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\"cells\": ["," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"# Market position indicators using CFTC COTR \\n\","," \"\\n\","," \"We examine the CFTC **Commitment of Traders Reports (COTR)** \\n\","," \"for futures and options to derive indicators of market position *among \\n\","," \"Asset/Money Managers*. Our generalized formulation permits treating \\n\","," \"asset classes which include: precious metals, US dollar, bonds, and equities. \\n\","," \"Indicators may be post-processed to obtain further clarity, \\n\","," \"for example, normalization and smoothing.\\n\","," \"\\n\","," \"Detailed explantory notes regarding the raw data can be found here:\\n\","," \"http://www.cftc.gov/MarketReports/CommitmentsofTraders/ExplanatoryNotes \\n\","," \"We shall disregard the Legacy format, and focus on the data after 13 June 2006. \\n\","," \"*Current data is released weekly on Fridays* (for accounting \\n\","," \"effective through Tuesday).\\n\","," \"\\n\","," \"We note the absence of strong linear correlations \\n\","," \"among our asset class position indicators. \\n\","," \"\\n\","," \"Lastly, we compute a dataframe of normalized position indicators \\n\","," \"which is useful for comparative study across asset classes \\n\","," \"and the identification of overcrowded trades.\\n\","," \"\\n\","," \"*Shortcut to this notebook:* https://git.io/cotr \\n\","," \"where **Appendix 1 gives an algorithmic summary in a few lines of code.**\\n\","," \"\\n\","," \"Appendix 2 visualizes the chronological joint path of the positions indicators for \\n\","," \"bonds and equities by color heat map -- which could be useful for asset allocation.\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"*Dependencies:*\\n\","," \"\\n\","," \"- Repository: https://github.com/rsvp/fecon235\\n\","," \"- Python: matplotlib, pandas\\n\","," \" \\n\","," \"*CHANGE LOG*\\n\","," \"\\n\","," \" 2016-01-23 Fix issue #2 by v4 and p6 updates.\\n\","," \" Smooth metals by ema(). Use groupfun() to normalize.\\n\","," \" Add Appendix 1 and 2.\\n\","," \" 2015-08-31 Simply use fecon.py to generally access various modules.\\n\","," \" 2015-08-25 Update tpl to v4.15.0812. Add silver COTR,\\n\","," \" and the class of precious metals w4cotr_metals.\\n\","," \" 2015-08-09 Change of variable names for clarity.\\n\","," \" 2015-08-07 First version arising as test of the Quandl API.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 1,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": [],"," \"source\": ["," \"from fecon235.fecon235 import *\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 2,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"name\": \"stdout\","," \"output_type\": \"stream\","," \"text\": ["," \" :: Python 2.7.11\\n\","," \" :: IPython 4.0.0\\n\","," \" :: jupyter 1.0.0\\n\","," \" :: notebook 4.0.6\\n\","," \" :: matplotlib 1.4.3\\n\","," \" :: numpy 1.10.1\\n\","," \" :: pandas 0.17.1\\n\","," \" :: pandas_datareader 0.2.0\\n\","," \" :: Repository: fecon235 v4.15.1230 develop\\n\","," \" :: Timestamp: 2016-01-25, 02:58:19 UTC\\n\","," \" :: $pwd: /media/yaya/virt15h/virt/dbx/Dropbox/ipy/fecon235/nb\\n\""," ]"," }"," ],"," \"source\": ["," \"# PREAMBLE-p6.15.1223 :: Settings and system details\\n\","," \"from __future__ import absolute_import, print_function\\n\","," \"system.specs()\\n\","," \"pwd = system.getpwd() # present working directory as variable.\\n\","," \"print(\\\" :: $pwd:\\\", pwd)\\n\","," \"# If a module is modified, automatically reload it:\\n\","," \"%load_ext autoreload\\n\","," \"%autoreload 2\\n\","," \"# Use 0 to disable this feature.\\n\","," \"\\n\","," \"# Notebook DISPLAY options:\\n\","," \"# Represent pandas DataFrames as text; not HTML representation:\\n\","," \"import pandas as pd\\n\","," \"pd.set_option( 'display.notebook_repr_html', False )\\n\","," \"# Beware, for MATH display, use %%latex, NOT the following:\\n\","," \"# from IPython.display import Math\\n\","," \"# from IPython.display import Latex\\n\","," \"from IPython.display import HTML # useful for snippets\\n\","," \"# e.g. HTML('')\\n\","," \"from IPython.display import Image \\n\","," \"# e.g. Image(filename='holt-winters-equations.png', embed=True) # url= also works\\n\","," \"from IPython.display import YouTubeVideo\\n\","," \"# e.g. YouTubeVideo('1j_HxD4iLn8', start='43', width=600, height=400)\\n\","," \"from IPython.core import page\\n\","," \"get_ipython().set_hook('show_in_pager', page.as_hook(page.display_page), 0)\\n\","," \"# Or equivalently in config file: \\\"InteractiveShell.display_page = True\\\", \\n\","," \"# which will display results in secondary notebook pager frame in a cell.\\n\","," \"\\n\","," \"# Generate PLOTS inside notebook, \\\"inline\\\" generates static png:\\n\","," \"%matplotlib inline \\n\","," \"# \\\"notebook\\\" argument allows interactive zoom and resize.\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## COTR example: Gold\\n\","," \"\\n\","," \"To get an idea of what's contained in a Commitment of Traders Report, \\n\","," \"we first look at an example from the commodity futures market. \\n\","," \"Financial futures have a different format since the notion of a \\n\","," \"\\\"Producer\\\" is not entirely appropriate \\n\","," \"(though dealers may produce derivatives which may rely on the futures market). \\n\","," \"\\n\","," \"The latest data is downloaded via Quandl as a pandas dataframe. \\n\","," \"The relevant functions are found in the yi_quandl module.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 3,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"text/plain\": ["," \" Open Interest Producer/Merchant/Processor/User Longs \\\\\\n\","," \"Date \\n\","," \"2016-01-12 551508 39420 \\n\","," \"\\n\","," \" Producer/Merchant/Processor/User Shorts Swap Dealer Longs \\\\\\n\","," \"Date \\n\","," \"2016-01-12 89684 47977 \\n\","," \"\\n\","," \" Swap Dealer Shorts Swap Dealer Spreads Money Manager Longs \\\\\\n\","," \"Date \\n\","," \"2016-01-12 44972 118408 85795 \\n\","," \"\\n\","," \" Money Manager Shorts Money Manager Spreads \\\\\\n\","," \"Date \\n\","," \"2016-01-12 84893 56205 \\n\","," \"\\n\","," \" Other Reportable Longs Other Reportable Shorts \\\\\\n\","," \"Date \\n\","," \"2016-01-12 75149 27804 \\n\","," \"\\n\","," \" Other Reportable Spreads Total Reportable Longs \\\\\\n\","," \"Date \\n\","," \"2016-01-12 87277 510231 \\n\","," \"\\n\","," \" Total Reportable Shorts Non Reportable Longs \\\\\\n\","," \"Date \\n\","," \"2016-01-12 509243 41277 \\n\","," \"\\n\","," \" Non Reportable Shorts \\n\","," \"Date \\n\","," \"2016-01-12 42265 \""," ]"," },"," \"execution_count\": 3,"," \"metadata\": {},"," \"output_type\": \"execute_result\""," }"," ],"," \"source\": ["," \"# First download latest GOLD reports:\\n\","," \"cotr = cotr_get( f4xau )\\n\","," \"# ^ = 'GC' currently.\\n\","," \"\\n\","," \"# Show column labels and only the last report:\\n\","," \"tail( cotr, 1 )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"### Notable points\\n\","," \"\\n\","," \"- Number of longs = Number of shorts, by necessity -- and each side equals the *Open Interest*.\\n\","," \"- Option positions are computed on a futures-equivalent basis using delta factors supplied by the exchanges.\\n\","," \"- Generally non-directional traders (usually with hedged positions): Producer/User, Swap Dealer, and Dealer.\\n\","," \"- Generally **directional traders**: *Money Manager* (commodities), Leveraged Funds and *Asset Manager* (financials). Leveraged Funds appear to take very choppy short-term positions, whereas Asset Manager will show a longer-term positional narrative.\\n\","," \"- Non-directional trading by a Money Manager, Asset Manager, and Leveraged Funds is categorized separately under Spreads.\\n\","," \"- \\\"Non reportable\\\" traders are small players trading contract sizes under CFTC reporting thresholds -- generally, noise traders categorized as **speculators**.\\n\","," \"- **COTR is released weekly on Friday** (for accounting effective through Tuesday).\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"### Parsing out positions\\n\","," \"\\n\","," \"To characterize *informed* market direction we focus on the directional traders \\n\","," \"who are trading in large size which must be reported to the CFTC. \\n\","," \"\\n\","," \"Note that their *Longs* do not necessarily equal their *Shorts*\\\" since the \\n\","," \"counter-parties may be other players in the market, \\n\","," \"e.g. hedged producers, spreaders, or small uninformed traders.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 4,"," \"metadata\": {"," \"collapsed\": true"," },"," \"outputs\": [],"," \"source\": ["," \"longs = cotr['Money Manager Longs']\\n\","," \"shorts = cotr['Money Manager Shorts']\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 5,"," \"metadata\": {"," \"collapsed\": true"," },"," \"outputs\": [],"," \"source\": ["," \"# difference in number of contracts:\\n\","," \"lsdiff = todf( longs - shorts )\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 6,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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tu3d7UUDkcmcWMWHwLOB44LpcleLyKvicirwLHA1wCMMYuBe4DFwGPA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\\niWARBEEQjEsEiyAIgmBcfg/Sdl/URLqcGgAAAABJRU5ErkJggg==\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"plot( lsdiff )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"The preceding chart shows the difference between the number contracts long versus short. \\n\","," \"It is somewhat useful, but we would prefer a **scale-free [0,1] measure** which \\n\","," \"reveal position: 0 for bearish, 0.50 for neutral, and 1 for bullish. \\n\","," \"\\n\","," \"This will also allow us later to *combine* readings to show position in a class, \\n\","," \"for example, the US dollar versus various foreign currencies.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 7,"," \"metadata\": {"," \"collapsed\": true"," },"," \"outputs\": [],"," \"source\": ["," \"# Scale-free measure from zero to 1:\\n\","," \"z_xau = todf( longs / (longs + shorts ))\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 8,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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zKr8Jua5PlBB+U2Lr+cd57ECzD39Q1+v7eXedgw5o8+Yp4+nfmoo2Td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\\nmwnEAAAAAElFTkSuQmCC\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Could interpret as prob( bullish Manager ):\\n\","," \"plot( z_xau )\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 9,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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SRSnBLguXQcpwDEY/BV4Xe/M4N/xRVWNn48fPObUX1DtG9vaRry8a/x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\\nWgn/H27qex1f0E1QAAAAAElFTkSuQmCC\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# How does our indicator compare to spot gold prices?\\n\","," \"xau = get( d4xau )\\n\","," \"plot( xau['2006-06-12':] )\\n\","," \"# using the FRED database for Gold London PM fix.\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"GOLD: We can definitely see a \\\"raging bull\\\" in action through 2013 -- \\n\","," \"our position indicator approaches 1.0 frequently! Thereafter, there are \\n\","," \"four major efforts to re-ignite the bull market through mid-2015, \\n\","," \"but without much success as the price creeps downward. \\n\","," \"\\n\","," \"July 2016 sees a breakdown below the 0.6 positional support, \\n\","," \"to under the 0.5 neutral mark -- which means more shorts than longs among managers. \\n\","," \"The Fed raises rates on 2015-12-16 (first time in almost a decade), \\n\","," \"and the indicator settles down below 0.5 for the start of 2016.\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Generalization to Asset Classes\\n\","," \"\\n\","," \"### Following function will compute position for commodities and financials:\\n\","," \"\\n\","," \"*It returns our scale-free measure on [0,1] such that comparable contracts \\n\","," \"can easily be averaged, and thus interpreted.*\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 10,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"text/plain\": ["," \"\\u001b[1;31mSignature: \\u001b[0m\\u001b[0mcotr_position\\u001b[0m\\u001b[1;33m(\\u001b[0m\\u001b[0mfutures\\u001b[0m\\u001b[1;33m=\\u001b[0m\\u001b[1;34m'GC'\\u001b[0m\\u001b[1;33m)\\u001b[0m\\u001b[1;33m\\u001b[0m\\u001b[0m\\n\","," \"\\u001b[1;31mSource:\\u001b[0m\\n\","," \"def cotr_position( futures='GC' ):\\n\","," \" '''Extract market position from CFTC Commitment of Traders Report.'''\\n\","," \" cotr = cotr_get( futures )\\n\","," \" # Report for both futures and options requested by implicit \\\"FO\\\".\\n\","," \" #\\n\","," \" # For directionality we use these categories:\\n\","," \" try:\\n\","," \" longs = cotr['Asset Manager Longs']\\n\","," \" shorts = cotr['Asset Manager Shorts']\\n\","," \" # \\\"Leveraged Funds\\\" for FINANCIALS appear short-term, whereas \\n\","," \" # \\\"Asset Manager\\\" takes longer term perspective.\\n\","," \" except:\\n\","," \" longs = cotr['Money Manager Longs']\\n\","," \" shorts = cotr['Money Manager Shorts']\\n\","," \" # \\\"Money Manager\\\" for COMMODITIES. \\n\","," \" # The report is structured differently than financials.\\n\","," \" #\\n\","," \" # _Scale-free between 0 and 1 indicating bullishness.\\n\","," \" return tools.todf( longs / (longs + shorts ))\\n\","," \"\\u001b[1;31mFile: \\u001b[0m~/Dropbox/ipy/fecon235/lib/yi_quandl.py\\n\","," \"\\u001b[1;31mType: \\u001b[0mfunction\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# ? or ?? is useful to investigate source.\\n\","," \"cotr_position??\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Precious metals\\n\","," \"\\n\","," \"Let's first take a look at the COTR position for silver (spot symbol XAG). \\n\","," \"Graphically it is quite similar to gold, so we will also \\n\","," \"examine their statistical correlation.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 11,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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47hG0ZvL5fg9YO6X9rbgUMOYatl0iQuRTA8rJee2NLCFSFVMp8+nX14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\\nTkSuQmCC\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Silver position:\\n\","," \"z_xag = cotr_position( f4xag )\\n\","," \"plot( z_xag )\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 12,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": [],"," \"source\": ["," \"# Correlation and regression:\\n\","," \"# stat2( z_xag['Y'], z_xau['Y'] )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"COTR positions for gold and silver are correlated (approximately 77%), \\n\","," \"but a linear regression model is not satisfactory. This means they \\n\","," \"each contain some information that the other lacks. But since the \\n\","," \"market sentiment regarding both are similar, it is useful to \\n\","," \"combine their signals as precious metals.\\n\","," \"\\n\","," \"#### TECHNIQUE: compute the mean of indicators for an asset class\\n\","," \"\\n\","," \"We use the futures and options COTR for contracts on both gold and silver, \\n\","," \"then average their position indicators. We can run this procedure by \\n\","," \"retrieval of a variable called w4cotr_metals \\n\","," \"(where w4 tells us that it's weekly series). \\n\","," \"See the yi_quandl module for details.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 13,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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1Zv2CBivmCBlFQ6aW8HTjhBMu/16+U4NDQAf/+7tY3a2vS7hzCsXi3/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\\nAABJRU5ErkJggg==\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# PRECIOUS METALS position:\\n\","," \"z_metals = get( w4cotr_metals )\\n\","," \"plot( z_metals )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"Positions in the precious metals have recently exhibited \\n\","," \"swings characteristic of momentum trading. \\n\","," \"That may be also due to the fact that strategic positions \\n\","," \"are taken for the long-term in ETFs, for example: \\n\","," \"GLD in the case of gold and John Paulson, rather than \\n\","," \"in the futures market to avoid rollover costs and slippage. \\n\","," \"Counter-tactical positions may be traded against \\n\","," \"the ETFs in the short-term in the futures/options market, \\n\","," \"however, those will not be accounted as spreads in the COTR. \\n\","," \"Thus we must be aware of bias created by trading in related \\n\","," \"markets which are not under CFTC jurisdiction.\\n\","," \"\\n\","," \"Worth noting is the August 2015 dip into net short region. \\n\","," \"\\n\","," \"#### TECHNIQUE: damped indicator swings can show trends in the underlying prices\\n\","," \"\\n\","," \"We can demonstrate this by applying \\n\","," \"*exponential moving average*, **ema()**.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 14,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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D35VEY+avelqgqOO87i688/32Ls823kweYDpEvJHLX7EhVcSzie68Yp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\\nx6lw3NA7juNUOP8fl9Xjfo2O00kAAAAASUVORK5CYII=\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"z_metal_ema = ema(z_metals, 0.05)\\n\","," \"plot( z_metal_ema )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## US Dollar position\\n\","," \"\\n\","," \"We use the futures and options COTR for contracts on both the euro and yen, \\n\","," \"then average their position indicators. To invert direction due to quotation style, \\n\","," \"we take the complement, i.e. (1-mean), so we still retain the [0,1] range. \\n\","," \"\\n\","," \"We can run this procedure by retrieval of a variable called *w4cotr_usd* \\n\","," \"(where w4 tells us that it's weekly series).\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 15,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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Q5HZXCeuSMnfvxj6NYNfvKTxLpLL4XBg+2vw+GoDEcead/Br3wF1q1L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\\nBXOHw+FoA7hg7nA4HG2A/w9G9XikCD4H8wAAAABJRU5ErkJggg==\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Dollar position (not price):\\n\","," \"z_usd = get( w4cotr_usd )\\n\","," \"plot( z_usd )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"As the U.S. subprime mortgage crisis expanded worldwide, \\n\","," \"flight to safe USD makes a peak in our indicator exceeding 0.7, \\n\","," \"and thereafter, we see an orderly decline through 2013 due to \\n\","," \"Fed's QE quantitative easing. A bull market develops due to the \\n\","," \"termination of QE by the Fed, while QE is relentlessly pursued by BoJ, \\n\","," \"and finally the ECB activates its own QE. \\n\","," \"The sudden acceleration at the beginning of 2013 was a \\n\","," \"huge early warning sign of change in market sentiment.\\n\","," \"\\n\","," \"Next is the dollar index (against most currencies) used by the \\n\","," \"Federal Reserve Bank which considers the real trade balance RTB between countries:\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 16,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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FttZdNXTzihfsicUzrpgRzcJ3ecqJk0yUarrL12+csOyiNPZ+hQuPFG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\\nNBsAAAAASUVORK5CYII=\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Fed US Dollar index, m4 means monthly frequency:\\n\","," \"usd = get( m4usdrtb )\\n\","," \"plot( usd['2006-06-01':] )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Bonds position\\n\","," \"\\n\","," \"We use the futures and options COTR for contracts on both the \\n\","," \"eurodollar (strips) and 10-year Treasury bond, then average their position indicators. \\n\","," \"We can run this procedure by retrieval of a variable called *w4cotr_bonds* \\n\","," \"(where w4 tells us that it's weekly series). \\n\","," \"\\n\","," \"The indicator intends to show market position across the active yield curve, \\n\","," \"not in terms of rates, but rather prices of fixed-income instruments. \\n\","," \"This is useful to gauge the effects of Fed policy.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 17,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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77eo5EjYeLEcGjJlLDoAKclEZlqKclgvitSXw9nnZU8mCdi8WIYMyZ2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\\nSUVORK5CYII=\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Bonds position:\\n\","," \"z_bonds = get( w4cotr_bonds )\\n\","," \"plot( z_bonds )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"From the beginnings of the subprime mortgage crisis to 2012, \\n\","," \"there is a commonplacent bull market conviction that the \\n\","," \"Fed wants lower rates across the yield curve: bond rates fall from 5% to 1.5%. \\n\","," \"Thereafter, the market seeks to front-run the Fed in the event \\n\","," \"ZIRP Zero Interest Rate Policy is reversed, but is denied on several occassions. \\n\","," \"\\n\","," \"Only after 2015 does our indicator spend time below the neutral halfway mark: \\n\","," \"Fed has ended QE, and the market seeks to determine the time of the first rate hike \\n\","," \"since the Great Recession. Bottoming rates in 2012 and 2015 technically \\n\","," \"imply a floor around 1.8% for the 10-y Treasuries. \\n\","," \"\\n\","," \"Given favorable economic conditions, esp. unemployment, and the \\n\","," \"expected hike in September of 2015: a bear market is developing for bond valuations. \\n\","," \"But surprise: FOMC postpones the rate hike until 2015-12-16, \\n\","," \"and our indicator gets less bearish. Compared globally, US bonds yields \\n\","," \"are very attractive, and the USD is very strong.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 18,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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99yC3z/vRn/qVOhXz/zyUP69AnZ9M6fD507B8u//CU88EBx51JLiEDH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\\nx1PneEPv8Xg8dY439B6Px1Pn/D/PBlo7LnwmogAAAABJRU5ErkJggg==\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"bondrate = get( d4bond10 )\\n\","," \"# 10-y Treasury rate INVERTED in lieu of price:\\n\","," \"plot( -bondrate['2006-06-01':] )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Equities position\\n\","," \"\\n\","," \"We use the futures and options COTR for contracts on both \\n\","," \"the *S&P 500 and and its e-mini version*, then average their position indicators. \\n\","," \"We can run this procedure by retrieval of a variable called *w4cotr_equities* \\n\","," \"(where w4 tells us that it's weekly series). \\n\","," \"\\n\","," \"It is worth noting that our position indicator is extremely bullish \\n\","," \"going into the Great Recession, however, even during the worst sell-offs \\n\","," \"in equities the indicator never goes into bear territory. \\n\","," \"We suspect this is because many asset managers are constrained to going net long. \""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 19,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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soQkYuByaq6JZNtM2HzZujWDR5/HG6+Odx9ki1PPmmZJrt0ST85SN++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\\nY4wpGBd5Y4wpmC9E0g7v5X0uIgAAAABJRU5ErkJggg==\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Equities position:\\n\","," \"z_eq = get( w4cotr_equities )\\n\","," \"plot( z_eq )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"#### TECHNIQUE: normalize market indicator\\n\","," \"\\n\","," \"This basically translates the [0, 1] indicator into statistical terms. \\n\","," \"A normalized series has 0 as its mean, and its units are stated \\n\","," \"as standard deviations.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 20,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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0yZAl9+aevC0hI7doSpUy2k8vXXUFEBf/qTFddSDTfia9faIKIHH4Qf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\\nHv7m48z1AAAAAElFTkSuQmCC\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# So let's normalize the equities indicator:\\n\","," \"plot(normalize( z_eq ))\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"2015-08-08: Given our data, the neutral mark is around 0.77 for equities position. \\n\","," \"Normalized data shows we are currently over 1 standard deviation into bear territory, \\n\","," \"even though the market seems to make advances upward every day.\\n\","," \"\\n\","," \"2016-01-18: Since the last Fed rate hike, equities indicator has gone under -2 std \\n\","," \"which is the most bearish reading thus far -- *including the Great Recession!*\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 21,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"name\": \"stdout\","," \"output_type\": \"stream\","," \"text\": ["," \" :: S&P 500 prepend successfully goes back to 1957.\\n\""," ]"," },"," {"," \"data\": {"," \"image/png\": 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xGZ6u27LSuVhmEYBebtt52vvqIiGCSV2MLfJGRBt9suaIlnSyqXzldf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\\nQeYIn4FkLAAAAABJRU5ErkJggg==\\n\","," \"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# SPX price data showing the post-2009 equities bull market:\\n\","," \"spx = get( d4spx )\\n\","," \"plot( spx['2006-06-12':] )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Correlation among position indicators\\n\","," \"\\n\","," \"Note that this is quite different than the usual look at price correlations -- \\n\","," \"it would be more akin to seeing how informed trading correlates across asset classes.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 22,"," \"metadata\": {"," \"collapsed\": true"," },"," \"outputs\": [],"," \"source\": ["," \"# class consists of precious metals, US dollar, bonds, equities:\\n\","," \"z_class = [ z_metals, z_usd, z_bonds, z_eq ]\\n\","," \"\\n\","," \"z_data = paste( z_class )\\n\","," \"z_data.columns = ['z_metals', 'z_usd', 'z_bonds', 'z_eq']\\n\","," \"# Created \\\"group\\\" dataframe z_data with above named columns.\\n\","," \"# Please see fecon235 module for more details.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 23,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"name\": \"stdout\","," \"output_type\": \"stream\","," \"text\": ["," \" z_metals z_usd z_bonds z_eq\\n\","," \"count 500.000000 500.000000 500.000000 500.000000\\n\","," \"mean 0.793928 0.426817 0.625487 0.760595\\n\","," \"std 0.138830 0.126658 0.121728 0.079848\\n\","," \"min 0.458814 0.115009 0.318970 0.572008\\n\","," \"25% 0.690709 0.334414 0.553198 0.706483\\n\","," \"50% 0.828849 0.397585 0.634678 0.737262\\n\","," \"75% 0.914398 0.534973 0.735099 0.807362\\n\","," \"max 0.986663 0.766730 0.828573 0.932568\\n\","," \"\\n\","," \" :: Index on min:\\n\","," \"z_metals 2015-07-21\\n\","," \"z_usd 2006-11-28\\n\","," \"z_bonds 2015-02-10\\n\","," \"z_eq 2016-01-12\\n\","," \"dtype: datetime64[ns]\\n\","," \"\\n\","," \" :: Index on max:\\n\","," \"z_metals 2009-09-15\\n\","," \"z_usd 2008-11-04\\n\","," \"z_bonds 2010-02-02\\n\","," \"z_eq 2007-05-29\\n\","," \"dtype: datetime64[ns]\\n\","," \"\\n\","," \" :: Head:\\n\","," \" z_metals z_usd z_bonds z_eq\\n\","," \"Date \\n\","," \"2006-06-13 0.780357 0.281513 0.647033 0.822280\\n\","," \"2006-06-20 0.753881 0.278856 0.666125 0.831975\\n\","," \"2006-06-27 0.744485 0.286700 0.658137 0.828952\\n\","," \"2006-07-03 0.814733 0.287490 0.661316 0.835962\\n\","," \"2006-07-11 0.844632 0.238682 0.670296 0.842244\\n\","," \"2006-07-18 0.823423 0.208211 0.680698 0.830463\\n\","," \"2006-07-25 0.830726 0.212226 0.662294 0.845535\\n\","," \"\\n\","," \" :: Tail:\\n\","," \" z_metals z_usd z_bonds z_eq\\n\","," \"Date \\n\","," \"2015-12-01 0.505108 0.634222 0.415267 0.605873\\n\","," \"2015-12-08 0.503900 0.640700 0.427966 0.600320\\n\","," \"2015-12-15 0.476669 0.634973 0.458157 0.602185\\n\","," \"2015-12-22 0.505865 0.634860 0.485277 0.595232\\n\","," \"2015-12-29 0.483986 0.629510 0.491514 0.605502\\n\","," \"2016-01-05 0.500215 0.623186 0.496034 0.577636\\n\","," \"2016-01-12 0.522803 0.610352 0.501229 0.572008\\n\","," \"\\n\","," \" :: Correlation matrix:\\n\","," \" z_metals z_usd z_bonds z_eq\\n\","," \"z_metals 1.000000 -0.557377 0.603395 0.267038\\n\","," \"z_usd -0.557377 1.000000 -0.397219 -0.349376\\n\","," \"z_bonds 0.603395 -0.397219 1.000000 0.278966\\n\","," \"z_eq 0.267038 -0.349376 0.278966 1.000000\\n\""," ]"," }"," ],"," \"source\": ["," \"stats( z_data )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"***No strong correlations among position indicators.*** \\n\","," \"\\n\","," \"As expected z_metals and z_usd are negatively correlated, \\n\","," \"but precious metals sentiment is most correlated to bonds. \\n\","," \"We have closely examined the relationship between gold and interest rates \\n\","," \"in another notebook, and indeed, *real rates* are very significant. \\n\","," \"Our bond indicator, however, only relates inversely to nominal rates.\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {"," \"collapsed\": true"," },"," \"source\": ["," \"## Normalized position relative to history\\n\","," \"\\n\","," \"We saw that our position indicator may not entirely span [0,1] as expected \\n\","," \"due to institutional reasons (see the equities case above). \\n\","," \"Thus a *position indicator reading of 0.50 does not strictly \\n\","," \"imply neutrality with respect to positions*.\\n\","," \"\\n\","," \"As a remedy, we can normalize an indicator, *relative to its history*, \\n\","," \"and then look **comparatively across asset classes**, especially recent values.\\n\","," \"\\n\","," \"Be aware though that as history changes, a normalized indicator \\n\","," \"for a given date will generally *not* stay fixed (unlike the [0,1] indicator).\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 24,"," \"metadata\": {"," \"collapsed\": true"," },"," \"outputs\": [],"," \"source\": ["," \"# Normalize indicators:\\n\","," \"z_nor = groupfun( normalize, z_data )\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 25,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"text/plain\": ["," \" z_metals z_usd z_bonds z_eq\\n\","," \"Date \\n\","," \"2015-07-28 -2.397536 1.738209 -2.035013 -0.980016\\n\","," \"2015-08-04 -2.360331 1.830168 -1.749320 -1.073864\\n\","," \"2015-08-11 -2.108856 1.699333 -1.741836 -1.084636\\n\","," \"2015-08-18 -1.965351 1.466904 -1.686287 -1.078823\\n\","," \"2015-08-25 -1.664973 1.086153 -1.747761 -1.538751\\n\","," \"2015-09-01 -1.611363 1.362334 -1.661385 -1.618071\\n\","," \"2015-09-08 -1.688794 1.524941 -1.574311 -1.614662\\n\","," \"2015-09-15 -2.003987 1.544770 -1.449483 -1.749689\\n\","," \"2015-09-22 -1.555358 1.717556 -1.607234 -1.859989\\n\","," \"2015-09-29 -1.511154 1.593426 -1.519983 -1.948061\\n\","," \"2015-10-06 -0.998605 1.451820 -1.575402 -1.692089\\n\","," \"2015-10-13 -0.285950 1.422868 -1.669291 -1.666700\\n\","," \"2015-10-20 0.117193 1.280852 -1.807818 -1.669211\\n\","," \"2015-10-27 0.342607 1.615705 -2.052048 -1.615690\\n\","," \"2015-11-03 -0.080483 1.637337 -2.080569 -1.806226\\n\","," \"2015-11-10 -1.297465 1.616776 -2.099652 -1.997783\\n\","," \"2015-11-17 -1.957013 1.724855 -1.935206 -2.170417\\n\","," \"2015-12-01 -2.080381 1.637519 -1.726965 -1.937705\\n\","," \"2015-12-08 -2.089085 1.688665 -1.622646 -2.007246\\n\","," \"2015-12-15 -2.285228 1.643445 -1.374622 -1.983894\\n\","," \"2015-12-22 -2.074928 1.642558 -1.151831 -2.070973\\n\","," \"2015-12-29 -2.232522 1.600314 -1.100589 -1.942351\\n\","," \"2016-01-05 -2.115624 1.550388 -1.063456 -2.291344\\n\","," \"2016-01-12 -1.952927 1.449060 -1.020780 -2.361818\""," ]"," },"," \"execution_count\": 25,"," \"metadata\": {},"," \"output_type\": \"execute_result\""," }"," ],"," \"source\": ["," \"# Compare recent normalized indicators:\\n\","," \"tail( z_nor, 24 )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {"," \"collapsed\": false"," },"," \"source\": ["," \"2015-12-16: This is the day of first Fed rate hike in almost a decade. \\n\","," \"It is very instructive to compare the readings for the previous day \\n\","," \"to the most recent output.\\n\","," \"\\n\","," \"2016-01-18: Both z_metals and z_eq are two standard deviations \\n\","," \"into a bear market -- although their position indicators \\n\","," \"are in neutral territory. This is a great example of \\n\","," \"the utility of normalized position indicators.\\n\","," \"\\n\","," \"*Normalized positions can useful in the identification of \\\"overcrowded\\\" trades.*\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Closing remarks\\n\","," \"\\n\","," \"In general, we hope that the position indicators are *not* correlated \\n\","," \"too closely with the underlying prices because we are seeking information \\n\","," \"which is not derivable from observable prices. \\n\","," \"It is most interesting when market positions *diverge* \\n\","," \"from identified patterns in price charts.\\n\","," \"\\n\","," \"**Normalized position indicators are useful to examine \\n\","," \"asset classes since the units are comparable across \\n\","," \"their COTR histories.**\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Appendix 1: COTR at the command line\\n\","," \"\\n\","," \"We can algorithmically summarize this notebook for quick computation \\n\","," \"by the function **groupcotr()**.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 26,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"text/plain\": ["," \"{'Bonds': 'w4cotr_bonds',\\n\","," \" 'Equities': 'w4cotr_equities',\\n\","," \" 'Metals': 'w4cotr_metals',\\n\","," \" 'USD': 'w4cotr_usd'}\""," ]"," },"," \"execution_count\": 26,"," \"metadata\": {},"," \"output_type\": \"execute_result\""," }"," ],"," \"source\": ["," \"# Asset classes are specified as a \\\"group\\\" in a fecon235 dictionary:\\n\","," \"cotr4w\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 27,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"text/plain\": ["," \"\\u001b[1;31mSignature: \\u001b[0m\\u001b[0mgroupcotr\\u001b[0m\\u001b[1;33m(\\u001b[0m\\u001b[0mgroup\\u001b[0m\\u001b[1;33m=\\u001b[0m\\u001b[1;33m{\\u001b[0m\\u001b[1;34m'Equities'\\u001b[0m\\u001b[1;33m:\\u001b[0m \\u001b[1;34m'w4cotr_equities'\\u001b[0m\\u001b[1;33m,\\u001b[0m \\u001b[1;34m'USD'\\u001b[0m\\u001b[1;33m:\\u001b[0m \\u001b[1;34m'w4cotr_usd'\\u001b[0m\\u001b[1;33m,\\u001b[0m \\u001b[1;34m'Metals'\\u001b[0m\\u001b[1;33m:\\u001b[0m \\u001b[1;34m'w4cotr_metals'\\u001b[0m\\u001b[1;33m,\\u001b[0m \\u001b[1;34m'Bonds'\\u001b[0m\\u001b[1;33m:\\u001b[0m \\u001b[1;34m'w4cotr_bonds'\\u001b[0m\\u001b[1;33m}\\u001b[0m\\u001b[1;33m,\\u001b[0m \\u001b[0malpha\\u001b[0m\\u001b[1;33m=\\u001b[0m\\u001b[1;36m0\\u001b[0m\\u001b[1;33m)\\u001b[0m\\u001b[1;33m\\u001b[0m\\u001b[0m\\n\","," \"\\u001b[1;31mSource:\\u001b[0m\\n\","," \"def groupcotr( group=cotr4w, alpha=0 ): \\n\","," \" '''Compute latest normalized CFTC COTR position indicators.\\n\","," \" Optionally specify alpha for Exponential Moving Average\\n\","," \" which is a smoothing parameter: 0 < alpha < 1 (try 0.26)\\n\","," \" COTR is the Commitment of Traders Report from US gov agency.\\n\","," \" '''\\n\","," \" # For detailed derivation, see qdl-COTR-positions.ipynb\\n\","," \" positions = groupget( group )\\n\","," \" norpositions = groupfun( normalize, positions )\\n\","," \" # alpha default should skip SMOOTHING operation...\\n\","," \" if alpha:\\n\","," \" return groupfun( ema, norpositions, alpha )\\n\","," \" else:\\n\","," \" return norpositions\\n\","," \"\\u001b[1;31mFile: \\u001b[0m~/Dropbox/ipy/fecon235/fecon235.py\\n\","," \"\\u001b[1;31mType: \\u001b[0mfunction\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Source code for retrieval of COTR [0,1] position indicators\\n\","," \"# (exactly like z_data, except column names are nicer), \\n\","," \"# followed by operator to normalize the position indicators:\\n\","," \"groupcotr??\\n\","," \"\\n\","," \"# This encapsulates the TECHNIQUES in this notebook,\\n\","," \"# including the option to apply smoothing.\\n\","," \"\\n\","," \"# group* functions are defined in the fecon235 module.\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 28,"," \"metadata\": {"," \"collapsed\": true"," },"," \"outputs\": [],"," \"source\": ["," \"# MAIN in action!\\n\","," \"norpos = groupcotr( cotr4w, alpha=0 )\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 29,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"text/plain\": ["," \" Bonds Equities Metals USD\\n\","," \"Date \\n\","," \"2015-12-29 -1.100589 -1.942351 -2.232522 1.600314\\n\","," \"2016-01-05 -1.063456 -2.291344 -2.115624 1.550388\\n\","," \"2016-01-12 -1.020780 -2.361818 -1.952927 1.449060\""," ]"," },"," \"execution_count\": 29,"," \"metadata\": {},"," \"output_type\": \"execute_result\""," }"," ],"," \"source\": ["," \"# Most recent results as a test exhibit:\\n\","," \"tail( norpos, 3 )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"***Thus in a few lines of fecon235 code, we can comparatively observe how \\n\","," \"various asset classes are positioned in the futures and options market by informed traders.***\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"## Appendix 2: Joint path of Bonds and Equities\\n\","," \"\\n\","," \"We found earlier that the linear correlation between Bonds and Equities \\n\","," \"is about +28% with respect to their position indicators. \\n\","," \"A scatter plot is useful to discern non-linearities, \\n\","," \"but even better would be one with a ***heat map which reveals \\n\","," \"their evolution chronologically.***\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 30,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": [],"," \"source\": ["," \"# To broadly visualize a decade of data, \\n\","," \"# we resample the weekly normalized position indicators\\n\","," \"# into MONTHLY frequency (median method).\\n\","," \"norpos_month = groupfun( monthly, norpos )\""," ]"," },"," {"," \"cell_type\": \"code\","," \"execution_count\": 32,"," \"metadata\": {"," \"collapsed\": false"," },"," \"outputs\": ["," {"," \"data\": {"," \"image/png\": 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TPmOxFJ3hZDhowQd4/C4urxprh7lpEePd5Itv9///1XPLyLCgXNQogI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\\n1u3rIUjP17u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\"text/plain\": ["," \"\""," ]"," },"," \"metadata\": {},"," \"output_type\": \"display_data\""," }"," ],"," \"source\": ["," \"# Plot from 2006 to present:\\n\","," \"scatter( norpos_month, col=[0, 1] )\""," ]"," },"," {"," \"cell_type\": \"markdown\","," \"metadata\": {},"," \"source\": ["," \"By using a color heat map, from blue to green to red, \\n\","," \"we can visualize the joint path of Bonds and Equities \\n\","," \"chronologically since 2006.\\n\","," \"\\n\","," \"The col argument tells us that the x-axis is for Bonds, \\n\","," \"and the y-axis is for Equities. The *narrative* starts \\n\","," \"just prior to the Great Recession, when they both \\n\","," \"indicate bullish positions (Quandrand I in blue). \\n\","," \"Due to the recovery in employment, the Great Recession \\n\","," \"era is said to have concluded, but in 2016 \\n\","," \"we find ourselves in joint bearish territory \\n\","," \"(Quandrant III in red).\\n\","," \"\\n\","," \"From 2009 through 2015 (horizontal drift to the east from green to red), \\n\","," \"Equities rose in price while its normalized position indicator fluctuated around -0.5. \\n\","," \"During that epoch, the market increasing became more \\n\","," \"bearish with respect to Bonds (from +1.3 to -2.2). \\n\","," \"This coincides with ZIRP and numerous QE Fed policies\\n\","," \"(Zero Interest Rate Policy and Quantitative Easing).\\n\","," \"\\n\","," \"The most recent all-time peak for the S&P 500 is 2130.82 \\n\","," \"on 2015-05-21. Months later, on 2015-12-16 the Fed had its \\n\","," \"first rate hike in almost a decade (thus terminating ZIRP). \\n\","," \"The scatter plot illustrates the break from the foregoing \\n\","," \"horizontal epoch (dark red points, Equities <= -2.0).\\n\","," \"\\n\","," \"It is important to note that *the narrative above is \\n\","," \"not derived from price action, but rather the number of \\n\","," \"contracts positioned in the futures and options markets* \\n\","," \"by informed traders: Asset/Money Managers. \""," ]"," }"," ],"," \"metadata\": {"," \"kernelspec\": {"," \"display_name\": \"Python 2\","," \"language\": \"python\","," \"name\": \"python2\""," },"," \"language_info\": {"," \"codemirror_mode\": {"," \"name\": \"ipython\","," \"version\": 2"," },"," \"file_extension\": \".py\","," \"mimetype\": \"text/x-python\","," \"name\": \"python\","," \"nbconvert_exporter\": \"python\","," \"pygments_lexer\": \"ipython2\","," \"version\": \"2.7.11\""," }"," },"," \"nbformat\": 4,"," \"nbformat_minor\": 0","}"],"stylingDirectives":null,"colorizedLines":null,"csv":null,"csvError":null,"dependabotInfo":{"showConfigurationBanner":false,"configFilePath":null,"networkDependabotPath":"/rsvp/fecon235/network/updates","dismissConfigurationNoticePath":"/settings/dismiss-notice/dependabot_configuration_notice","configurationNoticeDismissed":null},"displayName":"qdl-COTR-positions.ipynb","displayUrl":"https://notebooks.githubusercontent.com/view/ipynb?browser=unknown_browser&bypass_fastly=true&color_mode=auto&commit=1c04a9abb68254752353cfcf5ea4eace089676c7&device=unknown_device&docs_host=https%3A%2F%2Fdocs.github.com&enc_url=68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f727376702f6665636f6e3233352f316330346139616262363832353437353233353363666366356561346561636530383936373663372f6e622f71646c2d434f54522d706f736974696f6e732e6970796e62&logged_in=false&nwo=rsvp%2Ffecon235&path=nb%2Fqdl-COTR-positions.ipynb&platform=unknown_platform&repository_id=26385494&repository_type=Repository&version=0","headerInfo":{"blobSize":"436 KB","deleteTooltip":"You must be signed in to make or propose changes","editTooltip":"You must be signed in to make or propose changes","ghDesktopPath":"https://desktop.github.com","isGitLfs":false,"onBranch":true,"shortPath":"001bf27","siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Frsvp%2Ffecon235%2Fblob%2Fmaster%2Fnb%2Fqdl-COTR-positions.ipynb","isCSV":false,"isRichtext":false,"toc":null,"lineInfo":{"truncatedLoc":"1300","truncatedSloc":"1300"},"mode":"file"},"image":false,"isCodeownersFile":null,"isPlain":false,"isValidLegacyIssueTemplate":false,"issueTemplate":null,"discussionTemplate":null,"language":"Jupyter Notebook","languageID":185,"large":false,"planSupportInfo":{"repoIsFork":null,"repoOwnedByCurrentUser":null,"requestFullPath":"/rsvp/fecon235/blob/master/nb/qdl-COTR-positions.ipynb","showFreeOrgGatedFeatureMessage":null,"showPlanSupportBanner":null,"upgradeDataAttributes":null,"upgradePath":null},"publishBannersInfo":{"dismissActionNoticePath":"/settings/dismiss-notice/publish_action_from_dockerfile","releasePath":"/rsvp/fecon235/releases/new?marketplace=true","showPublishActionBanner":false},"rawBlobUrl":"https://github.com/rsvp/fecon235/raw/master/nb/qdl-COTR-positions.ipynb","renderImageOrRaw":false,"richText":null,"renderedFileInfo":{"identityUUID":"a54c5790-5eb6-43ae-b04a-80386ea06ba1","renderFileType":"ipynb","size":445962},"shortPath":null,"symbolsEnabled":true,"tabSize":8,"topBannersInfo":{"overridingGlobalFundingFile":false,"globalPreferredFundingPath":null,"showInvalidCitationWarning":false,"citationHelpUrl":"https://docs.github.com/github/creating-cloning-and-archiving-repositories/creating-a-repository-on-github/about-citation-files","actionsOnboardingTip":null},"truncated":false,"viewable":true,"workflowRedirectUrl":null,"symbols":{"timed_out":false,"not_analyzed":true,"symbols":[]}},"copilotInfo":null,"copilotAccessAllowed":false,"csrf_tokens":{"/rsvp/fecon235/branches":{"post":"HYcgy7Vj2-lMo7wR0FB5F4TIjGDO9In5aXtNEYP8OgUusXIf53sGsBCYJ2QcW5BXzhRzT-RsnP89qK7jXDuDvQ"},"/repos/preferences":{"post":"JPJWEtzS7ur3exnAsuKVru4l8fzz0IMyluUN8dPfFk6qSlF9sf7URvaCMct60tRZguem0kAbZ2r7kfRAqIInjw"}}},"title":"fecon235/nb/qdl-COTR-positions.ipynb at master ยท rsvp/fecon235"}