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A line by line stye of reading in the hurricane data
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| library(tidyverse) | |
| library(xml2) | |
| url <- "http://www.aoml.noaa.gov/hrd/hurdat/hurdat2-nepac.html" | |
| # Import ------------------------------------------------------------------ | |
| hurricanes <- read_html(url) %>% | |
| xml_find_first(".//pre") %>% | |
| xml_text() %>% | |
| write_file("hurricanes.csv") | |
| hurricanes_file <- file("hurricanes.csv", open = "r") | |
| readLines(hurricanes_file, n = 1) # first line is empty | |
| # Something to hold data, don't know before reading how | |
| # long this should but it's less than total number | |
| # of lines | |
| data_blocks <- vector("list", 2000) | |
| block <- 1 | |
| line <- readLines(hurricanes_file, n = 1) | |
| while(length(line) > 0){ | |
| # parse header line | |
| header <- scan(text = line, | |
| what = list( | |
| id = character(), | |
| name = character(), | |
| nrows = integer()), | |
| sep = ",") | |
| # get corresponding data lines | |
| data_lines <- readLines(hurricanes_file, | |
| n = header$nrows) | |
| # parse data lines | |
| data <- read.csv(text = data_lines, header = FALSE, | |
| stringsAsFactors = FALSE) | |
| data$hurricane <- header$id | |
| data$name <- header$name | |
| data_blocks[[block]] <- data | |
| # increment | |
| line <- readLines(hurricanes_file, n = 1) | |
| block <- block + 1 | |
| } | |
| close(hurricanes_file) | |
| hurricanes <- do.call(rbind, data_blocks) |
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