time_setup<-function(df, parse="ymd HMS",round="30 minutes"){
df$TS<-lubridate::parse_date_time(paste(df$date_time), parse)
df<-dplyr::mutate(df, h=lubridate::hour(TS))
df<-dplyr::mutate(df, min=lubridate::minute(TS))
df<-dplyr::mutate(df, doy=lubridate::yday(TS))
df<-dplyr::mutate(df, TS_round=lubridate::round_date(TS, round))
df<-dplyr::mutate(df, h_min=paste(h,":",min))
}
import_param <-
function(path,
date_format = "ymd HMS",
single_sensor = T,
sensor) {
###----initial data extraction------------------------
if (single_sensor == T) {
files <- dir(
path = path,
recursive = T,
pattern = "003R",
full.names = T
)
df <- files %>% purrr::map( ~ readr::read_delim(.x,
delim = ";", na = "#NV")) %>%
purrr::reduce(rbind) %>% janitor::clean_names() %>%
dplyr::filter(!stringr::str_detect(name, "(scaled)")) %>%
time_setup() %>%
dplyr::select(-dplyr::starts_with("comment"))
df_scaled <- files %>% purrr::map( ~ readr::read_delim(.x,
delim = ";", na = "#NV")) %>%
purrr::reduce(rbind) %>% janitor::clean_names() %>%
dplyr::filter(stringr::str_detect(name, "(scaled)")) %>%
time_setup() %>%
dplyr::select(-dplyr::starts_with("comment"))
list(df = df, df_scaled = df_scaled)
} else if (single_sensor == F) {
ls <- list()
for (i in 1:length(sensor)) {
files <- dir(
path = path,
recursive = T,
pattern = sensor[i],
full.names = T
)
df <- files %>% purrr::map( ~ readr::read_delim(.x,
delim = ";", na = "#NV")) %>%
purrr::reduce(rbind) %>% janitor::clean_names() %>%
dplyr::filter(!stringr::str_detect(name, "(scaled)")) %>%
time_setup() %>%
dplyr::select(-dplyr::starts_with("comment"))
df_scaled <- files %>% purrr::map( ~ readr::read_delim(.x,
delim = ";", na = "#NV")) %>%
purrr::reduce(rbind) %>% janitor::clean_names() %>%
dplyr::filter(stringr::str_detect(name, "(scaled)")) %>%
time_setup() %>%
dplyr::select(-dplyr::starts_with("comment"))
ls[[i]] <- list(df = df, df_scaled = df_scaled)
names(ls)[[i]] <- sensor[i]
}
list(sensor_list = ls)
}
}
test1<-import_param(path = "D:/Uni work/Postdoc 2019-2020/Field work/India field_Patna-2019/Trios/All_Nov_trios data/DATA/OPUS",single_sensor = T)
#test2<-import_param(path = "D:/Uni work/Postdoc 2019-2020/Field work/India field_Patna-2019/Trios/opus cal 2019",single_sensor = F,sensor=c("R7213","R7214","R7215"))
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