -0.000883 0.025933 0.019703 \n GXC 0.010505 0.000454 0.063665 0.036915 \n JPP 0.017499 0.002853 -0.004283 0.001021 \n JSC 0.018498 0.000000 0.001495 -0.003742 \nBroad_Market RSCO 0.000454 0.000795 -0.001136 0.000568 \n\nDate 2015-04-10 \nCategory ETF \nAsiaPac_Equity GMF -0.004016 \n GXC -0.009905 \n JPP -0.001430 \n JSC 0.005048 \nBroad_Market RSCO 0.007806 \n\n[5 rows x 242 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Date</th>\n <th>2014-04-25 00:00:00</th>\n <th>2014-04-28 00:00:00</th>\n <th>2014-04-29 00:00:00</th>\n <th>2014-04-30 00:00:00</th>\n <th>2014-05-01 00:00:00</th>\n <th>2014-05-02 00:00:00</th>\n <th>2014-05-05 00:00:00</th>\n <th>2014-05-06 00:00:00</th>\n <th>2014-05-07 00:00:00</th>\n <th>2014-05-08 00:00:00</th>\n <th>...</th>\n <th>2015-03-27 00:00:00</th>\n <th>2015-03-30 00:00:00</th>\n <th>2015-03-31 00:00:00</th>\n <th>2015-04-01 00:00:00</th>\n <th>2015-04-02 00:00:00</th>\n <th>2015-04-06 00:00:00</th>\n <th>2015-04-07 00:00:00</th>\n <th>2015-04-08 00:00:00</th>\n <th>2015-04-09 00:00:00</th>\n <th>2015-04-10 00:00:00</th>\n </tr>\n <tr>\n <th>Category</th>\n <th>ETF</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th rowspan=\"4\" valign=\"top\">AsiaPac_Equity</th>\n <th>GMF</th>\n <td>-0.008303</td>\n <td>0.000000</td>\n <td>0.008041</td>\n <td>-0.003815</td>\n <td>0.004602</td>\n <td>-0.000262</td>\n <td>-0.003417</td>\n <td>0.001710</td>\n <td>-0.003819</td>\n <td>0.000000</td>\n <td>...</td>\n <td>0.004293</td>\n <td>0.023118</td>\n <td>-0.004195</td>\n <td>0.008710</td>\n <td>0.012201</td>\n <td>0.008751</td>\n <td>-0.000883</td>\n <td>0.025933</td>\n <td>0.019703</td>\n <td>-0.004016</td>\n </tr>\n <tr>\n <th>GXC</th>\n <td>-0.007554</td>\n <td>-0.017171</td>\n <td>0.011432</td>\n <td>-0.008380</td>\n <td>0.003621</td>\n <td>0.005479</td>\n <td>-0.006925</td>\n <td>-0.002319</td>\n <td>-0.010650</td>\n <td>-0.007213</td>\n <td>...</td>\n <td>0.014915</td>\n <td>0.033764</td>\n <td>-0.007064</td>\n <td>0.015824</td>\n <td>0.013055</td>\n <td>0.010505</td>\n <td>0.000454</td>\n <td>0.063665</td>\n <td>0.036915</td>\n <td>-0.009905</td>\n </tr>\n <tr>\n <th>JPP</th>\n <td>-0.002928</td>\n <td>0.003659</td>\n <td>0.004131</td>\n <td>-0.003887</td>\n <td>0.011135</td>\n <td>-0.000241</td>\n <td>-0.000964</td>\n <td>-0.004832</td>\n <td>-0.006317</td>\n <td>-0.003418</td>\n <td>...</td>\n <td>-0.004558</td>\n <td>0.008271</td>\n <td>-0.005162</td>\n <td>-0.003941</td>\n <td>0.000623</td>\n <td>0.017499</td>\n <td>0.002853</td>\n <td>-0.004283</td>\n <td>0.001021</td>\n <td>-0.001430</td>\n </tr>\n <tr>\n <th>JSC</th>\n <td>0.003827</td>\n <td>0.003601</td>\n <td>0.003588</td>\n <td>-0.009102</td>\n <td>0.019582</td>\n <td>-0.007745</td>\n <td>-0.002314</td>\n <td>-0.005703</td>\n <td>-0.004245</td>\n <td>-0.005974</td>\n <td>...</td>\n <td>-0.001719</td>\n <td>0.003815</td>\n <td>0.000000</td>\n <td>-0.013225</td>\n <td>0.012654</td>\n <td>0.018498</td>\n <td>0.000000</td>\n <td>0.001495</td>\n <td>-0.003742</td>\n <td>0.005048</td>\n </tr>\n <tr>\n <th>Broad_Market</th>\n <th>RSCO</th>\n <td>-0.009898</td>\n <td>-0.009084</td>\n <td>0.006238</td>\n <td>-0.000259</td>\n <td>0.006201</td>\n <td>0.002444</td>\n <td>-0.000900</td>\n <td>0.000000</td>\n <td>-0.009171</td>\n <td>-0.009387</td>\n <td>...</td>\n <td>0.005435</td>\n <td>0.017038</td>\n <td>-0.009569</td>\n <td>-0.004244</td>\n <td>0.011430</td>\n <td>0.000454</td>\n <td>0.000795</td>\n <td>-0.001136</td>\n <td>0.000568</td>\n <td>0.007806</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows \u00d7 242 columns</p>\n</div>"}, "metadata": {}, "execution_count": 3}], "execution_count": 3}, {"source": "Calculate the cumulative returns of each ETF", "cell_type": "markdown", "metadata": {}}, {"source": "# ================================================================== #\n# cumulative returns of ETF's\ncum_rets = lrets.groupby(level='Category').cumsum(axis=1)\ncum_rets.head()", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "Date 2014-04-25 2014-04-28 2014-04-29 2014-04-30 \\\nCategory ETF \nAsiaPac_Equity GMF -0.008303 -0.008303 -0.000263 -0.004077 \n GXC -0.007554 -0.024725 -0.013293 -0.021673 \n JPP -0.002928 0.000731 0.004861 0.000974 \n JSC 0.003827 0.007429 0.011017 0.001916 \nBroad_Market RSCO -0.009898 -0.018982 -0.012744 -0.013003 \n\nDate 2014-05-01 2014-05-02 2014-05-05 2014-05-06 \\\nCategory ETF \nAsiaPac_Equity GMF 0.000525 0.000262 -0.003155 -0.001445 \n GXC -0.018052 -0.012573 -0.019499 -0.021818 \n JPP 0.012110 0.011869 0.010905 0.006073 \n JSC 0.021497 0.013752 0.011438 0.005736 \nBroad_Market RSCO -0.006802 -0.004358 -0.005258 -0.005258 \n\nDate 2014-05-07 2014-05-08 ... 2015-03-27 \\\nCategory ETF ... \nAsiaPac_Equity GMF -0.005264 -0.005264 ... 0.125410 \n GXC -0.032468 -0.039681 ... 0.157087 \n JPP -0.000244 -0.003662 ... 0.159982 \n JSC 0.001490 -0.004484 ... 0.108509 \nBroad_Market RSCO -0.014430 -0.023817 ... 0.103555 \n\nDate 2015-03-30 2015-03-31 2015-04-01 2015-04-02 \\\nCategory ETF \nAsiaPac_Equity GMF 0.148529 0.144334 0.153044 0.165245 \n GXC 0.190851 0.183788 0.199612 0.212667 \n JPP 0.168253 0.163091 0.159151 0.159774 \n JSC 0.112324 0.112324 0.099099 0.111752 \nBroad_Market RSCO 0.120593 0.111024 0.106779 0.118209 \n\nDate 2015-04-06 2015-04-07 2015-04-08 2015-04-09 \\\nCategory ETF \nAsiaPac_Equity GMF 0.173996 0.173114 0.199047 0.218750 \n GXC 0.223172 0.223626 0.287292 0.324207 \n JPP 0.177273 0.180126 0.175844 0.176865 \n JSC 0.130251 0.130251 0.131746 0.128004 \nBroad_Market RSCO 0.118664 0.119459 0.118323 0.118891 \n\nDate 2015-04-10 \nCategory ETF \nAsiaPac_Equity GMF 0.214734 \n GXC 0.314302 \n JPP 0.175435 \n JSC 0.133052 \nBroad_Market RSCO 0.126697 \n\n[5 rows x 242 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Date</th>\n <th>2014-04-25 00:00:00</th>\n <th>2014-04-28 00:00:00</th>\n <th>2014-04-29 00:00:00</th>\n <th>2014-04-30 00:00:00</th>\n <th>2014-05-01 00:00:00</th>\n <th>2014-05-02 00:00:00</th>\n <th>2014-05-05 00:00:00</th>\n <th>2014-05-06 00:00:00</th>\n <th>2014-05-07 00:00:00</th>\n <th>2014-05-08 00:00:00</th>\n <th>...</th>\n <th>2015-03-27 00:00:00</th>\n <th>2015-03-30 00:00:00</th>\n <th>2015-03-31 00:00:00</th>\n <th>2015-04-01 00:00:00</th>\n <th>2015-04-02 00:00:00</th>\n <th>2015-04-06 00:00:00</th>\n <th>2015-04-07 00:00:00</th>\n <th>2015-04-08 00:00:00</th>\n <th>2015-04-09 00:00:00</th>\n <th>2015-04-10 00:00:00</th>\n </tr>\n <tr>\n <th>Category</th>\n <th>ETF</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th rowspan=\"4\" valign=\"top\">AsiaPac_Equity</th>\n <th>GMF</th>\n <td>-0.008303</td>\n <td>-0.008303</td>\n <td>-0.000263</td>\n <td>-0.004077</td>\n <td>0.000525</td>\n <td>0.000262</td>\n <td>-0.003155</td>\n <td>-0.001445</td>\n <td>-0.005264</td>\n <td>-0.005264</td>\n <td>...</td>\n <td>0.125410</td>\n <td>0.148529</td>\n <td>0.144334</td>\n <td>0.153044</td>\n <td>0.165245</td>\n <td>0.173996</td>\n <td>0.173114</td>\n <td>0.199047</td>\n <td>0.218750</td>\n <td>0.214734</td>\n </tr>\n <tr>\n <th>GXC</th>\n <td>-0.007554</td>\n <td>-0.024725</td>\n <td>-0.013293</td>\n <td>-0.021673</td>\n <td>-0.018052</td>\n <td>-0.012573</td>\n <td>-0.019499</td>\n <td>-0.021818</td>\n <td>-0.032468</td>\n <td>-0.039681</td>\n <td>...</td>\n <td>0.157087</td>\n <td>0.190851</td>\n <td>0.183788</td>\n <td>0.199612</td>\n <td>0.212667</td>\n <td>0.223172</td>\n <td>0.223626</td>\n <td>0.287292</td>\n <td>0.324207</td>\n <td>0.314302</td>\n </tr>\n <tr>\n <th>JPP</th>\n <td>-0.002928</td>\n <td>0.000731</td>\n <td>0.004861</td>\n <td>0.000974</td>\n <td>0.012110</td>\n <td>0.011869</td>\n <td>0.010905</td>\n <td>0.006073</td>\n <td>-0.000244</td>\n <td>-0.003662</td>\n <td>...</td>\n <td>0.159982</td>\n <td>0.168253</td>\n <td>0.163091</td>\n <td>0.159151</td>\n <td>0.159774</td>\n <td>0.177273</td>\n <td>0.180126</td>\n <td>0.175844</td>\n <td>0.176865</td>\n <td>0.175435</td>\n </tr>\n <tr>\n <th>JSC</th>\n <td>0.003827</td>\n <td>0.007429</td>\n <td>0.011017</td>\n <td>0.001916</td>\n <td>0.021497</td>\n <td>0.013752</td>\n <td>0.011438</td>\n <td>0.005736</td>\n <td>0.001490</td>\n <td>-0.004484</td>\n <td>...</td>\n <td>0.108509</td>\n <td>0.112324</td>\n <td>0.112324</td>\n <td>0.099099</td>\n <td>0.111752</td>\n <td>0.130251</td>\n <td>0.130251</td>\n <td>0.131746</td>\n <td>0.128004</td>\n <td>0.133052</td>\n </tr>\n <tr>\n <th>Broad_Market</th>\n <th>RSCO</th>\n <td>-0.009898</td>\n <td>-0.018982</td>\n <td>-0.012744</td>\n <td>-0.013003</td>\n <td>-0.006802</td>\n <td>-0.004358</td>\n <td>-0.005258</td>\n <td>-0.005258</td>\n <td>-0.014430</td>\n <td>-0.023817</td>\n <td>...</td>\n <td>0.103555</td>\n <td>0.120593</td>\n <td>0.111024</td>\n <td>0.106779</td>\n <td>0.118209</td>\n <td>0.118664</td>\n <td>0.119459</td>\n <td>0.118323</td>\n <td>0.118891</td>\n <td>0.126697</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows \u00d7 242 columns</p>\n</div>"}, "metadata": {}, "execution_count": 4}], "execution_count": 4}, {"source": "Calculate a composite cumulative return based on the ETF categories and output the result. Each ETF is given equal weighting within its own category. ", "cell_type": "markdown", "metadata": {}}, {"source": "# ================================================================== #\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\n# to demonstrate the enhanced interactivity of Ploty charts first plot matplotlib\n%matplotlib inline\n\nsize=(14,12)\ncomposite_rets.plot(figsize=size)\nplt.show()", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0xa6ff860>", "image/png": 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wqeW5b/m20xdTKW0O8PzWbpflubcCt27t87ZkCnBEREREpNXybWc7TCnnEUA5JhXtVstz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ORfVmBzzkMkA45W4iTki+NqU4nsGEzj0AjFnSiEC3rtUENrx/vv+jU1S7QBZo87/Omn2+MnXRSx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\ngKgCPYCY3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Sxd77/RbHuvYndDTObb68aEqmaPIja3G4FSs81xi9Nu6dUcpLdz8mLklBn5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2CpEdUfb/etHlscU026gdGDUZm4YY9xKHLSyHhAZ9aFZT22dAP1kybTnjkAgPoZJagKLUCm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\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Ep0UD/ruiAf810YD/4mjA/6towH8MrbUw+3TxMq8gaT1BxzY372ywithcjDR4vTUYq+4X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\nhgvDh+cuvRM4wcze7uw2dySSZpH0D+DK9JyshffL4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AR8W8nvjTzhTMadeLHS/skV6zlg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\nwvD/gbPniq85zFkAAAAASUVORK5CYII=\n"}, "metadata": {}}], "execution_count": 5}, {"source": "The basic plot is ok but how much can you really interpret from the previous time series given that there are 19 different categories? Probably not much. Good thing I have a solution. \n\nFor this application I use a combination of **Plotly's API** and the **Cufflinks** module to create interactive charts. Plotly's charts allow for: zoom, pan, zoom-in, zoom-out, autoscale in addition to the awesome interactive data display. \n\nBelow I create a convenince function to construct the layout I want to pass to the **df.iplot** method. ", "cell_type": "markdown", "metadata": {}}, {"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=16,\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=18,\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=18,\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=1000,\n height=500,\n margin=Margin(\n l=60,\n r=30,\n b=70,\n t=50,\n pad=5\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=12,\n color='Black'\n ), \n )\n )\n return plotly_layout", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [], "execution_count": 6}, {"source": "See the resulting plot below", "cell_type": "markdown", "metadata": {}}, {"source": "# test the function\ntitle = '<b>Cumulative Log Returns of Composite ETF Sectors [1 Year]</b>'\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)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "<plotly.tools.PlotlyDisplay object>", "text/html": "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~bcr/52.embed\" height=\"525\" width=\"100%\"></iframe>"}, "metadata": {}, "execution_count": 7}], "execution_count": 7}, {"source": "Calculate the ETF category standard deviation of returns. Then construct a moving average of the composite sigmas and plot the data", "cell_type": "markdown", "metadata": {}}, {"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 = '<b>60-Day Moving Average of Standard Deviation</b>'\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)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "<plotly.tools.PlotlyDisplay object>", "text/html": "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~bcr/54.embed\" height=\"525\" width=\"100%\"></iframe>"}, "metadata": {}, "execution_count": 8}], "execution_count": 8}, {"source": "Now I calculate a risk adjusted return metric and plot. For simplicity I assume there is no benchmark ETF return. I use the formula: \n##$$R_{risk} = \\mu/\\sigma$$", "cell_type": "markdown", "metadata": {}}, {"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'<b>60 day Moving Average of Composite Risk-Adjusted Returns</b>'\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)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "<plotly.tools.PlotlyDisplay object>", "text/html": "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~bcr/56.embed\" height=\"525\" width=\"100%\"></iframe>"}, "metadata": {}, "execution_count": 9}], "execution_count": 9}, {"source": "For portfolio positioning/rebalancing we need to see the correlations of the return data. To do that I construct a composite correlation matrix and plot the results. ", "cell_type": "markdown", "metadata": {}}, {"source": "# ================================================================== #\n# correlation matrix of composite ETF groups' risk adjusted returns\ncor = risk_rets.corr()\n\n# ~~ plot code\nf, ax = plt.subplots(figsize=(14, 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 Groups Correlation Matrix', fontsize=18)\n\nfor label in (ax.get_xticklabels() + ax.get_yticklabels()):\n label.set_fontsize(13)\n\nf.tight_layout()", "cell_type": "code", "metadata": {"scrolled": false, "collapsed": false, "trusted": true}, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0xac65320>", "image/png": 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S8g2Jq73NeJj4Ai9dOX8i81h32xtC7Ne8VY0njRdZy2Os07eALwIPuftG7r5x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\n1+mlanuCpD6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0VtmvYkwpFZMDz5RSSikNFzcSabb/rB1IStPKduf8Bbhb0pXAvLZvrxhW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\nIfX/AGwkIqkWMsXuAAAAAElFTkSuQmCC\n"}, "metadata": {}}], "execution_count": 10}, {"source": "Now that we have our historical return analysis I need to import my **ICC** estimates. ", "cell_type": "markdown", "metadata": {}}, {"source": "#### A quick review of the **`Implied Cost of Capital (ICC)`** model for the uninitiated:\n___\n\nThe **ICC** model is basically an **internal rate of return (IRR)** metric that uses the **Residual Income Model** of valuation. I present the basic formula below:\n\n###$${Price}_{0} = {BVPS}_{0} +\\sum\\limits_{t=1}^{T} \\frac {RI_{t}}{(1 + r)^t} +\\frac {{Terminal} \\ {Value}}{(1 + r)^t}$$\n\n_where_: \n- $RI_{t} =$ ${EPS}_{t} - $$({r} * {BVPS}_{t-1})$\n- ${Terminal}$ ${Value} =$ ${EPS}_{t} * (1 + g) / (r - g)$\n- $g =$ $estimated$ $long$ $term$ $growth$ $rate$\n- $r = $$cost$ $of$ $equity =$$cost$ $of$ $capital$ ", "cell_type": "markdown", "metadata": {}}, {"source": "By solving for **r** aka the **cost of equity** we can estimate a market implied cost of equity or **ICC** for our purposes. This methodology allows us to solve for the market expected rate of growth over the estimated period that equates the future value of the stock to today's prices. The beauty of the metric is that it uses analysts' consensus **EPS** forecast to \"solve backwards\" to today's prices giving us a view into institutional investors' market expectations. \n\nMany investors feel that equity analysts' estimates are \"bullshit\" or consistently \"wrong\" but in this context analyst accuracy is largely irrelvant. The simple reason being that the market trades on expectations of future events not historical data. The thing is no one *knows* the future so looking at analyst estimates in hindsight is counterproductive. Remember the goal in calculating this metric is to take a snapshot of market expectations today *for the future*; literally the definition of **\"forward looking\"**. Ideally what the **ICC** captures is a measure of **\"market sentiment\"** or **\"market psychology\"**. Like most competitive games, if you can understand what your opponents' expectations are you have a decided advantage. \n\n***A simple example:*** If the calculation reveals the market expectations for future earnings growth of a sector like **`Utilities (XLU)`** is relatively low compared to its historical stock performance, an astute investor would interpret the signal as **`\"the sector is ripe for correction and likely to surprise to the downside\"`**. This could be because earnings estimates are declining or the stock price has already \"priced in\" future growth. The point being that it would be unwise to be a buyer at these hypothetical levels as the data hints at a likely \"top\" in value barring any opposing identifiable catalyst. ", "cell_type": "markdown", "metadata": {}}, {"source": "# ================================================================== #\n# import ICC estimates\nframe = p.read_csv( filepath+'Spdr_ICC_est_{}.csv'.format(date_today) , index_col=0 ).dropna()\n# ================================================================== #\n# group ICC data by category\nf = frame.copy()\ngrp = f.groupby('Category')\ngrp_mean = grp.mean().sort('ETF_ICC_est', ascending=False)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [], "execution_count": 11}, {"source": "grp_mean = np.round( grp_mean['ETF_ICC_est'], 4 )\ngrp_mean", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "Category\nFinancials 0.2390\nEurope_Equity 0.2234\nAsiaPac_Equity 0.2066\nEnergy 0.1965\nUtilities 0.1887\nGlobal_Equity 0.1854\nMaterials 0.1806\nLatam_MidEast_Africa 0.1776\nIndustrial 0.1408\nTelecom 0.1393\nSmall_Cap 0.1366\nLarge_Cap 0.1350\nMid_Cap 0.1336\nConsumer_Discretionary 0.1305\nBroad_Market 0.1300\nReal_Estate 0.1258\nTechnology 0.1238\nConsumer_Staples 0.1125\nHealthcare 0.1087\nName: ETF_ICC_est, dtype: float64"}, "metadata": {}, "execution_count": 12}], "execution_count": 12}, {"source": "I'm a fan of z_scoring data like this so I can get a better sense of the extreme relative values ", "cell_type": "markdown", "metadata": {}}, {"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)\n\nplt.figure()\nz_grp.plot('barh', figsize=size, alpha=.8)\nplt.axvline(0, color='k')\nplt.title('Z Score of ICC Estimates by Category', fontsize=20)\nplt.xlabel('$\\sigma$', fontsize=20)\nplt.ylabel('Category', fontsize=14)\nplt.tick_params(axis='both', which='major', labelsize=14)\n", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0xb2ff908>", "image/png": 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HtZV9EhERERER6TL9tVn4BsAQoGLNtLv/yd2XAb8HxgG7EkmjAZdnir4X+Crw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\nl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N6O32/13nosTJ8tfabhge+9n//umEwO9gEeQjH3w5nAi4GRiHhaZl7X1Sg1zuNgZvBY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\n"}, "metadata": {}}], "execution_count": 13}, {"source": "For comparative purposes I use the an average of the last 30 day's risk adjusted returns by ETF category. I then z score the data and plot it", "cell_type": "markdown", "metadata": {}}, {"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", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "Mid_Cap 0.057208\nSmall_Cap 0.044209\nHealthcare 0.032551\nBroad_Market 0.031601\nAsiaPac_Equity 0.029416\nConsumer_Discretionary 0.029092\nTechnology 0.022563\nReal_Estate 0.021239\nConsumer_Staples 0.019719\nLarge_Cap 0.019491\nTelecom 0.014562\nGlobal_Equity 0.012983\nIndustrial 0.008686\nEurope_Equity 0.007686\nFinancials 0.005624\nEnergy -0.001980\nMaterials -0.003819\nLatam_MidEast_Africa -0.006682\nUtilities -0.015293\ndtype: float64"}, "metadata": {}, "execution_count": 14}], "execution_count": 14}, {"source": "# 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 for last 30 days', fontsize=20)\nplt.xlabel('$\\sigma$', fontsize=20)\nplt.ylabel('Category', fontsize=14)\nplt.tick_params(axis='both', which='major', labelsize=14)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0xbc7c860>", "image/png": 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RERERERGpkYJrERERERERkRopW7hIHykUCoOBYY0uR29raWmhUCis2uhy9Deq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\nSW2yuJYkSZIkqU3/H6Rid1OabhPgAAAAAElFTkSuQmCC\n"}, "metadata": {}}], "execution_count": 15}, {"source": "Finally I construct a dataframe comprised of both series of z scored data and plot them for comparison purposes. Again we are looking for 'significant' discrepencies between historical return data and market implied EPS growth expectations. Let's examine the results.", "cell_type": "markdown", "metadata": {}}, {"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)\nplt.xlabel('$\\sigma$', fontsize=24)\nplt.ylabel('Category', fontsize=16)\nplt.tick_params(axis='both', which='major', labelsize=14)\nplt.legend(loc='best', prop={'weight':'demibold','size':12})", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "<matplotlib.legend.Legend at 0xc094780>"}, "metadata": {}, "execution_count": 16}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0xc070080>", "image/png": 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fGt9T7v4KsBUwGlgCXEHoRW82moMtIiIiIiIlYw50bAF1TyT0EN8JdDCzwYl9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YiIS4GnjbD7+Mz82Bae/2DgEmBWZm6OiEcDczLzh1tyXkmSJEnqFEewO+dVwB+AI8dxzGHAB9ps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\nO8fcarrxM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"metadata": {}}], "execution_count": 16}, {"source": "There are some interesting results here. \n\n### Potential Long Positions:\n___\n - **Europe_Equity** is intriguing. Already off to a relatively strong start on the year, they are actively devaluing the `EURO` and effectively using the `ECB` as put on the bond market. If the `ECB` can replicate what the `FED` did for U.S. risk assets European equity markets could be setting up for a long term bull run. At the very least we government tailwinds behind any long position. \n - **Financials.** Comparatively they have the highest implied growth rate moving forward. Generally I'm not a fan of the sector due to the complexity and diversity of the firms within it but broadly speaking, financials have room to run if the market believes the `FED` will ever raises rates. It is assumed a rise in rates would improve the net interest margin for domestic banking institutions.\n - **Utilities** look like they could be a potential dip buy for a swing trade. The risk here is the built in headwind of a potential rate hike by the `FED`. Generally speaking utilities compete with other fixed-income asset classes for fund flows. If interest rates rise then there are more investable options for yield seeking investors. \n \n### Potential Short Positions:\n___\n - **Mid Caps** look ripe for correction if i may quote my previous example. Market implied growth is in the bottom half of z scored data but a look at the risk adjusted returns relative to the other sectors shows massive outperformance. To me that would indicate an overbought situation with asymmetric risk to the downside. At the very least the mid cap grouping warrants more investigation for overvalued ETF's and individual stocks. If price action confirms my bear bias I would look to get short. \n - **Small Caps** also look relatively overvalued. ICC estimates show low relative market implied growth yet the risk adjusted returns have outperformed all other categories except Mid Caps.\n - **Healthcare** is also interesting from an overvalued perspective. Clearly healthcare has the lowest market implied growth of the categories, but this is combined with solid outperformance. I lean towards a `neutral` bias here or a `no play` because there are structural macro shifts happening demographically. The population is aging/retiring faster than replacement. As a result there is a macro tailwind supporting the sector.\n___", "cell_type": "markdown", "metadata": {}}, {"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 as I use this methodology to get a macro valuation perspective._ \n\n\n####**For comments, questions, and feedback contact me via:**\n####email: **`bcr@blackarbs.com`** \n####twitter: **`@blackarbsCEO`**\n___", "cell_type": "markdown", "metadata": {}}, {"source": "_**Data Sources:** Yahoo Finance, Marketwatch, SPDR ETFs_<br />_**Acknowledgements:** Ipython Notebook Styling modded from Plotly and Cam Davidson-Pilon custom CSS_", "cell_type": "markdown", "metadata": {}}, {"source": "from IPython.core.display import HTML\nimport requests\nstyles = requests.get(\"https://raw.githubusercontent.com/BlackArbsCEO/BlackArbsCEO.github.io/Equity-Analysis/Equity%20Analysis/custom.css\")\nHTML(styles.text)", "cell_type": "code", "metadata": {"collapsed": false, "trusted": true}, "outputs": [{"output_type": "execute_result", "data": {"text/plain": "<IPython.core.display.HTML object>", "text/html": "<style>\n div.cell{\n width: 850px; 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