# Utils for ci extraction date_list <- function(end_date, offset){ offset <- as.numeric(offset) - 1 end_date <- as.Date(end_date) start_date <- end_date - lubridate::days(offset) week <- week(start_date) year <- year(start_date) days_filter <- seq(from = start_date, to = end_date, by = "day") return(list("week" = week, "year" = year, "days_filter" = days_filter)) } create_mask_and_crop <- function(file, field_boundaries, merged_final_dir) { message("starting ", file) loaded_raster <- rast(file) names(loaded_raster) <- c("Red", "Green", "Blue", "NIR") message("raster loaded") CI <- loaded_raster$NIR / loaded_raster$Green - 1 loaded_raster$CI <- CI message("CI calculated") loaded_raster <- terra::crop(loaded_raster, field_boundaries, mask = TRUE) #%>% CI_func() loaded_raster[loaded_raster == 0] <- NA new_file <- here(merged_final_dir, paste0(tools::file_path_sans_ext(basename(file)), ".tif")) writeRaster(loaded_raster, new_file, overwrite = TRUE) vrt_file <- here(daily_vrt, paste0(tools::file_path_sans_ext(basename(file)), ".vrt")) terra::vrt(new_file, vrt_file, overwrite = TRUE) return(loaded_raster) } date_extract <- function(file_path) { str_extract(file_path, "\\d{4}-\\d{2}-\\d{2}") } extract_rasters_daily <- function(file, field_geojson, quadrants = TRUE, save_dir) { field_geojson <- sf::st_as_sf(field_geojson) x <- rast(file[1]) date <- date_extract(file) pivot_stats <- cbind(field_geojson, mean_CI = round(exactextractr::exact_extract(x$CI, field_geojson, fun = "mean"), 2)) %>% st_drop_geometry() %>% rename("{date}" := mean_CI) save_suffix <- if (quadrants){"quadrant"} else {"whole_field"} save_path <- here(save_dir, paste0("extracted_", date, "_", save_suffix, ".rds")) saveRDS(pivot_stats, save_path) }