From 918182f88cdb92c576cc319d0db9e4af67701f81 Mon Sep 17 00:00:00 2001 From: fawda123 Date: Wed, 2 Oct 2024 16:15:25 -0400 Subject: [PATCH] add data and code for intertidal CHIMMP figure --- R/tidal_wetlands.R | 173 ++++++++++++++++++++++++++++++++++++ data/swfwmdintertidal.RData | Bin 0 -> 4846756 bytes figs/tidal_wetlands.png | Bin 0 -> 738161 bytes 3 files changed, 173 insertions(+) create mode 100644 R/tidal_wetlands.R create mode 100644 data/swfwmdintertidal.RData create mode 100644 figs/tidal_wetlands.png diff --git a/R/tidal_wetlands.R b/R/tidal_wetlands.R new file mode 100644 index 0000000..38ca6c6 --- /dev/null +++ b/R/tidal_wetlands.R @@ -0,0 +1,173 @@ +library(tidyverse) +library(sf) +library(tbeptools) +library(mapview) +library(here) +library(patchwork) + +# get tidal wetland spatial data -------------------------------------------------------------- + +dat1950raw <- st_read('T:/05_GIS/HISTORICAL/1950_LULC_Emergents/1950_emergent_habitat.shp') +dat1950 <- dat1950raw |> + select(FLUCCSCODE = HABITAT) |> + mutate( + FLUCCSCODE = case_when( + FLUCCSCODE == 'Mangrove/Spartina Marsh' ~ 6120, + FLUCCSCODE == 'Juncus Marsh' ~ 6420, + FLUCCSCODE == 'Salt Barren' ~ 6600 + ) + ) |> + st_transform(crs = st_crs(tbshed)) |> + st_intersection(tbshed) |> + select(-Acres) |> + st_intersection(tbsegshed) + +fls <- list.files('T:/05_GIS/SWFWMD/zipped_all_years/', pattern = 'zip', full.names = T) + +out <- vector('list', length(fls)) +names(out) <- basename(fls) +for(fl in fls){ + + cat(fl, '\n') + tmpdr <- tempdir() + + unzip(fl, exdir = tmpdr) + + shppth <- list.files(tmpdr, pattern = 'shp$', full.names = T, recursive = T) + + shp <- st_read(shppth, quiet = T) + + shpfilt <- shp |> + filter(FLUCCSCODE %in% c(6120, 6420, 6600)) |> # mangrove, salt marsh, salt barren + st_transform(crs = st_crs(tbshed)) |> + select(FLUCCSCODE) |> + st_make_valid() |> + st_intersection(tbshed) |> + select(-Acres) |> + st_intersection(tbsegshed) + + out[[basename(fl)]] <- shpfilt + + unlink(tmpdr, recursive = T) + +} + +swfwmdintertidal <- out +swfwmdintertidal <- c(list(`1950` = dat1950), swfwmdintertidal) +names(swfwmdintertidal) <- gsub('lulc|\\.zip', '', names(swfwmdintertidal)) +save(swfwmdintertidal, file = 'data/swfwmdintertidal.RData', compress = 'xz') + +# make plot ----------------------------------------------------------------------------------- + +load(file = here('data/swfwmdintertidal.RData')) + +ests <- swfwmdintertidal |> + enframe(name = 'yr') |> + mutate( + value = map(value, function(x){ + + x |> + mutate( + area = st_area(x) + ) |> + st_set_geometry(NULL) |> + summarize( + area = sum(area), + .by = c(FLUCCSCODE, bay_segment) + ) + + }) + ) |> + unnest('value') + +toplo <- ests |> + mutate( + yr = as.numeric(yr), + yr = case_when( + yr == 1950 ~ 1980, + TRUE ~ yr + ), + habitat = case_when( + FLUCCSCODE == 6120 ~ 'Mangrove', + FLUCCSCODE == 6420 ~ 'Salt Marsh', + FLUCCSCODE == 6600 ~ 'Salt Barren' + ), + habitat = factor(habitat, levels = c('Salt Barren', 'Salt Marsh', 'Mangrove')), + area = units::set_units(area, 'acres'), + area = as.numeric(area) / 1000, + bay_segment = factor(bay_segment, levels = c('OTB', 'HB', 'MTB', 'LTB', 'BCB', 'TCB', 'MR'), + labels = c('Old Tampa Bay (OTB)', 'Hillsborough Bay (HB)', 'Middle Tampa Bay (MTB)', 'Lower Tampa Bay (LTB)', + 'Boca Ciega Bay (BCB)', 'Terra Ceia Bay (TCB)', 'Manatee River (MR)')) + + ) + +p1 <- ggplot(toplo, aes(x = yr, y = area, fill = habitat)) + + geom_col(color = 'darkgrey') + + scale_fill_manual(values = c('#FFFF14', '#1C99C7', '#83832E')) + + scale_x_continuous(breaks = seq(1980, 2020, 10), labels = c(1950, seq(1990, 2020, 10))) + + facet_wrap(~bay_segment, scales = 'free_y', ncol = 2) + + geom_vline(xintercept = 1985, linetype = 'dashed') + + theme_minimal() + + theme( + legend.position = c(0.75, 0.1) + ) + + labs( + x = NULL, + y = 'Acres (x1000)', + fill = NULL + ) + +# base tiles +bbx <- tbsegshed %>% + st_bbox() %>% + st_as_sfc() %>% + st_buffer(dist = units::set_units(1, kilometer)) %>% + st_transform(crs = 4326) %>% + st_bbox() + +tls <- maptiles::get_tiles(bbx, provider = "CartoDB.PositronNoLabels", zoom = 10) +dat_ext <- sf::st_as_sfc(bbx) %>% + st_transform(crs = 4326) %>% + st_bbox() + +curex <- swfwmdintertidal[['2020']] |> + mutate( + habitat = case_when( + FLUCCSCODE == 6120 ~ 'Mangrove', + FLUCCSCODE == 6420 ~ 'Salt Marsh', + FLUCCSCODE == 6600 ~ 'Salt Barren' + ), + habitat = factor(habitat, levels = c('Salt Barren', 'Salt Marsh', 'Mangrove')) + ) + +labs1 <- tbsegshed |> + filter(!bay_segment %in% c('OTB', 'HB', 'MTB', 'LTB')) |> + st_centroid() +labs2 <- tbseg |> + st_centroid() +labs <- rbind(labs1, labs2) + +m1 <- ggplot() + + tidyterra::geom_spatraster_rgb(data = tls, maxcell = 1e8) + + geom_sf(data = tbsegshed, inherit.aes = F, linewidth = 1, fill = NA, color = 'darkgrey') + + geom_sf(data = curex, aes(fill = habitat, color = habitat), show.legend = F) + + geom_sf_text(data = labs, aes(label = bay_segment), inherit.aes = F) + + annotate('text', x = -82.85, y = 27.37, label = 'Current extent (2020)', size = 5, fontface = 'bold', hjust = 0) + + scale_fill_manual(values = c('#FFFF14', '#1C99C7', '#83832E')) + + scale_color_manual(values = c('#FFFF14', '#1C99C7', '#83832E')) + + theme( + axis.title = element_blank(), + axis.text = element_text(size = 7), + legend.position = 'inside', + legend.position.inside = c(0.15, 0.15), + legend.background = element_blank(), + legend.title = element_blank() + ) + + ggspatial::annotation_scale(location = 'tr', unit_category = 'metric') + + coord_sf(xlim = c(dat_ext[1], -82.3), ylim = c(dat_ext[2], 28.1), expand = FALSE, crs = 4326) + +p <- p1 + m1 + plot_layout(widths = c(1, 0.8)) + +png(here('figs/tidal_wetlands.png'), width = 9, height = 6, units = 'in', res = 300, family = 'serif') +print(p) +dev.off() diff --git a/data/swfwmdintertidal.RData b/data/swfwmdintertidal.RData new file mode 100644 index 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