I have searched posts on web to find a solution. But, I could not identify any. Therefore, I decided to ask your help. I have a list with data frames. I chose certain columns from each data frame and combine them. When I was combining data from two data frames, I wanted to add a column which includes the names of the list. But, I could not achieve this. Here are a sample data and what I have tried.
Sample data & my attempt
### 1st dataframe
time <- seq(as.Date("2014-09-01"), by = "day", length.out = 12)
temperature <- sample(c(15:26), replace = TRUE)
weather <- sample(c("clear", "cloudy", "rain"), size = 12, replace = TRUE)
rome <- data.frame(time, temperature, weather, stringsAsFactors = F)
### 2nd dataframe
time <- seq(as.Date("2014-09-01"), by = "day", length.out = 12)
temperature <- sample(c(12:23), replace = TRUE)
weather <- sample(c("clear", "cloudy", "rain"), size = 12, replace = TRUE)
paris <- data.frame(time, temperature, weather, stringsAsFactors = F)
### Assign names to each data frame and create a list
ana <- list(rome = rome, paris = paris)
#Here are a bit of data.
#> ana
#$rome
# time temperature weather
#1 2014-09-01 19 cloudy
#2 2014-09-02 21 cloudy
#3 2014-09-03 17 clear
#$paris
# time temperature weather
#1 2014-09-01 18 clear
#2 2014-09-02 12 cloudy
#3 2014-09-03 17 cloudy
### Select 1st and 2nd column from each data frame in the list and
### combine them.
rbind.fill(lapply(ana, `[`, 1:2))
I wanted to add something here to create the following ideal outcome with the new column, location. Please note that I trimmed the ideal outcome to save space.
time temperature location
1 2014-09-01 19 rome
2 2014-09-02 21 rome
3 2014-09-03 17 rome
13 2014-09-01 18 paris
14 2014-09-02 12 paris
15 2014-09-03 17 paris
One thing I tried was to use cbind()
in the following way although I knew this would not work.
lapply(ana, function(x) cbind(x, new = names(ana)))
#$rome
# time temperature new
#1 2014-09-01 19 rome
#2 2014-09-02 21 paris
#3 2014-09-03 17 rome
#
#$paris
# time temperature new
#1 2014-09-01 18 rome
#2 2014-09-02 12 paris
#3 2014-09-03 17 rome
I have the feeling that setNames()
may offer something, and that this can be done in a simple way. I could be wrong, though. Thank you very much for taking your time.