back online
This commit is contained in:
Omri Mendels
Родитель
2d65463067
Коммит
e51c6352fe
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.Rproj.user
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.Rhistory
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.RData
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.Ruserdata
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/rsconnect
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/.Rproj.user
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@ -0,0 +1,21 @@
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MIT License
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Copyright (c) Microsoft Corporation. All rights reserved.
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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||||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
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copies of the Software, and to permit persons to whom the Software is
|
||||
furnished to do so, subject to the following conditions:
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||||
|
||||
The above copyright notice and this permission notice shall be included in all
|
||||
copies or substantial portions of the Software.
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|
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE
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@ -0,0 +1,45 @@
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### This function return anomalizes based on Twitter's module found in https://github.com/twitter/AnomalyDetection
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find_anomalies_twitter <- function(categoryDataset,is_ts = TRUE){
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library(AnomalyDetection)
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library(dplyr)
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res <- tryCatch(
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{
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categoryDataset <- categoryDataset %>% select(date, value)
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print(paste0("Performing anomaly detection... is_ts = ",is_ts))
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if(is_ts) AnomalyDetectionTs(categoryDataset, threshold='p95', direction='pos', plot=TRUE, title='Anomalies found using Twitter\'s anomaly detection.')
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if(!is_ts) AnomalyDetectionVec(categoryDataset$value, threshold='p95', direction='pos', period = 1440,plot=TRUE, title='Anomalies found using Twitter\'s anomaly detection with a period value of 1440.')
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},
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error=function(cond) {
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message("Failed to run the Twitter Anomaly Detection model. Message:")
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message(cond)
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return(NULL)
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},
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warning=function(cond) {
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message("Warning while running the Twitter Anomaly Detection model. message:")
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message(cond)
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return(NULL)
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}
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)
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return(res)
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}
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find_anomalies_prophet <- function(categoryDataset){
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## Requires the prophet package.
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df <- categoryDataset %>% transmute(ds = date,y = value)
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m <- prophet(df)
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future <- make_future_dataframe(m, periods = 1)
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forecast <- predict(m, future)
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results <- forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')]
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joined <- inner_join(df,results,by='ds') %>% mutate(is_anomaly = (y > yhat_upper) | (y < yhat_lower))
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anomalies <- joined %>% filter(is_anomaly==T)
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plot(m,forecast) + geom_point(data = anomalies,colour = 'red') + ggtitle("Anomalies based on Facebook Prophet's confidence intervals")
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ggplot(joined,aes(x = ds,y =y)) + geom_point(data = joined %>% filter(is_anomaly == T),aes(x = ds,y=y),colour = 'red') + geom_line()
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}
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@ -0,0 +1,20 @@
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raw_content <- c("Error","Warn","Debug","Attach","Limit","No clue","Check with author")
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rawdf <- data.frame(
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date = rep(seq(as.POSIXct('2018-01-01 12:00:00'),as.POSIXct('2018-01-05 14:00:00'),by='20 min'),30),
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category = sample(c('A','B','C'),replace = T,size = 8850),
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content = sample(raw_content,replace = T,size = 8850)
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)
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library(dplyr)
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## create 1 h windows per category
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df_1h <- rawdf %>% mutate(date = as.POSIXct(date,format = '%d-%m-%Y %H')) %>%
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group_by(date,category) %>% summarize(value = n())
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catA <- df_1h[df_1h$category=='A',]
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plot(catA$date,catA$value)
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write.csv(df_1h,"data/sample-1H.csv")
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write.csv(rawdf,"data/sample-raw.csv")
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76
README.md
76
README.md
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@ -3,7 +3,81 @@ Anomaly detection labeling tool, specifically for multiple time series (one time
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Taganomaly is a tool for creating labeled data for anomaly detection models. It allows the labeler to select points on a time series, further inspect them by looking at the behavior of other times series at the same time range, or by looking at the raw data that created this time series (assuming that the time series is an aggregated metric, counting events per time range)
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|
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#### TagAnomaly will be back online shortly
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#### Click here to deploy on Azure using [Azure Container Instances](https://azure.microsoft.com/en-us/services/container-instances/):
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[](https://azuredeploy.net/?repository=https://github.com/omri374/taganomaly)
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|
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The app has four main windows:
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### 1. The labeling window
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###### Time series labeling
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###### Selected points table view
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###### View raw data for window (if exists)
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### 2. Compare this category with others over time
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### 3. Find proposed anomalies using the Twitter AnomalyDetection package
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### 4. Observe the changes in distribution between categories
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This could be useful to understand whether an anomaly was univariate or multivariate
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## How to run locally:
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This tool uses the [shiny framework](https://shiny.rstudio.com/) for visualizing events.
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In order to run it, you need to have [R](https://mran.microsoft.com/download) and preferably [Rstudio](https://www.rstudio.com/products/rstudio/download/).
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Once you have everything installed, open the project on R studio and click `Run App`, or call runApp() from the console. You might need to manually install the required packages
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|
||||
#### Requirements
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||||
- R (3.4.0 or above)
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||||
#### Used packages:
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- shiny
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- dplyr
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- gridExtra
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- shinydashboard
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- DT
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- ggplot2
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- shinythemes
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||||
|
||||
## How to deploy using docker:
|
||||
Option 1: [Deploy to Azure Web App for Containers or Azure Container Instances](https://azuredeploy.net/). More details [here (webapp)](https://azure.microsoft.com/en-us/services/app-service/containers/) and [here (container instances)](https://azure.microsoft.com/en-us/services/container-instances/)
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|
||||
Option 2: Deploy [this image](https://hub.docker.com/r/omri374/taganomaly/) to your own environment.
|
||||
|
||||
### Dockerize the shiny app:
|
||||
Follow the steps on [rize](https://github.com/cole-brokamp/rize) on how to deploy on shiny-server. Default port is `3838`, so make sure you have it open or change the default port to something else.
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||||
|
||||
## Instructions of use
|
||||
1. Import time series CSV file. Assumed structure:
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||||
- date (`"%Y-%m-%d %H:%M:%S"`). TagAnomaly will attempt to infer the date from other patterns as well, using the *parsedate* package
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||||
- category (optional)
|
||||
- value
|
||||
|
||||
2. (Optional) Import raw data time series CSV file.
|
||||
|
||||
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.
|
||||
Assumed structure:
|
||||
- date (`"%Y-%m-%d %H:%M:%S"`). TagAnomaly will attempt to infer the date from other patterns as well, using the *parsedate* package
|
||||
- category (optional)
|
||||
- content
|
||||
|
||||
2. Select category (optional, if exists)
|
||||
|
||||
3. Select time range on slider
|
||||
|
||||
4. Select points on plot that look anomalous.
|
||||
Optional (1): click on one time range on the table below the plot to see raw data on this time range
|
||||
Optional (2): Open the `All Categories` tab to see how other time series behave on the same time range.
|
||||
5. 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.
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||||
|
||||
#### Current limitations/issues
|
||||
It is currently impossible to have multiple selections on one plot. A workaround is to select one area, download the csv and select the next area. Each downloaded CSV has a random string so files won't override each other. Once labeling is finished, one option is to run the provided [prep_labels.py](https://github.com/Microsoft/TagAnomaly/blob/master/prep_labels.py) file in order to concatenate all of TagAnomaly's output file to one CSV.
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|
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# Contributing
|
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|
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@ -0,0 +1,58 @@
|
|||
{
|
||||
"$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
|
||||
"contentVersion": "1.0.0.0",
|
||||
"parameters": {
|
||||
"containerGroups_taganomaly_name": {
|
||||
"defaultValue": "taganomaly",
|
||||
"type": "String"
|
||||
}
|
||||
},
|
||||
"variables": {},
|
||||
"resources": [
|
||||
{
|
||||
"comments": "Generalized from resource: '/subscriptions/73a4ea93-d914-424d-9e64-28adf397e8e3/resourceGroups/om-taga/providers/Microsoft.ContainerInstance/containerGroups/taganomaly'.",
|
||||
"type": "Microsoft.ContainerInstance/containerGroups",
|
||||
"name": "[parameters('containerGroups_taganomaly_name')]",
|
||||
"apiVersion": "2018-04-01",
|
||||
"location": "westeurope",
|
||||
"scale": null,
|
||||
"properties": {
|
||||
"containers": [
|
||||
{
|
||||
"name": "[parameters('containerGroups_taganomaly_name')]",
|
||||
"properties": {
|
||||
"image": "omri374/taganomaly",
|
||||
"command": [],
|
||||
"ports": [
|
||||
{
|
||||
"protocol": "TCP",
|
||||
"port": 3838
|
||||
}
|
||||
],
|
||||
"environmentVariables": [],
|
||||
"resources": {
|
||||
"requests": {
|
||||
"memoryInGB": 4,
|
||||
"cpu": 2
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
],
|
||||
"restartPolicy": "Always",
|
||||
"ipAddress": {
|
||||
"ports": [
|
||||
{
|
||||
"protocol": "TCP",
|
||||
"port": 3838
|
||||
}
|
||||
],
|
||||
"type": "Public",
|
||||
"dnsNameLabel": "[parameters('containerGroups_taganomaly_name')]"
|
||||
},
|
||||
"osType": "Linux"
|
||||
},
|
||||
"dependsOn": []
|
||||
}
|
||||
]
|
||||
}
|
||||
|
|
@ -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
|
||||
|
|
|
@ -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
|
||||
|
Разница между файлами не показана из-за своего большого размера
Загрузить разницу
|
|
@ -0,0 +1,10 @@
|
|||
if(!require(shiny)) install.packages('shiny')
|
||||
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(AnomalyDetection)) devtools::install_github('twitter/AnomalyDetection')
|
||||
|
||||
|
||||
|
|
@ -0,0 +1,32 @@
|
|||
import sys
|
||||
from os import listdir
|
||||
from os.path import isfile, join
|
||||
import pandas as pd
|
||||
|
||||
|
||||
def concat_labels(files_path, output_file_path):
|
||||
"""
|
||||
Concatenates multiple CSVs with the same structure
|
||||
:param files_path: The directory in which CSVs are placed.
|
||||
:param output_file_path: The path to the concatenated output file
|
||||
:return:
|
||||
"""
|
||||
onlyfiles = [f for f in listdir(files_path) if isfile(join(files_path, f))]
|
||||
|
||||
appended_data = []
|
||||
for file in onlyfiles:
|
||||
try:
|
||||
tempdf = pd.read_csv(join(files_path, file), index_col=None)
|
||||
appended_data.append(tempdf)
|
||||
except Exception:
|
||||
print("Failed to read file " + file)
|
||||
|
||||
labels = pd.concat(appended_data, axis=0)
|
||||
labels.to_csv(output_file_path)
|
||||
return labels
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
if len(sys.argv) != 3:
|
||||
raise Exception("Please add the path to the labeled CSVs and a path to the output file")
|
||||
concat_labels(sys.argv[1], sys.argv[2])
|
||||
|
|
@ -0,0 +1,452 @@
|
|||
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$datapath,stringsAsFactors = F)
|
||||
},
|
||||
error=function(cond) {
|
||||
message("Failed to load file. Message:")
|
||||
message(cond)
|
||||
return(NULL)
|
||||
},
|
||||
warning=function(cond) {
|
||||
message("Warning:")
|
||||
message(cond)
|
||||
return(NULL)
|
||||
}
|
||||
)
|
||||
return(out)
|
||||
}
|
||||
|
||||
## Get time-series dataset from file upload
|
||||
getDataset <- reactive({
|
||||
if(is.null(input$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)),"date column not found. Consider renaming your timestamp 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)
|
||||
}
|
||||
|
||||
## Fill missing values in time series if requested (Fill with 0 dates in which no value exists)
|
||||
if(input$interpolate){
|
||||
pad <- data.frame(date = seq(from = min(dataset$date),to = max(dataset$date),by = timeSeriesGap()))
|
||||
full_df <- full_join(dataset,pad) %>% mutate_each(funs(ifelse(is.na(.),0,.)))%>% arrange(date)
|
||||
full_df$date <- as.POSIXct(full_df$date,tz='UTC',origin = "1970-01-01")
|
||||
dataset <- full_df
|
||||
}
|
||||
dataset$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$category
|
||||
if(is.null(cate)) return(NULL)
|
||||
|
||||
dataset <- ts %>% filter(category == cate)
|
||||
dataset
|
||||
})
|
||||
|
||||
## Get the entire dataset, filtered by the slider range
|
||||
getTimeFilteredDataset <- reactive({
|
||||
dataset <- getTimeSeriesDataset()
|
||||
if(is.null(dataset)) return(NULL)
|
||||
if(is.null(input$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$plot <- renderPlot({
|
||||
withProgress({
|
||||
categoryDataset <- getTimeFilteredCategoryDataset()
|
||||
if(is.null(categoryDataset)) return(NULL)
|
||||
|
||||
if(numericTimestamp()){
|
||||
ggplot(categoryDataset, aes(date, value)) + geom_point(size = 3) + geom_line() +
|
||||
scale_y_continuous(labels = scales::comma) +
|
||||
theme(axis.text.x = element_text(angle = 90, hjust = 1))
|
||||
} else{
|
||||
ggplot(categoryDataset, aes(date, value)) + geom_point(size = 3) + geom_line() +
|
||||
scale_y_continuous(labels = scales::comma) +
|
||||
scale_x_datetime(date_breaks = input$breaks) +
|
||||
theme(axis.text.x = element_text(angle = 90, hjust = 1))
|
||||
}
|
||||
},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$date,tz="UTC",origin="1970-01-01")
|
||||
}
|
||||
if(is.null(dataset)) stop('no dataset found.')
|
||||
res <- find_anomalies_twitter(dataset,is_ts = !numericTimestamp())
|
||||
res$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)
|
||||
}
|
||||
)
|
||||
}
|
||||
|
|
@ -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
|
||||
|
|
@ -0,0 +1,95 @@
|
|||
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(
|
||||
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')
|
||||
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
|
||||
)
|
||||
|
||||
|
||||
dashboardPage(header, sidebar, body,skin = "red")
|
||||
|
||||
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