I have been trying to run a for loop for multiple csv files in R. But the loop only runs for the first file.
I want to import csv files and then create a directory for each csv file where the analysis of its data will be stored. After creating directories, I'm having problem with setting that as a working directory each time I run my code. My code works fine when it is just one file but it fails when I use the for loops.
Code:
## Setting the working directory and path
setwd("path")
path <- "path"
##to extract the filename from each path
files <- list.files(path=path, pattern="*.csv")
for(file in files)
{
temp <- which(strsplit(file, "")[[1]]==".")
assign(
gsub(" ","",substr(file, 1, temp-1)),
read.csv(paste(path,file,sep="")))
}
##To create a new directory for each file and set that as the new working directory.
for(i in seq(1, length(files), by = 1)){
fileName <- read.csv(files[i])
base <- strsplit(files[i], ".csv")[[1]]
dir <- dir.create(paste(path,base, sep = "/"))
setwd(getwd(dir))
Further analysis with results stored in the newly set working directory.
Creating variables
Date_Time <- strptime(fileName$Date...Time, format = "%d/%m/%Y %H:%M")
fileName$month <- months(Date_Time,abbreviate = TRUE) #creates month column (char)
fileName$julian <- Date_Time$yday #creates julian day column
fileName$year <- Date_Time$year + 1900 #creates year column
fileName$hour <- Date_Time$hour #creates hour column
fileName$weeknum <- round(Date_Time$yday/7,0)
fileName$numericdate <- fileName$year+fileName$julian/366 #numeric value of date
#Identify and remove empty columns
fileName <- as.data.table(fileName)
fileName <- fileName[,which(unlist(lapply(fileName, function(x)!all(is.na(x))))),with=F]
dim(fileName) # to check if empty columns have been eliminated
head(fileName) #to find appropriate column name for PM10 data
PM10 <- fileName$PM10_BAM #substitue in a common variable for further calculations
fileName$PM10_BAM <- as.numeric(as.character(PM10))
##to view basic seasonal pattern through the data
df_eve <- subset(fileName, hour>=18)
jpeg(file = "seasonal pattern observed in the evenings.jpg")
with(df_eve, boxplot(PM10_BAM ~ weeknum, main = "seasonal pattern observed in the evenings", xlab = "weeknum", ylab = "PM10", outline = FALSE, na.rm = T))
dev.off()
}
Errors:
Error in file(file, "rt") : cannot open the connection In addition: Warning messages:
1: In dir.create(paste(path, base, sep = "/")) :
'/Users/ayushikachhara/Desktop/Work/CSV//EW_Matamata' already exists
2: NAs introduced by coercion
3: In file(file, "rt") :
cannot open file 'EW_Ngaruawahia.csv': No such file or directory
EW_Matamata and EW_Ngaruawahia are the files in the initially set working directory. But since I import them and then change the directory, I don't understand why I keep getting the 3rd error message.
Any help is appreciated since I'm at a learning stage :)