Hey I want to identify data points by criteria, here is an example of my 1min data Time Var1 Var2 00:00 1 0 00:01 0 0 00:02 1 0 00:03 1 0 00:04 0 0 00:05 1 0 00:06 1 0 00:07 1 0 00:08 1 0 00:09 0 0 00:10 1 0 00:11 1 0 00:12 1 0 00:13 0 0 I want to identify the data points where Var1=0 and Var2=0, ( in this example shud be the points highlighted above), then calculate the time duration between these data points, (in this example, shud be 3min, 5 min and 4min), then identify the starting point of the max time duration ( in this example shud be the starting point of 5-min-duration, return the data points at 00:09), finally return the value in "Time" column ( in this example shud be "00:09") Thanks for your help! [[alternative HTML version deleted]]
On Jun 12, 2013, at 5:55 PM, Ye Lin wrote:> Hey I want to identify data points by criteria, here is an example of my > 1min data > > Time Var1 Var2 > 00:00 1 0 > 00:01 0 0 > 00:02 1 0 > 00:03 1 0 > 00:04 0 0 > 00:05 1 0 > 00:06 1 0 > 00:07 1 0 > 00:08 1 0 > 00:09 0 0 > 00:10 1 0 > 00:11 1 0 > 00:12 1 0 > 00:13 0 0 > > I want to identify the data points where Var1=0 and Var2=0, ( in this > example shud be the points highlighted above), then calculate the time > duration between these data points, (in this example, shud be 3min, 5 min > and 4min), then identify the starting point of the max time duration ( in > this example shud be the starting point of 5-min-duration, return the data > points at 00:09), finally return the value in "Time" column ( in this > example shud be "00:09") >While you are waiting for an answer you might want to read the Posting Guide: http://www.R-project.org/posting-guide.html Points to pay special attention to: Plain-text. Posting code. Posting examples in form that can be pasted into console session (dump or dput functions). Providing context for problem (such as describing the conventions for your time-scale) and your background (since this looks like a homework exercise.)> Thanks for your help! > > [[alternative HTML version deleted]] > > ______________________________________________David Winsemius Alameda, CA, USA
Hi,
Not clear about the 'Time' column.
dat1<- read.table(text="
Time??? Var1????? Var2
00:00??? 1????????????? 0
00:01??? 0????????????? 0
00:02??? 1????????????? 0
00:03??? 1????????????? 0
00:04??? 0????????????? 0
00:05??? 1????????????? 0
00:06??? 1????????????? 0
00:07??? 1????????????? 0
00:08??? 1????????????? 0
00:09??? 0????????????? 0
00:10??? 1????????????? 0
00:11??? 1????????????? 0
00:12??? 1????????????? 0
00:13??? 0????????????? 0
",sep="",header=TRUE,stringsAsFactors=FALSE)
indx<-which(rowSums(dat1[,-1])==0)
dat1[indx[which.max(c(1,diff(as.numeric(gsub(".*:","",dat1[,1][indx])))))],]
#??? Time Var1 Var2
#10 00:09??? 0??? 0
dat1[indx[which.max(c(1,diff(as.numeric(gsub(".*:","",dat1[,1][indx])))))],"Time"]
#[1] "00:09"
A.K.
----- Original Message -----
From: Ye Lin <yelin at lbl.gov>
To: R help <r-help at r-project.org>
Cc:
Sent: Wednesday, June 12, 2013 8:55 PM
Subject: [R] identify data points by certain criteria
Hey I want to identify data points by criteria, here is an example of my
1min data
Time? ? Var1? ? ? Var2
00:00? ? 1? ? ? ? ? ? ? 0
00:01? ? 0? ? ? ? ? ? ? 0
00:02? ? 1? ? ? ? ? ? ? 0
00:03? ? 1? ? ? ? ? ? ? 0
00:04? ? 0? ? ? ? ? ? ? 0
00:05? ? 1? ? ? ? ? ? ? 0
00:06? ? 1? ? ? ? ? ? ? 0
00:07? ? 1? ? ? ? ? ? ? 0
00:08? ? 1? ? ? ? ? ? ? 0
00:09? ? 0? ? ? ? ? ? ? 0
00:10? ? 1? ? ? ? ? ? ? 0
00:11? ? 1? ? ? ? ? ? ? 0
00:12? ? 1? ? ? ? ? ? ? 0
00:13? ? 0? ? ? ? ? ? ? 0
I want to identify the data points where Var1=0 and Var2=0, ( in this
example shud be the points highlighted above), then calculate the time
duration between these data points, (in this example, shud be 3min, 5 min
and 4min), then identify the starting point of the max time duration ( in
this example shud be the starting point of 5-min-duration, return the data
points at 00:09), finally return the value in "Time" column ( in this
example shud be "00:09")
Thanks for your help!
??? [[alternative HTML version deleted]]
______________________________________________
R-help at r-project.org mailing list
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.
Hi,
May be this helps:
source("Ye_data.txt")
?dim(dat1)
#[1] 44640???? 3
library(xts)
?xt1<- xts(dat1[,-1],strptime(dat1[,1],"%m/%d/%Y %H:%M"))
xtSub<-xt1["T00:00:00/T08:00:00"]
?dim(xt1)
#[1] 44640???? 2
?dim(xtSub)
#[1] 14911???? 2
lst1<-split(xtSub,as.Date(index(xtSub)))
sapply(lst1,function(x) {indx<-
which(rowSums(x)==0);indx1<-which.max(c(1,diff(index(x)[indx]))) })
#2012-12-01 2012-12-02 2012-12-03 2012-12-04 2012-12-05 2012-12-06 2012-12-07
#?????? 373???????? 41??????? 262??????? 268??????? 266??????? 254??????? 274
#2012-12-08 2012-12-09 2012-12-10 2012-12-11 2012-12-12 2012-12-13 2012-12-14
#?????? 109????????? 1??????? 323??????? 264??????? 279??????? 353??????? 265
#2012-12-15 2012-12-16 2012-12-17 2012-12-18 2012-12-19 2012-12-20 2012-12-21
#?????? 327??????? 226??????? 264??????? 269??????? 271??????? 267??????? 276
#2012-12-22 2012-12-23 2012-12-24 2012-12-25 2012-12-26 2012-12-27 2012-12-28
#?????? 360??????? 162??????? 222???????? 81??????? 231??????? 143??????? 364
#2012-12-29 2012-12-30 2012-12-31
?#????? 122??????? 399??????? 418
?lst2<-lapply(lst1,function(x) {indx<-
which(rowSums(x)==0);indx1<-which.max(c(1,diff(index(x)[indx])));index(x)[indx1]
})
lst2[1:3]
#$`2012-12-01`
#[1] "2012-12-01 06:12:00 EST"
#
#$`2012-12-02`
#[1] "2012-12-02 00:40:00 EST"
#
#$`2012-12-03`
#[1] "2012-12-03 04:21:00 EST"
A.K.
________________________________
From: Ye Lin <yelin at lbl.gov>
To: arun <smartpink111 at yahoo.com>
Sent: Thursday, June 13, 2013 1:11 PM
Subject: Re: [R] identify data points by certain criteria
hey Arun,
Sorry about the confusion. My intention to apply a simple sample is to simply
the question and I can self-educate/modify on the code you provided and apply to
my real data.
Here is how my real data looks like. It is 1 min data for entire month. I will
focus on the time period from 0:00-08:00 everyday ( from midnight to 8am) and
try to find out the timestamp meets the criteria I mentioned before.?
Thanks for your help!
Ye
On Thu, Jun 13, 2013 at 9:57 AM, arun <smartpink111 at yahoo.com> wrote:
>
>
>HI Ye,
>Could you provide an example that mimic your real dataset?? Because if I
spend some time on this and it is not the case, then it is a waste of time.
>
>
>
>
>________________________________
>From: Ye Lin <yelin at lbl.gov>
>To: arun <smartpink111 at yahoo.com>
>Sent: Thursday, June 13, 2013 12:54 PM
>
>Subject: Re: [R] identify data points by certain criteria
>
>
>
>oh~sorry~
>
>its gonna be from 00:00-23:59 ~ 1 day range
>
>
>
>On Thu, Jun 13, 2013 at 9:42 AM, arun <smartpink111 at yahoo.com>
wrote:
>
>
>>
>>Hi,
>>
>>I was talking about the timestamp itself.? I don't know the range of
your timestamp.
>>
>>
>>indx[which.max(c(1,diff(as.numeric(gsub(".*:","",dat1[,1][indx])))))]
>>#[1] 10
>>
>>?dat1[indx[which.max(c(1,diff(as.numeric(gsub(".*:","",dat1[,1][indx])))))],]
>>#??? Time Var1 Var2
>>#10 00:09??? 0??? 0
>>A.K.
>>
>>________________________________
>>From: Ye Lin <yelin at lbl.gov>
>>To: arun <smartpink111 at yahoo.com>
>>Sent: Thursday, June 13, 2013 12:00 PM
>>Subject: Re: [R] identify data points by certain criteria
>>
>>
>>
>>
>>Basically what I am trying to do is to find out the first timestamp that
meets the criteria, in other words "when does it happen"
>>
>>
>>
>>On Wed, Jun 12, 2013 at 6:29 PM, arun <smartpink111 at yahoo.com>
wrote:
>>
>>Hi,
>>>Not clear about the 'Time' column.
>>>dat1<- read.table(text="
>>>
>>>Time??? Var1????? Var2
>>>00:00??? 1????????????? 0
>>>00:01??? 0????????????? 0
>>>00:02??? 1????????????? 0
>>>00:03??? 1????????????? 0
>>>00:04??? 0????????????? 0
>>>00:05??? 1????????????? 0
>>>00:06??? 1????????????? 0
>>>00:07??? 1????????????? 0
>>>00:08??? 1????????????? 0
>>>00:09??? 0????????????? 0
>>>00:10??? 1????????????? 0
>>>00:11??? 1????????????? 0
>>>00:12??? 1????????????? 0
>>>00:13??? 0????????????? 0
>>>",sep="",header=TRUE,stringsAsFactors=FALSE)
>>>
>>>
>>>indx<-which(rowSums(dat1[,-1])==0)
>>>dat1[indx[which.max(c(1,diff(as.numeric(gsub(".*:","",dat1[,1][indx])))))],]
>>>#??? Time Var1 Var2
>>>#10 00:09??? 0??? 0
>>>dat1[indx[which.max(c(1,diff(as.numeric(gsub(".*:","",dat1[,1][indx])))))],"Time"]
>>>#[1] "00:09"
>>>
>>>
>>>A.K.
>>>
>>>
>>>
>>>
>>>----- Original Message -----
>>>From: Ye Lin <yelin at lbl.gov>
>>>To: R help <r-help at r-project.org>
>>>Cc:
>>>Sent: Wednesday, June 12, 2013 8:55 PM
>>>Subject: [R] identify data points by certain criteria
>>>
>>>Hey I want to identify data points by criteria, here is an example
of my
>>>1min data
>>>
>>>Time? ? ?Var1? ? ? Var2
>>>00:00? ? 1? ? ? ? ? ? ? 0
>>>00:01? ? 0? ? ? ? ? ? ? 0
>>>00:02? ? 1? ? ? ? ? ? ? 0
>>>00:03? ? 1? ? ? ? ? ? ? 0
>>>00:04? ? 0? ? ? ? ? ? ? 0
>>>00:05? ? 1? ? ? ? ? ? ? 0
>>>00:06? ? 1? ? ? ? ? ? ? 0
>>>00:07? ? 1? ? ? ? ? ? ? 0
>>>00:08? ? 1? ? ? ? ? ? ? 0
>>>00:09? ? 0? ? ? ? ? ? ? 0
>>>00:10? ? 1? ? ? ? ? ? ? 0
>>>00:11? ? 1? ? ? ? ? ? ? 0
>>>00:12? ? 1? ? ? ? ? ? ? 0
>>>00:13? ? 0? ? ? ? ? ? ? 0
>>>
>>>I want to identify the data points where Var1=0 and Var2=0, ( in
this
>>>example shud be the points highlighted above), then calculate the
time
>>>duration between these data points, (in this example, shud be 3min,
5 min
>>>and 4min), then identify the starting point of the max time duration
( in
>>>this example shud be the starting point of 5-min-duration, return
the data
>>>points at 00:09), finally return the value in "Time"
column ( in this
>>>example shud be "00:09")
>>>
>>>Thanks for your help!
>>>
>>>
>>>??? [[alternative HTML version deleted]]
>>>
>>>______________________________________________
>>>R-help at r-project.org mailing list
>>>https://stat.ethz.ch/mailman/listinfo/r-help
>>>PLEASE do read the posting guide
http://www.R-project.org/posting-guide.html
>>>and provide commented, minimal, self-contained, reproducible code.
>>>
>>>
>>
>
Hi,
Check if this works for you:
source("Ye_data.txt")
?dim(dat1)
library(xts)
?xt1<- xts(dat1[,-1],strptime(dat1[,1],"%m/%d/%Y %H:%M"))
xtSub<-xt1["T00:00:00/T08:00:00"]
lst1<-split(xtSub,as.Date(index(xtSub)))
res<- do.call(rbind,lapply(lst1,function(x){indx<-
which(rowSums(x)==0);x[indx[which.max(c(diff(indx),0))],]}))
tail(res)
? # ????????????????? Var1 Var2
#2012-12-26 03:49:00??? 0??? 0
#2012-12-27 02:24:00??? 0??? 0
#2012-12-28 06:13:00??? 0??? 0
#2012-12-29 02:02:00??? 0??? 0
#2012-12-30 06:37:00??? 0??? 0
#2012-12-31 07:07:00??? 0??? 0
A.K.
----- Original Message -----
From: arun <smartpink111 at yahoo.com>
To: Ye Lin <yelin at lbl.gov>
Cc:
Sent: Thursday, June 13, 2013 10:04 PM
Subject: Re: [R] identify data points by certain criteria
"""
e.g. 12/31, the time period where sum(Var1+Var2)=0 are:
?from 00:00:00 to 00:55:00 (55 min)
from 01:07:00 to 07:07:00 ? (6h=360min)
from 07:43:00 to 08:00:00 ? (17min)
then when apply "sapply(lst1,function(x) {indx <-
which(rowSums(x)==0);indx1 <-
which.max(c(1,diff(index(x)[indx])))})", for 12/31 it should return 360
and 01:07:00
"""
I was trying to understand what you meant by 55 min and 360 min in this case:
here, the rows from 1:07:00 to 07:07:00 are zero's for Var1 and Var2.? So,
the difference should be 1,1,1,........................1 instead of 55, and
360.? If the 01:07:00 row had both the rows==0 and then all the rows until
07:07:00 have either one of the variables>0, then the difference should 360.?
Do you think so?
________________________________
From: Ye Lin <yelin at lbl.gov>
To: arun <smartpink111 at yahoo.com>
Sent: Thursday, June 13, 2013 8:14 PM
Subject: Re: [R] identify data points by certain criteria
Thanks so much Arun! I feel bad that I take up your spare time though.....
Yes you are right, I dont know what happened to my brain when I typed up the
question...It shud return the starting point of max duration of (Var1=0 and
Var2=0)
On Thu, Jun 13, 2013 at 4:58 PM, arun <smartpink111 at yahoo.com> wrote:
HI Ye,>
>I will look it later when I get back to home.
>But before, that let me go back to your dummy dataset.
>
>dat2<-read.table(text="
>
>Time??? Var1????? Var2
>00:00??? 1????????????? 0
>00:01??? 0????????????? 0
>00:02??? 1????????????? 0
>00:03??? 1????????????? 0
>00:04??? 0????????????? 0
>00:05??? 1????????????? 0
>00:06??? 1????????????? 0
>00:07??? 1????????????? 0
>00:08??? 1????????????? 0
>00:09??? 0????????????? 0
>00:10??? 1????????????? 0
>00:11??? 1????????????? 0
>00:12??? 1????????????? 0
>00:13??? 0????????????? 0
>",sep="",header=TRUE,stringsAsFactors=FALSE)
>
>
>##Your question:
>
>>>>>I want to identify the data points where Var1=0 and Var2=0,
( in this
>>>>>example shud be the points highlighted above), then
calculate the time
>>>>>duration between these data points, (in this example, shud
be 3min, 5 min
>>>>>and 4min), then identify the starting point of the max time
duration ( in
>>>>>this example shud be the starting point of 5-min-duration,
return the data
>>>>>points at 00:09), finally return the value in
"Time" column ( in this
>>>>>example shud be "00:09")
>
>
>?indx<- which(rowSums(dat2[,-1])==0)
>?indx
>#[1]? 2? 5 10 14
>###According to this, the starting point of the max time duration is 00:04
>
>
>?dat2[indx[which.max(c(diff(as.numeric(gsub(".*:","",dat2[,1][indx]))),0))],]
>#?? Time Var1 Var2
>#5 00:04??? 0??? 0
>
>
>Let us clear this first before going to the real dataset.
>
>
>
>
>________________________________
>From: Ye Lin <yelin at lbl.gov>
>To: arun <smartpink111 at yahoo.com>
>Sent: Thursday, June 13, 2013 7:21 PM
>
>Subject: Re: [R] identify data points by certain criteria
>
>
>
>Hey Arun,
>
>The code doesnt return the correct timastamp index.?
>
>e.g. 12/31, the time period where sum(Var1+Var2)=0 are:
>
>?from 00:00:00 to 00:55:00 (55 min)
>
>from 01:07:00 to 07:07:00 ? (6h=360min)
>from 07:43:00 to 08:00:00 ? (17min)
>
>then when apply "sapply(lst1,function(x) {indx <-
which(rowSums(x)==0);indx1 <- which.max(c(1,diff(index(x)[indx])))})",
for 12/31 it should return 360 and 01:07:00
>
>however, it returns:
>
>> sapply(lst1,function(x) {indx <- which(rowSums(x)==0);indx1 <-
which.max(c(1,diff(index(x)[indx])))})
>2012-12-01 2012-12-02 2012-12-03 2012-12-04 2012-12-05 2012-12-06
2012-12-07?
>? ? ? ?373 ? ? ? ? 41 ? ? ? ?262 ? ? ? ?268 ? ? ? ?266 ? ? ? ?254 ? ? ?
?274?
>2012-12-08 2012-12-09 2012-12-10 2012-12-11 2012-12-12 2012-12-13
2012-12-14?
>? ? ? ?109 ? ? ? ? ?1 ? ? ? ?323 ? ? ? ?264 ? ? ? ?279 ? ? ? ?353 ? ? ?
?265?
>2012-12-15 2012-12-16 2012-12-17 2012-12-18 2012-12-19 2012-12-20
2012-12-21?
>? ? ? ?327 ? ? ? ?226 ? ? ? ?264 ? ? ? ?269 ? ? ? ?271 ? ? ? ?267 ? ? ?
?276?
>2012-12-22 2012-12-23 2012-12-24 2012-12-25 2012-12-26 2012-12-27
2012-12-28?
>? ? ? ?360 ? ? ? ?162 ? ? ? ?222 ? ? ? ? 81 ? ? ? ?231 ? ? ? ?143 ? ? ?
?364?
>2012-12-29 2012-12-30 2012-12-31?
>? ? ? ?122 ? ? ? ?399 ? ? ? ?418
>
>
>>lst2 <- lapply(lst1,function(x) {indx <-
which(rowSums(x)==0);indx1 <-
which.max(c(1,diff(index(x)[indx])));index(x)[indx1] })
>
>$`2012-12-31`
>[1] "2012-12-31 06:57:00 PST"
>
>12/31 data:
>2012-12-31 00:00:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:01:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:02:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:03:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:04:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:05:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:06:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:07:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:08:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:09:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:10:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:11:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:12:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:13:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:14:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:15:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:16:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:17:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:18:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:19:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:20:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:21:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:22:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:23:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:24:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:25:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:26:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:27:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:28:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:29:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:30:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:31:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:32:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:33:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:34:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:35:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:36:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:37:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:38:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:39:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:40:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:41:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:42:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:43:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:44:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:45:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:46:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:47:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:48:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:49:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:50:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:51:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:52:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:53:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:54:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:55:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 00:56:00 ? ? ? ? ? ?1.690 ? ? ?0.00
>2012-12-31 00:57:00 ? ? ? ? ? ?2.324 ? ? ?0.00
>2012-12-31 00:58:00 ? ? ? ? ? ?2.318 ? ? ?0.00
>2012-12-31 00:59:00 ? ? ? ? ? ?2.308 ? ? ?0.00
>2012-12-31 01:00:00 ? ? ? ? ? ?2.303 ? ? ?0.00
>2012-12-31 01:01:00 ? ? ? ? ? ?2.300 ? ? ?0.00
>2012-12-31 01:02:00 ? ? ? ? ? ?2.324 ? ? ?0.00
>2012-12-31 01:03:00 ? ? ? ? ? ?2.333 ? ? ?0.00
>2012-12-31 01:04:00 ? ? ? ? ? ?2.335 ? ? ?0.00
>2012-12-31 01:05:00 ? ? ? ? ? ?2.334 ? ? ?0.00
>2012-12-31 01:06:00 ? ? ? ? ? ?2.258 ? ? ?0.00
>2012-12-31 01:07:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 01:08:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 01:09:00 ? ? ? ? ? ?0.000 ? ? ?0.00
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>2012-12-31 05:58:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 05:59:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:00:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:01:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:02:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:03:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:04:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:05:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:06:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:07:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:08:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:09:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:10:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:11:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:12:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:13:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:14:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:15:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:16:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:17:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:18:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:19:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:20:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:21:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:22:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:23:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:24:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:25:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:26:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:27:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:28:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:29:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:30:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:31:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:32:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:33:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:34:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:35:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:36:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:37:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:38:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:39:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:40:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:41:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:42:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:43:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:44:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:45:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:46:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:47:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:48:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:49:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:50:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:51:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:52:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:53:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:54:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:55:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:56:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:57:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:58:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 06:59:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:00:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:01:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:02:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:03:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:04:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:05:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:06:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:07:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:08:00 ? ? ? ? ? ?0.410 ? ? ?0.00
>2012-12-31 07:09:00 ? ? ? ? ? ?2.289 ? ? ?0.00
>2012-12-31 07:10:00 ? ? ? ? ? ?2.305 ? ? ?0.00
>2012-12-31 07:11:00 ? ? ? ? ? ?2.303 ? ? ?0.00
>2012-12-31 07:12:00 ? ? ? ? ? ?2.301 ? ? ?0.00
>2012-12-31 07:13:00 ? ? ? ? ? ?2.296 ? ? ?0.00
>2012-12-31 07:14:00 ? ? ? ? ? ?2.296 ? ? ?0.00
>2012-12-31 07:15:00 ? ? ? ? ? ?2.299 ? ? ?0.00
>2012-12-31 07:16:00 ? ? ? ? ? ?2.296 ? ? ?0.00
>2012-12-31 07:17:00 ? ? ? ? ? ?2.297 ? ? ?0.00
>2012-12-31 07:18:00 ? ? ? ? ? ?2.298 ? ? ?0.00
>2012-12-31 07:19:00 ? ? ? ? ? ?2.301 ? ? ?0.00
>2012-12-31 07:20:00 ? ? ? ? ? ?2.302 ? ? ?0.00
>2012-12-31 07:21:00 ? ? ? ? ? ?2.304 ? ? ?0.00
>2012-12-31 07:22:00 ? ? ? ? ? ?2.296 ? ? ?0.00
>2012-12-31 07:23:00 ? ? ? ? ? ?2.281 ? ? ?0.00
>2012-12-31 07:24:00 ? ? ? ? ? ?2.270 ? ? ?0.00
>2012-12-31 07:25:00 ? ? ? ? ? ?2.267 ? ? ?0.00
>2012-12-31 07:26:00 ? ? ? ? ? ?2.257 ? ? ?0.00
>2012-12-31 07:27:00 ? ? ? ? ? ?2.258 ? ? ?0.00
>2012-12-31 07:28:00 ? ? ? ? ? ?2.261 ? ? ?0.00
>2012-12-31 07:29:00 ? ? ? ? ? ?2.263 ? ? ?0.00
>2012-12-31 07:30:00 ? ? ? ? ? ?2.261 ? ? ?0.00
>2012-12-31 07:31:00 ? ? ? ? ? ?2.259 ? ? ?0.00
>2012-12-31 07:32:00 ? ? ? ? ? ?2.267 ? ? ?0.00
>2012-12-31 07:33:00 ? ? ? ? ? ?2.288 ? ? ?0.00
>2012-12-31 07:34:00 ? ? ? ? ? ?2.284 ? ? ?0.00
>2012-12-31 07:35:00 ? ? ? ? ? ?2.284 ? ? ?0.00
>2012-12-31 07:36:00 ? ? ? ? ? ?2.287 ? ? ?0.00
>2012-12-31 07:37:00 ? ? ? ? ? ?2.285 ? ? ?0.00
>2012-12-31 07:38:00 ? ? ? ? ? ?2.305 ? ? ?0.00
>2012-12-31 07:39:00 ? ? ? ? ? ?2.307 ? ? ?0.00
>2012-12-31 07:40:00 ? ? ? ? ? ?2.308 ? ? ?0.00
>2012-12-31 07:41:00 ? ? ? ? ? ?2.307 ? ? ?0.00
>2012-12-31 07:42:00 ? ? ? ? ? ?1.631 ? ? ?0.00
>2012-12-31 07:43:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:44:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:45:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:46:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:47:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:48:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:49:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:50:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:51:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:52:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:53:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:54:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:55:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:56:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:57:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:58:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 07:59:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>2012-12-31 08:00:00 ? ? ? ? ? ?0.000 ? ? ?0.00
>
>I have no clue why it returns index list like that as the code looks fine
with me, could you help me with this?
>