Reputation: 3
I want to assign values to a dataframe using a for-loop which loops trough different rows in a data-frame.
I tried to assign my needed variable names, which are changing in each iteration, to some values and afterwards put those values together in a dataframe, which did not work
banks <- read.csv("banks_csv.csv", sep = ";", stringsAsFactors = FALSE)
banks<-data.frame(banks)
for (row in 1:nrow(banks)){
bank = banks[row, "Company"]
reviews <- read.csv(paste(bank, "_cleaned.csv", sep = ""))
reviews$X = NULL
reviews_summary <- reviews %>%
group_by(Year_Quarter) %>%
summarise(rat_gen = mean(rat_general, na.rm = TRUE),
CV = mean(rat_CV, na.rm = TRUE),
WL = mean(rat_WL, na.rm = TRUE),
CO = mean(rat_CO, na.rm = TRUE),
CB = mean(rat_CB, na.rm = TRUE),
SM = mean(rat_SM, na.rm = TRUE))
nam <- paste("general_", bank, sep = "")
assign(nam, reviews_summary$rat_gen)
nam <- paste("CV_", bank, sep = "")
assign(nam, reviews_summary$CV)
nam <- paste("WL_", bank, sep = "")
assign(nam, reviews_summary$WL)
nam <- paste("CO_", bank, sep = "")
as.list(nam, reviews_summary$CO)
nam <- paste("CB_", bank, sep = "")
as.list(nam, reviews_summary$CB)
nam <- paste("SM_", bank, sep = "")
as.list(nam, reviews_summary$SM)
df <- data.frame(paste("general_", bank, sep = ""), paste("CV_", bank, sep = ""), paste("WL_", bank, sep = ""), paste("CO_", bank, sep = ""), paste("CB_", bank, sep = ""), paste("SM_", bank, sep = ""))
}
EDIT: I would like to have only one data.frame, where each iteration adds 6 columns, instead of generating one dataframe for each iteration.
Upvotes: 0
Views: 587
Reputation: 11981
maybe this is what you are looking for. You can rename columns using the rename
function:
for (row in 1:nrow(banks)){
bank = banks[row, "Company"]
reviews <- read.csv(paste(bank, "_cleaned.csv", sep = ""))
df_bank <- reviews %>%
group_by(Year_Quarter) %>%
summarise(general = mean(rat_general, na.rm = TRUE),
CV = mean(rat_CV, na.rm = TRUE),
WL = mean(rat_WL, na.rm = TRUE),
CO = mean(rat_CO, na.rm = TRUE),
CB = mean(rat_CB, na.rm = TRUE),
SM = mean(rat_SM, na.rm = TRUE)) %>%
rename_at(-1, ~paste0(.x, "_", bank)) %>%
as.data.frame()
df <- cbind(df, df_bank)
}
Note that you have to initialize df
to have the right number of rows before you start the loop.
Upvotes: 1