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Jillian Dunic
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Oct 5, 2023
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^scratch$ | ||
^NEWS\.md$ | ||
^\.github$ | ||
^data-raw$ |
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#' Multispecies Small-Mesh Bottom Trawl (MSSM) Survey Grid | ||
#' | ||
#' A 2x2 km grid for the Multispecies Small-Mesh Bottom Trawl Survey (MSSM; formerly | ||
#' known as 'shrimp survey'). This grid covers WCVI Shrimp Survey Areas 124 and 125. | ||
#' The `last_samp_year is the last year a grid cell was sampled as of 2023, with | ||
#' the most consistent resampling (spatially) occurring in grid cells last sampled | ||
#' after 2008 (GFBioField used used starting in 2009). | ||
#' | ||
#' @format ## `mssm_grid` | ||
#' A data frame with 493 rows and 5 columns: | ||
#' \describe{ | ||
#' \item{survey_abbrev}{Survey abbreviation} | ||
#' \item{longitude, latitude}{Longitude and latitude of the centroid of 2x2 km | ||
#' grid cells} | ||
#' \item{area}{Area of the grid cells, in km^2} | ||
#' \item{last_samp_year}{The last year a grid cell was sampled as of the date | ||
#' this dataset was created (Oct 2023)} | ||
#' } | ||
"mssm_grid" |
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library(magrittr) | ||
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# Spherical geometries problematic | ||
sf::sf_use_s2(FALSE) | ||
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# Query GFBio - need DFO VPN access | ||
#pcod_dat <- gfdata::get_survey_sets(species = "pacific cod", ssid = 7) | ||
#saveRDS(pcod_dat, file.path('data-raw', 'pcod-mssm-survey-sets.rds')) | ||
pcod_dat <- readRDS(file.path('data-raw', 'pcod-mssm-survey-sets.rds')) | ||
pcod_dat <- pcod_dat |> | ||
dplyr::filter(!is.na(longitude)) |> | ||
sdmTMB::add_utm_columns(c('longitude', 'latitude')) |> | ||
dplyr::mutate(row_id = dplyr::row_number()) | ||
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# Use equal distance projection | ||
pcod_sf <- | ||
pcod_dat |> | ||
dplyr::select(year, X, Y) |> | ||
sf::st_as_sf(coords = c('X', 'Y'), crs = 32609) | ||
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pcod_years <- dplyr::select(pcod_dat, row_id, year) | ||
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# Use 2x2 km grid size in units of our polygon shape file | ||
grid_spacing <- 2 | ||
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# Create grid over the bounding box of the polygon | ||
full_grid <- pcod_sf |> | ||
sf::st_make_grid(cellsize = c(grid_spacing, grid_spacing)) |> | ||
sf::st_as_sf() |> | ||
dplyr::rename(geometry = x) | ||
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# Get grid cells that overlap with at least one sampling point | ||
intersected <- sf::st_intersects(full_grid, pcod_sf) | ||
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id_intersect <- intersected |> purrr::map_dbl(length) > 0 | ||
last_year <- intersected |> | ||
purrr::map_dbl(\(row) if (length(row) > 0) {max(pcod_years[row, ]$year)} else {NA}) | ||
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full_grid$last_samp_year <- last_year | ||
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mssm_grid_sf <- full_grid[id_intersect, ] |> | ||
dplyr::mutate(survey_abbrev = "MSSM WCVI") | ||
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mssm_grid <- mssm_grid_sf |> | ||
sf::st_centroid() %>% | ||
dplyr::mutate(survey_abbrev = "MSSM WCVI", | ||
#ssid = 7, | ||
longitude = sf::st_coordinates(.)[,1], | ||
latitude = sf::st_coordinates(.)[,2], | ||
area = grid_spacing * grid_spacing) |> | ||
sf::st_drop_geometry() |> | ||
dplyr::as_tibble() |> | ||
dplyr::select(survey_abbrev, longitude, latitude, area, last_samp_year) | ||
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# Option to save an SF object | ||
#saveRDS(mssm_grid_sf, file.path('data-raw', 'mssm_grid_sf.rds')) | ||
#usethis::use_data(mssm_grid) | ||
# Visualise grid before and after 2009 | ||
# mssm_grid_sf |> | ||
# mutate(last_samp_year = ifelse(last_samp_year >= 2009, ">= 2009", " < 2009")) |> | ||
# ggplot(data = _) + | ||
# geom_sf(aes(fill = last_samp_year), alpha = 0.8) + | ||
# viridis::scale_fill_viridis(discrete = TRUE) + | ||
# gfplot::theme_pbs() | ||
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usethis::use_data(mssm_grid, overwrite = TRUE) |
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