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Running an R package's (quantstrat) demo in a Jupyter notebook using a Python3 Kernel
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import rpy2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%load_ext rpy2.ipython"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Loading required package: quantstrat\n",
"\n",
"R[write to console]: Loading required package: quantmod\n",
"\n",
"R[write to console]: Loading required package: xts\n",
"\n",
"R[write to console]: Loading required package: zoo\n",
"\n",
"R[write to console]: \n",
"Attaching package: ‘zoo’\n",
"\n",
"\n",
"R[write to console]: The following objects are masked from ‘package:base’:\n",
"\n",
" as.Date, as.Date.numeric\n",
"\n",
"\n",
"R[write to console]: Loading required package: TTR\n",
"\n",
"R[write to console]: Version 0.4-0 included new data defaults. See ?getSymbols.\n",
"\n",
"R[write to console]: Loading required package: blotter\n",
"\n",
"R[write to console]: Loading required package: FinancialInstrument\n",
"\n",
"R[write to console]: Loading required package: PerformanceAnalytics\n",
"\n",
"R[write to console]: \n",
"Attaching package: ‘PerformanceAnalytics’\n",
"\n",
"\n",
"R[write to console]: The following object is masked from ‘package:graphics’:\n",
"\n",
" legend\n",
"\n",
"\n",
"R[write to console]: Loading required package: foreach\n",
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\tdemo(bbands)\n",
"\t---- ~~~~~~\n",
"\n",
"> require(quantstrat)\n",
"\n",
"> suppressWarnings(rm(\"order_book.bbands\",pos=.strategy))\n",
"\n",
"> suppressWarnings(rm(\"account.bbands\",\"portfolio.bbands\",pos=.blotter))\n",
"\n",
"> suppressWarnings(rm(\"account.st\",\"portfolio.st\",\"stock.str\",\"stratBBands\",\"startDate\",\"initEq\",'start_t','end_t'))\n",
"\n",
"> # some things to set up here\n",
"> stock.str='IBM' # what are we trying it on\n",
"\n",
"> # we'll pass these \n",
"> SD = 2 # how many standard deviations, traditionally 2\n",
"\n",
"> N = 20 # how many periods for the moving average, traditionally 20\n",
"\n",
"> currency('USD')\n",
"[1] \"USD\"\n",
"\n",
"> stock(stock.str,currency='USD',multiplier=1)\n",
"[1] \"IBM\"\n",
"\n",
"> startDate='2006-12-31'\n",
"\n",
"> initEq=1000000\n",
"\n",
"> portfolio.st='bbands'\n",
"\n",
"> account.st='bbands'\n",
"\n",
"> initPortf(portfolio.st, symbols=stock.str)\n",
"[1] \"bbands\"\n",
"\n",
"> initAcct(account.st,portfolios='bbands')\n",
"[1] \"bbands\"\n",
"\n",
"> initOrders(portfolio=portfolio.st)\n",
"\n",
"> addPosLimit(portfolio.st, stock.str, startDate, 200, 2 ) #set max pos\n",
"\n",
"> # set up parameters\n",
"> maType='SMA'\n",
"\n",
"> n = 20\n",
"\n",
"> sdp = 2\n",
"\n",
"> strat.st<-portfolio.st\n",
"\n",
"> # define the strategy\n",
"> strategy(strat.st, store=TRUE)\n",
"\n",
"> #one indicator\n",
"> add.indicator(strategy = strat.st, \n",
"+ name = \"BBands\", \n",
"+ arguments = list(HLC = quote(HLC(mktdata)), \n",
"+ n=n, \n",
"+ maType=maType, \n",
"+ sd=sdp \n",
"+ ), \n",
"+ label='BBands')\n",
"[1] \"bbands\"\n",
"\n",
"> #add signals:\n",
"> add.signal(strategy = strat.st,\n",
"+ name=\"sigCrossover\",\n",
"+ arguments = list(columns=c(\"Close\",\"up\"),\n",
"+ relationship=\"gt\"),\n",
"+ label=\"Cl.gt.UpperBand\")\n",
"[1] \"bbands\"\n",
"\n",
"> add.signal(strategy = strat.st,\n",
"+ name=\"sigCrossover\",\n",
"+ arguments = list(columns=c(\"Close\",\"dn\"),\n",
"+ relationship=\"lt\"),\n",
"+ label=\"Cl.lt.LowerBand\")\n",
"[1] \"bbands\"\n",
"\n",
"> add.signal(strategy = strat.st,name=\"sigCrossover\",\n",
"+ arguments = list(columns=c(\"High\",\"Low\",\"mavg\"),\n",
"+ relationship=\"op\"),\n",
"+ label=\"Cross.Mid\")\n",
"[1] \"bbands\"\n",
"\n",
"> # lets add some rules\n",
"> add.rule(strategy = strat.st,name='ruleSignal',\n",
"+ arguments = list(sigcol=\"Cl.gt.UpperBand\",\n",
"+ sigval=TRUE,\n",
"+ orderqty=-100, \n",
"+ ordertype='market',\n",
"+ orderside=NULL,\n",
"+ threshold=NULL,\n",
"+ osFUN=osMaxPos),\n",
"+ type='enter')\n",
"[1] \"bbands\"\n",
"\n",
"> add.rule(strategy = strat.st,name='ruleSignal',\n",
"+ arguments = list(sigcol=\"Cl.lt.LowerBand\",\n",
"+ sigval=TRUE,\n",
"+ orderqty= 100, \n",
"+ ordertype='market',\n",
"+ orderside=NULL,\n",
"+ threshold=NULL,\n",
"+ osFUN=osMaxPos),\n",
"+ type='enter')\n",
"[1] \"bbands\"\n",
"\n",
"> add.rule(strategy = strat.st,name='ruleSignal',\n",
"+ arguments = list(sigcol=\"Cross.Mid\",\n",
"+ sigval=TRUE,\n",
"+ orderqty= 'all',\n",
"+ ordertype='market',\n",
"+ orderside=NULL,\n",
"+ threshold=NULL,\n",
"+ osFUN=osMaxPos),\n",
"+ label='exitMid',\n",
"+ type='exit')\n",
"[1] \"bbands\"\n",
"\n",
"> #alternately, to exit at the opposite band, the rules would be...\n",
"> #add.rule(strategy = strat.st,name='ruleSignal', arguments = list(data=quote(mktdata),sigcol=\"Lo.gt.UpperBand\",sigval=TRUE, orderqty= 'all', ordertype='market', orderside=NULL, threshold=NULL),type='exit')\n",
"> #add.rule(strategy = strat.st,name='ruleSignal', arguments = list(data=quote(mktdata),sigcol=\"Hi.lt.LowerBand\",sigval=TRUE, orderqty= 'all', ordertype='market', orderside=NULL, threshold=NULL),type='exit')\n",
"> \n",
"> #TODO add thresholds and stop-entry and stop-exit handling to test\n",
"> \n",
"> getSymbols(stock.str,from=startDate,index.class=c('POSIXt','POSIXct'), src='yahoo')\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: ‘getSymbols’ currently uses auto.assign=TRUE by default, but will\n",
"use auto.assign=FALSE in 0.5-0. You will still be able to use\n",
"‘loadSymbols’ to automatically load data. getOption(\"getSymbols.env\")\n",
"and getOption(\"getSymbols.auto.assign\") will still be checked for\n",
"alternate defaults.\n",
"\n",
"This message is shown once per session and may be disabled by setting \n",
"options(\"getSymbols.warning4.0\"=FALSE). See ?getSymbols for details.\n",
"\n",
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"IBM\"\n",
"\n",
"> start_t<-Sys.time()\n",
"\n",
"> out<-try(applyStrategy(strategy='bbands' , portfolios='bbands',parameters=list(sd=SD,n=N)) )\n",
"[1] \"2007-02-27 00:00:00 IBM 100 @ 93.959999\"\n",
"[1] \"2007-03-21 00:00:00 IBM -100 @ 95.360001\"\n",
"[1] \"2007-04-04 00:00:00 IBM -100 @ 96.209999\"\n",
"[1] \"2007-04-13 00:00:00 IBM 100 @ 94.93\"\n",
"[1] \"2007-04-18 00:00:00 IBM -100 @ 94.800003\"\n",
"[1] \"2007-04-19 00:00:00 IBM 100 @ 94.290001\"\n",
"[1] \"2007-04-25 00:00:00 IBM -100 @ 101.459999\"\n",
"[1] \"2007-05-25 00:00:00 IBM 100 @ 105.18\"\n",
"[1] \"2007-06-07 00:00:00 IBM 100 @ 101.800003\"\n",
"[1] \"2007-06-18 00:00:00 IBM -100 @ 105.330002\"\n",
"[1] \"2007-07-06 00:00:00 IBM -100 @ 109.029999\"\n",
"[1] \"2007-07-18 00:00:00 IBM -100 @ 111.080002\"\n",
"[1] \"2007-08-01 00:00:00 IBM 200 @ 112.040001\"\n",
"[1] \"2007-08-31 00:00:00 IBM -100 @ 116.690002\"\n",
"[1] \"2007-09-18 00:00:00 IBM 100 @ 116.629997\"\n",
"[1] \"2007-10-02 00:00:00 IBM -100 @ 118.360001\"\n",
"[1] \"2007-10-04 00:00:00 IBM 100 @ 115.690002\"\n",
"[1] \"2007-10-17 00:00:00 IBM -100 @ 115.779999\"\n",
"[1] \"2007-10-18 00:00:00 IBM 100 @ 114.800003\"\n",
"[1] \"2007-10-19 00:00:00 IBM 100 @ 112.279999\"\n",
"[1] \"2007-11-01 00:00:00 IBM -100 @ 113.650002\"\n",
"[1] \"2007-11-09 00:00:00 IBM 100 @ 100.25\"\n",
"[1] \"2007-11-29 00:00:00 IBM -100 @ 107.5\"\n",
"[1] \"2007-12-07 00:00:00 IBM -100 @ 108.860001\"\n",
"[1] \"2007-12-17 00:00:00 IBM 100 @ 104.529999\"\n",
"[1] \"2007-12-24 00:00:00 IBM -100 @ 111.650002\"\n",
"[1] \"2008-01-02 00:00:00 IBM 100 @ 104.690002\"\n",
"[1] \"2008-01-07 00:00:00 IBM 100 @ 100.050003\"\n",
"[1] \"2008-01-15 00:00:00 IBM -100 @ 101.830002\"\n",
"[1] \"2008-02-04 00:00:00 IBM -100 @ 107.93\"\n",
"[1] \"2008-02-07 00:00:00 IBM 100 @ 102.339996\"\n",
"[1] \"2008-02-26 00:00:00 IBM -100 @ 114.379997\"\n",
"[1] \"2008-03-27 00:00:00 IBM 100 @ 115.519997\"\n",
"[1] \"2008-04-11 00:00:00 IBM -100 @ 116\"\n",
"[1] \"2008-04-14 00:00:00 IBM 100 @ 117.279999\"\n",
"[1] \"2008-04-17 00:00:00 IBM -100 @ 123.080002\"\n",
"[1] \"2008-05-07 00:00:00 IBM 100 @ 124.139999\"\n",
"[1] \"2008-05-14 00:00:00 IBM -100 @ 127.519997\"\n",
"[1] \"2008-05-22 00:00:00 IBM 100 @ 124.699997\"\n",
"[1] \"2008-05-29 00:00:00 IBM -100 @ 129.710007\"\n",
"[1] \"2008-06-05 00:00:00 IBM 100 @ 128.470001\"\n",
"[1] \"2008-06-12 00:00:00 IBM 100 @ 123.849998\"\n",
"[1] \"2008-06-16 00:00:00 IBM -100 @ 126.709999\"\n",
"[1] \"2008-06-27 00:00:00 IBM 100 @ 120.050003\"\n",
"[1] \"2008-07-09 00:00:00 IBM -100 @ 120.400002\"\n",
"[1] \"2008-07-17 00:00:00 IBM -100 @ 126.519997\"\n",
"[1] \"2008-08-12 00:00:00 IBM 100 @ 125.220001\"\n",
"[1] \"2008-08-13 00:00:00 IBM 100 @ 125.800003\"\n",
"[1] \"2008-08-15 00:00:00 IBM -100 @ 126.360001\"\n",
"[1] \"2008-08-19 00:00:00 IBM 100 @ 122.559998\"\n",
"[1] \"2008-09-03 00:00:00 IBM 100 @ 118.339996\"\n",
"[1] \"2008-09-22 00:00:00 IBM -200 @ 116.209999\"\n",
"[1] \"2008-10-02 00:00:00 IBM 100 @ 104.739998\"\n",
"[1] \"2008-10-31 00:00:00 IBM -100 @ 92.970001\"\n",
"[1] \"2008-11-21 00:00:00 IBM 100 @ 74.879997\"\n",
"[1] \"2008-12-04 00:00:00 IBM -100 @ 77.440002\"\n",
"[1] \"2008-12-17 00:00:00 IBM -100 @ 85.839996\"\n",
"[1] \"2008-12-23 00:00:00 IBM 100 @ 80.599998\"\n",
"[1] \"2009-01-05 00:00:00 IBM -100 @ 86.82\"\n",
"[1] \"2009-01-07 00:00:00 IBM -100 @ 87.790001\"\n",
"[1] \"2009-01-15 00:00:00 IBM 200 @ 84.120003\"\n",
"[1] \"2009-01-22 00:00:00 IBM -100 @ 90.07\"\n",
"[1] \"2009-01-27 00:00:00 IBM -100 @ 91.660004\"\n",
"[1] \"2009-02-18 00:00:00 IBM 200 @ 91.510002\"\n",
"[1] \"2009-02-24 00:00:00 IBM 100 @ 86.400002\"\n",
"[1] \"2009-03-02 00:00:00 IBM -100 @ 89.050003\"\n",
"[1] \"2009-03-24 00:00:00 IBM -100 @ 98.300003\"\n",
"[1] \"2009-04-16 00:00:00 IBM 100 @ 101.43\"\n",
"[1] \"2009-04-30 00:00:00 IBM -100 @ 103.209999\"\n",
"[1] \"2009-05-04 00:00:00 IBM -100 @ 106.190002\"\n",
"[1] \"2009-05-08 00:00:00 IBM 200 @ 101.489998\"\n",
"[1] \"2009-06-02 00:00:00 IBM -100 @ 106.830002\"\n",
"[1] \"2009-06-19 00:00:00 IBM 100 @ 105.889999\"\n",
"[1] \"2009-07-06 00:00:00 IBM 100 @ 101.650002\"\n",
"[1] \"2009-07-16 00:00:00 IBM -100 @ 110.639999\"\n",
"[1] \"2009-07-17 00:00:00 IBM -100 @ 115.419998\"\n",
"[1] \"2009-08-17 00:00:00 IBM 100 @ 116.860001\"\n",
"[1] \"2009-09-02 00:00:00 IBM 100 @ 116.089996\"\n",
"[1] \"2009-09-09 00:00:00 IBM -100 @ 116.760002\"\n",
"[1] \"2009-09-17 00:00:00 IBM -100 @ 121.879997\"\n",
"[1] \"2009-09-29 00:00:00 IBM 100 @ 118.809998\"\n",
"[1] \"2009-10-12 00:00:00 IBM -100 @ 127.040001\"\n",
"[1] \"2009-10-19 00:00:00 IBM 100 @ 123.059998\"\n",
"[1] \"2009-11-12 00:00:00 IBM -100 @ 126.260002\"\n",
"[1] \"2009-11-17 00:00:00 IBM -100 @ 128.630005\"\n",
"[1] \"2009-11-30 00:00:00 IBM 200 @ 126.349998\"\n",
"[1] \"2009-12-11 00:00:00 IBM -100 @ 129.679993\"\n",
"[1] \"2009-12-18 00:00:00 IBM 100 @ 127.910004\"\n",
"[1] \"2009-12-29 00:00:00 IBM -100 @ 131.850006\"\n",
"[1] \"2010-01-08 00:00:00 IBM 100 @ 130.850006\"\n",
"[1] \"2010-01-20 00:00:00 IBM -100 @ 130.25\"\n",
"[1] \"2010-01-21 00:00:00 IBM 100 @ 129\"\n",
"[1] \"2010-01-25 00:00:00 IBM 100 @ 126.120003\"\n",
"[1] \"2010-01-29 00:00:00 IBM 100 @ 122.389999\"\n",
"[1] \"2010-02-18 00:00:00 IBM -200 @ 127.809998\"\n",
"[1] \"2010-03-17 00:00:00 IBM -100 @ 127.760002\"\n",
"[1] \"2010-03-22 00:00:00 IBM 100 @ 127.980003\"\n",
"[1] \"2010-03-24 00:00:00 IBM -100 @ 128.529999\"\n",
"[1] \"2010-04-01 00:00:00 IBM 100 @ 128.25\"\n",
"[1] \"2010-04-15 00:00:00 IBM -100 @ 130.889999\"\n",
"[1] \"2010-04-20 00:00:00 IBM -100 @ 129.690002\"\n",
"[1] \"2010-04-21 00:00:00 IBM 200 @ 128.990005\"\n",
"[1] \"2010-05-07 00:00:00 IBM 100 @ 122.099998\"\n",
"[1] \"2010-05-13 00:00:00 IBM -100 @ 131.479996\"\n",
"[1] \"2010-06-17 00:00:00 IBM -100 @ 130.979996\"\n",
"[1] \"2010-06-28 00:00:00 IBM 100 @ 128.979996\"\n",
"[1] \"2010-08-25 00:00:00 IBM 100 @ 125.269997\"\n",
"[1] \"2010-08-27 00:00:00 IBM 100 @ 124.730003\"\n",
"[1] \"2010-09-07 00:00:00 IBM -200 @ 125.949997\"\n",
"[1] \"2010-09-21 00:00:00 IBM -100 @ 131.979996\"\n",
"[1] \"2010-10-20 00:00:00 IBM 100 @ 139.070007\"\n",
"[1] \"2010-11-01 00:00:00 IBM -100 @ 143.320007\"\n",
"[1] \"2010-11-17 00:00:00 IBM 100 @ 141.949997\"\n",
"[1] \"2010-12-01 00:00:00 IBM 100 @ 144.410004\"\n",
"[1] \"2010-12-02 00:00:00 IBM -100 @ 145.179993\"\n",
"[1] \"2010-12-30 00:00:00 IBM -100 @ 146.669998\"\n",
"[1] \"2011-01-07 00:00:00 IBM -100 @ 147.929993\"\n",
"[1] \"2011-02-23 00:00:00 IBM 200 @ 160.179993\"\n",
"[1] \"2011-03-02 00:00:00 IBM 100 @ 160.160004\"\n",
"[1] \"2011-03-04 00:00:00 IBM -100 @ 161.830002\"\n",
"[1] \"2011-03-10 00:00:00 IBM -100 @ 162.020004\"\n",
"[1] \"2011-03-11 00:00:00 IBM 100 @ 162.429993\"\n",
"[1] \"2011-03-17 00:00:00 IBM 100 @ 154.179993\"\n",
"[1] \"2011-03-25 00:00:00 IBM -100 @ 162.179993\"\n",
"[1] \"2011-04-25 00:00:00 IBM -100 @ 167.669998\"\n",
"[1] \"2011-05-03 00:00:00 IBM -100 @ 172.869995\"\n",
"[1] \"2011-05-12 00:00:00 IBM 200 @ 172.240005\"\n",
"[1] \"2011-06-02 00:00:00 IBM 100 @ 166.089996\"\n",
"[1] \"2011-06-21 00:00:00 IBM -100 @ 166.220001\"\n",
"[1] \"2011-06-29 00:00:00 IBM -100 @ 170.539993\"\n",
"[1] \"2011-07-20 00:00:00 IBM -100 @ 183.649994\"\n",
"[1] \"2011-08-02 00:00:00 IBM 200 @ 178.050003\"\n",
"[1] \"2011-08-09 00:00:00 IBM 100 @ 170.610001\"\n",
"[1] \"2011-08-11 00:00:00 IBM 100 @ 166.729996\"\n",
"[1] \"2011-08-29 00:00:00 IBM -200 @ 172.619995\"\n",
"[1] \"2011-10-11 00:00:00 IBM -100 @ 185\"\n",
"[1] \"2011-10-17 00:00:00 IBM -100 @ 186.589996\"\n",
"[1] \"2011-10-19 00:00:00 IBM 200 @ 177.389999\"\n",
"[1] \"2011-11-25 00:00:00 IBM 100 @ 177.059998\"\n",
"[1] \"2011-12-01 00:00:00 IBM -100 @ 189.449997\"\n",
"[1] \"2012-01-23 00:00:00 IBM -100 @ 189.979996\"\n",
"[1] \"2012-02-16 00:00:00 IBM 100 @ 193.020004\"\n",
"[1] \"2012-02-24 00:00:00 IBM -100 @ 197.759995\"\n",
"[1] \"2012-03-06 00:00:00 IBM -100 @ 197.259995\"\n",
"[1] \"2012-04-05 00:00:00 IBM 200 @ 205.470001\"\n",
"[1] \"2012-04-11 00:00:00 IBM 100 @ 202.580002\"\n",
"[1] \"2012-04-17 00:00:00 IBM -100 @ 207.449997\"\n",
"[1] \"2012-04-19 00:00:00 IBM 100 @ 199.509995\"\n",
"[1] \"2012-04-27 00:00:00 IBM -100 @ 206.809998\"\n",
"[1] \"2012-06-04 00:00:00 IBM 100 @ 188.539993\"\n",
"[1] \"2012-06-08 00:00:00 IBM -100 @ 195.139999\"\n",
"[1] \"2012-07-11 00:00:00 IBM 100 @ 185.25\"\n",
"[1] \"2012-07-20 00:00:00 IBM -100 @ 192.449997\"\n",
"[1] \"2012-08-31 00:00:00 IBM 100 @ 194.850006\"\n",
"[1] \"2012-09-07 00:00:00 IBM -100 @ 199.5\"\n",
"[1] \"2012-09-12 00:00:00 IBM -100 @ 203.770004\"\n",
"[1] \"2012-10-11 00:00:00 IBM 100 @ 205.759995\"\n",
"[1] \"2012-10-18 00:00:00 IBM 100 @ 194.960007\"\n",
"[1] \"2012-11-26 00:00:00 IBM -100 @ 192.880005\"\n",
"[1] \"2012-12-19 00:00:00 IBM -100 @ 195.080002\"\n",
"[1] \"2012-12-24 00:00:00 IBM 100 @ 192.399994\"\n",
"[1] \"2013-01-03 00:00:00 IBM -100 @ 195.270004\"\n",
"[1] \"2013-01-07 00:00:00 IBM 100 @ 193.139999\"\n",
"[1] \"2013-01-23 00:00:00 IBM -100 @ 204.720001\"\n",
"[1] \"2013-02-08 00:00:00 IBM 100 @ 201.679993\"\n",
"[1] \"2013-03-05 00:00:00 IBM -100 @ 206.529999\"\n",
"[1] \"2013-03-15 00:00:00 IBM -100 @ 214.919998\"\n",
"[1] \"2013-03-28 00:00:00 IBM 200 @ 213.300003\"\n",
"[1] \"2013-04-19 00:00:00 IBM 100 @ 190\"\n",
"[1] \"2013-05-06 00:00:00 IBM -100 @ 202.779999\"\n",
"[1] \"2013-06-13 00:00:00 IBM 100 @ 203.770004\"\n",
"[1] \"2013-06-19 00:00:00 IBM -100 @ 201.940002\"\n",
"[1] \"2013-06-21 00:00:00 IBM 100 @ 195.460007\"\n",
"[1] \"2013-07-01 00:00:00 IBM 100 @ 191.279999\"\n",
"[1] \"2013-07-18 00:00:00 IBM -200 @ 197.990005\"\n",
"[1] \"2013-08-07 00:00:00 IBM 100 @ 188.559998\"\n",
"[1] \"2013-09-10 00:00:00 IBM -100 @ 186.600006\"\n",
"[1] \"2013-09-12 00:00:00 IBM -100 @ 190.729996\"\n",
"[1] \"2013-09-19 00:00:00 IBM -100 @ 193.389999\"\n",
"[1] \"2013-09-30 00:00:00 IBM 200 @ 185.179993\"\n",
"[1] \"2013-10-08 00:00:00 IBM 100 @ 178.720001\"\n",
"[1] \"2013-10-17 00:00:00 IBM -100 @ 174.830002\"\n",
"[1] \"2013-10-18 00:00:00 IBM 100 @ 173.779999\"\n",
"[1] \"2013-10-30 00:00:00 IBM -100 @ 180.149994\"\n",
"[1] \"2013-12-24 00:00:00 IBM -100 @ 183.220001\"\n",
"[1] \"2014-01-15 00:00:00 IBM 100 @ 187.740005\"\n",
"[1] \"2014-01-27 00:00:00 IBM 100 @ 177.899994\"\n",
"[1] \"2014-02-04 00:00:00 IBM 100 @ 172.839996\"\n",
"[1] \"2014-02-12 00:00:00 IBM -200 @ 180.240005\"\n",
"[1] \"2014-03-26 00:00:00 IBM -100 @ 192.619995\"\n",
"[1] \"2014-04-02 00:00:00 IBM -100 @ 193.550003\"\n",
"[1] \"2014-04-21 00:00:00 IBM 200 @ 192.270004\"\n",
"[1] \"2014-05-16 00:00:00 IBM 100 @ 187.059998\"\n",
"[1] \"2014-05-21 00:00:00 IBM 100 @ 186.389999\"\n",
"[1] \"2014-06-09 00:00:00 IBM -200 @ 186.220001\"\n",
"[1] \"2014-06-12 00:00:00 IBM 100 @ 181.220001\"\n",
"[1] \"2014-06-20 00:00:00 IBM -100 @ 181.550003\"\n",
"[1] \"2014-07-03 00:00:00 IBM -100 @ 188.529999\"\n",
"[1] \"2014-07-17 00:00:00 IBM -100 @ 192.490005\"\n",
"[1] \"2014-08-04 00:00:00 IBM 200 @ 189.639999\"\n",
"[1] \"2014-08-08 00:00:00 IBM 100 @ 186.630005\"\n",
"[1] \"2014-08-20 00:00:00 IBM -100 @ 190.100006\"\n",
"[1] \"2014-09-19 00:00:00 IBM -100 @ 194\"\n",
"[1] \"2014-09-24 00:00:00 IBM 100 @ 192.309998\"\n",
"[1] \"2014-09-26 00:00:00 IBM 100 @ 190.059998\"\n",
"[1] \"2014-10-02 00:00:00 IBM 100 @ 186.910004\"\n",
"[1] \"2014-11-17 00:00:00 IBM -200 @ 164.160004\"\n",
"[1] \"2014-11-21 00:00:00 IBM 100 @ 160.919998\"\n",
"[1] \"2014-11-25 00:00:00 IBM -100 @ 161.759995\"\n",
"[1] \"2014-12-04 00:00:00 IBM -100 @ 164.050003\"\n",
"[1] \"2014-12-09 00:00:00 IBM 100 @ 162.990005\"\n",
"[1] \"2014-12-11 00:00:00 IBM 100 @ 161.070007\"\n",
"[1] \"2014-12-15 00:00:00 IBM 100 @ 153.059998\"\n",
"[1] \"2014-12-22 00:00:00 IBM -200 @ 161.440002\"\n",
"[1] \"2015-01-22 00:00:00 IBM 100 @ 155.389999\"\n",
"[1] \"2015-01-27 00:00:00 IBM -100 @ 153.669998\"\n",
"[1] \"2015-01-29 00:00:00 IBM 100 @ 155.479996\"\n",
"[1] \"2015-02-04 00:00:00 IBM -100 @ 156.960007\"\n",
"[1] \"2015-02-17 00:00:00 IBM -100 @ 160.960007\"\n",
"[1] \"2015-03-03 00:00:00 IBM 100 @ 161.029999\"\n",
"[1] \"2015-03-12 00:00:00 IBM 100 @ 157.979996\"\n",
"[1] \"2015-03-16 00:00:00 IBM 100 @ 157.080002\"\n",
"[1] \"2015-03-19 00:00:00 IBM -200 @ 159.809998\"\n",
"[1] \"2015-04-21 00:00:00 IBM -100 @ 164.259995\"\n",
"[1] \"2015-04-24 00:00:00 IBM -100 @ 169.779999\"\n",
"[1] \"2015-05-13 00:00:00 IBM 200 @ 172.279999\"\n",
"[1] \"2015-05-27 00:00:00 IBM 100 @ 172\"\n",
"[1] \"2015-06-01 00:00:00 IBM 100 @ 170.179993\"\n",
"[1] \"2015-06-24 00:00:00 IBM -200 @ 166.970001\"\n",
"[1] \"2015-06-30 00:00:00 IBM 100 @ 162.660004\"\n",
"[1] \"2015-07-13 00:00:00 IBM -100 @ 169.380005\"\n",
"[1] \"2015-07-17 00:00:00 IBM -100 @ 172.509995\"\n",
"[1] \"2015-07-22 00:00:00 IBM 100 @ 160.350006\"\n",
"[1] \"2015-08-24 00:00:00 IBM 100 @ 143.470001\"\n",
"[1] \"2015-09-16 00:00:00 IBM -100 @ 148.410004\"\n",
"[1] \"2015-09-29 00:00:00 IBM 100 @ 142.470001\"\n",
"[1] \"2015-10-01 00:00:00 IBM -100 @ 143.589996\"\n",
"[1] \"2015-10-08 00:00:00 IBM -100 @ 152.279999\"\n",
"[1] \"2015-10-21 00:00:00 IBM 100 @ 140.919998\"\n",
"[1] \"2015-10-28 00:00:00 IBM 100 @ 140.830002\"\n",
"[1] \"2015-11-16 00:00:00 IBM 100 @ 133.710007\"\n",
"[1] \"2015-11-23 00:00:00 IBM -200 @ 138.460007\"\n",
"[1] \"2015-12-21 00:00:00 IBM 100 @ 135.5\"\n",
"[1] \"2015-12-23 00:00:00 IBM -100 @ 138.539993\"\n",
"[1] \"2016-01-08 00:00:00 IBM 100 @ 131.630005\"\n",
"[1] \"2016-01-14 00:00:00 IBM 100 @ 132.910004\"\n",
"[1] \"2016-02-05 00:00:00 IBM -200 @ 128.570007\"\n",
"[1] \"2016-02-19 00:00:00 IBM -100 @ 133.080002\"\n",
"[1] \"2016-03-18 00:00:00 IBM -100 @ 147.089996\"\n",
"[1] \"2016-04-20 00:00:00 IBM 100 @ 146.110001\"\n",
"[1] \"2016-04-22 00:00:00 IBM 100 @ 148.5\"\n",
"[1] \"2016-05-26 00:00:00 IBM -100 @ 152.440002\"\n",
"[1] \"2016-06-14 00:00:00 IBM 100 @ 151.059998\"\n",
"[1] \"2016-06-24 00:00:00 IBM -100 @ 146.589996\"\n",
"[1] \"2016-06-27 00:00:00 IBM 100 @ 143.5\"\n",
"[1] \"2016-07-15 00:00:00 IBM -100 @ 159.779999\"\n",
"[1] \"2016-08-12 00:00:00 IBM -100 @ 161.949997\"\n",
"[1] \"2016-08-17 00:00:00 IBM 200 @ 160.440002\"\n",
"[1] \"2016-08-25 00:00:00 IBM 100 @ 158.630005\"\n",
"[1] \"2016-09-07 00:00:00 IBM -100 @ 161.639999\"\n",
"[1] \"2016-09-12 00:00:00 IBM 100 @ 158.289993\"\n",
"[1] \"2016-09-14 00:00:00 IBM 100 @ 154.050003\"\n",
"[1] \"2016-09-29 00:00:00 IBM -200 @ 158.110001\"\n",
"[1] \"2016-10-19 00:00:00 IBM 100 @ 151.259995\"\n",
"[1] \"2016-10-24 00:00:00 IBM 100 @ 150.570007\"\n",
"[1] \"2016-10-31 00:00:00 IBM -200 @ 153.690002\"\n",
"[1] \"2016-11-11 00:00:00 IBM -100 @ 161.270004\"\n",
"[1] \"2016-12-02 00:00:00 IBM 100 @ 160.020004\"\n",
"[1] \"2016-12-09 00:00:00 IBM -100 @ 166.520004\"\n",
"[1] \"2016-12-14 00:00:00 IBM -100 @ 168.509995\"\n",
"[1] \"2017-01-03 00:00:00 IBM 200 @ 167.190002\"\n",
"[1] \"2017-01-09 00:00:00 IBM -100 @ 167.649994\"\n",
"[1] \"2017-01-11 00:00:00 IBM 100 @ 167.75\"\n",
"[1] \"2017-01-23 00:00:00 IBM -100 @ 171.029999\"\n",
"[1] \"2017-03-07 00:00:00 IBM 100 @ 180.380005\"\n",
"[1] \"2017-03-10 00:00:00 IBM 100 @ 177.830002\"\n",
"[1] \"2017-03-22 00:00:00 IBM 100 @ 174.779999\"\n",
"[1] \"2017-04-06 00:00:00 IBM -200 @ 172.449997\"\n",
"[1] \"2017-04-11 00:00:00 IBM 100 @ 170.580002\"\n",
"[1] \"2017-04-17 00:00:00 IBM 100 @ 171.100006\"\n",
"[1] \"2017-06-02 00:00:00 IBM -200 @ 152.050003\"\n",
"[1] \"2017-06-12 00:00:00 IBM -100 @ 155.179993\"\n",
"[1] \"2017-06-19 00:00:00 IBM -100 @ 154.839996\"\n",
"[1] \"2017-06-30 00:00:00 IBM 200 @ 153.830002\"\n",
"[1] \"2017-07-07 00:00:00 IBM 100 @ 152.940002\"\n",
"[1] \"2017-07-13 00:00:00 IBM -100 @ 153.630005\"\n",
"[1] \"2017-07-20 00:00:00 IBM 100 @ 147.660004\"\n",
"[1] \"2017-08-21 00:00:00 IBM 100 @ 140.330002\"\n",
"[1] \"2017-08-24 00:00:00 IBM -200 @ 142.940002\"\n",
"[1] \"2017-09-13 00:00:00 IBM -100 @ 145.990005\"\n",
"[1] \"2017-09-29 00:00:00 IBM 100 @ 145.080002\"\n",
"[1] \"2017-10-10 00:00:00 IBM -100 @ 148.5\"\n",
"[1] \"2017-10-18 00:00:00 IBM 100 @ 159.529999\"\n",
"[1] \"2017-10-19 00:00:00 IBM -100 @ 160.899994\"\n",
"[1] \"2017-11-06 00:00:00 IBM 100 @ 150.839996\"\n",
"[1] \"2017-12-04 00:00:00 IBM -100 @ 156.460007\"\n",
"[1] \"2017-12-18 00:00:00 IBM 100 @ 153.330002\"\n",
"[1] \"2018-01-04 00:00:00 IBM -100 @ 161.699997\"\n",
"[1] \"2018-01-31 00:00:00 IBM 100 @ 163.699997\"\n",
"[1] \"2018-02-05 00:00:00 IBM 100 @ 152.529999\"\n",
"[1] \"2018-02-27 00:00:00 IBM -100 @ 156.550003\"\n",
"[1] \"2018-03-13 00:00:00 IBM -100 @ 159.320007\"\n",
"[1] \"2018-03-20 00:00:00 IBM 100 @ 156.199997\"\n",
"[1] \"2018-03-23 00:00:00 IBM 100 @ 148.889999\"\n",
"[1] \"2018-04-11 00:00:00 IBM -100 @ 155.360001\"\n",
"[1] \"2018-04-18 00:00:00 IBM -100 @ 148.789993\"\n",
"[1] \"2018-04-19 00:00:00 IBM 100 @ 147.699997\"\n",
"[1] \"2018-04-23 00:00:00 IBM 100 @ 145.860001\"\n",
"[1] \"2018-05-17 00:00:00 IBM -100 @ 144.5\"\n",
"[1] \"2018-05-30 00:00:00 IBM 100 @ 142.619995\"\n",
"[1] \"2018-06-06 00:00:00 IBM -100 @ 144.710007\"\n",
"[1] \"2018-06-26 00:00:00 IBM 100 @ 139.080002\"\n",
"[1] \"2018-06-28 00:00:00 IBM 100 @ 140.039993\"\n",
"[1] \"2018-07-09 00:00:00 IBM -200 @ 144.389999\"\n",
"[1] \"2018-07-20 00:00:00 IBM -100 @ 146.350006\"\n",
"[1] \"2018-07-31 00:00:00 IBM 100 @ 144.929993\"\n",
"[1] \"2018-09-14 00:00:00 IBM -100 @ 148.330002\"\n",
"[1] \"2018-09-20 00:00:00 IBM -100 @ 151.149994\"\n",
"[1] \"2018-10-08 00:00:00 IBM 200 @ 148.389999\"\n",
"[1] \"2018-10-11 00:00:00 IBM 100 @ 139.020004\"\n",
"[1] \"2018-10-18 00:00:00 IBM 100 @ 130.550003\"\n",
"[1] \"2018-11-20 00:00:00 IBM -200 @ 117.199997\"\n",
"[1] \"2018-12-18 00:00:00 IBM 100 @ 116.650002\"\n",
"[1] \"2018-12-21 00:00:00 IBM 100 @ 110.940002\"\n",
"[1] \"2019-01-07 00:00:00 IBM -200 @ 118.150002\"\n",
"[1] \"2019-01-24 00:00:00 IBM -100 @ 132.529999\"\n",
"[1] \"2019-03-07 00:00:00 IBM 100 @ 135.360001\"\n",
"[1] \"2019-04-02 00:00:00 IBM -100 @ 143\"\n",
"[1] \"2019-04-18 00:00:00 IBM 100 @ 140.330002\"\n",
"[1] \"2019-05-10 00:00:00 IBM 100 @ 135.320007\"\n",
"[1] \"2019-05-14 00:00:00 IBM 100 @ 133.309998\"\n",
"[1] \"2019-06-06 00:00:00 IBM -200 @ 132.220001\"\n",
"[1] \"2019-07-16 00:00:00 IBM -100 @ 143.529999\"\n",
"[1] \"2019-07-19 00:00:00 IBM -100 @ 149.679993\"\n",
"[1] \"2019-08-05 00:00:00 IBM 200 @ 140.759995\"\n",
"[1] \"2019-08-12 00:00:00 IBM 100 @ 134.119995\"\n",
"[1] \"2019-08-15 00:00:00 IBM 100 @ 131.919998\"\n",
"[1] \"2019-08-30 00:00:00 IBM -200 @ 135.529999\"\n",
"[1] \"2019-09-06 00:00:00 IBM -100 @ 140.570007\"\n",
"[1] \"2019-10-03 00:00:00 IBM 100 @ 142.020004\"\n",
"[1] \"2019-10-09 00:00:00 IBM 100 @ 139.669998\"\n",
"[1] \"2019-10-14 00:00:00 IBM -100 @ 142.039993\"\n",
"[1] \"2019-10-18 00:00:00 IBM 100 @ 134.089996\"\n",
"[1] \"2019-11-05 00:00:00 IBM -100 @ 137.889999\"\n",
"[1] \"2020-01-10 00:00:00 IBM -100 @ 136.690002\"\n",
"[1] \"2020-01-17 00:00:00 IBM -100 @ 138.309998\"\n",
"[1] \"2020-01-31 00:00:00 IBM 200 @ 143.729996\"\n",
"[1] \"2020-02-04 00:00:00 IBM -100 @ 149.110001\"\n",
"[1] \"2020-02-25 00:00:00 IBM 100 @ 141.710007\"\n",
"[1] \"2020-02-28 00:00:00 IBM 100 @ 130.149994\"\n",
"[1] \"2020-03-04 00:00:00 IBM 100 @ 134.220001\"\n",
"[1] \"2020-03-31 00:00:00 IBM -200 @ 110.93\"\n",
"[1] \"2020-04-09 00:00:00 IBM -100 @ 121.5\"\n",
"[1] \"2020-04-22 00:00:00 IBM 100 @ 119.309998\"\n",
"\n",
"> # look at the order book\n",
"> #getOrderBook('bbands')\n",
"> end_t<-Sys.time()\n",
"\n",
"> print(\"strat execution time:\")\n",
"[1] \"strat execution time:\"\n",
"\n",
"> print(end_t-start_t)\n",
"Time difference of 7.065678 secs\n",
"\n",
"> start_t<-Sys.time()\n",
"\n",
"> updatePortf(Portfolio='bbands',Dates=paste('::',as.Date(Sys.time()),sep=''))\n",
"[1] \"bbands\"\n",
"\n",
"> end_t<-Sys.time()\n",
"\n",
"> print(\"updatePortf execution time:\")\n",
"[1] \"updatePortf execution time:\"\n",
"\n",
"> print(end_t-start_t)\n",
"Time difference of 0.1161079 secs\n",
"\n",
"> chart.Posn(Portfolio='bbands',Symbol=stock.str)\n",
"\n",
"> plot(add_BBands(on=1,sd=SD,n=N))\n",
"\n",
"> ###############################################################################\n",
"> # R (http://r-project.org/) Quantitative Strategy Model Framework\n",
"> #\n",
"> # Copyright (c) 2009-2012\n",
"> # Peter Carl, Dirk Eddelbuettel, Brian G. Peterson, Jeffrey Ryan, and Joshua Ulrich \n",
"> #\n",
"> # This library is distributed under the terms of the GNU Public License (GPL)\n",
"> # for full details see the file COPYING\n",
"> #\n",
"> # $Id$\n",
"> #\n",
"> ###############################################################################\n"
]
},
{
"data": {
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R\n",
"require(quantstrat)\n",
"demo('bbands')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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