Now I have some monthly data like :
1/1/90 620
2/1/90,591
3/1/90,574
4/1/90,542
5/1/90,534
6/1/90,545
#...etc
If I use ts() function, it's easy to make the data into time series structure like:
Jan Feb Mar ... Nov Dec
1990 620 591 574 ... 493 464
1991 100 200 300 ...........
Is there any possibilities to change it into quarterly repeating like this:
1st 2nd 3rd 4th
1990-Q1 620 591 574 464
1990-Q2 100 200 300 400
1990-Q3 ...
1990-Q4 ...
1991-Q1 ...
I tried to change
ts(mydata,start=c(1990,1),frequency=12)
to
ts(mydata,start=c(as.yearqrt("1990-1",1)),frequency=4)
but it seems not working.
Could anyone help me? Thank you very much.
monthly <- ts(mydata, start = c(1990, 1), frequency = 12)
quarterly <- aggregate(monthly, nfrequency = 4)
I don't agree with Hyndman on this one. Which is rare as Hyndman can usually do no wrong. However, I can show you his solution doesn't give the OP what he wants.
test<-c(1:100)
test_ts <- ts(test, start=c(2000,1), frequency=12)
test_ts
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
2000 1 2 3 4 5 6 7 8 9 10 11 12
2001 13 14 15 16 17 18 19 20 21 22 23 24
2002 25 26 27 28 29 30 31 32 33 34 35 36
2003 37 38 39 40 41 42 43 44 45 46 47 48
2004 49 50 51 52 53 54 55 56 57 58 59 60
2005 61 62 63 64 65 66 67 68 69 70 71 72
2006 73 74 75 76 77 78 79 80 81 82 83 84
2007 85 86 87 88 89 90 91 92 93 94 95 96
2008 97 98 99 100
test_agg <- aggregate(test_ts, nfrequency=4)
test_agg
2000 6 15 24 33
2001 42 51 60 69
2002 78 87 96 105
2003 114 123 132 141
2004 150 159 168 177
2005 186 195 204 213
2006 222 231 240 249
2007 258 267 276 285
2008 294
Well, wait, that first quarter isn't the average of the 3 months, its the sum. (1+2+3 =6 but you want it to show the mean=2). So you will need to modify that a tad.
test_agg <- aggregate(test_ts, nfrequency=4)/3
# divisor is (old freq)/(new freq) = 12/4 = 3
Qtr1 Qtr2 Qtr3 Qtr4
2000 2 5 8 11
2001 14 17 20 23
2002 26 29 32 35
2003 38 41 44 47
2004 50 53 56 59
2005 62 65 68 71
2006 74 77 80 83
2007 86 89 92 95
2008 98
Which now shows you the mean of the monthly data written as quarterly. The divisor is the trick here. If you had weekly (freq=52) and wanted quarterly (freq=4) you'd divide by 52/4=13.
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