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This file is used to split the variables in a dataframe which has length > 200 into meaningful string variable with SUPP variables
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R_SPLIT = function(domain_dataset,max_length_out = 200){ | ||
out_n = outt = NULL | ||
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#filtering columns > 200 | ||
char_200 = domain_dataset %>% select_if(~ max(nchar(.)) >= max_length_out) | ||
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#string split function | ||
split_var <- function(string,max_length_out = 200) { | ||
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# Pattern spot | ||
pattern = names(which.max(table(str_extract_all(string, "[:punct:]|[:blank:]")))) %>% | ||
ifelse(is.null(.), "",.) | ||
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# Split the input string into a vector | ||
split_vector <- unlist(stringr::str_split(string, pattern)) | ||
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# Function to concatenate strings and split when length exceeds 200 | ||
split_when_needed <- function(result, item, sep, max_length_out) { | ||
current <- utils::tail(result, 1) | ||
if (nchar(paste0(current, sep, item)) <= (max_length_out - 1)) { | ||
result[length(result)] <- paste0(current, sep, item) | ||
} else { | ||
if (!identical(sep, " ")) result[length(result)] <- paste0(current, sep) | ||
result <- c(result, item) | ||
} | ||
result | ||
} | ||
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# Use reduce to apply the function across the vector | ||
split_vector <- split_vector[-1] |> | ||
purrr::reduce(split_when_needed, .init = list(split_vector[1]), pattern, max_length_out) |> | ||
unlist() | ||
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# Fix case where sentence do not exceed max_length_out | ||
last_two <- paste0(utils::tail(split_vector, n = 2), collapse = if (identical(pattern, " ")) " " else "") | ||
if (nchar(last_two) <= max_length_out) { | ||
split_vector <- c( | ||
utils::head(split_vector, n = -1), | ||
last_two | ||
) | ||
} | ||
return(as.list(split_vector)) | ||
} | ||
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#FUNCTION CALL | ||
outt <- map(char_200, ~ { | ||
split_list <- map(.x, ~ { | ||
cv <- as.data.frame(split_var(.x, max_length_out)) | ||
names(cv) <- seq_along(cv) | ||
cv | ||
}) | ||
split_df <- bind_rows(split_list) | ||
split_df | ||
}) %>% imap(.,~set_names(.x,.y)) %>% bind_cols() | ||
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names(outt) = sub("....$","",names(outt)) %>% make.unique(., sep = "_") | ||
dataset_OUT = bind_cols(domain_dataset %>% select(-names(char_200)),outt) | ||
return(dataset_OUT) | ||
} | ||
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