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Editorial Team
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Editorial Team
Asked: May 27, 20262026-05-27T17:14:28+00:00 2026-05-27T17:14:28+00:00

I’ve a csv file of data points (e.g. financial ticks, experiment recordings, etc.), and

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I’ve a csv file of data points (e.g. financial ticks, experiment recordings, etc.), and my data has duplicate timestamps. Here is code demonstrating the problem:

library(zoo);library(xts)

csv="2011-11-01,50
2011-11-02,49
2011-11-02,48
2011-11-03,47
2011-11-03,46
2011-11-03,45
2011-11-04,44
2011-11-04,43
2011-11-04,42
2011-11-04,41
"

z1=read.zoo(textConnection(csv),sep=',')
w1=to.weekly(z1)
ep=endpoints(z1,"weeks",1)
w1$Volume=period.apply(z1,ep,length)

z2=read.zoo(textConnection(csv),sep=',',aggregate=T)
w2=to.weekly(z2)
ep=endpoints(z2,"weeks",1)
w2$Volume=period.apply(z2,ep,length)

vignette(‘zoo-faq’), entry 1, tells me aggregate=T gets rid of zoo’s annoying warning message. But then the results change:

> w1
           z1.Open z1.High z1.Low z1.Close Volume
2011-11-04      50      50     41       41     10
> w2
           z2.Open z2.High z2.Low z2.Close Volume
2011-11-04      50      50   42.5     42.5      4

Is there another way to get rid of the warning message but still get the same results as w1? (Yes, I know about suppressWarnings(), which is what I was using before, but I hate the idea.)
(I was wondering about passing a custom aggregate function to read.zoo that would return OHLCV data for each day… but couldn’t even work out if that was even possible.)

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  1. Editorial Team
    Editorial Team
    2026-05-27T17:14:28+00:00Added an answer on May 27, 2026 at 5:14 pm

    Just as a simple variant on Dirk’s suggestion, this should work

    z0 = read.csv( textConnection(csv), sep=',', header=FALSE )
    z1 = zoo( z0$V2, as.Date(z0$V1) + (1:nrow(z0))*10^-10 )
    
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