三重动量趋势追踪策略及其 R 实现

Sat, 09 May 2015 00:00:00 +0000

knitr::opts_chunk$set(echo = TRUE, warning = FALSE, cache = FALSE, root.dir = here::here())

引言

该回测系统采用三重技术指标组合策略，主要逻辑架构如下：

核心策略逻辑

趋势判断层：通过EMA(12)与EMA(26)双均线组合识别中期趋势方向，当快线上穿慢线时判定为上升趋势。
动量验证层：计算快线EMA(12)的ROC(9)指标，确保价格变动具备持续动能。
趋势过滤层：引入SMA(200)作为长期趋势基准，要求价格必须位于年线上方才允许做多。

信号生成机制

多头信号触发条件（同时满足）：

EMA(12) > EMA(26)（双均线金叉）
ROC(9) > 0（正向动量确认）
收盘价 > SMA(200)（处于长期上升趋势）

空头信号触发条件（同时满足）：

EMA(12) < EMA(26)（双均线死叉）
ROC(9) < 0（负向动量确认）
收盘价 < SMA(200)（处于长期下降趋势）

风险控制设计

采用固定100股交易量简化头寸管理。
通过quantstrat的ruleSignal机制实现市价单即时成交。
绩效分析模块自动计算夏普比率、最大回撤等关键指标57

该策略通过多指标协同验证，既保留EMA对趋势的敏感度，又利用SMA过滤假突破信号，同时ROC指标确保入场时点具备足够动能。回测框架严格遵循事件驱动原则，模拟真实交易中的订单撮合流程

R代码实现

# 加载必要的包
library(quantstrat)

## Loading required package: quantmod

## Loading required package: xts

## Loading required package: zoo

## 
## Attaching package: 'zoo'

## The following objects are masked from 'package:base':
## 
## as.Date, as.Date.numeric

## Loading required package: TTR

## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo

## Loading required package: blotter

## Loading required package: FinancialInstrument

## Loading required package: PerformanceAnalytics

## 
## Attaching package: 'PerformanceAnalytics'

## The following object is masked from 'package:graphics':
## 
## legend

## Loading required package: foreach

library(TTR)
library(PerformanceAnalytics)
library(xts)
library(quantmod)
# 设置环境选项
options(width = 240)
Sys.setenv(TZ = "GMT")

# 清理旧的策略对象
if (exists(".strategy", envir = globalenv())) {
 strategy_env <- get(".strategy", envir = globalenv())
 strategy_objects <- ls(strategy_env)
 for (obj in strategy_objects) {
 rm(list = obj, envir = strategy_env)
 }
}

# 清理投资组合相关对象
if (exists(".blotter", envir = globalenv())) {
 blotter_env <- get(".blotter", envir = globalenv())
 blotter_objects <- ls(blotter_env)
 for (obj in blotter_objects) {
 rm(list = obj, envir = blotter_env)
 }
}


# 1. 初始化环境
currency("USD")

## [1] "USD"

stock("AAPL", currency="USD", multiplier=1)

## [1] "AAPL"

initDate <- "2010-01-01"
endDate <- "2025-05-25"
initEq <- 100000

# 2. 优化后的策略函数
rocEmaStrategy <- function(priceData, 
 fastEMA = 12, 
 slowEMA = 26, 
 rocPeriod = 9,
 smaFilter = 200) {
 # 计算三重技术指标
 fastMA <- EMA(Cl(priceData), fastEMA)
 slowMA <- EMA(Cl(priceData), slowEMA)
 roc <- ROC(fastMA, rocPeriod)
 trendFilter <- SMA(Cl(priceData), smaFilter) # 新增SMA趋势过滤器
 
 # 生成交易信号
 signal <- ifelse(
 fastMA > slowMA & roc > 0 & Cl(priceData) > trendFilter, 1,
 ifelse(
 fastMA < slowMA & roc < 0 & Cl(priceData) < trendFilter, -1, 
 0
 )
 )
 xts(na.locf(signal), order.by=index(priceData))
}

# 3. 回测配置
strategy.st <- "enhanced_roc_ema"
portfolio.st <- "quant"
account.st <- "quant"

# 清除旧策略
suppressWarnings(rm.strat(strategy.st))

# 初始化组合
initPortf(portfolio.st, "AAPL", initDate=initDate)

## [1] "quant"

initAcct(account.st, portfolios=portfolio.st, 
 initDate=initDate, initEq=initEq)

## [1] "quant"

initOrders(portfolio.st, initDate=initDate)
strategy(strategy.st, store=TRUE)

# 4. 添加策略组件
add.indicator(strategy.st, name="rocEmaStrategy",
 arguments=list(priceData=quote(mktdata),
 fastEMA=12, slowEMA=26,
 rocPeriod=9, smaFilter=200),
 label="signal")

## [1] "enhanced_roc_ema"

# 交易信号规则
add.signal(strategy.st, name="sigThreshold",
 arguments=list(column="signal",
 threshold=0.5, 
 relationship="gt"),
 label="longEntry")

## [1] "enhanced_roc_ema"

add.signal(strategy.st, name="sigThreshold",
 arguments=list(column="signal",
 threshold=-0.5,
 relationship="lt"),
 label="shortEntry")

## [1] "enhanced_roc_ema"

# 交易执行规则
add.rule(strategy.st, name="ruleSignal",
 arguments=list(sigcol="longEntry", sigval=TRUE,
 orderqty=100, ordertype="market",
 orderside="long", replace=FALSE,
 prefer="Open"),
 type="enter")

## [1] "enhanced_roc_ema"

add.rule(strategy.st, name="ruleSignal",
 arguments=list(sigcol="shortEntry", sigval=TRUE,
 orderqty=-100, ordertype="market",
 orderside="short", replace=FALSE,
 prefer="Open"),
 type="enter")

## [1] "enhanced_roc_ema"

# 5. 执行回测
getSymbols("AAPL", from=initDate, to=endDate, adjust=TRUE)

## [1] "AAPL"

applyStrategy(strategy.st, portfolio.st)

## [1] "2010-10-19 00:00:00 AAPL 100 @ 0.0634460587102121"
## [1] "2010-10-20 00:00:00 AAPL 100 @ 0.0646171120660189"
## [1] "2010-10-21 00:00:00 AAPL 100 @ 0.065319744079503"
## [1] "2010-10-22 00:00:00 AAPL 100 @ 0.0646317477899565"
## [1] "2010-10-25 00:00:00 AAPL 100 @ 0.0646359358071077"
## [1] "2010-10-26 00:00:00 AAPL 100 @ 0.0641716968979132"
## [1] "2010-10-27 00:00:00 AAPL 100 @ 0.0643348062058937"
## [1] "2010-10-28 00:00:00 AAPL 100 @ 0.0643975371187952"
## [1] "2010-10-29 00:00:00 AAPL 100 @ 0.0636196268930247"
## [1] "2010-11-01 00:00:00 AAPL 100 @ 0.0631993007396659"
## [1] "2010-11-02 00:00:00 AAPL 100 @ 0.0641988799212357"
## [1] "2010-11-03 00:00:00 AAPL 100 @ 0.0651127164316641"
## [1] "2010-11-04 00:00:00 AAPL 100 @ 0.0659659160377667"
## [1] "2010-11-05 00:00:00 AAPL 100 @ 0.0664970738770137"
## [1] "2010-11-08 00:00:00 AAPL 100 @ 0.0663318705604577"
## [1] "2010-11-09 00:00:00 AAPL 100 @ 0.0671369693935735"
## [1] "2010-11-10 00:00:00 AAPL 100 @ 0.0662147624328656"
## [1] "2010-11-11 00:00:00 AAPL 100 @ 0.0658718140843916"
## [1] "2010-11-12 00:00:00 AAPL 100 @ 0.0660809301567832"
## [1] "2010-11-15 00:00:00 AAPL 100 @ 0.064504191955578"
## [1] "2010-11-16 00:00:00 AAPL 100 @ 0.063931209785048"
## [1] "2010-11-17 00:00:00 AAPL 100 @ 0.062986002234146"
## [1] "2010-11-18 00:00:00 AAPL 100 @ 0.0638224665237125"
## [1] "2010-12-01 00:00:00 AAPL 100 @ 0.0659282741396121"
## [1] "2010-12-02 00:00:00 AAPL 100 @ 0.0664008779150631"
## [1] "2010-12-03 00:00:00 AAPL 100 @ 0.0662921402377504"
## [1] "2010-12-06 00:00:00 AAPL 100 @ 0.0666330001616717"
## [1] "2010-12-07 00:00:00 AAPL 100 @ 0.0677120455726791"
## [1] "2010-12-08 00:00:00 AAPL 100 @ 0.0668400222254878"
## [1] "2010-12-09 00:00:00 AAPL 100 @ 0.0673628207825012"
## [1] "2010-12-10 00:00:00 AAPL 100 @ 0.0668442046586161"
## [1] "2010-12-13 00:00:00 AAPL 100 @ 0.0678312421248239"
## [1] "2010-12-14 00:00:00 AAPL 100 @ 0.0672791721199354"
## [1] "2010-12-15 00:00:00 AAPL 100 @ 0.0669173944463497"
## [1] "2010-12-16 00:00:00 AAPL 100 @ 0.0671453342598301"
## [1] "2010-12-17 00:00:00 AAPL 100 @ 0.0672582599542939"
## [1] "2010-12-20 00:00:00 AAPL 100 @ 0.06725198351259"
## [1] "2010-12-21 00:00:00 AAPL 100 @ 0.0675447482475475"
## [1] "2010-12-22 00:00:00 AAPL 100 @ 0.0678291481162483"
## [1] "2010-12-23 00:00:00 AAPL 100 @ 0.0679629859763536"
## [1] "2010-12-27 00:00:00 AAPL 100 @ 0.0675133827910967"
## [1] "2010-12-28 00:00:00 AAPL 100 @ 0.0681532783076565"
## [1] "2010-12-29 00:00:00 AAPL 100 @ 0.0682181032291335"
## [1] "2010-12-30 00:00:00 AAPL 100 @ 0.0680633587874097"
## [1] "2010-12-31 00:00:00 AAPL 100 @ 0.0675342949567382"
## [1] "2011-01-03 00:00:00 AAPL 100 @ 0.068096818252436"
## [1] "2011-01-04 00:00:00 AAPL 100 @ 0.0695188120119174"
## [1] "2011-01-05 00:00:00 AAPL 100 @ 0.0689144643849366"
## [1] "2011-01-06 00:00:00 AAPL 100 @ 0.0699955982204967"
## [1] "2011-01-07 00:00:00 AAPL 100 @ 0.0698429422033255"
## [1] "2011-01-10 00:00:00 AAPL 100 @ 0.0708550686842802"
## [1] "2011-01-11 00:00:00 AAPL 100 @ 0.072120229577485"
## [1] "2011-01-12 00:00:00 AAPL 100 @ 0.0717793696535637"
## [1] "2011-01-13 00:00:00 AAPL 100 @ 0.0721787780572582"
## [1] "2011-01-14 00:00:00 AAPL 100 @ 0.0723314340744293"
## [1] "2011-01-18 00:00:00 AAPL 100 @ 0.0689081879432328"
## [1] "2011-01-19 00:00:00 AAPL 100 @ 0.0728458565971404"
## [1] "2011-01-20 00:00:00 AAPL 100 @ 0.0703531878769312"
## [1] "2011-01-21 00:00:00 AAPL 100 @ 0.0697969354389143"
## [1] "2011-01-24 00:00:00 AAPL 100 @ 0.0683540350978144"
## [1] "2011-01-25 00:00:00 AAPL 100 @ 0.0703322812953126"
## [1] "2011-01-26 00:00:00 AAPL 100 @ 0.071718721581192"
## [1] "2011-01-27 00:00:00 AAPL 100 @ 0.071890195755429"
## [1] "2011-01-28 00:00:00 AAPL 100 @ 0.0719717559934421"
## [1] "2011-01-31 00:00:00 AAPL 100 @ 0.0702214440254014"
## [1] "2011-02-01 00:00:00 AAPL 100 @ 0.0713715907995897"
## [1] "2011-02-02 00:00:00 AAPL 100 @ 0.0720303100572382"
## [1] "2011-02-03 00:00:00 AAPL 100 @ 0.0718943781885573"
## [1] "2011-02-04 00:00:00 AAPL 100 @ 0.071860918723531"
## [1] "2011-02-07 00:00:00 AAPL 100 @ 0.0727496662192126"
## [1] "2011-02-08 00:00:00 AAPL 100 @ 0.0739604554817496"
## [1] "2011-02-09 00:00:00 AAPL 100 @ 0.0742762208069012"
## [1] "2011-02-10 00:00:00 AAPL 100 @ 0.0747362828669902"
## [1] "2011-02-11 00:00:00 AAPL 100 @ 0.0741842128621017"
## [1] "2011-02-14 00:00:00 AAPL 100 @ 0.0746108098731415"
## [1] "2011-02-15 00:00:00 AAPL 100 @ 0.0751126850964677"
## [1] "2011-02-16 00:00:00 AAPL 100 @ 0.0754493625872607"
## [1] "2011-02-17 00:00:00 AAPL 100 @ 0.0747070058350922"
## [1] "2011-02-18 00:00:00 AAPL 100 @ 0.0750123122854116"
## [1] "2011-02-22 00:00:00 AAPL 100 @ 0.0715493358315077"
## [1] "2011-02-23 00:00:00 AAPL 100 @ 0.0708425269689182"
## [1] "2011-02-24 00:00:00 AAPL 100 @ 0.0719403905369914"
## [1] "2011-02-25 00:00:00 AAPL 100 @ 0.0721996902228996"
## [1] "2011-03-08 00:00:00 AAPL 100 @ 0.0742176667431051"
## [1] "2011-03-09 00:00:00 AAPL 100 @ 0.0741716599786939"
## [1] "2011-03-10 00:00:00 AAPL 100 @ 0.0730068774805681"
## [1] "2011-03-11 00:00:00 AAPL 100 @ 0.0722143259468372"
## [1] "2011-03-14 00:00:00 AAPL 100 @ 0.0738558946535424"
## [1] "2011-03-15 00:00:00 AAPL 100 @ 0.0715388825406984"
## [1] "2011-03-16 00:00:00 AAPL 100 @ 0.071517970375057"
## [1] "2011-04-01 00:00:00 AAPL 100 @ 0.0734230267848215"
## [1] "2011-04-27 00:00:00 AAPL 100 @ 0.0736593258805356"
## [1] "2011-04-28 00:00:00 AAPL 100 @ 0.0723941705713537"
## [1] "2011-04-29 00:00:00 AAPL 100 @ 0.0725175495566268"
## [1] "2011-05-02 00:00:00 AAPL 100 @ 0.0731365329075451"
## [1] "2011-05-03 00:00:00 AAPL 100 @ 0.072770578384854"
## [1] "2011-05-04 00:00:00 AAPL 100 @ 0.0728270384400745"
## [1] "2011-05-05 00:00:00 AAPL 100 @ 0.0728563154719725"
## [1] "2011-05-06 00:00:00 AAPL 100 @ 0.0731260796167358"
## [1] "2011-05-09 00:00:00 AAPL 100 @ 0.0727433897775087"
## [1] "2011-05-10 00:00:00 AAPL 100 @ 0.0729587822916042"
## [1] "2011-05-11 00:00:00 AAPL 100 @ 0.0729859708989495"
## [1] "2011-05-12 00:00:00 AAPL 100 @ 0.0723795348474161"
## [1] "2011-05-13 00:00:00 AAPL 100 @ 0.0722833388854654"
## [1] "2011-05-16 00:00:00 AAPL 100 @ 0.070932446489165"
## [1] "2011-06-17 00:00:00 AAPL -100 @ 0.0687973618413674"
## [1] "2011-06-20 00:00:00 AAPL -100 @ 0.066365330025484"
## [1] "2011-06-21 00:00:00 AAPL -100 @ 0.0662231328831451"
## [1] "2011-06-22 00:00:00 AAPL -100 @ 0.067996439857357"
## [1] "2011-06-23 00:00:00 AAPL -100 @ 0.0666957310745732"
## [1] "2011-06-27 00:00:00 AAPL -100 @ 0.06850459710641"
## [1] "2011-07-06 00:00:00 AAPL 100 @ 0.0729713295909891"
## [1] "2011-07-07 00:00:00 AAPL 100 @ 0.0741674831295885"
## [1] "2011-07-08 00:00:00 AAPL 100 @ 0.0738893541185687"
## [1] "2011-07-11 00:00:00 AAPL 100 @ 0.0745167079197664"
## [1] "2011-07-12 00:00:00 AAPL 100 @ 0.073929084441276"
## [1] "2011-07-13 00:00:00 AAPL 100 @ 0.0749328460559741"
## [1] "2011-07-14 00:00:00 AAPL 100 @ 0.0754932809271192"
## [1] "2011-07-15 00:00:00 AAPL 100 @ 0.0755267403921455"
## [1] "2011-07-18 00:00:00 AAPL 100 @ 0.0764175763123798"
## [1] "2011-07-19 00:00:00 AAPL 100 @ 0.0790461769012699"
## [1] "2011-07-20 00:00:00 AAPL 100 @ 0.0828353775551575"
## [1] "2011-07-21 00:00:00 AAPL 100 @ 0.0809177738460081"
## [1] "2011-07-22 00:00:00 AAPL 100 @ 0.0812042621392617"
## [1] "2011-07-25 00:00:00 AAPL 100 @ 0.0816287651417259"
## [1] "2011-07-26 00:00:00 AAPL 100 @ 0.0836467472459543"
## [1] "2011-07-27 00:00:00 AAPL 100 @ 0.0837701262312274"
## [1] "2011-07-28 00:00:00 AAPL 100 @ 0.0818943524373838"
## [1] "2011-07-29 00:00:00 AAPL 100 @ 0.0810620649969227"
## [1] "2011-08-01 00:00:00 AAPL 100 @ 0.0831825083367598"
## [1] "2011-08-02 00:00:00 AAPL 100 @ 0.0831553253134374"
## [1] "2011-08-03 00:00:00 AAPL 100 @ 0.0817605089932556"
## [1] "2011-08-04 00:00:00 AAPL 100 @ 0.081432201952742"
## [1] "2011-08-05 00:00:00 AAPL 100 @ 0.0795564225748755"
## [1] "2011-08-08 00:00:00 AAPL 100 @ 0.0756354780694582"
## [1] "2011-08-31 00:00:00 AAPL 100 @ 0.08167477749016"
## [1] "2011-09-01 00:00:00 AAPL 100 @ 0.080681474750294"
## [1] "2011-09-02 00:00:00 AAPL 100 @ 0.0783644514694044"
## [1] "2011-09-06 00:00:00 AAPL 100 @ 0.0768232611577782"
## [1] "2011-09-07 00:00:00 AAPL 100 @ 0.0806271031196263"
## [1] "2011-09-08 00:00:00 AAPL 100 @ 0.0799662898534022"
## [1] "2011-09-09 00:00:00 AAPL 100 @ 0.0802862431957049"
## [1] "2011-09-12 00:00:00 AAPL 100 @ 0.0780005965393118"
## [1] "2011-09-13 00:00:00 AAPL 100 @ 0.0799119182227344"
## [1] "2011-09-14 00:00:00 AAPL 100 @ 0.0809324095699457"
## [1] "2011-09-15 00:00:00 AAPL 100 @ 0.0818546165306536"
## [1] "2011-09-16 00:00:00 AAPL 100 @ 0.0827140869944371"
## [1] "2011-09-19 00:00:00 AAPL 100 @ 0.0830193934447565"
## [1] "2011-09-20 00:00:00 AAPL 100 @ 0.0868357771219666"
## [1] "2011-09-21 00:00:00 AAPL 100 @ 0.0877538016495462"
## [1] "2011-09-22 00:00:00 AAPL 100 @ 0.0838621397600498"
## [1] "2011-09-23 00:00:00 AAPL 100 @ 0.0837053013097503"
## [1] "2011-09-26 00:00:00 AAPL 100 @ 0.0836174702140563"
## [1] "2011-09-27 00:00:00 AAPL 100 @ 0.0854723374262813"
## [1] "2011-09-28 00:00:00 AAPL 100 @ 0.0836864775686616"
## [1] "2011-09-29 00:00:00 AAPL 100 @ 0.0840482552422472"
## [1] "2011-09-30 00:00:00 AAPL 100 @ 0.0809533217355871"
## [1] "2011-10-03 00:00:00 AAPL 100 @ 0.0795417868509379"
## [1] "2011-10-17 00:00:00 AAPL 100 @ 0.0881929515439938"
## [1] "2011-10-18 00:00:00 AAPL 100 @ 0.0881971283930992"
## [1] "2011-10-19 00:00:00 AAPL 100 @ 0.0839290586901024"
## [1] "2011-10-20 00:00:00 AAPL 100 @ 0.0836467472459543"
## [1] "2011-10-21 00:00:00 AAPL 100 @ 0.0832494272668125"
## [1] "2011-10-24 00:00:00 AAPL 100 @ 0.0828479248545424"
## [1] "2011-10-25 00:00:00 AAPL 100 @ 0.0846986040496163"
## [1] "2011-10-26 00:00:00 AAPL 100 @ 0.0840147901931981"
## [1] "2011-10-27 00:00:00 AAPL 100 @ 0.0852276678802878"
## [1] "2011-10-28 00:00:00 AAPL 100 @ 0.0842740954631292"
## [1] "2011-10-31 00:00:00 AAPL 100 @ 0.0841528104864316"
## [1] "2011-11-04 00:00:00 AAPL 100 @ 0.0840712558324414"
## [1] "2011-11-08 00:00:00 AAPL 100 @ 0.084108897730596"
## [1] "2011-11-09 00:00:00 AAPL 100 @ 0.0830131225870755"
## [1] "2011-11-28 00:00:00 AAPL -100 @ 0.0778646646706309"
## [1] "2011-12-12 00:00:00 AAPL 100 @ 0.0819068941527458"
## [1] "2011-12-13 00:00:00 AAPL 100 @ 0.08218292915519"
## [1] "2011-12-14 00:00:00 AAPL 100 @ 0.0808654906398931"
## [1] "2011-12-22 00:00:00 AAPL 100 @ 0.0830193934447565"
## [1] "2011-12-23 00:00:00 AAPL 100 @ 0.0835819223244772"
## [1] "2011-12-27 00:00:00 AAPL 100 @ 0.0842950132127935"
## [1] "2011-12-28 00:00:00 AAPL 100 @ 0.0850875647465244"
## [1] "2011-12-29 00:00:00 AAPL 100 @ 0.084357744125695"
## [1] "2011-12-30 00:00:00 AAPL 100 @ 0.0843807447158891"
## [1] "2012-01-03 00:00:00 AAPL 100 @ 0.0856124517280905"
## [1] "2012-01-04 00:00:00 AAPL 100 @ 0.0857379135538934"
## [1] "2012-01-05 00:00:00 AAPL 100 @ 0.0867730462090651"
## [1] "2012-01-06 00:00:00 AAPL 100 @ 0.0877809902568915"
## [1] "2012-01-09 00:00:00 AAPL 100 @ 0.0889792322200437"
## [1] "2012-01-10 00:00:00 AAPL 100 @ 0.0890649637231393"
## [1] "2012-01-11 00:00:00 AAPL 100 @ 0.0883895147329777"
## [1] "2012-01-12 00:00:00 AAPL 100 @ 0.0883058716544347"
## [1] "2012-01-13 00:00:00 AAPL 100 @ 0.0877663545329539"
## [1] "2012-01-17 00:00:00 AAPL 100 @ 0.0887073740667048"
## [1] "2012-01-18 00:00:00 AAPL 100 @ 0.0892845386703631"
## [1] "2012-01-19 00:00:00 AAPL 100 @ 0.0899516227942682"
## [1] "2012-01-20 00:00:00 AAPL 100 @ 0.0893953703562513"
## [1] "2012-01-23 00:00:00 AAPL 100 @ 0.088387426308425"
## [1] "2012-01-24 00:00:00 AAPL 100 @ 0.0888955835574779"
## [1] "2012-01-25 00:00:00 AAPL 100 @ 0.0950310677720846"
## [1] "2012-01-26 00:00:00 AAPL 100 @ 0.0937596416052217"
## [1] "2012-01-27 00:00:00 AAPL 100 @ 0.092918989298504"
## [1] "2012-01-30 00:00:00 AAPL 100 @ 0.0932054775917576"
## [1] "2012-01-31 00:00:00 AAPL 100 @ 0.095271549300927"
## [1] "2012-02-01 00:00:00 AAPL 100 @ 0.095861266787993"
## [1] "2012-02-02 00:00:00 AAPL 100 @ 0.0953363798064269"
## [1] "2012-02-03 00:00:00 AAPL 100 @ 0.0956291501254072"
## [1] "2012-02-06 00:00:00 AAPL 100 @ 0.0958549903462891"
## [1] "2012-02-07 00:00:00 AAPL 100 @ 0.0972916254137309"
## [1] "2012-02-08 00:00:00 AAPL 100 @ 0.0983894889818041"
## [1] "2012-02-09 00:00:00 AAPL 100 @ 0.100535026920411"
## [1] "2012-02-10 00:00:00 AAPL 100 @ 0.102668023143656"
## [1] "2012-02-13 00:00:00 AAPL 100 @ 0.104460148274934"
## [1] "2012-02-14 00:00:00 AAPL 100 @ 0.105532917244237"
## [1] "2012-02-15 00:00:00 AAPL 100 @ 0.107540440473633"
## [1] "2012-02-16 00:00:00 AAPL 100 @ 0.102780943254097"
## [1] "2012-02-17 00:00:00 AAPL 100 @ 0.105208787052829"
## [1] "2012-02-21 00:00:00 AAPL 100 @ 0.105997161737455"
## [1] "2012-02-22 00:00:00 AAPL 100 @ 0.107293682503087"
## [1] "2012-02-23 00:00:00 AAPL 100 @ 0.10771191464787"
## [1] "2012-02-24 00:00:00 AAPL 100 @ 0.108671763506733"
## [1] "2012-02-27 00:00:00 AAPL 100 @ 0.109014711855207"
## [1] "2012-02-28 00:00:00 AAPL 100 @ 0.11040534574226"
## [1] "2012-02-29 00:00:00 AAPL 100 @ 0.113249333261223"
## [1] "2012-03-01 00:00:00 AAPL 100 @ 0.114631591113974"
## [1] "2012-03-02 00:00:00 AAPL 100 @ 0.113809768132368"
## [1] "2012-03-05 00:00:00 AAPL 100 @ 0.114056526102915"
## [1] "2012-03-06 00:00:00 AAPL 100 @ 0.109506139371747"
## [1] "2012-03-07 00:00:00 AAPL 100 @ 0.112253936512782"
## [1] "2012-03-08 00:00:00 AAPL 100 @ 0.111812698193781"
## [1] "2012-03-09 00:00:00 AAPL 100 @ 0.113803491690664"
## [1] "2012-03-12 00:00:00 AAPL 100 @ 0.114800976863659"
## [1] "2012-03-13 00:00:00 AAPL 100 @ 0.11659102473843"
## [1] "2012-03-14 00:00:00 AAPL 100 @ 0.120880012191091"
## [1] "2012-03-15 00:00:00 AAPL 100 @ 0.12538856342293"
## [1] "2012-03-16 00:00:00 AAPL 100 @ 0.122274811759204"
## [1] "2012-03-19 00:00:00 AAPL 100 @ 0.125129263737022"
## [1] "2012-03-20 00:00:00 AAPL 100 @ 0.125367656841311"
## [1] "2012-03-21 00:00:00 AAPL 100 @ 0.12604310024745"
## [1] "2012-03-22 00:00:00 AAPL 100 @ 0.125005879167726"
## [1] "2012-03-23 00:00:00 AAPL 100 @ 0.125572590480575"
## [1] "2012-03-26 00:00:00 AAPL 100 @ 0.125426199737062"
## [1] "2012-03-27 00:00:00 AAPL 100 @ 0.12676246757747"
## [1] "2012-03-28 00:00:00 AAPL 100 @ 0.129313684777453"
## [1] "2012-03-29 00:00:00 AAPL 100 @ 0.128142637005669"
## [1] "2012-03-30 00:00:00 AAPL 100 @ 0.127304073123504"
## [1] "2012-04-02 00:00:00 AAPL 100 @ 0.125852807916147"
## [1] "2012-04-03 00:00:00 AAPL 100 @ 0.131179005280487"
## [1] "2012-04-04 00:00:00 AAPL 100 @ 0.130562115938144"
## [1] "2012-04-05 00:00:00 AAPL 100 @ 0.13111209751848"
## [1] "2012-04-09 00:00:00 AAPL 100 @ 0.130934346902539"
## [1] "2012-04-10 00:00:00 AAPL 100 @ 0.133820158752785"
## [1] "2012-04-11 00:00:00 AAPL 100 @ 0.133040160102462"
## [1] "2012-04-12 00:00:00 AAPL 100 @ 0.130698042222802"
## [1] "2012-04-13 00:00:00 AAPL 100 @ 0.130511926740605"
## [1] "2012-04-16 00:00:00 AAPL 100 @ 0.127573837268267"
## [1] "2012-04-17 00:00:00 AAPL 100 @ 0.121066127673288"
## [1] "2012-04-18 00:00:00 AAPL 100 @ 0.128339205778675"
## [1] "2012-04-19 00:00:00 AAPL 100 @ 0.125516124841331"
## [1] "2012-06-13 00:00:00 AAPL 100 @ 0.120141826704005"
## [1] "2012-06-14 00:00:00 AAPL 100 @ 0.119455918839011"
## [1] "2012-06-15 00:00:00 AAPL 100 @ 0.119405729641471"
## [1] "2012-06-18 00:00:00 AAPL 100 @ 0.11939737594326"
## [1] "2012-06-19 00:00:00 AAPL 100 @ 0.121998782340782"
## [1] "2012-06-20 00:00:00 AAPL 100 @ 0.123004632380033"
## [1] "2012-06-21 00:00:00 AAPL 100 @ 0.122425379351822"
## [1] "2012-06-22 00:00:00 AAPL 100 @ 0.121087034254907"
## [1] "2012-06-25 00:00:00 AAPL 100 @ 0.120723168156768"
## [1] "2012-06-26 00:00:00 AAPL 100 @ 0.119474736996077"
## [1] "2012-06-27 00:00:00 AAPL 100 @ 0.120242193931038"
## [1] "2012-06-28 00:00:00 AAPL 100 @ 0.11954584394328"
## [1] "2012-06-29 00:00:00 AAPL 100 @ 0.120869547732236"
## [1] "2012-07-02 00:00:00 AAPL 100 @ 0.122276911351802"
## [1] "2012-07-03 00:00:00 AAPL 100 @ 0.124399443116192"
## [1] "2012-07-05 00:00:00 AAPL 100 @ 0.125587220620489"
## [1] "2012-07-06 00:00:00 AAPL 100 @ 0.126952759908773"
## [1] "2012-07-09 00:00:00 AAPL 100 @ 0.126578440519825"
## [1] "2012-07-10 00:00:00 AAPL 100 @ 0.129227947690334"
## [1] "2012-07-11 00:00:00 AAPL 100 @ 0.126749914694062"
## [1] "2012-07-12 00:00:00 AAPL 100 @ 0.125520312858482"
## [1] "2012-07-13 00:00:00 AAPL 100 @ 0.126087024171331"
## [1] "2012-07-16 00:00:00 AAPL 100 @ 0.126540804205694"
## [1] "2012-07-17 00:00:00 AAPL 100 @ 0.127726493285438"
## [1] "2012-07-18 00:00:00 AAPL 100 @ 0.126848204664589"
## [1] "2012-07-19 00:00:00 AAPL 100 @ 0.12782896010507"
## [1] "2012-07-20 00:00:00 AAPL 100 @ 0.128194914627761"
## [1] "2012-07-23 00:00:00 AAPL 100 @ 0.124299064721113"
## [1] "2012-07-24 00:00:00 AAPL 100 @ 0.127013402397122"
## [1] "2012-07-25 00:00:00 AAPL 100 @ 0.120129284988643"
## [1] "2012-07-26 00:00:00 AAPL 100 @ 0.121237590679479"
## [1] "2012-08-07 00:00:00 AAPL 100 @ 0.130231709305032"
## [1] "2012-08-08 00:00:00 AAPL 100 @ 0.12952489485842"
## [1] "2012-08-09 00:00:00 AAPL 100 @ 0.146772159973339"
## [1] "2012-08-10 00:00:00 AAPL 100 @ 0.146976466634898"
## [1] "2012-08-13 00:00:00 AAPL 100 @ 0.148088215086154"
## [1] "2012-08-14 00:00:00 AAPL 100 @ 0.150102660500269"
## [1] "2012-08-15 00:00:00 AAPL 100 @ 0.149967255321505"
## [1] "2012-08-16 00:00:00 AAPL 100 @ 0.149945878227322"
## [1] "2012-08-17 00:00:00 AAPL 100 @ 0.152033969951071"
## [1] "2012-08-20 00:00:00 AAPL 100 @ 0.154411876713112"
## [1] "2012-08-21 00:00:00 AAPL 100 @ 0.159355351944705"
## [1] "2012-08-22 00:00:00 AAPL 100 @ 0.155459481195116"
## [1] "2012-08-23 00:00:00 AAPL 100 @ 0.158236473566486"
## [1] "2012-08-24 00:00:00 AAPL 100 @ 0.156668625463609"
## [1] "2012-08-27 00:00:00 AAPL 100 @ 0.161533709558729"
## [1] "2012-08-28 00:00:00 AAPL 100 @ 0.160343569970999"
## [1] "2012-08-29 00:00:00 AAPL 100 @ 0.160407713940251"
## [1] "2012-08-30 00:00:00 AAPL 100 @ 0.159312597756338"
## [1] "2012-08-31 00:00:00 AAPL 100 @ 0.158507283924014"
## [1] "2012-09-04 00:00:00 AAPL 100 @ 0.158153337603173"
## [1] "2012-09-05 00:00:00 AAPL 100 @ 0.160483732663305"
## [1] "2012-09-06 00:00:00 AAPL 100 @ 0.159913604927104"
## [1] "2012-09-07 00:00:00 AAPL 100 @ 0.161072852393566"
## [1] "2012-09-10 00:00:00 AAPL 100 @ 0.16164299281647"
## [1] "2012-09-11 00:00:00 AAPL 100 @ 0.157998927743646"
## [1] "2012-09-12 00:00:00 AAPL 100 @ 0.158412260520197"
## [1] "2012-09-13 00:00:00 AAPL 100 @ 0.16091132529378"
## [1] "2012-09-14 00:00:00 AAPL 100 @ 0.16390212666709"
## [1] "2012-09-17 00:00:00 AAPL 100 @ 0.166132740809862"
## [1] "2012-09-18 00:00:00 AAPL 100 @ 0.166258643648244"
## [1] "2012-09-19 00:00:00 AAPL 100 @ 0.166348922225222"
## [1] "2012-09-20 00:00:00 AAPL 100 @ 0.166087601521373"
## [1] "2012-09-21 00:00:00 AAPL 100 @ 0.16685965081901"
## [1] "2012-09-24 00:00:00 AAPL 100 @ 0.163165701630858"
## [1] "2012-09-25 00:00:00 AAPL 100 @ 0.163498270857515"
## [1] "2012-09-26 00:00:00 AAPL 100 @ 0.158861242931557"
## [1] "2012-09-27 00:00:00 AAPL 100 @ 0.157804136109172"
## [1] "2012-09-28 00:00:00 AAPL 100 @ 0.161239149693598"
## [1] "2012-10-01 00:00:00 AAPL 100 @ 0.159436115494598"
## [1] "2012-11-23 00:00:00 AAPL 100 @ 0.154387361762617"
## [1] "2012-11-26 00:00:00 AAPL 100 @ 0.156763731709165"
## [1] "2012-11-27 00:00:00 AAPL 100 @ 0.160479344709044"
## [1] "2012-11-28 00:00:00 AAPL 100 @ 0.157136644986965"
## [1] "2012-11-29 00:00:00 AAPL 100 @ 0.160661730877112"
## [1] "2012-11-30 00:00:00 AAPL 100 @ 0.159728052092612"
## [1] "2012-12-03 00:00:00 AAPL 100 @ 0.161595395124215"
## [1] "2012-12-04 00:00:00 AAPL 100 @ 0.158369735975954"
## [1] "2012-12-05 00:00:00 AAPL 100 @ 0.154861004656115"
## [1] "2012-12-06 00:00:00 AAPL 100 @ 0.143980912332541"
## [1] "2012-12-07 00:00:00 AAPL 100 @ 0.150639083234311"
## [1] "2012-12-10 00:00:00 AAPL 100 @ 0.142908415955272"
## [1] "2013-01-15 00:00:00 AAPL -100 @ 0.135640503060255"
## [1] "2013-01-16 00:00:00 AAPL -100 @ 0.134644226249317"
## [1] "2013-01-17 00:00:00 AAPL -100 @ 0.138909701709024"
## [1] "2013-01-18 00:00:00 AAPL -100 @ 0.135700382593674"
## [1] "2013-01-22 00:00:00 AAPL -100 @ 0.137344518449722"
## [1] "2013-01-23 00:00:00 AAPL -100 @ 0.138501389872381"
## [1] "2013-01-25 00:00:00 AAPL -100 @ 0.122952961775893"
## [1] "2013-01-28 00:00:00 AAPL -100 @ 0.119180180466918"
## [1] "2013-01-29 00:00:00 AAPL -100 @ 0.124806683267604"
## [1] "2013-01-30 00:00:00 AAPL -100 @ 0.124398371430961"
## [1] "2013-01-31 00:00:00 AAPL -100 @ 0.124392934444921"
## [1] "2013-02-01 00:00:00 AAPL -100 @ 0.124972729402761"
## [1] "2013-02-04 00:00:00 AAPL -100 @ 0.123557252245704"
## [1] "2013-02-05 00:00:00 AAPL -100 @ 0.120873300078211"
## [1] "2013-02-06 00:00:00 AAPL -100 @ 0.124254102314757"
## [1] "2013-02-07 00:00:00 AAPL -100 @ 0.150519900384727"
## [1] "2013-02-12 00:00:00 AAPL 100 @ 0.155803115123383"
## [1] "2013-02-13 00:00:00 AAPL 100 @ 0.151806584359543"
## [1] "2013-02-14 00:00:00 AAPL 100 @ 0.15093254714896"
## [1] "2013-02-15 00:00:00 AAPL 100 @ 0.152339450500674"
## [1] "2013-02-19 00:00:00 AAPL 100 @ 0.149821316136009"
## [1] "2013-02-20 00:00:00 AAPL 100 @ 0.148713330074484"
## [1] "2013-02-21 00:00:00 AAPL 100 @ 0.144914992961514"
## [1] "2013-02-22 00:00:00 AAPL 100 @ 0.145970999065838"
## [1] "2013-02-25 00:00:00 AAPL 100 @ 0.147465637574825"
## [1] "2013-02-26 00:00:00 AAPL 100 @ 0.144206665182178"
## [1] "2013-02-27 00:00:00 AAPL 100 @ 0.145704548642591"
## [1] "2013-02-28 00:00:00 AAPL 100 @ 0.144281403181066"
## [1] "2013-03-01 00:00:00 AAPL 100 @ 0.142315622018769"
## [1] "2013-03-13 00:00:00 AAPL -100 @ 0.139212632879432"
## [1] "2013-03-14 00:00:00 AAPL -100 @ 0.140635778340957"
## [1] "2013-03-15 00:00:00 AAPL -100 @ 0.142292881329765"
## [1] "2013-03-20 00:00:00 AAPL 100 @ 0.148625612269892"
## [1] "2013-03-21 00:00:00 AAPL 100 @ 0.146286175818519"
## [1] "2013-03-22 00:00:00 AAPL 100 @ 0.147702831377192"
## [1] "2013-03-25 00:00:00 AAPL 100 @ 0.150987780733929"
## [1] "2013-03-26 00:00:00 AAPL 100 @ 0.151231464439149"
## [1] "2013-03-27 00:00:00 AAPL 100 @ 0.148313680468636"
## [1] "2013-03-28 00:00:00 AAPL 100 @ 0.146156204234663"
## [1] "2013-04-01 00:00:00 AAPL 100 @ 0.143582818932348"
## [1] "2013-04-05 00:00:00 AAPL -100 @ 0.137929185179701"
## [1] "2013-04-08 00:00:00 AAPL -100 @ 0.138042905977405"
## [1] "2013-04-09 00:00:00 AAPL -100 @ 0.138533544368293"
## [1] "2013-04-10 00:00:00 AAPL -100 @ 0.139098903405387"
## [1] "2013-04-11 00:00:00 AAPL -100 @ 0.140924960776868"
## [1] "2013-04-12 00:00:00 AAPL -100 @ 0.141064675891343"
## [1] "2013-04-15 00:00:00 AAPL -100 @ 0.138741490226122"
## [1] "2013-04-16 00:00:00 AAPL -100 @ 0.136977165018804"
## [1] "2013-04-17 00:00:00 AAPL -100 @ 0.136554766047611"
## [1] "2013-04-18 00:00:00 AAPL -100 @ 0.131589973013062"
## [1] "2013-04-19 00:00:00 AAPL -100 @ 0.126059803588737"
## [1] "2013-04-22 00:00:00 AAPL -100 @ 0.127577182786729"
## [1] "2013-04-23 00:00:00 AAPL -100 @ 0.131265044053421"
## [1] "2013-04-24 00:00:00 AAPL -100 @ 0.127869618850406"
## [1] "2013-04-25 00:00:00 AAPL -100 @ 0.133617477663179"
## [1] "2013-04-26 00:00:00 AAPL -100 @ 0.133156087216829"
## [1] "2013-04-29 00:00:00 AAPL -100 @ 0.136613253260346"
## [1] "2013-04-30 00:00:00 AAPL -100 @ 0.141373354064832"
## [1] "2013-05-01 00:00:00 AAPL -100 @ 0.144414619716348"
## [1] "2013-05-03 00:00:00 AAPL 100 @ 0.146640326693676"
## [1] "2013-05-06 00:00:00 AAPL 100 @ 0.148069979410735"
## [1] "2013-05-07 00:00:00 AAPL 100 @ 0.151078760842628"
## [1] "2013-05-08 00:00:00 AAPL 100 @ 0.149151971155489"
## [1] "2013-05-09 00:00:00 AAPL 100 @ 0.18311690303342"
## [1] "2013-05-10 00:00:00 AAPL 100 @ 0.182384137236034"
## [1] "2013-05-13 00:00:00 AAPL 100 @ 0.179811470599819"
## [1] "2013-05-14 00:00:00 AAPL 100 @ 0.18074337395158"
## [1] "2013-05-15 00:00:00 AAPL 100 @ 0.174893157967717"
## [1] "2013-05-16 00:00:00 AAPL 100 @ 0.168553095077562"
## [1] "2013-05-17 00:00:00 AAPL 100 @ 0.174849344728156"
## [1] "2013-05-20 00:00:00 AAPL 100 @ 0.172005876114893"
## [1] "2013-05-21 00:00:00 AAPL 100 @ 0.174490926906267"
## [1] "2013-05-22 00:00:00 AAPL 100 @ 0.176840571391976"
## [1] "2013-05-23 00:00:00 AAPL 100 @ 0.173614789726413"
## [1] "2013-05-24 00:00:00 AAPL 100 @ 0.175566191006215"
## [1] "2013-05-28 00:00:00 AAPL 100 @ 0.179170308502817"
## [1] "2013-05-29 00:00:00 AAPL 100 @ 0.175227680559195"
## [1] "2013-05-30 00:00:00 AAPL 100 @ 0.177477756267716"
## [1] "2013-05-31 00:00:00 AAPL 100 @ 0.180205725950184"
## [1] "2013-06-03 00:00:00 AAPL 100 @ 0.179500843238752"
## [1] "2013-06-04 00:00:00 AAPL 100 @ 0.18049246871512"
## [1] "2013-06-05 00:00:00 AAPL 100 @ 0.177477756267716"
## [1] "2013-06-06 00:00:00 AAPL 100 @ 0.177406081210764"
## [1] "2013-06-07 00:00:00 AAPL 100 @ 0.173833824021376"
## [1] "2013-06-10 00:00:00 AAPL 100 @ 0.177111373369024"
## [1] "2013-06-11 00:00:00 AAPL 100 @ 0.173531161737114"
## [1] "2013-06-12 00:00:00 AAPL 100 @ 0.175028564273381"
## [1] "2013-06-13 00:00:00 AAPL 100 @ 0.172240851197745"
## [1] "2013-07-15 00:00:00 AAPL 100 @ 0.169257999057556"
## [1] "2013-07-16 00:00:00 AAPL 100 @ 0.169859335770539"
## [1] "2013-07-17 00:00:00 AAPL 100 @ 0.171125761713778"
## [1] "2013-07-18 00:00:00 AAPL 100 @ 0.172591293308549"
## [1] "2013-07-19 00:00:00 AAPL 100 @ 0.172479792867577"
## [1] "2013-07-22 00:00:00 AAPL 100 @ 0.171030180792132"
## [1] "2013-07-23 00:00:00 AAPL 100 @ 0.169652254407922"
## [1] "2013-07-24 00:00:00 AAPL 100 @ 0.174801554267333"
## [1] "2013-07-25 00:00:00 AAPL 100 @ 0.175506458247327"
## [1] "2013-07-26 00:00:00 AAPL 100 @ 0.173355930047431"
## [1] "2013-07-29 00:00:00 AAPL 100 @ 0.175546272997065"
## [1] "2013-07-30 00:00:00 AAPL 100 @ 0.179194193098947"
## [1] "2013-07-31 00:00:00 AAPL 100 @ 0.181197372695114"
## [1] "2013-08-01 00:00:00 AAPL 100 @ 0.181500045613658"
## [1] "2013-08-02 00:00:00 AAPL 100 @ 0.182400067389642"
## [1] "2013-08-05 00:00:00 AAPL 100 @ 0.185060339236418"
## [1] "2013-08-06 00:00:00 AAPL 100 @ 0.186386497938545"
## [1] "2013-08-07 00:00:00 AAPL 100 @ 0.18470589863579"
## [1] "2013-08-08 00:00:00 AAPL 100 @ 0.226291535447737"
## [1] "2013-08-09 00:00:00 AAPL 100 @ 0.223744968200729"
## [1] "2013-08-12 00:00:00 AAPL 100 @ 0.222876624280699"
## [1] "2013-08-13 00:00:00 AAPL 100 @ 0.22974547506424"
## [1] "2013-08-14 00:00:00 AAPL 100 @ 0.242888005803841"
## [1] "2013-08-15 00:00:00 AAPL 100 @ 0.242175749627964"
## [1] "2013-08-16 00:00:00 AAPL 100 @ 0.243995392463416"
## [1] "2013-08-19 00:00:00 AAPL 100 @ 0.246039461910141"
## [1] "2013-08-20 00:00:00 AAPL 100 @ 0.248659214013321"
## [1] "2013-08-21 00:00:00 AAPL 100 @ 0.245673589736689"
## [1] "2013-08-22 00:00:00 AAPL 100 @ 0.246351689505858"
## [1] "2013-08-23 00:00:00 AAPL 100 @ 0.24551747593883"
## [1] "2013-08-26 00:00:00 AAPL 100 @ 0.2442881058344"
## [1] "2013-08-27 00:00:00 AAPL 100 @ 0.242946522424333"
## [1] "2013-08-28 00:00:00 AAPL 100 @ 0.237092411326871"
## [1] "2013-08-29 00:00:00 AAPL 100 @ 0.239848736949473"
## [1] "2013-08-30 00:00:00 AAPL 100 @ 0.240019466875602"
## [1] "2013-09-03 00:00:00 AAPL 100 @ 0.240556095028888"
## [1] "2013-09-04 00:00:00 AAPL 100 @ 0.243707577188893"
## [1] "2013-09-05 00:00:00 AAPL 100 @ 0.244044191052099"
## [1] "2013-09-06 00:00:00 AAPL 100 @ 0.243161204950093"
## [1] "2013-09-09 00:00:00 AAPL 100 @ 0.246361433591371"
## [1] "2013-09-10 00:00:00 AAPL 100 @ 0.24694686033334"
## [1] "2013-09-11 00:00:00 AAPL 100 @ 0.227828235051423"
## [1] "2013-09-12 00:00:00 AAPL 100 @ 0.228555133409275"
## [1] "2013-09-13 00:00:00 AAPL 100 @ 0.228964906074949"
## [1] "2013-09-30 00:00:00 AAPL 100 @ 0.232823772368073"
## [1] "2013-10-01 00:00:00 AAPL 100 @ 0.233409173056337"
## [1] "2013-10-02 00:00:00 AAPL 100 @ 0.236911911261523"
## [1] "2013-10-03 00:00:00 AAPL 100 @ 0.23929256851775"
## [1] "2013-10-04 00:00:00 AAPL 100 @ 0.236048413330545"
## [1] "2013-10-07 00:00:00 AAPL 100 @ 0.237365610473123"
## [1] "2013-10-08 00:00:00 AAPL 100 @ 0.239014497328741"
## [1] "2013-10-09 00:00:00 AAPL 100 @ 0.236428927685973"
## [1] "2013-10-10 00:00:00 AAPL 100 @ 0.239687751108858"
## [1] "2013-10-11 00:00:00 AAPL 100 @ 0.237575368848717"
## [1] "2013-10-14 00:00:00 AAPL 100 @ 0.238960852751006"
## [1] "2013-10-15 00:00:00 AAPL 100 @ 0.242707479684788"
## [1] "2013-10-16 00:00:00 AAPL 100 @ 0.244307620059132"
## [1] "2013-10-17 00:00:00 AAPL 100 @ 0.243912463521729"
## [1] "2013-10-18 00:00:00 AAPL 100 @ 0.246844417166922"
## [1] "2013-10-21 00:00:00 AAPL 100 @ 0.249664157506478"
## [1] "2013-10-22 00:00:00 AAPL 100 @ 0.256806207436271"
## [1] "2013-10-23 00:00:00 AAPL 100 @ 0.253191255925448"
## [1] "2013-10-24 00:00:00 AAPL 100 @ 0.256118337527884"
## [1] "2013-10-25 00:00:00 AAPL 100 @ 0.259201506874473"
## [1] "2013-10-28 00:00:00 AAPL 100 @ 0.258089222118437"
## [1] "2013-10-29 00:00:00 AAPL 100 @ 0.261616346591112"
## [1] "2013-10-30 00:00:00 AAPL 100 @ 0.253488867392894"
## [1] "2013-10-31 00:00:00 AAPL 100 @ 0.256118337527884"
## [1] "2013-11-01 00:00:00 AAPL 100 @ 0.255640252048795"
## [1] "2013-11-04 00:00:00 AAPL 100 @ 0.254215739697042"
## [1] "2013-11-05 00:00:00 AAPL 100 @ 0.255913451195047"
## [1] "2013-11-06 00:00:00 AAPL 100 @ 0.305328018279101"
## [1] "2013-11-07 00:00:00 AAPL 100 @ 0.302665909516973"
## [1] "2013-11-08 00:00:00 AAPL 100 @ 0.299753303509837"
## [1] "2013-11-11 00:00:00 AAPL 100 @ 0.302904740534103"
## [1] "2013-11-12 00:00:00 AAPL 100 @ 0.301553293586708"
## [1] "2013-11-13 00:00:00 AAPL 100 @ 0.301745521912206"
## [1] "2013-11-14 00:00:00 AAPL 100 @ 0.30454743874923"
## [1] "2013-11-15 00:00:00 AAPL 100 @ 0.306743551704976"
## [1] "2013-11-18 00:00:00 AAPL 100 @ 0.30581734654124"
## [1] "2013-11-19 00:00:00 AAPL 100 @ 0.302345508234516"
## [1] "2013-11-20 00:00:00 AAPL 100 @ 0.302462014963597"
## [1] "2013-11-21 00:00:00 AAPL 100 @ 0.301512508454044"
## [1] "2013-11-22 00:00:00 AAPL 100 @ 0.302630941943278"
## [1] "2013-11-25 00:00:00 AAPL 100 @ 0.303504726856413"
## [1] "2013-11-26 00:00:00 AAPL 100 @ 0.305310534492253"
## [1] "2013-11-27 00:00:00 AAPL 100 @ 0.312411471857505"
## [1] "2013-11-29 00:00:00 AAPL 100 @ 0.320083276640281"
## [1] "2013-12-02 00:00:00 AAPL 100 @ 0.325046338859356"
## [1] "2013-12-03 00:00:00 AAPL 100 @ 0.325221083398007"
## [1] "2013-12-04 00:00:00 AAPL 100 @ 0.32941523231509"
## [1] "2013-12-05 00:00:00 AAPL 100 @ 0.333580262327389"
## [1] "2013-12-06 00:00:00 AAPL 100 @ 0.329584159294772"
## [1] "2013-12-09 00:00:00 AAPL 100 @ 0.326735639766115"
## [1] "2013-12-10 00:00:00 AAPL 100 @ 0.328296798825856"
## [1] "2013-12-11 00:00:00 AAPL 100 @ 0.330289017228225"
## [1] "2013-12-12 00:00:00 AAPL 100 @ 0.327457981486416"
## [1] "2013-12-13 00:00:00 AAPL 100 @ 0.327871557042197"
## [1] "2013-12-16 00:00:00 AAPL 100 @ 0.323310435260965"
## [1] "2013-12-17 00:00:00 AAPL 100 @ 0.323770613508378"
## [1] "2013-12-18 00:00:00 AAPL 100 @ 0.320211418487299"
## [1] "2013-12-19 00:00:00 AAPL 100 @ 0.320094911758218"
## [1] "2013-12-20 00:00:00 AAPL 100 @ 0.317724054263822"
## [1] "2013-12-23 00:00:00 AAPL 100 @ 0.330871519763688"
## [1] "2013-12-24 00:00:00 AAPL 100 @ 0.331972500576016"
## [1] "2013-12-26 00:00:00 AAPL 100 @ 0.330929788683199"
## [1] "2013-12-27 00:00:00 AAPL 100 @ 0.328436606900753"
## [1] "2013-12-30 00:00:00 AAPL 100 @ 0.324731786245809"
## [1] "2013-12-31 00:00:00 AAPL 100 @ 0.322815289439857"
## [1] "2014-01-02 00:00:00 AAPL 100 @ 0.323694891911961"
## [1] "2014-01-03 00:00:00 AAPL 100 @ 0.322052193696834"
## [1] "2014-01-06 00:00:00 AAPL 100 @ 0.313075544658294"
## [1] "2014-01-07 00:00:00 AAPL 100 @ 0.31707746524988"
## [1] "2014-01-24 00:00:00 AAPL 100 @ 0.322716235387682"
## [1] "2014-01-27 00:00:00 AAPL 100 @ 0.320426948158613"
## [1] "2014-01-28 00:00:00 AAPL 100 @ 0.29636303546844"
## [1] "2014-02-11 00:00:00 AAPL 100 @ 0.370882126963025"
## [1] "2014-02-12 00:00:00 AAPL 100 @ 0.375313624577906"
## [1] "2014-02-13 00:00:00 AAPL 100 @ 0.373712948855362"
## [1] "2014-02-14 00:00:00 AAPL 100 @ 0.37917193246052"
## [1] "2014-02-18 00:00:00 AAPL 100 @ 0.381639317346451"
## [1] "2014-02-19 00:00:00 AAPL 100 @ 0.380765590295101"
## [1] "2014-02-20 00:00:00 AAPL 100 @ 0.372545665043702"
## [1] "2014-02-21 00:00:00 AAPL 100 @ 0.372405867222319"
## [1] "2014-02-24 00:00:00 AAPL 100 @ 0.365667798877586"
## [1] "2014-02-25 00:00:00 AAPL 100 @ 0.370022398358409"
## [1] "2014-02-26 00:00:00 AAPL 100 @ 0.365989315202173"
## [1] "2014-02-27 00:00:00 AAPL 100 @ 0.361466958335689"
## [1] "2014-02-28 00:00:00 AAPL 100 @ 0.369812682961738"
## [1] "2014-03-03 00:00:00 AAPL 100 @ 0.36585649793956"
## [1] "2014-03-04 00:00:00 AAPL 100 @ 0.37115474204702"
## [1] "2014-03-05 00:00:00 AAPL 100 @ 0.371098822918467"
## [1] "2014-03-06 00:00:00 AAPL 100 @ 0.372405867222319"
## [1] "2014-03-07 00:00:00 AAPL 100 @ 0.371217641734345"
## [1] "2014-03-10 00:00:00 AAPL 100 @ 0.369309448133948"
## [1] "2014-03-11 00:00:00 AAPL 100 @ 0.374265159582125"
## [1] "2014-03-12 00:00:00 AAPL 100 @ 0.373608128486218"
## [1] "2014-03-13 00:00:00 AAPL 100 @ 0.375656119907998"
## [1] "2014-03-14 00:00:00 AAPL 100 @ 0.369609985453029"
## [1] "2014-03-17 00:00:00 AAPL 100 @ 0.368848133987978"
## [1] "2014-03-18 00:00:00 AAPL 100 @ 0.367589953595526"
## [1] "2014-03-19 00:00:00 AAPL 100 @ 0.372035449657141"
## [1] "2014-03-20 00:00:00 AAPL 100 @ 0.370378854806044"
## [1] "2014-03-21 00:00:00 AAPL 100 @ 0.371804755254965"
## [1] "2014-03-24 00:00:00 AAPL 100 @ 0.376341110568182"
## [1] "2014-03-25 00:00:00 AAPL 100 @ 0.378493959688298"
## [1] "2014-03-26 00:00:00 AAPL 100 @ 0.382002791682048"
## [1] "2014-03-27 00:00:00 AAPL 100 @ 0.37745945581006"
## [1] "2014-03-28 00:00:00 AAPL 100 @ 0.376271192992895"
## [1] "2014-03-31 00:00:00 AAPL 100 @ 0.376907282412488"
## [1] "2014-04-01 00:00:00 AAPL 100 @ 0.375879759093021"
## [1] "2014-04-02 00:00:00 AAPL 100 @ 0.379109032773195"
## [1] "2014-04-03 00:00:00 AAPL 100 @ 0.378417061554239"
## [1] "2014-04-04 00:00:00 AAPL 100 @ 0.377312677429905"
## [1] "2014-04-07 00:00:00 AAPL 100 @ 0.369071773173"
## [1] "2014-04-08 00:00:00 AAPL 100 @ 0.367093699326507"
## [1] "2014-04-25 00:00:00 AAPL 100 @ 0.394591277531813"
## [1] "2014-04-28 00:00:00 AAPL 100 @ 0.400371814790748"
## [1] "2014-04-29 00:00:00 AAPL 100 @ 0.415008292062293"
## [1] "2014-04-30 00:00:00 AAPL 100 @ 0.414239422709279"
## [1] "2014-05-01 00:00:00 AAPL 100 @ 0.413792069680852"
## [1] "2014-05-02 00:00:00 AAPL 100 @ 0.4140297446418"
## [1] "2014-05-05 00:00:00 AAPL 100 @ 0.412492005935771"
## [1] "2014-05-06 00:00:00 AAPL 100 @ 0.420642013611883"
## [1] "2014-05-07 00:00:00 AAPL 100 @ 0.416063737616846"
## [1] "2014-05-08 00:00:00 AAPL 100 @ 0.486893257045593"
## [1] "2014-05-09 00:00:00 AAPL 100 @ 0.483822505075168"
## [1] "2014-05-12 00:00:00 AAPL 100 @ 0.486264236481604"
## [1] "2014-05-13 00:00:00 AAPL 100 @ 0.489997117688008"
## [1] "2014-05-14 00:00:00 AAPL 100 @ 0.490353046962866"
## [1] "2014-05-15 00:00:00 AAPL 100 @ 0.492231930945461"
## [1] "2014-05-16 00:00:00 AAPL 100 @ 0.487207767327587"
## [1] "2014-05-19 00:00:00 AAPL 100 @ 0.494839161508016"
## [1] "2014-05-20 00:00:00 AAPL 100 @ 0.500351644884877"
## [1] "2014-05-21 00:00:00 AAPL 100 @ 0.499788797461036"
## [1] "2014-05-22 00:00:00 AAPL 100 @ 0.502081517741597"
## [1] "2014-05-23 00:00:00 AAPL 100 @ 0.502619522610487"
## [1] "2014-05-27 00:00:00 AAPL 100 @ 0.509762552828095"
## [1] "2014-05-28 00:00:00 AAPL 100 @ 0.518155402260476"
## [1] "2014-05-29 00:00:00 AAPL 100 @ 0.519670090851173"
## [1] "2014-05-30 00:00:00 AAPL 100 @ 0.528054674166515"
## [1] "2014-06-02 00:00:00 AAPL 100 @ 0.524727363141038"
## [1] "2014-06-03 00:00:00 AAPL 100 @ 0.520174987048072"
## [1] "2014-06-04 00:00:00 AAPL 100 @ 0.527607729196558"
## [1] "2014-06-05 00:00:00 AAPL 100 @ 0.534858351547177"
## [1] "2014-06-06 00:00:00 AAPL 100 @ 0.537920837400563"
## [1] "2014-06-09 00:00:00 AAPL 100 @ 3.75965184420557"
## [1] "2014-06-10 00:00:00 AAPL 100 @ 3.84198320978746"
## [1] "2014-06-11 00:00:00 AAPL 100 @ 3.81764864530116"
## [1] "2014-06-12 00:00:00 AAPL 100 @ 3.81399864628432"
## [1] "2014-06-13 00:00:00 AAPL 100 @ 3.73937324675155"
## [1] "2014-06-16 00:00:00 AAPL 100 @ 3.71138899267524"
## [1] "2014-06-17 00:00:00 AAPL 100 @ 3.74383456294558"
## [1] "2014-06-18 00:00:00 AAPL 100 @ 3.74221223801804"
## [1] "2014-06-19 00:00:00 AAPL 100 @ 3.74302355519523"
## [1] "2014-06-20 00:00:00 AAPL 100 @ 3.7251782904191"
## [1] "2014-06-23 00:00:00 AAPL 100 @ 3.70368302662613"
## [1] "2014-06-24 00:00:00 AAPL 100 @ 3.68056543790561"
## [1] "2014-06-25 00:00:00 AAPL 100 @ 3.65866451552404"
## [1] "2014-06-26 00:00:00 AAPL 100 @ 3.66515381523421"
## [1] "2014-06-27 00:00:00 AAPL 100 @ 3.6834044291721"
## [1] "2014-06-30 00:00:00 AAPL 100 @ 3.73531758914611"
## [1] "2014-07-01 00:00:00 AAPL 100 @ 3.7929087316531"
## [1] "2014-07-02 00:00:00 AAPL 100 @ 3.80710399741239"
## [1] "2014-07-03 00:00:00 AAPL 100 @ 3.79899237277468"
## [1] "2014-07-07 00:00:00 AAPL 100 @ 3.81805430388976"
## [1] "2014-07-08 00:00:00 AAPL 100 @ 3.90444101765024"
## [1] "2014-07-09 00:00:00 AAPL 100 @ 3.87077878104096"
## [1] "2014-07-10 00:00:00 AAPL 100 @ 3.80264268121836"
## [1] "2014-07-11 00:00:00 AAPL 100 @ 3.86753413118587"
## [1] "2014-07-14 00:00:00 AAPL 100 @ 3.8878127286399"
## [1] "2014-07-15 00:00:00 AAPL 100 @ 3.92593659087005"
## [1] "2014-07-16 00:00:00 AAPL 100 @ 3.93283123974198"
## [1] "2014-07-17 00:00:00 AAPL 100 @ 3.85415018260377"
## [1] "2014-07-18 00:00:00 AAPL 100 @ 3.79696469868538"
## [1] "2014-07-21 00:00:00 AAPL 100 @ 3.85252785767623"
## [1] "2014-07-22 00:00:00 AAPL 100 @ 3.83995522627132"
## [1] "2014-07-23 00:00:00 AAPL 100 @ 3.86996746386377"
## [1] "2014-07-24 00:00:00 AAPL 100 @ 3.93567023100847"
## [1] "2014-07-25 00:00:00 AAPL 100 @ 3.92796426495935"
## [1] "2014-07-28 00:00:00 AAPL 100 @ 3.96730479352846"
## [1] "2014-07-29 00:00:00 AAPL 100 @ 4.02854624447913"
## [1] "2014-07-30 00:00:00 AAPL 100 @ 3.99245036576511"
## [1] "2014-07-31 00:00:00 AAPL 100 @ 3.9405372057911"
## [1] "2014-08-01 00:00:00 AAPL 100 @ 3.84887785865939"
## [1] "2014-08-04 00:00:00 AAPL 100 @ 3.90849698468252"
## [1] "2014-08-05 00:00:00 AAPL 100 @ 3.86753413118587"
## [1] "2014-08-06 00:00:00 AAPL 100 @ 3.84279421753781"
## [1] "2014-08-07 00:00:00 AAPL 100 @ 3.92785750069871"
## [1] "2014-08-08 00:00:00 AAPL 100 @ 3.90013541784939"
## [1] "2014-08-11 00:00:00 AAPL 100 @ 3.9419253102605"
## [1] "2014-08-12 00:00:00 AAPL 100 @ 3.97378528126475"
## [1] "2014-08-13 00:00:00 AAPL 100 @ 3.97833670569392"
## [1] "2014-08-14 00:00:00 AAPL 100 @ 4.02716081856247"
## [1] "2014-08-15 00:00:00 AAPL 100 @ 4.05074532893342"
## [1] "2014-08-18 00:00:00 AAPL 100 @ 4.07515722752942"
## [1] "2014-08-19 00:00:00 AAPL 100 @ 4.1132237150895"
## [1] "2014-08-20 00:00:00 AAPL 100 @ 4.15584131140222"
## [1] "2014-08-21 00:00:00 AAPL 100 @ 4.16122012405645"
## [1] "2014-08-22 00:00:00 AAPL 100 @ 4.14963479484638"
## [1] "2014-08-25 00:00:00 AAPL 100 @ 4.21169932905166"
## [1] "2014-08-26 00:00:00 AAPL 100 @ 4.19638996363747"
## [1] "2014-08-27 00:00:00 AAPL 100 @ 4.17983935804742"
## [1] "2014-08-28 00:00:00 AAPL 100 @ 4.20342386841836"
## [1] "2014-08-29 00:00:00 AAPL 100 @ 4.25597201749104"
## [1] "2014-09-02 00:00:00 AAPL 100 @ 4.26424716244779"
## [1] "2014-09-03 00:00:00 AAPL 100 @ 4.26590225457445"
## [1] "2014-09-04 00:00:00 AAPL 100 @ 4.09005274099281"
## [1] "2014-09-05 00:00:00 AAPL 100 @ 4.0879841125919"
## [1] "2014-09-08 00:00:00 AAPL 100 @ 4.10867229066033"
## [1] "2014-09-09 00:00:00 AAPL 100 @ 4.09956944180197"
## [1] "2014-09-10 00:00:00 AAPL 100 @ 4.0552967533626"
## [1] "2014-09-11 00:00:00 AAPL 100 @ 4.15460007122636"
## [1] "2014-09-18 00:00:00 AAPL 100 @ 4.2174919936567"
## [1] "2014-09-19 00:00:00 AAPL 100 @ 4.23238750712009"
## [1] "2014-09-22 00:00:00 AAPL 100 @ 4.21211318100246"
## [1] "2014-09-23 00:00:00 AAPL 100 @ 4.16246136423231"
## [1] "2014-09-24 00:00:00 AAPL 100 @ 4.22700869446586"
## [1] "2014-09-25 00:00:00 AAPL 100 @ 4.15873764370474"
## [1] "2014-09-26 00:00:00 AAPL 100 @ 4.07681231965608"
## [1] "2014-09-29 00:00:00 AAPL 100 @ 4.08177759603606"
## [1] "2014-09-30 00:00:00 AAPL 100 @ 4.17115036113986"
## [1] "2014-10-24 00:00:00 AAPL 100 @ 4.35196515110148"
## [1] "2014-10-27 00:00:00 AAPL 100 @ 4.33831087781394"
## [1] "2014-10-28 00:00:00 AAPL 100 @ 4.36106799995983"
## [1] "2014-10-29 00:00:00 AAPL 100 @ 4.4127884451309"
## [1] "2014-10-30 00:00:00 AAPL 100 @ 4.42561501451683"
## [1] "2014-10-31 00:00:00 AAPL 100 @ 4.46906031473115"
## [1] "2014-11-03 00:00:00 AAPL 100 @ 4.4777493116387"
## [1] "2014-11-04 00:00:00 AAPL 100 @ 4.52491833238059"
## [1] "2014-11-05 00:00:00 AAPL 100 @ 4.51416039139558"
## [1] "2014-11-06 00:00:00 AAPL 100 @ 4.57243769951951"
## [1] "2014-11-07 00:00:00 AAPL 100 @ 4.57875328553747"
## [1] "2014-11-10 00:00:00 AAPL 100 @ 4.59012108339057"
## [1] "2014-11-11 00:00:00 AAPL 100 @ 4.57664798312347"
## [1] "2014-11-12 00:00:00 AAPL 100 @ 4.60527836134407"
## [1] "2014-11-13 00:00:00 AAPL 100 @ 4.70716902341458"
## [1] "2014-11-14 00:00:00 AAPL 100 @ 4.76400865512817"
## [1] "2014-11-17 00:00:00 AAPL 100 @ 4.811164345451"
## [1] "2014-11-18 00:00:00 AAPL 100 @ 4.79727044168034"
## [1] "2014-11-19 00:00:00 AAPL 100 @ 4.86042565941189"
## [1] "2014-11-20 00:00:00 AAPL 100 @ 4.83811086720925"
## [1] "2014-11-21 00:00:00 AAPL 100 @ 4.94757984703247"
## [1] "2014-11-24 00:00:00 AAPL 100 @ 4.91979139704304"
## [1] "2014-11-25 00:00:00 AAPL 100 @ 5.01326117068158"
## [1] "2014-11-26 00:00:00 AAPL 100 @ 4.96568435563114"
## [1] "2014-11-28 00:00:00 AAPL 100 @ 5.02168173788951"
## [1] "2014-12-01 00:00:00 AAPL 100 @ 5.00231417633205"
## [1] "2014-12-02 00:00:00 AAPL 100 @ 4.77874480835405"
## [1] "2014-12-03 00:00:00 AAPL 100 @ 4.87347763495138"
## [1] "2014-12-04 00:00:00 AAPL 100 @ 4.87431956318255"
## [1] "2014-12-05 00:00:00 AAPL 100 @ 4.88358237984569"
## [1] "2014-12-08 00:00:00 AAPL 100 @ 4.80400683120186"
## [1] "2014-12-09 00:00:00 AAPL 100 @ 4.63938239735146"
## [1] "2014-12-10 00:00:00 AAPL 100 @ 4.8170591279654"
## [1] "2014-12-31 00:00:00 AAPL 100 @ 4.75011443013345"
## [1] "2015-01-02 00:00:00 AAPL 100 @ 4.68990644304708"
## [1] "2015-01-27 00:00:00 AAPL 100 @ 4.73327297449356"
## [1] "2015-01-29 00:00:00 AAPL 100 @ 4.89747660484041"
## [1] "2015-01-30 00:00:00 AAPL 100 @ 4.9850519171886"
## [1] "2015-02-02 00:00:00 AAPL 100 @ 4.97031576396271"
## [1] "2015-02-03 00:00:00 AAPL 100 @ 4.98926220079256"
## [1] "2015-02-04 00:00:00 AAPL 100 @ 4.98926220079256"
## [1] "2015-02-05 00:00:00 AAPL 100 @ 5.13398782881673"
## [1] "2015-02-06 00:00:00 AAPL 100 @ 5.13398782881673"
## [1] "2015-02-09 00:00:00 AAPL 100 @ 5.07110723043893"
## [1] "2015-02-10 00:00:00 AAPL 100 @ 5.1404043096508"
## [1] "2015-02-11 00:00:00 AAPL 100 @ 5.25162211413698"
## [1] "2015-02-12 00:00:00 AAPL 100 @ 5.39235553464644"
## [1] "2015-02-13 00:00:00 AAPL 100 @ 5.4445424334418"
## [1] "2015-02-17 00:00:00 AAPL 100 @ 5.4535253760672"
## [1] "2015-02-18 00:00:00 AAPL 100 @ 5.45951400448414"
## [1] "2015-02-19 00:00:00 AAPL 100 @ 5.49587362740288"
## [1] "2015-02-20 00:00:00 AAPL 100 @ 5.50186225581981"
## [1] "2015-02-23 00:00:00 AAPL 100 @ 5.56174919270068"
## [1] "2015-02-24 00:00:00 AAPL 100 @ 5.68665533733353"
## [1] "2015-02-25 00:00:00 AAPL 100 @ 5.62762410528694"
## [1] "2015-02-26 00:00:00 AAPL 100 @ 5.5091341151324"
## [1] "2015-02-27 00:00:00 AAPL 100 @ 5.56089348786639"
## [1] "2015-03-02 00:00:00 AAPL 100 @ 5.52881141005178"
## [1] "2015-03-03 00:00:00 AAPL 100 @ 5.51640662715654"
## [1] "2015-03-04 00:00:00 AAPL 100 @ 5.52239525557348"
## [1] "2015-03-05 00:00:00 AAPL 100 @ 5.50015149886278"
## [1] "2015-03-06 00:00:00 AAPL 100 @ 5.49245146077727"
## [1] "2015-03-09 00:00:00 AAPL 100 @ 5.47363019704795"
## [1] "2015-03-10 00:00:00 AAPL 100 @ 5.40732743204455"
## [1] "2015-03-11 00:00:00 AAPL 100 @ 5.3363189431641"
## [1] "2015-03-25 00:00:00 AAPL 100 @ 5.41288820804433"
## [1] "2015-03-27 00:00:00 AAPL 100 @ 5.32861923143436"
## [1] "2015-04-13 00:00:00 AAPL 100 @ 5.49116822988161"
## [1] "2015-04-14 00:00:00 AAPL 100 @ 5.43256517660794"
## [1] "2015-04-15 00:00:00 AAPL 100 @ 5.40732743204455"
## [1] "2015-04-16 00:00:00 AAPL 100 @ 5.40176632968899"
## [1] "2015-04-17 00:00:00 AAPL 100 @ 5.37053995670866"
## [1] "2015-04-20 00:00:00 AAPL 100 @ 5.37139533518718"
## [1] "2015-04-21 00:00:00 AAPL 100 @ 5.47961915182066"
## [1] "2015-04-22 00:00:00 AAPL 100 @ 5.43213732419079"
## [1] "2015-04-23 00:00:00 AAPL 100 @ 5.48817424202891"
## [1] "2015-04-24 00:00:00 AAPL 100 @ 5.58185401368143"
## [1] "2015-04-27 00:00:00 AAPL 100 @ 5.65970618310156"
## [1] "2015-04-28 00:00:00 AAPL 100 @ 5.75167519779704"
## [1] "2015-04-29 00:00:00 AAPL 100 @ 5.56773782111761"
## [1] "2015-04-30 00:00:00 AAPL 100 @ 5.5027179606541"
## [1] "2015-05-01 00:00:00 AAPL 100 @ 5.39406661795925"
## [1] "2015-05-04 00:00:00 AAPL 100 @ 5.53950543598998"
## [1] "2015-05-05 00:00:00 AAPL 100 @ 5.48175743483906"
## [1] "2015-05-06 00:00:00 AAPL 100 @ 5.41374358652285"
## [1] "2015-05-07 00:00:00 AAPL 100 @ 5.42748036895492"
## [1] "2015-05-15 00:00:00 AAPL 100 @ 5.61453033438063"
## [1] "2015-05-18 00:00:00 AAPL 100 @ 5.58451530828443"
## [1] "2015-05-19 00:00:00 AAPL 100 @ 5.68499993390695"
## [1] "2015-05-20 00:00:00 AAPL 100 @ 5.65498490781076"
## [1] "2015-05-21 00:00:00 AAPL 100 @ 5.65803021828686"
## [1] "2015-05-22 00:00:00 AAPL 100 @ 5.72458498756296"
## [1] "2015-05-26 00:00:00 AAPL 100 @ 5.7680848714692"
## [1] "2015-05-27 00:00:00 AAPL 100 @ 5.66977470903755"
## [1] "2015-05-28 00:00:00 AAPL 100 @ 5.73589471842658"
## [1] "2015-05-29 00:00:00 AAPL 100 @ 5.70848957916388"
## [1] "2015-06-01 00:00:00 AAPL 100 @ 5.66716482220406"
## [1] "2015-06-02 00:00:00 AAPL 100 @ 5.64889495061411"
## [1] "2015-06-03 00:00:00 AAPL 100 @ 5.68369499049021"
## [1] "2015-06-04 00:00:00 AAPL 100 @ 5.63671503622081"
## [1] "2015-06-05 00:00:00 AAPL 100 @ 5.63323496585764"
## [1] "2015-06-08 00:00:00 AAPL 100 @ 5.60713477001168"
## [1] "2015-06-09 00:00:00 AAPL 100 @ 5.51143515816907"
## [1] "2015-07-21 00:00:00 AAPL 100 @ 5.77895984244576"
## [1] "2015-07-22 00:00:00 AAPL 100 @ 5.30655074479603"
## [1] "2015-07-23 00:00:00 AAPL 100 @ 5.48968521621595"
## [1] "2015-07-24 00:00:00 AAPL 100 @ 5.45140543785446"
## [1] "2015-08-04 00:00:00 AAPL -100 @ 5.10775628861964"
## [1] "2015-08-05 00:00:00 AAPL -100 @ 4.91331175445832"
## [1] "2015-08-06 00:00:00 AAPL -100 @ 5.13727722653428"
## [1] "2015-08-07 00:00:00 AAPL -100 @ 5.07570257676129"
## [1] "2015-08-10 00:00:00 AAPL -100 @ 5.16208418242284"
## [1] "2015-08-12 00:00:00 AAPL -100 @ 4.98489086786013"
## [1] "2015-08-13 00:00:00 AAPL -100 @ 5.14037809602035"
## [1] "2015-08-14 00:00:00 AAPL -100 @ 5.06418491668328"
## [1] "2015-08-17 00:00:00 AAPL -100 @ 5.14037809602035"
## [1] "2015-08-18 00:00:00 AAPL -100 @ 5.15765441715266"
## [1] "2015-08-19 00:00:00 AAPL -100 @ 5.14303588758857"
## [1] "2015-08-20 00:00:00 AAPL -100 @ 5.05355341244095"
## [1] "2015-08-21 00:00:00 AAPL -100 @ 4.8918644453086"
## [1] "2015-08-24 00:00:00 AAPL -100 @ 4.2025825598099"
## [1] "2015-08-25 00:00:00 AAPL -100 @ 4.92198732230304"
## [1] "2015-08-26 00:00:00 AAPL -100 @ 4.74390785190464"
## [1] "2015-08-27 00:00:00 AAPL -100 @ 4.97160157204959"
## [1] "2015-08-28 00:00:00 AAPL -100 @ 4.96894344251194"
## [1] "2015-08-31 00:00:00 AAPL -100 @ 4.9627417035398"
## [1] "2015-09-01 00:00:00 AAPL -100 @ 4.87946096736432"
## [1] "2015-09-02 00:00:00 AAPL -100 @ 4.88300491476824"
## [1] "2015-09-03 00:00:00 AAPL -100 @ 4.98311889415818"
## [1] "2015-09-04 00:00:00 AAPL -100 @ 4.82718892604955"
## [1] "2015-09-08 00:00:00 AAPL -100 @ 4.95033822559552"
## [1] "2015-09-09 00:00:00 AAPL -100 @ 5.03937796079471"
## [1] "2015-09-10 00:00:00 AAPL -100 @ 4.88477655050077"
## [1] "2015-09-11 00:00:00 AAPL -100 @ 4.95211019929747"
## [1] "2015-09-30 00:00:00 AAPL -100 @ 4.88034678523059"
## [1] "2015-10-01 00:00:00 AAPL -100 @ 4.83161869131973"
## [1] "2015-10-02 00:00:00 AAPL -100 @ 4.78466257111083"
## [1] "2015-10-05 00:00:00 AAPL -100 @ 4.86750022936846"
## [1] "2015-10-06 00:00:00 AAPL -100 @ 4.90072397584897"
## [1] "2015-10-07 00:00:00 AAPL -100 @ 4.94989514767767"
## [1] "2015-10-08 00:00:00 AAPL -100 @ 4.88123294106628"
## [1] "2015-10-09 00:00:00 AAPL -100 @ 4.87281615047433"
## [1] "2015-10-12 00:00:00 AAPL -100 @ 4.99375073636993"
## [1] "2015-10-13 00:00:00 AAPL -100 @ 4.90914076644091"
## [1] "2015-10-14 00:00:00 AAPL -100 @ 4.92996103497714"
## [1] "2015-10-15 00:00:00 AAPL -100 @ 4.91401360962894"
## [1] "2015-10-16 00:00:00 AAPL -100 @ 4.95166712137963"
## [1] "2015-10-19 00:00:00 AAPL -100 @ 4.90825494857464"
## [1] "2015-10-20 00:00:00 AAPL -100 @ 4.93217574862751"
## [1] "2015-10-26 00:00:00 AAPL 100 @ 5.23074672700366"
## [1] "2015-10-29 00:00:00 AAPL 100 @ 5.25821147446044"
## [1] "2015-10-30 00:00:00 AAPL 100 @ 5.35965468760392"
## [1] "2015-11-02 00:00:00 AAPL 100 @ 5.3512382349814"
## [1] "2015-11-03 00:00:00 AAPL 100 @ 5.35079515706356"
## [1] "2015-11-04 00:00:00 AAPL 100 @ 5.45445308385741"
## [1] "2015-11-05 00:00:00 AAPL 100 @ 5.49137471503702"
## [1] "2015-11-06 00:00:00 AAPL 100 @ 5.45802546916774"
## [1] "2015-11-09 00:00:00 AAPL 100 @ 5.45126539861588"
## [1] "2015-11-10 00:00:00 AAPL 100 @ 5.26829479364613"
## [1] "2015-11-27 00:00:00 AAPL 100 @ 5.33093744935247"
## [1] "2015-12-01 00:00:00 AAPL 100 @ 5.35166808023507"
## [1] "2015-12-07 00:00:00 AAPL 100 @ 5.36203356759211"
## [1] "2015-12-08 00:00:00 AAPL 100 @ 5.29623591430763"
## [1] "2015-12-09 00:00:00 AAPL 100 @ 5.30164403951541"
## [1] "2015-12-15 00:00:00 AAPL -100 @ 5.04476410919672"
## [1] "2015-12-16 00:00:00 AAPL -100 @ 5.00555597506114"
## [1] "2015-12-17 00:00:00 AAPL -100 @ 5.04836918217043"
## [1] "2015-12-18 00:00:00 AAPL -100 @ 4.90821212814144"
## [1] "2015-12-21 00:00:00 AAPL -100 @ 4.83475322201954"
## [1] "2015-12-22 00:00:00 AAPL -100 @ 4.84016134722732"
## [1] "2015-12-23 00:00:00 AAPL -100 @ 4.83430245896103"
## [1] "2015-12-24 00:00:00 AAPL -100 @ 4.91226796417367"
## [1] "2015-12-28 00:00:00 AAPL -100 @ 4.8487237823503"
## [1] "2015-12-29 00:00:00 AAPL -100 @ 4.82033189863027"
## [1] "2015-12-30 00:00:00 AAPL -100 @ 4.89334004169365"
## [1] "2015-12-31 00:00:00 AAPL -100 @ 4.82258537009138"
## [1] "2016-01-04 00:00:00 AAPL -100 @ 4.62429191561533"
## [1] "2016-01-05 00:00:00 AAPL -100 @ 4.76580125881987"
## [1] "2016-01-06 00:00:00 AAPL -100 @ 4.53190508701342"
## [1] "2016-01-07 00:00:00 AAPL -100 @ 4.44717985508039"
## [1] "2016-01-08 00:00:00 AAPL -100 @ 4.44132131064557"
## [1] "2016-01-11 00:00:00 AAPL -100 @ 4.46024923312558"
## [1] "2016-01-12 00:00:00 AAPL -100 @ 4.53145466778637"
## [1] "2016-01-13 00:00:00 AAPL -100 @ 4.52108918042933"
## [1] "2016-01-14 00:00:00 AAPL -100 @ 4.41473179149667"
## [1] "2016-01-15 00:00:00 AAPL -100 @ 4.33541434093995"
## [1] "2016-01-19 00:00:00 AAPL -100 @ 4.43501200315223"
## [1] "2016-01-20 00:00:00 AAPL -100 @ 4.28584106327881"
## [1] "2016-01-21 00:00:00 AAPL -100 @ 4.37417171201701"
## [1] "2016-01-22 00:00:00 AAPL -100 @ 4.44492638361928"
## [1] "2016-01-25 00:00:00 AAPL -100 @ 4.57516905718122"
## [1] "2016-01-26 00:00:00 AAPL -100 @ 4.50351320329339"
## [1] "2016-01-27 00:00:00 AAPL -100 @ 4.32820385116105"
## [1] "2016-01-28 00:00:00 AAPL -100 @ 4.22680382437765"
## [1] "2016-01-29 00:00:00 AAPL -100 @ 4.27187050294805"
## [1] "2016-02-01 00:00:00 AAPL -100 @ 4.34758253669958"
## [1] "2016-02-02 00:00:00 AAPL -100 @ 4.30026238666807"
## [1] "2016-02-03 00:00:00 AAPL -100 @ 4.28133446418806"
## [1] "2016-02-04 00:00:00 AAPL -100 @ 4.41541156755321"
## [1] "2016-02-05 00:00:00 AAPL -100 @ 4.44581167290303"
## [1] "2016-02-08 00:00:00 AAPL -100 @ 4.28966476675085"
## [1] "2016-02-09 00:00:00 AAPL -100 @ 4.34309574479665"
## [1] "2016-02-10 00:00:00 AAPL -100 @ 4.41817511765286"
## [1] "2016-02-11 00:00:00 AAPL -100 @ 4.32006522351853"
## [1] "2016-02-12 00:00:00 AAPL -100 @ 4.3384897108246"
## [1] "2016-02-16 00:00:00 AAPL -100 @ 4.37672010906869"
## [1] "2016-02-17 00:00:00 AAPL -100 @ 4.45272089957003"
## [1] "2016-03-31 00:00:00 AAPL 100 @ 5.05381764549592"
## [1] "2016-04-01 00:00:00 AAPL 100 @ 5.01052015303935"
## [1] "2016-04-04 00:00:00 AAPL 100 @ 5.08606023471813"
## [1] "2016-04-05 00:00:00 AAPL 100 @ 5.04414486872926"
## [1] "2016-04-06 00:00:00 AAPL 100 @ 5.0773088755966"
## [1] "2016-04-07 00:00:00 AAPL 100 @ 5.06441148848985"
## [1] "2016-04-08 00:00:00 AAPL 100 @ 5.0165083134791"
## [1] "2016-04-11 00:00:00 AAPL 100 @ 5.01927186357875"
## [1] "2016-04-12 00:00:00 AAPL 100 @ 5.03631422441712"
## [1] "2016-04-13 00:00:00 AAPL 100 @ 5.10356365579693"
## [1] "2016-04-14 00:00:00 AAPL 100 @ 5.14133369663632"
## [1] "2016-04-15 00:00:00 AAPL 100 @ 5.16390350909187"
## [1] "2016-04-18 00:00:00 AAPL 100 @ 5.01558689583397"
## [1] "2016-04-28 00:00:00 AAPL -100 @ 4.4960183920266"
## [1] "2016-04-29 00:00:00 AAPL -100 @ 4.32927729146263"
## [1] "2016-05-02 00:00:00 AAPL -100 @ 4.32835622523537"
## [1] "2016-05-03 00:00:00 AAPL -100 @ 4.3389500682293"
## [1] "2016-05-04 00:00:00 AAPL -100 @ 4.38501111078552"
## [1] "2016-05-05 00:00:00 AAPL -100 @ 4.43714527238209"
## [1] "2016-05-06 00:00:00 AAPL -100 @ 4.40740708797127"
## [1] "2016-05-09 00:00:00 AAPL -100 @ 4.38994159927164"
## [1] "2016-05-10 00:00:00 AAPL -100 @ 4.4055188978306"
## [1] "2016-05-11 00:00:00 AAPL -100 @ 4.41259952082425"
## [1] "2016-05-12 00:00:00 AAPL -100 @ 4.37672462842239"
## [1] "2016-05-13 00:00:00 AAPL -100 @ 4.2483305799403"
## [1] "2016-05-16 00:00:00 AAPL -100 @ 4.36114732986344"
## [1] "2016-05-17 00:00:00 AAPL -100 @ 4.46310743664702"
## [1] "2016-05-18 00:00:00 AAPL -100 @ 4.44469803294478"
## [1] "2016-05-19 00:00:00 AAPL -100 @ 4.46735559436194"
## [1] "2016-05-20 00:00:00 AAPL -100 @ 4.46735559436194"
## [1] "2016-05-23 00:00:00 AAPL -100 @ 4.52541627074739"
## [1] "2016-05-24 00:00:00 AAPL -100 @ 4.58914115741941"
## [1] "2016-06-20 00:00:00 AAPL -100 @ 4.53155261860299"
## [1] "2016-06-21 00:00:00 AAPL -100 @ 4.48151684034926"
## [1] "2016-06-22 00:00:00 AAPL -100 @ 4.5433535368806"
## [1] "2016-06-23 00:00:00 AAPL -100 @ 4.5287205134597"
## [1] "2016-06-24 00:00:00 AAPL -100 @ 4.38569344155672"
## [1] "2016-06-27 00:00:00 AAPL -100 @ 4.38994159927164"
## [1] "2016-06-28 00:00:00 AAPL -100 @ 4.38522130398769"
## [1] "2016-06-29 00:00:00 AAPL -100 @ 4.43572921981045"
## [1] "2016-06-30 00:00:00 AAPL -100 @ 4.45791500379403"
## [1] "2016-07-01 00:00:00 AAPL -100 @ 4.50747864447873"
## [1] "2016-07-05 00:00:00 AAPL -100 @ 4.50275834919478"
## [1] "2016-07-06 00:00:00 AAPL -100 @ 4.46546740422127"
## [1] "2016-07-07 00:00:00 AAPL -100 @ 4.51739137261568"
## [1] "2016-07-08 00:00:00 AAPL -100 @ 4.55468231758918"
## [1] "2016-07-11 00:00:00 AAPL -100 @ 4.56695537343582"
## [1] "2016-07-28 00:00:00 AAPL 100 @ 4.85395379237985"
## [1] "2016-07-29 00:00:00 AAPL 100 @ 4.9181508166209"
## [1] "2016-08-01 00:00:00 AAPL 100 @ 4.92853568232687"
## [1] "2016-08-02 00:00:00 AAPL 100 @ 5.00594967741717"
## [1] "2016-08-03 00:00:00 AAPL 100 @ 4.94741686346269"
## [1] "2016-08-04 00:00:00 AAPL 100 @ 5.09354054860241"
## [1] "2016-08-05 00:00:00 AAPL 100 @ 5.12682825927067"
## [1] "2016-08-08 00:00:00 AAPL 100 @ 5.18713253636229"
## [1] "2016-08-09 00:00:00 AAPL 100 @ 5.22138568965025"
## [1] "2016-08-10 00:00:00 AAPL 100 @ 5.24454232593529"
## [1] "2016-08-11 00:00:00 AAPL 100 @ 5.23537595803558"
## [1] "2016-08-12 00:00:00 AAPL 100 @ 5.19967592905641"
## [1] "2016-08-15 00:00:00 AAPL 100 @ 5.21704359030424"
## [1] "2016-08-16 00:00:00 AAPL 100 @ 5.28892618553838"
## [1] "2016-08-17 00:00:00 AAPL 100 @ 5.26335723094243"
## [1] "2016-08-18 00:00:00 AAPL 100 @ 5.26962911132354"
## [1] "2016-08-19 00:00:00 AAPL 100 @ 5.2474368134539"
## [1] "2016-08-22 00:00:00 AAPL 100 @ 5.25177891279991"
## [1] "2016-08-23 00:00:00 AAPL 100 @ 5.23875298282999"
## [1] "2016-08-24 00:00:00 AAPL 100 @ 5.23778827634648"
## [1] "2016-08-25 00:00:00 AAPL 100 @ 5.18086102404927"
## [1] "2016-08-26 00:00:00 AAPL 100 @ 5.18182609860088"
## [1] "2016-08-29 00:00:00 AAPL 100 @ 5.1437137513108"
## [1] "2016-08-30 00:00:00 AAPL 100 @ 5.10415416026143"
## [1] "2016-08-31 00:00:00 AAPL 100 @ 5.09740011067262"
## [1] "2016-09-15 00:00:00 AAPL 100 @ 5.49299602116636"
## [1] "2016-09-16 00:00:00 AAPL 100 @ 5.55378283553378"
## [1] "2016-09-19 00:00:00 AAPL 100 @ 5.55715986032818"
## [1] "2016-09-20 00:00:00 AAPL 100 @ 5.45391896739279"
## [1] "2016-09-21 00:00:00 AAPL 100 @ 5.49251348389056"
## [1] "2016-09-22 00:00:00 AAPL 100 @ 5.51663519472721"
## [1] "2016-09-23 00:00:00 AAPL 100 @ 5.52001221952161"
## [1] "2016-09-26 00:00:00 AAPL 100 @ 5.38589556616076"
## [1] "2016-09-27 00:00:00 AAPL 100 @ 5.45150664908188"
## [1] "2016-09-28 00:00:00 AAPL 100 @ 5.48479472781825"
## [1] "2016-09-29 00:00:00 AAPL 100 @ 5.4592257732223"
## [1] "2016-09-30 00:00:00 AAPL 100 @ 5.42545515721014"
## [1] "2016-10-03 00:00:00 AAPL 100 @ 5.43751601262846"
## [1] "2016-10-04 00:00:00 AAPL 100 @ 5.45440113660049"
## [1] "2016-10-05 00:00:00 AAPL 100 @ 5.47080409136482"
## [1] "2016-10-06 00:00:00 AAPL 100 @ 5.48527689702595"
## [1] "2016-10-07 00:00:00 AAPL 100 @ 5.5147054136921"
## [1] "2016-10-10 00:00:00 AAPL 100 @ 5.54895819891197"
## [1] "2016-10-11 00:00:00 AAPL 100 @ 5.67825058371911"
## [1] "2016-10-12 00:00:00 AAPL 100 @ 5.66136545974708"
## [1] "2016-10-13 00:00:00 AAPL 100 @ 5.63434926139183"
## [1] "2016-10-14 00:00:00 AAPL 100 @ 5.68693441434303"
## [1] "2016-10-17 00:00:00 AAPL 100 @ 5.66040075326358"
## [1] "2016-10-18 00:00:00 AAPL 100 @ 5.70140758807226"
## [1] "2016-10-19 00:00:00 AAPL 100 @ 5.65654119119337"
## [1] "2016-10-20 00:00:00 AAPL 100 @ 5.63772628618624"
## [1] "2016-10-21 00:00:00 AAPL 100 @ 5.63531396787533"
## [1] "2016-10-24 00:00:00 AAPL 100 @ 5.64930460432876"
## [1] "2016-10-25 00:00:00 AAPL 100 @ 5.69031143913744"
## [1] "2016-10-26 00:00:00 AAPL 100 @ 5.5147054136921"
## [1] "2016-10-27 00:00:00 AAPL 100 @ 5.5668083974356"
## [1] "2016-10-28 00:00:00 AAPL 100 @ 5.49347855844216"
## [1] "2016-10-31 00:00:00 AAPL 100 @ 5.48286494678314"
## [1] "2016-11-29 00:00:00 AAPL 100 @ 5.45588040989116"
## [1] "2016-11-30 00:00:00 AAPL 100 @ 5.49626513926836"
## [1] "2016-12-01 00:00:00 AAPL 100 @ 5.43568823307522"
## [1] "2016-12-09 00:00:00 AAPL 100 @ 5.5312323728728"
## [1] "2016-12-12 00:00:00 AAPL 100 @ 5.57949723273594"
## [1] "2016-12-13 00:00:00 AAPL 100 @ 5.60658433585444"
## [1] "2016-12-14 00:00:00 AAPL 100 @ 5.6656841872631"
## [1] "2016-12-15 00:00:00 AAPL 100 @ 5.68242890092777"
## [1] "2016-12-16 00:00:00 AAPL 100 @ 5.73611125656367"
## [1] "2016-12-19 00:00:00 AAPL 100 @ 5.70311405558072"
## [1] "2016-12-20 00:00:00 AAPL 100 @ 5.74940850707707"
## [1] "2016-12-21 00:00:00 AAPL 100 @ 5.75236374388195"
## [1] "2016-12-22 00:00:00 AAPL 100 @ 5.73020115869921"
## [1] "2016-12-23 00:00:00 AAPL 100 @ 5.69277129038159"
## [1] "2016-12-27 00:00:00 AAPL 100 @ 5.73857351553155"
## [1] "2016-12-28 00:00:00 AAPL 100 @ 5.78782320383278"
## [1] "2016-12-29 00:00:00 AAPL 100 @ 5.73512605238027"
## [1] "2016-12-30 00:00:00 AAPL 100 @ 5.7449762154877"
## [1] "2017-01-03 00:00:00 AAPL 100 @ 5.70311405558072"
## [1] "2017-01-04 00:00:00 AAPL 100 @ 5.7055763145486"
## [1] "2017-01-05 00:00:00 AAPL 100 @ 5.70902377769987"
## [1] "2017-01-06 00:00:00 AAPL 100 @ 5.75137853969855"
## [1] "2017-01-09 00:00:00 AAPL 100 @ 5.80900058483212"
## [1] "2017-01-10 00:00:00 AAPL 100 @ 5.84938531420932"
## [1] "2017-01-11 00:00:00 AAPL 100 @ 5.84790788367953"
## [1] "2017-01-12 00:00:00 AAPL 100 @ 5.85578801416547"
## [1] "2017-01-13 00:00:00 AAPL 100 @ 5.86613040361929"
## [1] "2017-01-17 00:00:00 AAPL 100 @ 5.82820793320998"
## [1] "2017-01-18 00:00:00 AAPL 100 @ 5.90996259614777"
## [1] "2017-01-19 00:00:00 AAPL 100 @ 5.88041285831609"
## [1] "2017-01-20 00:00:00 AAPL 100 @ 5.9321248055852"
## [1] "2017-01-23 00:00:00 AAPL 100 @ 5.90996259614777"
## [1] "2017-01-24 00:00:00 AAPL 100 @ 5.88780038671033"
## [1] "2017-01-25 00:00:00 AAPL 100 @ 5.93064737505541"
## [1] "2017-01-26 00:00:00 AAPL 100 @ 5.99220948543195"
## [1] "2017-01-27 00:00:00 AAPL 100 @ 6.01535689905278"
## [1] "2017-01-30 00:00:00 AAPL 100 @ 5.95576482129772"
## [1] "2017-01-31 00:00:00 AAPL 100 @ 5.96659981284324"
## [1] "2017-02-01 00:00:00 AAPL 100 @ 6.25618784478617"
## [1] "2017-02-02 00:00:00 AAPL 100 @ 6.30297527411953"
## [1] "2017-02-03 00:00:00 AAPL 100 @ 6.3192273856925"
## [1] "2017-02-06 00:00:00 AAPL 100 @ 6.359612490815"
## [1] "2017-02-07 00:00:00 AAPL 100 @ 6.42905398018688"
## [1] "2017-02-08 00:00:00 AAPL 100 @ 6.46894685896299"
## [1] "2017-02-09 00:00:00 AAPL 100 @ 6.59764598716"
## [1] "2017-02-10 00:00:00 AAPL 100 @ 6.63823981976098"
## [1] "2017-02-13 00:00:00 AAPL 100 @ 6.66931090587274"
## [1] "2017-02-14 00:00:00 AAPL 100 @ 6.68885574466804"
## [1] "2017-02-15 00:00:00 AAPL 100 @ 6.79159174949255"
## [1] "2017-02-16 00:00:00 AAPL 100 @ 6.7991087010696"
## [1] "2017-02-17 00:00:00 AAPL 100 @ 6.77054352038184"
## [1] "2017-02-21 00:00:00 AAPL 100 @ 6.82717300655054"
## [1] "2017-02-22 00:00:00 AAPL 100 @ 6.8371958635516"
## [1] "2017-02-23 00:00:00 AAPL 100 @ 6.88480577252281"
## [1] "2017-02-24 00:00:00 AAPL 100 @ 6.81113658828785"
## [1] "2017-02-27 00:00:00 AAPL 100 @ 6.87277788530456"
## [1] "2017-02-28 00:00:00 AAPL 100 @ 6.86977110467374"
## [1] "2017-03-01 00:00:00 AAPL 100 @ 6.91036417257975"
## [1] "2017-03-02 00:00:00 AAPL 100 @ 7.01610695803508"
## [1] "2017-03-03 00:00:00 AAPL 100 @ 6.95496653622518"
## [1] "2017-03-06 00:00:00 AAPL 100 @ 6.98453423202153"
## [1] "2017-03-07 00:00:00 AAPL 100 @ 6.96899868896565"
## [1] "2017-03-08 00:00:00 AAPL 100 @ 6.96348600291082"
## [1] "2017-03-09 00:00:00 AAPL 100 @ 6.95296227070295"
## [1] "2017-03-10 00:00:00 AAPL 100 @ 6.97852067075989"
## [1] "2017-03-13 00:00:00 AAPL 100 @ 6.95847495675778"
## [1] "2017-03-14 00:00:00 AAPL 100 @ 6.9810265761839"
## [1] "2017-03-15 00:00:00 AAPL 100 @ 6.98653926223873"
## [1] "2017-03-16 00:00:00 AAPL 100 @ 7.05218985499486"
## [1] "2017-03-17 00:00:00 AAPL 100 @ 7.06622200773533"
## [1] "2017-03-20 00:00:00 AAPL 100 @ 7.03615267203719"
## [1] "2017-03-21 00:00:00 AAPL 100 @ 7.12184974349041"
## [1] "2017-03-22 00:00:00 AAPL 100 @ 7.00859000645803"
## [1] "2017-03-23 00:00:00 AAPL 100 @ 7.07925164536721"
## [1] "2017-03-24 00:00:00 AAPL 100 @ 7.09127953258545"
## [1] "2017-03-27 00:00:00 AAPL 100 @ 6.98553674713013"
## [1] "2017-03-28 00:00:00 AAPL 100 @ 7.0617118367891"
## [1] "2017-03-29 00:00:00 AAPL 100 @ 7.20052997387841"
## [1] "2017-03-30 00:00:00 AAPL 100 @ 7.22608913863032"
## [1] "2017-03-31 00:00:00 AAPL 100 @ 7.20253500409561"
## [1] "2017-04-03 00:00:00 AAPL 100 @ 7.2020341288888"
## [1] "2017-04-04 00:00:00 AAPL 100 @ 7.17898086956089"
## [1] "2017-04-05 00:00:00 AAPL 100 @ 7.22759252894573"
## [1] "2017-04-06 00:00:00 AAPL 100 @ 7.23110018478337"
## [1] "2017-04-07 00:00:00 AAPL 100 @ 7.20303587930242"
## [1] "2017-04-10 00:00:00 AAPL 100 @ 7.19652144283397"
## [1] "2017-04-11 00:00:00 AAPL 100 @ 7.16344532650501"
## [1] "2017-04-12 00:00:00 AAPL 100 @ 7.09629134343347"
## [1] "2017-04-13 00:00:00 AAPL 100 @ 7.11182688648935"
## [1] "2017-04-17 00:00:00 AAPL 100 @ 7.09027701747686"
## [1] "2017-04-18 00:00:00 AAPL 100 @ 7.08676936163923"
## [1] "2017-04-27 00:00:00 AAPL 100 @ 7.21255786109667"
## [1] "2017-04-28 00:00:00 AAPL 100 @ 7.22107732778231"
## [1] "2017-05-01 00:00:00 AAPL 100 @ 7.27169401738435"
## [1] "2017-05-02 00:00:00 AAPL 100 @ 7.39397409630918"
## [1] "2017-05-03 00:00:00 AAPL 100 @ 7.29624990233269"
## [1] "2017-05-04 00:00:00 AAPL 100 @ 7.34285729619531"
## [1] "2017-05-05 00:00:00 AAPL 100 @ 7.35488441871858"
## [1] "2017-05-08 00:00:00 AAPL 100 @ 7.46864579565275"
## [1] "2017-05-09 00:00:00 AAPL 100 @ 7.71120245267516"
## [1] "2017-05-10 00:00:00 AAPL 100 @ 7.69917533015189"
## [1] "2017-05-11 00:00:00 AAPL 100 @ 7.76776173867606"
## [1] "2017-05-12 00:00:00 AAPL 100 @ 7.88240564987243"
## [1] "2017-05-15 00:00:00 AAPL 100 @ 7.94915375821682"
## [1] "2017-05-16 00:00:00 AAPL 100 @ 7.94558746304634"
## [1] "2017-05-17 00:00:00 AAPL 100 @ 7.82635798199703"
## [1] "2017-05-18 00:00:00 AAPL 100 @ 7.70763774954955"
## [1] "2017-05-19 00:00:00 AAPL 100 @ 7.81514829292619"
## [1] "2017-05-22 00:00:00 AAPL 100 @ 7.84673881077376"
## [1] "2017-05-23 00:00:00 AAPL 100 @ 7.89259606426079"
## [1] "2017-05-24 00:00:00 AAPL 100 @ 7.83858616827155"
## [1] "2017-05-25 00:00:00 AAPL 100 @ 7.83298132373613"
## [1] "2017-05-26 00:00:00 AAPL 100 @ 7.84673881077376"
## [1] "2017-05-30 00:00:00 AAPL 100 @ 7.81718606481235"
## [1] "2017-05-31 00:00:00 AAPL 100 @ 7.84521028748944"
## [1] "2017-06-01 00:00:00 AAPL 100 @ 7.8044478524572"
## [1] "2017-06-02 00:00:00 AAPL 100 @ 7.82533870731456"
## [1] "2017-06-05 00:00:00 AAPL 100 @ 7.86406259298186"
## [1] "2017-06-06 00:00:00 AAPL 100 @ 7.84164321484019"
## [1] "2017-06-07 00:00:00 AAPL 100 @ 7.89871093487684"
## [1] "2017-06-08 00:00:00 AAPL 100 @ 7.91042987254952"
## [1] "2017-06-09 00:00:00 AAPL 100 @ 7.90737282598089"
## [1] "2017-06-12 00:00:00 AAPL 100 @ 7.42586855445189"
## [1] "2017-07-19 00:00:00 AAPL 100 @ 7.66738456311916"
## [1] "2017-07-20 00:00:00 AAPL 100 @ 7.71935668722224"
## [1] "2017-07-21 00:00:00 AAPL 100 @ 7.64241816448948"
## [1] "2017-07-24 00:00:00 AAPL 100 @ 7.67248015905273"
## [1] "2017-07-25 00:00:00 AAPL 100 @ 7.73464269754418"
## [1] "2017-07-26 00:00:00 AAPL 100 @ 7.81361976964187"
## [1] "2017-07-27 00:00:00 AAPL 100 @ 7.83400059841861"
## [1] "2017-07-28 00:00:00 AAPL 100 @ 7.6373225685559"
## [1] "2017-07-31 00:00:00 AAPL 100 @ 7.63783181715775"
## [1] "2017-08-01 00:00:00 AAPL 100 @ 7.59707015960429"
## [1] "2017-08-02 00:00:00 AAPL 100 @ 8.11576979351627"
## [1] "2017-08-03 00:00:00 AAPL 100 @ 8.00214515700237"
## [1] "2017-08-04 00:00:00 AAPL 100 @ 7.95221158226423"
## [1] "2017-08-07 00:00:00 AAPL 100 @ 8.00265440560422"
## [1] "2017-08-08 00:00:00 AAPL 100 @ 8.08112222910007"
## [1] "2017-08-09 00:00:00 AAPL 100 @ 8.1147505188338"
## [1] "2017-08-10 00:00:00 AAPL 100 @ 8.27686294981978"
## [1] "2017-08-11 00:00:00 AAPL 100 @ 8.10604651616712"
## [1] "2017-08-14 00:00:00 AAPL 100 @ 8.24684125154201"
## [1] "2017-08-15 00:00:00 AAPL 100 @ 8.31620314313258"
## [1] "2017-08-16 00:00:00 AAPL 100 @ 8.38245939626937"
## [1] "2017-08-17 00:00:00 AAPL 100 @ 8.30895639012815"
## [1] "2017-08-18 00:00:00 AAPL 100 @ 8.17126729320703"
## [1] "2017-08-21 00:00:00 AAPL 100 @ 8.15263267264751"
## [1] "2017-08-22 00:00:00 AAPL 100 @ 8.19041925689658"
## [1] "2017-08-23 00:00:00 AAPL 100 @ 8.23390056476003"
## [1] "2017-08-24 00:00:00 AAPL 100 @ 8.30429714261063"
## [1] "2017-08-25 00:00:00 AAPL 100 @ 8.2639222630378"
## [1] "2017-08-28 00:00:00 AAPL 100 @ 8.28928629347175"
## [1] "2017-08-29 00:00:00 AAPL 100 @ 8.28721613111484"
## [1] "2017-08-30 00:00:00 AAPL 100 @ 8.47873813752078"
## [1] "2017-08-31 00:00:00 AAPL 100 @ 8.47045590841947"
## [1] "2017-09-01 00:00:00 AAPL 100 @ 8.5305008846487"
## [1] "2017-09-05 00:00:00 AAPL 100 @ 8.47614984219701"
## [1] "2017-09-06 00:00:00 AAPL 100 @ 8.42231693271219"
## [1] "2017-09-07 00:00:00 AAPL 100 @ 8.39022349240382"
## [1] "2017-09-08 00:00:00 AAPL 100 @ 8.3265555345908"
## [1] "2017-09-11 00:00:00 AAPL 100 @ 8.30792091403127"
## [1] "2017-09-12 00:00:00 AAPL 100 @ 8.41714034206466"
## [1] "2017-09-13 00:00:00 AAPL 100 @ 8.27531013059289"
## [1] "2017-09-14 00:00:00 AAPL 100 @ 8.22975945020937"
## [1] "2017-10-17 00:00:00 AAPL 100 @ 8.27065167291222"
## [1] "2017-10-18 00:00:00 AAPL 100 @ 8.30377979948062"
## [1] "2017-10-19 00:00:00 AAPL 100 @ 8.11381061230157"
## [1] "2017-10-20 00:00:00 AAPL 100 @ 8.10656385929713"
## [1] "2017-10-23 00:00:00 AAPL 100 @ 8.121057365306"
## [1] "2017-10-24 00:00:00 AAPL 100 @ 8.08999940109452"
## [1] "2017-10-25 00:00:00 AAPL 100 @ 8.12209284140288"
## [1] "2017-10-26 00:00:00 AAPL 100 @ 8.13865650976866"
## [1] "2017-10-27 00:00:00 AAPL 100 @ 8.24528764247828"
## [1] "2017-10-30 00:00:00 AAPL 100 @ 8.48339659520145"
## [1] "2017-10-31 00:00:00 AAPL 100 @ 8.69096492684315"
## [1] "2017-11-01 00:00:00 AAPL 100 @ 8.7929376018721"
## [1] "2017-11-02 00:00:00 AAPL 100 @ 8.62367398744632"
## [1] "2017-11-03 00:00:00 AAPL 100 @ 9.0067180002582"
## [1] "2017-11-06 00:00:00 AAPL 100 @ 8.9223444696919"
## [1] "2017-11-07 00:00:00 AAPL 100 @ 9.00205954257753"
## [1] "2017-11-08 00:00:00 AAPL 100 @ 9.04088160292347"
## [1] "2017-11-09 00:00:00 AAPL 100 @ 9.06417468116367"
## [1] "2017-11-10 00:00:00 AAPL 100 @ 9.19593356183498"
## [1] "2017-11-13 00:00:00 AAPL 100 @ 9.1113840866725"
## [1] "2017-11-14 00:00:00 AAPL 100 @ 9.0872267503469"
## [1] "2017-11-15 00:00:00 AAPL 100 @ 8.92600555812115"
## [1] "2017-11-16 00:00:00 AAPL 100 @ 8.98954847967048"
## [1] "2017-11-17 00:00:00 AAPL 100 @ 8.9821963862354"
## [1] "2017-11-20 00:00:00 AAPL 100 @ 8.94280999969359"
## [1] "2017-11-21 00:00:00 AAPL 100 @ 8.96854272737541"
## [1] "2017-11-22 00:00:00 AAPL 100 @ 9.10403199323742"
## [1] "2017-11-24 00:00:00 AAPL 100 @ 9.19540869848893"
## [1] "2017-11-27 00:00:00 AAPL 100 @ 9.19278277912253"
## [1] "2017-11-28 00:00:00 AAPL 100 @ 9.15339639258072"
## [1] "2017-11-29 00:00:00 AAPL 100 @ 9.06569613470578"
## [1] "2017-11-30 00:00:00 AAPL 100 @ 8.95016209312867"
## [1] "2017-12-01 00:00:00 AAPL 100 @ 8.92495503011097"
## [1] "2017-12-04 00:00:00 AAPL 100 @ 9.05781837660657"
## [1] "2017-12-05 00:00:00 AAPL 100 @ 8.87821655013408"
## [1] "2017-12-06 00:00:00 AAPL 100 @ 8.796292994338"
## [1] "2017-12-18 00:00:00 AAPL 100 @ 9.18385529433122"
## [1] "2017-12-19 00:00:00 AAPL 100 @ 9.19173225111235"
## [1] "2017-12-20 00:00:00 AAPL 100 @ 9.18332962966709"
## [1] "2017-12-21 00:00:00 AAPL 100 @ 9.14656916249168"
## [1] "2017-12-22 00:00:00 AAPL 100 @ 9.1733516168656"
## [1] "2017-12-26 00:00:00 AAPL 100 @ 8.96959325538559"
## [1] "2017-12-27 00:00:00 AAPL 100 @ 8.93283278821018"
## [1] "2017-12-28 00:00:00 AAPL 100 @ 8.98009613153313"
## [1] "2017-12-29 00:00:00 AAPL 100 @ 8.95488906851543"
## [1] "2018-01-02 00:00:00 AAPL 100 @ 8.93598357092264"
## [1] "2018-01-10 00:00:00 AAPL 100 @ 9.09352911708988"
## [1] "2018-01-11 00:00:00 AAPL 100 @ 9.16862544279692"
## [1] "2018-01-12 00:00:00 AAPL 100 @ 9.25212438994923"
## [1] "2018-01-16 00:00:00 AAPL 100 @ 9.34245056719056"
## [1] "2018-01-17 00:00:00 AAPL 100 @ 9.250548998593"
## [1] "2018-01-18 00:00:00 AAPL 100 @ 9.41964794891796"
## [1] "2018-01-19 00:00:00 AAPL 100 @ 9.3797366990301"
## [1] "2018-01-22 00:00:00 AAPL 100 @ 9.31094193874796"
## [1] "2018-01-23 00:00:00 AAPL 100 @ 9.31094193874796"
## [1] "2018-01-24 00:00:00 AAPL 100 @ 9.30831601938156"
## [1] "2018-01-25 00:00:00 AAPL 100 @ 9.16442413207429"
## [1] "2018-01-26 00:00:00 AAPL 100 @ 9.03261131358887"
## [1] "2018-01-29 00:00:00 AAPL 100 @ 8.93598357092264"
## [1] "2018-02-06 00:00:00 AAPL -100 @ 8.13092573384983"
## [1] "2018-02-09 00:00:00 AAPL -100 @ 8.38474801484488"
## [1] "2018-02-21 00:00:00 AAPL 100 @ 9.22605174243937"
## [1] "2018-02-22 00:00:00 AAPL 100 @ 9.17106810573414"
## [1] "2018-02-23 00:00:00 AAPL 100 @ 9.27089262420024"
## [1] "2018-02-26 00:00:00 AAPL 100 @ 9.41395743709461"
## [1] "2018-02-27 00:00:00 AAPL 100 @ 9.5607585828616"
## [1] "2018-02-28 00:00:00 AAPL 100 @ 9.56929912137682"
## [1] "2018-03-01 00:00:00 AAPL 100 @ 9.53086384713942"
## [1] "2018-03-02 00:00:00 AAPL 100 @ 9.2244503405585"
## [1] "2018-03-05 00:00:00 AAPL 100 @ 9.35310172197678"
## [1] "2018-03-06 00:00:00 AAPL 100 @ 9.49723359309289"
## [1] "2018-03-07 00:00:00 AAPL 100 @ 9.33868829050069"
## [1] "2018-03-08 00:00:00 AAPL 100 @ 9.36751433890461"
## [1] "2018-03-09 00:00:00 AAPL 100 @ 9.49990286774376"
## [1] "2018-03-12 00:00:00 AAPL 100 @ 9.62428275808204"
## [1] "2018-03-13 00:00:00 AAPL 100 @ 9.74706206108771"
## [1] "2018-03-14 00:00:00 AAPL 100 @ 9.62588497451117"
## [1] "2018-03-15 00:00:00 AAPL 100 @ 9.52872891614768"
## [1] "2018-03-16 00:00:00 AAPL 100 @ 9.53673592555203"
## [1] "2018-03-19 00:00:00 AAPL 100 @ 9.4657382700381"
## [1] "2018-03-20 00:00:00 AAPL 100 @ 9.35470312385765"
## [1] "2018-03-21 00:00:00 AAPL 100 @ 9.34402602525417"
## [1] "2018-03-22 00:00:00 AAPL 100 @ 9.07497992014065"
## [1] "2018-04-16 00:00:00 AAPL 100 @ 9.3434924961433"
## [1] "2018-04-17 00:00:00 AAPL 100 @ 9.4214309173881"
## [1] "2018-04-18 00:00:00 AAPL 100 @ 9.49189504379115"
## [1] "2018-04-19 00:00:00 AAPL 100 @ 9.27569682984285"
## [1] "2018-04-20 00:00:00 AAPL 100 @ 9.10700958685456"
## [1] "2018-04-23 00:00:00 AAPL 100 @ 8.90575833349322"
## [1] "2018-04-30 00:00:00 AAPL -100 @ 8.6548619927284"
## [1] "2018-05-07 00:00:00 AAPL 100 @ 9.88532185379121"
## [1] "2018-05-08 00:00:00 AAPL 100 @ 9.87517991339513"
## [1] "2018-05-09 00:00:00 AAPL 100 @ 9.9584560693934"
## [1] "2018-05-10 00:00:00 AAPL 100 @ 10.0219810591621"
## [1] "2018-05-11 00:00:00 AAPL 100 @ 10.2732503814584"
## [1] "2018-05-14 00:00:00 AAPL 100 @ 10.2472264598507"
## [1] "2018-05-15 00:00:00 AAPL 100 @ 10.1263266561963"
## [1] "2018-05-16 00:00:00 AAPL 100 @ 10.0878342831145"
## [1] "2018-05-17 00:00:00 AAPL 100 @ 10.1924693425789"
## [1] "2018-05-18 00:00:00 AAPL 100 @ 10.1485551123473"
## [1] "2018-05-21 00:00:00 AAPL 100 @ 10.1924693425789"
## [1] "2018-05-22 00:00:00 AAPL 100 @ 10.2130714070368"
## [1] "2018-05-23 00:00:00 AAPL 100 @ 10.1030144904227"
## [1] "2018-05-24 00:00:00 AAPL 100 @ 10.234215326306"
## [1] "2018-05-25 00:00:00 AAPL 100 @ 10.2049386213122"
## [1] "2018-05-29 00:00:00 AAPL 100 @ 10.1707835684983"
## [1] "2018-05-30 00:00:00 AAPL 100 @ 10.1772891352706"
## [1] "2018-05-31 00:00:00 AAPL 100 @ 10.1501815040404"
## [1] "2018-06-01 00:00:00 AAPL 100 @ 10.1919274877676"
## [1] "2018-06-04 00:00:00 AAPL 100 @ 10.3898128648448"
## [1] "2018-06-05 00:00:00 AAPL 100 @ 10.4673411203382"
## [1] "2018-06-06 00:00:00 AAPL 100 @ 10.4977015349546"
## [1] "2018-06-07 00:00:00 AAPL 100 @ 10.5253510209961"
## [1] "2018-06-08 00:00:00 AAPL 100 @ 10.3643316253076"
## [1] "2018-06-11 00:00:00 AAPL 100 @ 10.3740908027253"
## [1] "2018-06-12 00:00:00 AAPL 100 @ 10.3762590492297"
## [1] "2018-06-13 00:00:00 AAPL 100 @ 10.4321007033833"
## [1] "2018-06-14 00:00:00 AAPL 100 @ 10.3849336897656"
## [1] "2018-06-15 00:00:00 AAPL 100 @ 10.302526259193"
## [1] "2018-06-18 00:00:00 AAPL 100 @ 10.1859637758066"
## [1] "2018-06-19 00:00:00 AAPL 100 @ 10.0374136588514"
## [1] "2018-07-11 00:00:00 AAPL 100 @ 10.2195769738091"
## [1] "2018-07-12 00:00:00 AAPL 100 @ 10.2754186279627"
## [1] "2018-07-13 00:00:00 AAPL 100 @ 10.3594524502284"
## [1] "2018-07-16 00:00:00 AAPL 100 @ 10.3833072980725"
## [1] "2018-07-17 00:00:00 AAPL 100 @ 10.2873460518848"
## [1] "2018-07-18 00:00:00 AAPL 100 @ 10.3974029684989"
## [1] "2018-07-19 00:00:00 AAPL 100 @ 10.2840932684986"
## [1] "2018-07-20 00:00:00 AAPL 100 @ 10.3974029684989"
## [1] "2018-07-23 00:00:00 AAPL 100 @ 10.3377658488886"
## [1] "2018-07-24 00:00:00 AAPL 100 @ 10.4337270950763"
## [1] "2018-07-25 00:00:00 AAPL 100 @ 10.4667984382676"
## [1] "2018-07-26 00:00:00 AAPL 100 @ 10.5508322605333"
## [1] "2018-07-27 00:00:00 AAPL 100 @ 10.5714343249913"
## [1] "2018-07-30 00:00:00 AAPL 100 @ 10.4039085352712"
## [1] "2018-07-31 00:00:00 AAPL 100 @ 10.3171646116899"
## [1] "2018-08-01 00:00:00 AAPL 100 @ 10.7958854784875"
## [1] "2018-08-02 00:00:00 AAPL 100 @ 10.8744974436034"
## [1] "2018-08-03 00:00:00 AAPL 100 @ 11.2241857210219"
## [1] "2018-08-06 00:00:00 AAPL 100 @ 11.2767745917894"
## [1] "2018-08-07 00:00:00 AAPL 100 @ 11.3483391353217"
## [1] "2018-08-08 00:00:00 AAPL 100 @ 11.1710549954432"
## [1] "2018-08-09 00:00:00 AAPL 100 @ 11.3597238771732"
## [1] "2018-08-10 00:00:00 AAPL 100 @ 11.4014615123911"
## [1] "2018-08-13 00:00:00 AAPL 100 @ 11.5086799493569"
## [1] "2018-08-14 00:00:00 AAPL 100 @ 11.5554165998488"
## [1] "2018-08-15 00:00:00 AAPL 100 @ 11.5037315997249"
## [1] "2018-08-16 00:00:00 AAPL 100 @ 11.6428407992988"
## [1] "2018-08-17 00:00:00 AAPL 100 @ 11.7357637243317"
## [1] "2018-08-20 00:00:00 AAPL 100 @ 11.9919888991231"
## [1] "2018-08-21 00:00:00 AAPL 100 @ 11.9205096614834"
## [1] "2018-08-22 00:00:00 AAPL 100 @ 11.7720532996086"
## [1] "2018-08-23 00:00:00 AAPL 100 @ 11.8022937733517"
## [1] "2018-08-24 00:00:00 AAPL 100 @ 11.9095130493052"
## [1] "2018-08-27 00:00:00 AAPL 100 @ 11.9397535230482"
## [1] "2018-08-28 00:00:00 AAPL 100 @ 12.042023610382"
## [1] "2018-08-29 00:00:00 AAPL 100 @ 12.1047052226841"
## [1] "2018-08-30 00:00:00 AAPL 100 @ 12.2751556479029"
## [1] "2018-08-31 00:00:00 AAPL 100 @ 12.4544028594717"
## [1] "2018-09-04 00:00:00 AAPL 100 @ 12.5588727726337"
## [1] "2018-09-05 00:00:00 AAPL 100 @ 12.5907635352418"
## [1] "2018-09-06 00:00:00 AAPL 100 @ 12.4390074346247"
## [1] "2018-09-07 00:00:00 AAPL 100 @ 12.198178523668"
## [1] "2018-09-10 00:00:00 AAPL 100 @ 12.1486925103846"
## [1] "2018-09-11 00:00:00 AAPL 100 @ 11.9870397105034"
## [1] "2018-09-12 00:00:00 AAPL 100 @ 12.3680785729359"
## [1] "2018-09-13 00:00:00 AAPL 100 @ 12.2900015357867"
## [1] "2018-09-14 00:00:00 AAPL 100 @ 12.4126153975995"
## [1] "2018-09-17 00:00:00 AAPL 100 @ 12.2146730224414"
## [1] "2018-09-18 00:00:00 AAPL 100 @ 11.974943185411"
## [1] "2018-09-19 00:00:00 AAPL 100 @ 12.0139821234795"
## [1] "2018-10-01 00:00:00 AAPL 100 @ 12.5335798095349"
## [1] "2018-10-02 00:00:00 AAPL 100 @ 12.4950912474174"
## [1] "2018-10-03 00:00:00 AAPL 100 @ 12.6490463348751"
## [1] "2018-10-04 00:00:00 AAPL 100 @ 12.68918434687"
## [1] "2018-10-05 00:00:00 AAPL 100 @ 12.5341301854859"
## [1] "2018-10-08 00:00:00 AAPL 100 @ 12.2179727611838"
## [1] "2018-10-09 00:00:00 AAPL 100 @ 12.2965993352961"
## [1] "2018-10-10 00:00:00 AAPL 100 @ 12.3966704357893"
## [1] "2018-10-11 00:00:00 AAPL 100 @ 11.7951464368791"
## [1] "2018-10-12 00:00:00 AAPL 100 @ 12.1195511105679"
## [1] "2018-11-15 00:00:00 AAPL -100 @ 10.5045144238192"
## [1] "2018-11-20 00:00:00 AAPL -100 @ 9.94580493951639"
## [1] "2018-11-21 00:00:00 AAPL -100 @ 10.0216377654314"
## [1] "2018-11-23 00:00:00 AAPL -100 @ 9.75455058603122"
## [1] "2018-11-26 00:00:00 AAPL -100 @ 9.71551917213843"
## [1] "2018-11-27 00:00:00 AAPL -100 @ 9.56329538172504"
## [1] "2018-11-28 00:00:00 AAPL -100 @ 9.85435954804428"
## [1] "2018-11-29 00:00:00 AAPL -100 @ 10.1850132668397"
## [1] "2018-11-30 00:00:00 AAPL -100 @ 10.0528628965456"
## [1] "2018-12-03 00:00:00 AAPL -100 @ 10.2853803674362"
## [1] "2018-12-04 00:00:00 AAPL -100 @ 10.0896643085678"
## [1] "2018-12-06 00:00:00 AAPL -100 @ 9.57723523317397"
## [1] "2018-12-07 00:00:00 AAPL -100 @ 9.67369961779166"
## [1] "2018-12-10 00:00:00 AAPL -100 @ 9.20030195629059"
## [1] "2018-12-11 00:00:00 AAPL -100 @ 9.571659803087"
## [1] "2018-12-12 00:00:00 AAPL -100 @ 9.50140240725897"
## [1] "2018-12-13 00:00:00 AAPL -100 @ 9.50642140040455"
## [1] "2018-12-14 00:00:00 AAPL -100 @ 9.4233395794734"
## [1] "2018-12-17 00:00:00 AAPL -100 @ 9.22539351873446"
## [1] "2018-12-18 00:00:00 AAPL -100 @ 9.22149080275568"
## [1] "2018-12-19 00:00:00 AAPL -100 @ 9.25606136208629"
## [1] "2018-12-20 00:00:00 AAPL -100 @ 8.94380834930197"
## [1] "2018-12-21 00:00:00 AAPL -100 @ 8.74642042714643"
## [1] "2018-12-24 00:00:00 AAPL -100 @ 8.26075562830463"
## [1] "2018-12-26 00:00:00 AAPL -100 @ 8.2691200496666"
## [1] "2018-12-27 00:00:00 AAPL -100 @ 8.68954559500493"
## [1] "2018-12-28 00:00:00 AAPL -100 @ 8.78210641282284"
## [1] "2018-12-31 00:00:00 AAPL -100 @ 8.83953853272673"
## [1] "2019-01-02 00:00:00 AAPL -100 @ 8.63657432966322"
## [1] "2019-01-03 00:00:00 AAPL -100 @ 8.02823900823508"
## [1] "2019-01-04 00:00:00 AAPL -100 @ 8.05890685158692"
## [1] "2019-01-07 00:00:00 AAPL -100 @ 8.29142347165647"
## [1] "2019-01-08 00:00:00 AAPL -100 @ 8.33937659467361"
## [1] "2019-01-09 00:00:00 AAPL -100 @ 8.43584012847029"
## [1] "2019-01-10 00:00:00 AAPL -100 @ 8.50330938384434"
## [1] "2019-01-11 00:00:00 AAPL -100 @ 8.52449823030943"
## [1] "2019-01-14 00:00:00 AAPL -100 @ 8.41130670460984"
## [1] "2019-01-15 00:00:00 AAPL -100 @ 8.37896614714981"
## [1] "2019-01-16 00:00:00 AAPL -100 @ 8.53564994130436"
## [1] "2019-01-17 00:00:00 AAPL -100 @ 8.59810020353282"
## [1] "2019-01-18 00:00:00 AAPL -100 @ 8.78210641282284"
## [1] "2019-01-22 00:00:00 AAPL -100 @ 8.72132886470257"
## [1] "2019-03-18 00:00:00 AAPL 100 @ 10.540144696181"
## [1] "2019-03-19 00:00:00 AAPL 100 @ 10.684802396395"
## [1] "2019-03-20 00:00:00 AAPL 100 @ 10.5645375107482"
## [1] "2019-03-21 00:00:00 AAPL 100 @ 10.7795387906573"
## [1] "2019-03-22 00:00:00 AAPL 100 @ 11.081333651966"
## [1] "2019-03-25 00:00:00 AAPL 100 @ 10.8640636152443"
## [1] "2019-03-26 00:00:00 AAPL 100 @ 10.8725734009082"
## [1] "2019-03-27 00:00:00 AAPL 100 @ 10.7074934269509"
## [1] "2019-03-28 00:00:00 AAPL 100 @ 10.7188389422289"
## [1] "2019-03-29 00:00:00 AAPL 100 @ 10.7687602481807"
## [1] "2019-04-01 00:00:00 AAPL 100 @ 10.8714385896982"
## [1] "2019-04-02 00:00:00 AAPL 100 @ 10.8402377734784"
## [1] "2019-04-03 00:00:00 AAPL 100 @ 10.9627714159379"
## [1] "2019-04-04 00:00:00 AAPL 100 @ 11.0501328357461"
## [1] "2019-04-05 00:00:00 AAPL 100 @ 11.1443022572071"
## [1] "2019-04-08 00:00:00 AAPL 100 @ 11.1426004731958"
## [1] "2019-04-09 00:00:00 AAPL 100 @ 11.3638419163488"
## [1] "2019-04-10 00:00:00 AAPL 100 @ 11.2708064404905"
## [1] "2019-04-11 00:00:00 AAPL 100 @ 11.3939079213587"
## [1] "2019-04-12 00:00:00 AAPL 100 @ 11.3003054726991"
## [1] "2019-04-15 00:00:00 AAPL 100 @ 11.2651341156552"
## [1] "2019-04-16 00:00:00 AAPL 100 @ 11.315055421607"
## [1] "2019-04-17 00:00:00 AAPL 100 @ 11.3195929352323"
## [1] "2019-04-18 00:00:00 AAPL 100 @ 11.5226808614548"
## [1] "2019-04-22 00:00:00 AAPL 100 @ 11.5062299941429"
## [1] "2019-04-23 00:00:00 AAPL 100 @ 11.5969949819738"
## [1] "2019-04-24 00:00:00 AAPL 100 @ 11.7632097671411"
## [1] "2019-04-25 00:00:00 AAPL 100 @ 11.7331437621312"
## [1] "2019-04-26 00:00:00 AAPL 100 @ 11.623657418961"
## [1] "2019-04-29 00:00:00 AAPL 100 @ 11.5952931979625"
## [1] "2019-04-30 00:00:00 AAPL 100 @ 11.5192772934321"
## [1] "2019-05-01 00:00:00 AAPL 100 @ 11.9061656833438"
## [1] "2019-05-02 00:00:00 AAPL 100 @ 11.9038960609238"
## [1] "2019-05-03 00:00:00 AAPL 100 @ 11.9634610981422"
## [1] "2019-05-06 00:00:00 AAPL 100 @ 11.5890530347185"
## [1] "2019-05-07 00:00:00 AAPL 100 @ 11.6792519153555"
## [1] "2019-05-08 00:00:00 AAPL 100 @ 11.4534720929698"
## [1] "2019-05-09 00:00:00 AAPL 100 @ 11.3683794299741"
## [1] "2019-05-10 00:00:00 AAPL 100 @ 11.3738580228924"
## [1] "2019-05-13 00:00:00 AAPL 100 @ 10.814441219945"
## [1] "2019-05-21 00:00:00 AAPL -100 @ 10.6709857989231"
## [1] "2019-05-23 00:00:00 AAPL -100 @ 10.3587261989348"
## [1] "2019-05-24 00:00:00 AAPL -100 @ 10.3817708440105"
## [1] "2019-05-28 00:00:00 AAPL -100 @ 10.3080269248522"
## [1] "2019-05-29 00:00:00 AAPL -100 @ 10.1639956953873"
## [1] "2019-05-30 00:00:00 AAPL -100 @ 10.2521427374921"
## [1] "2019-05-31 00:00:00 AAPL -100 @ 10.1530491812925"
## [1] "2019-06-03 00:00:00 AAPL -100 @ 10.1167539092532"
## [1] "2019-06-04 00:00:00 AAPL -100 @ 10.1075356995842"
## [1] "2019-06-05 00:00:00 AAPL -100 @ 10.6168299159888"
## [1] "2019-06-06 00:00:00 AAPL -100 @ 10.547695101665"
## [1] "2019-06-14 00:00:00 AAPL 100 @ 11.0356729774198"
## [1] "2019-06-17 00:00:00 AAPL 100 @ 11.1134493138728"
## [1] "2019-06-18 00:00:00 AAPL 100 @ 11.2949291904567"
## [1] "2019-06-19 00:00:00 AAPL 100 @ 11.5040619378538"
## [1] "2019-06-20 00:00:00 AAPL 100 @ 11.5438146978416"
## [1] "2019-06-21 00:00:00 AAPL 100 @ 11.453363542868"
## [1] "2019-06-24 00:00:00 AAPL 100 @ 11.4383837323817"
## [1] "2019-06-25 00:00:00 AAPL 100 @ 11.4320463231214"
## [1] "2019-06-26 00:00:00 AAPL 100 @ 11.3940227466563"
## [1] "2019-06-27 00:00:00 AAPL 100 @ 11.5392055930071"
## [1] "2019-06-28 00:00:00 AAPL 100 @ 11.4464494460679"
## [1] "2019-07-01 00:00:00 AAPL 100 @ 11.7051298506617"
## [1] "2019-07-02 00:00:00 AAPL 100 @ 11.6037321815933"
## [1] "2019-07-03 00:00:00 AAPL 100 @ 11.711467259922"
## [1] "2019-07-05 00:00:00 AAPL 100 @ 11.7155005563135"
## [1] "2019-07-08 00:00:00 AAPL 100 @ 11.569164334883"
## [1] "2019-07-09 00:00:00 AAPL 100 @ 11.4764081879437"
## [1] "2019-07-10 00:00:00 AAPL 100 @ 11.6290818186346"
## [1] "2019-07-11 00:00:00 AAPL 100 @ 11.7131955643479"
## [1] "2019-07-12 00:00:00 AAPL 100 @ 11.6636487862481"
## [1] "2019-07-15 00:00:00 AAPL 100 @ 11.7581332376131"
## [1] "2019-07-16 00:00:00 AAPL 100 @ 11.7869394835061"
## [1] "2019-07-17 00:00:00 AAPL 100 @ 11.7558291247443"
## [1] "2019-07-18 00:00:00 AAPL 100 @ 11.7529483243357"
## [1] "2019-07-19 00:00:00 AAPL 100 @ 11.8560742978299"
## [1] "2019-07-22 00:00:00 AAPL 100 @ 11.7327836005718"
## [1] "2019-07-23 00:00:00 AAPL 100 @ 12.0099004245037"
## [1] "2019-07-24 00:00:00 AAPL 100 @ 11.9643860636985"
## [1] "2019-07-25 00:00:00 AAPL 100 @ 12.0346733740051"
## [1] "2019-07-26 00:00:00 AAPL 100 @ 11.9534395496037"
## [1] "2019-07-29 00:00:00 AAPL 100 @ 12.0099004245037"
## [1] "2019-07-30 00:00:00 AAPL 100 @ 12.027183468762"
## [1] "2019-07-31 00:00:00 AAPL 100 @ 12.4684953668256"
## [1] "2019-08-01 00:00:00 AAPL 100 @ 12.3233116413779"
## [1] "2019-08-02 00:00:00 AAPL 100 @ 11.8410953664404"
## [1] "2019-08-05 00:00:00 AAPL 100 @ 11.4066975651769"
## [1] "2019-08-06 00:00:00 AAPL 100 @ 11.3099081218461"
## [1] "2019-08-19 00:00:00 AAPL 100 @ 12.3208851743917"
## [1] "2019-08-20 00:00:00 AAPL 100 @ 12.3360952709673"
## [1] "2019-08-21 00:00:00 AAPL 100 @ 12.4595264543342"
## [1] "2019-08-22 00:00:00 AAPL 100 @ 12.4712259106615"
## [1] "2019-08-23 00:00:00 AAPL 100 @ 12.2512722042193"
## [1] "2019-08-26 00:00:00 AAPL 100 @ 12.0424341863133"
## [1] "2019-08-27 00:00:00 AAPL 100 @ 12.1594305348084"
## [1] "2019-08-28 00:00:00 AAPL 100 @ 11.9394777209776"
## [1] "2019-08-29 00:00:00 AAPL 100 @ 12.1968693306225"
## [1] "2019-08-30 00:00:00 AAPL 100 @ 12.2939765141002"
## [1] "2019-09-03 00:00:00 AAPL 100 @ 12.0757776814765"
## [1] "2019-09-04 00:00:00 AAPL 100 @ 12.1904344957508"
## [1] "2019-09-05 00:00:00 AAPL 100 @ 12.401612940489"
## [1] "2019-09-06 00:00:00 AAPL 100 @ 12.5215343762188"
## [1] "2019-09-09 00:00:00 AAPL 100 @ 12.5677475411255"
## [1] "2019-09-10 00:00:00 AAPL 100 @ 12.510419580294"
## [1] "2019-09-11 00:00:00 AAPL 100 @ 12.7566972866253"
## [1] "2019-09-12 00:00:00 AAPL 100 @ 13.1503897493804"
## [1] "2019-09-13 00:00:00 AAPL 100 @ 12.8695983344697"
## [1] "2019-09-16 00:00:00 AAPL 100 @ 12.7368072289965"
## [1] "2019-09-17 00:00:00 AAPL 100 @ 12.8672588002488"
## [1] "2019-09-18 00:00:00 AAPL 100 @ 12.9316062563544"
## [1] "2019-09-19 00:00:00 AAPL 100 @ 12.9871793433673"
## [1] "2019-09-20 00:00:00 AAPL 100 @ 12.950326100567"
## [1] "2019-09-23 00:00:00 AAPL 100 @ 12.8081750729875"
## [1] "2019-09-24 00:00:00 AAPL 100 @ 12.9298513825358"
## [1] "2019-09-25 00:00:00 AAPL 100 @ 12.784776160333"
## [1] "2019-09-26 00:00:00 AAPL 100 @ 12.8695983344697"
## [1] "2019-09-27 00:00:00 AAPL 100 @ 12.9011869558145"
## [1] "2019-09-30 00:00:00 AAPL 100 @ 12.922246334248"
## [1] "2019-10-01 00:00:00 AAPL 100 @ 13.1661845063584"
## [1] "2019-10-02 00:00:00 AAPL 100 @ 13.0486026048496"
## [1] "2019-10-03 00:00:00 AAPL 100 @ 12.7777557724476"
## [1] "2019-10-04 00:00:00 AAPL 100 @ 13.1995280015217"
## [1] "2019-10-07 00:00:00 AAPL 100 @ 13.2363821369333"
## [1] "2019-10-08 00:00:00 AAPL 100 @ 13.2100581370441"
## [1] "2019-10-09 00:00:00 AAPL 100 @ 13.2808404280214"
## [1] "2019-10-10 00:00:00 AAPL 100 @ 13.3334884277997"
## [1] "2019-10-11 00:00:00 AAPL 100 @ 13.6271495124538"
## [1] "2019-10-14 00:00:00 AAPL 100 @ 13.7412207737143"
## [1] "2019-10-15 00:00:00 AAPL 100 @ 13.8283833746833"
## [1] "2019-10-16 00:00:00 AAPL 100 @ 13.6517186385244"
## [1] "2019-10-17 00:00:00 AAPL 100 @ 13.7523355696392"
## [1] "2019-10-18 00:00:00 AAPL 100 @ 13.7230864825154"
## [1] "2019-10-21 00:00:00 AAPL 100 @ 13.8944865972187"
## [1] "2019-10-22 00:00:00 AAPL 100 @ 14.1074199157754"
## [1] "2019-10-23 00:00:00 AAPL 100 @ 14.162408342386"
## [1] "2019-10-24 00:00:00 AAPL 100 @ 14.3033882639381"
## [1] "2019-10-25 00:00:00 AAPL 100 @ 14.2244162642706"
## [1] "2019-10-28 00:00:00 AAPL 100 @ 14.4736181652253"
## [1] "2019-10-29 00:00:00 AAPL 100 @ 14.5642905138313"
## [1] "2019-10-30 00:00:00 AAPL 100 @ 14.3180128075"
## [1] "2019-10-31 00:00:00 AAPL 100 @ 14.4630889223141"
## [1] "2019-11-01 00:00:00 AAPL 100 @ 14.5976340089946"
## [1] "2019-11-04 00:00:00 AAPL 100 @ 15.0533343936343"
## [1] "2019-11-05 00:00:00 AAPL 100 @ 15.0369549762539"
## [1] "2019-11-06 00:00:00 AAPL 100 @ 15.0205755588735"
## [1] "2019-11-07 00:00:00 AAPL 100 @ 15.3192381787128"
## [1] "2019-11-08 00:00:00 AAPL 100 @ 15.3162785476723"
## [1] "2019-11-11 00:00:00 AAPL 100 @ 15.2931869208728"
## [1] "2019-11-12 00:00:00 AAPL 100 @ 15.4856099167759"
## [1] "2019-11-13 00:00:00 AAPL 100 @ 15.4607439568373"
## [1] "2019-11-14 00:00:00 AAPL 100 @ 15.6158662059759"
## [1] "2019-11-15 00:00:00 AAPL 100 @ 15.611721277034"
## [1] "2019-11-18 00:00:00 AAPL 100 @ 15.7372399883413"
## [1] "2019-11-19 00:00:00 AAPL 100 @ 15.8615752086038"
## [1] "2019-11-20 00:00:00 AAPL 100 @ 15.7218473773316"
## [1] "2019-11-21 00:00:00 AAPL 100 @ 15.6123139259847"
## [1] "2019-11-22 00:00:00 AAPL 100 @ 15.5471857813847"
## [1] "2019-11-25 00:00:00 AAPL 100 @ 15.5542903413671"
## [1] "2019-11-26 00:00:00 AAPL 100 @ 15.8047369218877"
## [1] "2019-11-27 00:00:00 AAPL 100 @ 15.7242143594213"
## [1] "2019-11-29 00:00:00 AAPL 100 @ 15.7846067329853"
## [1] "2019-12-02 00:00:00 AAPL 100 @ 15.8242744618394"
## [1] "2019-12-03 00:00:00 AAPL 100 @ 15.2937795698236"
## [1] "2019-12-04 00:00:00 AAPL 100 @ 15.4571916768461"
## [1] "2019-12-05 00:00:00 AAPL 100 @ 15.6182349949222"
## [1] "2019-12-06 00:00:00 AAPL 100 @ 15.8367092486653"
## [1] "2019-12-09 00:00:00 AAPL 100 @ 15.9859104288663"
## [1] "2019-12-10 00:00:00 AAPL 100 @ 15.9030208843102"
## [1] "2019-12-11 00:00:00 AAPL 100 @ 15.9154538642795"
## [1] "2019-12-12 00:00:00 AAPL 100 @ 15.8544706486214"
## [1] "2019-12-13 00:00:00 AAPL 100 @ 16.0723522534137"
## [1] "2019-12-16 00:00:00 AAPL 100 @ 16.4003599585036"
## [1] "2019-12-17 00:00:00 AAPL 100 @ 16.5525225766017"
## [1] "2019-12-18 00:00:00 AAPL 100 @ 16.5661390476159"
## [1] "2019-12-19 00:00:00 AAPL 100 @ 16.5483776476598"
## [1] "2019-12-20 00:00:00 AAPL 100 @ 16.7100136146867"
## [1] "2019-12-23 00:00:00 AAPL 100 @ 16.6093608633179"
## [1] "2019-12-24 00:00:00 AAPL 100 @ 16.8556625148965"
## [1] "2019-12-26 00:00:00 AAPL 100 @ 16.8633597238297"
## [1] "2019-12-27 00:00:00 AAPL 100 @ 17.2363635777606"
## [1] "2019-12-30 00:00:00 AAPL 100 @ 17.1380796153381"
## [1] "2019-12-31 00:00:00 AAPL 100 @ 17.1659070131737"
## [1] "2020-01-02 00:00:00 AAPL 100 @ 17.5395035160554"
## [1] "2020-01-03 00:00:00 AAPL 100 @ 17.593382171731"
## [1] "2020-01-06 00:00:00 AAPL 100 @ 17.3944472647963"
## [1] "2020-01-07 00:00:00 AAPL 100 @ 17.7526493498116"
## [1] "2020-01-08 00:00:00 AAPL 100 @ 17.5939748206817"
## [1] "2020-01-09 00:00:00 AAPL 100 @ 18.1907813483425"
## [1] "2020-01-10 00:00:00 AAPL 100 @ 18.3897180621338"
## [1] "2020-01-13 00:00:00 AAPL 100 @ 18.4512939267426"
## [1] "2020-01-14 00:00:00 AAPL 100 @ 18.7508815850462"
## [1] "2020-01-15 00:00:00 AAPL 100 @ 18.4637269067119"
## [1] "2020-01-16 00:00:00 AAPL 100 @ 18.5667466401705"
## [1] "2020-01-17 00:00:00 AAPL 100 @ 18.7254211693004"
## [1] "2020-01-21 00:00:00 AAPL 100 @ 18.7798924739267"
## [1] "2020-01-22 00:00:00 AAPL 100 @ 18.8621893695321"
## [1] "2020-01-23 00:00:00 AAPL 100 @ 18.8231142896287"
## [1] "2020-01-24 00:00:00 AAPL 100 @ 18.9610659809053"
## [1] "2020-01-27 00:00:00 AAPL 100 @ 18.3577457353563"
## [1] "2020-01-28 00:00:00 AAPL 100 @ 18.5081322134588"
## [1] "2020-01-29 00:00:00 AAPL 100 @ 19.2097364214303"
## [1] "2020-01-30 00:00:00 AAPL 100 @ 18.9782365387673"
## [1] "2020-01-31 00:00:00 AAPL 100 @ 19.0013263587102"
## [1] "2020-02-03 00:00:00 AAPL 100 @ 18.0167124013464"
## [1] "2020-02-04 00:00:00 AAPL 100 @ 18.6685828825842"
## [1] "2020-02-05 00:00:00 AAPL 100 @ 19.1546724678533"
## [1] "2020-02-06 00:00:00 AAPL 100 @ 19.0984268300878"
## [1] "2020-02-07 00:00:00 AAPL 100 @ 19.2690783513299"
## [1] "2020-02-10 00:00:00 AAPL 100 @ 18.7795358965997"
## [1] "2020-02-11 00:00:00 AAPL 100 @ 19.3426000141011"
## [1] "2020-02-12 00:00:00 AAPL 100 @ 19.2152828580465"
## [1] "2020-02-13 00:00:00 AAPL 100 @ 19.3778659688549"
## [1] "2020-02-14 00:00:00 AAPL 100 @ 19.4107404858246"
## [1] "2020-02-18 00:00:00 AAPL 100 @ 18.8500678061074"
## [1] "2020-02-19 00:00:00 AAPL 100 @ 19.1274162168352"
## [1] "2020-02-20 00:00:00 AAPL 100 @ 19.2846199607285"
## [1] "2020-02-21 00:00:00 AAPL 100 @ 19.0449289425388"
## [1] "2020-02-24 00:00:00 AAPL 100 @ 17.7681747856487"
## [1] "2020-03-17 00:00:00 AAPL -100 @ 14.7944583836214"
## [1] "2020-03-23 00:00:00 AAPL -100 @ 13.6330660179972"
## [1] "2020-03-24 00:00:00 AAPL -100 @ 14.1279878396425"
## [1] "2020-04-02 00:00:00 AAPL -100 @ 14.3658848234608"
## [1] "2020-04-03 00:00:00 AAPL -100 @ 14.5129272369369"
## [1] "2020-04-06 00:00:00 AAPL -100 @ 14.9970894126858"
## [1] "2020-04-16 00:00:00 AAPL 100 @ 17.1776155180927"
## [1] "2020-04-17 00:00:00 AAPL 100 @ 17.0168255295894"
## [1] "2020-04-20 00:00:00 AAPL 100 @ 16.6139549092447"
## [1] "2020-04-21 00:00:00 AAPL 100 @ 16.5141329032448"
## [1] "2020-04-22 00:00:00 AAPL 100 @ 16.3545377215672"
## [1] "2020-04-23 00:00:00 AAPL 100 @ 16.489625682321"
## [1] "2020-04-24 00:00:00 AAPL 100 @ 16.5691250274865"
## [1] "2020-04-27 00:00:00 AAPL 100 @ 16.8440801762974"
## [1] "2020-04-28 00:00:00 AAPL 100 @ 17.0401361195547"
## [1] "2020-04-29 00:00:00 AAPL 100 @ 17.0192169673736"
## [1] "2020-04-30 00:00:00 AAPL 100 @ 17.3318295087226"
## [1] "2020-05-01 00:00:00 AAPL 100 @ 17.1100715377158"
## [1] "2020-05-04 00:00:00 AAPL 100 @ 17.2846100133128"
## [1] "2020-05-05 00:00:00 AAPL 100 @ 17.636673069505"
## [1] "2020-05-06 00:00:00 AAPL 100 @ 17.9594478533375"
## [1] "2020-05-07 00:00:00 AAPL 100 @ 18.1244224019302"
## [1] "2020-05-08 00:00:00 AAPL 100 @ 18.4685103730864"
## [1] "2020-05-11 00:00:00 AAPL 100 @ 18.617157067002"
## [1] "2020-05-12 00:00:00 AAPL 100 @ 19.205097901332"
## [1] "2020-05-13 00:00:00 AAPL 100 @ 18.8618803950367"
## [1] "2020-05-14 00:00:00 AAPL 100 @ 18.4002290424371"
## [1] "2020-05-15 00:00:00 AAPL 100 @ 18.1488579290241"
## [1] "2020-05-18 00:00:00 AAPL 100 @ 18.9235157843534"
## [1] "2020-05-19 00:00:00 AAPL 100 @ 19.0359066923261"
## [1] "2020-05-20 00:00:00 AAPL 100 @ 19.1356087206348"
## [1] "2020-05-21 00:00:00 AAPL 100 @ 19.2552522610328"
## [1] "2020-05-22 00:00:00 AAPL 100 @ 19.0806211166964"
## [1] "2020-05-26 00:00:00 AAPL 100 @ 19.5477124046264"
## [1] "2020-05-27 00:00:00 AAPL 100 @ 19.1029801729275"
## [1] "2020-05-28 00:00:00 AAPL 100 @ 19.1410468119194"
## [1] "2020-05-29 00:00:00 AAPL 100 @ 19.2909031999288"
## [1] "2020-06-01 00:00:00 AAPL 100 @ 19.2002646570944"
## [1] "2020-06-02 00:00:00 AAPL 100 @ 19.3815417427633"
## [1] "2020-06-03 00:00:00 AAPL 100 @ 19.6178064323705"
## [1] "2020-06-04 00:00:00 AAPL 100 @ 19.6014921585168"
## [1] "2020-06-05 00:00:00 AAPL 100 @ 19.5386489191521"
## [1] "2020-06-08 00:00:00 AAPL 100 @ 19.9555858473814"
## [1] "2020-06-09 00:00:00 AAPL 100 @ 20.0697912964948"
## [1] "2020-06-10 00:00:00 AAPL 100 @ 21.0220989992574"
## [1] "2020-06-11 00:00:00 AAPL 100 @ 21.1072994508072"
## [1] "2020-06-12 00:00:00 AAPL 100 @ 20.8299457310194"
## [1] "2020-06-15 00:00:00 AAPL 100 @ 20.1368629330502"
## [1] "2020-06-16 00:00:00 AAPL 100 @ 21.2372143267274"
## [1] "2020-06-17 00:00:00 AAPL 100 @ 21.4601852896238"
## [1] "2020-06-18 00:00:00 AAPL 100 @ 21.2341937795846"
## [1] "2020-06-19 00:00:00 AAPL 100 @ 21.4293694390113"
## [1] "2020-06-22 00:00:00 AAPL 100 @ 21.229963538348"
## [1] "2020-06-23 00:00:00 AAPL 100 @ 21.9949530611561"
## [1] "2020-06-24 00:00:00 AAPL 100 @ 22.0553787563791"
## [1] "2020-06-25 00:00:00 AAPL 100 @ 21.7955490045387"
## [1] "2020-06-26 00:00:00 AAPL 100 @ 22.019727817483"
## [1] "2020-06-29 00:00:00 AAPL 100 @ 21.3453768375093"
## [1] "2020-06-30 00:00:00 AAPL 100 @ 21.758083524502"
## [1] "2020-07-01 00:00:00 AAPL 100 @ 22.0626295447585"
## [1] "2020-07-02 00:00:00 AAPL 100 @ 22.2275923565737"
## [1] "2020-07-06 00:00:00 AAPL 100 @ 22.3575072324939"
## [1] "2020-07-07 00:00:00 AAPL 100 @ 22.6844104649356"
## [1] "2020-07-08 00:00:00 AAPL 100 @ 22.763567978154"
## [1] "2020-07-09 00:00:00 AAPL 100 @ 23.266913207981"
## [1] "2020-07-10 00:00:00 AAPL 100 @ 23.0427343950367"
## [1] "2020-07-13 00:00:00 AAPL 100 @ 23.5092208359197"
## [1] "2020-07-14 00:00:00 AAPL 100 @ 22.9230908546387"
## [1] "2020-07-15 00:00:00 AAPL 100 @ 23.926157764149"
## [1] "2020-07-16 00:00:00 AAPL 100 @ 23.3394247798669"
## [1] "2020-07-17 00:00:00 AAPL 100 @ 23.4421491993643"
## [1] "2020-07-20 00:00:00 AAPL 100 @ 23.3043786880178"
## [1] "2020-07-21 00:00:00 AAPL 100 @ 23.9702691855182"
## [1] "2020-07-22 00:00:00 AAPL 100 @ 23.3708454775263"
## [1] "2020-07-23 00:00:00 AAPL 100 @ 23.4445648994602"
## [1] "2020-07-24 00:00:00 AAPL 100 @ 21.9919325140133"
## [1] "2020-07-27 00:00:00 AAPL 100 @ 22.6499673760875"
## [1] "2020-07-28 00:00:00 AAPL 100 @ 22.8088872495712"
## [1] "2020-07-29 00:00:00 AAPL 100 @ 22.6596357086087"
## [1] "2020-07-30 00:00:00 AAPL 100 @ 22.7653806752488"
## [1] "2020-07-31 00:00:00 AAPL 100 @ 24.8675911283883"
## [1] "2020-08-03 00:00:00 AAPL 100 @ 26.1522401548772"
## [1] "2020-08-04 00:00:00 AAPL 100 @ 26.3776286619153"
## [1] "2020-08-05 00:00:00 AAPL 100 @ 26.4368465070903"
## [1] "2020-08-06 00:00:00 AAPL 100 @ 26.6851952293147"
## [1] "2020-08-07 00:00:00 AAPL 100 @ 27.5603747454441"
## [1] "2020-08-10 00:00:00 AAPL 100 @ 27.4130833804898"
## [1] "2020-08-11 00:00:00 AAPL 100 @ 27.2597071152016"
## [1] "2020-08-12 00:00:00 AAPL 100 @ 26.9012180724441"
## [1] "2020-08-13 00:00:00 AAPL 100 @ 27.8586073011023"
## [1] "2020-08-14 00:00:00 AAPL 100 @ 27.9559898528771"
## [1] "2020-08-17 00:00:00 AAPL 100 @ 28.2560482501191"
## [1] "2020-08-18 00:00:00 AAPL 100 @ 27.8397396522643"
## [1] "2020-08-19 00:00:00 AAPL 100 @ 28.2365713682806"
## [1] "2020-08-20 00:00:00 AAPL 100 @ 28.1799684217666"
## [1] "2020-08-21 00:00:00 AAPL 100 @ 29.0351049494816"
## [1] "2020-08-24 00:00:00 AAPL 100 @ 31.3321065327267"
## [1] "2020-08-25 00:00:00 AAPL 100 @ 30.3582865872324"
## [1] "2020-08-26 00:00:00 AAPL 100 @ 30.7192088471564"
## [1] "2020-08-27 00:00:00 AAPL 100 @ 30.9535350899656"
## [1] "2020-08-28 00:00:00 AAPL 100 @ 30.6784292418957"
## [1] "2020-08-31 00:00:00 AAPL 100 @ 124.240187398637"
## [1] "2020-09-01 00:00:00 AAPL 100 @ 129.284577205237"
## [1] "2020-09-02 00:00:00 AAPL 100 @ 133.988138296423"
## [1] "2020-09-03 00:00:00 AAPL 100 @ 123.587728573806"
## [1] "2020-09-04 00:00:00 AAPL 100 @ 116.926783578459"
## [1] "2020-09-08 00:00:00 AAPL 100 @ 110.966991469956"
## [1] "2020-09-09 00:00:00 AAPL 100 @ 114.190346689771"
## [1] "2020-09-10 00:00:00 AAPL 100 @ 117.209192792864"
## [1] "2020-09-11 00:00:00 AAPL 100 @ 111.570763662443"
## [1] "2020-09-14 00:00:00 AAPL 100 @ 111.716838418814"
## [1] "2020-09-15 00:00:00 AAPL 100 @ 115.2323357217"
## [1] "2020-09-16 00:00:00 AAPL 100 @ 112.213489618607"
## [1] "2020-09-17 00:00:00 AAPL 100 @ 106.847729404254"
## [1] "2020-09-18 00:00:00 AAPL 100 @ 107.509928527421"
## [1] "2020-09-21 00:00:00 AAPL 100 @ 101.803332167983"
## [1] "2020-09-22 00:00:00 AAPL 100 @ 109.730241049313"
## [1] "2020-09-23 00:00:00 AAPL 100 @ 108.697992315721"
## [1] "2020-09-24 00:00:00 AAPL 100 @ 102.416837229136"
## [1] "2020-09-25 00:00:00 AAPL 100 @ 105.591498386937"
## [1] "2020-09-28 00:00:00 AAPL 100 @ 111.999247633219"
## [1] "2020-09-29 00:00:00 AAPL 100 @ 111.55129049544"
## [1] "2020-09-30 00:00:00 AAPL 100 @ 110.811183844919"
## [1] "2020-10-01 00:00:00 AAPL 100 @ 114.560396300196"
## [1] "2020-10-02 00:00:00 AAPL 100 @ 109.934742736364"
## [1] "2020-10-05 00:00:00 AAPL 100 @ 110.92804513595"
## [1] "2020-10-06 00:00:00 AAPL 100 @ 112.671179625052"
## [1] "2020-10-07 00:00:00 AAPL 100 @ 111.619457724457"
## [1] "2020-10-08 00:00:00 AAPL 100 @ 113.206784588522"
## [1] "2020-10-09 00:00:00 AAPL 100 @ 112.26217625095"
## [1] "2020-10-12 00:00:00 AAPL 100 @ 116.917043280123"
## [1] "2020-10-13 00:00:00 AAPL 100 @ 121.990653981734"
## [1] "2020-10-14 00:00:00 AAPL 100 @ 117.832438152354"
## [1] "2020-10-15 00:00:00 AAPL 100 @ 115.612125630462"
## [1] "2020-10-16 00:00:00 AAPL 100 @ 118.105107068423"
## [1] "2020-10-19 00:00:00 AAPL 100 @ 116.819662585765"
## [1] "2020-10-20 00:00:00 AAPL 100 @ 113.158090526508"
## [1] "2020-10-21 00:00:00 AAPL 100 @ 113.615787962624"
## [1] "2020-10-22 00:00:00 AAPL 100 @ 114.375367780148"
## [1] "2020-10-23 00:00:00 AAPL 100 @ 113.343119046556"
## [1] "2020-10-26 00:00:00 AAPL 100 @ 111.025425830307"
## [1] "2020-10-27 00:00:00 AAPL 100 @ 112.466677938001"
## [1] "2020-11-12 00:00:00 AAPL 100 @ 116.689535865269"
## [1] "2020-11-13 00:00:00 AAPL 100 @ 116.513945231727"
## [1] "2020-11-16 00:00:00 AAPL 100 @ 116.006680093722"
## [1] "2020-11-17 00:00:00 AAPL 100 @ 116.621251032363"
## [1] "2020-11-18 00:00:00 AAPL 100 @ 115.704276896923"
## [1] "2020-11-19 00:00:00 AAPL 100 @ 114.709260826022"
## [1] "2020-11-20 00:00:00 AAPL 100 @ 115.733540762098"
## [1] "2020-11-23 00:00:00 AAPL 100 @ 114.309308931141"
## [1] "2020-11-24 00:00:00 AAPL 100 @ 111.119421104698"
## [1] "2020-11-25 00:00:00 AAPL 100 @ 112.719243569197"
## [1] "2020-11-27 00:00:00 AAPL 100 @ 113.714252197609"
## [1] "2020-12-02 00:00:00 AAPL 100 @ 119.030734389177"
## [1] "2020-12-03 00:00:00 AAPL 100 @ 120.493987187865"
## [1] "2020-12-04 00:00:00 AAPL 100 @ 119.596527257534"
## [1] "2020-12-07 00:00:00 AAPL 100 @ 119.313630823355"
## [1] "2020-12-08 00:00:00 AAPL 100 @ 121.323169727778"
## [1] "2020-12-09 00:00:00 AAPL 100 @ 121.479246156211"
## [1] "2020-12-10 00:00:00 AAPL 100 @ 117.547974827869"
## [1] "2020-12-11 00:00:00 AAPL 100 @ 119.430693726546"
## [1] "2020-12-14 00:00:00 AAPL 100 @ 119.596527257534"
## [1] "2020-12-15 00:00:00 AAPL 100 @ 121.293898420114"
## [1] "2020-12-16 00:00:00 AAPL 100 @ 124.288696292883"
## [1] "2020-12-17 00:00:00 AAPL 100 @ 125.742184546527"
## [1] "2020-12-18 00:00:00 AAPL 100 @ 125.800727161855"
## [1] "2020-12-21 00:00:00 AAPL 100 @ 121.957239986552"
## [1] "2020-12-22 00:00:00 AAPL 100 @ 128.385801152211"
## [1] "2020-12-23 00:00:00 AAPL 100 @ 128.922330155392"
## [1] "2020-12-24 00:00:00 AAPL 100 @ 128.102912160522"
## [1] "2020-12-28 00:00:00 AAPL 100 @ 130.707500355988"
## [1] "2020-12-29 00:00:00 AAPL 100 @ 134.668035549505"
## [1] "2020-12-30 00:00:00 AAPL 100 @ 132.258544750202"
## [1] "2020-12-31 00:00:00 AAPL 100 @ 130.795291951514"
## [1] "2021-01-04 00:00:00 AAPL 100 @ 130.249013288268"
## [1] "2021-01-05 00:00:00 AAPL 100 @ 125.73243488646"
## [1] "2021-01-06 00:00:00 AAPL 100 @ 124.591099489682"
## [1] "2021-01-07 00:00:00 AAPL 100 @ 125.215420088389"
## [1] "2021-01-08 00:00:00 AAPL 100 @ 129.185704941972"
## [1] "2021-01-11 00:00:00 AAPL 100 @ 126.025088423193"
## [1] "2021-01-12 00:00:00 AAPL 100 @ 125.351989754201"
## [1] "2021-01-13 00:00:00 AAPL 100 @ 125.605614880715"
## [1] "2021-01-22 00:00:00 AAPL 100 @ 132.94139307926"
## [1] "2021-01-25 00:00:00 AAPL 100 @ 139.565059083571"
## [1] "2021-01-26 00:00:00 AAPL 100 @ 140.082073881643"
## [1] "2021-01-27 00:00:00 AAPL 100 @ 139.916225465678"
## [1] "2021-01-28 00:00:00 AAPL 100 @ 136.102024483016"
## [1] "2021-01-29 00:00:00 AAPL 100 @ 132.502420216649"
## [1] "2021-02-01 00:00:00 AAPL 100 @ 130.473374549606"
## [1] "2021-02-02 00:00:00 AAPL 100 @ 132.404864076079"
## [1] "2021-02-03 00:00:00 AAPL 100 @ 132.434127941255"
## [1] "2021-02-04 00:00:00 AAPL 100 @ 132.96090728437"
## [1] "2021-02-05 00:00:00 AAPL 100 @ 134.1854056372"
## [1] "2021-02-08 00:00:00 AAPL 100 @ 132.895811823051"
## [1] "2021-02-09 00:00:00 AAPL 100 @ 133.472214403366"
## [1] "2021-02-12 00:00:00 AAPL 100 @ 131.254526867466"
## [1] "2021-02-16 00:00:00 AAPL 100 @ 132.368260203676"
## [1] "2021-02-17 00:00:00 AAPL 100 @ 128.225946175853"
## [1] "2021-04-09 00:00:00 AAPL 100 @ 126.809357751926"
## [1] "2021-04-12 00:00:00 AAPL 100 @ 129.466689029062"
## [1] "2021-04-13 00:00:00 AAPL 100 @ 129.388530473003"
## [1] "2021-04-14 00:00:00 AAPL 100 @ 131.830929447781"
## [1] "2021-04-15 00:00:00 AAPL 100 @ 130.736739477391"
## [1] "2021-04-16 00:00:00 AAPL 100 @ 131.205675906527"
## [1] "2021-04-19 00:00:00 AAPL 100 @ 130.433869482453"
## [1] "2021-04-20 00:00:00 AAPL 100 @ 131.90908800384"
## [1] "2021-04-21 00:00:00 AAPL 100 @ 129.310371916944"
## [1] "2021-04-22 00:00:00 AAPL 100 @ 129.974697282617"
## [1] "2021-04-23 00:00:00 AAPL 100 @ 129.114982980405"
## [1] "2021-04-26 00:00:00 AAPL 100 @ 131.723463296602"
## [1] "2021-04-27 00:00:00 AAPL 100 @ 131.89930886732"
## [1] "2021-04-28 00:00:00 AAPL 100 @ 131.215440135826"
## [1] "2021-04-29 00:00:00 AAPL 100 @ 133.325676427768"
## [1] "2021-04-30 00:00:00 AAPL 100 @ 128.743733565929"
## [1] "2021-05-03 00:00:00 AAPL 100 @ 128.997737692706"
## [1] "2021-05-04 00:00:00 AAPL 100 @ 128.167330985614"
## [1] "2021-05-05 00:00:00 AAPL 100 @ 126.223176035091"
## [1] "2021-06-16 00:00:00 AAPL 100 @ 127.582558585817"
## [1] "2021-06-17 00:00:00 AAPL 100 @ 127.024753501789"
## [1] "2021-06-18 00:00:00 AAPL 100 @ 127.915300405852"
## [1] "2021-06-21 00:00:00 AAPL 100 @ 127.514063018411"
## [1] "2021-06-22 00:00:00 AAPL 100 @ 129.304937641156"
## [1] "2021-06-23 00:00:00 AAPL 100 @ 130.909872258377"
## [1] "2021-06-24 00:00:00 AAPL 100 @ 131.575326033364"
## [1] "2021-06-25 00:00:00 AAPL 100 @ 130.606502747278"
## [1] "2021-06-28 00:00:00 AAPL 100 @ 130.557568809107"
## [1] "2021-06-29 00:00:00 AAPL 100 @ 131.917848668017"
## [1] "2021-06-30 00:00:00 AAPL 100 @ 133.25855196515"
## [1] "2021-07-01 00:00:00 AAPL 100 @ 133.679365914367"
## [1] "2021-07-02 00:00:00 AAPL 100 @ 134.951558711553"
## [1] "2021-07-06 00:00:00 AAPL 100 @ 137.075175154333"
## [1] "2021-07-07 00:00:00 AAPL 100 @ 140.470969461757"
## [1] "2021-07-08 00:00:00 AAPL 100 @ 138.552884518819"
## [1] "2021-07-09 00:00:00 AAPL 100 @ 139.697866995811"
## [1] "2021-07-12 00:00:00 AAPL 100 @ 143.083895421159"
## [1] "2021-07-13 00:00:00 AAPL 100 @ 140.950498163762"
## [1] "2021-07-14 00:00:00 AAPL 100 @ 144.933484796692"
## [1] "2021-07-15 00:00:00 AAPL 100 @ 146.04910989729"
## [1] "2021-07-16 00:00:00 AAPL 100 @ 145.285788245962"
## [1] "2021-07-19 00:00:00 AAPL 100 @ 140.676486029057"
## [1] "2021-07-20 00:00:00 AAPL 100 @ 140.392693079734"
## [1] "2021-07-21 00:00:00 AAPL 100 @ 142.418426713631"
## [1] "2021-07-22 00:00:00 AAPL 100 @ 142.819664101071"
## [1] "2021-07-23 00:00:00 AAPL 100 @ 144.395241341898"
## [1] "2021-07-26 00:00:00 AAPL 100 @ 145.099848240438"
## [1] "2021-07-27 00:00:00 AAPL 100 @ 145.931665459172"
## [1] "2021-07-28 00:00:00 AAPL 100 @ 141.71381981509"
## [1] "2021-07-29 00:00:00 AAPL 100 @ 141.596390309514"
## [1] "2021-07-30 00:00:00 AAPL 100 @ 141.293020798415"
## [1] "2021-08-02 00:00:00 AAPL 100 @ 143.230682303129"
## [1] "2021-08-03 00:00:00 AAPL 100 @ 142.692438848336"
## [1] "2021-08-04 00:00:00 AAPL 100 @ 144.121229207193"
## [1] "2021-08-05 00:00:00 AAPL 100 @ 143.837421325328"
## [1] "2021-08-06 00:00:00 AAPL 100 @ 143.435479252414"
## [1] "2021-08-09 00:00:00 AAPL 100 @ 143.288457495109"
## [1] "2021-08-10 00:00:00 AAPL 100 @ 143.523683333848"
## [1] "2021-08-11 00:00:00 AAPL 100 @ 143.141450692718"
## [1] "2021-08-12 00:00:00 AAPL 100 @ 143.278662026587"
## [1] "2021-08-13 00:00:00 AAPL 100 @ 146.003297766934"
## [1] "2021-08-16 00:00:00 AAPL 100 @ 145.58185334189"
## [1] "2021-08-17 00:00:00 AAPL 100 @ 147.238199771759"
## [1] "2021-08-18 00:00:00 AAPL 100 @ 146.816770301629"
## [1] "2021-08-19 00:00:00 AAPL 100 @ 142.141759571718"
## [1] "2021-08-20 00:00:00 AAPL 100 @ 144.503768562891"
## [1] "2021-08-23 00:00:00 AAPL 100 @ 145.356437926586"
## [1] "2021-08-24 00:00:00 AAPL 100 @ 146.473734489499"
## [1] "2021-08-25 00:00:00 AAPL 100 @ 146.826565770151"
## [1] "2021-08-26 00:00:00 AAPL 100 @ 145.3956497105"
## [1] "2021-08-27 00:00:00 AAPL 100 @ 144.542965391891"
## [1] "2021-08-30 00:00:00 AAPL 100 @ 146.032699127412"
## [1] "2021-08-31 00:00:00 AAPL 100 @ 149.619814654889"
## [1] "2021-09-01 00:00:00 AAPL 100 @ 149.786427349237"
## [1] "2021-09-02 00:00:00 AAPL 100 @ 150.805709407279"
## [1] "2021-09-03 00:00:00 AAPL 100 @ 150.697899433888"
## [1] "2021-09-07 00:00:00 AAPL 100 @ 151.883809141192"
## [1] "2021-09-08 00:00:00 AAPL 100 @ 153.8537750678"
## [1] "2021-09-09 00:00:00 AAPL 100 @ 152.39345764767"
## [1] "2021-09-10 00:00:00 AAPL 100 @ 151.91321050167"
## [1] "2021-09-13 00:00:00 AAPL 100 @ 147.630242836325"
## [1] "2021-09-14 00:00:00 AAPL 100 @ 147.355820168586"
## [1] "2021-09-15 00:00:00 AAPL 100 @ 145.601459233847"
## [1] "2021-09-16 00:00:00 AAPL 100 @ 145.483853791934"
## [1] "2021-09-17 00:00:00 AAPL 100 @ 145.856290964543"
## [1] "2021-10-21 00:00:00 AAPL 100 @ 145.846480541108"
## [1] "2021-10-22 00:00:00 AAPL 100 @ 146.708960328238"
## [1] "2021-10-25 00:00:00 AAPL 100 @ 145.71906467576"
## [1] "2021-10-26 00:00:00 AAPL 100 @ 146.356129047586"
## [1] "2021-10-27 00:00:00 AAPL 100 @ 146.385530408064"
## [1] "2021-10-28 00:00:00 AAPL 100 @ 146.836376193586"
## [1] "2021-10-29 00:00:00 AAPL 100 @ 144.288148616109"
## [1] "2021-11-01 00:00:00 AAPL 100 @ 146.022903658891"
## [1] "2021-11-02 00:00:00 AAPL 100 @ 145.699473738717"
## [1] "2021-11-03 00:00:00 AAPL 100 @ 147.395016997585"
## [1] "2021-11-04 00:00:00 AAPL 100 @ 148.561320812933"
## [1] "2021-11-05 00:00:00 AAPL 100 @ 149.08240854293"
## [1] "2021-11-08 00:00:00 AAPL 100 @ 148.611285233697"
## [1] "2021-11-09 00:00:00 AAPL 100 @ 147.423644730825"
## [1] "2021-11-10 00:00:00 AAPL 100 @ 147.24697910614"
## [1] "2021-11-11 00:00:00 AAPL 100 @ 146.206574933911"
## [1] "2021-11-12 00:00:00 AAPL 100 @ 145.686357871057"
## [1] "2021-11-15 00:00:00 AAPL 100 @ 147.590500590829"
## [1] "2021-11-16 00:00:00 AAPL 100 @ 147.168456058478"
## [1] "2021-11-17 00:00:00 AAPL 100 @ 148.208860230706"
## [1] "2021-11-18 00:00:00 AAPL 100 @ 150.868774179579"
## [1] "2021-11-19 00:00:00 AAPL 100 @ 154.735933183945"
## [1] "2021-11-22 00:00:00 AAPL 100 @ 158.691439977394"
## [1] "2021-11-23 00:00:00 AAPL 100 @ 158.141793620499"
## [1] "2021-11-24 00:00:00 AAPL 100 @ 157.778637629709"
## [1] "2021-11-26 00:00:00 AAPL 100 @ 156.620456374357"
## [1] "2021-11-29 00:00:00 AAPL 100 @ 156.424141266832"
## [1] "2021-11-30 00:00:00 AAPL 100 @ 157.032691142029"
## [1] "2021-12-01 00:00:00 AAPL 100 @ 164.38423363061"
## [1] "2021-12-02 00:00:00 AAPL 100 @ 155.805796603695"
## [1] "2021-12-03 00:00:00 AAPL 100 @ 160.988197935477"
## [1] "2021-12-06 00:00:00 AAPL 100 @ 161.253196372504"
## [1] "2021-12-07 00:00:00 AAPL 100 @ 165.954664630373"
## [1] "2021-12-08 00:00:00 AAPL 100 @ 168.948290299255"
## [1] "2021-12-09 00:00:00 AAPL 100 @ 171.67690255437"
## [1] "2021-12-10 00:00:00 AAPL 100 @ 171.971360238918"
## [1] "2021-12-13 00:00:00 AAPL 100 @ 177.772106233838"
## [1] "2021-12-14 00:00:00 AAPL 100 @ 172.010614274379"
## [1] "2021-12-15 00:00:00 AAPL 100 @ 171.873202685156"
## [1] "2021-12-16 00:00:00 AAPL 100 @ 175.966121067828"
## [1] "2021-12-17 00:00:00 AAPL 100 @ 166.788943930396"
## [1] "2021-12-20 00:00:00 AAPL 100 @ 165.169449130492"
## [1] "2021-12-21 00:00:00 AAPL 100 @ 168.38881920094"
## [1] "2021-12-22 00:00:00 AAPL 100 @ 169.84145814084"
## [1] "2021-12-23 00:00:00 AAPL 100 @ 172.599529643476"
## [1] "2021-12-27 00:00:00 AAPL 100 @ 173.816599440389"
## [1] "2021-12-28 00:00:00 AAPL 100 @ 176.829859615372"
## [1] "2021-12-29 00:00:00 AAPL 100 @ 176.015199844709"
## [1] "2021-12-30 00:00:00 AAPL 100 @ 176.152611433933"
## [1] "2021-12-31 00:00:00 AAPL 100 @ 174.798115071056"
## [1] "2022-01-03 00:00:00 AAPL 100 @ 174.542926398709"
## [1] "2022-01-04 00:00:00 AAPL 100 @ 179.254204421258"
## [1] "2022-01-05 00:00:00 AAPL 100 @ 176.290023023157"
## [1] "2022-01-06 00:00:00 AAPL 100 @ 169.507746420831"
## [1] "2022-01-07 00:00:00 AAPL 100 @ 169.694236786936"
## [1] "2022-01-10 00:00:00 AAPL 100 @ 165.954664630373"
## [1] "2022-01-11 00:00:00 AAPL 100 @ 169.134780665361"
## [1] "2022-02-04 00:00:00 AAPL 100 @ 168.721279238041"
## [1] "2022-02-07 00:00:00 AAPL 100 @ 169.880951050281"
## [1] "2022-02-08 00:00:00 AAPL 100 @ 168.7704205429"
## [1] "2022-02-09 00:00:00 AAPL 100 @ 173.015977352985"
## [1] "2022-02-10 00:00:00 AAPL 100 @ 171.13889047642"
## [1] "2022-02-11 00:00:00 AAPL 100 @ 169.360086209575"
## [1] "2022-02-14 00:00:00 AAPL 100 @ 164.485559686421"
## [1] "2022-02-15 00:00:00 AAPL 100 @ 168.023523694824"
## [1] "2022-02-16 00:00:00 AAPL 100 @ 168.888362673728"
## [1] "2022-02-17 00:00:00 AAPL 100 @ 168.082487262328"
## [1] "2022-02-18 00:00:00 AAPL 100 @ 166.893348662156"
## [1] "2022-02-22 00:00:00 AAPL 100 @ 162.136749274009"
## [1] "2022-03-15 00:00:00 AAPL -100 @ 148.299400590661"
## [1] "2022-03-25 00:00:00 AAPL 100 @ 170.883376685299"
## [1] "2022-03-28 00:00:00 AAPL 100 @ 169.202840032352"
## [1] "2022-03-29 00:00:00 AAPL 100 @ 173.644947066054"
## [1] "2022-03-30 00:00:00 AAPL 100 @ 175.472892637759"
## [1] "2022-03-31 00:00:00 AAPL 100 @ 174.775122098722"
## [1] "2022-04-01 00:00:00 AAPL 100 @ 171.030785604057"
## [1] "2022-04-04 00:00:00 AAPL 100 @ 171.561487703228"
## [1] "2022-04-05 00:00:00 AAPL 100 @ 174.44098521899"
## [1] "2022-04-06 00:00:00 AAPL 100 @ 169.389567993326"
## [1] "2022-04-07 00:00:00 AAPL 100 @ 168.210251655799"
## [1] "2022-04-08 00:00:00 AAPL 100 @ 168.81956184776"
## [1] "2022-04-11 00:00:00 AAPL 100 @ 165.802477675884"
## [1] "2022-04-12 00:00:00 AAPL 100 @ 165.124366657955"
## [1] "2022-04-27 00:00:00 AAPL -100 @ 153.223068418674"
## [1] "2022-04-28 00:00:00 AAPL -100 @ 156.505503640136"
## [1] "2022-05-02 00:00:00 AAPL -100 @ 154.009284308966"
## [1] "2022-05-03 00:00:00 AAPL -100 @ 155.424454916507"
## [1] "2022-05-06 00:00:00 AAPL -100 @ 153.546606930267"
## [1] "2022-05-09 00:00:00 AAPL -100 @ 152.483658257259"
## [1] "2022-05-10 00:00:00 AAPL -100 @ 153.064353609541"
## [1] "2022-05-11 00:00:00 AAPL -100 @ 151.076245071999"
## [1] "2022-05-12 00:00:00 AAPL -100 @ 140.515675272942"
## [1] "2022-05-13 00:00:00 AAPL -100 @ 142.306929783079"
## [1] "2022-05-16 00:00:00 AAPL -100 @ 143.251778053925"
## [1] "2022-05-17 00:00:00 AAPL -100 @ 146.509510968256"
## [1] "2022-05-18 00:00:00 AAPL -100 @ 144.531254142796"
## [1] "2022-05-19 00:00:00 AAPL -100 @ 137.671308784027"
## [1] "2022-05-20 00:00:00 AAPL -100 @ 136.893774422193"
## [1] "2022-05-23 00:00:00 AAPL -100 @ 135.614298333322"
## [1] "2022-05-24 00:00:00 AAPL -100 @ 138.58661693648"
## [1] "2022-05-25 00:00:00 AAPL -100 @ 136.244192174601"
## [1] "2022-05-26 00:00:00 AAPL -100 @ 135.220620314217"
## [1] "2022-05-27 00:00:00 AAPL -100 @ 143.094300839142"
## [1] "2022-05-31 00:00:00 AAPL -100 @ 146.716201689891"
## [1] "2022-06-01 00:00:00 AAPL -100 @ 147.533082828641"
## [1] "2022-06-02 00:00:00 AAPL -100 @ 145.495775802101"
## [1] "2022-06-03 00:00:00 AAPL -100 @ 144.580452631794"
## [1] "2022-06-13 00:00:00 AAPL -100 @ 130.771986612635"
## [1] "2022-06-14 00:00:00 AAPL -100 @ 131.027890841122"
## [1] "2022-06-15 00:00:00 AAPL -100 @ 132.169563103667"
## [1] "2022-06-16 00:00:00 AAPL -100 @ 129.994467268655"
## [1] "2022-06-17 00:00:00 AAPL -100 @ 128.016210443194"
## [1] "2022-06-21 00:00:00 AAPL -100 @ 131.313305152295"
## [1] "2022-06-22 00:00:00 AAPL -100 @ 132.661668136475"
## [1] "2022-06-23 00:00:00 AAPL -100 @ 134.6596283861"
## [1] "2022-06-24 00:00:00 AAPL -100 @ 137.690982172485"
## [1] "2022-06-27 00:00:00 AAPL -100 @ 140.446773359779"
## [1] "2022-06-28 00:00:00 AAPL -100 @ 139.885781431662"
## [1] "2022-06-29 00:00:00 AAPL -100 @ 135.28952222738"
## [1] "2022-06-30 00:00:00 AAPL -100 @ 135.082831505745"
## [1] "2022-07-01 00:00:00 AAPL -100 @ 133.891930718494"
## [1] "2022-08-01 00:00:00 AAPL 100 @ 158.467657258345"
## [1] "2022-08-02 00:00:00 AAPL 100 @ 157.572037512203"
## [1] "2022-08-03 00:00:00 AAPL 100 @ 158.300343349333"
## [1] "2022-08-04 00:00:00 AAPL 100 @ 163.388707586423"
## [1] "2022-08-05 00:00:00 AAPL 100 @ 160.856059661762"
## [1] "2022-08-08 00:00:00 AAPL 100 @ 163.970472150122"
## [1] "2022-08-09 00:00:00 AAPL 100 @ 161.654374778797"
## [1] "2022-08-10 00:00:00 AAPL 100 @ 165.261575861743"
## [1] "2022-08-11 00:00:00 AAPL 100 @ 167.60725438436"
## [1] "2022-08-12 00:00:00 AAPL 100 @ 167.370725483736"
## [1] "2022-08-15 00:00:00 AAPL 100 @ 169.046203697585"
## [1] "2022-08-16 00:00:00 AAPL 100 @ 170.288025542005"
## [1] "2022-08-17 00:00:00 AAPL 100 @ 170.27817518405"
## [1] "2022-08-18 00:00:00 AAPL 100 @ 171.244036618598"
## [1] "2022-08-19 00:00:00 AAPL 100 @ 170.534419839298"
## [1] "2022-08-22 00:00:00 AAPL 100 @ 167.242595636755"
## [1] "2022-08-23 00:00:00 AAPL 100 @ 164.670238571468"
## [1] "2022-08-24 00:00:00 AAPL 100 @ 164.906782510807"
## [1] "2022-08-25 00:00:00 AAPL 100 @ 166.345716785317"
## [1] "2022-08-26 00:00:00 AAPL 100 @ 168.109908375615"
## [1] "2022-08-29 00:00:00 AAPL 100 @ 158.825758019548"
## [1] "2022-08-30 00:00:00 AAPL 100 @ 159.791634492811"
## [1] "2022-09-06 00:00:00 AAPL -100 @ 154.213263992807"
## [1] "2022-09-07 00:00:00 AAPL -100 @ 152.587067646159"
## [1] "2022-09-08 00:00:00 AAPL -100 @ 152.409655931977"
## [1] "2022-09-09 00:00:00 AAPL -100 @ 153.227686803635"
## [1] "2022-09-12 00:00:00 AAPL -100 @ 157.288260010634"
## [1] "2022-09-14 00:00:00 AAPL -100 @ 152.557486494867"
## [1] "2022-09-15 00:00:00 AAPL -100 @ 152.419506289931"
## [1] "2022-09-16 00:00:00 AAPL -100 @ 149.029133391701"
## [1] "2022-09-19 00:00:00 AAPL -100 @ 147.156527709046"
## [1] "2022-09-20 00:00:00 AAPL -100 @ 151.187534803467"
## [1] "2022-09-21 00:00:00 AAPL -100 @ 155.070711334998"
## [1] "2022-09-22 00:00:00 AAPL -100 @ 150.182256898386"
## [1] "2022-09-23 00:00:00 AAPL -100 @ 149.009417637077"
## [1] "2022-09-26 00:00:00 AAPL -100 @ 147.501485740741"
## [1] "2022-09-27 00:00:00 AAPL -100 @ 150.537065288036"
## [1] "2022-09-28 00:00:00 AAPL -100 @ 145.510615607774"
## [1] "2022-09-29 00:00:00 AAPL -100 @ 143.992833353484"
## [1] "2022-09-30 00:00:00 AAPL -100 @ 139.242344083093"
## [1] "2022-10-03 00:00:00 AAPL -100 @ 136.216629932467"
## [1] "2022-10-04 00:00:00 AAPL -100 @ 142.938258542487"
## [1] "2022-10-05 00:00:00 AAPL -100 @ 141.992112862563"
## [1] "2022-10-06 00:00:00 AAPL -100 @ 143.707007546944"
## [1] "2022-10-07 00:00:00 AAPL -100 @ 140.484165927513"
## [1] "2022-10-10 00:00:00 AAPL -100 @ 138.394747098857"
## [1] "2022-10-11 00:00:00 AAPL -100 @ 137.882242749648"
## [1] "2022-10-12 00:00:00 AAPL -100 @ 137.12335914186"
## [1] "2022-10-13 00:00:00 AAPL -100 @ 133.043070180237"
## [1] "2022-10-14 00:00:00 AAPL -100 @ 142.228641763187"
## [1] "2022-10-17 00:00:00 AAPL -100 @ 139.035381295047"
## [1] "2022-10-18 00:00:00 AAPL -100 @ 143.391630666541"
## [1] "2022-10-19 00:00:00 AAPL -100 @ 139.646434339945"
## [1] "2022-10-20 00:00:00 AAPL -100 @ 140.957253806189"
## [1] "2022-10-21 00:00:00 AAPL -100 @ 140.809408204585"
## [1] "2022-10-24 00:00:00 AAPL -100 @ 145.06710888039"
## [1] "2022-11-08 00:00:00 AAPL -100 @ 138.614456965421"
## [1] "2022-11-09 00:00:00 AAPL -100 @ 136.728878206643"
## [1] "2022-11-10 00:00:00 AAPL -100 @ 139.433844830183"
## [1] "2022-11-11 00:00:00 AAPL -100 @ 143.955278133753"
## [1] "2022-11-14 00:00:00 AAPL -100 @ 147.064990276888"
## [1] "2022-11-15 00:00:00 AAPL -100 @ 150.273429657188"
## [1] "2022-11-16 00:00:00 AAPL -100 @ 147.222947830889"
## [1] "2022-12-07 00:00:00 AAPL -100 @ 140.371693328616"
## [1] "2022-12-08 00:00:00 AAPL -100 @ 140.539517580869"
## [1] "2022-12-09 00:00:00 AAPL -100 @ 140.519769120703"
## [1] "2022-12-12 00:00:00 AAPL -100 @ 140.875166085375"
## [1] "2022-12-13 00:00:00 AAPL -100 @ 147.588211493813"
## [1] "2022-12-14 00:00:00 AAPL -100 @ 143.491287233663"
## [1] "2022-12-15 00:00:00 AAPL -100 @ 139.3055024346"
## [1] "2022-12-16 00:00:00 AAPL -100 @ 134.942026685031"
## [1] "2022-12-19 00:00:00 AAPL -100 @ 133.382229732507"
## [1] "2022-12-20 00:00:00 AAPL -100 @ 129.709799452116"
## [1] "2022-12-21 00:00:00 AAPL -100 @ 131.279463102892"
## [1] "2022-12-22 00:00:00 AAPL -100 @ 132.631953946493"
## [1] "2022-12-23 00:00:00 AAPL -100 @ 129.245808552026"
## [1] "2022-12-27 00:00:00 AAPL -100 @ 129.699932753864"
## [1] "2022-12-28 00:00:00 AAPL -100 @ 128.011793405757"
## [1] "2022-12-29 00:00:00 AAPL -100 @ 126.353276747898"
## [1] "2022-12-30 00:00:00 AAPL -100 @ 126.767911561235"
## [1] "2023-01-03 00:00:00 AAPL -100 @ 128.613993399683"
## [1] "2023-01-04 00:00:00 AAPL -100 @ 125.267344925547"
## [1] "2023-01-05 00:00:00 AAPL -100 @ 125.504273724718"
## [1] "2023-01-06 00:00:00 AAPL -100 @ 124.398600974032"
## [1] "2023-01-09 00:00:00 AAPL -100 @ 128.801566112101"
## [1] "2023-01-10 00:00:00 AAPL -100 @ 128.594244939517"
## [1] "2023-01-11 00:00:00 AAPL -100 @ 129.571590358281"
## [1] "2023-01-12 00:00:00 AAPL -100 @ 132.167963046403"
## [1] "2023-01-13 00:00:00 AAPL -100 @ 130.34161460446"
## [1] "2023-01-17 00:00:00 AAPL -100 @ 133.105811544835"
## [1] "2023-02-03 00:00:00 AAPL 100 @ 146.137008476707"
## [1] "2023-02-06 00:00:00 AAPL 100 @ 150.618959923608"
## [1] "2023-02-07 00:00:00 AAPL 100 @ 148.713632704664"
## [1] "2023-02-08 00:00:00 AAPL 100 @ 151.912205386712"
## [1] "2023-02-09 00:00:00 AAPL 100 @ 151.813478149546"
## [1] "2023-02-10 00:00:00 AAPL 100 @ 147.774009834412"
## [1] "2023-02-13 00:00:00 AAPL 100 @ 149.24719210162"
## [1] "2023-02-14 00:00:00 AAPL 100 @ 150.403992002312"
## [1] "2023-02-15 00:00:00 AAPL 100 @ 151.382829650587"
## [1] "2023-02-16 00:00:00 AAPL 100 @ 151.778311380398"
## [1] "2023-02-17 00:00:00 AAPL 100 @ 150.631408329281"
## [1] "2023-02-21 00:00:00 AAPL 100 @ 148.505652543229"
## [1] "2023-02-22 00:00:00 AAPL 100 @ 147.190653915948"
## [1] "2023-02-23 00:00:00 AAPL 100 @ 148.396892804531"
## [1] "2023-02-24 00:00:00 AAPL 100 @ 145.450513183454"
## [1] "2023-02-28 00:00:00 AAPL 100 @ 145.391192432648"
## [1] "2023-03-10 00:00:00 AAPL 100 @ 148.515549392804"
## [1] "2023-03-13 00:00:00 AAPL 100 @ 146.142613753954"
## [1] "2023-03-14 00:00:00 AAPL 100 @ 149.573471317712"
## [1] "2023-03-15 00:00:00 AAPL 100 @ 149.484490191504"
## [1] "2023-03-16 00:00:00 AAPL 100 @ 150.44354922729"
## [1] "2023-03-17 00:00:00 AAPL 100 @ 154.31932750875"
## [1] "2023-03-20 00:00:00 AAPL 100 @ 153.320726334648"
## [1] "2023-03-21 00:00:00 AAPL 100 @ 155.545345009823"
## [1] "2023-03-22 00:00:00 AAPL 100 @ 157.503005219711"
## [1] "2023-03-23 00:00:00 AAPL 100 @ 157.03830588952"
## [1] "2023-03-24 00:00:00 AAPL 100 @ 157.067966264922"
## [1] "2023-03-27 00:00:00 AAPL 100 @ 158.135785039406"
## [1] "2023-03-28 00:00:00 AAPL 100 @ 156.188006592431"
## [1] "2023-03-29 00:00:00 AAPL 100 @ 157.572207733431"
## [1] "2023-03-30 00:00:00 AAPL 100 @ 159.707845282397"
## [1] "2023-03-31 00:00:00 AAPL 100 @ 160.607583567378"
## [1] "2023-04-03 00:00:00 AAPL 100 @ 162.416941900253"
## [1] "2023-04-04 00:00:00 AAPL 100 @ 164.720659938722"
## [1] "2023-04-05 00:00:00 AAPL 100 @ 162.881641230444"
## [1] "2023-04-06 00:00:00 AAPL 100 @ 160.597686717803"
## [1] "2023-04-10 00:00:00 AAPL 100 @ 159.5990855437"
## [1] "2023-04-11 00:00:00 AAPL 100 @ 160.518602441169"
## [1] "2023-04-12 00:00:00 AAPL 100 @ 159.401344678795"
## [1] "2023-04-13 00:00:00 AAPL 100 @ 159.806723258181"
## [1] "2023-04-14 00:00:00 AAPL 100 @ 162.733324266769"
## [1] "2023-04-17 00:00:00 AAPL 100 @ 163.227683972364"
## [1] "2023-04-18 00:00:00 AAPL 100 @ 164.226300233128"
## [1] "2023-04-19 00:00:00 AAPL 100 @ 163.929681392439"
## [1] "2023-04-20 00:00:00 AAPL 100 @ 164.216403383553"
## [1] "2023-04-21 00:00:00 AAPL 100 @ 163.188141834047"
## [1] "2023-04-24 00:00:00 AAPL 100 @ 163.138702846155"
## [1] "2023-04-25 00:00:00 AAPL 100 @ 163.326561948147"
## [1] "2023-04-26 00:00:00 AAPL 100 @ 161.220584774583"
## [1] "2023-04-27 00:00:00 AAPL 100 @ 163.326561948147"
## [1] "2023-04-28 00:00:00 AAPL 100 @ 166.589339022402"
## [1] "2023-05-01 00:00:00 AAPL 100 @ 167.370420719111"
## [1] "2023-05-02 00:00:00 AAPL 100 @ 168.171281028308"
## [1] "2023-05-03 00:00:00 AAPL 100 @ 167.587940196505"
## [1] "2023-05-04 00:00:00 AAPL 100 @ 163.029943107458"
## [1] "2023-05-05 00:00:00 AAPL 100 @ 169.0512407008"
## [1] "2023-05-08 00:00:00 AAPL 100 @ 170.534319817583"
## [1] "2023-05-09 00:00:00 AAPL 100 @ 171.097897123558"
## [1] "2023-05-10 00:00:00 AAPL 100 @ 171.068236748155"
## [1] "2023-05-11 00:00:00 AAPL 100 @ 171.888875669841"
## [1] "2023-05-12 00:00:00 AAPL 100 @ 171.898902431122"
## [1] "2023-05-15 00:00:00 AAPL 100 @ 171.443470865177"
## [1] "2023-05-16 00:00:00 AAPL 100 @ 170.285070872409"
## [1] "2023-05-17 00:00:00 AAPL 100 @ 170.00784771726"
## [1] "2023-05-18 00:00:00 AAPL 100 @ 171.285053317226"
## [1] "2023-05-19 00:00:00 AAPL 100 @ 174.641447688332"
## [1] "2023-05-22 00:00:00 AAPL 100 @ 172.255334360245"
## [1] "2023-05-23 00:00:00 AAPL 100 @ 171.413769463377"
## [1] "2023-05-24 00:00:00 AAPL 100 @ 169.393983495836"
## [1] "2023-05-25 00:00:00 AAPL 100 @ 170.700905605131"
## [1] "2023-05-26 00:00:00 AAPL 100 @ 171.601888413127"
## [1] "2023-05-30 00:00:00 AAPL 100 @ 175.205804537581"
## [1] "2023-05-31 00:00:00 AAPL 100 @ 175.572131898128"
## [1] "2023-06-01 00:00:00 AAPL 100 @ 175.938459258674"
## [1] "2023-06-02 00:00:00 AAPL 100 @ 179.235450826181"
## [1] "2023-06-05 00:00:00 AAPL 100 @ 180.819596090624"
## [1] "2023-06-06 00:00:00 AAPL 100 @ 178.185961009188"
## [1] "2023-06-07 00:00:00 AAPL 100 @ 176.671129087296"
## [1] "2023-06-08 00:00:00 AAPL 100 @ 176.136473639847"
## [1] "2023-06-09 00:00:00 AAPL 100 @ 179.700792931079"
## [1] "2023-06-12 00:00:00 AAPL 100 @ 179.473077148106"
## [1] "2023-06-13 00:00:00 AAPL 100 @ 180.987909069997"
## [1] "2023-06-14 00:00:00 AAPL 100 @ 181.552250811717"
## [1] "2023-06-15 00:00:00 AAPL 100 @ 182.136413631341"
## [1] "2023-06-16 00:00:00 AAPL 100 @ 184.878943781023"
## [1] "2023-06-20 00:00:00 AAPL 100 @ 182.581949765863"
## [1] "2023-06-21 00:00:00 AAPL 100 @ 183.067082733608"
## [1] "2023-06-22 00:00:00 AAPL 100 @ 181.918593279792"
## [1] "2023-06-23 00:00:00 AAPL 100 @ 183.710648356832"
## [1] "2023-06-26 00:00:00 AAPL 100 @ 184.977958525374"
## [1] "2023-06-27 00:00:00 AAPL 100 @ 184.047274315579"
## [1] "2023-06-28 00:00:00 AAPL 100 @ 186.067045175591"
## [1] "2023-06-29 00:00:00 AAPL 100 @ 187.205654305511"
## [1] "2023-06-30 00:00:00 AAPL 100 @ 189.730379211173"
## [1] "2023-07-03 00:00:00 AAPL 100 @ 191.859060246959"
## [1] "2023-07-05 00:00:00 AAPL 100 @ 189.670976407574"
## [1] "2023-07-06 00:00:00 AAPL 100 @ 187.958114996981"
## [1] "2023-07-07 00:00:00 AAPL 100 @ 189.512558859624"
## [1] "2023-07-10 00:00:00 AAPL 100 @ 187.383862716309"
## [1] "2023-07-11 00:00:00 AAPL 100 @ 187.284863079486"
## [1] "2023-07-12 00:00:00 AAPL 100 @ 187.799697449031"
## [1] "2023-07-13 00:00:00 AAPL 100 @ 188.611576051628"
## [1] "2023-07-14 00:00:00 AAPL 100 @ 188.344248327903"
## [1] "2023-07-17 00:00:00 AAPL 100 @ 189.997691827369"
## [1] "2023-07-18 00:00:00 AAPL 100 @ 191.433330082814"
## [1] "2023-07-19 00:00:00 AAPL 100 @ 191.185808329465"
## [1] "2023-07-20 00:00:00 AAPL 100 @ 193.156071817301"
## [1] "2023-07-21 00:00:00 AAPL 100 @ 192.175895342859"
## [1] "2023-07-24 00:00:00 AAPL 100 @ 191.492732886413"
## [1] "2023-07-25 00:00:00 AAPL 100 @ 191.413524112438"
## [1] "2023-07-26 00:00:00 AAPL 100 @ 191.750150071185"
## [1] "2023-07-27 00:00:00 AAPL 100 @ 194.076860595673"
## [1] "2023-07-28 00:00:00 AAPL 100 @ 192.740237084579"
## [1] "2023-07-31 00:00:00 AAPL 100 @ 194.116457428896"
## [1] "2023-08-01 00:00:00 AAPL 100 @ 194.294680947222"
## [1] "2023-08-02 00:00:00 AAPL 100 @ 193.106564445126"
## [1] "2023-08-03 00:00:00 AAPL 100 @ 189.670976407574"
## [1] "2023-08-04 00:00:00 AAPL 100 @ 183.680946955032"
## [1] "2023-09-05 00:00:00 AAPL 100 @ 186.665307658179"
## [1] "2023-09-06 00:00:00 AAPL 100 @ 186.784273696062"
## [1] "2023-09-07 00:00:00 AAPL 100 @ 173.677647335836"
## [1] "2023-10-16 00:00:00 AAPL 100 @ 175.234190261802"
## [1] "2023-10-17 00:00:00 AAPL 100 @ 175.135041811614"
## [1] "2023-10-18 00:00:00 AAPL 100 @ 174.07422600866"
## [1] "2023-10-19 00:00:00 AAPL 100 @ 174.530272572495"
## [1] "2023-10-27 00:00:00 AAPL -100 @ 165.478581829274"
## [1] "2023-10-30 00:00:00 AAPL -100 @ 167.570487053641"
## [1] "2023-10-31 00:00:00 AAPL -100 @ 167.897658785747"
## [1] "2023-11-08 00:00:00 AAPL 100 @ 180.786170657902"
## [1] "2023-11-09 00:00:00 AAPL 100 @ 181.39093989702"
## [1] "2023-11-10 00:00:00 AAPL 100 @ 182.632565509509"
## [1] "2023-11-13 00:00:00 AAPL 100 @ 184.469122332097"
## [1] "2023-11-14 00:00:00 AAPL 100 @ 186.335444699268"
## [1] "2023-11-15 00:00:00 AAPL 100 @ 186.484363309344"
## [1] "2023-11-16 00:00:00 AAPL 100 @ 188.191860366104"
## [1] "2023-11-17 00:00:00 AAPL 100 @ 188.866909591965"
## [1] "2023-11-20 00:00:00 AAPL 100 @ 188.509526134785"
## [1] "2023-11-21 00:00:00 AAPL 100 @ 190.018480192637"
## [1] "2023-11-22 00:00:00 AAPL 100 @ 190.097900421772"
## [1] "2023-11-24 00:00:00 AAPL 100 @ 189.482397432939"
## [1] "2023-11-27 00:00:00 AAPL 100 @ 188.539306827229"
## [1] "2023-11-28 00:00:00 AAPL 100 @ 188.400325213207"
## [1] "2023-11-29 00:00:00 AAPL 100 @ 189.512178125382"
## [1] "2023-11-30 00:00:00 AAPL 100 @ 188.459886598093"
## [1] "2023-12-01 00:00:00 AAPL 100 @ 188.9463298211"
## [1] "2023-12-04 00:00:00 AAPL 100 @ 188.598868212115"
## [1] "2023-12-05 00:00:00 AAPL 100 @ 188.827207051327"
## [1] "2023-12-06 00:00:00 AAPL 100 @ 193.036373160481"
## [1] "2023-12-07 00:00:00 AAPL 100 @ 192.222342320598"
## [1] "2023-12-08 00:00:00 AAPL 100 @ 192.78819062488"
## [1] "2023-12-11 00:00:00 AAPL 100 @ 191.706118405148"
## [1] "2023-12-12 00:00:00 AAPL 100 @ 191.676337712705"
## [1] "2023-12-13 00:00:00 AAPL 100 @ 193.671719845703"
## [1] "2023-12-14 00:00:00 AAPL 100 @ 196.580427039828"
## [1] "2023-12-15 00:00:00 AAPL 100 @ 196.093983816822"
## [1] "2023-12-18 00:00:00 AAPL 100 @ 194.664449988105"
## [1] "2023-12-19 00:00:00 AAPL 100 @ 194.733948369046"
## [1] "2023-12-20 00:00:00 AAPL 100 @ 195.468558979793"
## [1] "2023-12-21 00:00:00 AAPL 100 @ 194.67438698416"
## [1] "2023-12-22 00:00:00 AAPL 100 @ 193.761061923033"
## [1] "2023-12-26 00:00:00 AAPL 100 @ 192.202483476349"
## [1] "2023-12-27 00:00:00 AAPL 100 @ 191.090630564174"
## [1] "2023-12-28 00:00:00 AAPL 100 @ 192.728629239994"
## [1] "2023-12-29 00:00:00 AAPL 100 @ 192.490368552588"
## [1] "2024-01-24 00:00:00 AAPL 100 @ 193.999322610439"
## [1] "2024-01-25 00:00:00 AAPL 100 @ 193.800779611531"
## [1] "2024-01-26 00:00:00 AAPL 100 @ 192.857689005821"
## [1] "2024-01-29 00:00:00 AAPL 100 @ 190.614109189362"
## [1] "2024-01-30 00:00:00 AAPL 100 @ 189.551895813879"
## [1] "2024-01-31 00:00:00 AAPL 100 @ 185.680239169796"
## [1] "2024-02-01 00:00:00 AAPL 100 @ 182.652424353758"
## [1] "2024-02-20 00:00:00 AAPL -100 @ 180.698693117713"
## [1] "2024-02-21 00:00:00 AAPL -100 @ 180.847801755782"
## [1] "2024-02-22 00:00:00 AAPL -100 @ 182.378550336516"
## [1] "2024-02-26 00:00:00 AAPL -100 @ 181.146003864733"
## [1] "2024-02-27 00:00:00 AAPL -100 @ 180.012847984473"
## [1] "2024-02-28 00:00:00 AAPL -100 @ 181.414372112317"
## [1] "2024-02-29 00:00:00 AAPL -100 @ 180.181825640534"
## [1] "2024-03-01 00:00:00 AAPL -100 @ 178.472149727555"
## [1] "2024-03-04 00:00:00 AAPL -100 @ 175.092551104769"
## [1] "2024-03-05 00:00:00 AAPL -100 @ 169.734908321419"
## [1] "2024-03-06 00:00:00 AAPL -100 @ 170.033110430369"
## [1] "2024-03-07 00:00:00 AAPL -100 @ 168.134572676148"
## [1] "2024-03-08 00:00:00 AAPL -100 @ 167.985479205268"
## [1] "2024-03-11 00:00:00 AAPL -100 @ 171.901829490413"
## [1] "2024-03-12 00:00:00 AAPL -100 @ 172.110560349646"
## [1] "2024-03-13 00:00:00 AAPL -100 @ 171.732851834352"
## [1] "2024-03-14 00:00:00 AAPL -100 @ 171.872010796237"
## [1] "2024-03-15 00:00:00 AAPL -100 @ 170.142450698077"
## [1] "2024-03-18 00:00:00 AAPL -100 @ 174.516046239238"
## [1] "2024-03-19 00:00:00 AAPL -100 @ 173.293419109261"
## [1] "2024-03-20 00:00:00 AAPL -100 @ 174.665139710119"
## [1] "2024-03-21 00:00:00 AAPL -100 @ 175.987157431619"
## [1] "2024-03-22 00:00:00 AAPL -100 @ 170.728905239793"
## [1] "2024-03-25 00:00:00 AAPL -100 @ 169.546061647366"
## [1] "2024-03-26 00:00:00 AAPL -100 @ 168.979476123642"
## [1] "2024-03-27 00:00:00 AAPL -100 @ 169.387018500301"
## [1] "2024-03-28 00:00:00 AAPL -100 @ 170.718970730797"
## [1] "2024-04-01 00:00:00 AAPL -100 @ 170.162334883258"
## [1] "2024-04-02 00:00:00 AAPL -100 @ 168.0650007788"
## [1] "2024-04-03 00:00:00 AAPL -100 @ 167.776733178846"
## [1] "2024-04-04 00:00:00 AAPL -100 @ 169.267728556407"
## [1] "2024-04-05 00:00:00 AAPL -100 @ 168.571933746983"
## [1] "2024-04-08 00:00:00 AAPL -100 @ 168.015297899444"
## [1] "2024-04-09 00:00:00 AAPL -100 @ 167.687277096318"
## [1] "2024-04-10 00:00:00 AAPL -100 @ 167.786682855031"
## [1] "2024-04-11 00:00:00 AAPL -100 @ 167.329437599015"
## [1] "2024-04-12 00:00:00 AAPL -100 @ 173.213897535729"
## [1] "2024-04-15 00:00:00 AAPL -100 @ 174.307300212816"
## [1] "2024-04-16 00:00:00 AAPL -100 @ 170.718970730797"
## [1] "2024-04-17 00:00:00 AAPL -100 @ 168.591817932164"
## [1] "2024-04-18 00:00:00 AAPL -100 @ 167.021300981069"
## [1] "2024-04-19 00:00:00 AAPL -100 @ 165.212234476567"
## [1] "2024-04-22 00:00:00 AAPL -100 @ 164.526374176138"
## [1] "2024-04-23 00:00:00 AAPL -100 @ 164.357396520077"
## [1] "2024-04-24 00:00:00 AAPL -100 @ 165.540240112504"
## [1] "2024-04-25 00:00:00 AAPL -100 @ 168.512296358631"
## [1] "2024-04-26 00:00:00 AAPL -100 @ 168.860201346938"
## [1] "2024-04-29 00:00:00 AAPL -100 @ 172.329240885063"
## [1] "2024-04-30 00:00:00 AAPL -100 @ 172.289487681892"
## [1] "2024-05-01 00:00:00 AAPL -100 @ 168.561999237988"
## [1] "2024-05-02 00:00:00 AAPL -100 @ 171.474402928574"
## [1] "2024-05-06 00:00:00 AAPL 100 @ 181.255344132441"
## [1] "2024-05-07 00:00:00 AAPL 100 @ 182.348731642339"
## [1] "2024-05-08 00:00:00 AAPL 100 @ 181.752342591628"
## [1] "2024-05-09 00:00:00 AAPL 100 @ 181.464074991674"
## [1] "2024-05-10 00:00:00 AAPL 100 @ 184.039305304875"
## [1] "2024-05-13 00:00:00 AAPL 100 @ 184.576800171001"
## [1] "2024-05-14 00:00:00 AAPL 100 @ 186.637156657121"
## [1] "2024-05-15 00:00:00 AAPL 100 @ 187.035303814948"
## [1] "2024-05-16 00:00:00 AAPL 100 @ 189.583384873997"
## [1] "2024-05-17 00:00:00 AAPL 100 @ 188.627846882973"
## [1] "2024-05-20 00:00:00 AAPL 100 @ 188.448692052772"
## [1] "2024-05-21 00:00:00 AAPL 100 @ 190.200493983927"
## [1] "2024-05-22 00:00:00 AAPL 100 @ 191.375009114815"
## [1] "2024-05-23 00:00:00 AAPL 100 @ 190.091005413995"
## [1] "2024-05-24 00:00:00 AAPL 100 @ 187.941071512774"
## [1] "2024-05-28 00:00:00 AAPL 100 @ 190.618537108825"
## [1] "2024-05-29 00:00:00 AAPL 100 @ 188.72738746937"
## [1] "2024-05-30 00:00:00 AAPL 100 @ 189.87202827413"
## [1] "2024-05-31 00:00:00 AAPL 100 @ 190.548870848556"
## [1] "2024-06-03 00:00:00 AAPL 100 @ 192.002066208281"
## [1] "2024-06-04 00:00:00 AAPL 100 @ 193.733972172366"
## [1] "2024-06-05 00:00:00 AAPL 100 @ 194.490428990596"
## [1] "2024-06-06 00:00:00 AAPL 100 @ 194.77908757849"
## [1] "2024-06-07 00:00:00 AAPL 100 @ 193.743920155901"
## [1] "2024-06-10 00:00:00 AAPL 100 @ 195.983446659984"
## [1] "2024-06-11 00:00:00 AAPL 100 @ 192.748575042975"
## [1] "2024-06-12 00:00:00 AAPL 100 @ 206.404711207338"
## [1] "2024-06-13 00:00:00 AAPL 100 @ 213.740415017279"
## [1] "2024-06-14 00:00:00 AAPL 100 @ 212.854558474285"
## [1] "2024-06-17 00:00:00 AAPL 100 @ 212.376781884893"
## [1] "2024-06-18 00:00:00 AAPL 100 @ 216.577139476461"
## [1] "2024-06-20 00:00:00 AAPL 100 @ 212.93417271809"
## [1] "2024-06-21 00:00:00 AAPL 100 @ 209.410657700947"
## [1] "2024-06-24 00:00:00 AAPL 100 @ 206.753088071967"
## [1] "2024-06-25 00:00:00 AAPL 100 @ 208.176424293325"
## [1] "2024-06-26 00:00:00 AAPL 100 @ 210.515491383805"
## [1] "2024-06-27 00:00:00 AAPL 100 @ 213.69064472408"
## [1] "2024-06-28 00:00:00 AAPL 100 @ 214.765619268571"
## [1] "2024-07-01 00:00:00 AAPL 100 @ 211.102741355369"
## [1] "2024-07-02 00:00:00 AAPL 100 @ 215.143840083806"
## [1] "2024-07-03 00:00:00 AAPL 100 @ 218.975924843674"
## [1] "2024-07-05 00:00:00 AAPL 100 @ 220.618238204898"
## [1] "2024-07-08 00:00:00 AAPL 100 @ 226.032918049256"
## [1] "2024-07-09 00:00:00 AAPL 100 @ 226.869004299051"
## [1] "2024-07-10 00:00:00 AAPL 100 @ 228.232637431437"
## [1] "2024-07-11 00:00:00 AAPL 100 @ 230.312905072389"
## [1] "2024-07-12 00:00:00 AAPL 100 @ 227.854401428441"
## [1] "2024-07-15 00:00:00 AAPL 100 @ 235.379208052118"
## [1] "2024-07-16 00:00:00 AAPL 100 @ 233.906101537561"
## [1] "2024-07-17 00:00:00 AAPL 100 @ 228.381933123271"
## [1] "2024-07-18 00:00:00 AAPL 100 @ 229.208071389531"
## [1] "2024-07-19 00:00:00 AAPL 100 @ 223.773495578102"
## [1] "2024-07-22 00:00:00 AAPL 100 @ 225.95328861769"
## [1] "2024-07-23 00:00:00 AAPL 100 @ 223.325578127077"
## [1] "2024-07-24 00:00:00 AAPL 100 @ 222.957305295378"
## [1] "2024-07-25 00:00:00 AAPL 100 @ 217.910898282719"
## [1] "2024-07-26 00:00:00 AAPL 100 @ 217.681973159319"
## [1] "2024-08-19 00:00:00 AAPL 100 @ 224.92934604934"
## [1] "2024-08-20 00:00:00 AAPL 100 @ 224.97917394971"
## [1] "2024-08-21 00:00:00 AAPL 100 @ 225.72654683924"
## [1] "2024-08-22 00:00:00 AAPL 100 @ 226.992087317665"
## [1] "2024-08-23 00:00:00 AAPL 100 @ 224.869558651032"
## [1] "2024-08-26 00:00:00 AAPL 100 @ 225.965696432471"
## [1] "2024-08-27 00:00:00 AAPL 100 @ 225.208364045004"
## [1] "2024-08-28 00:00:00 AAPL 100 @ 227.121636817559"
## [1] "2024-08-29 00:00:00 AAPL 100 @ 229.294008589903"
## [1] "2024-08-30 00:00:00 AAPL 100 @ 229.383689687365"
## [1] "2024-09-03 00:00:00 AAPL 100 @ 227.749434910473"
## [1] "2024-09-04 00:00:00 AAPL 100 @ 220.883569906873"
## [1] "2024-09-05 00:00:00 AAPL 100 @ 220.853676207719"
## [1] "2024-09-06 00:00:00 AAPL 100 @ 223.165541772554"
## [1] "2024-09-09 00:00:00 AAPL 100 @ 220.046515919881"
## [1] "2024-09-24 00:00:00 AAPL 100 @ 227.849075505873"
## [1] "2024-09-25 00:00:00 AAPL 100 @ 224.142104757378"
## [1] "2024-09-26 00:00:00 AAPL 100 @ 226.503813427924"
## [1] "2024-09-27 00:00:00 AAPL 100 @ 227.659753813012"
## [1] "2024-09-30 00:00:00 AAPL 100 @ 229.234205986255"
## [1] "2024-10-01 00:00:00 AAPL 100 @ 228.716038397359"
## [1] "2024-10-02 00:00:00 AAPL 100 @ 225.098748746326"
## [1] "2024-10-03 00:00:00 AAPL 100 @ 224.351375856796"
## [1] "2024-10-04 00:00:00 AAPL 100 @ 227.101702616343"
## [1] "2024-10-07 00:00:00 AAPL 100 @ 223.713618265944"
## [1] "2024-10-08 00:00:00 AAPL 100 @ 223.514321869804"
## [1] "2024-10-09 00:00:00 AAPL 100 @ 224.441056954258"
## [1] "2024-10-10 00:00:00 AAPL 100 @ 226.982127819727"
## [1] "2024-10-11 00:00:00 AAPL 100 @ 228.496807800003"
## [1] "2024-10-14 00:00:00 AAPL 100 @ 227.898903406243"
## [1] "2024-10-15 00:00:00 AAPL 100 @ 232.791708238981"
## [1] "2024-10-16 00:00:00 AAPL 100 @ 230.788754368963"
## [1] "2024-10-17 00:00:00 AAPL 100 @ 232.612330838716"
## [1] "2024-10-18 00:00:00 AAPL 100 @ 235.352698100326"
## [1] "2024-10-21 00:00:00 AAPL 100 @ 233.628762225972"
## [1] "2024-10-22 00:00:00 AAPL 100 @ 233.070726234644"
## [1] "2024-10-23 00:00:00 AAPL 100 @ 233.260063132847"
## [1] "2024-10-24 00:00:00 AAPL 100 @ 229.174418587947"
## [1] "2024-10-25 00:00:00 AAPL 100 @ 228.935268994715"
## [1] "2024-10-28 00:00:00 AAPL 100 @ 232.502730745379"
## [1] "2024-10-29 00:00:00 AAPL 100 @ 232.283500148023"
## [1] "2024-10-30 00:00:00 AAPL 100 @ 231.795211052941"
## [1] "2024-10-31 00:00:00 AAPL 100 @ 228.536660997095"
## [1] "2024-11-01 00:00:00 AAPL 100 @ 220.195984415651"
## [1] "2024-11-25 00:00:00 AAPL 100 @ 230.903007253043"
## [1] "2024-11-26 00:00:00 AAPL 100 @ 232.76850230006"
## [1] "2024-11-27 00:00:00 AAPL 100 @ 233.905758325728"
## [1] "2024-11-29 00:00:00 AAPL 100 @ 234.244936475718"
## [1] "2024-12-02 00:00:00 AAPL 100 @ 236.699023279564"
## [1] "2024-12-03 00:00:00 AAPL 100 @ 239.232904171115"
## [1] "2024-12-04 00:00:00 AAPL 100 @ 242.285537965167"
## [1] "2024-12-05 00:00:00 AAPL 100 @ 243.402853079944"
## [1] "2024-12-06 00:00:00 AAPL 100 @ 242.32545023109"
## [1] "2024-12-09 00:00:00 AAPL 100 @ 241.248047382235"
## [1] "2024-12-10 00:00:00 AAPL 100 @ 246.295868254446"
## [1] "2024-12-11 00:00:00 AAPL 100 @ 247.363300647855"
## [1] "2024-12-12 00:00:00 AAPL 100 @ 246.295868254446"
## [1] "2024-12-13 00:00:00 AAPL 100 @ 247.223638161266"
## [1] "2024-12-16 00:00:00 AAPL 100 @ 247.393227236262"
## [1] "2024-12-17 00:00:00 AAPL 100 @ 249.478194079641"
## [1] "2024-12-18 00:00:00 AAPL 100 @ 251.553190467575"
## [1] "2024-12-19 00:00:00 AAPL 100 @ 246.904400922168"
## [1] "2024-12-20 00:00:00 AAPL 100 @ 247.44309473556"
## [1] "2024-12-23 00:00:00 AAPL 100 @ 254.156910213455"
## [1] "2024-12-24 00:00:00 AAPL 100 @ 254.875178779358"
## [1] "2024-12-26 00:00:00 AAPL 100 @ 257.568678290458"
## [1] "2024-12-27 00:00:00 AAPL 100 @ 257.209528785437"
## [1] "2024-12-30 00:00:00 AAPL 100 @ 251.623014099834"
## [1] "2024-12-31 00:00:00 AAPL 100 @ 251.832515440751"
## [1] "2025-01-02 00:00:00 AAPL 100 @ 248.330952376458"
## [1] "2025-01-03 00:00:00 AAPL 100 @ 242.774364279261"
## [1] "2025-01-06 00:00:00 AAPL 100 @ 243.722075096973"
## [1] "2025-01-07 00:00:00 AAPL 100 @ 242.395273863349"
## [1] "2025-02-18 00:00:00 AAPL 100 @ 243.830248775831"
## [1] "2025-02-19 00:00:00 AAPL 100 @ 244.33959061953"
## [1] "2025-02-20 00:00:00 AAPL 100 @ 244.619222705214"
## [1] "2025-02-21 00:00:00 AAPL 100 @ 245.627894497229"
## [1] "2025-02-24 00:00:00 AAPL 100 @ 244.609226048635"
## [1] "2025-02-25 00:00:00 AAPL 100 @ 247.675212812187"
## [1] "2025-02-26 00:00:00 AAPL 100 @ 244.010020967373"
## [1] "2025-02-27 00:00:00 AAPL 100 @ 239.096466154756"
## [1] "2025-02-28 00:00:00 AAPL 100 @ 236.639681129044"
## [1] "2025-03-03 00:00:00 AAPL 100 @ 241.473338883066"
## [1] "2025-03-04 00:00:00 AAPL 100 @ 237.398695566304"
## [1] "2025-03-05 00:00:00 AAPL 100 @ 235.111686075558"
## [1] "2025-03-06 00:00:00 AAPL 100 @ 234.132973775665"
## [1] "2025-03-12 00:00:00 AAPL -100 @ 219.851698376234"
## [1] "2025-03-13 00:00:00 AAPL -100 @ 215.667183269948"
## [1] "2025-03-14 00:00:00 AAPL -100 @ 210.973341558768"
## [1] "2025-03-17 00:00:00 AAPL -100 @ 213.030641291499"
## [1] "2025-03-18 00:00:00 AAPL -100 @ 213.879534205128"
## [1] "2025-03-19 00:00:00 AAPL -100 @ 213.939453189374"
## [1] "2025-03-20 00:00:00 AAPL -100 @ 213.709758670163"
## [1] "2025-03-21 00:00:00 AAPL -100 @ 211.282933136575"
## [1] "2025-03-24 00:00:00 AAPL -100 @ 220.710572707635"
## [1] "2025-03-25 00:00:00 AAPL -100 @ 220.480878188424"
## [1] "2025-03-26 00:00:00 AAPL -100 @ 223.217280061014"
## [1] "2025-03-27 00:00:00 AAPL -100 @ 221.100061344037"
## [1] "2025-03-28 00:00:00 AAPL -100 @ 221.379693429721"
## [1] "2025-03-31 00:00:00 AAPL -100 @ 216.725792628436"
## [1] "2025-04-01 00:00:00 AAPL -100 @ 219.522128724077"
## [1] "2025-04-02 00:00:00 AAPL -100 @ 221.030160942019"
## [1] "2025-04-04 00:00:00 AAPL -100 @ 193.636076052363"
## [1] "2025-04-07 00:00:00 AAPL -100 @ 176.967931268044"
## [1] "2025-04-08 00:00:00 AAPL -100 @ 186.455489823349"
## [1] "2025-04-09 00:00:00 AAPL -100 @ 171.724806803269"
## [1] "2025-04-10 00:00:00 AAPL -100 @ 188.822396372692"
## [1] "2025-04-11 00:00:00 AAPL -100 @ 185.856284742087"
## [1] "2025-04-14 00:00:00 AAPL -100 @ 211.163095168083"
## [1] "2025-04-15 00:00:00 AAPL -100 @ 201.595639554182"
## [1] "2025-04-16 00:00:00 AAPL -100 @ 198.100223244332"
## [1] "2025-04-17 00:00:00 AAPL -100 @ 196.941738752897"
## [1] "2025-04-21 00:00:00 AAPL -100 @ 193.01689289675"
## [1] "2025-04-22 00:00:00 AAPL -100 @ 195.863151320059"
## [1] "2025-04-23 00:00:00 AAPL -100 @ 205.730217093994"
## [1] "2025-04-24 00:00:00 AAPL -100 @ 204.621670169033"
## [1] "2025-05-12 00:00:00 AAPL -100 @ 210.970001220703"
## [1] "2025-05-13 00:00:00 AAPL -100 @ 210.429992675781"
## [1] "2025-05-14 00:00:00 AAPL -100 @ 212.429992675781"
## [1] "2025-05-15 00:00:00 AAPL -100 @ 210.949996948242"

updatePortf(portfolio.st)

## [1] "quant"

updateAcct(account.st)

## [1] "quant"

updateEndEq(account.st)

## [1] "quant"

# 6. 绩效分析
equity <- getAccount(account.st)$summary$End.Eq
returns <- Return.calculate(equity)
charts.PerformanceSummary(returns, main="策略资金曲线")

tradeStats(portfolio.st, "AAPL")

## Portfolio Symbol Num.Txns Num.Trades Net.Trading.PL Avg.Trade.PL Med.Trade.PL Largest.Winner Largest.Loser Gross.Profits Gross.Losses Std.Dev.Trade.PL Std.Err.Trade.PL Percent.Positive Percent.Negative Profit.Factor Avg.Win.Trade
## AAPL quant AAPL 2499 421 24466225 5711.09 590.4887 16109.06 -0.3334734 2404370 -1.276461 5911.599 288.1137 98.57482 1.425178 1883622 5793.663
## Med.Win.Trade Avg.Losing.Trade Med.Losing.Trade Avg.Daily.PL Med.Daily.PL Std.Dev.Daily.PL Std.Err.Daily.PL Ann.Sharpe Max.Drawdown Profit.To.Max.Draw Avg.WinLoss.Ratio Med.WinLoss.Ratio Max.Equity Min.Equity End.Equity
## AAPL 595.2789 -0.2127435 -0.2211782 5711.09 590.4887 5911.599 288.1137 15.33608 -14471503 1.690648 27233.09 2691.4 35072536 -37.67239 24466225

Ema on 格物堂

三重动量趋势追踪策略及其 R 实现

引言

核心策略逻辑

信号生成机制

风险控制设计

R代码实现