microsoft
/
TagAnomaly
зеркало из https://github.com/microsoft/TagAnomaly.git
1
0
Форкнуть 0
Код Задачи Пакеты Проекты Релизы Вики Активность

new docker configuration

This commit is contained in:
Omri Mendels 2019-05-10 22:48:47 +03:00
Родитель 43e67b8561
Коммит 156ed11efb
11 изменённых файлов: 11200 добавлений и 0 удалений
Показать статистику Скачать Patch файл Скачать Diff файл Показать все файлы Свернуть все файлы

21
Dockerfile Normal file
Просмотреть файл

@ -0,0 +1,21 @@
FROM rocker/shiny:3.5.1
RUN apt-get update && apt-get install libcurl4-openssl-dev libv8-3.14-dev libssl-dev -y &&\
mkdir -p /var/lib/shiny-server/bookmarks/shiny
RUN R -e "install.packages('devtools', repos='http://cran.rstudio.com')"
RUN R -e "install.packages(c('shiny', 'shinydashboard','DT','dplyr','ggplot2','gridExtra','shinythemes','parsedate','remotes'), repos='http://cran.rstudio.com/')" && \
R -e "remotes::install_github('twitter/AnomalyDetection')"
COPY taganomaly /root/app
COPY Rprofile.site /usr/local/lib/R/etc/Rprofile.site
# make all app files readable (solves issue when dev in Windows, but building in Ubuntu)
RUN chmod -R 755 /root/app
RUN chmod -R 755 /usr/local/lib/R/etc
EXPOSE 3838
CMD ["R", "-e", "shiny::runApp('/root/app')"]

3
Rprofile.site Normal file
Просмотреть файл

@ -0,0 +1,3 @@
local({
options(shiny.port = 3838, shiny.host = "0.0.0.0")
})

67
taganomaly/R/anomaly_detection.R Normal file
Просмотреть файл

@ -0,0 +1,67 @@
### This function return anomalizes based on Twitter's module found in https://github.com/twitter/AnomalyDetection
find_anomalies_twitter <- function(categoryDataset,is_ts = TRUE,threshold="p95",alpha=0.05,direction="pos"){
library(AnomalyDetection)
library(dplyr)
res <- tryCatch(
{
categoryDataset <- categoryDataset %>% select(date, value)
print(paste0("Performing anomaly detection... is_ts = ",is_ts))
if(is_ts) {
res <- AnomalyDetectionTs(categoryDataset,
threshold = threshold,
direction=direction,
alpha = alpha,
plot=TRUE,
title='Anomalies found using Twitter\'s anomaly detection.')
} else{
res <- AnomalyDetectionVec(categoryDataset$value,
threshold= threshold,
direction = direction,
alpha = alpha,
period = 1440,
plot=TRUE,
title='Anomalies found using Twitter\'s anomaly detection with a period value of 1440.')
}
if(is.null(res$plot)){
res$plot <- ggplot(categoryDataset, aes(date, value)) + geom_line(colour='red',size=0.5) +
scale_y_continuous(labels = scales::comma) + theme_bw() +
theme(axis.text.x = element_text(angle = 90, hjust = 1),panel.grid.major = element_blank(), panel.grid.minor = element_blank()) +
ggtitle("No anomalies found. Original dataset plot")
}
res
},
error=function(cond) {
message("Failed to run the Twitter Anomaly Detection model. Message:")
message(cond)
return(NULL)
},
warning=function(cond) {
message("Warning while running the Twitter Anomaly Detection model. message:")
message(cond)
}
)
return(res)
}
find_anomalies_prophet <- function(categoryDataset){
## Requires the prophet package.
df <- categoryDataset %>% transmute(ds = date,y = value)
m <- prophet(df)
future <- make_future_dataframe(m, periods = 1)
forecast <- predict(m, future)
results <- forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')]
joined <- inner_join(df,results,by='ds') %>% mutate(is_anomaly = (y > yhat_upper) | (y < yhat_lower))
anomalies <- joined %>% filter(is_anomaly==T)
plot(m,forecast) + geom_point(data = anomalies,colour = 'red') + ggtitle("Anomalies based on Facebook Prophet's confidence intervals")
ggplot(joined,aes(x = ds,y =y)) + geom_point(data = joined %>% filter(is_anomaly == T),aes(x = ds,y=y),colour = 'red') + geom_line()
}

20
taganomaly/R/create_sample_data.R Normal file
Просмотреть файл

@ -0,0 +1,20 @@
raw_content <- c("Error","Warn","Debug","Attach","Limit","No clue","Check with author")
rawdf <- data.frame(
date = rep(seq(as.POSIXct('2018-01-01 12:00:00'),as.POSIXct('2018-01-05 14:00:00'),by='20 min'),30),
category = sample(c('A','B','C'),replace = T,size = 8850),
content = sample(raw_content,replace = T,size = 8850)
)
library(dplyr)
## create 1 h windows per category
df_1h <- rawdf %>% mutate(date = as.POSIXct(date,format = '%d-%m-%Y %H')) %>%
group_by(date,category) %>% summarize(value = n())
catA <- df_1h[df_1h$category=='A',]
plot(catA$date,catA$value)
write.csv(df_1h,"data/sample-1H.csv")
write.csv(rawdf,"data/sample-raw.csv")

751
taganomaly/data/dow_jones_index.csv Normal file
Просмотреть файл

@ -0,0 +1,751 @@
quarter,category,date,open,high,low,close,value,percent_change_price,percent_change_volume_over_last_wk,previous_weeks_volume,next_weeks_open,next_weeks_close,percent_change_next_weeks_price,days_to_next_dividend,percent_return_next_dividend
1,AA,1/7/2011 09:00:00,$15.82,$16.72,$15.78,$16.42,239655616,3.79267,,,$16.71,$15.97,-4.42849,26,0.182704
1,AA,1/14/2011 09:00:00,$16.71,$16.71,$15.64,$15.97,242963398,-4.42849,1.380223028,239655616,$16.19,$15.79,-2.47066,19,0.187852
1,AA,1/21/2011 09:00:00,$16.19,$16.38,$15.60,$15.79,138428495,-2.47066,-43.02495926,242963398,$15.87,$16.13,1.63831,12,0.189994
1,AA,1/28/2011 09:00:00 09:00:00,$15.87,$16.63,$15.82,$16.13,151379173,1.63831,9.355500109,138428495,$16.18,$17.14,5.93325,5,0.185989
1,AA,2/4/2011 09:00:00 09:00:00,$16.18,$17.39,$16.18,$17.14,154387761,5.93325,1.987451735,151379173,$17.33,$17.37,0.230814,97,0.175029
1,AA,2/11/2011 09:00:00,$17.33,$17.48,$16.97,$17.37,114691279,0.230814,-25.71219489,154387761,$17.39,$17.28,-0.632547,90,0.172712
1,AA,2/18/2011 09:00:00,$17.39,$17.68,$17.28,$17.28,80023895,-0.632547,-30.22669579,114691279,$16.98,$16.68,-1.76678,83,0.173611
1,AA,2/25/2011 09:00:00,$16.98,$17.15,$15.96,$16.68,132981863,-1.76678,66.17769355,80023895,$16.81,$16.58,-1.36823,76,0.179856
1,AA,3/4/2011 09:00:00,$16.81,$16.94,$16.13,$16.58,109493077,-1.36823,-17.66315005,132981863,$16.58,$16.03,-3.31725,69,0.180941
1,AA,3/11/2011 09:00:00,$16.58,$16.75,$15.42,$16.03,114332562,-3.31725,4.419900447,109493077,$15.95,$16.11,1.00313,62,0.187149
1,AA,3/18/2011 09:00:00,$15.95,$16.33,$15.43,$16.11,130374108,1.00313,14.03060136,114332562,$16.38,$17.09,4.33455,55,0.18622
1,AA,3/25/2011 09:00:00,$16.38,$17.24,$16.26,$17.09,95550392,4.33455,-26.71060729,130374108,$17.13,$17.47,1.98482,48,0.175541
1,AXP,1/7/2011 09:00:00,$43.30,$45.60,$43.11,$44.36,45102042,2.44804,,,$44.20,$46.25,4.63801,89,0.405771
1,AXP,1/14/2011 09:00:00,$44.20,$46.25,$44.01,$46.25,25913713,4.63801,-42.54425775,45102042,$46.03,$46.00,-0.0651749,82,0.389189
1,AXP,1/21/2011 09:00:00,$46.03,$46.71,$44.71,$46.00,38824728,-0.0651749,49.82309945,25913713,$46.05,$43.86,-4.7557,75,0.391304
1,AXP,1/28/2011 09:00:00,$46.05,$46.27,$43.42,$43.86,51427274,-4.7557,32.4601012,38824728,$44.13,$43.82,-0.70247,68,0.410397
1,AXP,2/4/2011 09:00:00,$44.13,$44.23,$43.15,$43.82,39501680,-0.70247,-23.18924001,51427274,$43.96,$46.75,6.34668,61,0.410771
1,AXP,2/11/2011 09:00:00,$43.96,$46.79,$43.88,$46.75,43746998,6.34668,10.74718341,39501680,$46.42,$45.53,-1.91728,54,0.385027
1,AXP,2/18/2011 09:00:00,$46.42,$46.93,$45.53,$45.53,28564910,-1.91728,-34.70429674,43746998,$44.94,$43.53,-3.13752,47,0.395344
1,AXP,2/25/2011 09:00:00,$44.94,$45.12,$43.01,$43.53,39654146,-3.13752,38.82118305,28564910,$43.73,$43.72,-0.0228676,40,0.413508
1,AXP,3/4/2011 09:00:00,$43.73,$44.68,$42.75,$43.72,38985037,-0.0228676,-1.687362023,39654146,$43.86,$44.28,0.957592,33,0.411711
1,AXP,3/11/2011 09:00:00,$43.86,$45.54,$43.53,$44.28,37613429,0.957592,-3.518293442,38985037,$43.86,$44.17,0.706794,26,0.406504
1,AXP,3/18/2011 09:00:00,$43.86,$44.47,$42.19,$44.17,41757526,0.706794,11.01759959,37613429,$44.75,$45.59,1.87709,19,0.407516
1,AXP,3/25/2011 09:00:00,$44.75,$45.61,$44.10,$45.59,30798332,1.87709,-26.24483548,41757526,$45.54,$45.36,-0.395257,12,0.394823
1,BA,1/7/2011 09:00:00,$66.15,$70.10,$66.00,$69.38,36258120,4.88284,,,$69.42,$70.07,0.93633,33,0.605362
1,BA,1/14/2011 09:00:00,$69.42,$70.50,$68.35,$70.07,18834664,0.93633,-48.05394212,36258120,$70.86,$71.68,1.15721,26,0.599401
1,BA,1/21/2011 09:00:00,$70.86,$72.99,$70.23,$71.68,29594221,1.15721,57.1263549,18834664,$71.52,$69.23,-3.2019,19,0.585938
1,BA,1/28/2011 09:00:00,$71.52,$72.82,$69.00,$69.23,34929673,-3.2019,18.02869553,29594221,$69.26,$71.38,3.06093,12,0.606673
1,BA,2/4/2011 09:00:00,$69.26,$71.64,$69.12,$71.38,22770062,3.06093,-34.81169434,34929673,$71.43,$72.14,0.99398,5,0.5884
1,BA,2/11/2011 09:00:00,$71.43,$72.99,$71.15,$72.14,21809411,0.99398,-4.218921319,22770062,$72.70,$73.04,0.467675,89,0.582201
1,BA,2/18/2011 09:00:00,$72.70,$73.04,$71.09,$73.04,15989248,0.467675,-26.68647494,21809411,$72.35,$72.30,-0.0691085,82,0.575027
1,BA,2/25/2011 09:00:00,$72.35,$74.29,$70.00,$72.30,26258425,-0.0691085,64.2255158,15989248,$72.47,$71.80,-0.92452,75,0.580913
1,BA,3/4/2011 09:00:00,$72.47,$72.90,$68.60,$71.80,27527285,-0.92452,4.832201474,26258425,$71.60,$71.64,0.0558659,68,0.584958
1,BA,3/11/2011 09:00:00,$71.60,$72.50,$69.91,$71.64,25556296,0.0558659,-7.160128578,27527285,$71.17,$69.10,-2.90853,61,0.586265
1,BA,3/18/2011 09:00:00,$71.17,$71.23,$67.34,$69.10,29746370,-2.90853,16.3954667,25556296,$70.29,$73.34,4.33917,54,0.607815
1,BA,3/25/2011 09:00:00,$70.29,$73.50,$70.03,$73.34,24423545,4.33917,-17.89403211,29746370,$73.50,$74.01,0.693878,47,0.572675
1,BAC,1/7/2011 09:00:00,$13.85,$14.69,$13.80,$14.25,1453438639,2.88809,,,$14.17,$15.25,7.62174,54,0.0701754
1,BAC,1/14/2011 09:00:00,$14.17,$15.25,$14.09,$15.25,760935694,7.62174,-47.64583288,1453438639,$15.08,$14.25,-5.50398,47,0.0655738
1,BAC,1/21/2011 09:00:00,$15.08,$15.16,$13.94,$14.25,982445809,-5.50398,29.11022794,760935694,$14.25,$13.60,-4.5614,40,0.0701754
1,BAC,1/28/2011 09:00:00,$14.25,$14.26,$13.40,$13.60,1054415375,-4.5614,7.325550716,982445809,$13.71,$14.29,4.23049,33,0.0735294
1,BAC,2/4/2011 09:00:00,$13.71,$14.47,$13.64,$14.29,757192224,4.23049,-28.18843105,1054415375,$14.51,$14.77,1.79187,26,0.069979
1,BAC,2/11/2011 09:00:00,$14.51,$14.87,$14.35,$14.77,746465458,1.79187,-1.416650312,757192224,$14.77,$14.75,-0.13541,19,0.0677048
1,BAC,2/18/2011 09:00:00,$14.77,$14.95,$14.69,$14.75,458423511,-0.13541,-38.58744486,746465458,$14.38,$14.20,-1.25174,12,0.0677966
1,BAC,2/25/2011 09:00:00,$14.38,$14.52,$13.79,$14.20,712456757,-1.25174,55.41453261,458423511,$14.27,$14.12,-1.05116,5,0.0704225
1,BAC,3/4/2011 09:00:00,$14.27,$14.48,$13.81,$14.12,699671790,-1.05116,-1.794490244,712456757,$14.18,$14.38,1.41044,89,0.0708215
1,BAC,3/11/2011 09:00:00,$14.18,$14.70,$13.92,$14.38,805210688,1.41044,15.08405791,699671790,$14.26,$14.04,-1.54278,82,0.069541
1,BAC,3/18/2011 09:00:00,$14.26,$14.35,$13.66,$14.04,792380862,-1.54278,-1.593350187,805210688,$14.20,$13.34,-6.05634,75,0.0712251
1,BAC,3/25/2011 09:00:00,$14.20,$14.22,$13.32,$13.34,717678994,-6.05634,-9.427520474,792380862,$13.42,$13.37,-0.372578,68,0.0749625
1,CAT,1/7/2011 09:00:00,$94.38,$94.81,$92.30,$93.73,24135903,-0.688705,,,$93.21,$94.01,0.858277,11,0.469433
1,CAT,1/14/2011 09:00:00,$93.21,$94.70,$92.51,$94.01,19707235,0.858277,-18.3488805,24135903,$94.16,$92.75,-1.49745,4,0.468035
1,CAT,1/21/2011 09:00:00,$94.16,$96.80,$92.37,$92.75,28651009,-1.49745,45.38320064,19707235,$92.71,$95.68,3.20354,89,0.474394
1,CAT,1/28/2011 09:00:00,$92.71,$97.79,$92.51,$95.68,34929068,3.20354,21.91217419,28651009,$96.13,$99.59,3.59929,82,0.459866
1,CAT,2/4/2011 09:00:00,$96.13,$99.72,$95.85,$99.59,31169285,3.59929,-10.76405188,34929068,$99.62,$103.54,3.93495,75,0.441811
1,CAT,2/11/2011 09:00:00,$99.62,$103.55,$98.75,$103.54,27632394,3.93495,-11.34736007,31169285,$103.56,$105.86,2.22093,68,0.424957
1,CAT,2/18/2011 09:00:00,$103.56,$105.86,$102.01,$105.86,16331886,2.22093,-40.89587026,27632394,$104.86,$102.00,-2.72745,61,0.415643
1,CAT,2/25/2011 09:00:00,$104.86,$105.30,$98.03,$102.00,28146727,-2.72745,72.34217163,16331886,$102.72,$103.04,0.311526,54,0.431373
1,CAT,3/4/2011 09:00:00,$102.72,$104.43,$99.35,$103.04,29851515,0.311526,6.05678948,28146727,$103.42,$100.02,-3.28757,47,0.427019
1,CAT,3/11/2011 09:00:00,$103.42,$104.45,$97.01,$100.02,38614049,-3.28757,29.35373297,29851515,$102.59,$105.06,2.40764,40,0.439912
1,CAT,3/18/2011 09:00:00,$102.59,$105.64,$98.55,$105.06,54195667,2.40764,40.35219927,38614049,$106.90,$109.09,2.04864,33,0.418808
1,CAT,3/25/2011 09:00:00,$106.90,$110.15,$105.64,$109.09,37837456,2.04864,-30.18361413,54195667,$109.54,$113.12,3.26821,26,0.403337
1,CSCO,1/7/2011 09:00:00,$20.45,$21.00,$20.38,$20.97,303545878,2.54279,,,$20.94,$21.21,1.2894,81,0.286123
1,CSCO,1/14/2011 09:00:00,$20.94,$21.23,$20.70,$21.21,154708263,1.2894,-49.03298835,303545878,$21.22,$20.72,-2.35627,74,0.282885
1,CSCO,1/21/2011 09:00:00,$21.22,$21.33,$20.50,$20.72,193706863,-2.35627,25.20783263,154708263,$20.84,$20.93,0.431862,67,0.289575
1,CSCO,1/28/2011 09:00:00,$20.84,$21.61,$20.73,$20.93,265687272,0.431862,37.15945212,193706863,$20.93,$22.05,5.35117,60,0.28667
1,CSCO,2/4/2011 09:00:00,$20.93,$22.15,$20.71,$22.05,236334561,5.35117,-11.04784237,265687272,$22.11,$18.70,-15.4229,53,0.272109
1,CSCO,2/11/2011 09:00:00,$22.11,$22.34,$18.61,$18.70,1000362015,-15.4229,323.2821517,236334561,$18.84,$18.85,0.0530786,46,0.320856
1,CSCO,2/18/2011 09:00:00,$18.84,$18.95,$18.56,$18.85,390258123,0.0530786,-60.98831052,1000362015,$18.73,$18.64,-0.480513,39,0.318302
1,CSCO,2/25/2011 09:00:00,$18.73,$18.74,$18.23,$18.64,285212201,-0.480513,-26.91703665,390258123,$18.62,$18.40,-1.18153,32,0.321888
1,CSCO,3/4/2011 09:00:00,$18.62,$18.79,$18.31,$18.40,302059981,-1.18153,5.907103532,285212201,$18.36,$17.95,-2.23312,25,0.326087
1,CSCO,3/11/2011 09:00:00,$18.36,$18.37,$17.76,$17.95,311209442,-2.23312,3.029021246,302059981,$17.81,$17.14,-3.76193,18,0.334262
1,CSCO,3/18/2011 09:00:00,$17.81,$17.88,$16.97,$17.14,444161658,-3.76193,42.72113826,311209442,$17.34,$17.28,-0.346021,11,0.350058
1,CSCO,3/25/2011 09:00:00,$17.34,$17.64,$17.20,$17.28,284574143,-0.346021,-35.93005207,444161658,$17.36,$17.04,-1.84332,4,0.347222
1,CVX,1/7/2011 09:00:00,$91.66,$92.48,$90.27,$91.19,35556288,-0.512765,,,$90.95,$92.83,2.06707,38,0.78956
1,CVX,1/14/2011 09:00:00,$90.95,$92.85,$90.12,$92.83,28260512,2.06707,-20.51894731,35556288,$92.94,$93.78,0.903809,31,0.775611
1,CVX,1/21/2011 09:00:00,$92.94,$93.94,$91.58,$93.78,27752622,0.903809,-1.797171969,28260512,$93.89,$93.37,-0.55384,24,0.767754
1,CVX,1/28/2011 09:00:00,$93.89,$94.97,$92.93,$93.37,42303108,-0.55384,52.42922993,27752622,$93.85,$97.11,3.47363,17,0.771126
1,CVX,2/4/2011 09:00:00,$93.85,$97.44,$93.37,$97.11,48766293,3.47363,15.27827459,42303108,$97.28,$96.45,-0.853207,10,0.741427
1,CVX,2/11/2011 09:00:00,$97.28,$98.23,$95.70,$96.45,38838595,-0.853207,-20.35770486,48766293,$95.50,$98.72,3.37173,3,0.746501
1,CVX,2/18/2011 09:00:00,$95.50,$98.72,$95.50,$98.72,28037827,3.37173,-27.80936849,38838595,$99.23,$102.10,2.89227,89,0.739465
1,CVX,2/25/2011 09:00:00,$99.23,$103.94,$99.23,$102.10,57897831,2.89227,106.4989951,28037827,$102.28,$103.75,1.43723,82,0.714985
1,CVX,3/4/2011 09:00:00,$102.28,$104.99,$102.18,$103.75,48214502,1.43723,-16.72485624,57897831,$104.12,$99.93,-4.0242,75,0.703614
1,CVX,3/11/2011 09:00:00,$104.12,$104.77,$97.60,$99.93,43673568,-4.0242,-9.418191232,48214502,$99.16,$102.80,3.67084,68,0.730511
1,CVX,3/18/2011 09:00:00,$99.16,$103.97,$97.98,$102.80,56186791,3.67084,28.6517076,43673568,$103.86,$106.78,2.81148,61,0.710117
1,CVX,3/25/2011 09:00:00,$103.86,$107.01,$103.20,$106.78,39606692,2.81148,-29.50889116,56186791,$106.40,$108.32,1.80451,54,0.683649
1,DD,1/7/2011 09:00:00,$50.05,$50.54,$49.28,$49.76,27658789,-0.579421,,,$48.30,$49.80,3.10559,35,0.823955
1,DD,1/14/2011 09:00:00,$48.30,$49.80,$47.20,$49.80,34546875,3.10559,24.90378736,27658789,$49.53,$48.35,-2.38239,28,0.823293
1,DD,1/21/2011 09:00:00,$49.53,$50.14,$47.65,$48.35,25611091,-2.38239,-25.8656796,34546875,$48.44,$50.29,3.81916,21,0.847983
1,DD,1/28/2011 09:00:00,$48.44,$50.66,$48.26,$50.29,45429653,3.81916,77.38273235,25611091,$50.15,$52.53,4.74576,14,0.815271
1,DD,2/4/2011 09:00:00,$50.15,$52.63,$50.09,$52.53,31069977,4.74576,-31.60859714,45429653,$52.62,$54.58,3.72482,7,0.780506
1,DD,2/11/2011 09:00:00,$52.62,$54.75,$52.51,$54.58,37155830,3.72482,19.58756841,31069977,$54.44,$55.98,2.8288,0,0.751191
1,DD,2/18/2011 09:00:00,$54.44,$55.98,$53.80,$55.98,27705910,2.8288,-25.43320927,37155830,$54.95,$54.07,-1.60146,82,0.732404
1,DD,2/25/2011 09:00:00,$54.95,$55.30,$52.36,$54.07,33190716,-1.60146,19.79651995,27705910,$54.22,$53.87,-0.645518,75,0.758276
1,DD,3/4/2011 09:00:00,$54.22,$54.95,$52.76,$53.87,32958368,-0.645518,-0.700039131,33190716,$54.10,$52.90,-2.21811,68,0.761092
1,DD,3/11/2011 09:00:00,$54.10,$54.49,$51.82,$52.90,27091813,-2.21811,-17.79989531,32958368,$53.18,$52.99,-0.357277,61,0.775047
1,DD,3/18/2011 09:00:00,$53.18,$53.50,$51.10,$52.99,39779608,-0.357277,46.83258001,27091813,$53.80,$54.10,0.557621,54,0.773731
1,DD,3/25/2011 09:00:00,$53.80,$54.64,$52.89,$54.10,24464568,0.557621,-38.49972579,39779608,$54.11,$55.19,1.99593,47,0.757856
1,DIS,1/7/2011 09:00:00,$37.74,$40.00,$37.62,$39.45,72917621,4.531,,,$39.01,$39.29,0.717765,336,1.01394
1,DIS,1/14/2011 09:00:00,$39.01,$39.81,$38.92,$39.29,31943413,0.717765,-56.1924641,72917621,$39.07,$39.74,1.71487,329,1.01807
1,DIS,1/21/2011 09:00:00,$39.07,$39.94,$38.51,$39.74,36187032,1.71487,13.28480147,31943413,$39.64,$38.85,-1.99294,322,1.00654
1,DIS,1/28/2011 09:00:00,$39.64,$39.95,$38.65,$38.85,42131642,-1.99294,16.42745943,36187032,$39.04,$40.71,4.27766,315,1.0296
1,DIS,2/4/2011 09:00:00,$39.04,$40.77,$38.64,$40.71,53521486,4.27766,27.0339428,42131642,$40.80,$43.41,6.39706,308,0.98256
1,DIS,2/11/2011 09:00:00,$40.80,$44.05,$40.71,$43.41,83975520,6.39706,56.90057634,53521486,$43.19,$43.56,0.85668,301,0.921447
1,DIS,2/18/2011 09:00:00,$43.19,$43.90,$42.98,$43.56,33868302,0.85668,-59.6688392,83975520,$42.83,$42.95,0.280177,294,0.918274
1,DIS,2/25/2011 09:00:00,$42.83,$43.28,$41.60,$42.95,56966763,0.280177,68.20082389,33868302,$43.02,$43.55,1.23199,287,0.931315
1,DIS,3/4/2011 09:00:00,$43.02,$44.34,$42.97,$43.55,53096584,1.23199,-6.79374919,56966763,$43.53,$42.93,-1.37836,280,0.918484
1,DIS,3/11/2011 09:00:00,$43.53,$43.61,$42.16,$42.93,41229388,-1.37836,-22.35020618,53096584,$42.64,$41.23,-3.30675,273,0.931749
1,DIS,3/18/2011 09:00:00,$42.64,$42.67,$40.42,$41.23,65060004,-3.30675,57.80007212,41229388,$41.46,$42.97,3.64206,266,0.970167
1,DIS,3/25/2011 09:00:00,$41.46,$43.24,$40.87,$42.97,40696371,3.64206,-37.44794267,65060004,$43.19,$42.85,-0.787219,259,0.930882
1,GE,1/7/2011 09:00:00,$18.49,$18.72,$18.12,$18.43,280146510,-0.3245,,,$18.61,$18.82,1.12843,38,0.759631
1,GE,1/14/2011 09:00:00,$18.61,$18.82,$18.46,$18.82,215626229,1.12843,-23.03090658,280146510,$18.98,$19.74,4.00421,31,0.74389
1,GE,1/21/2011 09:00:00,$18.98,$19.97,$18.17,$19.74,449508777,4.00421,108.4666504,215626229,$19.93,$20.20,1.35474,24,0.70922
1,GE,1/28/2011 09:00:00,$19.93,$20.74,$19.74,$20.20,437317986,1.35474,-2.712025131,449508777,$20.13,$20.56,2.13612,17,0.693069
1,GE,2/4/2011 09:00:00,$20.13,$20.96,$20.10,$20.56,246591055,2.13612,-43.61287144,437317986,$20.77,$21.33,2.6962,10,0.680934
1,GE,2/11/2011 09:00:00,$20.77,$21.44,$20.73,$21.33,252254376,2.6962,2.296644945,246591055,$21.51,$21.44,-0.32543,3,0.656353
1,GE,2/18/2011 09:00:00,$21.51,$21.65,$21.24,$21.44,158691572,-0.32543,-37.09065646,252254376,$20.88,$20.82,-0.287356,118,0.652985
1,GE,2/25/2011 09:00:00,$20.88,$21.21,$20.08,$20.82,268500170,-0.287356,69.1962381,158691572,$20.95,$20.37,-2.7685,111,0.67243
1,GE,3/4/2011 09:00:00,$20.95,$21.17,$20.16,$20.37,261175412,-2.7685,-2.728027323,268500170,$20.40,$20.36,-0.196078,104,0.687285
1,GE,3/11/2011 09:00:00,$20.40,$20.79,$19.94,$20.36,303566341,-0.196078,16.23082689,261175412,$19.96,$19.25,-3.55711,97,0.687623
1,GE,3/18/2011 09:00:00,$19.96,$20.09,$18.60,$19.25,520516218,-3.55711,71.46703956,303566341,$19.68,$19.75,0.355691,90,0.727273
1,GE,3/25/2011 09:00:00,$19.68,$19.93,$19.25,$19.75,227819072,0.355691,-56.23208958,520516218,$19.81,$20.34,2.67542,83,0.708861
1,HD,1/7/2011 09:00:00,$35.20,$35.57,$34.18,$34.38,56576860,-2.32955,,,$34.16,$35.89,5.0644,60,0.727167
1,HD,1/14/2011 09:00:00,$34.16,$35.89,$34.07,$35.89,41918450,5.0644,-25.9088433,56576860,$35.97,$36.51,1.50125,53,0.696573
1,HD,1/21/2011 09:00:00,$35.97,$36.99,$35.48,$36.51,45249920,1.50125,7.94750283,41918450,$36.46,$36.70,0.658256,46,0.684744
1,HD,1/28/2011 09:00:00,$36.46,$38.12,$36.30,$36.70,63397367,0.658256,40.10492615,45249920,$37.13,$36.80,-0.888769,39,0.681199
1,HD,2/4/2011 09:00:00,$37.13,$37.18,$36.38,$36.80,41844858,-0.888769,-33.99590554,63397367,$36.80,$37.48,1.84783,32,0.679348
1,HD,2/11/2011 09:00:00,$36.80,$37.48,$36.41,$37.48,36079400,1.84783,-13.77817556,41844858,$37.47,$38.48,2.69549,25,0.667022
1,HD,2/18/2011 09:00:00,$37.47,$38.48,$37.27,$38.48,30619613,2.69549,-15.13269899,36079400,$39.30,$37.08,-5.64885,18,0.649688
1,HD,2/25/2011 09:00:00,$39.30,$39.38,$36.78,$37.08,54816070,-5.64885,79.02273944,30619613,$37.15,$37.22,0.188425,11,0.674218
1,HD,3/4/2011 09:00:00,$37.15,$37.86,$36.33,$37.22,49763519,0.188425,-9.217280626,54816070,$37.26,$37.14,-0.322061,4,0.671682
1,HD,3/11/2011 09:00:00,$37.26,$37.78,$36.54,$37.14,49156185,-0.322061,-1.220440218,49763519,$36.92,$36.00,-2.49187,95,0.673129
1,HD,3/18/2011 09:00:00,$36.92,$36.94,$35.43,$36.00,52758908,-2.49187,7.329134676,49156185,$36.29,$37.42,3.11381,88,0.694444
1,HD,3/25/2011 09:00:00,$36.29,$37.82,$36.03,$37.42,40337534,3.11381,-23.54365257,52758908,$37.46,$37.56,0.266951,81,0.668092
1,HPQ,1/7/2011 09:00:00,$42.22,$45.39,$42.22,$45.09,100020724,6.79773,,,$44.86,$46.25,3.09853,66,0.177423
1,HPQ,1/14/2011 09:00:00,$44.86,$46.25,$44.57,$46.25,65464211,3.09853,-34.54935299,100020724,$46.14,$47.23,2.36238,59,0.172973
1,HPQ,1/21/2011 09:00:00,$46.14,$47.64,$45.76,$47.23,82623453,2.36238,26.21163799,65464211,$46.69,$45.51,-2.52731,52,0.169384
1,HPQ,1/28/2011 09:00:00,$46.69,$47.83,$45.36,$45.51,84066350,-2.52731,1.746352818,82623453,$45.41,$47.43,4.44836,45,0.175786
1,HPQ,2/4/2011 09:00:00,$45.41,$47.52,$45.13,$47.43,74475624,4.44836,-11.40851958,84066350,$47.71,$48.64,1.94928,38,0.16867
1,HPQ,2/11/2011 09:00:00,$47.71,$49.39,$47.61,$48.64,84089936,1.94928,12.90934065,74475624,$48.45,$48.67,0.454076,31,0.164474
1,HPQ,2/18/2011 09:00:00,$48.45,$49.12,$47.54,$48.67,49401750,0.454076,-41.25129314,84089936,$47.57,$42.68,-10.2796,24,0.164372
1,HPQ,2/25/2011 09:00:00,$47.57,$48.55,$42.08,$42.68,211147488,-10.2796,327.4089238,49401750,$43.06,$42.61,-1.04505,17,0.187441
1,HPQ,3/4/2011 09:00:00,$43.06,$43.85,$42.06,$42.61,110702335,-1.04505,-47.57108595,211147488,$42.90,$41.73,-2.72727,10,0.187749
1,HPQ,3/11/2011 09:00:00,$42.90,$43.05,$41.26,$41.73,85140794,-2.72727,-23.0903359,110702335,$41.31,$41.32,0.0242072,3,0.191709
1,HPQ,3/18/2011 09:00:00,$41.31,$42.15,$40.10,$41.32,121051768,0.0242072,42.1783405,85140794,$41.85,$42.53,1.62485,87,0.314618
1,HPQ,3/25/2011 09:00:00,$41.85,$43.28,$41.35,$42.53,78089358,1.62485,-35.49093971,121051768,$42.42,$40.98,-3.39463,80,0.305667
1,IBM,1/7/2011 09:00:00,$147.21,$148.86,$146.64,$147.93,23492843,0.489097,,,$147.00,$150.00,2.04082,32,0.439397
1,IBM,1/14/2011 09:00:00,$147.00,$150.00,$146.00,$150.00,15335348,2.04082,-34.72331978,23492843,$149.82,$155.50,3.79122,25,0.433333
1,IBM,1/21/2011 09:00:00,$149.82,$156.78,$149.38,$155.50,35770931,3.79122,133.2580324,15335348,$155.42,$159.21,2.43855,18,0.418006
1,IBM,1/28/2011 09:00:00,$155.42,$164.35,$155.33,$159.21,32510483,2.43855,-9.114797711,35770931,$159.18,$164.00,3.02802,11,0.408266
1,IBM,2/4/2011 09:00:00,$159.18,$164.20,$158.68,$164.00,25377163,3.02802,-21.94159958,32510483,$164.08,$163.85,-0.140176,4,0.396341
1,IBM,2/11/2011 09:00:00,$164.08,$166.25,$163.18,$163.85,26106753,-0.140176,2.874986459,25377163,$164.18,$164.84,0.401998,84,0.457736
1,IBM,2/18/2011 09:00:00,$164.18,$164.84,$162.52,$164.84,14352613,0.401998,-45.02337001,26106753,$163.57,$162.28,-0.788653,77,0.454987
1,IBM,2/25/2011 09:00:00,$163.57,$164.26,$159.03,$162.28,21443811,-0.788653,49.40701738,14352613,$162.36,$161.83,-0.326435,70,0.462164
1,IBM,3/4/2011 09:00:00,$162.36,$164.31,$159.41,$161.83,21549118,-0.326435,0.491083418,21443811,$161.60,$162.43,0.513614,63,0.463449
1,IBM,3/11/2011 09:00:00,$161.60,$167.72,$158.85,$162.43,31119857,0.513614,44.41359967,21549118,$161.16,$155.89,-3.27004,56,0.461737
1,IBM,3/18/2011 09:00:00,$161.16,$161.98,$151.71,$155.89,41827781,-3.27004,34.40865426,31119857,$157.64,$162.18,2.87998,49,0.481108
1,IBM,3/25/2011 09:00:00,$157.64,$162.74,$157.07,$162.18,25381792,2.87998,-39.31833965,41827781,$161.54,$164.27,1.68998,42,0.462449
1,INTC,1/7/2011 09:00:00,$21.01,$21.21,$20.27,$20.66,386719626,-1.66587,,,$20.71,$21.08,1.78658,27,0.871249
1,INTC,1/14/2011 09:00:00,$20.71,$21.33,$20.57,$21.08,274111012,1.78658,-29.11892917,386719626,$21.03,$20.82,-0.998573,20,0.85389
1,INTC,1/21/2011 09:00:00,$21.03,$21.20,$20.62,$20.82,218479469,-0.998573,-20.29526016,274111012,$21.03,$21.46,2.0447,13,0.864553
1,INTC,1/28/2011 09:00:00,$21.03,$21.94,$20.93,$21.46,325168191,2.0447,48.83237884,218479469,$21.55,$21.68,0.603248,6,0.83877
1,INTC,2/4/2011 09:00:00,$21.55,$21.71,$21.03,$21.68,277969054,0.603248,-14.51529956,325168191,$21.74,$21.76,0.0919963,89,0.830258
1,INTC,2/11/2011 09:00:00,$21.74,$21.86,$21.35,$21.76,236842359,0.0919963,-14.79542216,277969054,$21.63,$22.14,2.35784,82,0.827206
1,INTC,2/18/2011 09:00:00,$21.63,$22.14,$21.28,$22.14,201181541,2.35784,-15.05677369,236842359,$21.95,$21.86,-0.410023,75,0.813008
1,INTC,2/25/2011 09:00:00,$21.95,$22.19,$21.01,$21.86,256135777,-0.410023,27.31574464,201181541,$21.75,$21.56,-0.873563,68,0.823422
1,INTC,3/4/2011 09:00:00,$21.75,$22.08,$21.35,$21.56,291751623,-0.873563,13.90506489,256135777,$21.69,$20.87,-3.78054,61,0.834879
1,INTC,3/11/2011 09:00:00,$21.69,$21.74,$20.61,$20.87,289874871,-3.78054,-0.643270457,291751623,$20.66,$19.93,-3.5334,54,0.862482
1,INTC,3/18/2011 09:00:00,$20.66,$20.88,$19.71,$19.93,347426088,-3.5334,19.85381375,289874871,$19.90,$20.37,2.36181,47,0.903161
1,INTC,3/25/2011 09:00:00,$19.90,$20.60,$19.88,$20.37,229150771,2.36181,-34.04330333,347426088,$20.44,$19.72,-3.5225,40,0.883652
1,JNJ,1/7/2011 09:00:00,$62.63,$63.54,$62.53,$62.60,57774737,-0.0479004,,,$62.29,$62.55,0.417402,49,0.86262
1,JNJ,1/14/2011 09:00:00,$62.29,$62.98,$62.00,$62.55,34950419,0.417402,-39.50570645,57774737,$62.21,$62.66,0.723356,42,0.863309
1,JNJ,1/21/2011 09:00:00,$62.21,$63.25,$62.01,$62.66,47999880,0.723356,37.33706597,34950419,$62.56,$60.01,-4.07609,35,0.861794
1,JNJ,1/28/2011 09:00:00,$62.56,$62.72,$60.00,$60.01,86229071,-4.07609,79.64434703,47999880,$60.16,$60.84,1.13032,28,0.89985
1,JNJ,2/4/2011 09:00:00,$60.16,$60.99,$59.69,$60.84,63641929,1.13032,-26.19434692,86229071,$60.88,$60.70,-0.295664,21,0.887574
1,JNJ,2/11/2011 09:00:00,$60.88,$61.17,$60.42,$60.70,42897125,-0.295664,-32.596127,63641929,$60.69,$61.11,0.692042,14,0.889621
1,JNJ,2/18/2011 09:00:00,$60.69,$61.11,$60.33,$61.11,33273371,0.692042,-22.43449648,42897125,$60.68,$59.64,-1.71391,7,0.883652
1,JNJ,2/25/2011 09:00:00,$60.68,$61.08,$59.36,$59.64,46786798,-1.71391,40.61333912,33273371,$59.93,$61.06,1.88553,0,0.905433
1,JNJ,3/4/2011 09:00:00,$59.93,$61.50,$59.77,$61.06,63576642,1.88553,35.88585823,46786798,$61.09,$59.69,-2.2917,83,0.933508
1,JNJ,3/11/2011 09:00:00,$61.09,$61.10,$59.11,$59.69,53844149,-2.2917,-15.30828413,63576642,$59.49,$58.57,-1.54648,76,0.954934
1,JNJ,3/18/2011 09:00:00,$59.49,$59.49,$57.50,$58.57,71716802,-1.54648,33.19330574,53844149,$58.67,$58.98,0.528379,69,0.973194
1,JNJ,3/25/2011 09:00:00,$58.67,$59.16,$58.50,$58.98,47498000,0.528379,-33.77005294,71716802,$58.98,$59.49,0.8647,62,0.966429
1,JPM,1/7/2011 09:00:00,$43.00,$44.95,$42.64,$43.64,234547885,1.48837,,,$43.27,$44.91,3.79015,87,0.572869
1,JPM,1/14/2011 09:00:00,$43.27,$44.97,$43.00,$44.91,144662779,3.79015,-38.32271009,234547885,$45.02,$45.29,0.599733,80,0.556669
1,JPM,1/21/2011 09:00:00,$45.02,$45.54,$43.60,$45.29,182971761,0.599733,26.48157478,144662779,$45.21,$44.54,-1.48197,73,0.551998
1,JPM,1/28/2011 09:00:00,$45.21,$45.88,$44.26,$44.54,154832501,-1.48197,-15.37901797,182971761,$44.41,$44.59,0.405314,66,0.561293
1,JPM,2/4/2011 09:00:00,$44.41,$46.00,$44.30,$44.59,137430065,0.405314,-11.23952393,154832501,$44.75,$46.57,4.06704,59,0.560664
1,JPM,2/11/2011 09:00:00,$44.75,$46.89,$44.65,$46.57,162434145,4.06704,18.19403927,137430065,$46.00,$48.00,4.34783,52,0.536826
1,JPM,2/18/2011 09:00:00,$46.00,$48.00,$46.00,$48.00,131941706,4.34783,-18.77218549,162434145,$47.20,$46.68,-1.10169,45,0.520833
1,JPM,2/25/2011 09:00:00,$47.20,$47.27,$45.21,$46.68,139540125,-1.10169,5.758921292,131941706,$46.81,$45.52,-2.75582,38,0.535561
1,JPM,3/4/2011 09:00:00,$46.81,$47.18,$45.07,$45.52,139051830,-2.75582,-0.349931606,139540125,$45.62,$45.74,0.263043,31,0.549209
1,JPM,3/11/2011 09:00:00,$45.62,$47.10,$44.76,$45.74,140414285,0.263043,0.979818101,139051830,$45.42,$45.74,0.704535,24,0.546568
1,JPM,3/18/2011 09:00:00,$45.42,$46.18,$43.40,$45.74,226413618,0.704535,61.24685462,140414285,$46.28,$45.86,-0.907519,17,0.546568
1,JPM,3/25/2011 09:00:00,$46.28,$46.38,$44.77,$45.86,117959443,-0.907519,-47.9009063,226413618,$46.10,$46.35,0.542299,10,0.545137
1,KRFT,1/7/2011 09:00:00,$31.76,$31.76,$31.14,$31.19,44971770,-1.79471,,,$30.91,$31.34,1.39114,81,0.929785
1,KRFT,1/14/2011 09:00:00,$30.91,$31.72,$30.89,$31.34,24955086,1.39114,-44.50944226,44971770,$31.41,$31.35,-0.191022,74,0.925335
1,KRFT,1/21/2011 09:00:00,$31.41,$31.52,$30.89,$31.35,41200255,-0.191022,65.09762779,24955086,$31.39,$30.53,-2.73973,67,0.92504
1,KRFT,1/28/2011 09:00:00,$31.39,$31.77,$30.50,$30.53,55657855,-2.73973,35.09104495,41200255,$30.53,$31.19,2.16181,60,0.949885
1,KRFT,2/4/2011 09:00:00,$30.53,$31.22,$30.21,$31.19,34764359,2.16181,-37.53916855,55657855,$31.18,$30.66,-1.66774,53,0.929785
1,KRFT,2/11/2011 09:00:00,$31.18,$31.25,$30.24,$30.66,65912258,-1.66774,89.59721938,34764359,$30.67,$30.91,0.782524,46,0.945858
1,KRFT,2/18/2011 09:00:00,$30.67,$30.93,$30.26,$30.91,38172345,0.782524,-42.08612152,65912258,$30.72,$31.71,3.22266,39,0.938208
1,KRFT,2/25/2011 09:00:00,$30.72,$32.20,$30.66,$31.71,50462721,3.22266,32.19706832,38172345,$31.82,$31.58,-0.754243,32,0.914538
1,KRFT,3/4/2011 09:00:00,$31.82,$31.88,$31.28,$31.58,55211152,-0.754243,9.409779944,50462721,$31.56,$31.70,0.443599,25,0.918303
1,KRFT,3/11/2011 09:00:00,$31.56,$31.79,$31.18,$31.70,41766976,0.443599,-24.3504718,55211152,$31.51,$30.99,-1.65027,18,0.914827
1,KRFT,3/18/2011 09:00:00,$31.51,$31.60,$30.45,$30.99,51736270,-1.65027,23.86884317,41766976,$30.78,$31.26,1.55945,11,0.935786
1,KRFT,3/25/2011 09:00:00,$30.78,$31.49,$30.43,$31.26,41958399,1.55945,-18.899451,51736270,$31.35,$31.61,0.829346,4,0.927703
1,KO,1/7/2011 09:00:00,$65.88,$65.88,$62.56,$62.92,59802189,-4.49302,,,$62.70,$63.13,0.685805,63,0.74698
1,KO,1/14/2011 09:00:00,$62.70,$63.86,$62.56,$63.13,31297830,0.685805,-47.6644074,59802189,$63.21,$62.77,-0.696092,56,0.744496
1,KO,1/21/2011 09:00:00,$63.21,$63.92,$62.72,$62.77,36000586,-0.696092,15.02582128,31297830,$62.87,$62.21,-1.04979,49,0.748765
1,KO,1/28/2011 09:00:00,$62.87,$63.31,$62.14,$62.21,42141599,-1.04979,17.05809178,36000586,$62.32,$62.56,0.385109,42,0.755506
1,KO,2/4/2011 09:00:00,$62.32,$63.48,$61.89,$62.56,34863226,0.385109,-17.27123121,42141599,$62.67,$63.57,1.43609,35,0.751279
1,KO,2/11/2011 09:00:00,$62.67,$64.75,$62.32,$63.57,46269528,1.43609,32.71728784,34863226,$63.67,$64.55,1.38213,28,0.739342
1,KO,2/18/2011 09:00:00,$63.67,$64.72,$62.55,$64.55,29937386,1.38213,-35.29783576,46269528,$63.36,$64.31,1.49937,21,0.728118
1,KO,2/25/2011 09:00:00,$63.36,$64.40,$63.33,$64.31,32331825,1.49937,7.998156552,29937386,$64.17,$65.21,1.62069,14,0.730835
1,KO,3/4/2011 09:00:00,$64.17,$65.87,$63.86,$65.21,61665987,1.62069,90.72844481,32331825,$65.32,$64.81,-0.780772,7,0.720748
1,KO,3/11/2011 09:00:00,$65.32,$65.84,$64.47,$64.81,44560041,-0.780772,-27.73967763,61665987,$64.34,$62.70,-2.54896,0,0.725197
1,KO,3/18/2011 09:00:00,$64.34,$64.61,$61.29,$62.70,59542953,-2.54896,33.62409833,44560041,$63.13,$65.22,3.31063,87,0.749601
1,KO,3/25/2011 09:00:00,$63.13,$65.39,$63.05,$65.22,29853434,3.31063,-49.86235567,59542953,$65.20,$67.22,3.09816,80,0.720638
1,MCD,1/7/2011 09:00:00,$77.10,$77.59,$73.59,$74.37,85400677,-3.54086,,,$74.25,$74.06,-0.255892,49,0.820223
1,MCD,1/14/2011 09:00:00,$74.25,$74.49,$72.46,$74.06,44895850,-0.255892,-47.42916382,85400677,$74.65,$75.01,0.482251,42,0.823656
1,MCD,1/21/2011 09:00:00,$74.65,$75.75,$74.31,$75.01,40056497,0.482251,-10.77906533,44895850,$74.25,$73.28,-1.3064,35,0.813225
1,MCD,1/28/2011 09:00:00,$74.25,$75.85,$73.05,$73.28,46734907,-1.3064,16.67247638,40056497,$73.80,$74.05,0.338753,28,0.832424
1,MCD,2/4/2011 09:00:00,$73.80,$74.50,$73.08,$74.05,41519549,0.338753,-11.15944876,46734907,$74.13,$76.14,2.71145,21,0.823768
1,MCD,2/11/2011 09:00:00,$74.13,$76.32,$73.30,$76.14,39363816,2.71145,-5.192091561,41519549,$76.07,$76.13,0.0788747,14,0.801156
1,MCD,2/18/2011 09:00:00,$76.07,$76.45,$75.70,$76.13,16734140,0.0788747,-57.48852195,39363816,$75.95,$74.44,-1.98815,7,0.801261
1,MCD,2/25/2011 09:00:00,$75.95,$76.45,$74.42,$74.44,27881213,-1.98815,66.61276289,16734140,$74.51,$76.03,2.03999,0,0.819452
1,MCD,3/4/2011 09:00:00,$74.51,$76.63,$73.64,$76.03,41047787,2.03999,47.22382057,27881213,$76.38,$76.73,0.458235,84,0.802315
1,MCD,3/11/2011 09:00:00,$76.38,$77.25,$74.97,$76.73,34855064,0.458235,-15.08661843,41047787,$76.10,$72.99,-4.08673,77,0.794995
1,MCD,3/18/2011 09:00:00,$76.10,$76.41,$72.89,$72.99,40853280,-4.08673,17.20902306,34855064,$73.50,$75.25,2.38095,70,0.835731
1,MCD,3/25/2011 09:00:00,$73.50,$75.75,$73.38,$75.25,23877441,2.38095,-41.55318496,40853280,$75.55,$75.99,0.582396,63,0.810631
1,MMM,1/7/2011 09:00:00,$86.75,$87.90,$85.63,$86.23,16166921,-0.599424,,,$85.70,$88.10,2.80047,40,0.637829
1,MMM,1/14/2011 09:00:00,$85.70,$88.80,$85.70,$88.10,11585909,2.80047,-28.33571092,16166921,$87.84,$89.29,1.65073,33,0.624291
1,MMM,1/21/2011 09:00:00,$87.84,$89.39,$87.25,$89.29,10705548,1.65073,-7.598549238,11585909,$89.21,$87.44,-1.98408,26,0.61597
1,MMM,1/28/2011 09:00:00,$89.21,$90.50,$87.20,$87.44,26110543,-1.98408,143.8973045,10705548,$87.93,$88.29,0.409417,19,0.629003
1,MMM,2/4/2011 09:00:00,$87.93,$88.45,$87.31,$88.29,14960948,0.409417,-42.70150567,26110543,$88.17,$91.80,4.11705,12,0.622947
1,MMM,2/11/2011 09:00:00,$88.17,$91.95,$87.81,$91.80,16315175,4.11705,9.051745919,14960948,$91.72,$92.96,1.35194,5,0.599129
1,MMM,2/18/2011 09:00:00,$91.72,$92.96,$91.00,$92.96,13431331,1.35194,-17.6758386,16315175,$92.73,$90.25,-2.67443,89,0.591652
1,MMM,2/25/2011 09:00:00,$92.73,$93.65,$89.27,$90.25,17249356,-2.67443,28.42625947,13431331,$91.90,$92.19,0.31556,82,0.609418
1,MMM,3/4/2011 09:00:00,$91.90,$93.40,$90.24,$92.19,17453306,0.31556,1.182362982,17249356,$92.58,$91.61,-1.04774,75,0.596594
1,MMM,3/11/2011 09:00:00,$92.58,$94.16,$89.71,$91.61,18144593,-1.04774,3.960779694,17453306,$91.21,$88.98,-2.44491,68,0.600371
1,MMM,3/18/2011 09:00:00,$91.21,$91.21,$86.91,$88.98,23633329,-2.44491,30.24998136,18144593,$90.27,$92.27,2.21558,61,0.618116
1,MMM,3/25/2011 09:00:00,$90.27,$92.98,$90.17,$92.27,14970403,2.21558,-36.65554692,23633329,$92.42,$93.13,0.768232,54,0.596077
1,MRK,1/7/2011 09:00:00,$36.29,$37.35,$35.85,$37.35,72760487,2.92091,,,$37.26,$34.23,-8.13204,63,1.0174
1,MRK,1/14/2011 09:00:00,$37.26,$37.61,$34.23,$34.23,108158891,-8.13204,48.65058696,72760487,$34.07,$33.90,-0.498973,56,1.11014
1,MRK,1/21/2011 09:00:00,$34.07,$34.30,$33.48,$33.90,131132702,-0.498973,21.24079749,108158891,$33.99,$33.07,-2.70668,49,1.12094
1,MRK,1/28/2011 09:00:00,$33.99,$33.99,$33.00,$33.07,110066602,-2.70668,-16.06471893,131132702,$33.29,$32.89,-1.20156,42,1.14908
1,MRK,2/4/2011 09:00:00,$33.29,$34.04,$32.51,$32.89,114880019,-1.20156,4.373185792,110066602,$32.94,$33.07,0.394657,35,1.15537
1,MRK,2/11/2011 09:00:00,$32.94,$33.30,$32.74,$33.07,62039482,0.394657,-45.99628156,114880019,$32.97,$32.85,-0.363967,28,1.14908
1,MRK,2/18/2011 09:00:00,$32.97,$33.19,$32.65,$32.85,54419625,-0.363967,-12.28227051,62039482,$32.75,$32.19,-1.70992,21,1.15677
1,MRK,2/25/2011 09:00:00,$32.75,$32.80,$31.85,$32.19,57467917,-1.70992,5.601457195,54419625,$32.20,$33.06,2.67081,14,1.18049
1,MRK,3/4/2011 09:00:00,$32.20,$33.36,$32.19,$33.06,128028062,2.67081,122.7818036,57467917,$33.00,$32.73,-0.818182,7,1.14943
1,MRK,3/11/2011 09:00:00,$33.00,$33.48,$32.45,$32.73,91319466,-0.818182,-28.67230467,128028062,$32.50,$31.91,-1.81538,0,1.16101
1,MRK,3/18/2011 09:00:00,$32.50,$32.60,$31.06,$31.91,86394177,-1.81538,-5.393471092,91319466,$32.09,$32.57,1.49579,87,1.19085
1,MRK,3/25/2011 09:00:00,$32.09,$32.90,$32.04,$32.57,66135182,1.49579,-23.44949128,86394177,$32.54,$33.07,1.62876,80,1.16672
1,MSFT,1/7/2011 09:00:00,$28.05,$28.85,$27.77,$28.60,328646154,1.96078,,,$28.20,$28.30,0.35461,39,0.559441
1,MSFT,1/14/2011 09:00:00,$28.20,$28.50,$28.00,$28.30,227601331,0.35461,-30.74577985,328646154,$28.16,$28.02,-0.497159,32,0.565371
1,MSFT,1/21/2011 09:00:00,$28.16,$28.74,$28.02,$28.02,220040646,-0.497159,-3.321898412,227601331,$28.02,$27.75,-0.963597,25,0.571021
1,MSFT,1/28/2011 09:00:00,$28.02,$29.46,$27.45,$27.75,457318851,-0.963597,107.8338068,220040646,$27.77,$27.77,0,18,0.576577
1,MSFT,2/4/2011 09:00:00,$27.77,$28.11,$27.42,$27.77,274432773,0,-39.99093359,457318851,$27.80,$27.25,-1.97842,11,0.576161
1,MSFT,2/11/2011 09:00:00,$27.80,$28.34,$27.07,$27.25,317408348,-1.97842,15.65978237,274432773,$27.20,$27.06,-0.514706,4,0.587156
1,MSFT,2/18/2011 09:00:00,$27.20,$27.37,$26.60,$27.06,228916129,-0.514706,-27.87961298,317408348,$26.78,$26.55,-0.85885,88,0.591279
1,MSFT,2/25/2011 09:00:00,$26.78,$27.10,$26.43,$26.55,238628349,-0.85885,4.242697988,228916129,$26.69,$25.95,-2.77257,81,0.602637
1,MSFT,3/4/2011 09:00:00,$26.69,$26.86,$25.80,$25.95,298801508,-2.77257,25.2162659,238628349,$26.13,$25.68,-1.72216,74,0.61657
1,MSFT,3/11/2011 09:00:00,$26.13,$26.27,$25.35,$25.68,271799244,-1.72216,-9.036856668,298801508,$25.49,$24.80,-2.70694,67,0.623053
1,MSFT,3/18/2011 09:00:00,$25.49,$25.76,$24.68,$24.80,379216242,-2.70694,39.52071257,271799244,$25.18,$25.62,1.74742,60,0.645161
1,MSFT,3/25/2011 09:00:00,$25.18,$25.95,$25.15,$25.62,217545216,1.74742,-42.63293817,379216242,$25.66,$25.48,-0.701481,53,0.624512
1,PFE,1/7/2011 09:00:00,$17.70,$18.38,$17.62,$18.34,386804789,3.61582,,,$18.22,$18.34,0.658617,26,1.09051
1,PFE,1/14/2011 09:00:00,$18.22,$18.48,$18.13,$18.34,218359623,0.658617,-43.54784915,386804789,$18.35,$18.36,0.0544959,19,1.09051
1,PFE,1/21/2011 09:00:00,$18.35,$18.49,$18.02,$18.36,159663706,0.0544959,-26.88038942,218359623,$18.33,$18.15,-0.981997,12,1.08932
1,PFE,1/28/2011 09:00:00,$18.33,$18.76,$18.14,$18.15,277157388,-0.981997,73.58822173,159663706,$18.19,$19.30,6.10225,5,1.10193
1,PFE,2/4/2011 09:00:00,$18.19,$19.39,$18.16,$19.30,358819619,6.10225,29.46420862,277157388,$19.27,$18.83,-2.28334,96,1.03627
1,PFE,2/11/2011 09:00:00,$19.27,$19.30,$18.62,$18.83,180912039,-2.28334,-49.58134131,358819619,$18.82,$19.19,1.96599,89,1.06213
1,PFE,2/18/2011 09:00:00,$18.82,$19.39,$18.72,$19.19,153153528,1.96599,-15.34365051,180912039,$18.88,$18.86,-0.105932,82,1.04221
1,PFE,2/25/2011 09:00:00,$18.88,$19.13,$18.67,$18.86,177077740,-0.105932,15.6210649,153153528,$18.95,$19.66,3.7467,75,1.06045
1,PFE,3/4/2011 09:00:00,$18.95,$19.90,$18.90,$19.66,257979737,3.7467,45.68727667,177077740,$19.64,$19.47,-0.86558,68,1.01729
1,PFE,3/11/2011 09:00:00,$19.64,$19.75,$19.30,$19.47,195391037,-0.86558,-24.26109148,257979737,$19.45,$20.18,3.75321,61,1.02722
1,PFE,3/18/2011 09:00:00,$19.45,$20.29,$19.15,$20.18,457640533,3.75321,134.2177717,195391037,$20.32,$20.35,0.147638,54,0.99108
1,PFE,3/25/2011 09:00:00,$20.32,$20.50,$19.74,$20.35,215914627,0.147638,-52.82003856,457640533,$20.42,$20.38,-0.195886,47,0.982801
1,PG,1/7/2011 09:00:00,$64.39,$65.08,$64.00,$64.50,52323352,0.170834,,,$64.40,$65.53,1.75466,12,0.744186
1,PG,1/14/2011 09:00:00,$64.40,$65.53,$63.40,$65.53,41932473,1.75466,-19.85897043,52323352,$65.65,$65.91,0.39604,5,0.732489
1,PG,1/21/2011 09:00:00,$65.65,$65.95,$65.05,$65.91,46213962,0.39604,10.21043762,41932473,$65.90,$64.20,-2.57967,96,0.804127
1,PG,1/28/2011 09:00:00,$65.90,$66.95,$63.14,$64.20,70042160,-2.57967,51.56060413,46213962,$64.35,$63.61,-1.14996,89,0.825545
1,PG,2/4/2011 09:00:00,$64.35,$64.36,$62.30,$63.61,57201539,-1.14996,-18.33270276,70042160,$63.95,$64.73,1.2197,82,0.833202
1,PG,2/11/2011 09:00:00,$63.95,$64.97,$63.80,$64.73,51999812,1.2197,-9.093683651,57201539,$64.80,$64.30,-0.771605,75,0.818786
1,PG,2/18/2011 09:00:00,$64.80,$64.80,$63.40,$64.30,36098973,-0.771605,-30.57864709,51999812,$63.73,$62.84,-1.39652,68,0.824261
1,PG,2/25/2011 09:00:00,$63.73,$64.40,$62.53,$62.84,47748854,-1.39652,32.2720566,36098973,$62.80,$62.03,-1.22611,61,0.843412
1,PG,3/4/2011 09:00:00,$62.80,$63.65,$61.56,$62.03,59801160,-1.22611,25.2410372,47748854,$62.00,$61.49,-0.822581,54,0.854425
1,PG,3/11/2011 09:00:00,$62.00,$62.30,$61.12,$61.49,52731797,-0.822581,-11.82144795,59801160,$61.04,$60.60,-0.720839,47,0.861929
1,PG,3/18/2011 09:00:00,$61.04,$61.39,$59.70,$60.60,66311521,-0.720839,25.75243927,52731797,$60.96,$60.88,-0.131234,40,0.874587
1,PG,3/25/2011 09:00:00,$60.96,$61.52,$60.54,$60.88,41351155,-0.131234,-37.64106994,66311521,$61.08,$62.08,1.6372,33,0.870565
1,T,1/7/2011 09:00:00,$29.68,$30.10,$28.66,$28.85,157834347,-2.7965,,,$28.54,$28.43,-0.385424,30,1.49047
1,T,1/14/2011 09:00:00,$28.54,$28.61,$27.71,$28.43,170616350,-0.385424,8.098365941,157834347,$28.55,$28.33,-0.770578,23,1.51249
1,T,1/21/2011 09:00:00,$28.55,$28.59,$28.15,$28.33,130584257,-0.770578,-23.46322202,170616350,$28.46,$27.49,-3.40829,16,1.51783
1,T,1/28/2011 09:00:00,$28.46,$28.95,$27.41,$27.49,171464186,-3.40829,31.30540384,130584257,$27.42,$27.97,2.00584,9,1.56421
1,T,2/4/2011 09:00:00,$27.42,$28.06,$27.20,$27.97,118469916,2.00584,-30.90690321,171464186,$27.97,$28.47,1.78763,2,1.53736
1,T,2/11/2011 09:00:00,$27.97,$28.59,$27.63,$28.47,128889979,1.78763,8.795535062,118469916,$28.40,$28.57,0.598592,54,1.51036
1,T,2/18/2011 09:00:00,$28.40,$28.57,$28.00,$28.57,88244232,0.598592,-31.53522664,128889979,$28.32,$28.13,-0.670904,47,1.50508
1,T,2/25/2011 09:00:00,$28.32,$28.42,$27.61,$28.13,94960503,-0.670904,7.611002836,88244232,$28.25,$27.92,-1.16814,40,1.52862
1,T,3/4/2011 09:00:00,$28.25,$28.53,$27.79,$27.92,118740085,-1.16814,25.04155017,94960503,$27.95,$28.46,1.82469,33,1.54011
1,T,3/11/2011 09:00:00,$27.95,$28.89,$27.73,$28.46,139153253,1.82469,17.19147161,118740085,$28.32,$27.94,-1.34181,26,1.51089
1,T,3/18/2011 09:00:00,$28.32,$28.42,$27.27,$27.94,153806769,-1.34181,10.53048756,139153253,$28.77,$28.85,0.278067,19,1.53901
1,T,3/25/2011 09:00:00,$28.77,$29.10,$27.95,$28.85,169105318,0.278067,9.946603195,153806769,$29.02,$30.62,5.51344,12,1.49047
1,TRV,1/7/2011 09:00:00,$56.09,$56.34,$52.88,$53.33,20010115,-4.92066,,,$53.12,$54.63,2.84262,60,0.675042
1,TRV,1/14/2011 09:00:00,$53.12,$54.84,$52.96,$54.63,14820631,2.84262,-25.93430373,20010115,$54.62,$55.00,0.695716,53,0.658979
1,TRV,1/21/2011 09:00:00,$54.62,$55.24,$54.07,$55.00,13631048,0.695716,-8.026534093,14820631,$55.14,$55.81,1.21509,46,0.654545
1,TRV,1/28/2011 09:00:00,$55.14,$57.78,$54.97,$55.81,26595621,1.21509,95.11061072,13631048,$55.81,$57.41,2.86687,39,0.645046
1,TRV,2/4/2011 09:00:00,$55.81,$57.52,$55.81,$57.41,27494461,2.86687,3.379654117,26595621,$57.32,$58.99,2.91347,32,0.627068
1,TRV,2/11/2011 09:00:00,$57.32,$59.12,$56.97,$58.99,19539527,2.91347,-28.93286033,27494461,$58.84,$60.92,3.53501,25,0.610273
1,TRV,2/18/2011 09:00:00,$58.84,$60.92,$58.53,$60.92,14107769,3.53501,-27.79882031,19539527,$60.60,$59.60,-1.65016,18,0.590939
1,TRV,2/25/2011 09:00:00,$60.60,$61.15,$59.05,$59.60,20849299,-1.65016,47.78593979,14107769,$59.60,$59.18,-0.704698,11,0.604027
1,TRV,3/4/2011 09:00:00,$59.60,$60.02,$58.53,$59.18,20284170,-0.704698,-2.710541971,20849299,$59.26,$58.88,-0.641242,4,0.608314
1,TRV,3/11/2011 09:00:00,$59.26,$59.72,$57.88,$58.88,15980871,-0.641242,-21.21506081,20284170,$58.47,$58.06,-0.701214,89,0.696332
1,TRV,3/18/2011 09:00:00,$58.47,$59.51,$57.51,$58.06,24832210,-0.701214,55.38708747,15980871,$58.44,$58.98,0.924025,82,0.706166
1,TRV,3/25/2011 09:00:00,$58.44,$59.28,$57.99,$58.98,14126721,0.924025,-43.11130181,24832210,$59.09,$59.71,1.04925,75,0.695151
1,UTX,1/7/2011 09:00:00,$79.19,$79.75,$78.40,$79.08,15797841,-0.138906,,,$78.27,$79.08,1.03488,40,0.543753
1,UTX,1/14/2011 09:00:00,$78.27,$79.90,$77.81,$79.08,12713121,1.03488,-19.52621247,15797841,$79.28,$80.20,1.16044,33,0.543753
1,UTX,1/21/2011 09:00:00,$79.28,$80.50,$78.98,$80.20,16471934,1.16044,29.56640623,12713121,$80.26,$81.43,1.45776,26,0.53616
1,UTX,1/28/2011 09:00:00,$80.26,$83.08,$80.26,$81.43,23565688,1.45776,43.06570194,16471934,$81.80,$82.52,0.880196,19,0.528061
1,UTX,2/4/2011 09:00:00,$81.80,$82.60,$80.66,$82.52,15689029,0.880196,-33.42426922,23565688,$82.85,$85.20,2.83645,12,0.521086
1,UTX,2/11/2011 09:00:00,$82.85,$85.46,$82.73,$85.20,16641148,2.83645,6.06869297,15689029,$85.07,$85.01,-0.0705302,5,0.504695
1,UTX,2/18/2011 09:00:00,$85.07,$85.44,$84.25,$85.01,11922670,-0.0705302,-28.35428181,16641148,$84.54,$83.37,-1.38396,89,0.564639
1,UTX,2/25/2011 09:00:00,$84.54,$84.69,$81.81,$83.37,15551183,-1.38396,30.43372835,11922670,$83.58,$82.86,-0.86145,82,0.575747
1,UTX,3/4/2011 09:00:00,$83.58,$84.24,$81.42,$82.86,19167224,-0.86145,23.25251397,15551183,$83.03,$81.28,-2.10767,75,0.57929
1,UTX,3/11/2011 09:00:00,$83.03,$84.05,$80.26,$81.28,22004496,-2.10767,14.80272782,19167224,$80.74,$80.16,-0.718355,68,0.590551
1,UTX,3/18/2011 09:00:00,$80.74,$81.23,$77.05,$80.16,26234929,-0.718355,19.22531195,22004496,$81.30,$83.52,2.73063,61,0.598802
1,UTX,3/25/2011 09:00:00,$81.30,$83.59,$80.57,$83.52,19032729,2.73063,-27.4527139,26234929,$83.75,$85.32,1.87463,54,0.574713
1,VZ,1/7/2011 09:00:00,$36.06,$37.70,$35.41,$35.93,141938064,-0.36051,,,$36.55,$35.46,-2.98222,89,1.36376
1,VZ,1/14/2011 09:00:00,$36.55,$36.58,$34.98,$35.46,130610954,-2.98222,-7.980318796,141938064,$35.38,$34.95,-1.21538,82,1.38184
1,VZ,1/21/2011 09:00:00,$35.38,$35.51,$34.35,$34.95,108296302,-1.21538,-17.08482429,130610954,$34.88,$35.63,2.15023,75,1.402
1,VZ,1/28/2011 09:00:00,$34.88,$36.59,$34.88,$35.63,124127036,2.15023,14.61798206,108296302,$35.64,$36.31,1.87991,68,1.37525
1,VZ,2/4/2011 09:00:00,$35.64,$36.48,$35.38,$36.31,72890565,1.87991,-41.2774466,124127036,$36.30,$36.39,0.247934,61,1.34949
1,VZ,2/11/2011 09:00:00,$36.30,$36.77,$35.77,$36.39,78429505,0.247934,7.598980746,72890565,$36.31,$36.62,0.853759,54,1.34652
1,VZ,2/18/2011 09:00:00,$36.31,$36.62,$35.66,$36.62,68915874,0.853759,-12.13016836,78429505,$36.24,$35.97,-0.745033,47,1.33807
1,VZ,2/25/2011 09:00:00,$36.24,$36.32,$35.34,$35.97,57673647,-0.745033,-16.31297167,68915874,$36.06,$36.08,0.0554631,40,1.36225
1,VZ,3/4/2011 09:00:00,$36.06,$36.94,$35.85,$36.08,80086312,0.0554631,38.86118906,57673647,$36.13,$35.85,-0.774979,33,1.35809
1,VZ,3/11/2011 09:00:00,$36.13,$36.65,$35.65,$35.85,66137992,-0.774979,-17.41660922,80086312,$35.74,$35.84,0.279799,26,1.36681
1,VZ,3/18/2011 09:00:00,$35.74,$35.84,$33.36,$35.84,124202175,0.279799,87.7924794,66137992,$36.66,$37.29,1.71849,19,1.36719
1,VZ,3/25/2011 09:00:00,$36.66,$37.32,$36.37,$37.29,79604168,1.71849,-35.90758938,124202175,$37.44,$38.47,2.75107,12,1.31403
1,WMT,1/7/2011 09:00:00,$54.23,$55.07,$53.76,$54.08,64231179,-0.2766,,,$53.65,$54.81,2.16216,61,0.684172
1,WMT,1/14/2011 09:00:00,$53.65,$55.36,$53.54,$54.81,48929455,2.16216,-23.82289137,64231179,$55.11,$55.73,1.12502,54,0.675059
1,WMT,1/21/2011 09:00:00,$55.11,$56.27,$54.71,$55.73,53009787,1.12502,8.339214079,48929455,$55.39,$56.70,2.36505,47,0.663915
1,WMT,1/28/2011 09:00:00,$55.39,$57.90,$55.30,$56.70,69546259,2.36505,31.19513006,53009787,$56.45,$56.03,-0.744021,40,0.652557
1,WMT,2/4/2011 09:00:00,$56.45,$56.58,$55.39,$56.03,60981950,-0.744021,-12.31455023,69546259,$56.07,$55.69,-0.677724,33,0.660361
1,WMT,2/11/2011 09:00:00,$56.07,$56.73,$55.30,$55.69,49477410,-0.677724,-18.86548397,60981950,$55.26,$55.38,0.217155,26,0.664392
1,WMT,2/18/2011 09:00:00,$55.26,$55.38,$54.35,$55.38,51556658,0.217155,4.202418841,49477410,$53.81,$51.75,-3.82828,19,0.668111
1,WMT,2/25/2011 09:00:00,$53.81,$54.01,$51.52,$51.75,92696912,-3.82828,79.79620013,51556658,$51.75,$52.07,0.618357,12,0.714976
1,WMT,3/4/2011 09:00:00,$51.75,$52.60,$51.68,$52.07,74964203,0.618357,-19.12977317,92696912,$52.26,$52.59,0.631458,5,0.710582
1,WMT,3/11/2011 09:00:00,$52.26,$53.88,$51.75,$52.59,69185186,0.631458,-7.709035471,74964203,$52.35,$51.52,-1.58548,61,0.703556
1,WMT,3/18/2011 09:00:00,$52.35,$52.52,$50.97,$51.52,63198175,-1.58548,-8.653602521,69185186,$51.73,$52.35,1.19853,54,0.718168
1,WMT,3/25/2011 09:00:00,$51.73,$52.95,$51.38,$52.35,53385178,1.19853,-15.52734236,63198175,$52.31,$52.13,-0.344102,47,0.706781
1,XOM,1/7/2011 09:00:00,$73.72,$75.90,$73.64,$75.59,101740933,2.53663,,,$75.13,$77.84,3.60708,52,0.582088
1,XOM,1/14/2011 09:00:00,$75.13,$77.84,$74.58,$77.84,74376886,3.60708,-26.89580899,101740933,$77.79,$78.98,1.52976,45,0.565262
1,XOM,1/21/2011 09:00:00,$77.79,$79.10,$76.77,$78.98,99941187,1.52976,34.37129782,74376886,$78.85,$78.99,0.177552,38,0.557103
1,XOM,1/28/2011 09:00:00,$78.85,$79.98,$77.93,$78.99,115376817,0.177552,15.4447135,99941187,$79.92,$83.28,4.2042,31,0.557033
1,XOM,2/4/2011 09:00:00,$79.92,$83.98,$79.01,$83.28,129743696,4.2042,12.45213672,115376817,$83.45,$82.82,-0.754943,24,0.528338
1,XOM,2/11/2011 09:00:00,$83.45,$84.00,$81.61,$82.82,85733429,-0.754943,-33.920929,129743696,$82.00,$84.50,3.04878,17,0.531273
1,XOM,2/18/2011 09:00:00,$82.00,$85.10,$81.80,$84.50,93325562,3.04878,8.855510725,85733429,$84.97,$85.34,0.435448,10,0.52071
1,XOM,2/25/2011 09:00:00,$84.97,$88.23,$84.73,$85.34,122018405,0.435448,30.74489174,93325562,$85.87,$85.08,-0.919995,3,0.515585
1,XOM,3/4/2011 09:00:00,$85.87,$86.56,$83.55,$85.08,102134160,-0.919995,-16.29610303,122018405,$85.84,$82.12,-4.33364,68,0.552421
1,XOM,3/11/2011 09:00:00,$85.84,$86.08,$80.10,$82.12,92727886,-4.33364,-9.209723759,102134160,$81.67,$80.85,-1.00404,61,0.572333
1,XOM,3/18/2011 09:00:00,$81.67,$82.64,$78.80,$80.85,123914255,-1.00404,33.63213629,92727886,$81.87,$83.62,2.13754,54,0.581323
1,XOM,3/25/2011 09:00:00,$81.87,$83.93,$81.86,$83.62,83364516,2.13754,-32.72403082,123914255,$83.86,$84.68,0.97782,47,0.562066
2,AA,4/1/2011 09:00:00,$17.13,$17.80,$17.02,$17.47,103320396,1.98482,8.131838957,95550392,$17.42,$17.92,2.87026,41,0.171723
2,AA,4/8/2011 09:00:00,$17.42,$18.47,$17.42,$17.92,129237024,2.87026,25.08374823,103320396,$18.06,$16.52,-8.52713,34,0.167411
2,AA,4/15/2011 09:00:00,$18.06,$18.19,$16.38,$16.52,213061090,-8.52713,64.86072134,129237024,$16.36,$16.97,3.72861,27,0.181598
2,AA,4/21/2011 09:00:00,$16.36,$16.97,$15.88,$16.97,85235391,3.72861,-59.99485828,213061090,$16.94,$17.00,0.354191,21,0.176783
2,AA,4/29/2011 09:00:00,$16.94,$17.24,$16.66,$17.00,90831895,0.354191,6.565939259,85235391,$17.27,$17.15,-0.694847,13,0.176471
2,AA,5/6/2011 09:00:00,$17.27,$17.96,$16.83,$17.15,225053559,-0.694847,147.7693094,90831895,$17.16,$17.10,-0.34965,6,0.174927
2,AA,5/13/2011 09:00:00,$17.16,$17.62,$16.75,$17.10,111630753,-0.34965,-50.39813923,225053559,$17.00,$16.26,-4.35294,82,0.175439
2,AA,5/20/2011 09:00:00,$17.00,$17.29,$16.26,$16.26,118281015,-4.35294,5.957374488,111630753,$15.96,$16.48,3.25815,75,0.184502
2,AA,5/27/2011 09:00:00,$15.96,$16.48,$15.83,$16.48,77236662,3.25815,-34.70071085,118281015,$16.73,$15.92,-4.8416,68,0.182039
2,AA,6/3/2011 09:00:00,$16.73,$16.83,$15.77,$15.92,77152591,-4.8416,-0.108848567,77236662,$15.92,$15.28,-4.0201,61,0.188442
2,AA,6/10/2011 09:00:00,$15.92,$16.03,$15.17,$15.28,94970970,-4.0201,23.09498459,77152591,$15.29,$14.72,-3.72793,54,0.196335
2,AA,6/17/2011 09:00:00,$15.29,$15.50,$14.59,$14.72,111273573,-3.72793,17.16588027,94970970,$14.67,$15.23,3.81731,47,0.203804
2,AA,6/24/2011 09:00:00,$14.67,$15.60,$14.56,$15.23,99423717,3.81731,-10.64929945,111273573,$15.22,$16.31,7.16163,40,0.19698
2,AXP,4/1/2011 09:00:00,$45.54,$46.29,$45.11,$45.36,28738689,-0.395257,-6.687514765,30798332,$45.61,$46.28,1.46898,5,0.396825
2,AXP,4/8/2011 09:00:00,$45.61,$46.49,$45.10,$46.28,31114741,1.46898,8.267781457,28738689,$46.36,$46.25,-0.237274,82,0.388937
2,AXP,4/15/2011 09:00:00,$46.36,$46.95,$45.60,$46.25,29090940,-0.237274,-6.504315752,31114741,$45.85,$47.11,2.74809,75,0.389189
2,AXP,4/21/2011 09:00:00,$45.85,$47.48,$45.27,$47.11,22929313,2.74809,-21.18057031,29090940,$47.19,$49.08,4.00509,69,0.382084
2,AXP,4/29/2011 09:00:00,$47.19,$49.15,$46.77,$49.08,32470319,4.00509,41.61051838,22929313,$49.37,$50.20,1.68118,61,0.366748
2,AXP,5/6/2011 09:00:00,$49.37,$50.47,$49.08,$50.20,43997724,1.68118,35.50136049,32470319,$50.06,$49.49,-1.13863,54,0.358566
2,AXP,5/13/2011 09:00:00,$50.06,$50.46,$49.22,$49.49,35427164,-1.13863,-19.47955308,43997724,$49.42,$51.19,3.58155,47,0.36371
2,AXP,5/20/2011 09:00:00,$49.42,$51.97,$49.17,$51.19,36565612,3.58155,3.213488949,35427164,$50.74,$51.13,0.768624,40,0.351631
2,AXP,5/27/2011 09:00:00,$50.74,$51.38,$49.79,$51.13,26359875,0.768624,-27.91075123,36565612,$51.39,$49.28,-4.10586,33,0.352044
2,AXP,6/3/2011 09:00:00,$51.39,$51.70,$49.04,$49.28,25215640,-4.10586,-4.34082104,26359875,$49.13,$47.74,-2.82923,26,0.36526
2,AXP,6/10/2011 09:00:00,$49.13,$49.38,$47.33,$47.74,33828918,-2.82923,34.15847466,25215640,$47.96,$48.50,1.12594,19,0.377042
2,AXP,6/17/2011 09:00:00,$47.96,$49.14,$46.92,$48.50,37705374,1.12594,11.45900085,33828918,$48.35,$48.34,-0.0206825,12,0.371134
2,AXP,6/24/2011 09:00:00,$48.35,$50.15,$48.15,$48.34,34877916,-0.0206825,-7.498819664,37705374,$48.49,$52.34,7.93978,5,0.372362
2,BA,4/1/2011 09:00:00,$73.50,$74.85,$73.03,$74.01,20590618,0.693878,-15.69357356,24423545,$73.38,$73.47,0.122649,40,0.567491
2,BA,4/8/2011 09:00:00,$73.38,$74.85,$72.71,$73.47,21220138,0.122649,3.057314744,20590618,$73.65,$72.60,-1.42566,33,0.571662
2,BA,4/15/2011 09:00:00,$73.65,$74.28,$70.88,$72.60,19492289,-1.42566,-8.142496529,21220138,$72.72,$75.44,3.74037,26,0.578512
2,BA,4/21/2011 09:00:00,$72.72,$75.44,$71.75,$75.44,16947409,3.74037,-13.05582941,19492289,$75.51,$79.78,5.65488,20,0.556734
2,BA,4/29/2011 09:00:00,$75.51,$80.34,$74.68,$79.78,30503034,5.65488,79.98641562,16947409,$80.35,$79.31,-1.29434,12,0.526448
2,BA,5/6/2011 09:00:00,$80.35,$80.65,$78.09,$79.31,25394946,-1.29434,-16.74616368,30503034,$79.31,$79.03,-0.353045,5,0.529568
2,BA,5/13/2011 09:00:00,$79.31,$80.42,$78.48,$79.03,18368201,-0.353045,-27.66985604,25394946,$78.66,$77.52,-1.44928,89,0.531444
2,BA,5/20/2011 09:00:00,$78.66,$78.81,$75.83,$77.52,19990094,-1.44928,8.829895753,18368201,$76.55,$76.99,0.574788,82,0.541796
2,BA,5/27/2011 09:00:00,$76.55,$76.99,$75.13,$76.99,15886795,0.574788,-20.52666186,19990094,$77.80,$74.84,-3.80463,75,0.545525
2,BA,6/3/2011 09:00:00,$77.80,$78.35,$74.09,$74.84,17813730,-3.80463,12.12916136,15886795,$74.76,$72.69,-2.76886,68,0.561197
2,BA,6/10/2011 09:00:00,$74.76,$75.27,$72.61,$72.69,18574466,-2.76886,4.270503707,17813730,$73.06,$74.16,1.50561,61,0.577796
2,BA,6/17/2011 09:00:00,$73.06,$75.51,$72.69,$74.16,25381159,1.50561,36.64543035,18574466,$73.96,$71.26,-3.65062,54,0.566343
2,BA,6/24/2011 09:00:00,$73.96,$75.02,$70.29,$71.26,30675314,-3.65062,20.85860224,25381159,$71.44,$74.27,3.96137,47,0.589391
2,BAC,4/1/2011 09:00:00,$13.42,$13.61,$13.16,$13.37,499672763,-0.372578,-30.37656568,717678994,$13.40,$13.48,0.597015,61,0.0747943
2,BAC,4/8/2011 09:00:00,$13.40,$13.88,$13.37,$13.48,480033181,0.597015,-3.930488803,499672763,$13.50,$12.82,-5.03704,54,0.074184
2,BAC,4/15/2011 09:00:00,$13.50,$13.64,$12.82,$12.82,670594575,-5.03704,39.69754624,480033181,$12.59,$12.31,-2.22399,47,0.0780031
2,BAC,4/21/2011 09:00:00,$12.59,$12.60,$12.15,$12.31,624897506,-2.22399,-6.814410779,670594575,$12.32,$12.28,-0.324675,41,0.0812348
2,BAC,4/29/2011 09:00:00,$12.32,$12.60,$12.23,$12.28,557530217,-0.324675,-10.78053414,624897506,$12.36,$12.31,-0.404531,33,0.0814332
2,BAC,5/6/2011 09:00:00,$12.36,$12.71,$12.20,$12.31,577232010,-0.404531,3.533762368,557530217,$12.28,$11.93,-2.85016,26,0.0812348
2,BAC,5/13/2011 09:00:00,$12.28,$12.43,$11.91,$11.93,623724296,-2.85016,8.054349931,577232010,$11.89,$11.58,-2.60723,19,0.0838223
2,BAC,5/20/2011 09:00:00,$11.89,$12.11,$11.53,$11.58,658968285,-2.60723,5.650571771,623724296,$11.47,$11.69,1.91805,12,0.0863558
2,BAC,5/27/2011 09:00:00,$11.47,$11.69,$11.29,$11.69,479389107,1.91805,-27.25156614,658968285,$11.87,$11.28,-4.97051,5,0.0855432
2,BAC,6/3/2011 09:00:00,$11.87,$11.92,$11.08,$11.28,596420503,-4.97051,24.41261061,479389107,$11.18,$10.80,-3.39893,89,0.0886525
2,BAC,6/10/2011 09:00:00,$11.18,$11.20,$10.41,$10.80,873241317,-3.39893,46.41369849,596420503,$10.89,$10.68,-1.92837,82,0.0925926
2,BAC,6/17/2011 09:00:00,$10.89,$11.12,$10.40,$10.68,889460755,-1.92837,1.857383255,873241317,$10.59,$10.52,-0.661001,75,0.093633
2,BAC,6/24/2011 09:00:00,$10.59,$10.94,$10.48,$10.52,603098073,-0.661001,-32.19508903,889460755,$10.52,$11.09,5.41825,68,0.095057
2,CAT,4/1/2011 09:00:00,$109.54,$113.59,$108.61,$113.12,28116391,3.26821,-25.69164534,37837456,$113.75,$109.82,-3.45495,19,0.388967
2,CAT,4/8/2011 09:00:00,$113.75,$113.93,$108.88,$109.82,28772937,-3.45495,2.335100547,28116391,$110.02,$107.21,-2.55408,12,0.400656
2,CAT,4/15/2011 09:00:00,$110.02,$110.30,$105.35,$107.21,30697889,-2.55408,6.690147759,28772937,$105.58,$109.42,3.63705,5,0.410409
2,CAT,4/21/2011 09:00:00,$105.58,$109.42,$102.16,$109.42,23938892,3.63705,-22.01779087,30697889,$109.24,$115.41,5.64811,88,0.420398
2,CAT,4/29/2011 09:00:00,$109.24,$116.25,$107.95,$115.41,34522949,5.64811,44.21281068,23938892,$116.24,$110.34,-5.07571,80,0.398579
2,CAT,5/6/2011 09:00:00,$116.24,$116.55,$108.39,$110.34,39678464,-5.07571,14.93358809,34522949,$110.80,$106.33,-4.0343,73,0.416893
2,CAT,5/13/2011 09:00:00,$110.80,$112.97,$106.02,$106.33,38211403,-4.0343,-3.697373467,39678464,$105.87,$104.33,-1.45461,66,0.432615
2,CAT,5/20/2011 09:00:00,$105.87,$108.27,$101.47,$104.33,54274252,-1.45461,42.03679462,38211403,$101.30,$104.60,3.25765,59,0.440909
2,CAT,5/27/2011 09:00:00,$101.30,$104.60,$100.30,$104.60,30213720,3.25765,-44.33139309,54274252,$106.41,$101.10,-4.99013,52,0.439771
2,CAT,6/3/2011 09:00:00,$106.41,$106.60,$99.15,$101.10,35887587,-4.99013,18.77910764,30213720,$100.25,$96.79,-3.45137,45,0.454995
2,CAT,6/10/2011 09:00:00,$100.25,$101.61,$96.42,$96.79,40431926,-3.45137,12.66270424,35887587,$96.93,$95.95,-1.01104,38,0.475256
2,CAT,6/17/2011 09:00:00,$96.93,$98.45,$94.20,$95.95,43606429,-1.01104,7.851476084,40431926,$96.49,$100.01,3.64805,31,0.479416
2,CAT,6/24/2011 09:00:00,$96.49,$102.50,$96.05,$100.01,43722864,3.64805,0.26701338,43606429,$99.96,$108.62,8.66347,24,0.459954
2,CSCO,4/1/2011 09:00:00,$17.36,$17.60,$16.99,$17.04,308644641,-1.84332,8.458427651,284574143,$17.01,$17.65,3.76249,95,0.352113
2,CSCO,4/8/2011 09:00:00,$17.01,$18.29,$17.00,$17.65,539982011,3.76249,74.95266053,308644641,$17.71,$17.03,-3.83964,88,0.339943
2,CSCO,4/15/2011 09:00:00,$17.71,$17.76,$16.97,$17.03,324203125,-3.83964,-39.96038416,539982011,$16.88,$16.94,0.35545,81,0.352319
2,CSCO,4/21/2011 09:00:00,$16.88,$16.96,$16.52,$16.94,249420898,0.35545,-23.06647322,324203125,$16.93,$17.52,3.48494,75,0.354191
2,CSCO,4/29/2011 09:00:00,$16.93,$17.64,$16.90,$17.52,412492845,3.48494,65.38022608,249420898,$17.51,$17.56,0.285551,67,0.342466
2,CSCO,5/6/2011 09:00:00,$17.51,$17.70,$17.28,$17.56,290282402,0.285551,-29.62728796,412492845,$17.53,$16.88,-3.70793,60,0.341686
2,CSCO,5/13/2011 09:00:00,$17.53,$17.99,$16.64,$16.88,563552552,-3.70793,94.13941325,290282402,$16.82,$16.53,-1.72414,53,0.35545
2,CSCO,5/20/2011 09:00:00,$16.82,$16.87,$16.34,$16.53,371711669,-1.72414,-34.04134758,563552552,$16.41,$16.46,0.304692,46,0.362976
2,CSCO,5/27/2011 09:00:00,$16.41,$16.46,$16.11,$16.46,235050333,0.304692,-36.76541454,371711669,$16.59,$16.01,-3.49608,39,0.36452
2,CSCO,6/3/2011 09:00:00,$16.59,$16.82,$15.98,$16.01,256069538,-3.49608,8.942427237,235050333,$16.04,$15.12,-5.73566,32,0.374766
2,CSCO,6/10/2011 09:00:00,$16.04,$16.17,$15.01,$15.12,412198054,-5.73566,60.9711398,256069538,$15.14,$14.97,-1.12285,25,0.396825
2,CSCO,6/17/2011 09:00:00,$15.14,$15.28,$14.78,$14.97,401380782,-1.12285,-2.624289924,412198054,$14.94,$14.93,-0.0669344,18,0.400802
2,CSCO,6/24/2011 09:00:00,$14.94,$15.64,$14.92,$14.93,429730443,-0.0669344,7.063033975,401380782,$14.94,$15.86,6.15797,11,0.401875
2,CVX,4/1/2011 09:00:00,$106.40,$109.65,$105.52,$108.32,35824123,1.80451,-9.55032801,39606692,$108.52,$109.66,1.0505,47,0.673929
2,CVX,4/8/2011 09:00:00,$108.52,$109.94,$107.51,$109.66,31958307,1.0505,-10.79109738,35824123,$109.74,$106.24,-3.18936,40,0.665694
2,CVX,4/15/2011 09:00:00,$109.74,$109.90,$103.13,$106.24,42617245,-3.18936,33.35263661,31958307,$104.95,$108.13,3.03001,33,0.687124
2,CVX,4/21/2011 09:00:00,$104.95,$108.34,$103.04,$108.13,18873837,3.03001,-55.71314617,42617245,$107.37,$109.44,1.92791,27,0.675113
2,CVX,4/29/2011 09:00:00,$107.37,$109.60,$106.68,$109.44,28004621,1.92791,48.37799542,18873837,$109.48,$102.88,-6.0285,19,0.667032
2,CVX,5/6/2011 09:00:00,$109.48,$109.57,$101.11,$102.88,44930373,-6.0285,60.43913967,28004621,$103.25,$102.39,-0.83293,12,0.709565
2,CVX,5/13/2011 09:00:00,$103.25,$104.95,$100.41,$102.39,43103424,-0.83293,-4.066178129,44930373,$102.03,$102.57,0.529256,5,0.71296
2,CVX,5/20/2011 09:00:00,$102.03,$104.53,$99.61,$102.57,39951901,0.529256,-7.311537478,43103424,$101.13,$103.21,2.05676,89,0.711709
2,CVX,5/27/2011 09:00:00,$101.13,$103.86,$100.70,$103.21,28858240,2.05676,-27.76754228,39951901,$104.61,$101.00,-3.45091,82,0.707296
2,CVX,6/3/2011 09:00:00,$104.61,$105.21,$99.57,$101.00,32206213,-3.45091,11.60144555,28858240,$100.90,$99.67,-1.21903,75,0.722772
2,CVX,6/10/2011 09:00:00,$100.90,$101.87,$98.98,$99.67,35612426,-1.21903,10.57626055,32206213,$100.04,$99.17,-0.869652,68,0.732417
2,CVX,6/17/2011 09:00:00,$100.04,$101.29,$97.71,$99.17,44845243,-0.869652,25.92582993,35612426,$98.88,$97.90,-0.9911,61,0.73611
2,CVX,6/24/2011 09:00:00,$98.88,$102.46,$97.00,$97.90,42615162,-0.9911,-4.972837364,44845243,$97.94,$104.09,6.27935,54,0.745659
2,DD,4/1/2011 09:00:00,$54.11,$55.80,$53.70,$55.19,23341552,1.99593,-4.590377398,24464568,$55.50,$55.40,-0.18018,40,0.742888
2,DD,4/8/2011 09:00:00,$55.50,$56.52,$55.00,$55.40,19685778,-0.18018,-15.66208622,23341552,$55.45,$54.89,-1.00992,33,0.740072
2,DD,4/15/2011 09:00:00,$55.45,$55.81,$53.17,$54.89,24059673,-1.00992,22.21855291,19685778,$54.28,$55.91,3.00295,26,0.746948
2,DD,4/21/2011 09:00:00,$54.28,$56.00,$53.19,$55.91,15537427,3.00295,-35.42128773,24059673,$55.69,$56.79,1.97522,20,0.733321
2,DD,4/29/2011 09:00:00,$55.69,$56.88,$54.54,$56.79,27349183,1.97522,76.02131292,15537427,$56.42,$54.63,-3.17263,12,0.721958
2,DD,5/6/2011 09:00:00,$56.42,$57.00,$53.59,$54.63,27498887,-3.17263,0.547380154,27349183,$54.94,$52.91,-3.69494,5,0.750503
2,DD,5/13/2011 09:00:00,$54.94,$56.13,$52.55,$52.91,27207924,-3.69494,-1.058090097,27498887,$52.74,$52.74,0,90,0.774901
2,DD,5/20/2011 09:00:00,$52.74,$54.00,$51.92,$52.74,27511651,0,1.116318173,27207924,$51.75,$52.56,1.56522,83,0.777399
2,DD,5/27/2011 09:00:00,$51.75,$52.56,$50.50,$52.56,24845668,1.56522,-9.690378087,27511651,$53.18,$50.29,-5.43437,76,0.780061
2,DD,6/3/2011 09:00:00,$53.18,$53.39,$50.11,$50.29,25203572,-5.43437,1.440508663,24845668,$50.30,$49.78,-1.0338,69,0.815271
2,DD,6/10/2011 09:00:00,$50.30,$50.90,$49.52,$49.78,28186429,-1.0338,11.83505655,25203572,$50.03,$49.57,-0.919448,62,0.823624
2,DD,6/17/2011 09:00:00,$50.03,$50.63,$48.64,$49.57,36027620,-0.919448,27.81902951,28186429,$49.50,$51.96,4.9697,55,0.827113
2,DD,6/24/2011 09:00:00,$49.50,$51.98,$49.46,$51.96,34797906,4.9697,-3.413253498,36027620,$51.85,$54.47,5.05304,48,0.789069
2,DIS,4/1/2011 09:00:00,$43.19,$43.48,$42.36,$42.85,34130223,-0.787219,-16.13448039,40696371,$42.87,$41.76,-2.58922,252,0.933489
2,DIS,4/8/2011 09:00:00,$42.87,$43.05,$41.40,$41.76,39055258,-2.58922,14.43012839,34130223,$41.76,$41.52,-0.574713,245,0.957854
2,DIS,4/15/2011 09:00:00,$41.76,$42.02,$40.84,$41.52,40820710,-0.574713,4.52039518,39055258,$40.97,$42.27,3.17305,238,0.963391
2,DIS,4/21/2011 09:00:00,$40.97,$42.46,$40.45,$42.27,24312043,3.17305,-40.44189089,40820710,$42.34,$43.10,1.79499,232,0.946298
2,DIS,4/29/2011 09:00:00,$42.34,$43.35,$41.71,$43.10,30122091,1.79499,23.89781887,24312043,$43.47,$43.06,-0.943179,224,0.928074
2,DIS,5/6/2011 09:00:00,$43.47,$43.79,$42.30,$43.06,35369886,-0.943179,17.42174871,30122091,$43.32,$41.52,-4.15512,217,0.928936
2,DIS,5/13/2011 09:00:00,$43.32,$44.12,$40.94,$41.52,78855110,-4.15512,122.9442017,35369886,$41.26,$41.50,0.581677,210,0.963391
2,DIS,5/20/2011 09:00:00,$41.26,$41.84,$40.68,$41.50,50988843,0.581677,-35.33856842,78855110,$41.15,$41.52,0.899149,203,0.963855
2,DIS,5/27/2011 09:00:00,$41.15,$41.52,$40.55,$41.52,34651349,0.899149,-32.04131147,50988843,$41.90,$39.38,-6.01432,196,0.963391
2,DIS,6/3/2011 09:00:00,$41.90,$41.99,$39.17,$39.38,52169227,-6.01432,50.55467826,34651349,$39.18,$38.50,-1.73558,189,1.01574
2,DIS,6/10/2011 09:00:00,$39.18,$39.88,$38.42,$38.50,49099516,-1.73558,-5.884141239,52169227,$38.63,$38.04,-1.52731,182,1.03896
2,DIS,6/17/2011 09:00:00,$38.63,$38.86,$37.77,$38.04,54513950,-1.52731,11.02746919,49099516,$37.85,$37.58,-0.713342,175,1.05152
2,DIS,6/24/2011 09:00:00,$37.85,$38.89,$37.19,$37.58,50409504,-0.713342,-7.529166388,54513950,$37.62,$39.72,5.58214,168,1.0644
2,GE,4/1/2011 09:00:00,$19.81,$20.50,$19.53,$20.34,207897262,2.67542,-8.744575169,227819072,$20.73,$20.19,-2.60492,76,0.688299
2,GE,4/8/2011 09:00:00,$20.73,$20.75,$20.07,$20.19,238618636,-2.60492,14.77719028,207897262,$20.24,$20.04,-0.988142,69,0.693413
2,GE,4/15/2011 09:00:00,$20.24,$20.37,$19.60,$20.04,212315926,-0.988142,-11.02290686,238618636,$19.77,$19.95,0.91047,62,0.698603
2,GE,4/21/2011 09:00:00,$19.77,$20.54,$19.51,$19.95,182835072,0.91047,-13.88537099,212315926,$20.14,$20.45,1.53923,56,0.701754
2,GE,4/29/2011 09:00:00,$20.14,$20.85,$19.89,$20.45,280299000,1.53923,53.30701978,182835072,$20.70,$20.01,-3.33333,48,0.684597
2,GE,5/6/2011 09:00:00,$20.70,$20.71,$19.81,$20.01,235180053,-3.33333,-16.09672064,280299000,$19.97,$19.89,-0.400601,41,0.69965
2,GE,5/13/2011 09:00:00,$19.97,$20.42,$19.76,$19.89,195448891,-0.400601,-16.8939336,235180053,$19.85,$19.62,-1.15869,34,0.703871
2,GE,5/20/2011 09:00:00,$19.85,$20.05,$19.41,$19.62,228297982,-1.15869,16.8069979,195448891,$19.32,$19.44,0.621118,27,0.713558
2,GE,5/27/2011 09:00:00,$19.32,$19.52,$18.97,$19.44,169411364,0.621118,-25.79375318,228297982,$19.68,$18.82,-4.36992,20,0.720165
2,GE,6/3/2011 09:00:00,$19.68,$19.72,$18.75,$18.82,207576381,-4.36992,22.52801471,169411364,$18.71,$18.32,-2.08445,13,0.74389
2,GE,6/10/2011 09:00:00,$18.71,$18.80,$18.14,$18.32,260898990,-2.08445,25.68818704,207576381,$18.31,$18.49,0.983069,6,0.764192
2,GE,6/17/2011 09:00:00,$18.31,$18.90,$18.20,$18.49,261979707,0.983069,0.414228127,260898990,$18.34,$17.97,-2.01745,90,0.811249
2,GE,6/24/2011 09:00:00,$18.34,$18.94,$17.97,$17.97,295978977,-2.01745,12.9778258,261979707,$18.00,$19.20,6.66667,83,0.834725
2,HD,4/1/2011 09:00:00,$37.46,$37.87,$36.62,$37.56,52881329,0.266951,31.09707946,40337534,$37.48,$37.46,-0.0533618,74,0.665602
2,HD,4/8/2011 09:00:00,$37.48,$37.96,$37.21,$37.46,47021433,-0.0533618,-11.08121923,52881329,$37.45,$38.17,1.92256,67,0.667379
2,HD,4/15/2011 09:00:00,$37.45,$38.40,$37.17,$38.17,42983064,1.92256,-8.588357994,47021433,$37.70,$37.80,0.265252,60,0.654965
2,HD,4/21/2011 09:00:00,$37.70,$38.50,$37.20,$37.80,24190528,0.265252,-43.72079198,42983064,$37.61,$37.15,-1.22308,54,0.661376
2,HD,4/29/2011 09:00:00,$37.61,$37.71,$36.94,$37.15,61019095,-1.22308,152.2437501,24190528,$37.44,$36.99,-1.20192,46,0.672948
2,HD,5/6/2011 09:00:00,$37.44,$37.67,$36.77,$36.99,52439439,-1.20192,-14.0606084,61019095,$36.93,$37.01,0.216626,39,0.675858
2,HD,5/13/2011 09:00:00,$36.93,$37.43,$36.70,$37.01,41391929,0.216626,-21.06717808,52439439,$36.69,$37.05,0.981194,32,0.675493
2,HD,5/20/2011 09:00:00,$36.69,$37.94,$36.55,$37.05,53378802,0.981194,28.95944521,41391929,$36.00,$36.00,0,25,0.674764
2,HD,5/27/2011 09:00:00,$36.00,$37.00,$36.00,$36.00,40673778,0,-23.80162822,53378802,$36.18,$34.63,-4.28413,18,0.694444
2,HD,6/3/2011 09:00:00,$36.18,$36.28,$34.43,$34.63,39307513,-4.28413,-3.359080634,40673778,$34.53,$33.47,-3.06979,11,0.721917
2,HD,6/10/2011 09:00:00,$34.53,$35.02,$33.42,$33.47,45606663,-3.06979,16.02530794,39307513,$33.46,$34.53,3.19785,4,0.746938
2,HD,6/17/2011 09:00:00,$33.46,$34.93,$33.41,$34.53,76297124,3.19785,67.29380968,45606663,$34.29,$35.08,2.30388,74,0.724008
2,HD,6/24/2011 09:00:00,$34.29,$35.69,$34.28,$35.08,65416820,2.30388,-14.26043792,76297124,$35.03,$36.73,4.85298,67,0.712657
2,HPQ,4/1/2011 09:00:00,$42.42,$42.83,$37.60,$40.98,90069975,-3.39463,15.34218914,78089358,$40.65,$40.70,0.123001,73,0.317228
2,HPQ,4/8/2011 09:00:00,$40.65,$41.80,$40.20,$40.70,87672936,0.123001,-2.6613075,90069975,$40.71,$40.26,-1.10538,66,0.31941
2,HPQ,4/15/2011 09:00:00,$40.71,$41.55,$40.12,$40.26,70321527,-1.10538,-19.79106642,87672936,$39.96,$40.99,2.57758,59,0.322901
2,HPQ,4/21/2011 09:00:00,$39.96,$41.19,$39.16,$40.99,46244533,2.57758,-34.23844024,70321527,$41.06,$40.37,-1.68047,53,0.317151
2,HPQ,4/29/2011 09:00:00,$41.06,$41.30,$39.99,$40.37,82362537,-1.68047,78.10221373,46244533,$40.69,$40.81,0.294913,45,0.322021
2,HPQ,5/6/2011 09:00:00,$40.69,$41.52,$39.80,$40.81,70249698,0.294913,-14.70673372,82362537,$40.79,$40.41,-0.931601,38,0.318549
2,HPQ,5/13/2011 09:00:00,$40.79,$41.74,$40.22,$40.41,63498759,-0.931601,-9.609918892,70249698,$40.20,$35.98,-10.4975,31,0.321703
2,HPQ,5/20/2011 09:00:00,$40.20,$40.34,$35.91,$35.98,217523955,-10.4975,242.5641043,63498759,$35.58,$36.96,3.87858,24,0.361312
2,HPQ,5/27/2011 09:00:00,$35.58,$36.96,$35.44,$36.96,106507716,3.87858,-51.03632793,217523955,$37.28,$36.11,-3.13841,17,0.351732
2,HPQ,6/3/2011 09:00:00,$37.28,$37.52,$36.00,$36.11,79313559,-3.13841,-25.53256987,106507716,$35.99,$35.25,-2.05613,10,0.360011
2,HPQ,6/10/2011 09:00:00,$35.99,$36.24,$35.14,$35.25,74301015,-2.05613,-6.31990805,79313559,$35.13,$35.00,-0.370054,3,0.368794
2,HPQ,6/17/2011 09:00:00,$35.13,$35.32,$33.95,$35.00,134346312,-0.370054,80.81356224,74301015,$34.79,$34.90,0.316183,87,0.342857
2,HPQ,6/24/2011 09:00:00,$34.79,$35.65,$34.55,$34.90,102774442,0.316183,-23.50036226,134346312,$35.05,$37.05,5.70613,80,0.34384
2,IBM,4/1/2011 09:00:00,$161.54,$164.42,$161.12,$164.27,19081936,1.68998,-24.82037517,25381792,$164.42,$164.05,-0.225033,35,0.456565
2,IBM,4/8/2011 09:00:00,$164.42,$164.75,$163.16,$164.05,17615408,-0.225033,-7.68542563,19081936,$163.44,$166.21,1.69481,28,0.457178
2,IBM,4/15/2011 09:00:00,$163.44,$166.34,$162.30,$166.21,22183383,1.69481,25.93170138,17615408,$164.64,$168.28,2.21088,21,0.451236
2,IBM,4/21/2011 09:00:00,$164.64,$168.28,$162.19,$168.28,23662621,2.21088,6.668225491,22183383,$167.65,$170.58,1.74769,15,0.445686
2,IBM,4/29/2011 09:00:00,$167.65,$173.00,$167.23,$170.58,26829625,1.74769,13.38399495,23662621,$172.11,$168.89,-1.8709,7,0.439676
2,IBM,5/6/2011 09:00:00,$172.11,$173.54,$167.50,$168.89,29480567,-1.8709,9.88065245,26829625,$168.39,$169.92,0.908605,0,0.444076
2,IBM,5/13/2011 09:00:00,$168.39,$172.77,$167.82,$169.92,23505533,0.908605,-20.26770381,29480567,$169.81,$170.16,0.206113,87,0.441384
2,IBM,5/20/2011 09:00:00,$169.81,$171.41,$166.53,$170.16,26027660,0.206113,10.72992899,23505533,$168.50,$167.50,-0.593472,80,0.440762
2,IBM,5/27/2011 09:00:00,$168.50,$168.60,$165.90,$167.50,19453763,-0.593472,-25.2573493,26027660,$168.44,$165.05,-2.01259,73,0.447761
2,IBM,6/3/2011 09:00:00,$168.44,$169.89,$164.13,$165.05,23349972,-2.01259,20.02804804,19453763,$164.76,$163.18,-0.958971,66,0.454408
2,IBM,6/10/2011 09:00:00,$164.76,$165.96,$162.87,$163.18,20646079,-0.958971,-11.57985543,23349972,$164.44,$164.44,0,59,0.459615
2,IBM,6/17/2011 09:00:00,$164.44,$165.10,$161.52,$164.44,29390025,0,42.35160584,20646079,$163.70,$165.07,0.836897,52,0.456093
2,IBM,6/24/2011 09:00:00,$163.70,$166.81,$163.59,$165.07,22984546,0.836897,-21.79473818,29390025,$165.74,$174.54,5.30952,45,0.454353
2,INTC,4/1/2011 09:00:00,$20.44,$20.66,$19.56,$19.72,321390635,-3.5225,40.25291453,229150771,$19.79,$20.02,1.1622,33,0.912779
2,INTC,4/8/2011 09:00:00,$19.79,$20.20,$19.36,$20.02,286343950,1.1622,-10.90470013,321390635,$20.07,$19.75,-1.59442,26,0.899101
2,INTC,4/15/2011 09:00:00,$20.07,$20.20,$19.41,$19.75,231298341,-1.59442,-19.2235977,286343950,$19.53,$21.46,9.88223,19,0.911392
2,INTC,4/21/2011 09:00:00,$19.53,$21.46,$19.45,$21.46,302470339,9.88223,30.77064785,231298341,$21.37,$23.15,8.32943,13,0.83877
2,INTC,4/29/2011 09:00:00,$21.37,$23.19,$21.33,$23.15,466579710,8.32943,54.25635173,302470339,$23.02,$23.25,0.999131,5,0.777538
2,INTC,5/6/2011 09:00:00,$23.02,$23.86,$22.67,$23.25,513891027,0.999131,10.14002881,466579710,$23.13,$23.41,1.21055,89,0.903226
2,INTC,5/13/2011 09:00:00,$23.13,$23.83,$22.65,$23.41,344755154,1.21055,-32.9127897,513891027,$23.32,$23.22,-0.428816,82,0.897053
2,INTC,5/20/2011 09:00:00,$23.32,$23.96,$23.08,$23.22,387571150,-0.428816,12.41924755,344755154,$22.92,$22.21,-3.09773,75,0.904393
2,INTC,5/27/2011 09:00:00,$22.92,$23.03,$22.21,$22.21,210446967,-3.09773,-45.70107527,387571150,$22.45,$21.73,-3.20713,68,0.94552
2,INTC,6/3/2011 09:00:00,$22.45,$22.64,$21.67,$21.73,222978209,-3.20713,5.954584273,210446967,$21.80,$21.38,-1.92661,61,0.966406
2,INTC,6/10/2011 09:00:00,$21.80,$22.44,$21.26,$21.38,249719951,-1.92661,11.99298448,222978209,$21.43,$21.19,-1.11993,54,0.982226
2,INTC,6/17/2011 09:00:00,$21.43,$26.78,$21.07,$21.19,294273143,-1.11993,17.84126251,249719951,$21.19,$21.20,0.0471921,47,0.991033
2,INTC,6/24/2011 09:00:00,$21.19,$21.74,$21.06,$21.20,309031457,0.0471921,5.015175306,294273143,$21.17,$22.53,6.42419,40,0.990566
2,JNJ,4/1/2011 09:00:00,$58.98,$59.73,$58.93,$59.49,48029143,0.8647,1.118242873,47498000,$59.50,$59.46,-0.0672269,55,0.958144
2,JNJ,4/8/2011 09:00:00,$59.50,$60.18,$59.25,$59.46,47141409,-0.0672269,-1.848323631,48029143,$59.54,$60.56,1.71313,48,0.958628
2,JNJ,4/15/2011 09:00:00,$59.54,$60.95,$59.49,$60.56,58631682,1.71313,24.37405509,47141409,$60.45,$64.07,5.98842,41,0.941215
2,JNJ,4/21/2011 09:00:00,$60.45,$64.54,$60.10,$64.07,72888066,5.98842,24.31515439,58631682,$63.65,$65.72,3.25216,35,0.889652
2,JNJ,4/29/2011 09:00:00,$63.65,$65.98,$63.40,$65.72,70745990,3.25216,-2.938856959,72888066,$65.92,$65.27,-0.986044,27,0.867316
2,JNJ,5/6/2011 09:00:00,$65.92,$66.46,$64.80,$65.27,68840083,-0.986044,-2.694014177,70745990,$65.11,$66.62,2.31915,20,0.873295
2,JNJ,5/13/2011 09:00:00,$65.11,$67.37,$65.07,$66.62,66040498,2.31915,-4.066794922,68840083,$66.41,$65.69,-1.08417,13,0.855599
2,JNJ,5/20/2011 09:00:00,$66.41,$66.79,$65.28,$65.69,53385097,-1.08417,-19.16309141,66040498,$65.19,$66.77,2.42368,6,0.867712
2,JNJ,5/27/2011 09:00:00,$65.19,$66.77,$65.08,$66.77,49866786,2.42368,-6.590436653,53385097,$67.31,$66.09,-1.81251,91,0.853677
2,JNJ,6/3/2011 09:00:00,$67.31,$67.34,$65.80,$66.09,47426009,-1.81251,-4.89459457,49866786,$65.87,$66.09,0.333991,84,0.86246
2,JNJ,6/10/2011 09:00:00,$65.87,$67.28,$65.18,$66.09,52231924,0.333991,10.1335008,47426009,$66.32,$66.29,-0.0452352,77,0.86246
2,JNJ,6/17/2011 09:00:00,$66.32,$67.36,$65.47,$66.29,58201928,-0.0452352,11.42979914,52231924,$66.08,$65.06,-1.54358,70,0.859858
2,JNJ,6/24/2011 09:00:00,$66.08,$66.75,$64.69,$65.06,56535090,-1.54358,-2.863887945,58201928,$65.20,$67.30,3.22086,63,0.876114
2,JPM,4/1/2011 09:00:00,$46.10,$46.88,$45.51,$46.35,112702290,0.542299,-4.456746206,117959443,$46.12,$46.84,1.56114,3,0.539374
2,JPM,4/8/2011 09:00:00,$46.12,$47.80,$46.05,$46.84,121937602,1.56114,8.194431542,112702290,$47.00,$44.89,-4.48936,84,0.533732
2,JPM,4/15/2011 09:00:00,$47.00,$47.37,$44.83,$44.89,186017520,-4.48936,52.55140084,121937602,$44.27,$44.68,0.926135,77,0.556917
2,JPM,4/21/2011 09:00:00,$44.27,$44.97,$43.53,$44.68,113261188,0.926135,-39.11262337,186017520,$44.65,$45.63,2.19485,71,0.559534
2,JPM,4/29/2011 09:00:00,$44.65,$46.02,$44.38,$45.63,107332185,2.19485,-5.234805589,113261188,$45.94,$45.04,-1.95908,63,0.547885
2,JPM,5/6/2011 09:00:00,$45.94,$46.07,$44.76,$45.04,131213937,-1.95908,22.25031755,107332185,$44.75,$43.15,-3.57542,56,0.555062
2,JPM,5/13/2011 09:00:00,$44.75,$45.50,$42.98,$43.15,137013704,-3.57542,4.420084583,131213937,$42.97,$43.13,0.372353,49,0.579374
2,JPM,5/20/2011 09:00:00,$42.97,$44.35,$42.65,$43.13,145114846,0.372353,5.912650898,137013704,$42.40,$42.79,0.919811,42,0.579643
2,JPM,5/27/2011 09:00:00,$42.40,$42.92,$41.69,$42.79,119828886,0.919811,-17.42479195,145114846,$43.24,$41.57,-3.86216,35,0.584249
2,JPM,6/3/2011 09:00:00,$43.24,$43.38,$40.83,$41.57,145187926,-3.86216,21.1627103,119828886,$41.10,$41.05,-0.121655,28,0.601395
2,JPM,6/10/2011 09:00:00,$41.10,$41.50,$40.10,$41.05,194764785,-0.121655,34.14668173,145187926,$41.29,$40.80,-1.18673,21,0.609013
2,JPM,6/17/2011 09:00:00,$41.29,$42.44,$39.70,$40.80,183560880,-1.18673,-5.752531188,194764785,$40.50,$39.49,-2.49383,14,0.612745
2,JPM,6/24/2011 09:00:00,$40.50,$41.53,$39.44,$39.49,167589521,-2.49383,-8.700851184,183560880,$39.40,$41.58,5.53299,7,0.633072
2,KRFT,4/1/2011 09:00:00,$31.35,$31.70,$31.06,$31.61,38759730,0.829346,-7.623429578,41958399,$31.71,$31.67,-0.126143,88,0.917431
2,KRFT,4/8/2011 09:00:00,$31.71,$31.88,$31.35,$31.67,34314135,-0.126143,-11.46962324,38759730,$31.73,$33.36,5.13709,81,0.915693
2,KRFT,4/15/2011 09:00:00,$31.73,$33.54,$31.69,$33.36,71530535,5.13709,108.4579285,34314135,$32.72,$33.38,2.01711,74,0.869305
2,KRFT,4/21/2011 09:00:00,$32.72,$33.67,$32.70,$33.38,33399240,2.01711,-53.30771677,71530535,$33.45,$33.59,0.418535,68,0.868784
2,KRFT,4/29/2011 09:00:00,$33.45,$33.90,$33.00,$33.59,42547809,0.418535,27.39154843,33399240,$33.60,$34.08,1.42857,60,0.863352
2,KRFT,5/6/2011 09:00:00,$33.60,$34.49,$33.22,$34.08,58969733,1.42857,38.5964034,42547809,$33.81,$34.89,3.19432,53,0.850939
2,KRFT,5/13/2011 09:00:00,$33.81,$35.10,$33.80,$34.89,47572999,3.19432,-19.32641275,58969733,$34.84,$35.23,1.1194,46,0.831184
2,KRFT,5/20/2011 09:00:00,$34.84,$35.44,$34.48,$35.23,48017488,1.1194,0.934330417,47572999,$34.97,$34.75,-0.629111,39,0.823162
2,KRFT,5/27/2011 09:00:00,$34.97,$35.06,$34.28,$34.75,31660711,-0.629111,-34.06420802,48017488,$34.79,$34.10,-1.98333,32,0.834532
2,KRFT,6/3/2011 09:00:00,$34.79,$35.00,$34.05,$34.10,38915498,-1.98333,22.91416324,31660711,$34.07,$33.79,-0.821837,25,0.85044
2,KRFT,6/10/2011 09:00:00,$34.07,$34.39,$24.30,$33.79,43535139,-0.821837,11.87095434,38915498,$33.92,$34.48,1.65094,18,0.858242
2,KRFT,6/17/2011 09:00:00,$33.92,$34.72,$33.76,$34.48,44641104,1.65094,2.540396161,43535139,$34.39,$34.60,0.610643,11,0.841067
2,KRFT,6/24/2011 09:00:00,$34.39,$34.98,$33.87,$34.60,39770714,0.610643,-10.91010204,44641104,$34.61,$35.47,2.48483,4,0.83815
2,KO,4/1/2011 09:00:00,$65.20,$67.48,$65.03,$67.22,39265955,3.09816,31.5291065,29853434,$67.22,$67.27,0.0743826,73,0.699197
2,KO,4/8/2011 09:00:00,$67.22,$67.82,$66.86,$67.27,32024467,0.0743826,-18.44215428,39265955,$67.25,$68.01,1.13011,66,0.698677
2,KO,4/15/2011 09:00:00,$67.25,$68.47,$66.41,$68.01,40595470,1.13011,26.76392085,32024467,$67.57,$67.88,0.458783,59,0.691075
2,KO,4/21/2011 09:00:00,$67.57,$68.05,$66.64,$67.88,19831270,0.458783,-51.14905678,40595470,$67.95,$67.46,-0.721118,53,0.692398
2,KO,4/29/2011 09:00:00,$67.95,$67.98,$65.81,$67.46,44603365,-0.721118,124.9143146,19831270,$67.76,$66.90,-1.26919,45,0.696709
2,KO,5/6/2011 09:00:00,$67.76,$67.93,$66.40,$66.90,33947562,-1.26919,-23.8901325,44603365,$66.86,$68.18,1.97427,38,0.702541
2,KO,5/13/2011 09:00:00,$66.86,$68.77,$66.83,$68.18,32166394,1.97427,-5.246821554,33947562,$68.10,$68.30,0.293686,31,0.689352
2,KO,5/20/2011 09:00:00,$68.10,$68.70,$67.50,$68.30,32520067,0.293686,1.099510875,32166394,$67.59,$66.51,-1.59787,24,0.688141
2,KO,5/27/2011 09:00:00,$67.59,$67.90,$66.30,$66.51,26066805,-1.59787,-19.84393821,32520067,$66.94,$65.53,-2.10636,17,0.706661
2,KO,6/3/2011 09:00:00,$66.94,$67.24,$65.21,$65.53,31192400,-2.10636,19.66330358,26066805,$65.51,$65.39,-0.183178,10,0.717229
2,KO,6/10/2011 09:00:00,$65.51,$68.05,$65.07,$65.39,30422351,-0.183178,-2.468707121,31192400,$65.10,$65.62,0.798771,3,0.718764
2,KO,6/17/2011 09:00:00,$65.10,$66.23,$64.64,$65.62,43194922,0.798771,41.98416815,30422351,$65.37,$64.93,-0.673092,88,0.716245
2,KO,6/24/2011 09:00:00,$65.37,$66.82,$64.43,$64.93,49806614,-0.673092,15.30664183,43194922,$64.85,$68.09,4.99614,81,0.723856
2,MCD,4/1/2011 09:00:00,$75.55,$76.50,$74.87,$75.99,17977737,0.582396,-24.7082759,23877441,$76.31,$76.04,-0.35382,56,0.802737
2,MCD,4/8/2011 09:00:00,$76.31,$76.91,$75.66,$76.04,22337802,-0.35382,24.25257973,17977737,$76.15,$77.38,1.61523,49,0.802209
2,MCD,4/15/2011 09:00:00,$76.15,$77.54,$75.83,$77.38,21670715,1.61523,-2.986359177,22337802,$76.89,$76.91,0.0260112,42,0.788317
2,MCD,4/21/2011 09:00:00,$76.89,$78.41,$76.40,$76.91,17718174,0.0260112,-18.23908902,21670715,$77.15,$78.31,1.50356,36,0.793135
2,MCD,4/29/2011 09:00:00,$77.15,$78.59,$76.54,$78.31,22923015,1.50356,29.37571897,17718174,$78.40,$78.70,0.382653,28,0.778955
2,MCD,5/6/2011 09:00:00,$78.40,$79.37,$78.20,$78.70,26460318,0.382653,15.43122927,22923015,$79.46,$80.74,1.61087,21,0.775095
2,MCD,5/13/2011 09:00:00,$79.46,$80.91,$79.08,$80.74,26573357,1.61087,0.427201971,26460318,$80.44,$82.33,2.34958,14,0.755512
2,MCD,5/20/2011 09:00:00,$80.44,$82.85,$80.44,$82.33,27816875,2.34958,4.679566831,26573357,$81.53,$81.62,0.110389,7,0.740921
2,MCD,5/27/2011 09:00:00,$81.53,$83.08,$81.49,$81.62,26628471,0.110389,-4.27224122,27816875,$82.13,$80.54,-1.93596,0,0.747366
2,MCD,6/3/2011 09:00:00,$82.13,$82.25,$80.01,$80.54,23382621,-1.93596,-12.18939683,26628471,$80.60,$80.36,-0.297767,88,0.757388
2,MCD,6/10/2011 09:00:00,$80.60,$82.23,$80.00,$80.36,31264251,-0.297767,33.70721358,23382621,$80.43,$82.52,2.59853,81,0.759084
2,MCD,6/17/2011 09:00:00,$80.43,$82.72,$80.39,$82.52,27515629,2.59853,-11.99012252,31264251,$82.32,$81.84,-0.58309,74,0.739215
2,MCD,6/24/2011 09:00:00,$82.32,$83.09,$81.40,$81.84,28303321,-0.58309,2.862707591,27515629,$81.51,$85.65,5.07913,67,0.745357
2,MMM,4/1/2011 09:00:00,$92.42,$94.33,$91.90,$93.13,14958061,0.768232,-0.08244267,14970403,$92.68,$93.22,0.58265,47,0.590572
2,MMM,4/8/2011 09:00:00,$92.68,$94.10,$92.60,$93.22,12672220,0.58265,-15.28166652,14958061,$93.59,$92.82,-0.822737,40,0.590002
2,MMM,4/15/2011 09:00:00,$93.59,$94.64,$91.75,$92.82,15375510,-0.822737,21.33241058,12672220,$91.94,$93.92,2.15358,33,0.592545
2,MMM,4/21/2011 09:00:00,$91.94,$94.42,$90.58,$93.92,9718851,2.15358,-36.7900577,15375510,$93.91,$97.21,3.514,27,0.585605
2,MMM,4/29/2011 09:00:00,$93.91,$97.50,$93.27,$97.21,20655611,3.514,112.5314093,9718851,$97.58,$95.60,-2.0291,19,0.565785
2,MMM,5/6/2011 09:00:00,$97.58,$97.95,$94.40,$95.60,17031494,-2.0291,-17.54543596,20655611,$95.30,$96.01,0.745016,12,0.575314
2,MMM,5/13/2011 09:00:00,$95.30,$97.18,$94.44,$96.01,15657591,0.745016,-8.066837824,17031494,$95.54,$93.56,-2.07243,5,0.572857
2,MMM,5/20/2011 09:00:00,$95.54,$96.23,$92.75,$93.56,16596686,-2.07243,5.997697858,15657591,$92.29,$93.47,1.27858,89,0.587858
2,MMM,5/27/2011 09:00:00,$92.29,$93.47,$91.38,$93.47,11695384,1.27858,-29.53181135,16596686,$94.05,$90.70,-3.56194,82,0.588424
2,MMM,6/3/2011 09:00:00,$94.05,$94.68,$90.19,$90.70,12491882,-3.56194,6.810362105,11695384,$90.38,$90.73,0.387254,75,0.606395
2,MMM,6/10/2011 09:00:00,$90.38,$92.43,$90.24,$90.73,14734714,0.387254,17.95431625,12491882,$91.14,$91.78,0.702216,68,0.606194
2,MMM,6/17/2011 09:00:00,$91.14,$92.99,$90.58,$91.78,15549946,0.702216,5.532730394,14734714,$91.42,$90.89,-0.579742,61,0.599259
2,MMM,6/24/2011 09:00:00,$91.42,$93.92,$90.68,$90.89,15126028,-0.579742,-2.726170239,15549946,$91.08,$96.67,6.13746,54,0.605127
2,MRK,4/1/2011 09:00:00,$32.54,$33.48,$32.39,$33.07,60348951,1.62876,-8.749096661,66135182,$33.34,$33.67,0.989802,73,1.14908
2,MRK,4/8/2011 09:00:00,$33.34,$33.70,$33.01,$33.67,64799122,0.989802,7.37406521,60348951,$33.68,$34.51,2.46437,66,1.1286
2,MRK,4/15/2011 09:00:00,$33.68,$34.97,$33.27,$34.51,85533686,2.46437,31.99821751,64799122,$34.20,$34.04,-0.467836,59,1.10113
2,MRK,4/21/2011 09:00:00,$34.20,$34.29,$33.51,$34.04,47226349,-0.467836,-44.78625766,85533686,$33.70,$35.95,6.67656,53,1.11633
2,MRK,4/29/2011 09:00:00,$33.70,$36.25,$33.63,$35.95,83960030,6.67656,77.7821741,47226349,$36.44,$36.39,-0.137212,45,1.05702
2,MRK,5/6/2011 09:00:00,$36.44,$36.75,$35.95,$36.39,82810421,-0.137212,-1.36923367,83960030,$36.11,$37.08,2.68624,38,1.04424
2,MRK,5/13/2011 09:00:00,$36.11,$37.30,$36.10,$37.08,59693542,2.68624,-27.91542263,82810421,$37.06,$37.06,0,31,1.02481
2,MRK,5/20/2011 09:00:00,$37.06,$37.65,$36.69,$37.06,74833386,0,25.36261628,59693542,$36.67,$36.21,-1.25443,24,1.02536
2,MRK,5/27/2011 09:00:00,$36.67,$37.04,$36.10,$36.21,52416661,-1.25443,-29.95551344,74833386,$36.39,$35.82,-1.56636,17,1.04943
2,MRK,6/3/2011 09:00:00,$36.39,$36.76,$35.76,$35.82,46564832,-1.56636,-11.16406289,52416661,$35.70,$35.45,-0.70028,10,1.06086
2,MRK,6/10/2011 09:00:00,$35.70,$36.38,$35.36,$35.45,57259558,-0.70028,22.96738878,46564832,$35.03,$35.39,1.02769,3,1.07193
2,MRK,6/17/2011 09:00:00,$35.03,$35.88,$34.99,$35.39,57933495,1.02769,1.176986033,57259558,$35.29,$34.55,-2.09691,88,1.07375
2,MRK,6/24/2011 09:00:00,$35.29,$35.97,$34.50,$34.55,63163236,-2.09691,9.027145695,57933495,$34.60,$35.60,2.89017,81,1.09986
2,MSFT,4/1/2011 09:00:00,$25.66,$25.72,$25.30,$25.48,258143967,-0.701481,18.66221273,217545216,$25.45,$26.07,2.43615,46,0.627944
2,MSFT,4/8/2011 09:00:00,$25.45,$26.31,$25.41,$26.07,260749872,2.43615,1.009477398,258143967,$26.19,$25.37,-3.13097,39,0.613732
2,MSFT,4/15/2011 09:00:00,$26.19,$26.25,$25.09,$25.37,229693684,-3.13097,-11.91033682,260749872,$25.10,$25.52,1.67331,32,0.630666
2,MSFT,4/21/2011 09:00:00,$25.10,$26.00,$24.72,$25.52,158547201,1.67331,-30.97450559,229693684,$25.56,$25.92,1.40845,26,0.626959
2,MSFT,4/29/2011 09:00:00,$25.56,$26.87,$25.34,$25.92,554889924,1.40845,249.9840555,158547201,$25.94,$25.87,-0.269854,18,0.617284
2,MSFT,5/6/2011 09:00:00,$25.94,$26.25,$25.48,$25.87,346656165,-0.269854,-37.52703915,554889924,$25.80,$25.03,-2.9845,11,0.618477
2,MSFT,5/13/2011 09:00:00,$25.80,$25.96,$24.95,$25.03,382293426,-2.9845,10.28029056,346656165,$24.96,$24.49,-1.88301,4,0.639233
2,MSFT,5/20/2011 09:00:00,$24.96,$25.07,$24.25,$24.49,311462943,-1.88301,-18.5277795,382293426,$24.21,$24.76,2.27179,88,0.653328
2,MSFT,5/27/2011 09:00:00,$24.21,$25.03,$24.03,$24.76,213316051,2.27179,-31.51157921,311462943,$24.96,$23.90,-4.24679,81,0.646204
2,MSFT,6/3/2011 09:00:00,$24.96,$25.10,$23.84,$23.90,246418070,-4.24679,15.51782852,213316051,$23.90,$23.70,-0.83682,74,0.669456
2,MSFT,6/10/2011 09:00:00,$23.90,$24.25,$23.69,$23.70,230307366,-0.83682,-6.537955597,246418070,$23.79,$24.26,1.97562,67,0.675106
2,MSFT,6/17/2011 09:00:00,$23.79,$29.05,$23.65,$24.26,280430166,1.97562,21.76343765,230307366,$24.17,$24.30,0.537857,60,0.659522
2,MSFT,6/24/2011 09:00:00,$24.17,$24.86,$24.16,$24.30,309206180,0.537857,10.26138322,280430166,$24.23,$26.02,7.38754,53,0.658436
2,PFE,4/1/2011 09:00:00,$20.42,$20.57,$20.11,$20.38,170424399,-0.195886,-21.06861801,215914627,$20.55,$20.46,-0.437956,40,0.981354
2,PFE,4/8/2011 09:00:00,$20.55,$20.61,$20.15,$20.46,199157969,-0.437956,16.86000958,170424399,$20.55,$20.53,-0.0973236,33,0.977517
2,PFE,4/15/2011 09:00:00,$20.55,$20.75,$20.33,$20.53,209481824,-0.0973236,5.183751899,199157969,$20.32,$19.79,-2.60827,26,0.974184
2,PFE,4/21/2011 09:00:00,$20.32,$20.88,$19.79,$19.79,143338656,-2.60827,-31.57465728,209481824,$19.95,$20.97,5.11278,20,1.01061
2,PFE,4/29/2011 09:00:00,$19.95,$21.06,$19.90,$20.97,205782608,5.11278,43.56393017,143338656,$21.14,$20.55,-2.79092,12,0.953743
2,PFE,5/6/2011 09:00:00,$21.14,$21.20,$20.07,$20.55,273973053,-2.79092,33.13712741,205782608,$20.53,$20.92,1.89966,5,0.973236
2,PFE,5/13/2011 09:00:00,$20.53,$20.99,$20.45,$20.92,180162306,1.89966,-34.24086638,273973053,$20.84,$20.69,-0.71977,82,0.956023
2,PFE,5/20/2011 09:00:00,$20.84,$21.28,$20.68,$20.69,249113161,-0.71977,38.27152112,180162306,$20.49,$20.93,2.14739,75,0.966651
2,PFE,5/27/2011 09:00:00,$20.49,$20.98,$20.35,$20.93,162550095,2.14739,-34.74849167,249113161,$21.00,$20.84,-0.761905,68,0.955566
2,PFE,6/3/2011 09:00:00,$21.00,$21.45,$20.66,$20.84,169014117,-0.761905,3.976633788,162550095,$20.82,$20.11,-3.41018,61,0.959693
2,PFE,6/10/2011 09:00:00,$20.82,$20.97,$20.04,$20.11,196181321,-3.41018,16.07392594,169014117,$20.08,$20.26,0.896414,54,0.99453
2,PFE,6/17/2011 09:00:00,$20.08,$20.73,$20.03,$20.26,229372501,0.896414,16.91862397,196181321,$20.09,$20.08,-0.049776,47,0.987167
2,PFE,6/24/2011 09:00:00,$20.09,$20.96,$20.08,$20.08,259247639,-0.049776,13.02472523,229372501,$20.10,$20.75,3.23383,40,0.996016
2,PG,4/1/2011 09:00:00,$61.08,$62.30,$60.61,$62.08,43453701,1.6372,5.08461251,41351155,$62.17,$61.90,-0.434293,26,0.853737
2,PG,4/8/2011 09:00:00,$62.17,$62.33,$61.47,$61.90,38792072,-0.434293,-10.72780659,43453701,$62.02,$64.18,3.48275,19,0.85622
2,PG,4/15/2011 09:00:00,$62.02,$64.21,$61.90,$64.18,51918017,3.48275,33.836669,38792072,$63.67,$63.27,-0.628239,12,0.825802
2,PG,4/21/2011 09:00:00,$63.67,$64.34,$63.27,$63.27,29487333,-0.628239,-43.2040461,51918017,$63.08,$64.90,2.88523,6,0.83768
2,PG,4/29/2011 09:00:00,$63.08,$65.10,$62.60,$64.90,53544624,2.88523,81.58517083,29487333,$65.24,$65.27,0.0459841,82,0.816641
2,PG,5/6/2011 09:00:00,$65.24,$66.50,$64.90,$65.27,55046479,0.0459841,2.804866087,53544624,$64.93,$66.86,2.97243,75,0.812012
2,PG,5/13/2011 09:00:00,$64.93,$67.31,$64.86,$66.86,49677302,2.97243,-9.753897247,55046479,$66.66,$67.36,1.0501,68,0.792701
2,PG,5/20/2011 09:00:00,$66.66,$67.72,$66.51,$67.36,47738539,1.0501,-3.90271396,49677302,$66.80,$66.20,-0.898204,61,0.786817
2,PG,5/27/2011 09:00:00,$66.80,$67.20,$65.70,$66.20,37114265,-0.898204,-22.25513018,47738539,$66.33,$65.43,-1.35685,54,0.800604
2,PG,6/3/2011 09:00:00,$66.33,$67.00,$56.57,$65.43,37312488,-1.35685,0.534088443,37114265,$65.36,$64.70,-1.00979,47,0.810026
2,PG,6/10/2011 09:00:00,$65.36,$65.64,$64.65,$64.70,48599369,-1.00979,30.24960705,37312488,$64.65,$64.69,0.0618716,40,0.819165
2,PG,6/17/2011 09:00:00,$64.65,$65.22,$63.33,$64.69,46861128,0.0618716,-3.57667401,48599369,$64.51,$62.59,-2.97628,33,0.819292
2,PG,6/24/2011 09:00:00,$64.51,$65.29,$62.44,$62.59,53025186,-2.97628,13.15388311,46861128,$62.76,$64.27,2.40599,26,0.846781
2,T,4/1/2011 09:00:00,$29.02,$30.97,$28.90,$30.62,384284485,5.51344,127.2456535,169105318,$30.74,$30.71,-0.0975927,5,1.40431
2,T,4/8/2011 09:00:00,$30.74,$31.00,$29.99,$30.71,148206324,-0.0975927,-61.43317522,384284485,$30.75,$30.65,-0.325203,89,1.4002
2,T,4/15/2011 09:00:00,$30.75,$30.84,$30.01,$30.65,108080405,-0.325203,-27.07436357,148206324,$30.42,$30.68,0.854701,82,1.40294
2,T,4/21/2011 09:00:00,$30.42,$30.68,$29.91,$30.68,76563904,0.854701,-29.16023584,108080405,$30.67,$31.12,1.46723,76,1.40156
2,T,4/29/2011 09:00:00,$30.67,$31.82,$30.43,$31.12,112339712,1.46723,46.72672909,76563904,$31.60,$31.26,-1.07595,68,1.38175
2,T,5/6/2011 09:00:00,$31.60,$31.94,$31.03,$31.26,156030184,-1.07595,38.89138687,112339712,$31.20,$31.41,0.673077,61,1.37556
2,T,5/13/2011 09:00:00,$31.20,$31.79,$31.05,$31.41,92523592,0.673077,-40.70147863,156030184,$31.32,$31.32,0,54,1.36899
2,T,5/20/2011 09:00:00,$31.32,$31.77,$30.90,$31.32,102539987,0,10.82577404,92523592,$31.00,$31.29,0.935484,47,1.37292
2,T,5/27/2011 09:00:00,$31.00,$31.30,$30.92,$31.29,73854767,0.935484,-27.97466709,102539987,$31.48,$30.65,-2.63659,40,1.37424
2,T,6/3/2011 09:00:00,$31.48,$31.65,$30.52,$30.65,85085937,-2.63659,15.20710234,73854767,$30.55,$30.34,-0.687398,33,1.40294
2,T,6/10/2011 09:00:00,$30.55,$30.61,$30.11,$30.34,95255686,-0.687398,11.9523265,85085937,$30.28,$30.77,1.61823,26,1.41727
2,T,6/17/2011 09:00:00,$30.28,$30.95,$30.17,$30.77,114504788,1.61823,20.20782465,95255686,$30.66,$30.44,-0.717547,19,1.39747
2,T,6/24/2011 09:00:00,$30.66,$31.33,$30.29,$30.44,116043866,-0.717547,1.344116719,114504788,$30.65,$31.68,3.36052,12,1.41261
2,TRV,4/1/2011 09:00:00,$59.09,$60.01,$58.37,$59.71,16608737,1.04925,17.56965399,14126721,$59.83,$59.58,-0.417851,68,0.686652
2,TRV,4/8/2011 09:00:00,$59.83,$60.00,$59.11,$59.58,12307164,-0.417851,-25.89945882,16608737,$59.85,$59.80,-0.0835422,61,0.68815
2,TRV,4/15/2011 09:00:00,$59.85,$60.85,$59.00,$59.80,15459751,-0.0835422,25.61586894,12307164,$59.32,$61.32,3.37154,54,0.685619
2,TRV,4/21/2011 09:00:00,$59.32,$61.32,$58.07,$61.32,10135730,3.37154,-34.43794793,15459751,$61.32,$63.28,3.19635,48,0.668624
2,TRV,4/29/2011 09:00:00,$61.32,$63.37,$60.91,$63.28,16046782,3.19635,58.3189568,10135730,$63.56,$63.43,-0.204531,40,0.647914
2,TRV,5/6/2011 09:00:00,$63.56,$64.17,$62.85,$63.43,14335889,-0.204531,-10.66190717,16046782,$63.23,$62.33,-1.42338,33,0.646382
2,TRV,5/13/2011 09:00:00,$63.23,$64.09,$62.18,$62.33,14388418,-1.42338,0.366416063,14335889,$62.52,$62.25,-0.431862,26,0.657789
2,TRV,5/20/2011 09:00:00,$62.52,$63.11,$62.13,$62.25,11795580,-0.431862,-18.02031328,14388418,$61.74,$61.52,-0.356333,19,0.658635
2,TRV,5/27/2011 09:00:00,$61.74,$62.00,$60.36,$61.52,12344531,-0.356333,4.653870348,11795580,$61.95,$61.18,-1.24294,12,0.66645
2,TRV,6/3/2011 09:00:00,$61.95,$62.25,$60.59,$61.18,13535632,-1.24294,9.648815334,12344531,$61.35,$59.21,-3.48818,5,0.670154
2,TRV,6/10/2011 09:00:00,$61.35,$61.68,$58.71,$59.21,18091902,-3.48818,33.66130226,13535632,$59.12,$57.92,-2.02977,89,0.692451
2,TRV,6/17/2011 09:00:00,$59.12,$59.32,$57.36,$57.92,20647583,-2.02977,14.1261046,18091902,$57.57,$56.68,-1.54594,82,0.707873
2,TRV,6/24/2011 09:00:00,$57.57,$58.28,$56.12,$56.68,20959450,-1.54594,1.510428606,20647583,$56.83,$59.11,4.01197,75,0.723359
2,UTX,4/1/2011 09:00:00,$83.75,$85.95,$83.26,$85.32,16314122,1.87463,-14.28385283,19032729,$85.66,$84.81,-0.992295,47,0.562588
2,UTX,4/8/2011 09:00:00,$85.66,$86.00,$84.18,$84.81,11690792,-0.992295,-28.339435,16314122,$85.00,$83.45,-1.82353,40,0.565971
2,UTX,4/15/2011 09:00:00,$85.00,$85.56,$82.70,$83.45,17017620,-1.82353,45.56430394,11690792,$82.60,$87.10,5.44794,33,0.575195
2,UTX,4/21/2011 09:00:00,$82.60,$87.10,$81.10,$87.10,16859647,5.44794,-0.928290795,17017620,$87.00,$89.58,2.96552,27,0.551091
2,UTX,4/29/2011 09:00:00,$87.00,$89.80,$86.29,$89.58,20800024,2.96552,23.37164592,16859647,$90.03,$89.21,-0.910807,19,0.535834
2,UTX,5/6/2011 09:00:00,$90.03,$90.67,$85.80,$89.21,21797524,-0.910807,4.795667543,20800024,$88.88,$88.98,0.112511,12,0.538056
2,UTX,5/13/2011 09:00:00,$88.88,$90.18,$88.35,$88.98,17420630,0.112511,-20.07977603,21797524,$88.46,$87.50,-1.08524,5,0.539447
2,UTX,5/20/2011 09:00:00,$88.46,$89.25,$86.65,$87.50,22021867,-1.08524,26.41257521,17420630,$86.41,$86.33,-0.0925819,89,0.548571
2,UTX,5/27/2011 09:00:00,$86.41,$86.72,$85.21,$86.33,15097865,-0.0925819,-31.44148496,22021867,$87.00,$83.24,-4.32184,82,0.556006
2,UTX,6/3/2011 09:00:00,$87.00,$87.79,$82.43,$83.24,21179642,-4.32184,40.28236443,15097865,$82.93,$82.70,-0.277342,75,0.576646
2,UTX,6/10/2011 09:00:00,$82.93,$84.52,$82.60,$82.70,20109892,-0.277342,-5.050840803,21179642,$82.92,$84.57,1.98987,68,0.580411
2,UTX,6/17/2011 09:00:00,$82.92,$85.26,$82.52,$84.57,22074891,1.98987,9.771305584,20109892,$84.36,$84.33,-0.0355619,61,0.567577
2,UTX,6/24/2011 09:00:00,$84.36,$86.21,$83.69,$84.33,20775217,-0.0355619,-5.88756701,22074891,$84.01,$90.13,7.28485,54,0.569192
2,VZ,4/1/2011 09:00:00,$37.44,$38.95,$37.42,$38.47,96766651,2.75107,21.55977938,79604168,$38.53,$37.72,-2.10226,5,1.27372
2,VZ,4/8/2011 09:00:00,$38.53,$38.70,$37.26,$37.72,62429599,-2.10226,-35.48438604,96766651,$37.75,$37.85,0.264901,89,1.29905
2,VZ,4/15/2011 09:00:00,$37.75,$38.00,$37.34,$37.85,55355691,0.264901,-11.33101624,62429599,$37.60,$36.91,-1.83511,82,1.29458
2,VZ,4/21/2011 09:00:00,$37.60,$38.00,$36.91,$36.91,37735134,-1.83511,-31.83151846,55355691,$37.07,$37.78,1.9153,76,1.32755
2,VZ,4/29/2011 09:00:00,$37.07,$38.42,$36.82,$37.78,68330713,1.9153,81.07982073,37735134,$38.33,$37.28,-2.73937,68,1.29698
2,VZ,5/6/2011 09:00:00,$38.33,$38.33,$36.90,$37.28,84281362,-2.73937,23.3433083,68330713,$37.28,$37.26,-0.0536481,61,1.31438
2,VZ,5/13/2011 09:00:00,$37.28,$37.68,$36.95,$37.26,50917728,-0.0536481,-39.58601666,84281362,$37.26,$37.15,-0.295223,54,1.31508
2,VZ,5/20/2011 09:00:00,$37.26,$37.41,$36.80,$37.15,53263954,-0.295223,4.607876455,50917728,$36.75,$36.67,-0.217687,47,1.31898
2,VZ,5/27/2011 09:00:00,$36.75,$37.03,$36.24,$36.67,43400125,-0.217687,-18.51876975,53263954,$36.91,$35.63,-3.46789,40,1.33624
2,VZ,6/3/2011 09:00:00,$36.91,$36.99,$35.60,$35.63,50174214,-3.46789,15.60845504,43400125,$35.57,$35.19,-1.06832,33,1.37525
2,VZ,6/10/2011 09:00:00,$35.57,$36.14,$35.16,$35.19,72100710,-1.06832,43.70072643,50174214,$35.23,$35.51,0.794777,26,1.39244
2,VZ,6/17/2011 09:00:00,$35.23,$35.92,$34.94,$35.51,69585912,0.794777,-3.487896305,72100710,$35.35,$36.00,1.83876,19,1.37989
2,VZ,6/24/2011 09:00:00,$35.35,$36.17,$35.20,$36.00,82375230,1.83876,18.3791771,69585912,$36.00,$37.80,5,12,1.36111
2,WMT,4/1/2011 09:00:00,$52.31,$52.74,$51.89,$52.13,44519431,-0.344102,-16.60713204,53385178,$52.31,$52.54,0.439686,40,0.709764
2,WMT,4/8/2011 09:00:00,$52.31,$53.24,$52.06,$52.54,48382262,0.439686,8.676730392,44519431,$52.54,$53.55,1.92234,33,0.704225
2,WMT,4/15/2011 09:00:00,$52.54,$53.96,$52.40,$53.55,45662991,1.92234,-5.620388315,48382262,$53.08,$53.58,0.941974,26,0.690943
2,WMT,4/21/2011 09:00:00,$53.08,$53.95,$52.91,$53.58,23073491,0.941974,-49.47004019,45662991,$53.60,$54.98,2.57463,20,0.690556
2,WMT,4/29/2011 09:00:00,$53.60,$55.16,$53.23,$54.98,47159044,2.57463,104.3862543,23073491,$55.08,$55.02,-0.108932,12,0.672972
2,WMT,5/6/2011 09:00:00,$55.08,$55.79,$53.20,$55.02,46668727,-0.108932,-1.039709372,47159044,$54.97,$55.72,1.36438,5,0.672483
2,WMT,5/13/2011 09:00:00,$54.97,$56.03,$54.70,$55.72,42649301,1.36438,-8.612675465,46668727,$55.61,$55.29,-0.575436,89,0.664034
2,WMT,5/20/2011 09:00:00,$55.61,$56.47,$54.95,$55.29,56695842,-0.575436,32.93498527,42649301,$54.90,$54.70,-0.364299,82,0.669199
2,WMT,5/27/2011 09:00:00,$54.90,$55.50,$54.10,$54.70,35560853,-0.364299,-37.27784658,56695842,$54.88,$53.66,-2.22303,75,0.676417
2,WMT,6/3/2011 09:00:00,$54.88,$55.22,$53.04,$53.66,48156051,-2.22303,35.41871732,35560853,$53.86,$52.72,-2.1166,68,0.689527
2,WMT,6/10/2011 09:00:00,$53.86,$54.30,$52.69,$52.72,58746396,-2.1166,21.99172229,48156051,$52.91,$52.82,-0.1701,61,0.701821
2,WMT,6/17/2011 09:00:00,$52.91,$53.29,$51.79,$52.82,68996550,-0.1701,17.44814099,58746396,$52.70,$52.41,-0.550285,54,0.700492
2,WMT,6/24/2011 09:00:00,$52.70,$53.70,$52.35,$52.41,75602550,-0.550285,9.574391763,68996550,$52.32,$53.51,2.27446,47,0.705972
2,XOM,4/1/2011 09:00:00,$83.86,$84.94,$82.61,$84.68,77569311,0.97782,-6.95164475,83364516,$84.26,$85.95,2.0057,40,0.555031
2,XOM,4/8/2011 09:00:00,$84.26,$86.22,$84.07,$85.95,75566590,2.0057,-2.581847092,77569311,$85.95,$84.29,-1.93136,33,0.54683
2,XOM,4/15/2011 09:00:00,$85.95,$86.15,$82.38,$84.29,81056144,-1.93136,7.264525235,75566590,$83.11,$86.36,3.91048,26,0.557599
2,XOM,4/21/2011 09:00:00,$83.11,$86.36,$82.44,$86.36,43378708,3.91048,-46.48313396,81056144,$86.29,$87.98,1.95851,20,0.544233
2,XOM,4/29/2011 09:00:00,$86.29,$88.00,$85.89,$87.98,81596868,1.95851,88.10349999,43378708,$88.10,$82.69,-6.14075,12,0.534212
2,XOM,5/6/2011 09:00:00,$88.10,$88.13,$81.59,$82.69,113805856,-6.14075,39.4733141,81596868,$83.01,$80.87,-2.578,5,0.568388
2,XOM,5/13/2011 09:00:00,$83.01,$83.76,$79.42,$80.87,99678100,-2.578,-12.41390953,113805856,$80.22,$81.57,1.68287,89,0.58118
2,XOM,5/20/2011 09:00:00,$80.22,$82.58,$79.60,$81.57,86758820,1.68287,-12.96100146,99678100,$80.22,$82.63,3.00424,82,0.576192
2,XOM,5/27/2011 09:00:00,$80.22,$82.63,$80.07,$82.63,68230855,3.00424,-21.35571346,86758820,$83.28,$81.18,-2.52161,75,0.568801
2,XOM,6/3/2011 09:00:00,$83.28,$83.75,$80.18,$81.18,78616295,-2.52161,15.2210316,68230855,$80.93,$79.78,-1.42098,68,0.57896
2,XOM,6/10/2011 09:00:00,$80.93,$81.87,$79.72,$79.78,92380844,-1.42098,17.50851907,78616295,$80.00,$79.02,-1.225,61,0.58912
2,XOM,6/17/2011 09:00:00,$80.00,$80.82,$78.33,$79.02,100521400,-1.225,8.8119524,92380844,$78.65,$76.78,-2.37762,54,0.594786
2,XOM,6/24/2011 09:00:00,$78.65,$81.12,$76.78,$76.78,118679791,-2.37762,18.06420424,100521400,$76.88,$82.01,6.67274,47,0.612139
1 quarter category date open high low close value percent_change_price percent_change_volume_over_last_wk previous_weeks_volume next_weeks_open next_weeks_close percent_change_next_weeks_price days_to_next_dividend percent_return_next_dividend
2 1 AA 1/7/2011 09:00:00 $15.82 $16.72 $15.78 $16.42 239655616 3.79267 $16.71 $15.97 -4.42849 26 0.182704
3 1 AA 1/14/2011 09:00:00 $16.71 $16.71 $15.64 $15.97 242963398 -4.42849 1.380223028 239655616 $16.19 $15.79 -2.47066 19 0.187852
4 1 AA 1/21/2011 09:00:00 $16.19 $16.38 $15.60 $15.79 138428495 -2.47066 -43.02495926 242963398 $15.87 $16.13 1.63831 12 0.189994
5 1 AA 1/28/2011 09:00:00 09:00:00 $15.87 $16.63 $15.82 $16.13 151379173 1.63831 9.355500109 138428495 $16.18 $17.14 5.93325 5 0.185989
6 1 AA 2/4/2011 09:00:00 09:00:00 $16.18 $17.39 $16.18 $17.14 154387761 5.93325 1.987451735 151379173 $17.33 $17.37 0.230814 97 0.175029
7 1 AA 2/11/2011 09:00:00 $17.33 $17.48 $16.97 $17.37 114691279 0.230814 -25.71219489 154387761 $17.39 $17.28 -0.632547 90 0.172712
8 1 AA 2/18/2011 09:00:00 $17.39 $17.68 $17.28 $17.28 80023895 -0.632547 -30.22669579 114691279 $16.98 $16.68 -1.76678 83 0.173611
9 1 AA 2/25/2011 09:00:00 $16.98 $17.15 $15.96 $16.68 132981863 -1.76678 66.17769355 80023895 $16.81 $16.58 -1.36823 76 0.179856
10 1 AA 3/4/2011 09:00:00 $16.81 $16.94 $16.13 $16.58 109493077 -1.36823 -17.66315005 132981863 $16.58 $16.03 -3.31725 69 0.180941
11 1 AA 3/11/2011 09:00:00 $16.58 $16.75 $15.42 $16.03 114332562 -3.31725 4.419900447 109493077 $15.95 $16.11 1.00313 62 0.187149
12 1 AA 3/18/2011 09:00:00 $15.95 $16.33 $15.43 $16.11 130374108 1.00313 14.03060136 114332562 $16.38 $17.09 4.33455 55 0.18622
13 1 AA 3/25/2011 09:00:00 $16.38 $17.24 $16.26 $17.09 95550392 4.33455 -26.71060729 130374108 $17.13 $17.47 1.98482 48 0.175541
14 1 AXP 1/7/2011 09:00:00 $43.30 $45.60 $43.11 $44.36 45102042 2.44804 $44.20 $46.25 4.63801 89 0.405771
15 1 AXP 1/14/2011 09:00:00 $44.20 $46.25 $44.01 $46.25 25913713 4.63801 -42.54425775 45102042 $46.03 $46.00 -0.0651749 82 0.389189
16 1 AXP 1/21/2011 09:00:00 $46.03 $46.71 $44.71 $46.00 38824728 -0.0651749 49.82309945 25913713 $46.05 $43.86 -4.7557 75 0.391304
17 1 AXP 1/28/2011 09:00:00 $46.05 $46.27 $43.42 $43.86 51427274 -4.7557 32.4601012 38824728 $44.13 $43.82 -0.70247 68 0.410397
18 1 AXP 2/4/2011 09:00:00 $44.13 $44.23 $43.15 $43.82 39501680 -0.70247 -23.18924001 51427274 $43.96 $46.75 6.34668 61 0.410771
19 1 AXP 2/11/2011 09:00:00 $43.96 $46.79 $43.88 $46.75 43746998 6.34668 10.74718341 39501680 $46.42 $45.53 -1.91728 54 0.385027
20 1 AXP 2/18/2011 09:00:00 $46.42 $46.93 $45.53 $45.53 28564910 -1.91728 -34.70429674 43746998 $44.94 $43.53 -3.13752 47 0.395344
21 1 AXP 2/25/2011 09:00:00 $44.94 $45.12 $43.01 $43.53 39654146 -3.13752 38.82118305 28564910 $43.73 $43.72 -0.0228676 40 0.413508
22 1 AXP 3/4/2011 09:00:00 $43.73 $44.68 $42.75 $43.72 38985037 -0.0228676 -1.687362023 39654146 $43.86 $44.28 0.957592 33 0.411711
23 1 AXP 3/11/2011 09:00:00 $43.86 $45.54 $43.53 $44.28 37613429 0.957592 -3.518293442 38985037 $43.86 $44.17 0.706794 26 0.406504
24 1 AXP 3/18/2011 09:00:00 $43.86 $44.47 $42.19 $44.17 41757526 0.706794 11.01759959 37613429 $44.75 $45.59 1.87709 19 0.407516
25 1 AXP 3/25/2011 09:00:00 $44.75 $45.61 $44.10 $45.59 30798332 1.87709 -26.24483548 41757526 $45.54 $45.36 -0.395257 12 0.394823
26 1 BA 1/7/2011 09:00:00 $66.15 $70.10 $66.00 $69.38 36258120 4.88284 $69.42 $70.07 0.93633 33 0.605362
27 1 BA 1/14/2011 09:00:00 $69.42 $70.50 $68.35 $70.07 18834664 0.93633 -48.05394212 36258120 $70.86 $71.68 1.15721 26 0.599401
28 1 BA 1/21/2011 09:00:00 $70.86 $72.99 $70.23 $71.68 29594221 1.15721 57.1263549 18834664 $71.52 $69.23 -3.2019 19 0.585938
29 1 BA 1/28/2011 09:00:00 $71.52 $72.82 $69.00 $69.23 34929673 -3.2019 18.02869553 29594221 $69.26 $71.38 3.06093 12 0.606673
30 1 BA 2/4/2011 09:00:00 $69.26 $71.64 $69.12 $71.38 22770062 3.06093 -34.81169434 34929673 $71.43 $72.14 0.99398 5 0.5884
31 1 BA 2/11/2011 09:00:00 $71.43 $72.99 $71.15 $72.14 21809411 0.99398 -4.218921319 22770062 $72.70 $73.04 0.467675 89 0.582201
32 1 BA 2/18/2011 09:00:00 $72.70 $73.04 $71.09 $73.04 15989248 0.467675 -26.68647494 21809411 $72.35 $72.30 -0.0691085 82 0.575027
33 1 BA 2/25/2011 09:00:00 $72.35 $74.29 $70.00 $72.30 26258425 -0.0691085 64.2255158 15989248 $72.47 $71.80 -0.92452 75 0.580913
34 1 BA 3/4/2011 09:00:00 $72.47 $72.90 $68.60 $71.80 27527285 -0.92452 4.832201474 26258425 $71.60 $71.64 0.0558659 68 0.584958
35 1 BA 3/11/2011 09:00:00 $71.60 $72.50 $69.91 $71.64 25556296 0.0558659 -7.160128578 27527285 $71.17 $69.10 -2.90853 61 0.586265
36 1 BA 3/18/2011 09:00:00 $71.17 $71.23 $67.34 $69.10 29746370 -2.90853 16.3954667 25556296 $70.29 $73.34 4.33917 54 0.607815
37 1 BA 3/25/2011 09:00:00 $70.29 $73.50 $70.03 $73.34 24423545 4.33917 -17.89403211 29746370 $73.50 $74.01 0.693878 47 0.572675
38 1 BAC 1/7/2011 09:00:00 $13.85 $14.69 $13.80 $14.25 1453438639 2.88809 $14.17 $15.25 7.62174 54 0.0701754
39 1 BAC 1/14/2011 09:00:00 $14.17 $15.25 $14.09 $15.25 760935694 7.62174 -47.64583288 1453438639 $15.08 $14.25 -5.50398 47 0.0655738
40 1 BAC 1/21/2011 09:00:00 $15.08 $15.16 $13.94 $14.25 982445809 -5.50398 29.11022794 760935694 $14.25 $13.60 -4.5614 40 0.0701754
41 1 BAC 1/28/2011 09:00:00 $14.25 $14.26 $13.40 $13.60 1054415375 -4.5614 7.325550716 982445809 $13.71 $14.29 4.23049 33 0.0735294
42 1 BAC 2/4/2011 09:00:00 $13.71 $14.47 $13.64 $14.29 757192224 4.23049 -28.18843105 1054415375 $14.51 $14.77 1.79187 26 0.069979
43 1 BAC 2/11/2011 09:00:00 $14.51 $14.87 $14.35 $14.77 746465458 1.79187 -1.416650312 757192224 $14.77 $14.75 -0.13541 19 0.0677048
44 1 BAC 2/18/2011 09:00:00 $14.77 $14.95 $14.69 $14.75 458423511 -0.13541 -38.58744486 746465458 $14.38 $14.20 -1.25174 12 0.0677966
45 1 BAC 2/25/2011 09:00:00 $14.38 $14.52 $13.79 $14.20 712456757 -1.25174 55.41453261 458423511 $14.27 $14.12 -1.05116 5 0.0704225
46 1 BAC 3/4/2011 09:00:00 $14.27 $14.48 $13.81 $14.12 699671790 -1.05116 -1.794490244 712456757 $14.18 $14.38 1.41044 89 0.0708215
47 1 BAC 3/11/2011 09:00:00 $14.18 $14.70 $13.92 $14.38 805210688 1.41044 15.08405791 699671790 $14.26 $14.04 -1.54278 82 0.069541
48 1 BAC 3/18/2011 09:00:00 $14.26 $14.35 $13.66 $14.04 792380862 -1.54278 -1.593350187 805210688 $14.20 $13.34 -6.05634 75 0.0712251
49 1 BAC 3/25/2011 09:00:00 $14.20 $14.22 $13.32 $13.34 717678994 -6.05634 -9.427520474 792380862 $13.42 $13.37 -0.372578 68 0.0749625
50 1 CAT 1/7/2011 09:00:00 $94.38 $94.81 $92.30 $93.73 24135903 -0.688705 $93.21 $94.01 0.858277 11 0.469433
51 1 CAT 1/14/2011 09:00:00 $93.21 $94.70 $92.51 $94.01 19707235 0.858277 -18.3488805 24135903 $94.16 $92.75 -1.49745 4 0.468035
52 1 CAT 1/21/2011 09:00:00 $94.16 $96.80 $92.37 $92.75 28651009 -1.49745 45.38320064 19707235 $92.71 $95.68 3.20354 89 0.474394
53 1 CAT 1/28/2011 09:00:00 $92.71 $97.79 $92.51 $95.68 34929068 3.20354 21.91217419 28651009 $96.13 $99.59 3.59929 82 0.459866
54 1 CAT 2/4/2011 09:00:00 $96.13 $99.72 $95.85 $99.59 31169285 3.59929 -10.76405188 34929068 $99.62 $103.54 3.93495 75 0.441811
55 1 CAT 2/11/2011 09:00:00 $99.62 $103.55 $98.75 $103.54 27632394 3.93495 -11.34736007 31169285 $103.56 $105.86 2.22093 68 0.424957
56 1 CAT 2/18/2011 09:00:00 $103.56 $105.86 $102.01 $105.86 16331886 2.22093 -40.89587026 27632394 $104.86 $102.00 -2.72745 61 0.415643
57 1 CAT 2/25/2011 09:00:00 $104.86 $105.30 $98.03 $102.00 28146727 -2.72745 72.34217163 16331886 $102.72 $103.04 0.311526 54 0.431373
58 1 CAT 3/4/2011 09:00:00 $102.72 $104.43 $99.35 $103.04 29851515 0.311526 6.05678948 28146727 $103.42 $100.02 -3.28757 47 0.427019
59 1 CAT 3/11/2011 09:00:00 $103.42 $104.45 $97.01 $100.02 38614049 -3.28757 29.35373297 29851515 $102.59 $105.06 2.40764 40 0.439912
60 1 CAT 3/18/2011 09:00:00 $102.59 $105.64 $98.55 $105.06 54195667 2.40764 40.35219927 38614049 $106.90 $109.09 2.04864 33 0.418808
61 1 CAT 3/25/2011 09:00:00 $106.90 $110.15 $105.64 $109.09 37837456 2.04864 -30.18361413 54195667 $109.54 $113.12 3.26821 26 0.403337
62 1 CSCO 1/7/2011 09:00:00 $20.45 $21.00 $20.38 $20.97 303545878 2.54279 $20.94 $21.21 1.2894 81 0.286123
63 1 CSCO 1/14/2011 09:00:00 $20.94 $21.23 $20.70 $21.21 154708263 1.2894 -49.03298835 303545878 $21.22 $20.72 -2.35627 74 0.282885
64 1 CSCO 1/21/2011 09:00:00 $21.22 $21.33 $20.50 $20.72 193706863 -2.35627 25.20783263 154708263 $20.84 $20.93 0.431862 67 0.289575
65 1 CSCO 1/28/2011 09:00:00 $20.84 $21.61 $20.73 $20.93 265687272 0.431862 37.15945212 193706863 $20.93 $22.05 5.35117 60 0.28667
66 1 CSCO 2/4/2011 09:00:00 $20.93 $22.15 $20.71 $22.05 236334561 5.35117 -11.04784237 265687272 $22.11 $18.70 -15.4229 53 0.272109
67 1 CSCO 2/11/2011 09:00:00 $22.11 $22.34 $18.61 $18.70 1000362015 -15.4229 323.2821517 236334561 $18.84 $18.85 0.0530786 46 0.320856
68 1 CSCO 2/18/2011 09:00:00 $18.84 $18.95 $18.56 $18.85 390258123 0.0530786 -60.98831052 1000362015 $18.73 $18.64 -0.480513 39 0.318302
69 1 CSCO 2/25/2011 09:00:00 $18.73 $18.74 $18.23 $18.64 285212201 -0.480513 -26.91703665 390258123 $18.62 $18.40 -1.18153 32 0.321888
70 1 CSCO 3/4/2011 09:00:00 $18.62 $18.79 $18.31 $18.40 302059981 -1.18153 5.907103532 285212201 $18.36 $17.95 -2.23312 25 0.326087
71 1 CSCO 3/11/2011 09:00:00 $18.36 $18.37 $17.76 $17.95 311209442 -2.23312 3.029021246 302059981 $17.81 $17.14 -3.76193 18 0.334262
72 1 CSCO 3/18/2011 09:00:00 $17.81 $17.88 $16.97 $17.14 444161658 -3.76193 42.72113826 311209442 $17.34 $17.28 -0.346021 11 0.350058
73 1 CSCO 3/25/2011 09:00:00 $17.34 $17.64 $17.20 $17.28 284574143 -0.346021 -35.93005207 444161658 $17.36 $17.04 -1.84332 4 0.347222
74 1 CVX 1/7/2011 09:00:00 $91.66 $92.48 $90.27 $91.19 35556288 -0.512765 $90.95 $92.83 2.06707 38 0.78956
75 1 CVX 1/14/2011 09:00:00 $90.95 $92.85 $90.12 $92.83 28260512 2.06707 -20.51894731 35556288 $92.94 $93.78 0.903809 31 0.775611
76 1 CVX 1/21/2011 09:00:00 $92.94 $93.94 $91.58 $93.78 27752622 0.903809 -1.797171969 28260512 $93.89 $93.37 -0.55384 24 0.767754
77 1 CVX 1/28/2011 09:00:00 $93.89 $94.97 $92.93 $93.37 42303108 -0.55384 52.42922993 27752622 $93.85 $97.11 3.47363 17 0.771126
78 1 CVX 2/4/2011 09:00:00 $93.85 $97.44 $93.37 $97.11 48766293 3.47363 15.27827459 42303108 $97.28 $96.45 -0.853207 10 0.741427
79 1 CVX 2/11/2011 09:00:00 $97.28 $98.23 $95.70 $96.45 38838595 -0.853207 -20.35770486 48766293 $95.50 $98.72 3.37173 3 0.746501
80 1 CVX 2/18/2011 09:00:00 $95.50 $98.72 $95.50 $98.72 28037827 3.37173 -27.80936849 38838595 $99.23 $102.10 2.89227 89 0.739465
81 1 CVX 2/25/2011 09:00:00 $99.23 $103.94 $99.23 $102.10 57897831 2.89227 106.4989951 28037827 $102.28 $103.75 1.43723 82 0.714985
82 1 CVX 3/4/2011 09:00:00 $102.28 $104.99 $102.18 $103.75 48214502 1.43723 -16.72485624 57897831 $104.12 $99.93 -4.0242 75 0.703614
83 1 CVX 3/11/2011 09:00:00 $104.12 $104.77 $97.60 $99.93 43673568 -4.0242 -9.418191232 48214502 $99.16 $102.80 3.67084 68 0.730511
84 1 CVX 3/18/2011 09:00:00 $99.16 $103.97 $97.98 $102.80 56186791 3.67084 28.6517076 43673568 $103.86 $106.78 2.81148 61 0.710117
85 1 CVX 3/25/2011 09:00:00 $103.86 $107.01 $103.20 $106.78 39606692 2.81148 -29.50889116 56186791 $106.40 $108.32 1.80451 54 0.683649
86 1 DD 1/7/2011 09:00:00 $50.05 $50.54 $49.28 $49.76 27658789 -0.579421 $48.30 $49.80 3.10559 35 0.823955
87 1 DD 1/14/2011 09:00:00 $48.30 $49.80 $47.20 $49.80 34546875 3.10559 24.90378736 27658789 $49.53 $48.35 -2.38239 28 0.823293
88 1 DD 1/21/2011 09:00:00 $49.53 $50.14 $47.65 $48.35 25611091 -2.38239 -25.8656796 34546875 $48.44 $50.29 3.81916 21 0.847983
89 1 DD 1/28/2011 09:00:00 $48.44 $50.66 $48.26 $50.29 45429653 3.81916 77.38273235 25611091 $50.15 $52.53 4.74576 14 0.815271
90 1 DD 2/4/2011 09:00:00 $50.15 $52.63 $50.09 $52.53 31069977 4.74576 -31.60859714 45429653 $52.62 $54.58 3.72482 7 0.780506
91 1 DD 2/11/2011 09:00:00 $52.62 $54.75 $52.51 $54.58 37155830 3.72482 19.58756841 31069977 $54.44 $55.98 2.8288 0 0.751191
92 1 DD 2/18/2011 09:00:00 $54.44 $55.98 $53.80 $55.98 27705910 2.8288 -25.43320927 37155830 $54.95 $54.07 -1.60146 82 0.732404
93 1 DD 2/25/2011 09:00:00 $54.95 $55.30 $52.36 $54.07 33190716 -1.60146 19.79651995 27705910 $54.22 $53.87 -0.645518 75 0.758276
94 1 DD 3/4/2011 09:00:00 $54.22 $54.95 $52.76 $53.87 32958368 -0.645518 -0.700039131 33190716 $54.10 $52.90 -2.21811 68 0.761092
95 1 DD 3/11/2011 09:00:00 $54.10 $54.49 $51.82 $52.90 27091813 -2.21811 -17.79989531 32958368 $53.18 $52.99 -0.357277 61 0.775047
96 1 DD 3/18/2011 09:00:00 $53.18 $53.50 $51.10 $52.99 39779608 -0.357277 46.83258001 27091813 $53.80 $54.10 0.557621 54 0.773731
97 1 DD 3/25/2011 09:00:00 $53.80 $54.64 $52.89 $54.10 24464568 0.557621 -38.49972579 39779608 $54.11 $55.19 1.99593 47 0.757856
98 1 DIS 1/7/2011 09:00:00 $37.74 $40.00 $37.62 $39.45 72917621 4.531 $39.01 $39.29 0.717765 336 1.01394
99 1 DIS 1/14/2011 09:00:00 $39.01 $39.81 $38.92 $39.29 31943413 0.717765 -56.1924641 72917621 $39.07 $39.74 1.71487 329 1.01807
100 1 DIS 1/21/2011 09:00:00 $39.07 $39.94 $38.51 $39.74 36187032 1.71487 13.28480147 31943413 $39.64 $38.85 -1.99294 322 1.00654
101 1 DIS 1/28/2011 09:00:00 $39.64 $39.95 $38.65 $38.85 42131642 -1.99294 16.42745943 36187032 $39.04 $40.71 4.27766 315 1.0296
102 1 DIS 2/4/2011 09:00:00 $39.04 $40.77 $38.64 $40.71 53521486 4.27766 27.0339428 42131642 $40.80 $43.41 6.39706 308 0.98256
103 1 DIS 2/11/2011 09:00:00 $40.80 $44.05 $40.71 $43.41 83975520 6.39706 56.90057634 53521486 $43.19 $43.56 0.85668 301 0.921447
104 1 DIS 2/18/2011 09:00:00 $43.19 $43.90 $42.98 $43.56 33868302 0.85668 -59.6688392 83975520 $42.83 $42.95 0.280177 294 0.918274
105 1 DIS 2/25/2011 09:00:00 $42.83 $43.28 $41.60 $42.95 56966763 0.280177 68.20082389 33868302 $43.02 $43.55 1.23199 287 0.931315
106 1 DIS 3/4/2011 09:00:00 $43.02 $44.34 $42.97 $43.55 53096584 1.23199 -6.79374919 56966763 $43.53 $42.93 -1.37836 280 0.918484
107 1 DIS 3/11/2011 09:00:00 $43.53 $43.61 $42.16 $42.93 41229388 -1.37836 -22.35020618 53096584 $42.64 $41.23 -3.30675 273 0.931749
108 1 DIS 3/18/2011 09:00:00 $42.64 $42.67 $40.42 $41.23 65060004 -3.30675 57.80007212 41229388 $41.46 $42.97 3.64206 266 0.970167
109 1 DIS 3/25/2011 09:00:00 $41.46 $43.24 $40.87 $42.97 40696371 3.64206 -37.44794267 65060004 $43.19 $42.85 -0.787219 259 0.930882
110 1 GE 1/7/2011 09:00:00 $18.49 $18.72 $18.12 $18.43 280146510 -0.3245 $18.61 $18.82 1.12843 38 0.759631
111 1 GE 1/14/2011 09:00:00 $18.61 $18.82 $18.46 $18.82 215626229 1.12843 -23.03090658 280146510 $18.98 $19.74 4.00421 31 0.74389
112 1 GE 1/21/2011 09:00:00 $18.98 $19.97 $18.17 $19.74 449508777 4.00421 108.4666504 215626229 $19.93 $20.20 1.35474 24 0.70922
113 1 GE 1/28/2011 09:00:00 $19.93 $20.74 $19.74 $20.20 437317986 1.35474 -2.712025131 449508777 $20.13 $20.56 2.13612 17 0.693069
114 1 GE 2/4/2011 09:00:00 $20.13 $20.96 $20.10 $20.56 246591055 2.13612 -43.61287144 437317986 $20.77 $21.33 2.6962 10 0.680934
115 1 GE 2/11/2011 09:00:00 $20.77 $21.44 $20.73 $21.33 252254376 2.6962 2.296644945 246591055 $21.51 $21.44 -0.32543 3 0.656353
116 1 GE 2/18/2011 09:00:00 $21.51 $21.65 $21.24 $21.44 158691572 -0.32543 -37.09065646 252254376 $20.88 $20.82 -0.287356 118 0.652985
117 1 GE 2/25/2011 09:00:00 $20.88 $21.21 $20.08 $20.82 268500170 -0.287356 69.1962381 158691572 $20.95 $20.37 -2.7685 111 0.67243
118 1 GE 3/4/2011 09:00:00 $20.95 $21.17 $20.16 $20.37 261175412 -2.7685 -2.728027323 268500170 $20.40 $20.36 -0.196078 104 0.687285
119 1 GE 3/11/2011 09:00:00 $20.40 $20.79 $19.94 $20.36 303566341 -0.196078 16.23082689 261175412 $19.96 $19.25 -3.55711 97 0.687623
120 1 GE 3/18/2011 09:00:00 $19.96 $20.09 $18.60 $19.25 520516218 -3.55711 71.46703956 303566341 $19.68 $19.75 0.355691 90 0.727273
121 1 GE 3/25/2011 09:00:00 $19.68 $19.93 $19.25 $19.75 227819072 0.355691 -56.23208958 520516218 $19.81 $20.34 2.67542 83 0.708861
122 1 HD 1/7/2011 09:00:00 $35.20 $35.57 $34.18 $34.38 56576860 -2.32955 $34.16 $35.89 5.0644 60 0.727167
123 1 HD 1/14/2011 09:00:00 $34.16 $35.89 $34.07 $35.89 41918450 5.0644 -25.9088433 56576860 $35.97 $36.51 1.50125 53 0.696573
124 1 HD 1/21/2011 09:00:00 $35.97 $36.99 $35.48 $36.51 45249920 1.50125 7.94750283 41918450 $36.46 $36.70 0.658256 46 0.684744
125 1 HD 1/28/2011 09:00:00 $36.46 $38.12 $36.30 $36.70 63397367 0.658256 40.10492615 45249920 $37.13 $36.80 -0.888769 39 0.681199
126 1 HD 2/4/2011 09:00:00 $37.13 $37.18 $36.38 $36.80 41844858 -0.888769 -33.99590554 63397367 $36.80 $37.48 1.84783 32 0.679348
127 1 HD 2/11/2011 09:00:00 $36.80 $37.48 $36.41 $37.48 36079400 1.84783 -13.77817556 41844858 $37.47 $38.48 2.69549 25 0.667022
128 1 HD 2/18/2011 09:00:00 $37.47 $38.48 $37.27 $38.48 30619613 2.69549 -15.13269899 36079400 $39.30 $37.08 -5.64885 18 0.649688
129 1 HD 2/25/2011 09:00:00 $39.30 $39.38 $36.78 $37.08 54816070 -5.64885 79.02273944 30619613 $37.15 $37.22 0.188425 11 0.674218
130 1 HD 3/4/2011 09:00:00 $37.15 $37.86 $36.33 $37.22 49763519 0.188425 -9.217280626 54816070 $37.26 $37.14 -0.322061 4 0.671682
131 1 HD 3/11/2011 09:00:00 $37.26 $37.78 $36.54 $37.14 49156185 -0.322061 -1.220440218 49763519 $36.92 $36.00 -2.49187 95 0.673129
132 1 HD 3/18/2011 09:00:00 $36.92 $36.94 $35.43 $36.00 52758908 -2.49187 7.329134676 49156185 $36.29 $37.42 3.11381 88 0.694444
133 1 HD 3/25/2011 09:00:00 $36.29 $37.82 $36.03 $37.42 40337534 3.11381 -23.54365257 52758908 $37.46 $37.56 0.266951 81 0.668092
134 1 HPQ 1/7/2011 09:00:00 $42.22 $45.39 $42.22 $45.09 100020724 6.79773 $44.86 $46.25 3.09853 66 0.177423
135 1 HPQ 1/14/2011 09:00:00 $44.86 $46.25 $44.57 $46.25 65464211 3.09853 -34.54935299 100020724 $46.14 $47.23 2.36238 59 0.172973
136 1 HPQ 1/21/2011 09:00:00 $46.14 $47.64 $45.76 $47.23 82623453 2.36238 26.21163799 65464211 $46.69 $45.51 -2.52731 52 0.169384
137 1 HPQ 1/28/2011 09:00:00 $46.69 $47.83 $45.36 $45.51 84066350 -2.52731 1.746352818 82623453 $45.41 $47.43 4.44836 45 0.175786
138 1 HPQ 2/4/2011 09:00:00 $45.41 $47.52 $45.13 $47.43 74475624 4.44836 -11.40851958 84066350 $47.71 $48.64 1.94928 38 0.16867
139 1 HPQ 2/11/2011 09:00:00 $47.71 $49.39 $47.61 $48.64 84089936 1.94928 12.90934065 74475624 $48.45 $48.67 0.454076 31 0.164474
140 1 HPQ 2/18/2011 09:00:00 $48.45 $49.12 $47.54 $48.67 49401750 0.454076 -41.25129314 84089936 $47.57 $42.68 -10.2796 24 0.164372
141 1 HPQ 2/25/2011 09:00:00 $47.57 $48.55 $42.08 $42.68 211147488 -10.2796 327.4089238 49401750 $43.06 $42.61 -1.04505 17 0.187441
142 1 HPQ 3/4/2011 09:00:00 $43.06 $43.85 $42.06 $42.61 110702335 -1.04505 -47.57108595 211147488 $42.90 $41.73 -2.72727 10 0.187749
143 1 HPQ 3/11/2011 09:00:00 $42.90 $43.05 $41.26 $41.73 85140794 -2.72727 -23.0903359 110702335 $41.31 $41.32 0.0242072 3 0.191709
144 1 HPQ 3/18/2011 09:00:00 $41.31 $42.15 $40.10 $41.32 121051768 0.0242072 42.1783405 85140794 $41.85 $42.53 1.62485 87 0.314618
145 1 HPQ 3/25/2011 09:00:00 $41.85 $43.28 $41.35 $42.53 78089358 1.62485 -35.49093971 121051768 $42.42 $40.98 -3.39463 80 0.305667
146 1 IBM 1/7/2011 09:00:00 $147.21 $148.86 $146.64 $147.93 23492843 0.489097 $147.00 $150.00 2.04082 32 0.439397
147 1 IBM 1/14/2011 09:00:00 $147.00 $150.00 $146.00 $150.00 15335348 2.04082 -34.72331978 23492843 $149.82 $155.50 3.79122 25 0.433333
148 1 IBM 1/21/2011 09:00:00 $149.82 $156.78 $149.38 $155.50 35770931 3.79122 133.2580324 15335348 $155.42 $159.21 2.43855 18 0.418006
149 1 IBM 1/28/2011 09:00:00 $155.42 $164.35 $155.33 $159.21 32510483 2.43855 -9.114797711 35770931 $159.18 $164.00 3.02802 11 0.408266
150 1 IBM 2/4/2011 09:00:00 $159.18 $164.20 $158.68 $164.00 25377163 3.02802 -21.94159958 32510483 $164.08 $163.85 -0.140176 4 0.396341
151 1 IBM 2/11/2011 09:00:00 $164.08 $166.25 $163.18 $163.85 26106753 -0.140176 2.874986459 25377163 $164.18 $164.84 0.401998 84 0.457736
152 1 IBM 2/18/2011 09:00:00 $164.18 $164.84 $162.52 $164.84 14352613 0.401998 -45.02337001 26106753 $163.57 $162.28 -0.788653 77 0.454987
153 1 IBM 2/25/2011 09:00:00 $163.57 $164.26 $159.03 $162.28 21443811 -0.788653 49.40701738 14352613 $162.36 $161.83 -0.326435 70 0.462164
154 1 IBM 3/4/2011 09:00:00 $162.36 $164.31 $159.41 $161.83 21549118 -0.326435 0.491083418 21443811 $161.60 $162.43 0.513614 63 0.463449
155 1 IBM 3/11/2011 09:00:00 $161.60 $167.72 $158.85 $162.43 31119857 0.513614 44.41359967 21549118 $161.16 $155.89 -3.27004 56 0.461737
156 1 IBM 3/18/2011 09:00:00 $161.16 $161.98 $151.71 $155.89 41827781 -3.27004 34.40865426 31119857 $157.64 $162.18 2.87998 49 0.481108
157 1 IBM 3/25/2011 09:00:00 $157.64 $162.74 $157.07 $162.18 25381792 2.87998 -39.31833965 41827781 $161.54 $164.27 1.68998 42 0.462449
158 1 INTC 1/7/2011 09:00:00 $21.01 $21.21 $20.27 $20.66 386719626 -1.66587 $20.71 $21.08 1.78658 27 0.871249
159 1 INTC 1/14/2011 09:00:00 $20.71 $21.33 $20.57 $21.08 274111012 1.78658 -29.11892917 386719626 $21.03 $20.82 -0.998573 20 0.85389
160 1 INTC 1/21/2011 09:00:00 $21.03 $21.20 $20.62 $20.82 218479469 -0.998573 -20.29526016 274111012 $21.03 $21.46 2.0447 13 0.864553
161 1 INTC 1/28/2011 09:00:00 $21.03 $21.94 $20.93 $21.46 325168191 2.0447 48.83237884 218479469 $21.55 $21.68 0.603248 6 0.83877
162 1 INTC 2/4/2011 09:00:00 $21.55 $21.71 $21.03 $21.68 277969054 0.603248 -14.51529956 325168191 $21.74 $21.76 0.0919963 89 0.830258
163 1 INTC 2/11/2011 09:00:00 $21.74 $21.86 $21.35 $21.76 236842359 0.0919963 -14.79542216 277969054 $21.63 $22.14 2.35784 82 0.827206
164 1 INTC 2/18/2011 09:00:00 $21.63 $22.14 $21.28 $22.14 201181541 2.35784 -15.05677369 236842359 $21.95 $21.86 -0.410023 75 0.813008
165 1 INTC 2/25/2011 09:00:00 $21.95 $22.19 $21.01 $21.86 256135777 -0.410023 27.31574464 201181541 $21.75 $21.56 -0.873563 68 0.823422
166 1 INTC 3/4/2011 09:00:00 $21.75 $22.08 $21.35 $21.56 291751623 -0.873563 13.90506489 256135777 $21.69 $20.87 -3.78054 61 0.834879
167 1 INTC 3/11/2011 09:00:00 $21.69 $21.74 $20.61 $20.87 289874871 -3.78054 -0.643270457 291751623 $20.66 $19.93 -3.5334 54 0.862482
168 1 INTC 3/18/2011 09:00:00 $20.66 $20.88 $19.71 $19.93 347426088 -3.5334 19.85381375 289874871 $19.90 $20.37 2.36181 47 0.903161
169 1 INTC 3/25/2011 09:00:00 $19.90 $20.60 $19.88 $20.37 229150771 2.36181 -34.04330333 347426088 $20.44 $19.72 -3.5225 40 0.883652
170 1 JNJ 1/7/2011 09:00:00 $62.63 $63.54 $62.53 $62.60 57774737 -0.0479004 $62.29 $62.55 0.417402 49 0.86262
171 1 JNJ 1/14/2011 09:00:00 $62.29 $62.98 $62.00 $62.55 34950419 0.417402 -39.50570645 57774737 $62.21 $62.66 0.723356 42 0.863309
172 1 JNJ 1/21/2011 09:00:00 $62.21 $63.25 $62.01 $62.66 47999880 0.723356 37.33706597 34950419 $62.56 $60.01 -4.07609 35 0.861794
173 1 JNJ 1/28/2011 09:00:00 $62.56 $62.72 $60.00 $60.01 86229071 -4.07609 79.64434703 47999880 $60.16 $60.84 1.13032 28 0.89985
174 1 JNJ 2/4/2011 09:00:00 $60.16 $60.99 $59.69 $60.84 63641929 1.13032 -26.19434692 86229071 $60.88 $60.70 -0.295664 21 0.887574
175 1 JNJ 2/11/2011 09:00:00 $60.88 $61.17 $60.42 $60.70 42897125 -0.295664 -32.596127 63641929 $60.69 $61.11 0.692042 14 0.889621
176 1 JNJ 2/18/2011 09:00:00 $60.69 $61.11 $60.33 $61.11 33273371 0.692042 -22.43449648 42897125 $60.68 $59.64 -1.71391 7 0.883652
177 1 JNJ 2/25/2011 09:00:00 $60.68 $61.08 $59.36 $59.64 46786798 -1.71391 40.61333912 33273371 $59.93 $61.06 1.88553 0 0.905433
178 1 JNJ 3/4/2011 09:00:00 $59.93 $61.50 $59.77 $61.06 63576642 1.88553 35.88585823 46786798 $61.09 $59.69 -2.2917 83 0.933508
179 1 JNJ 3/11/2011 09:00:00 $61.09 $61.10 $59.11 $59.69 53844149 -2.2917 -15.30828413 63576642 $59.49 $58.57 -1.54648 76 0.954934
180 1 JNJ 3/18/2011 09:00:00 $59.49 $59.49 $57.50 $58.57 71716802 -1.54648 33.19330574 53844149 $58.67 $58.98 0.528379 69 0.973194
181 1 JNJ 3/25/2011 09:00:00 $58.67 $59.16 $58.50 $58.98 47498000 0.528379 -33.77005294 71716802 $58.98 $59.49 0.8647 62 0.966429
182 1 JPM 1/7/2011 09:00:00 $43.00 $44.95 $42.64 $43.64 234547885 1.48837 $43.27 $44.91 3.79015 87 0.572869
183 1 JPM 1/14/2011 09:00:00 $43.27 $44.97 $43.00 $44.91 144662779 3.79015 -38.32271009 234547885 $45.02 $45.29 0.599733 80 0.556669
184 1 JPM 1/21/2011 09:00:00 $45.02 $45.54 $43.60 $45.29 182971761 0.599733 26.48157478 144662779 $45.21 $44.54 -1.48197 73 0.551998
185 1 JPM 1/28/2011 09:00:00 $45.21 $45.88 $44.26 $44.54 154832501 -1.48197 -15.37901797 182971761 $44.41 $44.59 0.405314 66 0.561293
186 1 JPM 2/4/2011 09:00:00 $44.41 $46.00 $44.30 $44.59 137430065 0.405314 -11.23952393 154832501 $44.75 $46.57 4.06704 59 0.560664
187 1 JPM 2/11/2011 09:00:00 $44.75 $46.89 $44.65 $46.57 162434145 4.06704 18.19403927 137430065 $46.00 $48.00 4.34783 52 0.536826
188 1 JPM 2/18/2011 09:00:00 $46.00 $48.00 $46.00 $48.00 131941706 4.34783 -18.77218549 162434145 $47.20 $46.68 -1.10169 45 0.520833
189 1 JPM 2/25/2011 09:00:00 $47.20 $47.27 $45.21 $46.68 139540125 -1.10169 5.758921292 131941706 $46.81 $45.52 -2.75582 38 0.535561
190 1 JPM 3/4/2011 09:00:00 $46.81 $47.18 $45.07 $45.52 139051830 -2.75582 -0.349931606 139540125 $45.62 $45.74 0.263043 31 0.549209
191 1 JPM 3/11/2011 09:00:00 $45.62 $47.10 $44.76 $45.74 140414285 0.263043 0.979818101 139051830 $45.42 $45.74 0.704535 24 0.546568
192 1 JPM 3/18/2011 09:00:00 $45.42 $46.18 $43.40 $45.74 226413618 0.704535 61.24685462 140414285 $46.28 $45.86 -0.907519 17 0.546568
193 1 JPM 3/25/2011 09:00:00 $46.28 $46.38 $44.77 $45.86 117959443 -0.907519 -47.9009063 226413618 $46.10 $46.35 0.542299 10 0.545137
194 1 KRFT 1/7/2011 09:00:00 $31.76 $31.76 $31.14 $31.19 44971770 -1.79471 $30.91 $31.34 1.39114 81 0.929785
195 1 KRFT 1/14/2011 09:00:00 $30.91 $31.72 $30.89 $31.34 24955086 1.39114 -44.50944226 44971770 $31.41 $31.35 -0.191022 74 0.925335
196 1 KRFT 1/21/2011 09:00:00 $31.41 $31.52 $30.89 $31.35 41200255 -0.191022 65.09762779 24955086 $31.39 $30.53 -2.73973 67 0.92504
197 1 KRFT 1/28/2011 09:00:00 $31.39 $31.77 $30.50 $30.53 55657855 -2.73973 35.09104495 41200255 $30.53 $31.19 2.16181 60 0.949885
198 1 KRFT 2/4/2011 09:00:00 $30.53 $31.22 $30.21 $31.19 34764359 2.16181 -37.53916855 55657855 $31.18 $30.66 -1.66774 53 0.929785
199 1 KRFT 2/11/2011 09:00:00 $31.18 $31.25 $30.24 $30.66 65912258 -1.66774 89.59721938 34764359 $30.67 $30.91 0.782524 46 0.945858
200 1 KRFT 2/18/2011 09:00:00 $30.67 $30.93 $30.26 $30.91 38172345 0.782524 -42.08612152 65912258 $30.72 $31.71 3.22266 39 0.938208
201 1 KRFT 2/25/2011 09:00:00 $30.72 $32.20 $30.66 $31.71 50462721 3.22266 32.19706832 38172345 $31.82 $31.58 -0.754243 32 0.914538
202 1 KRFT 3/4/2011 09:00:00 $31.82 $31.88 $31.28 $31.58 55211152 -0.754243 9.409779944 50462721 $31.56 $31.70 0.443599 25 0.918303
203 1 KRFT 3/11/2011 09:00:00 $31.56 $31.79 $31.18 $31.70 41766976 0.443599 -24.3504718 55211152 $31.51 $30.99 -1.65027 18 0.914827
204 1 KRFT 3/18/2011 09:00:00 $31.51 $31.60 $30.45 $30.99 51736270 -1.65027 23.86884317 41766976 $30.78 $31.26 1.55945 11 0.935786
205 1 KRFT 3/25/2011 09:00:00 $30.78 $31.49 $30.43 $31.26 41958399 1.55945 -18.899451 51736270 $31.35 $31.61 0.829346 4 0.927703
206 1 KO 1/7/2011 09:00:00 $65.88 $65.88 $62.56 $62.92 59802189 -4.49302 $62.70 $63.13 0.685805 63 0.74698
207 1 KO 1/14/2011 09:00:00 $62.70 $63.86 $62.56 $63.13 31297830 0.685805 -47.6644074 59802189 $63.21 $62.77 -0.696092 56 0.744496
208 1 KO 1/21/2011 09:00:00 $63.21 $63.92 $62.72 $62.77 36000586 -0.696092 15.02582128 31297830 $62.87 $62.21 -1.04979 49 0.748765
209 1 KO 1/28/2011 09:00:00 $62.87 $63.31 $62.14 $62.21 42141599 -1.04979 17.05809178 36000586 $62.32 $62.56 0.385109 42 0.755506
210 1 KO 2/4/2011 09:00:00 $62.32 $63.48 $61.89 $62.56 34863226 0.385109 -17.27123121 42141599 $62.67 $63.57 1.43609 35 0.751279
211 1 KO 2/11/2011 09:00:00 $62.67 $64.75 $62.32 $63.57 46269528 1.43609 32.71728784 34863226 $63.67 $64.55 1.38213 28 0.739342
212 1 KO 2/18/2011 09:00:00 $63.67 $64.72 $62.55 $64.55 29937386 1.38213 -35.29783576 46269528 $63.36 $64.31 1.49937 21 0.728118
213 1 KO 2/25/2011 09:00:00 $63.36 $64.40 $63.33 $64.31 32331825 1.49937 7.998156552 29937386 $64.17 $65.21 1.62069 14 0.730835
214 1 KO 3/4/2011 09:00:00 $64.17 $65.87 $63.86 $65.21 61665987 1.62069 90.72844481 32331825 $65.32 $64.81 -0.780772 7 0.720748
215 1 KO 3/11/2011 09:00:00 $65.32 $65.84 $64.47 $64.81 44560041 -0.780772 -27.73967763 61665987 $64.34 $62.70 -2.54896 0 0.725197
216 1 KO 3/18/2011 09:00:00 $64.34 $64.61 $61.29 $62.70 59542953 -2.54896 33.62409833 44560041 $63.13 $65.22 3.31063 87 0.749601
217 1 KO 3/25/2011 09:00:00 $63.13 $65.39 $63.05 $65.22 29853434 3.31063 -49.86235567 59542953 $65.20 $67.22 3.09816 80 0.720638
218 1 MCD 1/7/2011 09:00:00 $77.10 $77.59 $73.59 $74.37 85400677 -3.54086 $74.25 $74.06 -0.255892 49 0.820223
219 1 MCD 1/14/2011 09:00:00 $74.25 $74.49 $72.46 $74.06 44895850 -0.255892 -47.42916382 85400677 $74.65 $75.01 0.482251 42 0.823656
220 1 MCD 1/21/2011 09:00:00 $74.65 $75.75 $74.31 $75.01 40056497 0.482251 -10.77906533 44895850 $74.25 $73.28 -1.3064 35 0.813225
221 1 MCD 1/28/2011 09:00:00 $74.25 $75.85 $73.05 $73.28 46734907 -1.3064 16.67247638 40056497 $73.80 $74.05 0.338753 28 0.832424
222 1 MCD 2/4/2011 09:00:00 $73.80 $74.50 $73.08 $74.05 41519549 0.338753 -11.15944876 46734907 $74.13 $76.14 2.71145 21 0.823768
223 1 MCD 2/11/2011 09:00:00 $74.13 $76.32 $73.30 $76.14 39363816 2.71145 -5.192091561 41519549 $76.07 $76.13 0.0788747 14 0.801156
224 1 MCD 2/18/2011 09:00:00 $76.07 $76.45 $75.70 $76.13 16734140 0.0788747 -57.48852195 39363816 $75.95 $74.44 -1.98815 7 0.801261
225 1 MCD 2/25/2011 09:00:00 $75.95 $76.45 $74.42 $74.44 27881213 -1.98815 66.61276289 16734140 $74.51 $76.03 2.03999 0 0.819452
226 1 MCD 3/4/2011 09:00:00 $74.51 $76.63 $73.64 $76.03 41047787 2.03999 47.22382057 27881213 $76.38 $76.73 0.458235 84 0.802315
227 1 MCD 3/11/2011 09:00:00 $76.38 $77.25 $74.97 $76.73 34855064 0.458235 -15.08661843 41047787 $76.10 $72.99 -4.08673 77 0.794995
228 1 MCD 3/18/2011 09:00:00 $76.10 $76.41 $72.89 $72.99 40853280 -4.08673 17.20902306 34855064 $73.50 $75.25 2.38095 70 0.835731
229 1 MCD 3/25/2011 09:00:00 $73.50 $75.75 $73.38 $75.25 23877441 2.38095 -41.55318496 40853280 $75.55 $75.99 0.582396 63 0.810631
230 1 MMM 1/7/2011 09:00:00 $86.75 $87.90 $85.63 $86.23 16166921 -0.599424 $85.70 $88.10 2.80047 40 0.637829
231 1 MMM 1/14/2011 09:00:00 $85.70 $88.80 $85.70 $88.10 11585909 2.80047 -28.33571092 16166921 $87.84 $89.29 1.65073 33 0.624291
232 1 MMM 1/21/2011 09:00:00 $87.84 $89.39 $87.25 $89.29 10705548 1.65073 -7.598549238 11585909 $89.21 $87.44 -1.98408 26 0.61597
233 1 MMM 1/28/2011 09:00:00 $89.21 $90.50 $87.20 $87.44 26110543 -1.98408 143.8973045 10705548 $87.93 $88.29 0.409417 19 0.629003
234 1 MMM 2/4/2011 09:00:00 $87.93 $88.45 $87.31 $88.29 14960948 0.409417 -42.70150567 26110543 $88.17 $91.80 4.11705 12 0.622947
235 1 MMM 2/11/2011 09:00:00 $88.17 $91.95 $87.81 $91.80 16315175 4.11705 9.051745919 14960948 $91.72 $92.96 1.35194 5 0.599129
236 1 MMM 2/18/2011 09:00:00 $91.72 $92.96 $91.00 $92.96 13431331 1.35194 -17.6758386 16315175 $92.73 $90.25 -2.67443 89 0.591652
237 1 MMM 2/25/2011 09:00:00 $92.73 $93.65 $89.27 $90.25 17249356 -2.67443 28.42625947 13431331 $91.90 $92.19 0.31556 82 0.609418
238 1 MMM 3/4/2011 09:00:00 $91.90 $93.40 $90.24 $92.19 17453306 0.31556 1.182362982 17249356 $92.58 $91.61 -1.04774 75 0.596594
239 1 MMM 3/11/2011 09:00:00 $92.58 $94.16 $89.71 $91.61 18144593 -1.04774 3.960779694 17453306 $91.21 $88.98 -2.44491 68 0.600371
240 1 MMM 3/18/2011 09:00:00 $91.21 $91.21 $86.91 $88.98 23633329 -2.44491 30.24998136 18144593 $90.27 $92.27 2.21558 61 0.618116
241 1 MMM 3/25/2011 09:00:00 $90.27 $92.98 $90.17 $92.27 14970403 2.21558 -36.65554692 23633329 $92.42 $93.13 0.768232 54 0.596077
242 1 MRK 1/7/2011 09:00:00 $36.29 $37.35 $35.85 $37.35 72760487 2.92091 $37.26 $34.23 -8.13204 63 1.0174
243 1 MRK 1/14/2011 09:00:00 $37.26 $37.61 $34.23 $34.23 108158891 -8.13204 48.65058696 72760487 $34.07 $33.90 -0.498973 56 1.11014
244 1 MRK 1/21/2011 09:00:00 $34.07 $34.30 $33.48 $33.90 131132702 -0.498973 21.24079749 108158891 $33.99 $33.07 -2.70668 49 1.12094
245 1 MRK 1/28/2011 09:00:00 $33.99 $33.99 $33.00 $33.07 110066602 -2.70668 -16.06471893 131132702 $33.29 $32.89 -1.20156 42 1.14908
246 1 MRK 2/4/2011 09:00:00 $33.29 $34.04 $32.51 $32.89 114880019 -1.20156 4.373185792 110066602 $32.94 $33.07 0.394657 35 1.15537
247 1 MRK 2/11/2011 09:00:00 $32.94 $33.30 $32.74 $33.07 62039482 0.394657 -45.99628156 114880019 $32.97 $32.85 -0.363967 28 1.14908
248 1 MRK 2/18/2011 09:00:00 $32.97 $33.19 $32.65 $32.85 54419625 -0.363967 -12.28227051 62039482 $32.75 $32.19 -1.70992 21 1.15677
249 1 MRK 2/25/2011 09:00:00 $32.75 $32.80 $31.85 $32.19 57467917 -1.70992 5.601457195 54419625 $32.20 $33.06 2.67081 14 1.18049
250 1 MRK 3/4/2011 09:00:00 $32.20 $33.36 $32.19 $33.06 128028062 2.67081 122.7818036 57467917 $33.00 $32.73 -0.818182 7 1.14943
251 1 MRK 3/11/2011 09:00:00 $33.00 $33.48 $32.45 $32.73 91319466 -0.818182 -28.67230467 128028062 $32.50 $31.91 -1.81538 0 1.16101
252 1 MRK 3/18/2011 09:00:00 $32.50 $32.60 $31.06 $31.91 86394177 -1.81538 -5.393471092 91319466 $32.09 $32.57 1.49579 87 1.19085
253 1 MRK 3/25/2011 09:00:00 $32.09 $32.90 $32.04 $32.57 66135182 1.49579 -23.44949128 86394177 $32.54 $33.07 1.62876 80 1.16672
254 1 MSFT 1/7/2011 09:00:00 $28.05 $28.85 $27.77 $28.60 328646154 1.96078 $28.20 $28.30 0.35461 39 0.559441
255 1 MSFT 1/14/2011 09:00:00 $28.20 $28.50 $28.00 $28.30 227601331 0.35461 -30.74577985 328646154 $28.16 $28.02 -0.497159 32 0.565371
256 1 MSFT 1/21/2011 09:00:00 $28.16 $28.74 $28.02 $28.02 220040646 -0.497159 -3.321898412 227601331 $28.02 $27.75 -0.963597 25 0.571021
257 1 MSFT 1/28/2011 09:00:00 $28.02 $29.46 $27.45 $27.75 457318851 -0.963597 107.8338068 220040646 $27.77 $27.77 0 18 0.576577
258 1 MSFT 2/4/2011 09:00:00 $27.77 $28.11 $27.42 $27.77 274432773 0 -39.99093359 457318851 $27.80 $27.25 -1.97842 11 0.576161
259 1 MSFT 2/11/2011 09:00:00 $27.80 $28.34 $27.07 $27.25 317408348 -1.97842 15.65978237 274432773 $27.20 $27.06 -0.514706 4 0.587156
260 1 MSFT 2/18/2011 09:00:00 $27.20 $27.37 $26.60 $27.06 228916129 -0.514706 -27.87961298 317408348 $26.78 $26.55 -0.85885 88 0.591279
261 1 MSFT 2/25/2011 09:00:00 $26.78 $27.10 $26.43 $26.55 238628349 -0.85885 4.242697988 228916129 $26.69 $25.95 -2.77257 81 0.602637
262 1 MSFT 3/4/2011 09:00:00 $26.69 $26.86 $25.80 $25.95 298801508 -2.77257 25.2162659 238628349 $26.13 $25.68 -1.72216 74 0.61657
263 1 MSFT 3/11/2011 09:00:00 $26.13 $26.27 $25.35 $25.68 271799244 -1.72216 -9.036856668 298801508 $25.49 $24.80 -2.70694 67 0.623053
264 1 MSFT 3/18/2011 09:00:00 $25.49 $25.76 $24.68 $24.80 379216242 -2.70694 39.52071257 271799244 $25.18 $25.62 1.74742 60 0.645161
265 1 MSFT 3/25/2011 09:00:00 $25.18 $25.95 $25.15 $25.62 217545216 1.74742 -42.63293817 379216242 $25.66 $25.48 -0.701481 53 0.624512
266 1 PFE 1/7/2011 09:00:00 $17.70 $18.38 $17.62 $18.34 386804789 3.61582 $18.22 $18.34 0.658617 26 1.09051
267 1 PFE 1/14/2011 09:00:00 $18.22 $18.48 $18.13 $18.34 218359623 0.658617 -43.54784915 386804789 $18.35 $18.36 0.0544959 19 1.09051
268 1 PFE 1/21/2011 09:00:00 $18.35 $18.49 $18.02 $18.36 159663706 0.0544959 -26.88038942 218359623 $18.33 $18.15 -0.981997 12 1.08932
269 1 PFE 1/28/2011 09:00:00 $18.33 $18.76 $18.14 $18.15 277157388 -0.981997 73.58822173 159663706 $18.19 $19.30 6.10225 5 1.10193
270 1 PFE 2/4/2011 09:00:00 $18.19 $19.39 $18.16 $19.30 358819619 6.10225 29.46420862 277157388 $19.27 $18.83 -2.28334 96 1.03627
271 1 PFE 2/11/2011 09:00:00 $19.27 $19.30 $18.62 $18.83 180912039 -2.28334 -49.58134131 358819619 $18.82 $19.19 1.96599 89 1.06213
272 1 PFE 2/18/2011 09:00:00 $18.82 $19.39 $18.72 $19.19 153153528 1.96599 -15.34365051 180912039 $18.88 $18.86 -0.105932 82 1.04221
273 1 PFE 2/25/2011 09:00:00 $18.88 $19.13 $18.67 $18.86 177077740 -0.105932 15.6210649 153153528 $18.95 $19.66 3.7467 75 1.06045
274 1 PFE 3/4/2011 09:00:00 $18.95 $19.90 $18.90 $19.66 257979737 3.7467 45.68727667 177077740 $19.64 $19.47 -0.86558 68 1.01729
275 1 PFE 3/11/2011 09:00:00 $19.64 $19.75 $19.30 $19.47 195391037 -0.86558 -24.26109148 257979737 $19.45 $20.18 3.75321 61 1.02722
276 1 PFE 3/18/2011 09:00:00 $19.45 $20.29 $19.15 $20.18 457640533 3.75321 134.2177717 195391037 $20.32 $20.35 0.147638 54 0.99108
277 1 PFE 3/25/2011 09:00:00 $20.32 $20.50 $19.74 $20.35 215914627 0.147638 -52.82003856 457640533 $20.42 $20.38 -0.195886 47 0.982801
278 1 PG 1/7/2011 09:00:00 $64.39 $65.08 $64.00 $64.50 52323352 0.170834 $64.40 $65.53 1.75466 12 0.744186
279 1 PG 1/14/2011 09:00:00 $64.40 $65.53 $63.40 $65.53 41932473 1.75466 -19.85897043 52323352 $65.65 $65.91 0.39604 5 0.732489
280 1 PG 1/21/2011 09:00:00 $65.65 $65.95 $65.05 $65.91 46213962 0.39604 10.21043762 41932473 $65.90 $64.20 -2.57967 96 0.804127
281 1 PG 1/28/2011 09:00:00 $65.90 $66.95 $63.14 $64.20 70042160 -2.57967 51.56060413 46213962 $64.35 $63.61 -1.14996 89 0.825545
282 1 PG 2/4/2011 09:00:00 $64.35 $64.36 $62.30 $63.61 57201539 -1.14996 -18.33270276 70042160 $63.95 $64.73 1.2197 82 0.833202
283 1 PG 2/11/2011 09:00:00 $63.95 $64.97 $63.80 $64.73 51999812 1.2197 -9.093683651 57201539 $64.80 $64.30 -0.771605 75 0.818786
284 1 PG 2/18/2011 09:00:00 $64.80 $64.80 $63.40 $64.30 36098973 -0.771605 -30.57864709 51999812 $63.73 $62.84 -1.39652 68 0.824261
285 1 PG 2/25/2011 09:00:00 $63.73 $64.40 $62.53 $62.84 47748854 -1.39652 32.2720566 36098973 $62.80 $62.03 -1.22611 61 0.843412
286 1 PG 3/4/2011 09:00:00 $62.80 $63.65 $61.56 $62.03 59801160 -1.22611 25.2410372 47748854 $62.00 $61.49 -0.822581 54 0.854425
287 1 PG 3/11/2011 09:00:00 $62.00 $62.30 $61.12 $61.49 52731797 -0.822581 -11.82144795 59801160 $61.04 $60.60 -0.720839 47 0.861929
288 1 PG 3/18/2011 09:00:00 $61.04 $61.39 $59.70 $60.60 66311521 -0.720839 25.75243927 52731797 $60.96 $60.88 -0.131234 40 0.874587
289 1 PG 3/25/2011 09:00:00 $60.96 $61.52 $60.54 $60.88 41351155 -0.131234 -37.64106994 66311521 $61.08 $62.08 1.6372 33 0.870565
290 1 T 1/7/2011 09:00:00 $29.68 $30.10 $28.66 $28.85 157834347 -2.7965 $28.54 $28.43 -0.385424 30 1.49047
291 1 T 1/14/2011 09:00:00 $28.54 $28.61 $27.71 $28.43 170616350 -0.385424 8.098365941 157834347 $28.55 $28.33 -0.770578 23 1.51249
292 1 T 1/21/2011 09:00:00 $28.55 $28.59 $28.15 $28.33 130584257 -0.770578 -23.46322202 170616350 $28.46 $27.49 -3.40829 16 1.51783
293 1 T 1/28/2011 09:00:00 $28.46 $28.95 $27.41 $27.49 171464186 -3.40829 31.30540384 130584257 $27.42 $27.97 2.00584 9 1.56421
294 1 T 2/4/2011 09:00:00 $27.42 $28.06 $27.20 $27.97 118469916 2.00584 -30.90690321 171464186 $27.97 $28.47 1.78763 2 1.53736
295 1 T 2/11/2011 09:00:00 $27.97 $28.59 $27.63 $28.47 128889979 1.78763 8.795535062 118469916 $28.40 $28.57 0.598592 54 1.51036
296 1 T 2/18/2011 09:00:00 $28.40 $28.57 $28.00 $28.57 88244232 0.598592 -31.53522664 128889979 $28.32 $28.13 -0.670904 47 1.50508
297 1 T 2/25/2011 09:00:00 $28.32 $28.42 $27.61 $28.13 94960503 -0.670904 7.611002836 88244232 $28.25 $27.92 -1.16814 40 1.52862
298 1 T 3/4/2011 09:00:00 $28.25 $28.53 $27.79 $27.92 118740085 -1.16814 25.04155017 94960503 $27.95 $28.46 1.82469 33 1.54011
299 1 T 3/11/2011 09:00:00 $27.95 $28.89 $27.73 $28.46 139153253 1.82469 17.19147161 118740085 $28.32 $27.94 -1.34181 26 1.51089
300 1 T 3/18/2011 09:00:00 $28.32 $28.42 $27.27 $27.94 153806769 -1.34181 10.53048756 139153253 $28.77 $28.85 0.278067 19 1.53901
301 1 T 3/25/2011 09:00:00 $28.77 $29.10 $27.95 $28.85 169105318 0.278067 9.946603195 153806769 $29.02 $30.62 5.51344 12 1.49047
302 1 TRV 1/7/2011 09:00:00 $56.09 $56.34 $52.88 $53.33 20010115 -4.92066 $53.12 $54.63 2.84262 60 0.675042
303 1 TRV 1/14/2011 09:00:00 $53.12 $54.84 $52.96 $54.63 14820631 2.84262 -25.93430373 20010115 $54.62 $55.00 0.695716 53 0.658979
304 1 TRV 1/21/2011 09:00:00 $54.62 $55.24 $54.07 $55.00 13631048 0.695716 -8.026534093 14820631 $55.14 $55.81 1.21509 46 0.654545
305 1 TRV 1/28/2011 09:00:00 $55.14 $57.78 $54.97 $55.81 26595621 1.21509 95.11061072 13631048 $55.81 $57.41 2.86687 39 0.645046
306 1 TRV 2/4/2011 09:00:00 $55.81 $57.52 $55.81 $57.41 27494461 2.86687 3.379654117 26595621 $57.32 $58.99 2.91347 32 0.627068
307 1 TRV 2/11/2011 09:00:00 $57.32 $59.12 $56.97 $58.99 19539527 2.91347 -28.93286033 27494461 $58.84 $60.92 3.53501 25 0.610273
308 1 TRV 2/18/2011 09:00:00 $58.84 $60.92 $58.53 $60.92 14107769 3.53501 -27.79882031 19539527 $60.60 $59.60 -1.65016 18 0.590939
309 1 TRV 2/25/2011 09:00:00 $60.60 $61.15 $59.05 $59.60 20849299 -1.65016 47.78593979 14107769 $59.60 $59.18 -0.704698 11 0.604027
310 1 TRV 3/4/2011 09:00:00 $59.60 $60.02 $58.53 $59.18 20284170 -0.704698 -2.710541971 20849299 $59.26 $58.88 -0.641242 4 0.608314
311 1 TRV 3/11/2011 09:00:00 $59.26 $59.72 $57.88 $58.88 15980871 -0.641242 -21.21506081 20284170 $58.47 $58.06 -0.701214 89 0.696332
312 1 TRV 3/18/2011 09:00:00 $58.47 $59.51 $57.51 $58.06 24832210 -0.701214 55.38708747 15980871 $58.44 $58.98 0.924025 82 0.706166
313 1 TRV 3/25/2011 09:00:00 $58.44 $59.28 $57.99 $58.98 14126721 0.924025 -43.11130181 24832210 $59.09 $59.71 1.04925 75 0.695151
314 1 UTX 1/7/2011 09:00:00 $79.19 $79.75 $78.40 $79.08 15797841 -0.138906 $78.27 $79.08 1.03488 40 0.543753
315 1 UTX 1/14/2011 09:00:00 $78.27 $79.90 $77.81 $79.08 12713121 1.03488 -19.52621247 15797841 $79.28 $80.20 1.16044 33 0.543753
316 1 UTX 1/21/2011 09:00:00 $79.28 $80.50 $78.98 $80.20 16471934 1.16044 29.56640623 12713121 $80.26 $81.43 1.45776 26 0.53616
317 1 UTX 1/28/2011 09:00:00 $80.26 $83.08 $80.26 $81.43 23565688 1.45776 43.06570194 16471934 $81.80 $82.52 0.880196 19 0.528061
318 1 UTX 2/4/2011 09:00:00 $81.80 $82.60 $80.66 $82.52 15689029 0.880196 -33.42426922 23565688 $82.85 $85.20 2.83645 12 0.521086
319 1 UTX 2/11/2011 09:00:00 $82.85 $85.46 $82.73 $85.20 16641148 2.83645 6.06869297 15689029 $85.07 $85.01 -0.0705302 5 0.504695
320 1 UTX 2/18/2011 09:00:00 $85.07 $85.44 $84.25 $85.01 11922670 -0.0705302 -28.35428181 16641148 $84.54 $83.37 -1.38396 89 0.564639
321 1 UTX 2/25/2011 09:00:00 $84.54 $84.69 $81.81 $83.37 15551183 -1.38396 30.43372835 11922670 $83.58 $82.86 -0.86145 82 0.575747
322 1 UTX 3/4/2011 09:00:00 $83.58 $84.24 $81.42 $82.86 19167224 -0.86145 23.25251397 15551183 $83.03 $81.28 -2.10767 75 0.57929
323 1 UTX 3/11/2011 09:00:00 $83.03 $84.05 $80.26 $81.28 22004496 -2.10767 14.80272782 19167224 $80.74 $80.16 -0.718355 68 0.590551
324 1 UTX 3/18/2011 09:00:00 $80.74 $81.23 $77.05 $80.16 26234929 -0.718355 19.22531195 22004496 $81.30 $83.52 2.73063 61 0.598802
325 1 UTX 3/25/2011 09:00:00 $81.30 $83.59 $80.57 $83.52 19032729 2.73063 -27.4527139 26234929 $83.75 $85.32 1.87463 54 0.574713
326 1 VZ 1/7/2011 09:00:00 $36.06 $37.70 $35.41 $35.93 141938064 -0.36051 $36.55 $35.46 -2.98222 89 1.36376
327 1 VZ 1/14/2011 09:00:00 $36.55 $36.58 $34.98 $35.46 130610954 -2.98222 -7.980318796 141938064 $35.38 $34.95 -1.21538 82 1.38184
328 1 VZ 1/21/2011 09:00:00 $35.38 $35.51 $34.35 $34.95 108296302 -1.21538 -17.08482429 130610954 $34.88 $35.63 2.15023 75 1.402
329 1 VZ 1/28/2011 09:00:00 $34.88 $36.59 $34.88 $35.63 124127036 2.15023 14.61798206 108296302 $35.64 $36.31 1.87991 68 1.37525
330 1 VZ 2/4/2011 09:00:00 $35.64 $36.48 $35.38 $36.31 72890565 1.87991 -41.2774466 124127036 $36.30 $36.39 0.247934 61 1.34949
331 1 VZ 2/11/2011 09:00:00 $36.30 $36.77 $35.77 $36.39 78429505 0.247934 7.598980746 72890565 $36.31 $36.62 0.853759 54 1.34652
332 1 VZ 2/18/2011 09:00:00 $36.31 $36.62 $35.66 $36.62 68915874 0.853759 -12.13016836 78429505 $36.24 $35.97 -0.745033 47 1.33807
333 1 VZ 2/25/2011 09:00:00 $36.24 $36.32 $35.34 $35.97 57673647 -0.745033 -16.31297167 68915874 $36.06 $36.08 0.0554631 40 1.36225
334 1 VZ 3/4/2011 09:00:00 $36.06 $36.94 $35.85 $36.08 80086312 0.0554631 38.86118906 57673647 $36.13 $35.85 -0.774979 33 1.35809
335 1 VZ 3/11/2011 09:00:00 $36.13 $36.65 $35.65 $35.85 66137992 -0.774979 -17.41660922 80086312 $35.74 $35.84 0.279799 26 1.36681
336 1 VZ 3/18/2011 09:00:00 $35.74 $35.84 $33.36 $35.84 124202175 0.279799 87.7924794 66137992 $36.66 $37.29 1.71849 19 1.36719
337 1 VZ 3/25/2011 09:00:00 $36.66 $37.32 $36.37 $37.29 79604168 1.71849 -35.90758938 124202175 $37.44 $38.47 2.75107 12 1.31403
338 1 WMT 1/7/2011 09:00:00 $54.23 $55.07 $53.76 $54.08 64231179 -0.2766 $53.65 $54.81 2.16216 61 0.684172
339 1 WMT 1/14/2011 09:00:00 $53.65 $55.36 $53.54 $54.81 48929455 2.16216 -23.82289137 64231179 $55.11 $55.73 1.12502 54 0.675059
340 1 WMT 1/21/2011 09:00:00 $55.11 $56.27 $54.71 $55.73 53009787 1.12502 8.339214079 48929455 $55.39 $56.70 2.36505 47 0.663915
341 1 WMT 1/28/2011 09:00:00 $55.39 $57.90 $55.30 $56.70 69546259 2.36505 31.19513006 53009787 $56.45 $56.03 -0.744021 40 0.652557
342 1 WMT 2/4/2011 09:00:00 $56.45 $56.58 $55.39 $56.03 60981950 -0.744021 -12.31455023 69546259 $56.07 $55.69 -0.677724 33 0.660361
343 1 WMT 2/11/2011 09:00:00 $56.07 $56.73 $55.30 $55.69 49477410 -0.677724 -18.86548397 60981950 $55.26 $55.38 0.217155 26 0.664392
344 1 WMT 2/18/2011 09:00:00 $55.26 $55.38 $54.35 $55.38 51556658 0.217155 4.202418841 49477410 $53.81 $51.75 -3.82828 19 0.668111
345 1 WMT 2/25/2011 09:00:00 $53.81 $54.01 $51.52 $51.75 92696912 -3.82828 79.79620013 51556658 $51.75 $52.07 0.618357 12 0.714976
346 1 WMT 3/4/2011 09:00:00 $51.75 $52.60 $51.68 $52.07 74964203 0.618357 -19.12977317 92696912 $52.26 $52.59 0.631458 5 0.710582
347 1 WMT 3/11/2011 09:00:00 $52.26 $53.88 $51.75 $52.59 69185186 0.631458 -7.709035471 74964203 $52.35 $51.52 -1.58548 61 0.703556
348 1 WMT 3/18/2011 09:00:00 $52.35 $52.52 $50.97 $51.52 63198175 -1.58548 -8.653602521 69185186 $51.73 $52.35 1.19853 54 0.718168
349 1 WMT 3/25/2011 09:00:00 $51.73 $52.95 $51.38 $52.35 53385178 1.19853 -15.52734236 63198175 $52.31 $52.13 -0.344102 47 0.706781
350 1 XOM 1/7/2011 09:00:00 $73.72 $75.90 $73.64 $75.59 101740933 2.53663 $75.13 $77.84 3.60708 52 0.582088
351 1 XOM 1/14/2011 09:00:00 $75.13 $77.84 $74.58 $77.84 74376886 3.60708 -26.89580899 101740933 $77.79 $78.98 1.52976 45 0.565262
352 1 XOM 1/21/2011 09:00:00 $77.79 $79.10 $76.77 $78.98 99941187 1.52976 34.37129782 74376886 $78.85 $78.99 0.177552 38 0.557103
353 1 XOM 1/28/2011 09:00:00 $78.85 $79.98 $77.93 $78.99 115376817 0.177552 15.4447135 99941187 $79.92 $83.28 4.2042 31 0.557033
354 1 XOM 2/4/2011 09:00:00 $79.92 $83.98 $79.01 $83.28 129743696 4.2042 12.45213672 115376817 $83.45 $82.82 -0.754943 24 0.528338
355 1 XOM 2/11/2011 09:00:00 $83.45 $84.00 $81.61 $82.82 85733429 -0.754943 -33.920929 129743696 $82.00 $84.50 3.04878 17 0.531273
356 1 XOM 2/18/2011 09:00:00 $82.00 $85.10 $81.80 $84.50 93325562 3.04878 8.855510725 85733429 $84.97 $85.34 0.435448 10 0.52071
357 1 XOM 2/25/2011 09:00:00 $84.97 $88.23 $84.73 $85.34 122018405 0.435448 30.74489174 93325562 $85.87 $85.08 -0.919995 3 0.515585
358 1 XOM 3/4/2011 09:00:00 $85.87 $86.56 $83.55 $85.08 102134160 -0.919995 -16.29610303 122018405 $85.84 $82.12 -4.33364 68 0.552421
359 1 XOM 3/11/2011 09:00:00 $85.84 $86.08 $80.10 $82.12 92727886 -4.33364 -9.209723759 102134160 $81.67 $80.85 -1.00404 61 0.572333
360 1 XOM 3/18/2011 09:00:00 $81.67 $82.64 $78.80 $80.85 123914255 -1.00404 33.63213629 92727886 $81.87 $83.62 2.13754 54 0.581323
361 1 XOM 3/25/2011 09:00:00 $81.87 $83.93 $81.86 $83.62 83364516 2.13754 -32.72403082 123914255 $83.86 $84.68 0.97782 47 0.562066
362 2 AA 4/1/2011 09:00:00 $17.13 $17.80 $17.02 $17.47 103320396 1.98482 8.131838957 95550392 $17.42 $17.92 2.87026 41 0.171723
363 2 AA 4/8/2011 09:00:00 $17.42 $18.47 $17.42 $17.92 129237024 2.87026 25.08374823 103320396 $18.06 $16.52 -8.52713 34 0.167411
364 2 AA 4/15/2011 09:00:00 $18.06 $18.19 $16.38 $16.52 213061090 -8.52713 64.86072134 129237024 $16.36 $16.97 3.72861 27 0.181598
365 2 AA 4/21/2011 09:00:00 $16.36 $16.97 $15.88 $16.97 85235391 3.72861 -59.99485828 213061090 $16.94 $17.00 0.354191 21 0.176783
366 2 AA 4/29/2011 09:00:00 $16.94 $17.24 $16.66 $17.00 90831895 0.354191 6.565939259 85235391 $17.27 $17.15 -0.694847 13 0.176471
367 2 AA 5/6/2011 09:00:00 $17.27 $17.96 $16.83 $17.15 225053559 -0.694847 147.7693094 90831895 $17.16 $17.10 -0.34965 6 0.174927
368 2 AA 5/13/2011 09:00:00 $17.16 $17.62 $16.75 $17.10 111630753 -0.34965 -50.39813923 225053559 $17.00 $16.26 -4.35294 82 0.175439
369 2 AA 5/20/2011 09:00:00 $17.00 $17.29 $16.26 $16.26 118281015 -4.35294 5.957374488 111630753 $15.96 $16.48 3.25815 75 0.184502
370 2 AA 5/27/2011 09:00:00 $15.96 $16.48 $15.83 $16.48 77236662 3.25815 -34.70071085 118281015 $16.73 $15.92 -4.8416 68 0.182039
371 2 AA 6/3/2011 09:00:00 $16.73 $16.83 $15.77 $15.92 77152591 -4.8416 -0.108848567 77236662 $15.92 $15.28 -4.0201 61 0.188442
372 2 AA 6/10/2011 09:00:00 $15.92 $16.03 $15.17 $15.28 94970970 -4.0201 23.09498459 77152591 $15.29 $14.72 -3.72793 54 0.196335
373 2 AA 6/17/2011 09:00:00 $15.29 $15.50 $14.59 $14.72 111273573 -3.72793 17.16588027 94970970 $14.67 $15.23 3.81731 47 0.203804
374 2 AA 6/24/2011 09:00:00 $14.67 $15.60 $14.56 $15.23 99423717 3.81731 -10.64929945 111273573 $15.22 $16.31 7.16163 40 0.19698
375 2 AXP 4/1/2011 09:00:00 $45.54 $46.29 $45.11 $45.36 28738689 -0.395257 -6.687514765 30798332 $45.61 $46.28 1.46898 5 0.396825
376 2 AXP 4/8/2011 09:00:00 $45.61 $46.49 $45.10 $46.28 31114741 1.46898 8.267781457 28738689 $46.36 $46.25 -0.237274 82 0.388937
377 2 AXP 4/15/2011 09:00:00 $46.36 $46.95 $45.60 $46.25 29090940 -0.237274 -6.504315752 31114741 $45.85 $47.11 2.74809 75 0.389189
378 2 AXP 4/21/2011 09:00:00 $45.85 $47.48 $45.27 $47.11 22929313 2.74809 -21.18057031 29090940 $47.19 $49.08 4.00509 69 0.382084
379 2 AXP 4/29/2011 09:00:00 $47.19 $49.15 $46.77 $49.08 32470319 4.00509 41.61051838 22929313 $49.37 $50.20 1.68118 61 0.366748
380 2 AXP 5/6/2011 09:00:00 $49.37 $50.47 $49.08 $50.20 43997724 1.68118 35.50136049 32470319 $50.06 $49.49 -1.13863 54 0.358566
381 2 AXP 5/13/2011 09:00:00 $50.06 $50.46 $49.22 $49.49 35427164 -1.13863 -19.47955308 43997724 $49.42 $51.19 3.58155 47 0.36371
382 2 AXP 5/20/2011 09:00:00 $49.42 $51.97 $49.17 $51.19 36565612 3.58155 3.213488949 35427164 $50.74 $51.13 0.768624 40 0.351631
383 2 AXP 5/27/2011 09:00:00 $50.74 $51.38 $49.79 $51.13 26359875 0.768624 -27.91075123 36565612 $51.39 $49.28 -4.10586 33 0.352044
384 2 AXP 6/3/2011 09:00:00 $51.39 $51.70 $49.04 $49.28 25215640 -4.10586 -4.34082104 26359875 $49.13 $47.74 -2.82923 26 0.36526
385 2 AXP 6/10/2011 09:00:00 $49.13 $49.38 $47.33 $47.74 33828918 -2.82923 34.15847466 25215640 $47.96 $48.50 1.12594 19 0.377042
386 2 AXP 6/17/2011 09:00:00 $47.96 $49.14 $46.92 $48.50 37705374 1.12594 11.45900085 33828918 $48.35 $48.34 -0.0206825 12 0.371134
387 2 AXP 6/24/2011 09:00:00 $48.35 $50.15 $48.15 $48.34 34877916 -0.0206825 -7.498819664 37705374 $48.49 $52.34 7.93978 5 0.372362
388 2 BA 4/1/2011 09:00:00 $73.50 $74.85 $73.03 $74.01 20590618 0.693878 -15.69357356 24423545 $73.38 $73.47 0.122649 40 0.567491
389 2 BA 4/8/2011 09:00:00 $73.38 $74.85 $72.71 $73.47 21220138 0.122649 3.057314744 20590618 $73.65 $72.60 -1.42566 33 0.571662
390 2 BA 4/15/2011 09:00:00 $73.65 $74.28 $70.88 $72.60 19492289 -1.42566 -8.142496529 21220138 $72.72 $75.44 3.74037 26 0.578512
391 2 BA 4/21/2011 09:00:00 $72.72 $75.44 $71.75 $75.44 16947409 3.74037 -13.05582941 19492289 $75.51 $79.78 5.65488 20 0.556734
392 2 BA 4/29/2011 09:00:00 $75.51 $80.34 $74.68 $79.78 30503034 5.65488 79.98641562 16947409 $80.35 $79.31 -1.29434 12 0.526448
393 2 BA 5/6/2011 09:00:00 $80.35 $80.65 $78.09 $79.31 25394946 -1.29434 -16.74616368 30503034 $79.31 $79.03 -0.353045 5 0.529568
394 2 BA 5/13/2011 09:00:00 $79.31 $80.42 $78.48 $79.03 18368201 -0.353045 -27.66985604 25394946 $78.66 $77.52 -1.44928 89 0.531444
395 2 BA 5/20/2011 09:00:00 $78.66 $78.81 $75.83 $77.52 19990094 -1.44928 8.829895753 18368201 $76.55 $76.99 0.574788 82 0.541796
396 2 BA 5/27/2011 09:00:00 $76.55 $76.99 $75.13 $76.99 15886795 0.574788 -20.52666186 19990094 $77.80 $74.84 -3.80463 75 0.545525
397 2 BA 6/3/2011 09:00:00 $77.80 $78.35 $74.09 $74.84 17813730 -3.80463 12.12916136 15886795 $74.76 $72.69 -2.76886 68 0.561197
398 2 BA 6/10/2011 09:00:00 $74.76 $75.27 $72.61 $72.69 18574466 -2.76886 4.270503707 17813730 $73.06 $74.16 1.50561 61 0.577796
399 2 BA 6/17/2011 09:00:00 $73.06 $75.51 $72.69 $74.16 25381159 1.50561 36.64543035 18574466 $73.96 $71.26 -3.65062 54 0.566343
400 2 BA 6/24/2011 09:00:00 $73.96 $75.02 $70.29 $71.26 30675314 -3.65062 20.85860224 25381159 $71.44 $74.27 3.96137 47 0.589391
401 2 BAC 4/1/2011 09:00:00 $13.42 $13.61 $13.16 $13.37 499672763 -0.372578 -30.37656568 717678994 $13.40 $13.48 0.597015 61 0.0747943
402 2 BAC 4/8/2011 09:00:00 $13.40 $13.88 $13.37 $13.48 480033181 0.597015 -3.930488803 499672763 $13.50 $12.82 -5.03704 54 0.074184
403 2 BAC 4/15/2011 09:00:00 $13.50 $13.64 $12.82 $12.82 670594575 -5.03704 39.69754624 480033181 $12.59 $12.31 -2.22399 47 0.0780031
404 2 BAC 4/21/2011 09:00:00 $12.59 $12.60 $12.15 $12.31 624897506 -2.22399 -6.814410779 670594575 $12.32 $12.28 -0.324675 41 0.0812348
405 2 BAC 4/29/2011 09:00:00 $12.32 $12.60 $12.23 $12.28 557530217 -0.324675 -10.78053414 624897506 $12.36 $12.31 -0.404531 33 0.0814332
406 2 BAC 5/6/2011 09:00:00 $12.36 $12.71 $12.20 $12.31 577232010 -0.404531 3.533762368 557530217 $12.28 $11.93 -2.85016 26 0.0812348
407 2 BAC 5/13/2011 09:00:00 $12.28 $12.43 $11.91 $11.93 623724296 -2.85016 8.054349931 577232010 $11.89 $11.58 -2.60723 19 0.0838223
408 2 BAC 5/20/2011 09:00:00 $11.89 $12.11 $11.53 $11.58 658968285 -2.60723 5.650571771 623724296 $11.47 $11.69 1.91805 12 0.0863558
409 2 BAC 5/27/2011 09:00:00 $11.47 $11.69 $11.29 $11.69 479389107 1.91805 -27.25156614 658968285 $11.87 $11.28 -4.97051 5 0.0855432
410 2 BAC 6/3/2011 09:00:00 $11.87 $11.92 $11.08 $11.28 596420503 -4.97051 24.41261061 479389107 $11.18 $10.80 -3.39893 89 0.0886525
411 2 BAC 6/10/2011 09:00:00 $11.18 $11.20 $10.41 $10.80 873241317 -3.39893 46.41369849 596420503 $10.89 $10.68 -1.92837 82 0.0925926
412 2 BAC 6/17/2011 09:00:00 $10.89 $11.12 $10.40 $10.68 889460755 -1.92837 1.857383255 873241317 $10.59 $10.52 -0.661001 75 0.093633
413 2 BAC 6/24/2011 09:00:00 $10.59 $10.94 $10.48 $10.52 603098073 -0.661001 -32.19508903 889460755 $10.52 $11.09 5.41825 68 0.095057
414 2 CAT 4/1/2011 09:00:00 $109.54 $113.59 $108.61 $113.12 28116391 3.26821 -25.69164534 37837456 $113.75 $109.82 -3.45495 19 0.388967
415 2 CAT 4/8/2011 09:00:00 $113.75 $113.93 $108.88 $109.82 28772937 -3.45495 2.335100547 28116391 $110.02 $107.21 -2.55408 12 0.400656
416 2 CAT 4/15/2011 09:00:00 $110.02 $110.30 $105.35 $107.21 30697889 -2.55408 6.690147759 28772937 $105.58 $109.42 3.63705 5 0.410409
417 2 CAT 4/21/2011 09:00:00 $105.58 $109.42 $102.16 $109.42 23938892 3.63705 -22.01779087 30697889 $109.24 $115.41 5.64811 88 0.420398
418 2 CAT 4/29/2011 09:00:00 $109.24 $116.25 $107.95 $115.41 34522949 5.64811 44.21281068 23938892 $116.24 $110.34 -5.07571 80 0.398579
419 2 CAT 5/6/2011 09:00:00 $116.24 $116.55 $108.39 $110.34 39678464 -5.07571 14.93358809 34522949 $110.80 $106.33 -4.0343 73 0.416893
420 2 CAT 5/13/2011 09:00:00 $110.80 $112.97 $106.02 $106.33 38211403 -4.0343 -3.697373467 39678464 $105.87 $104.33 -1.45461 66 0.432615
421 2 CAT 5/20/2011 09:00:00 $105.87 $108.27 $101.47 $104.33 54274252 -1.45461 42.03679462 38211403 $101.30 $104.60 3.25765 59 0.440909
422 2 CAT 5/27/2011 09:00:00 $101.30 $104.60 $100.30 $104.60 30213720 3.25765 -44.33139309 54274252 $106.41 $101.10 -4.99013 52 0.439771
423 2 CAT 6/3/2011 09:00:00 $106.41 $106.60 $99.15 $101.10 35887587 -4.99013 18.77910764 30213720 $100.25 $96.79 -3.45137 45 0.454995
424 2 CAT 6/10/2011 09:00:00 $100.25 $101.61 $96.42 $96.79 40431926 -3.45137 12.66270424 35887587 $96.93 $95.95 -1.01104 38 0.475256
425 2 CAT 6/17/2011 09:00:00 $96.93 $98.45 $94.20 $95.95 43606429 -1.01104 7.851476084 40431926 $96.49 $100.01 3.64805 31 0.479416
426 2 CAT 6/24/2011 09:00:00 $96.49 $102.50 $96.05 $100.01 43722864 3.64805 0.26701338 43606429 $99.96 $108.62 8.66347 24 0.459954
427 2 CSCO 4/1/2011 09:00:00 $17.36 $17.60 $16.99 $17.04 308644641 -1.84332 8.458427651 284574143 $17.01 $17.65 3.76249 95 0.352113
428 2 CSCO 4/8/2011 09:00:00 $17.01 $18.29 $17.00 $17.65 539982011 3.76249 74.95266053 308644641 $17.71 $17.03 -3.83964 88 0.339943
429 2 CSCO 4/15/2011 09:00:00 $17.71 $17.76 $16.97 $17.03 324203125 -3.83964 -39.96038416 539982011 $16.88 $16.94 0.35545 81 0.352319
430 2 CSCO 4/21/2011 09:00:00 $16.88 $16.96 $16.52 $16.94 249420898 0.35545 -23.06647322 324203125 $16.93 $17.52 3.48494 75 0.354191
431 2 CSCO 4/29/2011 09:00:00 $16.93 $17.64 $16.90 $17.52 412492845 3.48494 65.38022608 249420898 $17.51 $17.56 0.285551 67 0.342466
432 2 CSCO 5/6/2011 09:00:00 $17.51 $17.70 $17.28 $17.56 290282402 0.285551 -29.62728796 412492845 $17.53 $16.88 -3.70793 60 0.341686
433 2 CSCO 5/13/2011 09:00:00 $17.53 $17.99 $16.64 $16.88 563552552 -3.70793 94.13941325 290282402 $16.82 $16.53 -1.72414 53 0.35545
434 2 CSCO 5/20/2011 09:00:00 $16.82 $16.87 $16.34 $16.53 371711669 -1.72414 -34.04134758 563552552 $16.41 $16.46 0.304692 46 0.362976
435 2 CSCO 5/27/2011 09:00:00 $16.41 $16.46 $16.11 $16.46 235050333 0.304692 -36.76541454 371711669 $16.59 $16.01 -3.49608 39 0.36452
436 2 CSCO 6/3/2011 09:00:00 $16.59 $16.82 $15.98 $16.01 256069538 -3.49608 8.942427237 235050333 $16.04 $15.12 -5.73566 32 0.374766
437 2 CSCO 6/10/2011 09:00:00 $16.04 $16.17 $15.01 $15.12 412198054 -5.73566 60.9711398 256069538 $15.14 $14.97 -1.12285 25 0.396825
438 2 CSCO 6/17/2011 09:00:00 $15.14 $15.28 $14.78 $14.97 401380782 -1.12285 -2.624289924 412198054 $14.94 $14.93 -0.0669344 18 0.400802
439 2 CSCO 6/24/2011 09:00:00 $14.94 $15.64 $14.92 $14.93 429730443 -0.0669344 7.063033975 401380782 $14.94 $15.86 6.15797 11 0.401875
440 2 CVX 4/1/2011 09:00:00 $106.40 $109.65 $105.52 $108.32 35824123 1.80451 -9.55032801 39606692 $108.52 $109.66 1.0505 47 0.673929
441 2 CVX 4/8/2011 09:00:00 $108.52 $109.94 $107.51 $109.66 31958307 1.0505 -10.79109738 35824123 $109.74 $106.24 -3.18936 40 0.665694
442 2 CVX 4/15/2011 09:00:00 $109.74 $109.90 $103.13 $106.24 42617245 -3.18936 33.35263661 31958307 $104.95 $108.13 3.03001 33 0.687124
443 2 CVX 4/21/2011 09:00:00 $104.95 $108.34 $103.04 $108.13 18873837 3.03001 -55.71314617 42617245 $107.37 $109.44 1.92791 27 0.675113
444 2 CVX 4/29/2011 09:00:00 $107.37 $109.60 $106.68 $109.44 28004621 1.92791 48.37799542 18873837 $109.48 $102.88 -6.0285 19 0.667032
445 2 CVX 5/6/2011 09:00:00 $109.48 $109.57 $101.11 $102.88 44930373 -6.0285 60.43913967 28004621 $103.25 $102.39 -0.83293 12 0.709565
446 2 CVX 5/13/2011 09:00:00 $103.25 $104.95 $100.41 $102.39 43103424 -0.83293 -4.066178129 44930373 $102.03 $102.57 0.529256 5 0.71296
447 2 CVX 5/20/2011 09:00:00 $102.03 $104.53 $99.61 $102.57 39951901 0.529256 -7.311537478 43103424 $101.13 $103.21 2.05676 89 0.711709
448 2 CVX 5/27/2011 09:00:00 $101.13 $103.86 $100.70 $103.21 28858240 2.05676 -27.76754228 39951901 $104.61 $101.00 -3.45091 82 0.707296
449 2 CVX 6/3/2011 09:00:00 $104.61 $105.21 $99.57 $101.00 32206213 -3.45091 11.60144555 28858240 $100.90 $99.67 -1.21903 75 0.722772
450 2 CVX 6/10/2011 09:00:00 $100.90 $101.87 $98.98 $99.67 35612426 -1.21903 10.57626055 32206213 $100.04 $99.17 -0.869652 68 0.732417
451 2 CVX 6/17/2011 09:00:00 $100.04 $101.29 $97.71 $99.17 44845243 -0.869652 25.92582993 35612426 $98.88 $97.90 -0.9911 61 0.73611
452 2 CVX 6/24/2011 09:00:00 $98.88 $102.46 $97.00 $97.90 42615162 -0.9911 -4.972837364 44845243 $97.94 $104.09 6.27935 54 0.745659
453 2 DD 4/1/2011 09:00:00 $54.11 $55.80 $53.70 $55.19 23341552 1.99593 -4.590377398 24464568 $55.50 $55.40 -0.18018 40 0.742888
454 2 DD 4/8/2011 09:00:00 $55.50 $56.52 $55.00 $55.40 19685778 -0.18018 -15.66208622 23341552 $55.45 $54.89 -1.00992 33 0.740072
455 2 DD 4/15/2011 09:00:00 $55.45 $55.81 $53.17 $54.89 24059673 -1.00992 22.21855291 19685778 $54.28 $55.91 3.00295 26 0.746948
456 2 DD 4/21/2011 09:00:00 $54.28 $56.00 $53.19 $55.91 15537427 3.00295 -35.42128773 24059673 $55.69 $56.79 1.97522 20 0.733321
457 2 DD 4/29/2011 09:00:00 $55.69 $56.88 $54.54 $56.79 27349183 1.97522 76.02131292 15537427 $56.42 $54.63 -3.17263 12 0.721958
458 2 DD 5/6/2011 09:00:00 $56.42 $57.00 $53.59 $54.63 27498887 -3.17263 0.547380154 27349183 $54.94 $52.91 -3.69494 5 0.750503
459 2 DD 5/13/2011 09:00:00 $54.94 $56.13 $52.55 $52.91 27207924 -3.69494 -1.058090097 27498887 $52.74 $52.74 0 90 0.774901
460 2 DD 5/20/2011 09:00:00 $52.74 $54.00 $51.92 $52.74 27511651 0 1.116318173 27207924 $51.75 $52.56 1.56522 83 0.777399
461 2 DD 5/27/2011 09:00:00 $51.75 $52.56 $50.50 $52.56 24845668 1.56522 -9.690378087 27511651 $53.18 $50.29 -5.43437 76 0.780061
462 2 DD 6/3/2011 09:00:00 $53.18 $53.39 $50.11 $50.29 25203572 -5.43437 1.440508663 24845668 $50.30 $49.78 -1.0338 69 0.815271
463 2 DD 6/10/2011 09:00:00 $50.30 $50.90 $49.52 $49.78 28186429 -1.0338 11.83505655 25203572 $50.03 $49.57 -0.919448 62 0.823624
464 2 DD 6/17/2011 09:00:00 $50.03 $50.63 $48.64 $49.57 36027620 -0.919448 27.81902951 28186429 $49.50 $51.96 4.9697 55 0.827113
465 2 DD 6/24/2011 09:00:00 $49.50 $51.98 $49.46 $51.96 34797906 4.9697 -3.413253498 36027620 $51.85 $54.47 5.05304 48 0.789069
466 2 DIS 4/1/2011 09:00:00 $43.19 $43.48 $42.36 $42.85 34130223 -0.787219 -16.13448039 40696371 $42.87 $41.76 -2.58922 252 0.933489
467 2 DIS 4/8/2011 09:00:00 $42.87 $43.05 $41.40 $41.76 39055258 -2.58922 14.43012839 34130223 $41.76 $41.52 -0.574713 245 0.957854
468 2 DIS 4/15/2011 09:00:00 $41.76 $42.02 $40.84 $41.52 40820710 -0.574713 4.52039518 39055258 $40.97 $42.27 3.17305 238 0.963391
469 2 DIS 4/21/2011 09:00:00 $40.97 $42.46 $40.45 $42.27 24312043 3.17305 -40.44189089 40820710 $42.34 $43.10 1.79499 232 0.946298
470 2 DIS 4/29/2011 09:00:00 $42.34 $43.35 $41.71 $43.10 30122091 1.79499 23.89781887 24312043 $43.47 $43.06 -0.943179 224 0.928074
471 2 DIS 5/6/2011 09:00:00 $43.47 $43.79 $42.30 $43.06 35369886 -0.943179 17.42174871 30122091 $43.32 $41.52 -4.15512 217 0.928936
472 2 DIS 5/13/2011 09:00:00 $43.32 $44.12 $40.94 $41.52 78855110 -4.15512 122.9442017 35369886 $41.26 $41.50 0.581677 210 0.963391
473 2 DIS 5/20/2011 09:00:00 $41.26 $41.84 $40.68 $41.50 50988843 0.581677 -35.33856842 78855110 $41.15 $41.52 0.899149 203 0.963855
474 2 DIS 5/27/2011 09:00:00 $41.15 $41.52 $40.55 $41.52 34651349 0.899149 -32.04131147 50988843 $41.90 $39.38 -6.01432 196 0.963391
475 2 DIS 6/3/2011 09:00:00 $41.90 $41.99 $39.17 $39.38 52169227 -6.01432 50.55467826 34651349 $39.18 $38.50 -1.73558 189 1.01574
476 2 DIS 6/10/2011 09:00:00 $39.18 $39.88 $38.42 $38.50 49099516 -1.73558 -5.884141239 52169227 $38.63 $38.04 -1.52731 182 1.03896
477 2 DIS 6/17/2011 09:00:00 $38.63 $38.86 $37.77 $38.04 54513950 -1.52731 11.02746919 49099516 $37.85 $37.58 -0.713342 175 1.05152
478 2 DIS 6/24/2011 09:00:00 $37.85 $38.89 $37.19 $37.58 50409504 -0.713342 -7.529166388 54513950 $37.62 $39.72 5.58214 168 1.0644
479 2 GE 4/1/2011 09:00:00 $19.81 $20.50 $19.53 $20.34 207897262 2.67542 -8.744575169 227819072 $20.73 $20.19 -2.60492 76 0.688299
480 2 GE 4/8/2011 09:00:00 $20.73 $20.75 $20.07 $20.19 238618636 -2.60492 14.77719028 207897262 $20.24 $20.04 -0.988142 69 0.693413
481 2 GE 4/15/2011 09:00:00 $20.24 $20.37 $19.60 $20.04 212315926 -0.988142 -11.02290686 238618636 $19.77 $19.95 0.91047 62 0.698603
482 2 GE 4/21/2011 09:00:00 $19.77 $20.54 $19.51 $19.95 182835072 0.91047 -13.88537099 212315926 $20.14 $20.45 1.53923 56 0.701754
483 2 GE 4/29/2011 09:00:00 $20.14 $20.85 $19.89 $20.45 280299000 1.53923 53.30701978 182835072 $20.70 $20.01 -3.33333 48 0.684597
484 2 GE 5/6/2011 09:00:00 $20.70 $20.71 $19.81 $20.01 235180053 -3.33333 -16.09672064 280299000 $19.97 $19.89 -0.400601 41 0.69965
485 2 GE 5/13/2011 09:00:00 $19.97 $20.42 $19.76 $19.89 195448891 -0.400601 -16.8939336 235180053 $19.85 $19.62 -1.15869 34 0.703871
486 2 GE 5/20/2011 09:00:00 $19.85 $20.05 $19.41 $19.62 228297982 -1.15869 16.8069979 195448891 $19.32 $19.44 0.621118 27 0.713558
487 2 GE 5/27/2011 09:00:00 $19.32 $19.52 $18.97 $19.44 169411364 0.621118 -25.79375318 228297982 $19.68 $18.82 -4.36992 20 0.720165
488 2 GE 6/3/2011 09:00:00 $19.68 $19.72 $18.75 $18.82 207576381 -4.36992 22.52801471 169411364 $18.71 $18.32 -2.08445 13 0.74389
489 2 GE 6/10/2011 09:00:00 $18.71 $18.80 $18.14 $18.32 260898990 -2.08445 25.68818704 207576381 $18.31 $18.49 0.983069 6 0.764192
490 2 GE 6/17/2011 09:00:00 $18.31 $18.90 $18.20 $18.49 261979707 0.983069 0.414228127 260898990 $18.34 $17.97 -2.01745 90 0.811249
491 2 GE 6/24/2011 09:00:00 $18.34 $18.94 $17.97 $17.97 295978977 -2.01745 12.9778258 261979707 $18.00 $19.20 6.66667 83 0.834725
492 2 HD 4/1/2011 09:00:00 $37.46 $37.87 $36.62 $37.56 52881329 0.266951 31.09707946 40337534 $37.48 $37.46 -0.0533618 74 0.665602
493 2 HD 4/8/2011 09:00:00 $37.48 $37.96 $37.21 $37.46 47021433 -0.0533618 -11.08121923 52881329 $37.45 $38.17 1.92256 67 0.667379
494 2 HD 4/15/2011 09:00:00 $37.45 $38.40 $37.17 $38.17 42983064 1.92256 -8.588357994 47021433 $37.70 $37.80 0.265252 60 0.654965
495 2 HD 4/21/2011 09:00:00 $37.70 $38.50 $37.20 $37.80 24190528 0.265252 -43.72079198 42983064 $37.61 $37.15 -1.22308 54 0.661376
496 2 HD 4/29/2011 09:00:00 $37.61 $37.71 $36.94 $37.15 61019095 -1.22308 152.2437501 24190528 $37.44 $36.99 -1.20192 46 0.672948
497 2 HD 5/6/2011 09:00:00 $37.44 $37.67 $36.77 $36.99 52439439 -1.20192 -14.0606084 61019095 $36.93 $37.01 0.216626 39 0.675858
498 2 HD 5/13/2011 09:00:00 $36.93 $37.43 $36.70 $37.01 41391929 0.216626 -21.06717808 52439439 $36.69 $37.05 0.981194 32 0.675493
499 2 HD 5/20/2011 09:00:00 $36.69 $37.94 $36.55 $37.05 53378802 0.981194 28.95944521 41391929 $36.00 $36.00 0 25 0.674764
500 2 HD 5/27/2011 09:00:00 $36.00 $37.00 $36.00 $36.00 40673778 0 -23.80162822 53378802 $36.18 $34.63 -4.28413 18 0.694444
501 2 HD 6/3/2011 09:00:00 $36.18 $36.28 $34.43 $34.63 39307513 -4.28413 -3.359080634 40673778 $34.53 $33.47 -3.06979 11 0.721917
502 2 HD 6/10/2011 09:00:00 $34.53 $35.02 $33.42 $33.47 45606663 -3.06979 16.02530794 39307513 $33.46 $34.53 3.19785 4 0.746938
503 2 HD 6/17/2011 09:00:00 $33.46 $34.93 $33.41 $34.53 76297124 3.19785 67.29380968 45606663 $34.29 $35.08 2.30388 74 0.724008
504 2 HD 6/24/2011 09:00:00 $34.29 $35.69 $34.28 $35.08 65416820 2.30388 -14.26043792 76297124 $35.03 $36.73 4.85298 67 0.712657
505 2 HPQ 4/1/2011 09:00:00 $42.42 $42.83 $37.60 $40.98 90069975 -3.39463 15.34218914 78089358 $40.65 $40.70 0.123001 73 0.317228
506 2 HPQ 4/8/2011 09:00:00 $40.65 $41.80 $40.20 $40.70 87672936 0.123001 -2.6613075 90069975 $40.71 $40.26 -1.10538 66 0.31941
507 2 HPQ 4/15/2011 09:00:00 $40.71 $41.55 $40.12 $40.26 70321527 -1.10538 -19.79106642 87672936 $39.96 $40.99 2.57758 59 0.322901
508 2 HPQ 4/21/2011 09:00:00 $39.96 $41.19 $39.16 $40.99 46244533 2.57758 -34.23844024 70321527 $41.06 $40.37 -1.68047 53 0.317151
509 2 HPQ 4/29/2011 09:00:00 $41.06 $41.30 $39.99 $40.37 82362537 -1.68047 78.10221373 46244533 $40.69 $40.81 0.294913 45 0.322021
510 2 HPQ 5/6/2011 09:00:00 $40.69 $41.52 $39.80 $40.81 70249698 0.294913 -14.70673372 82362537 $40.79 $40.41 -0.931601 38 0.318549
511 2 HPQ 5/13/2011 09:00:00 $40.79 $41.74 $40.22 $40.41 63498759 -0.931601 -9.609918892 70249698 $40.20 $35.98 -10.4975 31 0.321703
512 2 HPQ 5/20/2011 09:00:00 $40.20 $40.34 $35.91 $35.98 217523955 -10.4975 242.5641043 63498759 $35.58 $36.96 3.87858 24 0.361312
513 2 HPQ 5/27/2011 09:00:00 $35.58 $36.96 $35.44 $36.96 106507716 3.87858 -51.03632793 217523955 $37.28 $36.11 -3.13841 17 0.351732
514 2 HPQ 6/3/2011 09:00:00 $37.28 $37.52 $36.00 $36.11 79313559 -3.13841 -25.53256987 106507716 $35.99 $35.25 -2.05613 10 0.360011
515 2 HPQ 6/10/2011 09:00:00 $35.99 $36.24 $35.14 $35.25 74301015 -2.05613 -6.31990805 79313559 $35.13 $35.00 -0.370054 3 0.368794
516 2 HPQ 6/17/2011 09:00:00 $35.13 $35.32 $33.95 $35.00 134346312 -0.370054 80.81356224 74301015 $34.79 $34.90 0.316183 87 0.342857
517 2 HPQ 6/24/2011 09:00:00 $34.79 $35.65 $34.55 $34.90 102774442 0.316183 -23.50036226 134346312 $35.05 $37.05 5.70613 80 0.34384
518 2 IBM 4/1/2011 09:00:00 $161.54 $164.42 $161.12 $164.27 19081936 1.68998 -24.82037517 25381792 $164.42 $164.05 -0.225033 35 0.456565
519 2 IBM 4/8/2011 09:00:00 $164.42 $164.75 $163.16 $164.05 17615408 -0.225033 -7.68542563 19081936 $163.44 $166.21 1.69481 28 0.457178
520 2 IBM 4/15/2011 09:00:00 $163.44 $166.34 $162.30 $166.21 22183383 1.69481 25.93170138 17615408 $164.64 $168.28 2.21088 21 0.451236
521 2 IBM 4/21/2011 09:00:00 $164.64 $168.28 $162.19 $168.28 23662621 2.21088 6.668225491 22183383 $167.65 $170.58 1.74769 15 0.445686
522 2 IBM 4/29/2011 09:00:00 $167.65 $173.00 $167.23 $170.58 26829625 1.74769 13.38399495 23662621 $172.11 $168.89 -1.8709 7 0.439676
523 2 IBM 5/6/2011 09:00:00 $172.11 $173.54 $167.50 $168.89 29480567 -1.8709 9.88065245 26829625 $168.39 $169.92 0.908605 0 0.444076
524 2 IBM 5/13/2011 09:00:00 $168.39 $172.77 $167.82 $169.92 23505533 0.908605 -20.26770381 29480567 $169.81 $170.16 0.206113 87 0.441384
525 2 IBM 5/20/2011 09:00:00 $169.81 $171.41 $166.53 $170.16 26027660 0.206113 10.72992899 23505533 $168.50 $167.50 -0.593472 80 0.440762
526 2 IBM 5/27/2011 09:00:00 $168.50 $168.60 $165.90 $167.50 19453763 -0.593472 -25.2573493 26027660 $168.44 $165.05 -2.01259 73 0.447761
527 2 IBM 6/3/2011 09:00:00 $168.44 $169.89 $164.13 $165.05 23349972 -2.01259 20.02804804 19453763 $164.76 $163.18 -0.958971 66 0.454408
528 2 IBM 6/10/2011 09:00:00 $164.76 $165.96 $162.87 $163.18 20646079 -0.958971 -11.57985543 23349972 $164.44 $164.44 0 59 0.459615
529 2 IBM 6/17/2011 09:00:00 $164.44 $165.10 $161.52 $164.44 29390025 0 42.35160584 20646079 $163.70 $165.07 0.836897 52 0.456093
530 2 IBM 6/24/2011 09:00:00 $163.70 $166.81 $163.59 $165.07 22984546 0.836897 -21.79473818 29390025 $165.74 $174.54 5.30952 45 0.454353
531 2 INTC 4/1/2011 09:00:00 $20.44 $20.66 $19.56 $19.72 321390635 -3.5225 40.25291453 229150771 $19.79 $20.02 1.1622 33 0.912779
532 2 INTC 4/8/2011 09:00:00 $19.79 $20.20 $19.36 $20.02 286343950 1.1622 -10.90470013 321390635 $20.07 $19.75 -1.59442 26 0.899101
533 2 INTC 4/15/2011 09:00:00 $20.07 $20.20 $19.41 $19.75 231298341 -1.59442 -19.2235977 286343950 $19.53 $21.46 9.88223 19 0.911392
534 2 INTC 4/21/2011 09:00:00 $19.53 $21.46 $19.45 $21.46 302470339 9.88223 30.77064785 231298341 $21.37 $23.15 8.32943 13 0.83877
535 2 INTC 4/29/2011 09:00:00 $21.37 $23.19 $21.33 $23.15 466579710 8.32943 54.25635173 302470339 $23.02 $23.25 0.999131 5 0.777538
536 2 INTC 5/6/2011 09:00:00 $23.02 $23.86 $22.67 $23.25 513891027 0.999131 10.14002881 466579710 $23.13 $23.41 1.21055 89 0.903226
537 2 INTC 5/13/2011 09:00:00 $23.13 $23.83 $22.65 $23.41 344755154 1.21055 -32.9127897 513891027 $23.32 $23.22 -0.428816 82 0.897053
538 2 INTC 5/20/2011 09:00:00 $23.32 $23.96 $23.08 $23.22 387571150 -0.428816 12.41924755 344755154 $22.92 $22.21 -3.09773 75 0.904393
539 2 INTC 5/27/2011 09:00:00 $22.92 $23.03 $22.21 $22.21 210446967 -3.09773 -45.70107527 387571150 $22.45 $21.73 -3.20713 68 0.94552
540 2 INTC 6/3/2011 09:00:00 $22.45 $22.64 $21.67 $21.73 222978209 -3.20713 5.954584273 210446967 $21.80 $21.38 -1.92661 61 0.966406
541 2 INTC 6/10/2011 09:00:00 $21.80 $22.44 $21.26 $21.38 249719951 -1.92661 11.99298448 222978209 $21.43 $21.19 -1.11993 54 0.982226
542 2 INTC 6/17/2011 09:00:00 $21.43 $26.78 $21.07 $21.19 294273143 -1.11993 17.84126251 249719951 $21.19 $21.20 0.0471921 47 0.991033
543 2 INTC 6/24/2011 09:00:00 $21.19 $21.74 $21.06 $21.20 309031457 0.0471921 5.015175306 294273143 $21.17 $22.53 6.42419 40 0.990566
544 2 JNJ 4/1/2011 09:00:00 $58.98 $59.73 $58.93 $59.49 48029143 0.8647 1.118242873 47498000 $59.50 $59.46 -0.0672269 55 0.958144
545 2 JNJ 4/8/2011 09:00:00 $59.50 $60.18 $59.25 $59.46 47141409 -0.0672269 -1.848323631 48029143 $59.54 $60.56 1.71313 48 0.958628
546 2 JNJ 4/15/2011 09:00:00 $59.54 $60.95 $59.49 $60.56 58631682 1.71313 24.37405509 47141409 $60.45 $64.07 5.98842 41 0.941215
547 2 JNJ 4/21/2011 09:00:00 $60.45 $64.54 $60.10 $64.07 72888066 5.98842 24.31515439 58631682 $63.65 $65.72 3.25216 35 0.889652
548 2 JNJ 4/29/2011 09:00:00 $63.65 $65.98 $63.40 $65.72 70745990 3.25216 -2.938856959 72888066 $65.92 $65.27 -0.986044 27 0.867316
549 2 JNJ 5/6/2011 09:00:00 $65.92 $66.46 $64.80 $65.27 68840083 -0.986044 -2.694014177 70745990 $65.11 $66.62 2.31915 20 0.873295
550 2 JNJ 5/13/2011 09:00:00 $65.11 $67.37 $65.07 $66.62 66040498 2.31915 -4.066794922 68840083 $66.41 $65.69 -1.08417 13 0.855599
551 2 JNJ 5/20/2011 09:00:00 $66.41 $66.79 $65.28 $65.69 53385097 -1.08417 -19.16309141 66040498 $65.19 $66.77 2.42368 6 0.867712
552 2 JNJ 5/27/2011 09:00:00 $65.19 $66.77 $65.08 $66.77 49866786 2.42368 -6.590436653 53385097 $67.31 $66.09 -1.81251 91 0.853677
553 2 JNJ 6/3/2011 09:00:00 $67.31 $67.34 $65.80 $66.09 47426009 -1.81251 -4.89459457 49866786 $65.87 $66.09 0.333991 84 0.86246
554 2 JNJ 6/10/2011 09:00:00 $65.87 $67.28 $65.18 $66.09 52231924 0.333991 10.1335008 47426009 $66.32 $66.29 -0.0452352 77 0.86246
555 2 JNJ 6/17/2011 09:00:00 $66.32 $67.36 $65.47 $66.29 58201928 -0.0452352 11.42979914 52231924 $66.08 $65.06 -1.54358 70 0.859858
556 2 JNJ 6/24/2011 09:00:00 $66.08 $66.75 $64.69 $65.06 56535090 -1.54358 -2.863887945 58201928 $65.20 $67.30 3.22086 63 0.876114
557 2 JPM 4/1/2011 09:00:00 $46.10 $46.88 $45.51 $46.35 112702290 0.542299 -4.456746206 117959443 $46.12 $46.84 1.56114 3 0.539374
558 2 JPM 4/8/2011 09:00:00 $46.12 $47.80 $46.05 $46.84 121937602 1.56114 8.194431542 112702290 $47.00 $44.89 -4.48936 84 0.533732
559 2 JPM 4/15/2011 09:00:00 $47.00 $47.37 $44.83 $44.89 186017520 -4.48936 52.55140084 121937602 $44.27 $44.68 0.926135 77 0.556917
560 2 JPM 4/21/2011 09:00:00 $44.27 $44.97 $43.53 $44.68 113261188 0.926135 -39.11262337 186017520 $44.65 $45.63 2.19485 71 0.559534
561 2 JPM 4/29/2011 09:00:00 $44.65 $46.02 $44.38 $45.63 107332185 2.19485 -5.234805589 113261188 $45.94 $45.04 -1.95908 63 0.547885
562 2 JPM 5/6/2011 09:00:00 $45.94 $46.07 $44.76 $45.04 131213937 -1.95908 22.25031755 107332185 $44.75 $43.15 -3.57542 56 0.555062
563 2 JPM 5/13/2011 09:00:00 $44.75 $45.50 $42.98 $43.15 137013704 -3.57542 4.420084583 131213937 $42.97 $43.13 0.372353 49 0.579374
564 2 JPM 5/20/2011 09:00:00 $42.97 $44.35 $42.65 $43.13 145114846 0.372353 5.912650898 137013704 $42.40 $42.79 0.919811 42 0.579643
565 2 JPM 5/27/2011 09:00:00 $42.40 $42.92 $41.69 $42.79 119828886 0.919811 -17.42479195 145114846 $43.24 $41.57 -3.86216 35 0.584249
566 2 JPM 6/3/2011 09:00:00 $43.24 $43.38 $40.83 $41.57 145187926 -3.86216 21.1627103 119828886 $41.10 $41.05 -0.121655 28 0.601395
567 2 JPM 6/10/2011 09:00:00 $41.10 $41.50 $40.10 $41.05 194764785 -0.121655 34.14668173 145187926 $41.29 $40.80 -1.18673 21 0.609013
568 2 JPM 6/17/2011 09:00:00 $41.29 $42.44 $39.70 $40.80 183560880 -1.18673 -5.752531188 194764785 $40.50 $39.49 -2.49383 14 0.612745
569 2 JPM 6/24/2011 09:00:00 $40.50 $41.53 $39.44 $39.49 167589521 -2.49383 -8.700851184 183560880 $39.40 $41.58 5.53299 7 0.633072
570 2 KRFT 4/1/2011 09:00:00 $31.35 $31.70 $31.06 $31.61 38759730 0.829346 -7.623429578 41958399 $31.71 $31.67 -0.126143 88 0.917431
571 2 KRFT 4/8/2011 09:00:00 $31.71 $31.88 $31.35 $31.67 34314135 -0.126143 -11.46962324 38759730 $31.73 $33.36 5.13709 81 0.915693
572 2 KRFT 4/15/2011 09:00:00 $31.73 $33.54 $31.69 $33.36 71530535 5.13709 108.4579285 34314135 $32.72 $33.38 2.01711 74 0.869305
573 2 KRFT 4/21/2011 09:00:00 $32.72 $33.67 $32.70 $33.38 33399240 2.01711 -53.30771677 71530535 $33.45 $33.59 0.418535 68 0.868784
574 2 KRFT 4/29/2011 09:00:00 $33.45 $33.90 $33.00 $33.59 42547809 0.418535 27.39154843 33399240 $33.60 $34.08 1.42857 60 0.863352
575 2 KRFT 5/6/2011 09:00:00 $33.60 $34.49 $33.22 $34.08 58969733 1.42857 38.5964034 42547809 $33.81 $34.89 3.19432 53 0.850939
576 2 KRFT 5/13/2011 09:00:00 $33.81 $35.10 $33.80 $34.89 47572999 3.19432 -19.32641275 58969733 $34.84 $35.23 1.1194 46 0.831184
577 2 KRFT 5/20/2011 09:00:00 $34.84 $35.44 $34.48 $35.23 48017488 1.1194 0.934330417 47572999 $34.97 $34.75 -0.629111 39 0.823162
578 2 KRFT 5/27/2011 09:00:00 $34.97 $35.06 $34.28 $34.75 31660711 -0.629111 -34.06420802 48017488 $34.79 $34.10 -1.98333 32 0.834532
579 2 KRFT 6/3/2011 09:00:00 $34.79 $35.00 $34.05 $34.10 38915498 -1.98333 22.91416324 31660711 $34.07 $33.79 -0.821837 25 0.85044
580 2 KRFT 6/10/2011 09:00:00 $34.07 $34.39 $24.30 $33.79 43535139 -0.821837 11.87095434 38915498 $33.92 $34.48 1.65094 18 0.858242
581 2 KRFT 6/17/2011 09:00:00 $33.92 $34.72 $33.76 $34.48 44641104 1.65094 2.540396161 43535139 $34.39 $34.60 0.610643 11 0.841067
582 2 KRFT 6/24/2011 09:00:00 $34.39 $34.98 $33.87 $34.60 39770714 0.610643 -10.91010204 44641104 $34.61 $35.47 2.48483 4 0.83815
583 2 KO 4/1/2011 09:00:00 $65.20 $67.48 $65.03 $67.22 39265955 3.09816 31.5291065 29853434 $67.22 $67.27 0.0743826 73 0.699197
584 2 KO 4/8/2011 09:00:00 $67.22 $67.82 $66.86 $67.27 32024467 0.0743826 -18.44215428 39265955 $67.25 $68.01 1.13011 66 0.698677
585 2 KO 4/15/2011 09:00:00 $67.25 $68.47 $66.41 $68.01 40595470 1.13011 26.76392085 32024467 $67.57 $67.88 0.458783 59 0.691075
586 2 KO 4/21/2011 09:00:00 $67.57 $68.05 $66.64 $67.88 19831270 0.458783 -51.14905678 40595470 $67.95 $67.46 -0.721118 53 0.692398
587 2 KO 4/29/2011 09:00:00 $67.95 $67.98 $65.81 $67.46 44603365 -0.721118 124.9143146 19831270 $67.76 $66.90 -1.26919 45 0.696709
588 2 KO 5/6/2011 09:00:00 $67.76 $67.93 $66.40 $66.90 33947562 -1.26919 -23.8901325 44603365 $66.86 $68.18 1.97427 38 0.702541
589 2 KO 5/13/2011 09:00:00 $66.86 $68.77 $66.83 $68.18 32166394 1.97427 -5.246821554 33947562 $68.10 $68.30 0.293686 31 0.689352
590 2 KO 5/20/2011 09:00:00 $68.10 $68.70 $67.50 $68.30 32520067 0.293686 1.099510875 32166394 $67.59 $66.51 -1.59787 24 0.688141
591 2 KO 5/27/2011 09:00:00 $67.59 $67.90 $66.30 $66.51 26066805 -1.59787 -19.84393821 32520067 $66.94 $65.53 -2.10636 17 0.706661
592 2 KO 6/3/2011 09:00:00 $66.94 $67.24 $65.21 $65.53 31192400 -2.10636 19.66330358 26066805 $65.51 $65.39 -0.183178 10 0.717229
593 2 KO 6/10/2011 09:00:00 $65.51 $68.05 $65.07 $65.39 30422351 -0.183178 -2.468707121 31192400 $65.10 $65.62 0.798771 3 0.718764
594 2 KO 6/17/2011 09:00:00 $65.10 $66.23 $64.64 $65.62 43194922 0.798771 41.98416815 30422351 $65.37 $64.93 -0.673092 88 0.716245
595 2 KO 6/24/2011 09:00:00 $65.37 $66.82 $64.43 $64.93 49806614 -0.673092 15.30664183 43194922 $64.85 $68.09 4.99614 81 0.723856
596 2 MCD 4/1/2011 09:00:00 $75.55 $76.50 $74.87 $75.99 17977737 0.582396 -24.7082759 23877441 $76.31 $76.04 -0.35382 56 0.802737
597 2 MCD 4/8/2011 09:00:00 $76.31 $76.91 $75.66 $76.04 22337802 -0.35382 24.25257973 17977737 $76.15 $77.38 1.61523 49 0.802209
598 2 MCD 4/15/2011 09:00:00 $76.15 $77.54 $75.83 $77.38 21670715 1.61523 -2.986359177 22337802 $76.89 $76.91 0.0260112 42 0.788317
599 2 MCD 4/21/2011 09:00:00 $76.89 $78.41 $76.40 $76.91 17718174 0.0260112 -18.23908902 21670715 $77.15 $78.31 1.50356 36 0.793135
600 2 MCD 4/29/2011 09:00:00 $77.15 $78.59 $76.54 $78.31 22923015 1.50356 29.37571897 17718174 $78.40 $78.70 0.382653 28 0.778955
601 2 MCD 5/6/2011 09:00:00 $78.40 $79.37 $78.20 $78.70 26460318 0.382653 15.43122927 22923015 $79.46 $80.74 1.61087 21 0.775095
602 2 MCD 5/13/2011 09:00:00 $79.46 $80.91 $79.08 $80.74 26573357 1.61087 0.427201971 26460318 $80.44 $82.33 2.34958 14 0.755512
603 2 MCD 5/20/2011 09:00:00 $80.44 $82.85 $80.44 $82.33 27816875 2.34958 4.679566831 26573357 $81.53 $81.62 0.110389 7 0.740921
604 2 MCD 5/27/2011 09:00:00 $81.53 $83.08 $81.49 $81.62 26628471 0.110389 -4.27224122 27816875 $82.13 $80.54 -1.93596 0 0.747366
605 2 MCD 6/3/2011 09:00:00 $82.13 $82.25 $80.01 $80.54 23382621 -1.93596 -12.18939683 26628471 $80.60 $80.36 -0.297767 88 0.757388
606 2 MCD 6/10/2011 09:00:00 $80.60 $82.23 $80.00 $80.36 31264251 -0.297767 33.70721358 23382621 $80.43 $82.52 2.59853 81 0.759084
607 2 MCD 6/17/2011 09:00:00 $80.43 $82.72 $80.39 $82.52 27515629 2.59853 -11.99012252 31264251 $82.32 $81.84 -0.58309 74 0.739215
608 2 MCD 6/24/2011 09:00:00 $82.32 $83.09 $81.40 $81.84 28303321 -0.58309 2.862707591 27515629 $81.51 $85.65 5.07913 67 0.745357
609 2 MMM 4/1/2011 09:00:00 $92.42 $94.33 $91.90 $93.13 14958061 0.768232 -0.08244267 14970403 $92.68 $93.22 0.58265 47 0.590572
610 2 MMM 4/8/2011 09:00:00 $92.68 $94.10 $92.60 $93.22 12672220 0.58265 -15.28166652 14958061 $93.59 $92.82 -0.822737 40 0.590002
611 2 MMM 4/15/2011 09:00:00 $93.59 $94.64 $91.75 $92.82 15375510 -0.822737 21.33241058 12672220 $91.94 $93.92 2.15358 33 0.592545
612 2 MMM 4/21/2011 09:00:00 $91.94 $94.42 $90.58 $93.92 9718851 2.15358 -36.7900577 15375510 $93.91 $97.21 3.514 27 0.585605
613 2 MMM 4/29/2011 09:00:00 $93.91 $97.50 $93.27 $97.21 20655611 3.514 112.5314093 9718851 $97.58 $95.60 -2.0291 19 0.565785
614 2 MMM 5/6/2011 09:00:00 $97.58 $97.95 $94.40 $95.60 17031494 -2.0291 -17.54543596 20655611 $95.30 $96.01 0.745016 12 0.575314
615 2 MMM 5/13/2011 09:00:00 $95.30 $97.18 $94.44 $96.01 15657591 0.745016 -8.066837824 17031494 $95.54 $93.56 -2.07243 5 0.572857
616 2 MMM 5/20/2011 09:00:00 $95.54 $96.23 $92.75 $93.56 16596686 -2.07243 5.997697858 15657591 $92.29 $93.47 1.27858 89 0.587858
617 2 MMM 5/27/2011 09:00:00 $92.29 $93.47 $91.38 $93.47 11695384 1.27858 -29.53181135 16596686 $94.05 $90.70 -3.56194 82 0.588424
618 2 MMM 6/3/2011 09:00:00 $94.05 $94.68 $90.19 $90.70 12491882 -3.56194 6.810362105 11695384 $90.38 $90.73 0.387254 75 0.606395
619 2 MMM 6/10/2011 09:00:00 $90.38 $92.43 $90.24 $90.73 14734714 0.387254 17.95431625 12491882 $91.14 $91.78 0.702216 68 0.606194
620 2 MMM 6/17/2011 09:00:00 $91.14 $92.99 $90.58 $91.78 15549946 0.702216 5.532730394 14734714 $91.42 $90.89 -0.579742 61 0.599259
621 2 MMM 6/24/2011 09:00:00 $91.42 $93.92 $90.68 $90.89 15126028 -0.579742 -2.726170239 15549946 $91.08 $96.67 6.13746 54 0.605127
622 2 MRK 4/1/2011 09:00:00 $32.54 $33.48 $32.39 $33.07 60348951 1.62876 -8.749096661 66135182 $33.34 $33.67 0.989802 73 1.14908
623 2 MRK 4/8/2011 09:00:00 $33.34 $33.70 $33.01 $33.67 64799122 0.989802 7.37406521 60348951 $33.68 $34.51 2.46437 66 1.1286
624 2 MRK 4/15/2011 09:00:00 $33.68 $34.97 $33.27 $34.51 85533686 2.46437 31.99821751 64799122 $34.20 $34.04 -0.467836 59 1.10113
625 2 MRK 4/21/2011 09:00:00 $34.20 $34.29 $33.51 $34.04 47226349 -0.467836 -44.78625766 85533686 $33.70 $35.95 6.67656 53 1.11633
626 2 MRK 4/29/2011 09:00:00 $33.70 $36.25 $33.63 $35.95 83960030 6.67656 77.7821741 47226349 $36.44 $36.39 -0.137212 45 1.05702
627 2 MRK 5/6/2011 09:00:00 $36.44 $36.75 $35.95 $36.39 82810421 -0.137212 -1.36923367 83960030 $36.11 $37.08 2.68624 38 1.04424
628 2 MRK 5/13/2011 09:00:00 $36.11 $37.30 $36.10 $37.08 59693542 2.68624 -27.91542263 82810421 $37.06 $37.06 0 31 1.02481
629 2 MRK 5/20/2011 09:00:00 $37.06 $37.65 $36.69 $37.06 74833386 0 25.36261628 59693542 $36.67 $36.21 -1.25443 24 1.02536
630 2 MRK 5/27/2011 09:00:00 $36.67 $37.04 $36.10 $36.21 52416661 -1.25443 -29.95551344 74833386 $36.39 $35.82 -1.56636 17 1.04943
631 2 MRK 6/3/2011 09:00:00 $36.39 $36.76 $35.76 $35.82 46564832 -1.56636 -11.16406289 52416661 $35.70 $35.45 -0.70028 10 1.06086
632 2 MRK 6/10/2011 09:00:00 $35.70 $36.38 $35.36 $35.45 57259558 -0.70028 22.96738878 46564832 $35.03 $35.39 1.02769 3 1.07193
633 2 MRK 6/17/2011 09:00:00 $35.03 $35.88 $34.99 $35.39 57933495 1.02769 1.176986033 57259558 $35.29 $34.55 -2.09691 88 1.07375
634 2 MRK 6/24/2011 09:00:00 $35.29 $35.97 $34.50 $34.55 63163236 -2.09691 9.027145695 57933495 $34.60 $35.60 2.89017 81 1.09986
635 2 MSFT 4/1/2011 09:00:00 $25.66 $25.72 $25.30 $25.48 258143967 -0.701481 18.66221273 217545216 $25.45 $26.07 2.43615 46 0.627944
636 2 MSFT 4/8/2011 09:00:00 $25.45 $26.31 $25.41 $26.07 260749872 2.43615 1.009477398 258143967 $26.19 $25.37 -3.13097 39 0.613732
637 2 MSFT 4/15/2011 09:00:00 $26.19 $26.25 $25.09 $25.37 229693684 -3.13097 -11.91033682 260749872 $25.10 $25.52 1.67331 32 0.630666
638 2 MSFT 4/21/2011 09:00:00 $25.10 $26.00 $24.72 $25.52 158547201 1.67331 -30.97450559 229693684 $25.56 $25.92 1.40845 26 0.626959
639 2 MSFT 4/29/2011 09:00:00 $25.56 $26.87 $25.34 $25.92 554889924 1.40845 249.9840555 158547201 $25.94 $25.87 -0.269854 18 0.617284
640 2 MSFT 5/6/2011 09:00:00 $25.94 $26.25 $25.48 $25.87 346656165 -0.269854 -37.52703915 554889924 $25.80 $25.03 -2.9845 11 0.618477
641 2 MSFT 5/13/2011 09:00:00 $25.80 $25.96 $24.95 $25.03 382293426 -2.9845 10.28029056 346656165 $24.96 $24.49 -1.88301 4 0.639233
642 2 MSFT 5/20/2011 09:00:00 $24.96 $25.07 $24.25 $24.49 311462943 -1.88301 -18.5277795 382293426 $24.21 $24.76 2.27179 88 0.653328
643 2 MSFT 5/27/2011 09:00:00 $24.21 $25.03 $24.03 $24.76 213316051 2.27179 -31.51157921 311462943 $24.96 $23.90 -4.24679 81 0.646204
644 2 MSFT 6/3/2011 09:00:00 $24.96 $25.10 $23.84 $23.90 246418070 -4.24679 15.51782852 213316051 $23.90 $23.70 -0.83682 74 0.669456
645 2 MSFT 6/10/2011 09:00:00 $23.90 $24.25 $23.69 $23.70 230307366 -0.83682 -6.537955597 246418070 $23.79 $24.26 1.97562 67 0.675106
646 2 MSFT 6/17/2011 09:00:00 $23.79 $29.05 $23.65 $24.26 280430166 1.97562 21.76343765 230307366 $24.17 $24.30 0.537857 60 0.659522
647 2 MSFT 6/24/2011 09:00:00 $24.17 $24.86 $24.16 $24.30 309206180 0.537857 10.26138322 280430166 $24.23 $26.02 7.38754 53 0.658436
648 2 PFE 4/1/2011 09:00:00 $20.42 $20.57 $20.11 $20.38 170424399 -0.195886 -21.06861801 215914627 $20.55 $20.46 -0.437956 40 0.981354
649 2 PFE 4/8/2011 09:00:00 $20.55 $20.61 $20.15 $20.46 199157969 -0.437956 16.86000958 170424399 $20.55 $20.53 -0.0973236 33 0.977517
650 2 PFE 4/15/2011 09:00:00 $20.55 $20.75 $20.33 $20.53 209481824 -0.0973236 5.183751899 199157969 $20.32 $19.79 -2.60827 26 0.974184
651 2 PFE 4/21/2011 09:00:00 $20.32 $20.88 $19.79 $19.79 143338656 -2.60827 -31.57465728 209481824 $19.95 $20.97 5.11278 20 1.01061
652 2 PFE 4/29/2011 09:00:00 $19.95 $21.06 $19.90 $20.97 205782608 5.11278 43.56393017 143338656 $21.14 $20.55 -2.79092 12 0.953743
653 2 PFE 5/6/2011 09:00:00 $21.14 $21.20 $20.07 $20.55 273973053 -2.79092 33.13712741 205782608 $20.53 $20.92 1.89966 5 0.973236
654 2 PFE 5/13/2011 09:00:00 $20.53 $20.99 $20.45 $20.92 180162306 1.89966 -34.24086638 273973053 $20.84 $20.69 -0.71977 82 0.956023
655 2 PFE 5/20/2011 09:00:00 $20.84 $21.28 $20.68 $20.69 249113161 -0.71977 38.27152112 180162306 $20.49 $20.93 2.14739 75 0.966651
656 2 PFE 5/27/2011 09:00:00 $20.49 $20.98 $20.35 $20.93 162550095 2.14739 -34.74849167 249113161 $21.00 $20.84 -0.761905 68 0.955566
657 2 PFE 6/3/2011 09:00:00 $21.00 $21.45 $20.66 $20.84 169014117 -0.761905 3.976633788 162550095 $20.82 $20.11 -3.41018 61 0.959693
658 2 PFE 6/10/2011 09:00:00 $20.82 $20.97 $20.04 $20.11 196181321 -3.41018 16.07392594 169014117 $20.08 $20.26 0.896414 54 0.99453
659 2 PFE 6/17/2011 09:00:00 $20.08 $20.73 $20.03 $20.26 229372501 0.896414 16.91862397 196181321 $20.09 $20.08 -0.049776 47 0.987167
660 2 PFE 6/24/2011 09:00:00 $20.09 $20.96 $20.08 $20.08 259247639 -0.049776 13.02472523 229372501 $20.10 $20.75 3.23383 40 0.996016
661 2 PG 4/1/2011 09:00:00 $61.08 $62.30 $60.61 $62.08 43453701 1.6372 5.08461251 41351155 $62.17 $61.90 -0.434293 26 0.853737
662 2 PG 4/8/2011 09:00:00 $62.17 $62.33 $61.47 $61.90 38792072 -0.434293 -10.72780659 43453701 $62.02 $64.18 3.48275 19 0.85622
663 2 PG 4/15/2011 09:00:00 $62.02 $64.21 $61.90 $64.18 51918017 3.48275 33.836669 38792072 $63.67 $63.27 -0.628239 12 0.825802
664 2 PG 4/21/2011 09:00:00 $63.67 $64.34 $63.27 $63.27 29487333 -0.628239 -43.2040461 51918017 $63.08 $64.90 2.88523 6 0.83768
665 2 PG 4/29/2011 09:00:00 $63.08 $65.10 $62.60 $64.90 53544624 2.88523 81.58517083 29487333 $65.24 $65.27 0.0459841 82 0.816641
666 2 PG 5/6/2011 09:00:00 $65.24 $66.50 $64.90 $65.27 55046479 0.0459841 2.804866087 53544624 $64.93 $66.86 2.97243 75 0.812012
667 2 PG 5/13/2011 09:00:00 $64.93 $67.31 $64.86 $66.86 49677302 2.97243 -9.753897247 55046479 $66.66 $67.36 1.0501 68 0.792701
668 2 PG 5/20/2011 09:00:00 $66.66 $67.72 $66.51 $67.36 47738539 1.0501 -3.90271396 49677302 $66.80 $66.20 -0.898204 61 0.786817
669 2 PG 5/27/2011 09:00:00 $66.80 $67.20 $65.70 $66.20 37114265 -0.898204 -22.25513018 47738539 $66.33 $65.43 -1.35685 54 0.800604
670 2 PG 6/3/2011 09:00:00 $66.33 $67.00 $56.57 $65.43 37312488 -1.35685 0.534088443 37114265 $65.36 $64.70 -1.00979 47 0.810026
671 2 PG 6/10/2011 09:00:00 $65.36 $65.64 $64.65 $64.70 48599369 -1.00979 30.24960705 37312488 $64.65 $64.69 0.0618716 40 0.819165
672 2 PG 6/17/2011 09:00:00 $64.65 $65.22 $63.33 $64.69 46861128 0.0618716 -3.57667401 48599369 $64.51 $62.59 -2.97628 33 0.819292
673 2 PG 6/24/2011 09:00:00 $64.51 $65.29 $62.44 $62.59 53025186 -2.97628 13.15388311 46861128 $62.76 $64.27 2.40599 26 0.846781
674 2 T 4/1/2011 09:00:00 $29.02 $30.97 $28.90 $30.62 384284485 5.51344 127.2456535 169105318 $30.74 $30.71 -0.0975927 5 1.40431
675 2 T 4/8/2011 09:00:00 $30.74 $31.00 $29.99 $30.71 148206324 -0.0975927 -61.43317522 384284485 $30.75 $30.65 -0.325203 89 1.4002
676 2 T 4/15/2011 09:00:00 $30.75 $30.84 $30.01 $30.65 108080405 -0.325203 -27.07436357 148206324 $30.42 $30.68 0.854701 82 1.40294
677 2 T 4/21/2011 09:00:00 $30.42 $30.68 $29.91 $30.68 76563904 0.854701 -29.16023584 108080405 $30.67 $31.12 1.46723 76 1.40156
678 2 T 4/29/2011 09:00:00 $30.67 $31.82 $30.43 $31.12 112339712 1.46723 46.72672909 76563904 $31.60 $31.26 -1.07595 68 1.38175
679 2 T 5/6/2011 09:00:00 $31.60 $31.94 $31.03 $31.26 156030184 -1.07595 38.89138687 112339712 $31.20 $31.41 0.673077 61 1.37556
680 2 T 5/13/2011 09:00:00 $31.20 $31.79 $31.05 $31.41 92523592 0.673077 -40.70147863 156030184 $31.32 $31.32 0 54 1.36899
681 2 T 5/20/2011 09:00:00 $31.32 $31.77 $30.90 $31.32 102539987 0 10.82577404 92523592 $31.00 $31.29 0.935484 47 1.37292
682 2 T 5/27/2011 09:00:00 $31.00 $31.30 $30.92 $31.29 73854767 0.935484 -27.97466709 102539987 $31.48 $30.65 -2.63659 40 1.37424
683 2 T 6/3/2011 09:00:00 $31.48 $31.65 $30.52 $30.65 85085937 -2.63659 15.20710234 73854767 $30.55 $30.34 -0.687398 33 1.40294
684 2 T 6/10/2011 09:00:00 $30.55 $30.61 $30.11 $30.34 95255686 -0.687398 11.9523265 85085937 $30.28 $30.77 1.61823 26 1.41727
685 2 T 6/17/2011 09:00:00 $30.28 $30.95 $30.17 $30.77 114504788 1.61823 20.20782465 95255686 $30.66 $30.44 -0.717547 19 1.39747
686 2 T 6/24/2011 09:00:00 $30.66 $31.33 $30.29 $30.44 116043866 -0.717547 1.344116719 114504788 $30.65 $31.68 3.36052 12 1.41261
687 2 TRV 4/1/2011 09:00:00 $59.09 $60.01 $58.37 $59.71 16608737 1.04925 17.56965399 14126721 $59.83 $59.58 -0.417851 68 0.686652
688 2 TRV 4/8/2011 09:00:00 $59.83 $60.00 $59.11 $59.58 12307164 -0.417851 -25.89945882 16608737 $59.85 $59.80 -0.0835422 61 0.68815
689 2 TRV 4/15/2011 09:00:00 $59.85 $60.85 $59.00 $59.80 15459751 -0.0835422 25.61586894 12307164 $59.32 $61.32 3.37154 54 0.685619
690 2 TRV 4/21/2011 09:00:00 $59.32 $61.32 $58.07 $61.32 10135730 3.37154 -34.43794793 15459751 $61.32 $63.28 3.19635 48 0.668624
691 2 TRV 4/29/2011 09:00:00 $61.32 $63.37 $60.91 $63.28 16046782 3.19635 58.3189568 10135730 $63.56 $63.43 -0.204531 40 0.647914
692 2 TRV 5/6/2011 09:00:00 $63.56 $64.17 $62.85 $63.43 14335889 -0.204531 -10.66190717 16046782 $63.23 $62.33 -1.42338 33 0.646382
693 2 TRV 5/13/2011 09:00:00 $63.23 $64.09 $62.18 $62.33 14388418 -1.42338 0.366416063 14335889 $62.52 $62.25 -0.431862 26 0.657789
694 2 TRV 5/20/2011 09:00:00 $62.52 $63.11 $62.13 $62.25 11795580 -0.431862 -18.02031328 14388418 $61.74 $61.52 -0.356333 19 0.658635
695 2 TRV 5/27/2011 09:00:00 $61.74 $62.00 $60.36 $61.52 12344531 -0.356333 4.653870348 11795580 $61.95 $61.18 -1.24294 12 0.66645
696 2 TRV 6/3/2011 09:00:00 $61.95 $62.25 $60.59 $61.18 13535632 -1.24294 9.648815334 12344531 $61.35 $59.21 -3.48818 5 0.670154
697 2 TRV 6/10/2011 09:00:00 $61.35 $61.68 $58.71 $59.21 18091902 -3.48818 33.66130226 13535632 $59.12 $57.92 -2.02977 89 0.692451
698 2 TRV 6/17/2011 09:00:00 $59.12 $59.32 $57.36 $57.92 20647583 -2.02977 14.1261046 18091902 $57.57 $56.68 -1.54594 82 0.707873
699 2 TRV 6/24/2011 09:00:00 $57.57 $58.28 $56.12 $56.68 20959450 -1.54594 1.510428606 20647583 $56.83 $59.11 4.01197 75 0.723359
700 2 UTX 4/1/2011 09:00:00 $83.75 $85.95 $83.26 $85.32 16314122 1.87463 -14.28385283 19032729 $85.66 $84.81 -0.992295 47 0.562588
701 2 UTX 4/8/2011 09:00:00 $85.66 $86.00 $84.18 $84.81 11690792 -0.992295 -28.339435 16314122 $85.00 $83.45 -1.82353 40 0.565971
702 2 UTX 4/15/2011 09:00:00 $85.00 $85.56 $82.70 $83.45 17017620 -1.82353 45.56430394 11690792 $82.60 $87.10 5.44794 33 0.575195
703 2 UTX 4/21/2011 09:00:00 $82.60 $87.10 $81.10 $87.10 16859647 5.44794 -0.928290795 17017620 $87.00 $89.58 2.96552 27 0.551091
704 2 UTX 4/29/2011 09:00:00 $87.00 $89.80 $86.29 $89.58 20800024 2.96552 23.37164592 16859647 $90.03 $89.21 -0.910807 19 0.535834
705 2 UTX 5/6/2011 09:00:00 $90.03 $90.67 $85.80 $89.21 21797524 -0.910807 4.795667543 20800024 $88.88 $88.98 0.112511 12 0.538056
706 2 UTX 5/13/2011 09:00:00 $88.88 $90.18 $88.35 $88.98 17420630 0.112511 -20.07977603 21797524 $88.46 $87.50 -1.08524 5 0.539447
707 2 UTX 5/20/2011 09:00:00 $88.46 $89.25 $86.65 $87.50 22021867 -1.08524 26.41257521 17420630 $86.41 $86.33 -0.0925819 89 0.548571
708 2 UTX 5/27/2011 09:00:00 $86.41 $86.72 $85.21 $86.33 15097865 -0.0925819 -31.44148496 22021867 $87.00 $83.24 -4.32184 82 0.556006
709 2 UTX 6/3/2011 09:00:00 $87.00 $87.79 $82.43 $83.24 21179642 -4.32184 40.28236443 15097865 $82.93 $82.70 -0.277342 75 0.576646
710 2 UTX 6/10/2011 09:00:00 $82.93 $84.52 $82.60 $82.70 20109892 -0.277342 -5.050840803 21179642 $82.92 $84.57 1.98987 68 0.580411
711 2 UTX 6/17/2011 09:00:00 $82.92 $85.26 $82.52 $84.57 22074891 1.98987 9.771305584 20109892 $84.36 $84.33 -0.0355619 61 0.567577
712 2 UTX 6/24/2011 09:00:00 $84.36 $86.21 $83.69 $84.33 20775217 -0.0355619 -5.88756701 22074891 $84.01 $90.13 7.28485 54 0.569192
713 2 VZ 4/1/2011 09:00:00 $37.44 $38.95 $37.42 $38.47 96766651 2.75107 21.55977938 79604168 $38.53 $37.72 -2.10226 5 1.27372
714 2 VZ 4/8/2011 09:00:00 $38.53 $38.70 $37.26 $37.72 62429599 -2.10226 -35.48438604 96766651 $37.75 $37.85 0.264901 89 1.29905
715 2 VZ 4/15/2011 09:00:00 $37.75 $38.00 $37.34 $37.85 55355691 0.264901 -11.33101624 62429599 $37.60 $36.91 -1.83511 82 1.29458
716 2 VZ 4/21/2011 09:00:00 $37.60 $38.00 $36.91 $36.91 37735134 -1.83511 -31.83151846 55355691 $37.07 $37.78 1.9153 76 1.32755
717 2 VZ 4/29/2011 09:00:00 $37.07 $38.42 $36.82 $37.78 68330713 1.9153 81.07982073 37735134 $38.33 $37.28 -2.73937 68 1.29698
718 2 VZ 5/6/2011 09:00:00 $38.33 $38.33 $36.90 $37.28 84281362 -2.73937 23.3433083 68330713 $37.28 $37.26 -0.0536481 61 1.31438
719 2 VZ 5/13/2011 09:00:00 $37.28 $37.68 $36.95 $37.26 50917728 -0.0536481 -39.58601666 84281362 $37.26 $37.15 -0.295223 54 1.31508
720 2 VZ 5/20/2011 09:00:00 $37.26 $37.41 $36.80 $37.15 53263954 -0.295223 4.607876455 50917728 $36.75 $36.67 -0.217687 47 1.31898
721 2 VZ 5/27/2011 09:00:00 $36.75 $37.03 $36.24 $36.67 43400125 -0.217687 -18.51876975 53263954 $36.91 $35.63 -3.46789 40 1.33624
722 2 VZ 6/3/2011 09:00:00 $36.91 $36.99 $35.60 $35.63 50174214 -3.46789 15.60845504 43400125 $35.57 $35.19 -1.06832 33 1.37525
723 2 VZ 6/10/2011 09:00:00 $35.57 $36.14 $35.16 $35.19 72100710 -1.06832 43.70072643 50174214 $35.23 $35.51 0.794777 26 1.39244
724 2 VZ 6/17/2011 09:00:00 $35.23 $35.92 $34.94 $35.51 69585912 0.794777 -3.487896305 72100710 $35.35 $36.00 1.83876 19 1.37989
725 2 VZ 6/24/2011 09:00:00 $35.35 $36.17 $35.20 $36.00 82375230 1.83876 18.3791771 69585912 $36.00 $37.80 5 12 1.36111
726 2 WMT 4/1/2011 09:00:00 $52.31 $52.74 $51.89 $52.13 44519431 -0.344102 -16.60713204 53385178 $52.31 $52.54 0.439686 40 0.709764
727 2 WMT 4/8/2011 09:00:00 $52.31 $53.24 $52.06 $52.54 48382262 0.439686 8.676730392 44519431 $52.54 $53.55 1.92234 33 0.704225
728 2 WMT 4/15/2011 09:00:00 $52.54 $53.96 $52.40 $53.55 45662991 1.92234 -5.620388315 48382262 $53.08 $53.58 0.941974 26 0.690943
729 2 WMT 4/21/2011 09:00:00 $53.08 $53.95 $52.91 $53.58 23073491 0.941974 -49.47004019 45662991 $53.60 $54.98 2.57463 20 0.690556
730 2 WMT 4/29/2011 09:00:00 $53.60 $55.16 $53.23 $54.98 47159044 2.57463 104.3862543 23073491 $55.08 $55.02 -0.108932 12 0.672972
731 2 WMT 5/6/2011 09:00:00 $55.08 $55.79 $53.20 $55.02 46668727 -0.108932 -1.039709372 47159044 $54.97 $55.72 1.36438 5 0.672483
732 2 WMT 5/13/2011 09:00:00 $54.97 $56.03 $54.70 $55.72 42649301 1.36438 -8.612675465 46668727 $55.61 $55.29 -0.575436 89 0.664034
733 2 WMT 5/20/2011 09:00:00 $55.61 $56.47 $54.95 $55.29 56695842 -0.575436 32.93498527 42649301 $54.90 $54.70 -0.364299 82 0.669199
734 2 WMT 5/27/2011 09:00:00 $54.90 $55.50 $54.10 $54.70 35560853 -0.364299 -37.27784658 56695842 $54.88 $53.66 -2.22303 75 0.676417
735 2 WMT 6/3/2011 09:00:00 $54.88 $55.22 $53.04 $53.66 48156051 -2.22303 35.41871732 35560853 $53.86 $52.72 -2.1166 68 0.689527
736 2 WMT 6/10/2011 09:00:00 $53.86 $54.30 $52.69 $52.72 58746396 -2.1166 21.99172229 48156051 $52.91 $52.82 -0.1701 61 0.701821
737 2 WMT 6/17/2011 09:00:00 $52.91 $53.29 $51.79 $52.82 68996550 -0.1701 17.44814099 58746396 $52.70 $52.41 -0.550285 54 0.700492
738 2 WMT 6/24/2011 09:00:00 $52.70 $53.70 $52.35 $52.41 75602550 -0.550285 9.574391763 68996550 $52.32 $53.51 2.27446 47 0.705972
739 2 XOM 4/1/2011 09:00:00 $83.86 $84.94 $82.61 $84.68 77569311 0.97782 -6.95164475 83364516 $84.26 $85.95 2.0057 40 0.555031
740 2 XOM 4/8/2011 09:00:00 $84.26 $86.22 $84.07 $85.95 75566590 2.0057 -2.581847092 77569311 $85.95 $84.29 -1.93136 33 0.54683
741 2 XOM 4/15/2011 09:00:00 $85.95 $86.15 $82.38 $84.29 81056144 -1.93136 7.264525235 75566590 $83.11 $86.36 3.91048 26 0.557599
742 2 XOM 4/21/2011 09:00:00 $83.11 $86.36 $82.44 $86.36 43378708 3.91048 -46.48313396 81056144 $86.29 $87.98 1.95851 20 0.544233
743 2 XOM 4/29/2011 09:00:00 $86.29 $88.00 $85.89 $87.98 81596868 1.95851 88.10349999 43378708 $88.10 $82.69 -6.14075 12 0.534212
744 2 XOM 5/6/2011 09:00:00 $88.10 $88.13 $81.59 $82.69 113805856 -6.14075 39.4733141 81596868 $83.01 $80.87 -2.578 5 0.568388
745 2 XOM 5/13/2011 09:00:00 $83.01 $83.76 $79.42 $80.87 99678100 -2.578 -12.41390953 113805856 $80.22 $81.57 1.68287 89 0.58118
746 2 XOM 5/20/2011 09:00:00 $80.22 $82.58 $79.60 $81.57 86758820 1.68287 -12.96100146 99678100 $80.22 $82.63 3.00424 82 0.576192
747 2 XOM 5/27/2011 09:00:00 $80.22 $82.63 $80.07 $82.63 68230855 3.00424 -21.35571346 86758820 $83.28 $81.18 -2.52161 75 0.568801
748 2 XOM 6/3/2011 09:00:00 $83.28 $83.75 $80.18 $81.18 78616295 -2.52161 15.2210316 68230855 $80.93 $79.78 -1.42098 68 0.57896
749 2 XOM 6/10/2011 09:00:00 $80.93 $81.87 $79.72 $79.78 92380844 -1.42098 17.50851907 78616295 $80.00 $79.02 -1.225 61 0.58912
750 2 XOM 6/17/2011 09:00:00 $80.00 $80.82 $78.33 $79.02 100521400 -1.225 8.8119524 92380844 $78.65 $76.78 -2.37762 54 0.594786
751 2 XOM 6/24/2011 09:00:00 $78.65 $81.12 $76.78 $76.78 118679791 -2.37762 18.06420424 100521400 $76.88 $82.01 6.67274 47 0.612139

886
taganomaly/data/sample-1H.csv Normal file
Просмотреть файл

@ -0,0 +1,886 @@
"","date","category","value"
"1",2018-01-01 12:00:00,"A",9
"2",2018-01-01 12:00:00,"B",9
"3",2018-01-01 12:00:00,"C",12
"4",2018-01-01 12:20:00,"A",8
"5",2018-01-01 12:20:00,"B",9
"6",2018-01-01 12:20:00,"C",13
"7",2018-01-01 12:40:00,"A",7
"8",2018-01-01 12:40:00,"B",12
"9",2018-01-01 12:40:00,"C",11
"10",2018-01-01 13:00:00,"A",9
"11",2018-01-01 13:00:00,"B",12
"12",2018-01-01 13:00:00,"C",9
"13",2018-01-01 13:20:00,"A",15
"14",2018-01-01 13:20:00,"B",6
"15",2018-01-01 13:20:00,"C",9
"16",2018-01-01 13:40:00,"A",12
"17",2018-01-01 13:40:00,"B",4
"18",2018-01-01 13:40:00,"C",14
"19",2018-01-01 14:00:00,"A",10
"20",2018-01-01 14:00:00,"B",8
"21",2018-01-01 14:00:00,"C",12
"22",2018-01-01 14:20:00,"A",8
"23",2018-01-01 14:20:00,"B",8
"24",2018-01-01 14:20:00,"C",14
"25",2018-01-01 14:40:00,"A",9
"26",2018-01-01 14:40:00,"B",10
"27",2018-01-01 14:40:00,"C",11
"28",2018-01-01 15:00:00,"A",9
"29",2018-01-01 15:00:00,"B",11
"30",2018-01-01 15:00:00,"C",10
"31",2018-01-01 15:20:00,"A",11
"32",2018-01-01 15:20:00,"B",6
"33",2018-01-01 15:20:00,"C",13
"34",2018-01-01 15:40:00,"A",9
"35",2018-01-01 15:40:00,"B",8
"36",2018-01-01 15:40:00,"C",13
"37",2018-01-01 16:00:00,"A",9
"38",2018-01-01 16:00:00,"B",11
"39",2018-01-01 16:00:00,"C",10
"40",2018-01-01 16:20:00,"A",9
"41",2018-01-01 16:20:00,"B",11
"42",2018-01-01 16:20:00,"C",10
"43",2018-01-01 16:40:00,"A",7
"44",2018-01-01 16:40:00,"B",12
"45",2018-01-01 16:40:00,"C",11
"46",2018-01-01 17:00:00,"A",16
"47",2018-01-01 17:00:00,"B",6
"48",2018-01-01 17:00:00,"C",8
"49",2018-01-01 17:20:00,"A",10
"50",2018-01-01 17:20:00,"B",7
"51",2018-01-01 17:20:00,"C",13
"52",2018-01-01 17:40:00,"A",9
"53",2018-01-01 17:40:00,"B",10
"54",2018-01-01 17:40:00,"C",11
"55",2018-01-01 18:00:00,"A",12
"56",2018-01-01 18:00:00,"B",8
"57",2018-01-01 18:00:00,"C",10
"58",2018-01-01 18:20:00,"A",11
"59",2018-01-01 18:20:00,"B",8
"60",2018-01-01 18:20:00,"C",11
"61",2018-01-01 18:40:00,"A",13
"62",2018-01-01 18:40:00,"B",5
"63",2018-01-01 18:40:00,"C",12
"64",2018-01-01 19:00:00,"A",12
"65",2018-01-01 19:00:00,"B",10
"66",2018-01-01 19:00:00,"C",8
"67",2018-01-01 19:20:00,"A",14
"68",2018-01-01 19:20:00,"B",4
"69",2018-01-01 19:20:00,"C",12
"70",2018-01-01 19:40:00,"A",9
"71",2018-01-01 19:40:00,"B",10
"72",2018-01-01 19:40:00,"C",11
"73",2018-01-01 20:00:00,"A",12
"74",2018-01-01 20:00:00,"B",12
"75",2018-01-01 20:00:00,"C",6
"76",2018-01-01 20:20:00,"A",8
"77",2018-01-01 20:20:00,"B",7
"78",2018-01-01 20:20:00,"C",15
"79",2018-01-01 20:40:00,"A",12
"80",2018-01-01 20:40:00,"B",8
"81",2018-01-01 20:40:00,"C",10
"82",2018-01-01 21:00:00,"A",6
"83",2018-01-01 21:00:00,"B",14
"84",2018-01-01 21:00:00,"C",10
"85",2018-01-01 21:20:00,"A",14
"86",2018-01-01 21:20:00,"B",6
"87",2018-01-01 21:20:00,"C",10
"88",2018-01-01 21:40:00,"A",7
"89",2018-01-01 21:40:00,"B",12
"90",2018-01-01 21:40:00,"C",11
"91",2018-01-01 22:00:00,"A",8
"92",2018-01-01 22:00:00,"B",8
"93",2018-01-01 22:00:00,"C",14
"94",2018-01-01 22:20:00,"A",11
"95",2018-01-01 22:20:00,"B",10
"96",2018-01-01 22:20:00,"C",9
"97",2018-01-01 22:40:00,"A",8
"98",2018-01-01 22:40:00,"B",8
"99",2018-01-01 22:40:00,"C",14
"100",2018-01-01 23:00:00,"A",15
"101",2018-01-01 23:00:00,"B",5
"102",2018-01-01 23:00:00,"C",10
"103",2018-01-01 23:20:00,"A",8
"104",2018-01-01 23:20:00,"B",12
"105",2018-01-01 23:20:00,"C",10
"106",2018-01-01 23:40:00,"A",9
"107",2018-01-01 23:40:00,"B",9
"108",2018-01-01 23:40:00,"C",12
"109",2018-01-02 00:00:00,"A",6
"110",2018-01-02 00:00:00,"B",10
"111",2018-01-02 00:00:00,"C",14
"112",2018-01-02 00:20:00,"A",9
"113",2018-01-02 00:20:00,"B",9
"114",2018-01-02 00:20:00,"C",12
"115",2018-01-02 00:40:00,"A",10
"116",2018-01-02 00:40:00,"B",9
"117",2018-01-02 00:40:00,"C",11
"118",2018-01-02 01:00:00,"A",8
"119",2018-01-02 01:00:00,"B",11
"120",2018-01-02 01:00:00,"C",11
"121",2018-01-02 01:20:00,"A",10
"122",2018-01-02 01:20:00,"B",8
"123",2018-01-02 01:20:00,"C",12
"124",2018-01-02 01:40:00,"A",12
"125",2018-01-02 01:40:00,"B",5
"126",2018-01-02 01:40:00,"C",13
"127",2018-01-02 02:00:00,"A",11
"128",2018-01-02 02:00:00,"B",8
"129",2018-01-02 02:00:00,"C",11
"130",2018-01-02 02:20:00,"A",9
"131",2018-01-02 02:20:00,"B",11
"132",2018-01-02 02:20:00,"C",10
"133",2018-01-02 02:40:00,"A",11
"134",2018-01-02 02:40:00,"B",9
"135",2018-01-02 02:40:00,"C",10
"136",2018-01-02 03:00:00,"A",8
"137",2018-01-02 03:00:00,"B",11
"138",2018-01-02 03:00:00,"C",11
"139",2018-01-02 03:20:00,"A",10
"140",2018-01-02 03:20:00,"B",8
"141",2018-01-02 03:20:00,"C",12
"142",2018-01-02 03:40:00,"A",10
"143",2018-01-02 03:40:00,"B",12
"144",2018-01-02 03:40:00,"C",8
"145",2018-01-02 04:00:00,"A",19
"146",2018-01-02 04:00:00,"B",6
"147",2018-01-02 04:00:00,"C",5
"148",2018-01-02 04:20:00,"A",7
"149",2018-01-02 04:20:00,"B",15
"150",2018-01-02 04:20:00,"C",8
"151",2018-01-02 04:40:00,"A",13
"152",2018-01-02 04:40:00,"B",9
"153",2018-01-02 04:40:00,"C",8
"154",2018-01-02 05:00:00,"A",7
"155",2018-01-02 05:00:00,"B",14
"156",2018-01-02 05:00:00,"C",9
"157",2018-01-02 05:20:00,"A",11
"158",2018-01-02 05:20:00,"B",10
"159",2018-01-02 05:20:00,"C",9
"160",2018-01-02 05:40:00,"A",6
"161",2018-01-02 05:40:00,"B",15
"162",2018-01-02 05:40:00,"C",9
"163",2018-01-02 06:00:00,"A",11
"164",2018-01-02 06:00:00,"B",11
"165",2018-01-02 06:00:00,"C",8
"166",2018-01-02 06:20:00,"A",8
"167",2018-01-02 06:20:00,"B",12
"168",2018-01-02 06:20:00,"C",10
"169",2018-01-02 06:40:00,"A",11
"170",2018-01-02 06:40:00,"B",11
"171",2018-01-02 06:40:00,"C",8
"172",2018-01-02 07:00:00,"A",9
"173",2018-01-02 07:00:00,"B",13
"174",2018-01-02 07:00:00,"C",8
"175",2018-01-02 07:20:00,"A",13
"176",2018-01-02 07:20:00,"B",10
"177",2018-01-02 07:20:00,"C",7
"178",2018-01-02 07:40:00,"A",8
"179",2018-01-02 07:40:00,"B",11
"180",2018-01-02 07:40:00,"C",11
"181",2018-01-02 08:00:00,"A",5
"182",2018-01-02 08:00:00,"B",14
"183",2018-01-02 08:00:00,"C",11
"184",2018-01-02 08:20:00,"A",9
"185",2018-01-02 08:20:00,"B",11
"186",2018-01-02 08:20:00,"C",10
"187",2018-01-02 08:40:00,"A",7
"188",2018-01-02 08:40:00,"B",12
"189",2018-01-02 08:40:00,"C",11
"190",2018-01-02 09:00:00,"A",9
"191",2018-01-02 09:00:00,"B",10
"192",2018-01-02 09:00:00,"C",11
"193",2018-01-02 09:20:00,"A",7
"194",2018-01-02 09:20:00,"B",15
"195",2018-01-02 09:20:00,"C",8
"196",2018-01-02 09:40:00,"A",12
"197",2018-01-02 09:40:00,"B",9
"198",2018-01-02 09:40:00,"C",9
"199",2018-01-02 10:00:00,"A",10
"200",2018-01-02 10:00:00,"B",10
"201",2018-01-02 10:00:00,"C",10
"202",2018-01-02 10:20:00,"A",13
"203",2018-01-02 10:20:00,"B",8
"204",2018-01-02 10:20:00,"C",9
"205",2018-01-02 10:40:00,"A",10
"206",2018-01-02 10:40:00,"B",8
"207",2018-01-02 10:40:00,"C",12
"208",2018-01-02 11:00:00,"A",9
"209",2018-01-02 11:00:00,"B",10
"210",2018-01-02 11:00:00,"C",11
"211",2018-01-02 11:20:00,"A",11
"212",2018-01-02 11:20:00,"B",11
"213",2018-01-02 11:20:00,"C",8
"214",2018-01-02 11:40:00,"A",8
"215",2018-01-02 11:40:00,"B",10
"216",2018-01-02 11:40:00,"C",12
"217",2018-01-02 12:00:00,"A",13
"218",2018-01-02 12:00:00,"B",6
"219",2018-01-02 12:00:00,"C",11
"220",2018-01-02 12:20:00,"A",8
"221",2018-01-02 12:20:00,"B",15
"222",2018-01-02 12:20:00,"C",7
"223",2018-01-02 12:40:00,"A",5
"224",2018-01-02 12:40:00,"B",10
"225",2018-01-02 12:40:00,"C",15
"226",2018-01-02 13:00:00,"A",7
"227",2018-01-02 13:00:00,"B",11
"228",2018-01-02 13:00:00,"C",12
"229",2018-01-02 13:20:00,"A",10
"230",2018-01-02 13:20:00,"B",11
"231",2018-01-02 13:20:00,"C",9
"232",2018-01-02 13:40:00,"A",5
"233",2018-01-02 13:40:00,"B",14
"234",2018-01-02 13:40:00,"C",11
"235",2018-01-02 14:00:00,"A",5
"236",2018-01-02 14:00:00,"B",17
"237",2018-01-02 14:00:00,"C",8
"238",2018-01-02 14:20:00,"A",7
"239",2018-01-02 14:20:00,"B",15
"240",2018-01-02 14:20:00,"C",8
"241",2018-01-02 14:40:00,"A",9
"242",2018-01-02 14:40:00,"B",15
"243",2018-01-02 14:40:00,"C",6
"244",2018-01-02 15:00:00,"A",8
"245",2018-01-02 15:00:00,"B",11
"246",2018-01-02 15:00:00,"C",11
"247",2018-01-02 15:20:00,"A",12
"248",2018-01-02 15:20:00,"B",9
"249",2018-01-02 15:20:00,"C",9
"250",2018-01-02 15:40:00,"A",18
"251",2018-01-02 15:40:00,"B",7
"252",2018-01-02 15:40:00,"C",5
"253",2018-01-02 16:00:00,"A",11
"254",2018-01-02 16:00:00,"B",9
"255",2018-01-02 16:00:00,"C",10
"256",2018-01-02 16:20:00,"A",11
"257",2018-01-02 16:20:00,"B",13
"258",2018-01-02 16:20:00,"C",6
"259",2018-01-02 16:40:00,"A",12
"260",2018-01-02 16:40:00,"B",5
"261",2018-01-02 16:40:00,"C",13
"262",2018-01-02 17:00:00,"A",11
"263",2018-01-02 17:00:00,"B",11
"264",2018-01-02 17:00:00,"C",8
"265",2018-01-02 17:20:00,"A",13
"266",2018-01-02 17:20:00,"B",9
"267",2018-01-02 17:20:00,"C",8
"268",2018-01-02 17:40:00,"A",11
"269",2018-01-02 17:40:00,"B",10
"270",2018-01-02 17:40:00,"C",9
"271",2018-01-02 18:00:00,"A",11
"272",2018-01-02 18:00:00,"B",12
"273",2018-01-02 18:00:00,"C",7
"274",2018-01-02 18:20:00,"A",15
"275",2018-01-02 18:20:00,"B",8
"276",2018-01-02 18:20:00,"C",7
"277",2018-01-02 18:40:00,"A",5
"278",2018-01-02 18:40:00,"B",15
"279",2018-01-02 18:40:00,"C",10
"280",2018-01-02 19:00:00,"A",10
"281",2018-01-02 19:00:00,"B",6
"282",2018-01-02 19:00:00,"C",14
"283",2018-01-02 19:20:00,"A",11
"284",2018-01-02 19:20:00,"B",10
"285",2018-01-02 19:20:00,"C",9
"286",2018-01-02 19:40:00,"A",7
"287",2018-01-02 19:40:00,"B",13
"288",2018-01-02 19:40:00,"C",10
"289",2018-01-02 20:00:00,"A",9
"290",2018-01-02 20:00:00,"B",10
"291",2018-01-02 20:00:00,"C",11
"292",2018-01-02 20:20:00,"A",12
"293",2018-01-02 20:20:00,"B",10
"294",2018-01-02 20:20:00,"C",8
"295",2018-01-02 20:40:00,"A",15
"296",2018-01-02 20:40:00,"B",5
"297",2018-01-02 20:40:00,"C",10
"298",2018-01-02 21:00:00,"A",12
"299",2018-01-02 21:00:00,"B",7
"300",2018-01-02 21:00:00,"C",11
"301",2018-01-02 21:20:00,"A",11
"302",2018-01-02 21:20:00,"B",10
"303",2018-01-02 21:20:00,"C",9
"304",2018-01-02 21:40:00,"A",11
"305",2018-01-02 21:40:00,"B",9
"306",2018-01-02 21:40:00,"C",10
"307",2018-01-02 22:00:00,"A",11
"308",2018-01-02 22:00:00,"B",9
"309",2018-01-02 22:00:00,"C",10
"310",2018-01-02 22:20:00,"A",12
"311",2018-01-02 22:20:00,"B",9
"312",2018-01-02 22:20:00,"C",9
"313",2018-01-02 22:40:00,"A",11
"314",2018-01-02 22:40:00,"B",8
"315",2018-01-02 22:40:00,"C",11
"316",2018-01-02 23:00:00,"A",13
"317",2018-01-02 23:00:00,"B",6
"318",2018-01-02 23:00:00,"C",11
"319",2018-01-02 23:20:00,"A",10
"320",2018-01-02 23:20:00,"B",12
"321",2018-01-02 23:20:00,"C",8
"322",2018-01-02 23:40:00,"A",12
"323",2018-01-02 23:40:00,"B",10
"324",2018-01-02 23:40:00,"C",8
"325",2018-01-03 00:00:00,"A",10
"326",2018-01-03 00:00:00,"B",11
"327",2018-01-03 00:00:00,"C",9
"328",2018-01-03 00:20:00,"A",4
"329",2018-01-03 00:20:00,"B",15
"330",2018-01-03 00:20:00,"C",11
"331",2018-01-03 00:40:00,"A",10
"332",2018-01-03 00:40:00,"B",10
"333",2018-01-03 00:40:00,"C",10
"334",2018-01-03 01:00:00,"A",13
"335",2018-01-03 01:00:00,"B",7
"336",2018-01-03 01:00:00,"C",10
"337",2018-01-03 01:20:00,"A",6
"338",2018-01-03 01:20:00,"B",15
"339",2018-01-03 01:20:00,"C",9
"340",2018-01-03 01:40:00,"A",9
"341",2018-01-03 01:40:00,"B",5
"342",2018-01-03 01:40:00,"C",16
"343",2018-01-03 02:00:00,"A",10
"344",2018-01-03 02:00:00,"B",10
"345",2018-01-03 02:00:00,"C",10
"346",2018-01-03 02:20:00,"A",14
"347",2018-01-03 02:20:00,"B",8
"348",2018-01-03 02:20:00,"C",8
"349",2018-01-03 02:40:00,"A",9
"350",2018-01-03 02:40:00,"B",9
"351",2018-01-03 02:40:00,"C",12
"352",2018-01-03 03:00:00,"A",6
"353",2018-01-03 03:00:00,"B",8
"354",2018-01-03 03:00:00,"C",16
"355",2018-01-03 03:20:00,"A",7
"356",2018-01-03 03:20:00,"B",7
"357",2018-01-03 03:20:00,"C",16
"358",2018-01-03 03:40:00,"A",14
"359",2018-01-03 03:40:00,"B",10
"360",2018-01-03 03:40:00,"C",6
"361",2018-01-03 04:00:00,"A",7
"362",2018-01-03 04:00:00,"B",13
"363",2018-01-03 04:00:00,"C",10
"364",2018-01-03 04:20:00,"A",14
"365",2018-01-03 04:20:00,"B",7
"366",2018-01-03 04:20:00,"C",9
"367",2018-01-03 04:40:00,"A",3
"368",2018-01-03 04:40:00,"B",14
"369",2018-01-03 04:40:00,"C",13
"370",2018-01-03 05:00:00,"A",9
"371",2018-01-03 05:00:00,"B",10
"372",2018-01-03 05:00:00,"C",11
"373",2018-01-03 05:20:00,"A",13
"374",2018-01-03 05:20:00,"B",7
"375",2018-01-03 05:20:00,"C",10
"376",2018-01-03 05:40:00,"A",12
"377",2018-01-03 05:40:00,"B",11
"378",2018-01-03 05:40:00,"C",7
"379",2018-01-03 06:00:00,"A",14
"380",2018-01-03 06:00:00,"B",12
"381",2018-01-03 06:00:00,"C",4
"382",2018-01-03 06:20:00,"A",10
"383",2018-01-03 06:20:00,"B",10
"384",2018-01-03 06:20:00,"C",10
"385",2018-01-03 06:40:00,"A",9
"386",2018-01-03 06:40:00,"B",10
"387",2018-01-03 06:40:00,"C",11
"388",2018-01-03 07:00:00,"A",13
"389",2018-01-03 07:00:00,"B",7
"390",2018-01-03 07:00:00,"C",10
"391",2018-01-03 07:20:00,"A",11
"392",2018-01-03 07:20:00,"B",9
"393",2018-01-03 07:20:00,"C",10
"394",2018-01-03 07:40:00,"A",15
"395",2018-01-03 07:40:00,"B",6
"396",2018-01-03 07:40:00,"C",9
"397",2018-01-03 08:00:00,"A",12
"398",2018-01-03 08:00:00,"B",11
"399",2018-01-03 08:00:00,"C",7
"400",2018-01-03 08:20:00,"A",13
"401",2018-01-03 08:20:00,"B",8
"402",2018-01-03 08:20:00,"C",9
"403",2018-01-03 08:40:00,"A",9
"404",2018-01-03 08:40:00,"B",12
"405",2018-01-03 08:40:00,"C",9
"406",2018-01-03 09:00:00,"A",12
"407",2018-01-03 09:00:00,"B",9
"408",2018-01-03 09:00:00,"C",9
"409",2018-01-03 09:20:00,"A",11
"410",2018-01-03 09:20:00,"B",9
"411",2018-01-03 09:20:00,"C",10
"412",2018-01-03 09:40:00,"A",13
"413",2018-01-03 09:40:00,"B",4
"414",2018-01-03 09:40:00,"C",13
"415",2018-01-03 10:00:00,"A",11
"416",2018-01-03 10:00:00,"B",6
"417",2018-01-03 10:00:00,"C",13
"418",2018-01-03 10:20:00,"A",7
"419",2018-01-03 10:20:00,"B",7
"420",2018-01-03 10:20:00,"C",16
"421",2018-01-03 10:40:00,"A",6
"422",2018-01-03 10:40:00,"B",10
"423",2018-01-03 10:40:00,"C",14
"424",2018-01-03 11:00:00,"A",11
"425",2018-01-03 11:00:00,"B",11
"426",2018-01-03 11:00:00,"C",8
"427",2018-01-03 11:20:00,"A",12
"428",2018-01-03 11:20:00,"B",9
"429",2018-01-03 11:20:00,"C",9
"430",2018-01-03 11:40:00,"A",11
"431",2018-01-03 11:40:00,"B",8
"432",2018-01-03 11:40:00,"C",11
"433",2018-01-03 12:00:00,"A",10
"434",2018-01-03 12:00:00,"B",8
"435",2018-01-03 12:00:00,"C",12
"436",2018-01-03 12:20:00,"A",8
"437",2018-01-03 12:20:00,"B",13
"438",2018-01-03 12:20:00,"C",9
"439",2018-01-03 12:40:00,"A",14
"440",2018-01-03 12:40:00,"B",5
"441",2018-01-03 12:40:00,"C",11
"442",2018-01-03 13:00:00,"A",13
"443",2018-01-03 13:00:00,"B",8
"444",2018-01-03 13:00:00,"C",9
"445",2018-01-03 13:20:00,"A",14
"446",2018-01-03 13:20:00,"B",7
"447",2018-01-03 13:20:00,"C",9
"448",2018-01-03 13:40:00,"A",7
"449",2018-01-03 13:40:00,"B",8
"450",2018-01-03 13:40:00,"C",15
"451",2018-01-03 14:00:00,"A",10
"452",2018-01-03 14:00:00,"B",10
"453",2018-01-03 14:00:00,"C",10
"454",2018-01-03 14:20:00,"A",14
"455",2018-01-03 14:20:00,"B",7
"456",2018-01-03 14:20:00,"C",9
"457",2018-01-03 14:40:00,"A",10
"458",2018-01-03 14:40:00,"B",11
"459",2018-01-03 14:40:00,"C",9
"460",2018-01-03 15:00:00,"A",10
"461",2018-01-03 15:00:00,"B",8
"462",2018-01-03 15:00:00,"C",12
"463",2018-01-03 15:20:00,"A",6
"464",2018-01-03 15:20:00,"B",10
"465",2018-01-03 15:20:00,"C",14
"466",2018-01-03 15:40:00,"A",10
"467",2018-01-03 15:40:00,"B",13
"468",2018-01-03 15:40:00,"C",7
"469",2018-01-03 16:00:00,"A",6
"470",2018-01-03 16:00:00,"B",12
"471",2018-01-03 16:00:00,"C",12
"472",2018-01-03 16:20:00,"A",7
"473",2018-01-03 16:20:00,"B",15
"474",2018-01-03 16:20:00,"C",8
"475",2018-01-03 16:40:00,"A",6
"476",2018-01-03 16:40:00,"B",12
"477",2018-01-03 16:40:00,"C",12
"478",2018-01-03 17:00:00,"A",7
"479",2018-01-03 17:00:00,"B",9
"480",2018-01-03 17:00:00,"C",14
"481",2018-01-03 17:20:00,"A",7
"482",2018-01-03 17:20:00,"B",7
"483",2018-01-03 17:20:00,"C",16
"484",2018-01-03 17:40:00,"A",12
"485",2018-01-03 17:40:00,"B",9
"486",2018-01-03 17:40:00,"C",9
"487",2018-01-03 18:00:00,"A",14
"488",2018-01-03 18:00:00,"B",9
"489",2018-01-03 18:00:00,"C",7
"490",2018-01-03 18:20:00,"A",6
"491",2018-01-03 18:20:00,"B",15
"492",2018-01-03 18:20:00,"C",9
"493",2018-01-03 18:40:00,"A",10
"494",2018-01-03 18:40:00,"B",12
"495",2018-01-03 18:40:00,"C",8
"496",2018-01-03 19:00:00,"A",11
"497",2018-01-03 19:00:00,"B",7
"498",2018-01-03 19:00:00,"C",12
"499",2018-01-03 19:20:00,"A",7
"500",2018-01-03 19:20:00,"B",10
"501",2018-01-03 19:20:00,"C",13
"502",2018-01-03 19:40:00,"A",12
"503",2018-01-03 19:40:00,"B",13
"504",2018-01-03 19:40:00,"C",5
"505",2018-01-03 20:00:00,"A",9
"506",2018-01-03 20:00:00,"B",8
"507",2018-01-03 20:00:00,"C",13
"508",2018-01-03 20:20:00,"A",8
"509",2018-01-03 20:20:00,"B",13
"510",2018-01-03 20:20:00,"C",9
"511",2018-01-03 20:40:00,"A",9
"512",2018-01-03 20:40:00,"B",7
"513",2018-01-03 20:40:00,"C",14
"514",2018-01-03 21:00:00,"A",11
"515",2018-01-03 21:00:00,"B",10
"516",2018-01-03 21:00:00,"C",9
"517",2018-01-03 21:20:00,"A",13
"518",2018-01-03 21:20:00,"B",10
"519",2018-01-03 21:20:00,"C",7
"520",2018-01-03 21:40:00,"A",15
"521",2018-01-03 21:40:00,"B",8
"522",2018-01-03 21:40:00,"C",7
"523",2018-01-03 22:00:00,"A",7
"524",2018-01-03 22:00:00,"B",14
"525",2018-01-03 22:00:00,"C",9
"526",2018-01-03 22:20:00,"A",8
"527",2018-01-03 22:20:00,"B",8
"528",2018-01-03 22:20:00,"C",14
"529",2018-01-03 22:40:00,"A",10
"530",2018-01-03 22:40:00,"B",14
"531",2018-01-03 22:40:00,"C",6
"532",2018-01-03 23:00:00,"A",9
"533",2018-01-03 23:00:00,"B",10
"534",2018-01-03 23:00:00,"C",11
"535",2018-01-03 23:20:00,"A",12
"536",2018-01-03 23:20:00,"B",8
"537",2018-01-03 23:20:00,"C",10
"538",2018-01-03 23:40:00,"A",8
"539",2018-01-03 23:40:00,"B",11
"540",2018-01-03 23:40:00,"C",11
"541",2018-01-04 00:00:00,"A",7
"542",2018-01-04 00:00:00,"B",6
"543",2018-01-04 00:00:00,"C",17
"544",2018-01-04 00:20:00,"A",14
"545",2018-01-04 00:20:00,"B",9
"546",2018-01-04 00:20:00,"C",7
"547",2018-01-04 00:40:00,"A",12
"548",2018-01-04 00:40:00,"B",8
"549",2018-01-04 00:40:00,"C",10
"550",2018-01-04 01:00:00,"A",11
"551",2018-01-04 01:00:00,"B",8
"552",2018-01-04 01:00:00,"C",11
"553",2018-01-04 01:20:00,"A",9
"554",2018-01-04 01:20:00,"B",12
"555",2018-01-04 01:20:00,"C",9
"556",2018-01-04 01:40:00,"A",10
"557",2018-01-04 01:40:00,"B",10
"558",2018-01-04 01:40:00,"C",10
"559",2018-01-04 02:00:00,"A",8
"560",2018-01-04 02:00:00,"B",13
"561",2018-01-04 02:00:00,"C",9
"562",2018-01-04 02:20:00,"A",4
"563",2018-01-04 02:20:00,"B",17
"564",2018-01-04 02:20:00,"C",9
"565",2018-01-04 02:40:00,"A",9
"566",2018-01-04 02:40:00,"B",10
"567",2018-01-04 02:40:00,"C",11
"568",2018-01-04 03:00:00,"A",12
"569",2018-01-04 03:00:00,"B",9
"570",2018-01-04 03:00:00,"C",9
"571",2018-01-04 03:20:00,"A",7
"572",2018-01-04 03:20:00,"B",10
"573",2018-01-04 03:20:00,"C",13
"574",2018-01-04 03:40:00,"A",10
"575",2018-01-04 03:40:00,"B",9
"576",2018-01-04 03:40:00,"C",11
"577",2018-01-04 04:00:00,"A",13
"578",2018-01-04 04:00:00,"B",7
"579",2018-01-04 04:00:00,"C",10
"580",2018-01-04 04:20:00,"A",5
"581",2018-01-04 04:20:00,"B",11
"582",2018-01-04 04:20:00,"C",14
"583",2018-01-04 04:40:00,"A",13
"584",2018-01-04 04:40:00,"B",10
"585",2018-01-04 04:40:00,"C",7
"586",2018-01-04 05:00:00,"A",11
"587",2018-01-04 05:00:00,"B",8
"588",2018-01-04 05:00:00,"C",11
"589",2018-01-04 05:20:00,"A",13
"590",2018-01-04 05:20:00,"B",9
"591",2018-01-04 05:20:00,"C",8
"592",2018-01-04 05:40:00,"A",13
"593",2018-01-04 05:40:00,"B",9
"594",2018-01-04 05:40:00,"C",8
"595",2018-01-04 06:00:00,"A",13
"596",2018-01-04 06:00:00,"B",10
"597",2018-01-04 06:00:00,"C",7
"598",2018-01-04 06:20:00,"A",9
"599",2018-01-04 06:20:00,"B",8
"600",2018-01-04 06:20:00,"C",13
"601",2018-01-04 06:40:00,"A",8
"602",2018-01-04 06:40:00,"B",11
"603",2018-01-04 06:40:00,"C",11
"604",2018-01-04 07:00:00,"A",10
"605",2018-01-04 07:00:00,"B",10
"606",2018-01-04 07:00:00,"C",10
"607",2018-01-04 07:20:00,"A",10
"608",2018-01-04 07:20:00,"B",10
"609",2018-01-04 07:20:00,"C",10
"610",2018-01-04 07:40:00,"A",8
"611",2018-01-04 07:40:00,"B",15
"612",2018-01-04 07:40:00,"C",7
"613",2018-01-04 08:00:00,"A",7
"614",2018-01-04 08:00:00,"B",12
"615",2018-01-04 08:00:00,"C",11
"616",2018-01-04 08:20:00,"A",8
"617",2018-01-04 08:20:00,"B",12
"618",2018-01-04 08:20:00,"C",10
"619",2018-01-04 08:40:00,"A",9
"620",2018-01-04 08:40:00,"B",9
"621",2018-01-04 08:40:00,"C",12
"622",2018-01-04 09:00:00,"A",9
"623",2018-01-04 09:00:00,"B",12
"624",2018-01-04 09:00:00,"C",9
"625",2018-01-04 09:20:00,"A",12
"626",2018-01-04 09:20:00,"B",6
"627",2018-01-04 09:20:00,"C",12
"628",2018-01-04 09:40:00,"A",13
"629",2018-01-04 09:40:00,"B",9
"630",2018-01-04 09:40:00,"C",8
"631",2018-01-04 10:00:00,"A",9
"632",2018-01-04 10:00:00,"B",10
"633",2018-01-04 10:00:00,"C",11
"634",2018-01-04 10:20:00,"A",8
"635",2018-01-04 10:20:00,"B",8
"636",2018-01-04 10:20:00,"C",14
"637",2018-01-04 10:40:00,"A",7
"638",2018-01-04 10:40:00,"B",13
"639",2018-01-04 10:40:00,"C",10
"640",2018-01-04 11:00:00,"A",7
"641",2018-01-04 11:00:00,"B",16
"642",2018-01-04 11:00:00,"C",7
"643",2018-01-04 11:20:00,"A",11
"644",2018-01-04 11:20:00,"B",10
"645",2018-01-04 11:20:00,"C",9
"646",2018-01-04 11:40:00,"A",10
"647",2018-01-04 11:40:00,"B",12
"648",2018-01-04 11:40:00,"C",8
"649",2018-01-04 12:00:00,"A",11
"650",2018-01-04 12:00:00,"B",8
"651",2018-01-04 12:00:00,"C",11
"652",2018-01-04 12:20:00,"A",9
"653",2018-01-04 12:20:00,"B",11
"654",2018-01-04 12:20:00,"C",10
"655",2018-01-04 12:40:00,"A",11
"656",2018-01-04 12:40:00,"B",10
"657",2018-01-04 12:40:00,"C",9
"658",2018-01-04 13:00:00,"A",11
"659",2018-01-04 13:00:00,"B",14
"660",2018-01-04 13:00:00,"C",5
"661",2018-01-04 13:20:00,"A",8
"662",2018-01-04 13:20:00,"B",10
"663",2018-01-04 13:20:00,"C",12
"664",2018-01-04 13:40:00,"A",5
"665",2018-01-04 13:40:00,"B",16
"666",2018-01-04 13:40:00,"C",9
"667",2018-01-04 14:00:00,"A",5
"668",2018-01-04 14:00:00,"B",11
"669",2018-01-04 14:00:00,"C",14
"670",2018-01-04 14:20:00,"A",15
"671",2018-01-04 14:20:00,"B",7
"672",2018-01-04 14:20:00,"C",8
"673",2018-01-04 14:40:00,"A",9
"674",2018-01-04 14:40:00,"B",15
"675",2018-01-04 14:40:00,"C",6
"676",2018-01-04 15:00:00,"A",10
"677",2018-01-04 15:00:00,"B",12
"678",2018-01-04 15:00:00,"C",8
"679",2018-01-04 15:20:00,"A",13
"680",2018-01-04 15:20:00,"B",9
"681",2018-01-04 15:20:00,"C",8
"682",2018-01-04 15:40:00,"A",8
"683",2018-01-04 15:40:00,"B",9
"684",2018-01-04 15:40:00,"C",13
"685",2018-01-04 16:00:00,"A",9
"686",2018-01-04 16:00:00,"B",12
"687",2018-01-04 16:00:00,"C",9
"688",2018-01-04 16:20:00,"A",7
"689",2018-01-04 16:20:00,"B",12
"690",2018-01-04 16:20:00,"C",11
"691",2018-01-04 16:40:00,"A",10
"692",2018-01-04 16:40:00,"B",15
"693",2018-01-04 16:40:00,"C",5
"694",2018-01-04 17:00:00,"A",10
"695",2018-01-04 17:00:00,"B",12
"696",2018-01-04 17:00:00,"C",8
"697",2018-01-04 17:20:00,"A",6
"698",2018-01-04 17:20:00,"B",13
"699",2018-01-04 17:20:00,"C",11
"700",2018-01-04 17:40:00,"A",11
"701",2018-01-04 17:40:00,"B",10
"702",2018-01-04 17:40:00,"C",9
"703",2018-01-04 18:00:00,"A",9
"704",2018-01-04 18:00:00,"B",14
"705",2018-01-04 18:00:00,"C",7
"706",2018-01-04 18:20:00,"A",11
"707",2018-01-04 18:20:00,"B",8
"708",2018-01-04 18:20:00,"C",11
"709",2018-01-04 18:40:00,"A",11
"710",2018-01-04 18:40:00,"B",8
"711",2018-01-04 18:40:00,"C",11
"712",2018-01-04 19:00:00,"A",8
"713",2018-01-04 19:00:00,"B",11
"714",2018-01-04 19:00:00,"C",11
"715",2018-01-04 19:20:00,"A",9
"716",2018-01-04 19:20:00,"B",10
"717",2018-01-04 19:20:00,"C",11
"718",2018-01-04 19:40:00,"A",14
"719",2018-01-04 19:40:00,"B",8
"720",2018-01-04 19:40:00,"C",8
"721",2018-01-04 20:00:00,"A",19
"722",2018-01-04 20:00:00,"B",6
"723",2018-01-04 20:00:00,"C",5
"724",2018-01-04 20:20:00,"A",14
"725",2018-01-04 20:20:00,"B",6
"726",2018-01-04 20:20:00,"C",10
"727",2018-01-04 20:40:00,"A",15
"728",2018-01-04 20:40:00,"B",7
"729",2018-01-04 20:40:00,"C",8
"730",2018-01-04 21:00:00,"A",14
"731",2018-01-04 21:00:00,"B",8
"732",2018-01-04 21:00:00,"C",8
"733",2018-01-04 21:20:00,"A",5
"734",2018-01-04 21:20:00,"B",11
"735",2018-01-04 21:20:00,"C",14
"736",2018-01-04 21:40:00,"A",10
"737",2018-01-04 21:40:00,"B",15
"738",2018-01-04 21:40:00,"C",5
"739",2018-01-04 22:00:00,"A",9
"740",2018-01-04 22:00:00,"B",6
"741",2018-01-04 22:00:00,"C",15
"742",2018-01-04 22:20:00,"A",10
"743",2018-01-04 22:20:00,"B",11
"744",2018-01-04 22:20:00,"C",9
"745",2018-01-04 22:40:00,"A",11
"746",2018-01-04 22:40:00,"B",13
"747",2018-01-04 22:40:00,"C",6
"748",2018-01-04 23:00:00,"A",14
"749",2018-01-04 23:00:00,"B",10
"750",2018-01-04 23:00:00,"C",6
"751",2018-01-04 23:20:00,"A",13
"752",2018-01-04 23:20:00,"B",8
"753",2018-01-04 23:20:00,"C",9
"754",2018-01-04 23:40:00,"A",11
"755",2018-01-04 23:40:00,"B",7
"756",2018-01-04 23:40:00,"C",12
"757",2018-01-05 00:00:00,"A",8
"758",2018-01-05 00:00:00,"B",12
"759",2018-01-05 00:00:00,"C",10
"760",2018-01-05 00:20:00,"A",15
"761",2018-01-05 00:20:00,"B",5
"762",2018-01-05 00:20:00,"C",10
"763",2018-01-05 00:40:00,"A",11
"764",2018-01-05 00:40:00,"B",9
"765",2018-01-05 00:40:00,"C",10
"766",2018-01-05 01:00:00,"A",14
"767",2018-01-05 01:00:00,"B",6
"768",2018-01-05 01:00:00,"C",10
"769",2018-01-05 01:20:00,"A",10
"770",2018-01-05 01:20:00,"B",8
"771",2018-01-05 01:20:00,"C",12
"772",2018-01-05 01:40:00,"A",11
"773",2018-01-05 01:40:00,"B",10
"774",2018-01-05 01:40:00,"C",9
"775",2018-01-05 02:00:00,"A",13
"776",2018-01-05 02:00:00,"B",8
"777",2018-01-05 02:00:00,"C",9
"778",2018-01-05 02:20:00,"A",11
"779",2018-01-05 02:20:00,"B",12
"780",2018-01-05 02:20:00,"C",7
"781",2018-01-05 02:40:00,"A",13
"782",2018-01-05 02:40:00,"B",11
"783",2018-01-05 02:40:00,"C",6
"784",2018-01-05 03:00:00,"A",11
"785",2018-01-05 03:00:00,"B",9
"786",2018-01-05 03:00:00,"C",10
"787",2018-01-05 03:20:00,"A",16
"788",2018-01-05 03:20:00,"B",7
"789",2018-01-05 03:20:00,"C",7
"790",2018-01-05 03:40:00,"A",10
"791",2018-01-05 03:40:00,"B",9
"792",2018-01-05 03:40:00,"C",11
"793",2018-01-05 04:00:00,"A",11
"794",2018-01-05 04:00:00,"B",8
"795",2018-01-05 04:00:00,"C",11
"796",2018-01-05 04:20:00,"A",8
"797",2018-01-05 04:20:00,"B",12
"798",2018-01-05 04:20:00,"C",10
"799",2018-01-05 04:40:00,"A",10
"800",2018-01-05 04:40:00,"B",12
"801",2018-01-05 04:40:00,"C",8
"802",2018-01-05 05:00:00,"A",6
"803",2018-01-05 05:00:00,"B",9
"804",2018-01-05 05:00:00,"C",15
"805",2018-01-05 05:20:00,"A",12
"806",2018-01-05 05:20:00,"B",9
"807",2018-01-05 05:20:00,"C",9
"808",2018-01-05 05:40:00,"A",5
"809",2018-01-05 05:40:00,"B",11
"810",2018-01-05 05:40:00,"C",14
"811",2018-01-05 06:00:00,"A",13
"812",2018-01-05 06:00:00,"B",9
"813",2018-01-05 06:00:00,"C",8
"814",2018-01-05 06:20:00,"A",8
"815",2018-01-05 06:20:00,"B",13
"816",2018-01-05 06:20:00,"C",9
"817",2018-01-05 06:40:00,"A",5
"818",2018-01-05 06:40:00,"B",9
"819",2018-01-05 06:40:00,"C",16
"820",2018-01-05 07:00:00,"A",6
"821",2018-01-05 07:00:00,"B",17
"822",2018-01-05 07:00:00,"C",7
"823",2018-01-05 07:20:00,"A",9
"824",2018-01-05 07:20:00,"B",13
"825",2018-01-05 07:20:00,"C",8
"826",2018-01-05 07:40:00,"A",14
"827",2018-01-05 07:40:00,"B",7
"828",2018-01-05 07:40:00,"C",9
"829",2018-01-05 08:00:00,"A",13
"830",2018-01-05 08:00:00,"B",8
"831",2018-01-05 08:00:00,"C",9
"832",2018-01-05 08:20:00,"A",13
"833",2018-01-05 08:20:00,"B",8
"834",2018-01-05 08:20:00,"C",9
"835",2018-01-05 08:40:00,"A",9
"836",2018-01-05 08:40:00,"B",12
"837",2018-01-05 08:40:00,"C",9
"838",2018-01-05 09:00:00,"A",10
"839",2018-01-05 09:00:00,"B",12
"840",2018-01-05 09:00:00,"C",8
"841",2018-01-05 09:20:00,"A",7
"842",2018-01-05 09:20:00,"B",8
"843",2018-01-05 09:20:00,"C",15
"844",2018-01-05 09:40:00,"A",7
"845",2018-01-05 09:40:00,"B",13
"846",2018-01-05 09:40:00,"C",10
"847",2018-01-05 10:00:00,"A",10
"848",2018-01-05 10:00:00,"B",11
"849",2018-01-05 10:00:00,"C",9
"850",2018-01-05 10:20:00,"A",11
"851",2018-01-05 10:20:00,"B",8
"852",2018-01-05 10:20:00,"C",11
"853",2018-01-05 10:40:00,"A",13
"854",2018-01-05 10:40:00,"B",10
"855",2018-01-05 10:40:00,"C",7
"856",2018-01-05 11:00:00,"A",7
"857",2018-01-05 11:00:00,"B",12
"858",2018-01-05 11:00:00,"C",11
"859",2018-01-05 11:20:00,"A",10
"860",2018-01-05 11:20:00,"B",10
"861",2018-01-05 11:20:00,"C",10
"862",2018-01-05 11:40:00,"A",9
"863",2018-01-05 11:40:00,"B",10
"864",2018-01-05 11:40:00,"C",11
"865",2018-01-05 12:00:00,"A",13
"866",2018-01-05 12:00:00,"B",8
"867",2018-01-05 12:00:00,"C",9
"868",2018-01-05 12:20:00,"A",10
"869",2018-01-05 12:20:00,"B",10
"870",2018-01-05 12:20:00,"C",10
"871",2018-01-05 12:40:00,"A",10
"872",2018-01-05 12:40:00,"B",14
"873",2018-01-05 12:40:00,"C",6
"874",2018-01-05 13:00:00,"A",9
"875",2018-01-05 13:00:00,"B",9
"876",2018-01-05 13:00:00,"C",12
"877",2018-01-05 13:20:00,"A",10
"878",2018-01-05 13:20:00,"B",9
"879",2018-01-05 13:20:00,"C",11
"880",2018-01-05 13:40:00,"A",12
"881",2018-01-05 13:40:00,"B",9
"882",2018-01-05 13:40:00,"C",9
"883",2018-01-05 14:00:00,"A",9
"884",2018-01-05 14:00:00,"B",12
"885",2018-01-05 14:00:00,"C",9
1 date category value
2 1 2018-01-01 12:00:00 A 9
3 2 2018-01-01 12:00:00 B 9
4 3 2018-01-01 12:00:00 C 12
5 4 2018-01-01 12:20:00 A 8
6 5 2018-01-01 12:20:00 B 9
7 6 2018-01-01 12:20:00 C 13
8 7 2018-01-01 12:40:00 A 7
9 8 2018-01-01 12:40:00 B 12
10 9 2018-01-01 12:40:00 C 11
11 10 2018-01-01 13:00:00 A 9
12 11 2018-01-01 13:00:00 B 12
13 12 2018-01-01 13:00:00 C 9
14 13 2018-01-01 13:20:00 A 15
15 14 2018-01-01 13:20:00 B 6
16 15 2018-01-01 13:20:00 C 9
17 16 2018-01-01 13:40:00 A 12
18 17 2018-01-01 13:40:00 B 4
19 18 2018-01-01 13:40:00 C 14
20 19 2018-01-01 14:00:00 A 10
21 20 2018-01-01 14:00:00 B 8
22 21 2018-01-01 14:00:00 C 12
23 22 2018-01-01 14:20:00 A 8
24 23 2018-01-01 14:20:00 B 8
25 24 2018-01-01 14:20:00 C 14
26 25 2018-01-01 14:40:00 A 9
27 26 2018-01-01 14:40:00 B 10
28 27 2018-01-01 14:40:00 C 11
29 28 2018-01-01 15:00:00 A 9
30 29 2018-01-01 15:00:00 B 11
31 30 2018-01-01 15:00:00 C 10
32 31 2018-01-01 15:20:00 A 11
33 32 2018-01-01 15:20:00 B 6
34 33 2018-01-01 15:20:00 C 13
35 34 2018-01-01 15:40:00 A 9
36 35 2018-01-01 15:40:00 B 8
37 36 2018-01-01 15:40:00 C 13
38 37 2018-01-01 16:00:00 A 9
39 38 2018-01-01 16:00:00 B 11
40 39 2018-01-01 16:00:00 C 10
41 40 2018-01-01 16:20:00 A 9
42 41 2018-01-01 16:20:00 B 11
43 42 2018-01-01 16:20:00 C 10
44 43 2018-01-01 16:40:00 A 7
45 44 2018-01-01 16:40:00 B 12
46 45 2018-01-01 16:40:00 C 11
47 46 2018-01-01 17:00:00 A 16
48 47 2018-01-01 17:00:00 B 6
49 48 2018-01-01 17:00:00 C 8
50 49 2018-01-01 17:20:00 A 10
51 50 2018-01-01 17:20:00 B 7
52 51 2018-01-01 17:20:00 C 13
53 52 2018-01-01 17:40:00 A 9
54 53 2018-01-01 17:40:00 B 10
55 54 2018-01-01 17:40:00 C 11
56 55 2018-01-01 18:00:00 A 12
57 56 2018-01-01 18:00:00 B 8
58 57 2018-01-01 18:00:00 C 10
59 58 2018-01-01 18:20:00 A 11
60 59 2018-01-01 18:20:00 B 8
61 60 2018-01-01 18:20:00 C 11
62 61 2018-01-01 18:40:00 A 13
63 62 2018-01-01 18:40:00 B 5
64 63 2018-01-01 18:40:00 C 12
65 64 2018-01-01 19:00:00 A 12
66 65 2018-01-01 19:00:00 B 10
67 66 2018-01-01 19:00:00 C 8
68 67 2018-01-01 19:20:00 A 14
69 68 2018-01-01 19:20:00 B 4
70 69 2018-01-01 19:20:00 C 12
71 70 2018-01-01 19:40:00 A 9
72 71 2018-01-01 19:40:00 B 10
73 72 2018-01-01 19:40:00 C 11
74 73 2018-01-01 20:00:00 A 12
75 74 2018-01-01 20:00:00 B 12
76 75 2018-01-01 20:00:00 C 6
77 76 2018-01-01 20:20:00 A 8
78 77 2018-01-01 20:20:00 B 7
79 78 2018-01-01 20:20:00 C 15
80 79 2018-01-01 20:40:00 A 12
81 80 2018-01-01 20:40:00 B 8
82 81 2018-01-01 20:40:00 C 10
83 82 2018-01-01 21:00:00 A 6
84 83 2018-01-01 21:00:00 B 14
85 84 2018-01-01 21:00:00 C 10
86 85 2018-01-01 21:20:00 A 14
87 86 2018-01-01 21:20:00 B 6
88 87 2018-01-01 21:20:00 C 10
89 88 2018-01-01 21:40:00 A 7
90 89 2018-01-01 21:40:00 B 12
91 90 2018-01-01 21:40:00 C 11
92 91 2018-01-01 22:00:00 A 8
93 92 2018-01-01 22:00:00 B 8
94 93 2018-01-01 22:00:00 C 14
95 94 2018-01-01 22:20:00 A 11
96 95 2018-01-01 22:20:00 B 10
97 96 2018-01-01 22:20:00 C 9
98 97 2018-01-01 22:40:00 A 8
99 98 2018-01-01 22:40:00 B 8
100 99 2018-01-01 22:40:00 C 14
101 100 2018-01-01 23:00:00 A 15
102 101 2018-01-01 23:00:00 B 5
103 102 2018-01-01 23:00:00 C 10
104 103 2018-01-01 23:20:00 A 8
105 104 2018-01-01 23:20:00 B 12
106 105 2018-01-01 23:20:00 C 10
107 106 2018-01-01 23:40:00 A 9
108 107 2018-01-01 23:40:00 B 9
109 108 2018-01-01 23:40:00 C 12
110 109 2018-01-02 00:00:00 A 6
111 110 2018-01-02 00:00:00 B 10
112 111 2018-01-02 00:00:00 C 14
113 112 2018-01-02 00:20:00 A 9
114 113 2018-01-02 00:20:00 B 9
115 114 2018-01-02 00:20:00 C 12
116 115 2018-01-02 00:40:00 A 10
117 116 2018-01-02 00:40:00 B 9
118 117 2018-01-02 00:40:00 C 11
119 118 2018-01-02 01:00:00 A 8
120 119 2018-01-02 01:00:00 B 11
121 120 2018-01-02 01:00:00 C 11
122 121 2018-01-02 01:20:00 A 10
123 122 2018-01-02 01:20:00 B 8
124 123 2018-01-02 01:20:00 C 12
125 124 2018-01-02 01:40:00 A 12
126 125 2018-01-02 01:40:00 B 5
127 126 2018-01-02 01:40:00 C 13
128 127 2018-01-02 02:00:00 A 11
129 128 2018-01-02 02:00:00 B 8
130 129 2018-01-02 02:00:00 C 11
131 130 2018-01-02 02:20:00 A 9
132 131 2018-01-02 02:20:00 B 11
133 132 2018-01-02 02:20:00 C 10
134 133 2018-01-02 02:40:00 A 11
135 134 2018-01-02 02:40:00 B 9
136 135 2018-01-02 02:40:00 C 10
137 136 2018-01-02 03:00:00 A 8
138 137 2018-01-02 03:00:00 B 11
139 138 2018-01-02 03:00:00 C 11
140 139 2018-01-02 03:20:00 A 10
141 140 2018-01-02 03:20:00 B 8
142 141 2018-01-02 03:20:00 C 12
143 142 2018-01-02 03:40:00 A 10
144 143 2018-01-02 03:40:00 B 12
145 144 2018-01-02 03:40:00 C 8
146 145 2018-01-02 04:00:00 A 19
147 146 2018-01-02 04:00:00 B 6
148 147 2018-01-02 04:00:00 C 5
149 148 2018-01-02 04:20:00 A 7
150 149 2018-01-02 04:20:00 B 15
151 150 2018-01-02 04:20:00 C 8
152 151 2018-01-02 04:40:00 A 13
153 152 2018-01-02 04:40:00 B 9
154 153 2018-01-02 04:40:00 C 8
155 154 2018-01-02 05:00:00 A 7
156 155 2018-01-02 05:00:00 B 14
157 156 2018-01-02 05:00:00 C 9
158 157 2018-01-02 05:20:00 A 11
159 158 2018-01-02 05:20:00 B 10
160 159 2018-01-02 05:20:00 C 9
161 160 2018-01-02 05:40:00 A 6
162 161 2018-01-02 05:40:00 B 15
163 162 2018-01-02 05:40:00 C 9
164 163 2018-01-02 06:00:00 A 11
165 164 2018-01-02 06:00:00 B 11
166 165 2018-01-02 06:00:00 C 8
167 166 2018-01-02 06:20:00 A 8
168 167 2018-01-02 06:20:00 B 12
169 168 2018-01-02 06:20:00 C 10
170 169 2018-01-02 06:40:00 A 11
171 170 2018-01-02 06:40:00 B 11
172 171 2018-01-02 06:40:00 C 8
173 172 2018-01-02 07:00:00 A 9
174 173 2018-01-02 07:00:00 B 13
175 174 2018-01-02 07:00:00 C 8
176 175 2018-01-02 07:20:00 A 13
177 176 2018-01-02 07:20:00 B 10
178 177 2018-01-02 07:20:00 C 7
179 178 2018-01-02 07:40:00 A 8
180 179 2018-01-02 07:40:00 B 11
181 180 2018-01-02 07:40:00 C 11
182 181 2018-01-02 08:00:00 A 5
183 182 2018-01-02 08:00:00 B 14
184 183 2018-01-02 08:00:00 C 11
185 184 2018-01-02 08:20:00 A 9
186 185 2018-01-02 08:20:00 B 11
187 186 2018-01-02 08:20:00 C 10
188 187 2018-01-02 08:40:00 A 7
189 188 2018-01-02 08:40:00 B 12
190 189 2018-01-02 08:40:00 C 11
191 190 2018-01-02 09:00:00 A 9
192 191 2018-01-02 09:00:00 B 10
193 192 2018-01-02 09:00:00 C 11
194 193 2018-01-02 09:20:00 A 7
195 194 2018-01-02 09:20:00 B 15
196 195 2018-01-02 09:20:00 C 8
197 196 2018-01-02 09:40:00 A 12
198 197 2018-01-02 09:40:00 B 9
199 198 2018-01-02 09:40:00 C 9
200 199 2018-01-02 10:00:00 A 10
201 200 2018-01-02 10:00:00 B 10
202 201 2018-01-02 10:00:00 C 10
203 202 2018-01-02 10:20:00 A 13
204 203 2018-01-02 10:20:00 B 8
205 204 2018-01-02 10:20:00 C 9
206 205 2018-01-02 10:40:00 A 10
207 206 2018-01-02 10:40:00 B 8
208 207 2018-01-02 10:40:00 C 12
209 208 2018-01-02 11:00:00 A 9
210 209 2018-01-02 11:00:00 B 10
211 210 2018-01-02 11:00:00 C 11
212 211 2018-01-02 11:20:00 A 11
213 212 2018-01-02 11:20:00 B 11
214 213 2018-01-02 11:20:00 C 8
215 214 2018-01-02 11:40:00 A 8
216 215 2018-01-02 11:40:00 B 10
217 216 2018-01-02 11:40:00 C 12
218 217 2018-01-02 12:00:00 A 13
219 218 2018-01-02 12:00:00 B 6
220 219 2018-01-02 12:00:00 C 11
221 220 2018-01-02 12:20:00 A 8
222 221 2018-01-02 12:20:00 B 15
223 222 2018-01-02 12:20:00 C 7
224 223 2018-01-02 12:40:00 A 5
225 224 2018-01-02 12:40:00 B 10
226 225 2018-01-02 12:40:00 C 15
227 226 2018-01-02 13:00:00 A 7
228 227 2018-01-02 13:00:00 B 11
229 228 2018-01-02 13:00:00 C 12
230 229 2018-01-02 13:20:00 A 10
231 230 2018-01-02 13:20:00 B 11
232 231 2018-01-02 13:20:00 C 9
233 232 2018-01-02 13:40:00 A 5
234 233 2018-01-02 13:40:00 B 14
235 234 2018-01-02 13:40:00 C 11
236 235 2018-01-02 14:00:00 A 5
237 236 2018-01-02 14:00:00 B 17
238 237 2018-01-02 14:00:00 C 8
239 238 2018-01-02 14:20:00 A 7
240 239 2018-01-02 14:20:00 B 15
241 240 2018-01-02 14:20:00 C 8
242 241 2018-01-02 14:40:00 A 9
243 242 2018-01-02 14:40:00 B 15
244 243 2018-01-02 14:40:00 C 6
245 244 2018-01-02 15:00:00 A 8
246 245 2018-01-02 15:00:00 B 11
247 246 2018-01-02 15:00:00 C 11
248 247 2018-01-02 15:20:00 A 12
249 248 2018-01-02 15:20:00 B 9
250 249 2018-01-02 15:20:00 C 9
251 250 2018-01-02 15:40:00 A 18
252 251 2018-01-02 15:40:00 B 7
253 252 2018-01-02 15:40:00 C 5
254 253 2018-01-02 16:00:00 A 11
255 254 2018-01-02 16:00:00 B 9
256 255 2018-01-02 16:00:00 C 10
257 256 2018-01-02 16:20:00 A 11
258 257 2018-01-02 16:20:00 B 13
259 258 2018-01-02 16:20:00 C 6
260 259 2018-01-02 16:40:00 A 12
261 260 2018-01-02 16:40:00 B 5
262 261 2018-01-02 16:40:00 C 13
263 262 2018-01-02 17:00:00 A 11
264 263 2018-01-02 17:00:00 B 11
265 264 2018-01-02 17:00:00 C 8
266 265 2018-01-02 17:20:00 A 13
267 266 2018-01-02 17:20:00 B 9
268 267 2018-01-02 17:20:00 C 8
269 268 2018-01-02 17:40:00 A 11
270 269 2018-01-02 17:40:00 B 10
271 270 2018-01-02 17:40:00 C 9
272 271 2018-01-02 18:00:00 A 11
273 272 2018-01-02 18:00:00 B 12
274 273 2018-01-02 18:00:00 C 7
275 274 2018-01-02 18:20:00 A 15
276 275 2018-01-02 18:20:00 B 8
277 276 2018-01-02 18:20:00 C 7
278 277 2018-01-02 18:40:00 A 5
279 278 2018-01-02 18:40:00 B 15
280 279 2018-01-02 18:40:00 C 10
281 280 2018-01-02 19:00:00 A 10
282 281 2018-01-02 19:00:00 B 6
283 282 2018-01-02 19:00:00 C 14
284 283 2018-01-02 19:20:00 A 11
285 284 2018-01-02 19:20:00 B 10
286 285 2018-01-02 19:20:00 C 9
287 286 2018-01-02 19:40:00 A 7
288 287 2018-01-02 19:40:00 B 13
289 288 2018-01-02 19:40:00 C 10
290 289 2018-01-02 20:00:00 A 9
291 290 2018-01-02 20:00:00 B 10
292 291 2018-01-02 20:00:00 C 11
293 292 2018-01-02 20:20:00 A 12
294 293 2018-01-02 20:20:00 B 10
295 294 2018-01-02 20:20:00 C 8
296 295 2018-01-02 20:40:00 A 15
297 296 2018-01-02 20:40:00 B 5
298 297 2018-01-02 20:40:00 C 10
299 298 2018-01-02 21:00:00 A 12
300 299 2018-01-02 21:00:00 B 7
301 300 2018-01-02 21:00:00 C 11
302 301 2018-01-02 21:20:00 A 11
303 302 2018-01-02 21:20:00 B 10
304 303 2018-01-02 21:20:00 C 9
305 304 2018-01-02 21:40:00 A 11
306 305 2018-01-02 21:40:00 B 9
307 306 2018-01-02 21:40:00 C 10
308 307 2018-01-02 22:00:00 A 11
309 308 2018-01-02 22:00:00 B 9
310 309 2018-01-02 22:00:00 C 10
311 310 2018-01-02 22:20:00 A 12
312 311 2018-01-02 22:20:00 B 9
313 312 2018-01-02 22:20:00 C 9
314 313 2018-01-02 22:40:00 A 11
315 314 2018-01-02 22:40:00 B 8
316 315 2018-01-02 22:40:00 C 11
317 316 2018-01-02 23:00:00 A 13
318 317 2018-01-02 23:00:00 B 6
319 318 2018-01-02 23:00:00 C 11
320 319 2018-01-02 23:20:00 A 10
321 320 2018-01-02 23:20:00 B 12
322 321 2018-01-02 23:20:00 C 8
323 322 2018-01-02 23:40:00 A 12
324 323 2018-01-02 23:40:00 B 10
325 324 2018-01-02 23:40:00 C 8
326 325 2018-01-03 00:00:00 A 10
327 326 2018-01-03 00:00:00 B 11
328 327 2018-01-03 00:00:00 C 9
329 328 2018-01-03 00:20:00 A 4
330 329 2018-01-03 00:20:00 B 15
331 330 2018-01-03 00:20:00 C 11
332 331 2018-01-03 00:40:00 A 10
333 332 2018-01-03 00:40:00 B 10
334 333 2018-01-03 00:40:00 C 10
335 334 2018-01-03 01:00:00 A 13
336 335 2018-01-03 01:00:00 B 7
337 336 2018-01-03 01:00:00 C 10
338 337 2018-01-03 01:20:00 A 6
339 338 2018-01-03 01:20:00 B 15
340 339 2018-01-03 01:20:00 C 9
341 340 2018-01-03 01:40:00 A 9
342 341 2018-01-03 01:40:00 B 5
343 342 2018-01-03 01:40:00 C 16
344 343 2018-01-03 02:00:00 A 10
345 344 2018-01-03 02:00:00 B 10
346 345 2018-01-03 02:00:00 C 10
347 346 2018-01-03 02:20:00 A 14
348 347 2018-01-03 02:20:00 B 8
349 348 2018-01-03 02:20:00 C 8
350 349 2018-01-03 02:40:00 A 9
351 350 2018-01-03 02:40:00 B 9
352 351 2018-01-03 02:40:00 C 12
353 352 2018-01-03 03:00:00 A 6
354 353 2018-01-03 03:00:00 B 8
355 354 2018-01-03 03:00:00 C 16
356 355 2018-01-03 03:20:00 A 7
357 356 2018-01-03 03:20:00 B 7
358 357 2018-01-03 03:20:00 C 16
359 358 2018-01-03 03:40:00 A 14
360 359 2018-01-03 03:40:00 B 10
361 360 2018-01-03 03:40:00 C 6
362 361 2018-01-03 04:00:00 A 7
363 362 2018-01-03 04:00:00 B 13
364 363 2018-01-03 04:00:00 C 10
365 364 2018-01-03 04:20:00 A 14
366 365 2018-01-03 04:20:00 B 7
367 366 2018-01-03 04:20:00 C 9
368 367 2018-01-03 04:40:00 A 3
369 368 2018-01-03 04:40:00 B 14
370 369 2018-01-03 04:40:00 C 13
371 370 2018-01-03 05:00:00 A 9
372 371 2018-01-03 05:00:00 B 10
373 372 2018-01-03 05:00:00 C 11
374 373 2018-01-03 05:20:00 A 13
375 374 2018-01-03 05:20:00 B 7
376 375 2018-01-03 05:20:00 C 10
377 376 2018-01-03 05:40:00 A 12
378 377 2018-01-03 05:40:00 B 11
379 378 2018-01-03 05:40:00 C 7
380 379 2018-01-03 06:00:00 A 14
381 380 2018-01-03 06:00:00 B 12
382 381 2018-01-03 06:00:00 C 4
383 382 2018-01-03 06:20:00 A 10
384 383 2018-01-03 06:20:00 B 10
385 384 2018-01-03 06:20:00 C 10
386 385 2018-01-03 06:40:00 A 9
387 386 2018-01-03 06:40:00 B 10
388 387 2018-01-03 06:40:00 C 11
389 388 2018-01-03 07:00:00 A 13
390 389 2018-01-03 07:00:00 B 7
391 390 2018-01-03 07:00:00 C 10
392 391 2018-01-03 07:20:00 A 11
393 392 2018-01-03 07:20:00 B 9
394 393 2018-01-03 07:20:00 C 10
395 394 2018-01-03 07:40:00 A 15
396 395 2018-01-03 07:40:00 B 6
397 396 2018-01-03 07:40:00 C 9
398 397 2018-01-03 08:00:00 A 12
399 398 2018-01-03 08:00:00 B 11
400 399 2018-01-03 08:00:00 C 7
401 400 2018-01-03 08:20:00 A 13
402 401 2018-01-03 08:20:00 B 8
403 402 2018-01-03 08:20:00 C 9
404 403 2018-01-03 08:40:00 A 9
405 404 2018-01-03 08:40:00 B 12
406 405 2018-01-03 08:40:00 C 9
407 406 2018-01-03 09:00:00 A 12
408 407 2018-01-03 09:00:00 B 9
409 408 2018-01-03 09:00:00 C 9
410 409 2018-01-03 09:20:00 A 11
411 410 2018-01-03 09:20:00 B 9
412 411 2018-01-03 09:20:00 C 10
413 412 2018-01-03 09:40:00 A 13
414 413 2018-01-03 09:40:00 B 4
415 414 2018-01-03 09:40:00 C 13
416 415 2018-01-03 10:00:00 A 11
417 416 2018-01-03 10:00:00 B 6
418 417 2018-01-03 10:00:00 C 13
419 418 2018-01-03 10:20:00 A 7
420 419 2018-01-03 10:20:00 B 7
421 420 2018-01-03 10:20:00 C 16
422 421 2018-01-03 10:40:00 A 6
423 422 2018-01-03 10:40:00 B 10
424 423 2018-01-03 10:40:00 C 14
425 424 2018-01-03 11:00:00 A 11
426 425 2018-01-03 11:00:00 B 11
427 426 2018-01-03 11:00:00 C 8
428 427 2018-01-03 11:20:00 A 12
429 428 2018-01-03 11:20:00 B 9
430 429 2018-01-03 11:20:00 C 9
431 430 2018-01-03 11:40:00 A 11
432 431 2018-01-03 11:40:00 B 8
433 432 2018-01-03 11:40:00 C 11
434 433 2018-01-03 12:00:00 A 10
435 434 2018-01-03 12:00:00 B 8
436 435 2018-01-03 12:00:00 C 12
437 436 2018-01-03 12:20:00 A 8
438 437 2018-01-03 12:20:00 B 13
439 438 2018-01-03 12:20:00 C 9
440 439 2018-01-03 12:40:00 A 14
441 440 2018-01-03 12:40:00 B 5
442 441 2018-01-03 12:40:00 C 11
443 442 2018-01-03 13:00:00 A 13
444 443 2018-01-03 13:00:00 B 8
445 444 2018-01-03 13:00:00 C 9
446 445 2018-01-03 13:20:00 A 14
447 446 2018-01-03 13:20:00 B 7
448 447 2018-01-03 13:20:00 C 9
449 448 2018-01-03 13:40:00 A 7
450 449 2018-01-03 13:40:00 B 8
451 450 2018-01-03 13:40:00 C 15
452 451 2018-01-03 14:00:00 A 10
453 452 2018-01-03 14:00:00 B 10
454 453 2018-01-03 14:00:00 C 10
455 454 2018-01-03 14:20:00 A 14
456 455 2018-01-03 14:20:00 B 7
457 456 2018-01-03 14:20:00 C 9
458 457 2018-01-03 14:40:00 A 10
459 458 2018-01-03 14:40:00 B 11
460 459 2018-01-03 14:40:00 C 9
461 460 2018-01-03 15:00:00 A 10
462 461 2018-01-03 15:00:00 B 8
463 462 2018-01-03 15:00:00 C 12
464 463 2018-01-03 15:20:00 A 6
465 464 2018-01-03 15:20:00 B 10
466 465 2018-01-03 15:20:00 C 14
467 466 2018-01-03 15:40:00 A 10
468 467 2018-01-03 15:40:00 B 13
469 468 2018-01-03 15:40:00 C 7
470 469 2018-01-03 16:00:00 A 6
471 470 2018-01-03 16:00:00 B 12
472 471 2018-01-03 16:00:00 C 12
473 472 2018-01-03 16:20:00 A 7
474 473 2018-01-03 16:20:00 B 15
475 474 2018-01-03 16:20:00 C 8
476 475 2018-01-03 16:40:00 A 6
477 476 2018-01-03 16:40:00 B 12
478 477 2018-01-03 16:40:00 C 12
479 478 2018-01-03 17:00:00 A 7
480 479 2018-01-03 17:00:00 B 9
481 480 2018-01-03 17:00:00 C 14
482 481 2018-01-03 17:20:00 A 7
483 482 2018-01-03 17:20:00 B 7
484 483 2018-01-03 17:20:00 C 16
485 484 2018-01-03 17:40:00 A 12
486 485 2018-01-03 17:40:00 B 9
487 486 2018-01-03 17:40:00 C 9
488 487 2018-01-03 18:00:00 A 14
489 488 2018-01-03 18:00:00 B 9
490 489 2018-01-03 18:00:00 C 7
491 490 2018-01-03 18:20:00 A 6
492 491 2018-01-03 18:20:00 B 15
493 492 2018-01-03 18:20:00 C 9
494 493 2018-01-03 18:40:00 A 10
495 494 2018-01-03 18:40:00 B 12
496 495 2018-01-03 18:40:00 C 8
497 496 2018-01-03 19:00:00 A 11
498 497 2018-01-03 19:00:00 B 7
499 498 2018-01-03 19:00:00 C 12
500 499 2018-01-03 19:20:00 A 7
501 500 2018-01-03 19:20:00 B 10
502 501 2018-01-03 19:20:00 C 13
503 502 2018-01-03 19:40:00 A 12
504 503 2018-01-03 19:40:00 B 13
505 504 2018-01-03 19:40:00 C 5
506 505 2018-01-03 20:00:00 A 9
507 506 2018-01-03 20:00:00 B 8
508 507 2018-01-03 20:00:00 C 13
509 508 2018-01-03 20:20:00 A 8
510 509 2018-01-03 20:20:00 B 13
511 510 2018-01-03 20:20:00 C 9
512 511 2018-01-03 20:40:00 A 9
513 512 2018-01-03 20:40:00 B 7
514 513 2018-01-03 20:40:00 C 14
515 514 2018-01-03 21:00:00 A 11
516 515 2018-01-03 21:00:00 B 10
517 516 2018-01-03 21:00:00 C 9
518 517 2018-01-03 21:20:00 A 13
519 518 2018-01-03 21:20:00 B 10
520 519 2018-01-03 21:20:00 C 7
521 520 2018-01-03 21:40:00 A 15
522 521 2018-01-03 21:40:00 B 8
523 522 2018-01-03 21:40:00 C 7
524 523 2018-01-03 22:00:00 A 7
525 524 2018-01-03 22:00:00 B 14
526 525 2018-01-03 22:00:00 C 9
527 526 2018-01-03 22:20:00 A 8
528 527 2018-01-03 22:20:00 B 8
529 528 2018-01-03 22:20:00 C 14
530 529 2018-01-03 22:40:00 A 10
531 530 2018-01-03 22:40:00 B 14
532 531 2018-01-03 22:40:00 C 6
533 532 2018-01-03 23:00:00 A 9
534 533 2018-01-03 23:00:00 B 10
535 534 2018-01-03 23:00:00 C 11
536 535 2018-01-03 23:20:00 A 12
537 536 2018-01-03 23:20:00 B 8
538 537 2018-01-03 23:20:00 C 10
539 538 2018-01-03 23:40:00 A 8
540 539 2018-01-03 23:40:00 B 11
541 540 2018-01-03 23:40:00 C 11
542 541 2018-01-04 00:00:00 A 7
543 542 2018-01-04 00:00:00 B 6
544 543 2018-01-04 00:00:00 C 17
545 544 2018-01-04 00:20:00 A 14
546 545 2018-01-04 00:20:00 B 9
547 546 2018-01-04 00:20:00 C 7
548 547 2018-01-04 00:40:00 A 12
549 548 2018-01-04 00:40:00 B 8
550 549 2018-01-04 00:40:00 C 10
551 550 2018-01-04 01:00:00 A 11
552 551 2018-01-04 01:00:00 B 8
553 552 2018-01-04 01:00:00 C 11
554 553 2018-01-04 01:20:00 A 9
555 554 2018-01-04 01:20:00 B 12
556 555 2018-01-04 01:20:00 C 9
557 556 2018-01-04 01:40:00 A 10
558 557 2018-01-04 01:40:00 B 10
559 558 2018-01-04 01:40:00 C 10
560 559 2018-01-04 02:00:00 A 8
561 560 2018-01-04 02:00:00 B 13
562 561 2018-01-04 02:00:00 C 9
563 562 2018-01-04 02:20:00 A 4
564 563 2018-01-04 02:20:00 B 17
565 564 2018-01-04 02:20:00 C 9
566 565 2018-01-04 02:40:00 A 9
567 566 2018-01-04 02:40:00 B 10
568 567 2018-01-04 02:40:00 C 11
569 568 2018-01-04 03:00:00 A 12
570 569 2018-01-04 03:00:00 B 9
571 570 2018-01-04 03:00:00 C 9
572 571 2018-01-04 03:20:00 A 7
573 572 2018-01-04 03:20:00 B 10
574 573 2018-01-04 03:20:00 C 13
575 574 2018-01-04 03:40:00 A 10
576 575 2018-01-04 03:40:00 B 9
577 576 2018-01-04 03:40:00 C 11
578 577 2018-01-04 04:00:00 A 13
579 578 2018-01-04 04:00:00 B 7
580 579 2018-01-04 04:00:00 C 10
581 580 2018-01-04 04:20:00 A 5
582 581 2018-01-04 04:20:00 B 11
583 582 2018-01-04 04:20:00 C 14
584 583 2018-01-04 04:40:00 A 13
585 584 2018-01-04 04:40:00 B 10
586 585 2018-01-04 04:40:00 C 7
587 586 2018-01-04 05:00:00 A 11
588 587 2018-01-04 05:00:00 B 8
589 588 2018-01-04 05:00:00 C 11
590 589 2018-01-04 05:20:00 A 13
591 590 2018-01-04 05:20:00 B 9
592 591 2018-01-04 05:20:00 C 8
593 592 2018-01-04 05:40:00 A 13
594 593 2018-01-04 05:40:00 B 9
595 594 2018-01-04 05:40:00 C 8
596 595 2018-01-04 06:00:00 A 13
597 596 2018-01-04 06:00:00 B 10
598 597 2018-01-04 06:00:00 C 7
599 598 2018-01-04 06:20:00 A 9
600 599 2018-01-04 06:20:00 B 8
601 600 2018-01-04 06:20:00 C 13
602 601 2018-01-04 06:40:00 A 8
603 602 2018-01-04 06:40:00 B 11
604 603 2018-01-04 06:40:00 C 11
605 604 2018-01-04 07:00:00 A 10
606 605 2018-01-04 07:00:00 B 10
607 606 2018-01-04 07:00:00 C 10
608 607 2018-01-04 07:20:00 A 10
609 608 2018-01-04 07:20:00 B 10
610 609 2018-01-04 07:20:00 C 10
611 610 2018-01-04 07:40:00 A 8
612 611 2018-01-04 07:40:00 B 15
613 612 2018-01-04 07:40:00 C 7
614 613 2018-01-04 08:00:00 A 7
615 614 2018-01-04 08:00:00 B 12
616 615 2018-01-04 08:00:00 C 11
617 616 2018-01-04 08:20:00 A 8
618 617 2018-01-04 08:20:00 B 12
619 618 2018-01-04 08:20:00 C 10
620 619 2018-01-04 08:40:00 A 9
621 620 2018-01-04 08:40:00 B 9
622 621 2018-01-04 08:40:00 C 12
623 622 2018-01-04 09:00:00 A 9
624 623 2018-01-04 09:00:00 B 12
625 624 2018-01-04 09:00:00 C 9
626 625 2018-01-04 09:20:00 A 12
627 626 2018-01-04 09:20:00 B 6
628 627 2018-01-04 09:20:00 C 12
629 628 2018-01-04 09:40:00 A 13
630 629 2018-01-04 09:40:00 B 9
631 630 2018-01-04 09:40:00 C 8
632 631 2018-01-04 10:00:00 A 9
633 632 2018-01-04 10:00:00 B 10
634 633 2018-01-04 10:00:00 C 11
635 634 2018-01-04 10:20:00 A 8
636 635 2018-01-04 10:20:00 B 8
637 636 2018-01-04 10:20:00 C 14
638 637 2018-01-04 10:40:00 A 7
639 638 2018-01-04 10:40:00 B 13
640 639 2018-01-04 10:40:00 C 10
641 640 2018-01-04 11:00:00 A 7
642 641 2018-01-04 11:00:00 B 16
643 642 2018-01-04 11:00:00 C 7
644 643 2018-01-04 11:20:00 A 11
645 644 2018-01-04 11:20:00 B 10
646 645 2018-01-04 11:20:00 C 9
647 646 2018-01-04 11:40:00 A 10
648 647 2018-01-04 11:40:00 B 12
649 648 2018-01-04 11:40:00 C 8
650 649 2018-01-04 12:00:00 A 11
651 650 2018-01-04 12:00:00 B 8
652 651 2018-01-04 12:00:00 C 11
653 652 2018-01-04 12:20:00 A 9
654 653 2018-01-04 12:20:00 B 11
655 654 2018-01-04 12:20:00 C 10
656 655 2018-01-04 12:40:00 A 11
657 656 2018-01-04 12:40:00 B 10
658 657 2018-01-04 12:40:00 C 9
659 658 2018-01-04 13:00:00 A 11
660 659 2018-01-04 13:00:00 B 14
661 660 2018-01-04 13:00:00 C 5
662 661 2018-01-04 13:20:00 A 8
663 662 2018-01-04 13:20:00 B 10
664 663 2018-01-04 13:20:00 C 12
665 664 2018-01-04 13:40:00 A 5
666 665 2018-01-04 13:40:00 B 16
667 666 2018-01-04 13:40:00 C 9
668 667 2018-01-04 14:00:00 A 5
669 668 2018-01-04 14:00:00 B 11
670 669 2018-01-04 14:00:00 C 14
671 670 2018-01-04 14:20:00 A 15
672 671 2018-01-04 14:20:00 B 7
673 672 2018-01-04 14:20:00 C 8
674 673 2018-01-04 14:40:00 A 9
675 674 2018-01-04 14:40:00 B 15
676 675 2018-01-04 14:40:00 C 6
677 676 2018-01-04 15:00:00 A 10
678 677 2018-01-04 15:00:00 B 12
679 678 2018-01-04 15:00:00 C 8
680 679 2018-01-04 15:20:00 A 13
681 680 2018-01-04 15:20:00 B 9
682 681 2018-01-04 15:20:00 C 8
683 682 2018-01-04 15:40:00 A 8
684 683 2018-01-04 15:40:00 B 9
685 684 2018-01-04 15:40:00 C 13
686 685 2018-01-04 16:00:00 A 9
687 686 2018-01-04 16:00:00 B 12
688 687 2018-01-04 16:00:00 C 9
689 688 2018-01-04 16:20:00 A 7
690 689 2018-01-04 16:20:00 B 12
691 690 2018-01-04 16:20:00 C 11
692 691 2018-01-04 16:40:00 A 10
693 692 2018-01-04 16:40:00 B 15
694 693 2018-01-04 16:40:00 C 5
695 694 2018-01-04 17:00:00 A 10
696 695 2018-01-04 17:00:00 B 12
697 696 2018-01-04 17:00:00 C 8
698 697 2018-01-04 17:20:00 A 6
699 698 2018-01-04 17:20:00 B 13
700 699 2018-01-04 17:20:00 C 11
701 700 2018-01-04 17:40:00 A 11
702 701 2018-01-04 17:40:00 B 10
703 702 2018-01-04 17:40:00 C 9
704 703 2018-01-04 18:00:00 A 9
705 704 2018-01-04 18:00:00 B 14
706 705 2018-01-04 18:00:00 C 7
707 706 2018-01-04 18:20:00 A 11
708 707 2018-01-04 18:20:00 B 8
709 708 2018-01-04 18:20:00 C 11
710 709 2018-01-04 18:40:00 A 11
711 710 2018-01-04 18:40:00 B 8
712 711 2018-01-04 18:40:00 C 11
713 712 2018-01-04 19:00:00 A 8
714 713 2018-01-04 19:00:00 B 11
715 714 2018-01-04 19:00:00 C 11
716 715 2018-01-04 19:20:00 A 9
717 716 2018-01-04 19:20:00 B 10
718 717 2018-01-04 19:20:00 C 11
719 718 2018-01-04 19:40:00 A 14
720 719 2018-01-04 19:40:00 B 8
721 720 2018-01-04 19:40:00 C 8
722 721 2018-01-04 20:00:00 A 19
723 722 2018-01-04 20:00:00 B 6
724 723 2018-01-04 20:00:00 C 5
725 724 2018-01-04 20:20:00 A 14
726 725 2018-01-04 20:20:00 B 6
727 726 2018-01-04 20:20:00 C 10
728 727 2018-01-04 20:40:00 A 15
729 728 2018-01-04 20:40:00 B 7
730 729 2018-01-04 20:40:00 C 8
731 730 2018-01-04 21:00:00 A 14
732 731 2018-01-04 21:00:00 B 8
733 732 2018-01-04 21:00:00 C 8
734 733 2018-01-04 21:20:00 A 5
735 734 2018-01-04 21:20:00 B 11
736 735 2018-01-04 21:20:00 C 14
737 736 2018-01-04 21:40:00 A 10
738 737 2018-01-04 21:40:00 B 15
739 738 2018-01-04 21:40:00 C 5
740 739 2018-01-04 22:00:00 A 9
741 740 2018-01-04 22:00:00 B 6
742 741 2018-01-04 22:00:00 C 15
743 742 2018-01-04 22:20:00 A 10
744 743 2018-01-04 22:20:00 B 11
745 744 2018-01-04 22:20:00 C 9
746 745 2018-01-04 22:40:00 A 11
747 746 2018-01-04 22:40:00 B 13
748 747 2018-01-04 22:40:00 C 6
749 748 2018-01-04 23:00:00 A 14
750 749 2018-01-04 23:00:00 B 10
751 750 2018-01-04 23:00:00 C 6
752 751 2018-01-04 23:20:00 A 13
753 752 2018-01-04 23:20:00 B 8
754 753 2018-01-04 23:20:00 C 9
755 754 2018-01-04 23:40:00 A 11
756 755 2018-01-04 23:40:00 B 7
757 756 2018-01-04 23:40:00 C 12
758 757 2018-01-05 00:00:00 A 8
759 758 2018-01-05 00:00:00 B 12
760 759 2018-01-05 00:00:00 C 10
761 760 2018-01-05 00:20:00 A 15
762 761 2018-01-05 00:20:00 B 5
763 762 2018-01-05 00:20:00 C 10
764 763 2018-01-05 00:40:00 A 11
765 764 2018-01-05 00:40:00 B 9
766 765 2018-01-05 00:40:00 C 10
767 766 2018-01-05 01:00:00 A 14
768 767 2018-01-05 01:00:00 B 6
769 768 2018-01-05 01:00:00 C 10
770 769 2018-01-05 01:20:00 A 10
771 770 2018-01-05 01:20:00 B 8
772 771 2018-01-05 01:20:00 C 12
773 772 2018-01-05 01:40:00 A 11
774 773 2018-01-05 01:40:00 B 10
775 774 2018-01-05 01:40:00 C 9
776 775 2018-01-05 02:00:00 A 13
777 776 2018-01-05 02:00:00 B 8
778 777 2018-01-05 02:00:00 C 9
779 778 2018-01-05 02:20:00 A 11
780 779 2018-01-05 02:20:00 B 12
781 780 2018-01-05 02:20:00 C 7
782 781 2018-01-05 02:40:00 A 13
783 782 2018-01-05 02:40:00 B 11
784 783 2018-01-05 02:40:00 C 6
785 784 2018-01-05 03:00:00 A 11
786 785 2018-01-05 03:00:00 B 9
787 786 2018-01-05 03:00:00 C 10
788 787 2018-01-05 03:20:00 A 16
789 788 2018-01-05 03:20:00 B 7
790 789 2018-01-05 03:20:00 C 7
791 790 2018-01-05 03:40:00 A 10
792 791 2018-01-05 03:40:00 B 9
793 792 2018-01-05 03:40:00 C 11
794 793 2018-01-05 04:00:00 A 11
795 794 2018-01-05 04:00:00 B 8
796 795 2018-01-05 04:00:00 C 11
797 796 2018-01-05 04:20:00 A 8
798 797 2018-01-05 04:20:00 B 12
799 798 2018-01-05 04:20:00 C 10
800 799 2018-01-05 04:40:00 A 10
801 800 2018-01-05 04:40:00 B 12
802 801 2018-01-05 04:40:00 C 8
803 802 2018-01-05 05:00:00 A 6
804 803 2018-01-05 05:00:00 B 9
805 804 2018-01-05 05:00:00 C 15
806 805 2018-01-05 05:20:00 A 12
807 806 2018-01-05 05:20:00 B 9
808 807 2018-01-05 05:20:00 C 9
809 808 2018-01-05 05:40:00 A 5
810 809 2018-01-05 05:40:00 B 11
811 810 2018-01-05 05:40:00 C 14
812 811 2018-01-05 06:00:00 A 13
813 812 2018-01-05 06:00:00 B 9
814 813 2018-01-05 06:00:00 C 8
815 814 2018-01-05 06:20:00 A 8
816 815 2018-01-05 06:20:00 B 13
817 816 2018-01-05 06:20:00 C 9
818 817 2018-01-05 06:40:00 A 5
819 818 2018-01-05 06:40:00 B 9
820 819 2018-01-05 06:40:00 C 16
821 820 2018-01-05 07:00:00 A 6
822 821 2018-01-05 07:00:00 B 17
823 822 2018-01-05 07:00:00 C 7
824 823 2018-01-05 07:20:00 A 9
825 824 2018-01-05 07:20:00 B 13
826 825 2018-01-05 07:20:00 C 8
827 826 2018-01-05 07:40:00 A 14
828 827 2018-01-05 07:40:00 B 7
829 828 2018-01-05 07:40:00 C 9
830 829 2018-01-05 08:00:00 A 13
831 830 2018-01-05 08:00:00 B 8
832 831 2018-01-05 08:00:00 C 9
833 832 2018-01-05 08:20:00 A 13
834 833 2018-01-05 08:20:00 B 8
835 834 2018-01-05 08:20:00 C 9
836 835 2018-01-05 08:40:00 A 9
837 836 2018-01-05 08:40:00 B 12
838 837 2018-01-05 08:40:00 C 9
839 838 2018-01-05 09:00:00 A 10
840 839 2018-01-05 09:00:00 B 12
841 840 2018-01-05 09:00:00 C 8
842 841 2018-01-05 09:20:00 A 7
843 842 2018-01-05 09:20:00 B 8
844 843 2018-01-05 09:20:00 C 15
845 844 2018-01-05 09:40:00 A 7
846 845 2018-01-05 09:40:00 B 13
847 846 2018-01-05 09:40:00 C 10
848 847 2018-01-05 10:00:00 A 10
849 848 2018-01-05 10:00:00 B 11
850 849 2018-01-05 10:00:00 C 9
851 850 2018-01-05 10:20:00 A 11
852 851 2018-01-05 10:20:00 B 8
853 852 2018-01-05 10:20:00 C 11
854 853 2018-01-05 10:40:00 A 13
855 854 2018-01-05 10:40:00 B 10
856 855 2018-01-05 10:40:00 C 7
857 856 2018-01-05 11:00:00 A 7
858 857 2018-01-05 11:00:00 B 12
859 858 2018-01-05 11:00:00 C 11
860 859 2018-01-05 11:20:00 A 10
861 860 2018-01-05 11:20:00 B 10
862 861 2018-01-05 11:20:00 C 10
863 862 2018-01-05 11:40:00 A 9
864 863 2018-01-05 11:40:00 B 10
865 864 2018-01-05 11:40:00 C 11
866 865 2018-01-05 12:00:00 A 13
867 866 2018-01-05 12:00:00 B 8
868 867 2018-01-05 12:00:00 C 9
869 868 2018-01-05 12:20:00 A 10
870 869 2018-01-05 12:20:00 B 10
871 870 2018-01-05 12:20:00 C 10
872 871 2018-01-05 12:40:00 A 10
873 872 2018-01-05 12:40:00 B 14
874 873 2018-01-05 12:40:00 C 6
875 874 2018-01-05 13:00:00 A 9
876 875 2018-01-05 13:00:00 B 9
877 876 2018-01-05 13:00:00 C 12
878 877 2018-01-05 13:20:00 A 10
879 878 2018-01-05 13:20:00 B 9
880 879 2018-01-05 13:20:00 C 11
881 880 2018-01-05 13:40:00 A 12
882 881 2018-01-05 13:40:00 B 9
883 882 2018-01-05 13:40:00 C 9
884 883 2018-01-05 14:00:00 A 9
885 884 2018-01-05 14:00:00 B 12
886 885 2018-01-05 14:00:00 C 9

8851
taganomaly/data/sample-raw.csv Normal file
Просмотреть файл

Разница между файлами не показана из-за своего большого размера Загрузить разницу

10
taganomaly/global.R Normal file
Просмотреть файл

@ -0,0 +1,10 @@
if(!require(shiny)) install.packages('shiny')
if(!require(shinythemes)) install.packages('shinythemes')
if(!require(DT)) install.packages('DT')
if(!require(dplyr)) install.packages('dplyr')
if(!require(ggplot2)) install.packages('ggplot2')
if(!require(gridExtra)) install.packages('gridExtra')
if(!require(shinydashboard)) install.packages('shinydashboard')
if(!require(parsedate)) install.packages('parsedate')
if(!require(devtools)) install.packages('devtools')
if(!require(AnomalyDetection)) devtools::install_github('twitter/AnomalyDetection')

475
taganomaly/server.R Normal file
Просмотреть файл

@ -0,0 +1,475 @@
library(shiny)
library(dplyr)
library(gridExtra)
library(parsedate) # for cases when the provided date wasn't in a specific pattern
library(DT)
library(ggplot2)
## Extend the max file upload size
options(shiny.maxRequestSize=150*1024^2)
## Shiny server function
server <- function(input,output, session) {
## Reactive values
# A boolean checking if the provided dataset contains multiple categories or not. This affects the UI
hasCategories <- reactiveVal(value = T,label='hasCategories')
# A numeric holding the time series gap (difference between two consecutive samples) as inferred from the provided dataset
timeSeriesGap <- reactiveVal(value = 12*60*60,label='timeSeriesGap')
# Whether the first column holds a numeric value (TRUE), or a date value (FALSE)
numericTimestamp <- reactiveVal(value = F,label = 'numericTimestamp')
####---- Time-Series data handling ----####
## Read CSV input file
tryReadFile <- function() {
out <- tryCatch(
{
read.csv(input$timeseriesfile$datapath,stringsAsFactors = F)
},
error=function(cond) {
message("Failed to load file. Message:")
message(cond)
return(NULL)
},
warning=function(cond) {
message("Warning:")
message(cond)
return(NULL)
}
)
return(out)
}
padMissingDates <- function(dataset,padValue = 0, timeSeriesGapValue){
category <- dataset[1,'category'] %>% unlist()
pad <- data.frame(date = seq(from = min(dataset$date),to = max(dataset$date),by = timeSeriesGapValue))
full_df <- full_join(dataset,pad) %>% mutate_all(funs(ifelse(is.na(.),padValue,.)))%>% arrange(date)
full_df$date <- as.POSIXct(full_df$date,tz='UTC',origin = "1970-01-01")
full_df$category <- category
full_df$sampleId <- ifelse(full_df$sampleId == 0,NA,full_df$sampleId)
dataset <- full_df
dataset
}
## Get time-series dataset from file upload
getDataset <- reactive({
if(is.null(input$timeseriesfile)) return(NULL)
dataset <- tryReadFile()
validate(
need(nrow(dataset) > 0, "Input file is empty"),
need(('date' %in% names(dataset)),"date column not found. Consider renaming your timestamp column to date"),
need(('value' %in% names(dataset)),"value column not found. Consider renaming your value column to value")
)
dataset
})
getTimeSeriesDataset <- reactive({
dataset <- getDataset()
if(is.null(dataset)) return(NULL)
if(is.numeric(dataset$date)){
numericTimestamp(TRUE)
}
else{
## Parse date to POSIXct
dataset$new_date <- as.POSIXct(dataset$date,tz = 'UTC',format = '%Y-%m-%d %H:%M:%S')
## If parsing failed, use parsedate to automatically parse the input date
if(all(is.na(dataset$new_date))){
warning('Error parsing date column, using parsedate to try parsing the date')
library(parsedate)
dataset$date <- parse_date(dataset$date)
} else{
dataset$date <- dataset$new_date
}
dataset$new_date <- NULL
}
## Check whether the time series has multiple categories
if(is.null(dataset$category)){
warning('Category not found, assuming one category')
hasCategories(FALSE)
## Setup the time series gap as the median of all gaps in the time series
dataset <- dataset %>% arrange(date)
timeSeriesGap(median(diff(as.numeric(dataset$date))))
} else{
## Setup the time series gap
oneCategory <- dataset %>% filter(category == dataset[1,'category']) %>% arrange(date)
gap <- diff(as.numeric(oneCategory$date))[1]
timeSeriesGap(gap)
}
dataset$sampleId <- 1:nrow(dataset)
dataset
})
## Get a dataset for a specific category
getCategoryDataset <- reactive({
ts <- getTimeSeriesDataset()
if(is.null(ts)) return(NULL)
if(hasCategories()==FALSE){
return(ts)
}
cate <- input$category
if(is.null(cate)) return(NULL)
dataset <- ts %>% filter(category == cate)
## Fill missing values in time series if requested (Fill with 0 dates in which no value exists)
if(input$interpolate){
dataset <- padMissingDates(dataset,timeSeriesGapValue = timeSeriesGap())
}
dataset
})
## Get the entire dataset, filtered by the slider range
getTimeFilteredDataset <- reactive({
dataset <- getTimeSeriesDataset()
if(is.null(dataset)) return(NULL)
if(is.null(input$slider)) return(NULL)
dataset %>% filter(date >= input$slider[1], date <= input$slider[2])
})
## Get category dataset, filtered by the slider range
getTimeFilteredCategoryDataset <- reactive({
dataset <- getCategoryDataset()
if(is.null(dataset)) return(NULL)
if(is.null(input$slider)) return(NULL)
dataset %>% filter(date >= input$slider[1], date <= input$slider[2])
})
####---- Raw data handling ----####
## Get raw data (an additional dataset for which the time-series dataset is an aggregation)
## See R/create_sample_data.R for a script that creates demo time-series and raw datasets
getRawData <- reactive({
cate <- input$category
if(is.null(input$rawfile)) return(NULL)
raw <- withProgress({
read.csv(input$rawfile$datapath,stringsAsFactors = F)
},message = "loading raw data file")
if(!numericTimestamp()){
raw$new_date <- as.POSIXct(strptime(raw$date,format = "%Y-%m-%d %H:%M:%S",tz = 'UTC'))
## If parsing failed, use parsedate to automatically parse the input date
if(all(is.na(raw$new_date))){
warning('Error parsing date column, using parsedate to try parsing the date')
library(parsedate)
raw$date <- parse_date(raw$date)
} else{
raw$date <- raw$new_date
raw$new_date <- NULL
}
}
if(hasCategories()){
raw <- raw %>% filter(category == cate)
}
raw
})
## get raw data for a sample selected by the user
getRawDataForSample <- reactive({
lastclicked <- input$summaryTable_rows_selected
if(is.null(lastclicked)) return(NULL)
raw <- getRawData()
if(is.null(raw)) stop('No raw data found for further inspection')
selected <- selectedPoints()
categoryDataset <- getTimeFilteredCategoryDataset()
selectedRow <- which(categoryDataset$date == selected[lastclicked,'date'])
if(selectedRow > nrow(categoryDataset)){
nextSampleDate <- selected$date + timeSeriesGap()
} else{
nextSampleDate <- categoryDataset[selectedRow+1,'date']
}
if(is.null(selected)) return(NULL)
sampleDate <- selected[lastclicked,'date']
#get raw data only for this window
raw <- raw %>% filter(date >= sampleDate & date < nextSampleDate, category == input$category)
## Select columns to show
raw <- raw %>% select(date,category,content)
raw
})
####---- Infer time-series frequency ----####
## Determine the time series frequency for graphs
observe({
dataset <- getTimeFilteredCategoryDataset()
if(is.null(dataset)) return(NULL)
mini <- min(dataset$date)
maxi <- max(dataset$date)
diff <- as.numeric(maxi) - as.numeric(mini)
sel <- '1 day'
if(diff < 60){
# difference is in seconds
sel <- '1 second'
} else if(diff < 60*60){
sel <- '1 minute'
} else if(diff < 60*60*24){
sel <- '1 hour'
} else if(diff < 60*60*24*7){
sel <- '1 day'
} else if(diff < 60*60*24*31){
sel <- '1 week'
} else if(diff < 60*60*24*365){
sel <- '1 month'
} else{
sel <- '1 year'
}
## Update the UI
updateSelectInput(session, "breaks",selected = sel)
})
####---- UI Components ----####
## Date slider
output$slider <- renderUI({
dataset <- getTimeSeriesDataset()
if(is.null(dataset)) return(NULL)
dataset <- dataset %>% arrange(date)
if(numericTimestamp()){
mini = min(dataset$date)
maxi = max(dataset$date)
} else{
mini = as.POSIXct(min(dataset$date),origin = '1970-01-01',tz = 'UTC')
maxi = as.POSIXct(max(dataset$date),origin = '1970-01-01',tz = 'UTC')
}
sliderInput("slider","Time range",min = mini-1,max = maxi+1,value = c(mini-1,maxi+1),step = 1,width = 400)
})
## Select input for categories, based on the categories found in the time series dataset
output$category <- renderUI({
if(hasCategories()==TRUE){
req(input$timeseriesfile)
dataset <- getTimeSeriesDataset()
if(is.null(dataset)) return("")
selectInput("category", "Choose category:", as.list(unique(dataset$category)),selected = unique(dataset$category)[1],multiple = F)
} else{
return(NULL)
}
})
####---- Plots ----####
## Main plot
output$plot <- renderPlot({
withProgress({
categoryDataset <- getTimeFilteredCategoryDataset()
if(is.null(categoryDataset)) return(NULL)
g <- ggplot(categoryDataset, aes(date, value))+ geom_line(size=0.25,color="#D55E00") + geom_point(size = 0.5,shape=21,alpha=0.7) +
scale_y_continuous(labels = scales::comma) + theme_bw()
if(!numericTimestamp()){
g <- g + scale_x_datetime(date_breaks = input$breaks)
}
g <- g + theme(axis.text.x = element_text(angle = 90, hjust = 1),
panel.grid.minor = element_blank(),
text = element_text(size = 14))
g
},message = "Rendering plot...")
})
## Capture the selected points on the graph
selectedPoints <- reactive({
user_brush <- input$user_brush
pts <- brushedPoints(getTimeFilteredCategoryDataset(), user_brush, xvar = "date", yvar = "value")
if(is.null(pts)) return(NULL)
if(hasCategories()){
pts %>% select(date, category, value)
} else {
pts %>% select(date, value)
}
})
## Plot showing all categories
output$allplot <- renderPlot({
if(hasCategories()==FALSE){
stop('This plot only shows multiple categories. No categories found in the data. Did you add a "category" column to the provided file?.')
}
dataset <- getTimeFilteredDataset()
if(is.null(dataset)) stop('No dataset found.')
categoryDataset <- getTimeFilteredCategoryDataset()
if(is.null(categoryDataset)) stop('No data found for category.')
minDate = min(categoryDataset$date)
maxDate = max(categoryDataset$date)
categories <- dataset %>% group_by(category) %>% summarise(perCat = sum(value))
categories <- categories[categories$perCat > input$minPerCategory,'category'] %>% unlist()
dataset <- dataset %>% filter(category %in% categories & category != input$category)
if(nrow(dataset) == 0) stop('no dataset found.')
thisplot <- categoryDataset %>% filter(category == input$category) %>%
ggplot(aes(date, value)) + geom_line(stat="identity") + facet_grid(category ~.) +
ggtitle(paste0('Current category: ',input$category)) +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
scale_y_continuous(labels = scales::comma) +
theme(axis.title.x=element_blank(),axis.text.x=element_blank(),axis.ticks.x=element_blank())
if(numericTimestamp()){
allplot <- dataset %>%
ggplot(aes(date, value)) +
geom_line(stat="identity") +
facet_grid(category ~. , scales = 'free') +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
ggtitle(paste0("All other categories with more than ",input$minPerCategory, " values")) +
scale_y_continuous(labels = scales::comma)
} else{
allplot <- dataset %>%
ggplot(aes(date, value)) +
geom_line(stat="identity") +
facet_grid(category ~. , scales = 'free') +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
ggtitle(paste0("All other categories with more than ",input$minPerCategory, " values")) +
scale_y_continuous(labels = scales::comma) +
scale_x_datetime(date_breaks = input$breaks)
}
grid.arrange(thisplot, allplot, ncol = 1,nrow = 2,heights = c(200,1000))
}, height = 1200)
## Plot distributions across categories
output$alldistributions <- renderPlot({
if(hasCategories()==FALSE){
stop('This plot only shows multiple categories. No categories found in the data. Did you add a "category" column to the provided file?.')
}
dataset <- getTimeFilteredDataset()
if(is.null(dataset)) stop('no dataset found.')
categoryDataset <- getTimeFilteredCategoryDataset()
if(is.null(categoryDataset)) stop('no dataset found.')
minDate = min(categoryDataset$date)
maxDate = max(categoryDataset$date)
categories <- dataset %>%
group_by(category) %>%
summarise(perCat = sum(value))
categories <- categories[categories$perCat > input$minPerCategoryDist,'category'] %>% unlist()
dataset <- dataset %>%
filter(category %in% unique(c(categories,input$category)))
if(nrow(dataset) == 0) stop('no data found')
if(numericTimestamp()){
ggplot(dataset,aes(x = date, y = value,fill = category)) +
ggtitle("Distribution of counts per category") +
geom_bar(position = "fill",stat = "identity") +
scale_colour_gradientn(colours=rainbow(4)) +
coord_flip()
} else{
ggplot(dataset,aes(x = date, y = value,fill = category)) +
ggtitle("Distribution of counts per category") +
geom_bar(position = "fill",stat = "identity") +
scale_x_datetime(date_breaks = input$breaks) +
scale_colour_gradientn(colours=rainbow(4)) +
coord_flip()
}
}, height = 1200)
output$summaryTable <- DT::renderDataTable(expr = selectedPoints(), selection = 'single',server = F)
data_to_display<-eventReactive(input$summaryTable_rows_selected,
ignoreNULL=TRUE,
getRawDataForSample()
)
## Render DataTable (DT) for raw data
output$rawtable<-DT::renderDataTable(
data_to_display(),options = list(
pageLength = 25,order = list(list(1, 'asc'))))
####---- Anomaly detection model results ----####
## Plot anomalies based on Twitter's model
output$twitteranomalies <- renderPlot({
withProgress({
source("R/anomaly_detection.R")
dataset <- getTimeFilteredCategoryDataset()
if(numericTimestamp()){
dataset$date <- as.POSIXct(dataset$date,tz="UTC",origin="1970-01-01")
}
if(is.null(dataset)) stop('no dataset found.')
res <- find_anomalies_twitter(dataset,
is_ts = !numericTimestamp(),
threshold = input$twitterThreshold,
alpha = input$twitterAlpha,
direction = input$twitterDirection)
if(is.null(res$plot)){
stop("No anomalies found")
}
res$plot
},message = 'Finding anomalies...')
})
####---- Data output ----####
## download selected points
output$mydownload <- downloadHandler(
filename = function(){
random_string <- paste0(paste0(sample(LETTERS,2 , TRUE),collapse=''),sample(999, 1, TRUE), paste0(sample(LETTERS,2 , TRUE),collapse=''),collapse = '')
if(hasCategories()){
paste0(gsub(".csv",replacement = "",input$timeseriesfile$name),'-',input$category,'-',random_string,'-labels.csv')
} else{
paste0(gsub(".csv",replacement = "",input$timeseriesfile$name),'-',random_string,'-labels.csv')
}
},
content = function(file) {
write.csv(selectedPoints(),file)
}
)
}

13
taganomaly/taganomaly.Rproj Normal file
Просмотреть файл

@ -0,0 +1,13 @@
Version: 1.0
RestoreWorkspace: Default
SaveWorkspace: Default
AlwaysSaveHistory: Default
EnableCodeIndexing: Yes
UseSpacesForTab: Yes
NumSpacesForTab: 2
Encoding: UTF-8
RnwWeave: Sweave
LaTeX: pdfLaTeX

103
taganomaly/ui.R Normal file
Просмотреть файл

@ -0,0 +1,103 @@
library(shiny)
library(DT)
library(ggplot2)
library(shinythemes)
library(shinydashboard)
header <- dashboardHeader(title = 'Taganomaly - Anomaly detection labeling tool',
dropdownMenu(
type = "notifications",
icon = icon("question-circle"),
badgeStatus = NULL,
headerText =
helpText(HTML('<U>Instructions:</U> <P>
<B>1. Import time series CSV file</B>. Assumed structure: <BR>
- date ("%Y-%m-%d %H:%M:%S")<BR>
- category<BR>
- value</P><P>
<B>2. (Optional) Import raw data time series CSV file</B>.</P><P>
If the original time series is an aggreation over time windows, this time series is the raw values themselves. This way we could dive deeper into an anomalous value and see what it is comprised of.<BR>
Assumed structure: <BR>
- date ("%Y-%m-%d %H:%M:%S")<BR>
- category<BR>
- value</P><P></P><P>
<B>2. Select category</B> (if exists)</P><P>
<B>3. Select time range on slider</B></P><P>
<B>4.Select points on plot that look anomalous</B>.
<BR>Optional (1): click on one time range on the table below the plot to see raw data on this time range
<BR>Optional (2): Open the "All Categories" tab to see how other time series behave on the same time range.
<BR><B>5.</B> Once you decide that these are actual anomalies, save the resulting table to csv by clicking on "Download labels set" and continue to the next category.</P>'
)))
)
sidebar <- dashboardSidebar(
sidebarMenu(
tags$style(".skin-red .sidebar a { color: #444; }"),
fileInput("timeseriesfile", "Choose CSV File with counts per time frame",
accept = c(
"text/csv",
"text/comma-separated-values,text/plain",
".csv")
),
#checkboxInput("header","My dataset has headers",value=TRUE),
fileInput("rawfile", "Choose CSV File with raw data",
accept = c(
"text/csv",
"text/comma-separated-values,text/plain",
".csv")
),
uiOutput("category"),
checkboxInput('interpolate',label = "Interpolate missing points",value = FALSE),
selectInput('breaks',"Select graph breaks",choices = c('1 sec','1 min','1 hour','1 day','1 week','1 month','1 year'),selected = '1 year'),
uiOutput('slider'),
downloadButton(outputId = "mydownload", label = "Download labels set")
)
)
body <- dashboardBody(
tags$head(tags$style(".shiny-notification {position: fixed; top: 20% ;left: 50%")),
tabsetPanel(
tabPanel("Current category",
h2('Time Series for labeling:'),
h5("Graph might take a few moments to load"),
plotOutput("plot", brush = "user_brush"),
h2('Selected points:'),
dataTableOutput("summaryTable"),
h2('Inspect raw data:'),
h5('Select a point or more on the graph, then select a record on the \"Selected Points\" table to see raw data'),
dataTableOutput("rawtable")
),
tabPanel('All categories',
h2('Inspect all other categories:'),
numericInput('minPerCategory','Minimum samples for being a major category',min = 0,value = 100),
plotOutput("allplot")
),
tabPanel('Category distribution over time',
h2('Inspect change in distribution over time:'),
numericInput('minPerCategoryDist','Minimum samples for being a major category',min = 0,value = 100),
plotOutput('alldistributions')
),
tabPanel('Suggested anomalies (Twitter model)',
h3("Based on Twitter's AnomalyDetection package:"),
a('https://github.com/twitter/AnomalyDetection/', href = 'https://github.com/twitter/AnomalyDetection/'),
h5("Might take a while to load..."),
plotOutput('twitteranomalies'),
fluidRow(
column(2, selectInput("twitterThreshold",label="Threshold",choices=c("None", "med_max", "p95", "p99"),selected = "p95")),
column(2, selectInput("twitterDirection",label="Direction",choices=c("pos", "neg", "both"),selected='pos')),
column(2, numericInput("twitterAlpha","Alpha value",min=0,max=1,step=0.05,value=0.05))
)
)
)
)
dashboardPage(header, sidebar, body,skin = "red")