Broullon DIC/TA climatology

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-04-29

Checks: 7 0

Knit directory: bgc_argo_r_argodata/

This reproducible R Markdown analysis was created with workflowr (version 1.7.0). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

---

R Markdown file: up-to-date

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20211008)

The command set.seed(20211008) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: 2d44f8a

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 2d44f8a. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

Ignored files:
    Ignored:    .RData
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/
    Ignored:    output/

Untracked files:
    Untracked:  code/OceanSODA_argo_extremes.R
    Untracked:  code/creating_dataframe.R
    Untracked:  code/creating_map.R
    Untracked:  code/merging_oceanSODA_Argo.R
    Untracked:  code/pH_data_timeseries.R

Unstaged changes:
    Modified:   analysis/_site.yml
    Deleted:    analysis/load_OceanSODA_biomes.Rmd
    Modified:   code/Workflowr_project_managment.R

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/broullon_DIC_TA_clim.Rmd) and HTML (docs/broullon_DIC_TA_clim.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	2d44f8a	pasqualina-vonlanthendinenna	2022-04-29	Build site.
Rmd	8b582f0	pasqualina-vonlanthendinenna	2022-04-29	added broullon climatology page, argo locations

---

Task

Explore the Broullón et al. (2020) DIC / TA climatology

library(tidyverse)
library(lubridate)
library(stars)

path_argo <- '/nfs/kryo/work/updata/bgc_argo_r_argodata'
path_argo_preprocessed <- paste0(path_argo, "/preprocessed_bgc_data")
path_emlr_utilities <- "/nfs/kryo/work/jenmueller/emlr_cant/utilities/files/"
path_updata <- '/nfs/kryo/work/updata'
path_broullon_clim <- paste0(path_updata, "/broullon_co2_monthly_climatology")

theme_set(theme_bw())

map <- map <-
  read_rds(paste(path_emlr_utilities,
                 "map_landmask_WOA18.rds",
                 sep = ""))

nm_biomes <- read_rds(file = paste0(path_argo_preprocessed, "/nm_biomes.rds"))


# WOA 18 basin mask

basinmask <-
  read_csv(
    paste(path_emlr_utilities,
          "basin_mask_WOA18.csv",
          sep = ""),
    col_types = cols("MLR_basins" = col_character())
  )

basinmask <- basinmask %>%
  filter(MLR_basins == unique(basinmask$MLR_basins)[1]) %>% 
  select(-c(MLR_basins, basin))

Load Data

DIC

DIC_clim <- tidync::hyper_tibble(paste0(path_broullon_clim, "/TCO2_NNGv2LDEO_climatology.nc"))

nc_depth <- read_ncdf(paste0(path_broullon_clim, "/TCO2_NNGv2LDEO_climatology.nc"),
                             var = c('depth'))
nc_depth <- as_tibble(nc_depth)

nc_depth <- nc_depth %>% 
  mutate(depth_level = depth_level+0.5)

DIC_clim <- full_join(DIC_clim, nc_depth)

DIC_clim <- DIC_clim %>% 
  rename(DIC = TCO2_NNGv2LDEO,
         month = time)

rm(nc_depth)
# table(unique(DIC_clim$latitude))
# table(unique(DIC_clim$longitude))
# table(unique(DIC_clim$time))
# table(unique(DIC_clim$depth))

# text <- read_file(paste0(path_broullon_clim, "/README_global_monthly_2020.txt"))

# Depth goes down to 5500 m, but below 1500 m DIC is an annual climatological value, rather than a monthly climatological value 

pCO2

pco2_clim <- tidync::hyper_tibble(paste0(path_broullon_clim, "/pCO2_NNGv2LDEO_climatology.nc"))

pco2_clim <- pco2_clim %>% 
  mutate(depth_level = 1) %>% 
  rename(pco2 = pCO2_NNGv2LDEO,
         month = time)

TA

TA_clim <- tidync::hyper_tibble(paste0(path_broullon_clim, "/AT_NNGv2_climatology.nc"))

nc_depth <- read_ncdf(paste0(path_broullon_clim, "/AT_NNGv2_climatology.nc"),
                   var = c('depth'))
nc_depth <- as_tibble(nc_depth)

nc_depth <- nc_depth %>% 
  mutate(depth_level = depth_level+0.5)

TA_clim <- full_join(TA_clim, nc_depth)

rm(nc_depth)

# read_file(paste0(path_broullon_clim, "/README_Global_monthly_2019.txt"))

TA_clim <- TA_clim %>% 
  rename(TA = AT_NNGv2,
         month = time)

# Depth goes down to 5500 m, but below 1500 m TA is an annual climatological value, rather than a monthly climatological value 

Join data

broullon_clim <- full_join(DIC_clim, TA_clim)

broullon_clim <- full_join(broullon_clim, pco2_clim)

rm(DIC_clim, pco2_clim, TA_clim)

Harmonise data

# put longitude and latitude labels to the center of the grid (.5º)

broullon_clim <- broullon_clim %>% 
  rename(lon = longitude, 
         lat = latitude) %>% 
  mutate(lon = if_else(lon < 20, lon + 360, lon))

broullon_clim_SO <- broullon_clim %>% 
  filter(lat <= -30)

Write data

broullon_clim %>% 
  write_rds(file = paste0(path_argo_preprocessed, "/broullon_TA_DIC_clim.rds"))

broullon_clim_SO %>% 
  write_rds(file = paste0(path_argo_preprocessed, "/broullon_TA_DIC_clim_SO.rds"))

Plot data

# join regional separations 

broullon_clim_SO <- inner_join(broullon_clim_SO, nm_biomes)

broullon_clim_SO <- inner_join(broullon_clim_SO, basinmask)

DIC

broullon_clim_SO %>% 
  group_split(depth) %>% 
  map(
    ~map +
      geom_tile(data = .x, 
                aes(x = lon, 
                    y = lat, 
                    fill = DIC))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      facet_wrap(~month, ncol = 2)+
      labs(title = paste0('Broullon et al. (2020) DIC clim, depth: ', unique(.x$depth)))
  )

[[1]]

Past versions of map_DIC_field-1.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[2]]

Past versions of map_DIC_field-2.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[3]]

Past versions of map_DIC_field-3.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[4]]

Past versions of map_DIC_field-4.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[5]]

Past versions of map_DIC_field-5.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[6]]

Past versions of map_DIC_field-6.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[7]]

Past versions of map_DIC_field-7.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[8]]

Past versions of map_DIC_field-8.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[9]]

Past versions of map_DIC_field-9.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[10]]

Past versions of map_DIC_field-10.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[11]]

Past versions of map_DIC_field-11.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[12]]

Past versions of map_DIC_field-12.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[13]]

Past versions of map_DIC_field-13.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[14]]

Past versions of map_DIC_field-14.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[15]]

Past versions of map_DIC_field-15.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[16]]

Past versions of map_DIC_field-16.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[17]]

Past versions of map_DIC_field-17.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[18]]

Past versions of map_DIC_field-18.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[19]]

Past versions of map_DIC_field-19.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[20]]

Past versions of map_DIC_field-20.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[21]]

Past versions of map_DIC_field-21.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[22]]

Past versions of map_DIC_field-22.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[23]]

Past versions of map_DIC_field-23.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[24]]

Past versions of map_DIC_field-24.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[25]]

Past versions of map_DIC_field-25.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[26]]

Past versions of map_DIC_field-26.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[27]]

Past versions of map_DIC_field-27.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[28]]

Past versions of map_DIC_field-28.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[29]]

Past versions of map_DIC_field-29.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[30]]

Past versions of map_DIC_field-30.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[31]]

Past versions of map_DIC_field-31.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[32]]

Past versions of map_DIC_field-32.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[33]]

Past versions of map_DIC_field-33.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[34]]

Past versions of map_DIC_field-34.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[35]]

Past versions of map_DIC_field-35.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[36]]

Past versions of map_DIC_field-36.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[37]]

Past versions of map_DIC_field-37.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[38]]

Past versions of map_DIC_field-38.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[39]]

Past versions of map_DIC_field-39.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[40]]

Past versions of map_DIC_field-40.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[41]]

Past versions of map_DIC_field-41.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[42]]

Past versions of map_DIC_field-42.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[43]]

Past versions of map_DIC_field-43.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[44]]

Past versions of map_DIC_field-44.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[45]]

Past versions of map_DIC_field-45.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[46]]

Past versions of map_DIC_field-46.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[47]]

Past versions of map_DIC_field-47.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[48]]

Past versions of map_DIC_field-48.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[49]]

Past versions of map_DIC_field-49.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[50]]

Past versions of map_DIC_field-50.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[51]]

Past versions of map_DIC_field-51.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[52]]

Past versions of map_DIC_field-52.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[53]]

Past versions of map_DIC_field-53.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[54]]

Past versions of map_DIC_field-54.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[55]]

Past versions of map_DIC_field-55.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[56]]

Past versions of map_DIC_field-56.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[57]]

Past versions of map_DIC_field-57.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[58]]

Past versions of map_DIC_field-58.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[59]]

Past versions of map_DIC_field-59.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[60]]

Past versions of map_DIC_field-60.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[61]]

Past versions of map_DIC_field-61.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[62]]

Past versions of map_DIC_field-62.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[63]]

Past versions of map_DIC_field-63.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[64]]

Past versions of map_DIC_field-64.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[65]]

Past versions of map_DIC_field-65.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[66]]

Past versions of map_DIC_field-66.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[67]]

Past versions of map_DIC_field-67.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[68]]

Past versions of map_DIC_field-68.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[69]]

Past versions of map_DIC_field-69.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[70]]

Past versions of map_DIC_field-70.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[71]]

Past versions of map_DIC_field-71.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[72]]

Past versions of map_DIC_field-72.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[73]]

Past versions of map_DIC_field-73.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[74]]

Past versions of map_DIC_field-74.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[75]]

Past versions of map_DIC_field-75.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[76]]

Past versions of map_DIC_field-76.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[77]]

Past versions of map_DIC_field-77.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[78]]

Past versions of map_DIC_field-78.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[79]]

Past versions of map_DIC_field-79.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[80]]

Past versions of map_DIC_field-80.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[81]]

Past versions of map_DIC_field-81.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[82]]

Past versions of map_DIC_field-82.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[83]]

Past versions of map_DIC_field-83.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[84]]

Past versions of map_DIC_field-84.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[85]]

Past versions of map_DIC_field-85.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[86]]

Past versions of map_DIC_field-86.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[87]]

Past versions of map_DIC_field-87.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[88]]

Past versions of map_DIC_field-88.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[89]]

Past versions of map_DIC_field-89.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[90]]

Past versions of map_DIC_field-90.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[91]]

Past versions of map_DIC_field-91.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[92]]

Past versions of map_DIC_field-92.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[93]]

Past versions of map_DIC_field-93.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[94]]

Past versions of map_DIC_field-94.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[95]]

Past versions of map_DIC_field-95.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[96]]

Past versions of map_DIC_field-96.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[97]]

Past versions of map_DIC_field-97.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[98]]

Past versions of map_DIC_field-98.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[99]]

Past versions of map_DIC_field-99.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[100]]

Past versions of map_DIC_field-100.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[101]]

Past versions of map_DIC_field-101.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[102]]

Past versions of map_DIC_field-102.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

broullon_clim_SO %>% 
  # filter(depth <= 1500) %>% 
  group_split(month) %>% 
  map(
    ~ ggplot(data = .x,
             aes(x = DIC,
                 y = depth))+
      geom_point(data = .x, 
                 aes(x = DIC,
                     y = depth),
                 size = 0.2,
                 pch = 1)+
      scale_y_reverse()+
      facet_grid(biome_name~basin_AIP)+
      labs(title = paste0('Broullon et al. clim DIC, month: ', unique(.x$month)),
           x = 'DIC')
  )

[[1]]

Past versions of plot_DIC_profiles-1.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[2]]

Past versions of plot_DIC_profiles-2.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[3]]

Past versions of plot_DIC_profiles-3.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[4]]

Past versions of plot_DIC_profiles-4.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[5]]

Past versions of plot_DIC_profiles-5.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[6]]

Past versions of plot_DIC_profiles-6.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[7]]

Past versions of plot_DIC_profiles-7.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[8]]

Past versions of plot_DIC_profiles-8.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[9]]

Past versions of plot_DIC_profiles-9.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[10]]

Past versions of plot_DIC_profiles-10.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[11]]

Past versions of plot_DIC_profiles-11.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[12]]

Past versions of plot_DIC_profiles-12.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

TA

broullon_clim_SO %>% 
  group_split(depth) %>% 
  map(
    ~map +
      geom_tile(data = .x, 
                aes(x = lon, 
                    y = lat, 
                    fill = TA))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      facet_wrap(~month, ncol = 2)+
      labs(title = paste0('Broullon et al. (2020) TA clim, depth: ', unique(.x$depth)))
  )

[[1]]

Past versions of plot_TA_maps-1.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[2]]

Past versions of plot_TA_maps-2.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[3]]

Past versions of plot_TA_maps-3.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[4]]

Past versions of plot_TA_maps-4.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[5]]

Past versions of plot_TA_maps-5.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[6]]

Past versions of plot_TA_maps-6.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[7]]

Past versions of plot_TA_maps-7.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[8]]

Past versions of plot_TA_maps-8.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[9]]

Past versions of plot_TA_maps-9.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[10]]

Past versions of plot_TA_maps-10.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[11]]

Past versions of plot_TA_maps-11.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[12]]

Past versions of plot_TA_maps-12.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[13]]

Past versions of plot_TA_maps-13.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[14]]

Past versions of plot_TA_maps-14.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[15]]

Past versions of plot_TA_maps-15.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[16]]

Past versions of plot_TA_maps-16.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[17]]

Past versions of plot_TA_maps-17.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[18]]

Past versions of plot_TA_maps-18.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[19]]

Past versions of plot_TA_maps-19.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[20]]

Past versions of plot_TA_maps-20.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[21]]

Past versions of plot_TA_maps-21.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[22]]

Past versions of plot_TA_maps-22.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[23]]

Past versions of plot_TA_maps-23.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[24]]

Past versions of plot_TA_maps-24.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[25]]

Past versions of plot_TA_maps-25.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[26]]

Past versions of plot_TA_maps-26.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[27]]

Past versions of plot_TA_maps-27.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[28]]

Past versions of plot_TA_maps-28.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[29]]

Past versions of plot_TA_maps-29.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[30]]

Past versions of plot_TA_maps-30.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[31]]

Past versions of plot_TA_maps-31.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[32]]

Past versions of plot_TA_maps-32.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[33]]

Past versions of plot_TA_maps-33.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[34]]

Past versions of plot_TA_maps-34.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[35]]

Past versions of plot_TA_maps-35.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[36]]

Past versions of plot_TA_maps-36.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[37]]

Past versions of plot_TA_maps-37.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[38]]

Past versions of plot_TA_maps-38.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[39]]

Past versions of plot_TA_maps-39.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[40]]

Past versions of plot_TA_maps-40.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[41]]

Past versions of plot_TA_maps-41.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[42]]

Past versions of plot_TA_maps-42.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[43]]

Past versions of plot_TA_maps-43.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[44]]

Past versions of plot_TA_maps-44.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[45]]

Past versions of plot_TA_maps-45.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[46]]

Past versions of plot_TA_maps-46.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[47]]

Past versions of plot_TA_maps-47.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[48]]

Past versions of plot_TA_maps-48.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[49]]

Past versions of plot_TA_maps-49.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[50]]

Past versions of plot_TA_maps-50.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[51]]

Past versions of plot_TA_maps-51.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[52]]

Past versions of plot_TA_maps-52.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[53]]

Past versions of plot_TA_maps-53.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[54]]

Past versions of plot_TA_maps-54.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[55]]

Past versions of plot_TA_maps-55.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[56]]

Past versions of plot_TA_maps-56.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[57]]

Past versions of plot_TA_maps-57.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[58]]

Past versions of plot_TA_maps-58.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[59]]

Past versions of plot_TA_maps-59.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[60]]

Past versions of plot_TA_maps-60.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[61]]

Past versions of plot_TA_maps-61.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[62]]

Past versions of plot_TA_maps-62.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[63]]

Past versions of plot_TA_maps-63.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[64]]

Past versions of plot_TA_maps-64.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[65]]

Past versions of plot_TA_maps-65.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[66]]

Past versions of plot_TA_maps-66.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[67]]

Past versions of plot_TA_maps-67.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[68]]

Past versions of plot_TA_maps-68.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[69]]

Past versions of plot_TA_maps-69.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[70]]

Past versions of plot_TA_maps-70.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[71]]

Past versions of plot_TA_maps-71.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[72]]

Past versions of plot_TA_maps-72.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[73]]

Past versions of plot_TA_maps-73.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[74]]

Past versions of plot_TA_maps-74.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[75]]

Past versions of plot_TA_maps-75.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[76]]

Past versions of plot_TA_maps-76.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[77]]

Past versions of plot_TA_maps-77.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[78]]

Past versions of plot_TA_maps-78.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[79]]

Past versions of plot_TA_maps-79.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[80]]

Past versions of plot_TA_maps-80.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[81]]

Past versions of plot_TA_maps-81.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[82]]

Past versions of plot_TA_maps-82.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[83]]

Past versions of plot_TA_maps-83.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[84]]

Past versions of plot_TA_maps-84.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[85]]

Past versions of plot_TA_maps-85.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[86]]

Past versions of plot_TA_maps-86.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[87]]

Past versions of plot_TA_maps-87.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[88]]

Past versions of plot_TA_maps-88.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[89]]

Past versions of plot_TA_maps-89.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[90]]

Past versions of plot_TA_maps-90.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[91]]

Past versions of plot_TA_maps-91.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[92]]

Past versions of plot_TA_maps-92.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[93]]

Past versions of plot_TA_maps-93.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[94]]

Past versions of plot_TA_maps-94.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[95]]

Past versions of plot_TA_maps-95.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[96]]

Past versions of plot_TA_maps-96.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[97]]

Past versions of plot_TA_maps-97.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[98]]

Past versions of plot_TA_maps-98.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[99]]

Past versions of plot_TA_maps-99.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[100]]

Past versions of plot_TA_maps-100.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[101]]

Past versions of plot_TA_maps-101.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[102]]

Past versions of plot_TA_maps-102.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

broullon_clim_SO %>% 
  # filter(depth <= 1500) %>% 
  group_split(month) %>% 
  map(
    ~ ggplot(data = .x,
             aes(x = TA,
                 y = depth))+
      geom_point(data = .x, 
                 aes(x = TA,
                     y = depth),
                 size = 0.2,
                 pch = 1)+
      scale_y_reverse()+
      facet_grid(biome_name~basin_AIP)+
      labs(title = paste0('Broullon et al. clim TA, month: ', unique(.x$month)))
  )

[[1]]

Past versions of plot_TA_clim_profiles-1.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[2]]

Past versions of plot_TA_clim_profiles-2.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[3]]

Past versions of plot_TA_clim_profiles-3.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[4]]

Past versions of plot_TA_clim_profiles-4.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[5]]

Past versions of plot_TA_clim_profiles-5.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[6]]

Past versions of plot_TA_clim_profiles-6.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[7]]

Past versions of plot_TA_clim_profiles-7.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[8]]

Past versions of plot_TA_clim_profiles-8.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[9]]

Past versions of plot_TA_clim_profiles-9.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[10]]

Past versions of plot_TA_clim_profiles-10.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[11]]

Past versions of plot_TA_clim_profiles-11.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

[[12]]

Past versions of plot_TA_clim_profiles-12.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

pCO2

map+
  geom_tile(data = broullon_clim_SO %>% filter(depth_level == 1),
            aes(x = lon,
                y = lat,
                fill = pco2))+
  scale_fill_viridis_c()+
  lims(y = c(-85, -28))+
  facet_wrap(~month, ncol = 2)+
  labs(title = 'Broullon et al. pCO2 clim')

Past versions of map_pCO2_field-1.png

Version	Author	Date
2d44f8a	pasqualina-vonlanthendinenna	2022-04-29

Oxygen

broullon_clim_SO %>% 
  group_split(depth) %>% 
  map(
    ~map +
      geom_tile(data = .x, 
                aes(x = lon, 
                    y = lat, 
                    fill = oxygen))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      facet_wrap(~month, ncol = 2)+
      labs(title = paste0('Broullon et al. (2020) oxygen clim, depth: ', unique(.x$depth)))
  )

broullon_clim_SO %>% 
  # filter(depth <= 1500) %>% 
  group_split(month) %>% 
  map(
    ~ ggplot(data = .x,
             aes(x = oxygen,
                 y = depth))+
      geom_point(data = .x, 
                 aes(x = oxygen,
                     y = depth),
                 size = 0.2,
                 pch = 1)+
      scale_y_reverse()+
      facet_grid(biome_name~basin_AIP)+
      labs(title = paste0('Broullon et al. clim oxygen, month: ', unique(.x$month)))
  )

Nitrate

broullon_clim_SO %>% 
  group_split(depth) %>% 
  map(
    ~map +
      geom_tile(data = .x, 
                aes(x = lon, 
                    y = lat, 
                    fill = nitrate))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      facet_wrap(~month, ncol = 2)+
      labs(title = paste0('Broullon et al. (2020) nitrate clim, depth: ', unique(.x$depth)))
  )

broullon_clim_SO %>% 
  # filter(depth <= 1500) %>% 
  group_split(month) %>% 
  map(
    ~ ggplot(data = .x,
             aes(x = nitrate,
                 y = depth))+
      geom_point(data = .x, 
                 aes(x = nitrate,
                     y = depth),
                 size = 0.2,
                 pch = 1)+
      scale_y_reverse()+
      facet_grid(biome_name~basin_AIP)+
      labs(title = paste0('Broullon et al. clim nitrate, month: ', unique(.x$month)))
  )

Phosphate

broullon_clim_SO %>% 
  group_split(depth) %>% 
  map(
    ~map +
      geom_tile(data = .x, 
                aes(x = lon, 
                    y = lat, 
                    fill = phosphate))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      facet_wrap(~month, ncol = 2)+
      labs(title = paste0('Broullon et al. (2020) phosphate clim, depth: ', unique(.x$depth)))
  )

broullon_clim_SO %>% 
  # filter(depth <= 1500) %>% 
  group_split(month) %>% 
  map(
    ~ ggplot(data = .x,
             aes(x = phosphate,
                 y = depth))+
      geom_point(data = .x, 
                 aes(x = phosphate,
                     y = depth),
                 size = 0.2,
                 pch = 1)+
      scale_y_reverse()+
      facet_grid(biome_name~basin_AIP)+
      labs(title = paste0('Broullon et al. clim phosphate, month: ', unique(.x$month)))
  )

Session information

sessionInfo()

R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] stars_0.5-5     sf_1.0-5        abind_1.4-5     lubridate_1.8.0
 [5] forcats_0.5.1   stringr_1.4.0   dplyr_1.0.7     purrr_0.3.4    
 [9] readr_2.1.1     tidyr_1.1.4     tibble_3.1.6    ggplot2_3.3.5  
[13] tidyverse_1.3.1 workflowr_1.7.0

loaded via a namespace (and not attached):
 [1] fs_1.5.2           bit64_4.0.5        httr_1.4.2         rprojroot_2.0.2   
 [5] tools_4.1.2        backports_1.4.1    bslib_0.3.1        utf8_1.2.2        
 [9] R6_2.5.1           KernSmooth_2.23-20 DBI_1.1.2          colorspace_2.0-2  
[13] withr_2.4.3        tidyselect_1.1.1   processx_3.5.2     bit_4.0.4         
[17] compiler_4.1.2     git2r_0.29.0       cli_3.1.1          rvest_1.0.2       
[21] RNetCDF_2.5-2      xml2_1.3.3         labeling_0.4.2     sass_0.4.0        
[25] scales_1.1.1       classInt_0.4-3     callr_3.7.0        proxy_0.4-26      
[29] digest_0.6.29      rmarkdown_2.11     pkgconfig_2.0.3    htmltools_0.5.2   
[33] highr_0.9          dbplyr_2.1.1       fastmap_1.1.0      rlang_1.0.2       
[37] tidync_0.2.4       readxl_1.3.1       rstudioapi_0.13    farver_2.1.0      
[41] jquerylib_0.1.4    generics_0.1.1     jsonlite_1.7.3     vroom_1.5.7       
[45] magrittr_2.0.1     ncmeta_0.3.0       Rcpp_1.0.8         munsell_0.5.0     
[49] fansi_1.0.2        lifecycle_1.0.1    stringi_1.7.6      whisker_0.4       
[53] yaml_2.2.1         grid_4.1.2         parallel_4.1.2     promises_1.2.0.1  
[57] crayon_1.4.2       haven_2.4.3        hms_1.1.1          knitr_1.37        
[61] ps_1.6.0           pillar_1.6.4       reprex_2.0.1       glue_1.6.0        
[65] evaluate_0.14      getPass_0.2-2      modelr_0.1.8       vctrs_0.3.8       
[69] tzdb_0.2.0         httpuv_1.6.5       cellranger_1.1.0   gtable_0.3.0      
[73] assertthat_0.2.1   xfun_0.29          lwgeom_0.2-8       broom_0.7.11      
[77] e1071_1.7-9        later_1.3.0        class_7.3-20       ncdf4_1.19        
[81] viridisLite_0.4.0  units_0.7-2        ellipsis_0.3.2