I have a dataframe where the first column is Time. My current output looks like:
0:0:0
0:0:0
5:43:42 pm
5:43:52 pm
I'm trying to make a portion of my code search for any rows that have the 0:0:0 value in them and subtract 10 seconds from the closest row with a value in it. The desired outcome would look like:
5:43:22 pm
5:43:32 pm
5:43:42 pm
5:43:52 pm
I've written this portion of the code to do this for me. It runs with no errors, but doesn't actually change any values.
entries<-length(data$Time)
for(j in entries:1)
if(data[j,1]=="0:0:0"){
for(k in j-1:1)
if(data[k,1]!="0:0:0"){
data[k,1] <- as.POSIXct(data[k,1], format = "%H:%M:%S")
value <- format(data[k,1] + seconds(10))
data[j,1] <- value
break
}
}
Any suggestions to go about creating this?
Assuming that the last value in your data would not be '0:0:0'
you can do the following:
Replace Time
with NA
where the value is 0:0:0
and turn them to POSIXct
class.
library(dplyr)
df %>%
mutate(Time = na_if(Time, '0:0:0'),
Time1 = as.POSIXct(Time, format = '%T')) -> df1
Replace NA
value by subtracting 10 second from the next value.
for(i in nrow(df1):1) {
if(is.na(df1$Time1[i])) {
df1$Time1[i] <- df1$Time1[i + 1] - 10
}
}
Change POSIXct
in the desired format
(H:M:S) that we need.
df1 %>%
mutate(Time = format(Time1, '%T'),
Time1 = NULL) -> result
result
# Time
#1 05:43:22
#2 05:43:32
#3 05:43:42
#4 05:43:52
data
df <- structure(list(Time = c("0:0:0", "0:0:0", "5:43:42", "5:43:52"
)), class = "data.frame", row.names = c(NA, -4L))
Here is a data.table
approach, assuming you mean by "closest row with a value" the nearest following row that is not "0:0:0":
library(data.table)
DT <- data.table(Time=c("0:0:0", "0:0:0", "5:43:42 pm", "5:43:52 pm",
"0:0:0", "6:43:52 pm"), c2=LETTERS[1:6])
DT[Time=="0:0:0", Time := NA]
DT[, Time := as.POSIXct(Time, format = "%I:%M:%S %p")]
i <- which(is.na(DT$Time))
DT[, idx:=cumsum(!is.na(Time))]
DT[, idx:=rev(seq(.N)), by=idx]
DT[, Time := nafill(Time, type="nocb")]
DT[i, Time:=Time - (10*idx)][, idx:=NULL]
DT[, Time := format(Time, '%I:%M:%S %p')][]
#> Time c2
#> 1: 05:43:22 PM A
#> 2: 05:43:32 PM B
#> 3: 05:43:42 PM C
#> 4: 05:43:52 PM D
#> 5: 06:43:42 PM E
#> 6: 06:43:52 PM F
Created on 2020-12-30 by the reprex package (v0.3.0)
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