read_report_file <- function(report_path) { info <- report_path_info(report_path) lines <- brio::read_file(report_path) sections_raw <- strsplit(lines, "\n\r\n")[[1]] sections_raw <- trimws(sections_raw) sections_raw <- sections_raw[nzchar(sections_raw)] sections <- lapply(sections_raw, read_report_section, info = info) purrr::flatten(sections) } read_report_section <- function(section, info) { if (!grepl("^[A-Z ]+\n", section)) { browser() stop("Expected a title at the start of a section") } title <- snakecase::to_snake_case(sub("\n.+", "", section)) #remove title body <- sub("^[A-Z ]+\n", "", section) header <- strsplit(body, "\n")[[1]][[1]] # trailing commas should be on the previous line body <- gsub("(\\w)\n,", "\\1,", body) # remove header body <- trimws(sub(header, "", body, fixed = TRUE)) body <- gsub("([^,]+ )\n([^,]+)", "\\1\\2", body) csv <- paste0(header, "\n", body) data <- read_csv(I(csv), show_col_types = FALSE, col_types = cols(.default = "c")) # browser(expr = title == "cover" && ncol(data) != 16) if (nrow(problems(data))) { problems <- problems(data) problems$file <- report_path problems$section <- title problems |> write_csv( here::here("data-raw", "reports", "read-raw-reports-problems.csv"), append = TRUE ) } if ("SBoE ID" %in% names(data)) { names(data)[which("SBoE ID" == names(data))] <- "sboe_id" } names(data) <- snakecase::to_snake_case(names(data), parsing_option = 3) data <- mutate(data, !!!info, .before = 1) structure(list(data), names = title) } read_reports_by_sboe_id <- function(sboe_id) { raw_paths <- fs::dir_ls( here::here("data-raw", "reports", sboe_id), glob = "*.txt" ) names(raw_paths) <- fs::path_rel(raw_paths, here::here("data-raw", "reports")) data <- raw_paths |> map(read_report_file) |> transpose() |> map(list_rbind) |> map(report_data_set_column_type) } report_data_set_column_type <- function(data) { maybe_numeric <- c("period", "cycle", "amount", "sum_to_date", "begin_balance", "end_balance") data |> mutate( across( c(matches("_date|date_"), -any_of(maybe_numeric)), lubridate::mdy ), across(any_of(maybe_numeric), parse_number) ) } write_reports_by_sboe_id <- function(sboe_id) { reports <- read_reports_by_sboe_id(sboe_id) base_dir <- here::here("data") sboe_id_param <- sprintf("sboe_id=%s", sboe_id) return_path <- c() for (table in names(reports)) { path <- fs::path(base_dir, table, sboe_id_param, "part-0", ext = "parquet") dir_create(fs::path_dir(path)) if (table == "cover") { return_path <- path } arrow::write_parquet(reports[[table]], path) } return_path } report_path_info <- function(report_path) { report_path <- fs::path_abs(report_path) x <- fs::path_rel(report_path, here::here("data-raw", "reports")) x <- fs::path_split(x)[[1]] id <- strsplit(x[2], "_")[[1]][1] list( sboe_id = x[1], report_id = as.integer(id) ) }