Summarizing data containing data/time information (as factor)
Dear Arun and David For the same dataset I sent in my previous email (I am attaching my data 'Data20120918.tex' as txt file this time as required), how could I create a subset only contains data collected between 29/04/2012 12:00 -- 01/05/2012 12:00, where the time format in the date/time column is 'dd/mm/yyyy hh:mm'? Many thanks again in advance! HJ p.s. in this case I'm not too sure whether I should open a new question or just do a reply like this one, as I was thinking this question needs relevant knowledge to the question in my previous email...?
On Tue, Sep 11, 2012 at 12:52 PM, arun <smartpink111 at yahoo.com> wrote:
Hi HJ, No problem. Arun
________________________________
From: HJ YAN <yhj204 at googlemail.com>
To: arun <smartpink111 at yahoo.com>
Sent: Tuesday, September 11, 2012 4:58 AM
Subject: Re: [R] Summarizing data containing data/time information (as
factor)
Hi Arun
I've been out for a conference these days so sorry for getting back late.
Just wanted to say THANK YOU SO MUCH for your patient explanation. I'll
have a good look and learn those conventions before sending next question
to R help.
Also thanks VERY much for the R code hints! Really helpful!
Have a good day!
Cheers
HJ
On Thu, Sep 6, 2012 at 4:41 PM, arun <smartpink111 at yahoo.com> wrote:
HI HJ,
No problem.
The gsub() was used to just format your date column to make almost the
way you wanted the results:
dat2$date
# [1] "2012-04-29" "2012-04-30" "2012-05-01" "2012-04-28" "2012-04-29"
#[6] "2012-04-30" "2012-05-01" "2012-05-02" "2012-04-30" "2012-05-01"
gsub(".*-(.*)-(.*)","\\2/\\1",dat2$date)
#[1] "29/04" "30/04" "01/05" "28/04" "29/04" "30/04" "01/05" "02/05"
"30/04"
#[10] "01/05"
#Suppose I just reverse the contents inside the second " ".
gsub(".*-(.*)-(.*)","\\1/\\2",dat2$date)
#[1] "04/29" "04/30" "05/01" "04/28" "04/29" "04/30" "05/01" "05/02"
"04/30"
#[10] "05/01"
#From the p.s., I guess you understand the difference.
#The contents inside the first " " are the pattern we match, and the
second " " are the replacement.
#Now, the ".*-(.*)-(.*)" -first .* will match all the contents before "-"
in dat2$date. I used brackets (.*) for the second and third so that it
could be select those specifically and use it #as replacement \\1 and \\2
inside the second " ".
#If you want to learn regular expressions, there are a lot of resources
on the net.
#For example:
http://www.regular-expressions.info/
http://gnosis.cx/publish/programming/regular_expressions.html
A.K.
________________________________
From: HJ YAN <yhj204 at googlemail.com>
To: arun <smartpink111 at yahoo.com>
Sent: Thursday, September 6, 2012 10:49 AM
Subject: Re: [R] Summarizing data containing data/time information (as
factor)
Wow! Thanks so much Arun!!
I like this piece of code very much, especially using 'aggregate()' to
solve my problem. Marvellous!
The code does what I wanted perfectly. May I just ask how the gsub()
bit works, e.g. now I understand it replace the pattern in the first part,
and `(.*)` groups everything between the two '-' in my date/time data, but
I did not get how the second part works (e.g. '\\2/\\1')?? I think this
gsub() and grep() are very useful for coding, so if there is a good source
(better than using help(grub)) to learn them that can be recommended that
would be very much grateful.
Massive thanks again!
p.s. I just learned using as.Date and mended the following code to make
the table in Chronological order as I originally wanted,
e.g. ' 28/04 29/04 30/04 01/05 02/05' rather than '01/05 02/05
28/04 29/04 30/04'
dat2$date1<-as.Date(gsub(".*-(.*)-(.*)","\\2/\\1",dat2$date),format="%d/%m")
HJ
On Thu, Sep 6, 2012 at 1:40 PM, arun <smartpink111 at yahoo.com> wrote:
Hi,
May be this is what you wanted:
I named your dput() data as dat1.
source("HuYan.txt")
head(dat1)
dat1$date<- as.Date(dat1$V2,format="%d/%m/%Y %H:%M")
dat2<-aggregate(V3~date+V1,data=dat1,mean)
dat2$date1<-gsub(".*-(.*)-(.*)","\\2/\\1",dat2$date)
dat2$V3<-1
xtabs(V3~V1+date1,data=dat2)
date1
V1 01/05 02/05 28/04 29/04 30/04
532703 1 0 0 1 1
532704 1 1 1 1 1
532705 1 0 0 0 1
A.K.
________________________________
From: HJ YAN <yhj204 at googlemail.com>
To: arun <smartpink111 at yahoo.com>
Cc: r-help at r-project.org; dwinsemius at comcast.net
Sent: Thursday, September 6, 2012 5:02 AM
Subject: Re: [R] Summarizing data containing data/time information (as
factor)
Hi Arun and David
Thanks a lot for your reply and sorry for sending the csv file. (p.s. I
can download my csv file from the email I sent, so I'm not sure why this
doesn`t work for other users...)
Anyway, below I used dput() and I am attaching the output from R:
structure(list(V1 = c(532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
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532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L), V2 = structure(c(258L, 259L,
260L, 261L, 262L, 263L, 264L, 265L, 266L, 267L, 268L, 269L, 270L,
271L, 272L, 273L, 274L, 275L, 276L, 277L, 278L, 279L, 280L, 281L,
282L, 283L, 284L, 285L, 286L, 287L, 288L, 289L, 290L, 291L, 292L,
293L, 294L, 295L, 296L, 297L, 298L, 299L, 300L, 301L, 302L, 303L,
304L, 305L, 306L, 307L, 308L, 309L, 310L, 311L, 312L, 313L, 314L,
315L, 316L, 317L, 318L, 319L, 320L, 321L, 322L, 323L, 324L, 325L,
326L, 327L, 328L, 329L, 330L, 331L, 332L, 333L, 334L, 335L, 336L,
337L, 338L, 339L, 340L, 341L, 342L, 343L, 344L, 345L, 346L, 347L,
348L, 349L, 350L, 351L, 352L, 353L, 354L, 355L, 356L, 357L, 358L,
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370L, 371L, 372L, 373L, 374L, 375L, 376L, 377L, 378L, 379L, 380L,
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392L, 393L, 394L, 395L, 396L, 397L, 398L, 399L, 400L, 401L, 402L,
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432L, 433L, 434L, 435L, 436L, 437L, 438L, 439L, 440L, 441L, 442L,
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37L, 38L, 39L, 40L, 41L, 42L, 43L, 44L, 45L, 46L, 47L, 48L, 49L,
50L, 51L, 52L, 53L, 54L, 55L, 56L, 57L, 58L, 59L, 60L, 61L, 62L,
63L, 64L, 65L, 66L, 67L, 68L, 69L, 70L, 71L, 72L, 73L, 74L, 75L,
76L, 77L, 78L, 79L, 80L, 81L, 82L, 83L, 84L, 85L, 86L, 87L, 88L,
89L, 90L, 91L, 92L, 93L, 94L, 95L, 96L, 97L, 98L, 99L, 100L,
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0.04, 0.04, 0.04, 0.04, 0.04, 0.04, 0.04, 0.04, 0.04, 0.04, 0.04,
0.04, 0.04, 0.04, 0.04)), .Names = c("V1", "V2", "V3"), class =
"data.frame", row.names = c(NA,
-912L))
Let make my question clearer:
I want to make summary of the data above into a table as below to show
the days that there are any data available, e.g.value=1 if
there are any data available for that day, otherwise value=0. There are
three id in my data: 532703, 532704 and 532705. data are collected at 10
minutes interval each day (e.g. 144 observations for a day if no missing
data).
28/04 29/04 30/04 01/05 02/05
532703 0 1 1 1 0
532704 1 1 1 1 1
532705 0 0 1 1 0
Sorry for the confusion to David, and hope this is clear now.
Many thanks again.
Best wishes,
HJ
On Thu, Sep 6, 2012 at 2:08 AM, arun <smartpink111 at yahoo.com> wrote:
Hi,
I couldn't find any attached data. Could you dput() the data?
A.K.
----- Original Message -----
From: HJ YAN <yhj204 at googlemail.com>
To: r-help at r-project.org
Cc:
Sent: Wednesday, September 5, 2012 7:57 PM
Subject: [R] Summarizing data containing data/time information (as
factor)
Dear R user
I want to create a table (as below) to summarize the attached data
(Test.csv, which can be read into R by using 'read.csv(Test.csv,
header=F)'
), to indicate the day that there are any data available, e.g.value=1 if
there are any data available for that day, otherwise value=0.
28/04 29/04 30/04 01/05 02/05
532703 0 1 1 1 0
532704 1 1 1 1 1
532705 0 0 1 1 0
Only Column A (Names: automatically stored as integer if being read
into R)
and Column B (date/time: automatically stored as factor if being read
into
R) are useful for this task.
Could anyone kindly provide me some hints/ideas about how to write some
code to to this job please?
Many thanks in advance!
Best wishes
HJ
______________________________________________
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.
-------------- next part --------------
structure(list(V1 = c(532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
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532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
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532703L, 532703L, 532703L, 532703L, 532703L, 532703L, 532703L,
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532704L, 532704L, 532704L, 532704L, 532704L, 532704L, 532704L,
532704L, 532704L, 532704L, 532704L, 532704L, 532704L, 532704L,
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532704L, 532704L, 532704L, 532704L, 532704L, 532704L, 532704L,
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532704L, 532704L, 532704L, 532704L, 532704L, 532704L, 532704L,
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532704L, 532704L, 532704L, 532704L, 532704L, 532704L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
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532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L, 532705L, 532705L, 532705L,
532705L, 532705L, 532705L, 532705L), V2 = structure(c(258L, 259L,
260L, 261L, 262L, 263L, 264L, 265L, 266L, 267L, 268L, 269L, 270L,
271L, 272L, 273L, 274L, 275L, 276L, 277L, 278L, 279L, 280L, 281L,
282L, 283L, 284L, 285L, 286L, 287L, 288L, 289L, 290L, 291L, 292L,
293L, 294L, 295L, 296L, 297L, 298L, 299L, 300L, 301L, 302L, 303L,
304L, 305L, 306L, 307L, 308L, 309L, 310L, 311L, 312L, 313L, 314L,
315L, 316L, 317L, 318L, 319L, 320L, 321L, 322L, 323L, 324L, 325L,
326L, 327L, 328L, 329L, 330L, 331L, 332L, 333L, 334L, 335L, 336L,
337L, 338L, 339L, 340L, 341L, 342L, 343L, 344L, 345L, 346L, 347L,
348L, 349L, 350L, 351L, 352L, 353L, 354L, 355L, 356L, 357L, 358L,
359L, 360L, 361L, 362L, 363L, 364L, 365L, 366L, 367L, 368L, 369L,
370L, 371L, 372L, 373L, 374L, 375L, 376L, 377L, 378L, 379L, 380L,
381L, 382L, 383L, 384L, 385L, 386L, 387L, 388L, 389L, 390L, 391L,
392L, 393L, 394L, 395L, 396L, 397L, 398L, 399L, 400L, 401L, 402L,
403L, 404L, 405L, 406L, 407L, 408L, 409L, 410L, 411L, 412L, 413L,
414L, 415L, 416L, 417L, 418L, 419L, 420L, 421L, 422L, 423L, 424L,
425L, 426L, 427L, 428L, 429L, 430L, 431L, 432L, 433L, 434L, 435L,
436L, 437L, 438L, 439L, 440L, 441L, 442L, 443L, 444L, 445L, 446L,
447L, 448L, 449L, 450L, 451L, 452L, 453L, 454L, 455L, 456L, 457L,
458L, 459L, 460L, 461L, 462L, 463L, 464L, 465L, 466L, 467L, 468L,
469L, 470L, 471L, 472L, 473L, 474L, 475L, 476L, 477L, 478L, 479L,
480L, 481L, 482L, 483L, 484L, 485L, 486L, 487L, 488L, 489L, 490L,
1L, 2L, 3L, 4L, 5L, 6L, 7L, 8L, 9L, 10L, 11L, 12L, 13L, 14L,
15L, 16L, 17L, 18L, 19L, 20L, 21L, 22L, 23L, 24L, 25L, 26L, 27L,
28L, 29L, 30L, 31L, 32L, 33L, 34L, 35L, 36L, 37L, 38L, 39L, 40L,
41L, 42L, 43L, 44L, 194L, 195L, 196L, 197L, 198L, 199L, 200L,
201L, 202L, 203L, 204L, 205L, 206L, 207L, 208L, 209L, 210L, 211L,
212L, 213L, 214L, 215L, 216L, 217L, 218L, 219L, 220L, 221L, 222L,
223L, 224L, 225L, 226L, 227L, 228L, 229L, 230L, 231L, 232L, 233L,
234L, 235L, 236L, 237L, 238L, 239L, 240L, 241L, 242L, 243L, 244L,
245L, 246L, 247L, 248L, 249L, 250L, 251L, 252L, 253L, 254L, 255L,
256L, 257L, 258L, 259L, 260L, 261L, 262L, 263L, 264L, 265L, 266L,
267L, 268L, 269L, 270L, 271L, 272L, 273L, 274L, 275L, 276L, 277L,
278L, 279L, 280L, 281L, 282L, 283L, 284L, 285L, 286L, 287L, 288L,
289L, 290L, 291L, 292L, 293L, 294L, 295L, 296L, 297L, 298L, 299L,
300L, 301L, 302L, 303L, 304L, 305L, 306L, 307L, 308L, 309L, 310L,
311L, 312L, 313L, 314L, 315L, 316L, 317L, 318L, 319L, 320L, 321L,
322L, 323L, 324L, 325L, 326L, 327L, 328L, 329L, 330L, 331L, 332L,
333L, 334L, 335L, 336L, 337L, 338L, 339L, 340L, 341L, 342L, 343L,
344L, 345L, 346L, 347L, 348L, 349L, 350L, 351L, 352L, 353L, 354L,
355L, 356L, 357L, 358L, 359L, 360L, 361L, 362L, 363L, 364L, 365L,
366L, 367L, 368L, 369L, 370L, 371L, 372L, 373L, 374L, 375L, 376L,
377L, 378L, 379L, 380L, 381L, 382L, 383L, 384L, 385L, 386L, 387L,
388L, 389L, 390L, 391L, 392L, 393L, 394L, 395L, 396L, 397L, 398L,
399L, 400L, 401L, 402L, 403L, 404L, 405L, 406L, 407L, 408L, 409L,
410L, 411L, 412L, 413L, 414L, 415L, 416L, 417L, 418L, 419L, 420L,
421L, 422L, 423L, 424L, 425L, 426L, 427L, 428L, 429L, 430L, 431L,
432L, 433L, 434L, 435L, 436L, 437L, 438L, 439L, 440L, 441L, 442L,
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