Created
April 2, 2018 15:18
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require(tidyverse) | |
# computes things you want to know across the entire trial | |
do_it <- function(x) { | |
name <- x$filename[1] | |
fish_name <- name %>% stringr::str_match(pattern = "_S[a-z]+?_([A-Za-z]+)_") %>% as.vector %>% .[2] | |
temp <- x %>% | |
mutate(time_zone = lead(time) - time) %>% | |
group_by(code) %>% | |
summarise(total = sum(time_zone, na.rm = TRUE)) %>% | |
spread(code, total) | |
temp$transits <- nrow(x) | |
temp$filename <- name | |
temp$name = stringr::str_replace_all(string = fish_name, pattern ="[//_]", "") | |
temp | |
} | |
# computes things you want to know for each half | |
do_it_with_halves <- function(x) { | |
name <- x$filename[1] | |
fish_name <- name %>% stringr::str_match(pattern = "_S[a-z]+?_([A-Za-z]+)_") %>% as.vector %>% .[2] | |
total_time <- x$time[length(x$time)] | |
half_time <- round(total_time / 2, 1) | |
if(!half_time %in% x$time){ | |
# find the right index to add it to the dataframe | |
idx <- max(which(x$time < half_time)) | |
x <- add_row(x, time = half_time, class = 1, code = x$code[idx], .after = idx) %>% | |
mutate(half = if_else(time < half_time, "first_half", "second_half")) | |
} | |
temp <- x %>% | |
mutate(time_zone = lead(time) - time) %>% | |
group_by(code, half) %>% | |
summarise(total = sum(time_zone, na.rm = TRUE)) %>% | |
spread(code, total) | |
temp$transits <- c(filter(x, half == "first_half") %>% nrow, filter(x, half == "second_half") %>% nrow) | |
temp$filename <- name | |
temp$name = stringr::str_replace_all(string = fish_name, pattern ="[//_]", "") | |
temp | |
} | |
path <- "path/to/your/cowlog/files" | |
scototaxis <- dir(path, pattern = "*.csv", full.names = TRUE) %>% | |
set_names %>% | |
map(read_csv) %>% | |
imap(~ transform(.x, filename = .y)) %>% | |
map(do_it_with_halves) %>% | |
Reduce(bind_rows, .) |
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