CSIO-MNR Argo Temperature Climatology

workflowr

• Summary
• Checks
• Past versions

Last updated: 2024-04-07

Checks: 7 0

Knit directory: bgc_argo_r_argodata/analysis/

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: 53f0344

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 53f0344. 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:    .Rproj.user/

Unstaged changes:
    Modified:   analysis/_site.yml
    Modified:   analysis/load_broullon_DIC_TA_clim.Rmd
    Modified:   code/Workflowr_project_managment.R
    Modified:   code/start_background_job.R
    Modified:   code/start_background_job_load.R
    Modified:   code/start_background_job_partial.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/load_argo_clim_temp_csio.Rmd) and HTML (docs/load_argo_clim_temp_csio.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	db21f55	mlarriere	2024-04-06	Build site.
html	75613b0	mlarriere	2024-03-31	Build site.
Rmd	8332e8a	mlarriere	2024-03-31	load_argo_clim_temp_csip building test
html	07d4eb8	ds2n19	2023-12-20	Build site.
html	fa6cf38	ds2n19	2023-12-14	Build site.
html	f110b74	ds2n19	2023-12-13	Build site.
Rmd	acb6523	ds2n19	2023-12-12	Added documentation added to tasks section at start of each script.
html	e60ebd2	ds2n19	2023-12-07	Build site.
Rmd	fa1083d	ds2n19	2023-12-01	Additional analysis to cluster process.
html	80c16c2	ds2n19	2023-11-15	Build site.
Rmd	e07ffb5	ds2n19	2023-11-11	Updates after code reviewand additional documentation.
html	7b3d8c5	pasqualina-vonlanthendinenna	2022-08-29	Build site.
html	bdd516d	pasqualina-vonlanthendinenna	2022-05-23	Build site.
html	dfe89d7	jens-daniel-mueller	2022-05-12	Build site.
html	710edd4	jens-daniel-mueller	2022-05-11	Build site.
Rmd	2f20a76	jens-daniel-mueller	2022-05-11	rebuild all after subsetting AB profiles and code cleaning

---

Task

This script loads the temperature climatology. The climatology netCDF has previously been downloaded. The lat and lon fields are harmonised to our requirements, by 0.5 degree and 20.5 ≥ lon ≤ 379.5.

CSIO-MNR climatology - of Li et al. (2017)

Li, H., F. Xu, W. Zhou, D. Wang, J. S. Wright, Z. Liu, and Y. Lin (2017), Development of a global gridded Argo data set with Barnes successive corrections, J. Geophys. Res.Oceans, 122, doi: 10.1002/2016JC012285.6

UCSD climatology - Roemmich and Gilson UCSD argo temperature climatology

Roemmich, D. and J. Gilson, 2009: The 2004-2008 mean and annual cycle of temperature, salinity, and steric height in the global ocean from the Argo Program. Progress in Oceanography, 82, 81-100

Dependencies

CSIO-MNR climatology - /nfs/kryo/work/updata/argo_climatology/temperature, monthly temperature climatology files BOA_Argo_monthly_MM.nc.

UCSD climatology - /nfs/kryo/work/updata/argo_climatology/temperature RG_ArgoClim_33pfit_2019_mean.nc and RG_ArgoClim_33pfit_2019_annual.nc

Outputs (in BGC preprocessed folder)

boa_temp_clim.rds – the CSIO-MNR temperature climatology by 1°x1° and month.

clim_argo_temp_ucsd.rds - the UCSD temperature climatology by 1°x1° and month.

library(tidyverse)
# library(ggOceanMaps)
library(oce)

Load data

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

theme_set(theme_bw())

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

# Mayot biome separations 

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))

CSIO-MNR climatology

CSIO-MNR Argo temperature climatology of Li et al. (2017)

Li, H., F. Xu, W. Zhou, D. Wang, J. S. Wright, Z. Liu, and Y. Lin (2017), Development of a global gridded Argo data set with Barnes successive corrections, J. Geophys. Res.Oceans, 122, doi: 10.1002/2016JC012285.6

User Manual: Shaolei Lu，Zenghong Liu，Hong Li，Zhaoqin Li，Xiaofen Wu，Chaohui Sun，Jianping Xu.(2020). Manual of Global Ocean Argo gridded data set (BOA_Argo) (Version 2019), 14 pp https://argo.ucsd.edu/wp-content/uploads/sites/361/2020/07/User_Manual_BOA_Argo-2020.pdf

Read data

jan <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_01.nc")) %>% 
  mutate(month = 1) %>% 
  select(-c(salt, time))

feb <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_02.nc")) %>% 
  mutate(month = 2) %>% 
  select(-c(salt, time))

mar <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_03.nc")) %>% 
  mutate(month = 3) %>% 
  select(-c(salt, time))

apr <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_04.nc")) %>% 
  mutate(month = 4) %>% 
  select(-c(salt, time))

may <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_05.nc")) %>% 
  mutate(month = 5) %>% 
  select(-c(salt, time))

jun <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_06.nc")) %>% 
  mutate(month = 6) %>% 
  select(-c(salt, time))

jul <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_07.nc")) %>% 
  mutate(month = 7) %>% 
  select(-c(salt, time))

aug <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_08.nc")) %>% 
  mutate(month = 8) %>% 
  select(-c(salt, time))

sept <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_09.nc")) %>% 
  mutate(month = 9) %>% 
  select(-c(salt, time))

oct <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_10.nc")) %>% 
  mutate(month = 10) %>% 
  select(-c(salt, time))

nov <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_11.nc")) %>% 
  mutate(month = 11) %>% 
  select(-c(salt, time))

dec <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/BOA_Argo_monthly_12.nc")) %>% 
  mutate(month = 12) %>% 
  select(-c(salt, time))

Join data

boa_temp_clim <- bind_rows(jan, feb, mar, apr, may, jun, jul, aug, sept, oct, nov, dec)

rm(jan, feb, mar, apr, may, jun, jul, aug, sept, oct, nov, dec)

Harmonise data

boa_temp_clim <- boa_temp_clim %>% 
  mutate(lon = if_else(lon < 20, lon + 360, lon),
         depth = swDepth(pressure = pres, latitude = lat)) %>% 
  rename(clim_temp = temp)

Write data to file

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

Southern Ocean climatological SST

# keep only data south of 30ºS
boa_temp_clim_SO <- boa_temp_clim %>% 
  filter(lat <= -30)
# 9 196 740 obs of 6 variables 

map+
  geom_point(data = boa_temp_clim_SO %>% filter(depth < 20),
             aes(x = lon,
                 y = lat),
             size = 0.1,
             pch = 2,
             alpha = 0.2) +
  labs(title = 'CSIO observation coverage')

Past versions of map_location_of_observations-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

boa_sst_clim_SO <- boa_temp_clim_SO %>% 
  filter(depth <= 20) %>% 
  group_by(lon, lat, month) %>% 
  summarise(clim_sst = mean(clim_temp, na.rm = TRUE)) %>% 
  ungroup()

boa_sst_clim_SO %>% 
  group_split(month) %>% 
  map(
    ~map+
      geom_tile(data = .x,
                aes(x = lon,
                    y = lat,
                    fill = clim_sst))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      labs(title = paste0('Li et al. CSIO clim SST, month:', unique(.x$month)))
  )

[[1]]

Past versions of map_surface_climatological_csio_temperature-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[2]]

Past versions of map_surface_climatological_csio_temperature-2.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[3]]

Past versions of map_surface_climatological_csio_temperature-3.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[4]]

Past versions of map_surface_climatological_csio_temperature-4.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[5]]

Past versions of map_surface_climatological_csio_temperature-5.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[6]]

Past versions of map_surface_climatological_csio_temperature-6.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[7]]

Past versions of map_surface_climatological_csio_temperature-7.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[8]]

Past versions of map_surface_climatological_csio_temperature-8.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[9]]

Past versions of map_surface_climatological_csio_temperature-9.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[10]]

Past versions of map_surface_climatological_csio_temperature-10.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[11]]

Past versions of map_surface_climatological_csio_temperature-11.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[12]]

Past versions of map_surface_climatological_csio_temperature-12.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

Southern Ocean climatological profiles

boa_temp_clim_SO <- inner_join(boa_temp_clim_SO, nm_biomes)

boa_temp_clim_SO <- inner_join(boa_temp_clim_SO,
                                    basinmask)

boa_temp_clim_SO %>% 
  group_split(month) %>% 
  map(
    ~ggplot(data = .x,
            aes(x = clim_temp,
                y = depth))+
      geom_point(size = 0.1, pch = 1, fill = NA)+
      scale_y_reverse()+
      facet_grid(basin_AIP~biome_name)+
      labs(title = paste0('CSIO climatological profiles, month:', unique(.x$month)))
  )

[[1]]

Past versions of plot_basin_biome_climatological_profiles-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[2]]

Past versions of plot_basin_biome_climatological_profiles-2.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[3]]

Past versions of plot_basin_biome_climatological_profiles-3.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[4]]

Past versions of plot_basin_biome_climatological_profiles-4.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[5]]

Past versions of plot_basin_biome_climatological_profiles-5.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[6]]

Past versions of plot_basin_biome_climatological_profiles-6.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[7]]

Past versions of plot_basin_biome_climatological_profiles-7.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[8]]

Past versions of plot_basin_biome_climatological_profiles-8.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[9]]

Past versions of plot_basin_biome_climatological_profiles-9.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[10]]

Past versions of plot_basin_biome_climatological_profiles-10.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[11]]

Past versions of plot_basin_biome_climatological_profiles-11.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[12]]

Past versions of plot_basin_biome_climatological_profiles-12.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

UCSD climatology

Roemmich and Gilson UCSD argo temperature climatology

Roemmich, D. and J. Gilson, 2009: The 2004-2008 mean and annual cycle of temperature, salinity, and steric height in the global ocean from the Argo Program. Progress in Oceanography, 82, 81-100

Read data

clim_argo_temp_year_mean <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/RG_ArgoClim_33pfit_2019_mean.nc"))

# yearly mean temperature values in each 1/6 lat/lon grid (1 value for the year) 

clim_argo_temp_monthly_anomaly <- tidync::hyper_tibble(paste0(path_argo_clim_temp, "/RG_ArgoClim_33pfit_2019_annual.nc"))

# monthly temperature anomaly from the annual mean, from January (time = 0.5) to December (time = 11.5), in each 1/2 lon/lat grid

Harmonise data

# put both dataframes onto 1/1 lon/lat grid and calculate mean temperature / mean anomaly in each grid 

clim_argo_temp_monthly_anomaly <- clim_argo_temp_monthly_anomaly %>% 
  select(-ARGO_SALINITY_ANNUAL_ANOMALY) %>% 
  rename(lon = LONGITUDE,
         lat = LATITUDE,
         pressure = PRESSURE,
         temp_annual_anomaly = ARGO_TEMPERATURE_ANNUAL_ANOMALY,
         time = TIME) %>% 
  mutate(lon = if_else(lon < 20, lon + 360, lon)) %>% 
  mutate(lat = cut(lat, seq(-90, 90, 1), seq(-89.5, 89.5, 1)),
         lat = as.numeric(as.character(lat)),
         lon = cut(lon, seq(20, 380, 1), seq(20.5, 379.5, 1)),
         lon = as.numeric(as.character(lon))) %>% 
  mutate(depth = swDepth(pressure = pressure, latitude = lat),
         .after = pressure) %>% 
  filter(lat < -30)

# calculate mean temperature anomaly in each 1x1 grid 
clim_argo_temp_monthly_anomaly <- clim_argo_temp_monthly_anomaly %>% 
  group_by(lon, lat, depth, time) %>% 
  summarise(temp_monthly_anomaly = mean(temp_annual_anomaly, na.rm = TRUE)) %>% 
  ungroup()

# re-grid annual mean temperature to 1x1 grid and compute depth 
clim_argo_temp_year_mean <- clim_argo_temp_year_mean %>% 
  select(-ARGO_SALINITY_MEAN) %>% 
  rename(lon = LONGITUDE,
         lat = LATITUDE,
         temp_annual_mean = ARGO_TEMPERATURE_MEAN,
         pressure = PRESSURE) %>% 
  mutate(lon = if_else(lon < 20, lon + 360, lon)) %>% 
  mutate(lat = cut(lat, seq(-90, 90, 1), seq(-89.5, 89.5, 1)),
         lat = as.numeric(as.character(lat)),
         lon = cut(lon, seq(20, 380, 1), seq(20.5, 379.5, 1)),
         lon = as.numeric(as.character(lon))) %>% 
  mutate(depth = swDepth(pressure = pressure, latitude = lat),
         .after = pressure) %>% 
  filter(lat < -30)

# calculate mean yearly temperature in each lat/lon grid 
clim_argo_temp_year_mean <- clim_argo_temp_year_mean %>% 
  group_by(lon, lat, depth) %>% 
  summarise(temp_annual_clim = mean(temp_annual_mean, na.rm = TRUE)) %>% 
  ungroup()

# check the compatability of the two depths in the two datasets
depth_year <- table(unique(round(clim_argo_temp_monthly_anomaly$depth, digits = 0)))

depth_month <- table(unique(round(clim_argo_temp_year_mean$depth, digits = 0)))

all.equal(depth_year, depth_month)

[1] TRUE

# same depth axis in both 

rm(depth_year, depth_month)

clim_argo_temp_ucsd <- left_join(clim_argo_temp_monthly_anomaly,
                                 clim_argo_temp_year_mean)


clim_argo_temp_ucsd <- clim_argo_temp_ucsd %>% 
  mutate(temp_monthly_clim = temp_annual_clim + temp_monthly_anomaly,
         depth = round(depth, digits = 0),
         month = time + 0.5)

rm(clim_argo_temp_monthly_anomaly, clim_argo_temp_year_mean)

Write data to file

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

Southern Ocean climatological SST

map+
  geom_point(data = clim_argo_temp_ucsd %>% 
              filter(depth < 5),
            aes(x = lon,
                y = lat),
            size = 0.2)+
  facet_wrap(~time, ncol = 2)+
  lims(y = c(-80, -30))+
  labs(title = 'UCSD climatology obs coverage')

Past versions of map_location_of_ucsd_clim_observations-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

clim_sst_ucsd <- clim_argo_temp_ucsd %>% 
  filter(depth <= 20) %>% 
  group_by(lon, lat, month) %>% 
  summarise(clim_sst = mean(temp_monthly_clim, na.rm = TRUE)) %>% 
  ungroup()

clim_sst_ucsd %>% 
  group_split(month) %>% 
  map(
    ~map+
      geom_tile(data = .x,
                aes(x = lon,
                    y = lat,
                    fill = clim_sst))+
      scale_fill_viridis_c()+
      lims(y = c(-85, -28))+
      labs(title = paste0('Roemmich & Gilson UCSD clim SST, month:', unique(.x$month)))
  )

[[1]]

Past versions of clim_sst_ucsd-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[2]]

Past versions of clim_sst_ucsd-2.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[3]]

Past versions of clim_sst_ucsd-3.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[4]]

Past versions of clim_sst_ucsd-4.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[5]]

Past versions of clim_sst_ucsd-5.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[6]]

Past versions of clim_sst_ucsd-6.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[7]]

Past versions of clim_sst_ucsd-7.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[8]]

Past versions of clim_sst_ucsd-8.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[9]]

Past versions of clim_sst_ucsd-9.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[10]]

Past versions of clim_sst_ucsd-10.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[11]]

Past versions of clim_sst_ucsd-11.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[12]]

Past versions of clim_sst_ucsd-12.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

Southern Ocean January climatological temperature

clim_argo_temp_ucsd %>% 
  group_split(depth) %>% 
  map(
    ~map+
      geom_tile(data = .x %>% filter(month == 1),
                aes(x = lon,
                    y = lat,
                    fill = temp_monthly_clim))+
      scale_fill_viridis_c()+
      lims(y = c(-80, -29))+
      labs(title = paste0('UCSD January climatological temperature ', unique(.x$depth), 'm'))
  )

[[1]]

Past versions of january_clim_depth_levels-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[2]]

Past versions of january_clim_depth_levels-2.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[3]]

Past versions of january_clim_depth_levels-3.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[4]]

Past versions of january_clim_depth_levels-4.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[5]]

Past versions of january_clim_depth_levels-5.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[6]]

Past versions of january_clim_depth_levels-6.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[7]]

Past versions of january_clim_depth_levels-7.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[8]]

Past versions of january_clim_depth_levels-8.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[9]]

Past versions of january_clim_depth_levels-9.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[10]]

Past versions of january_clim_depth_levels-10.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[11]]

Past versions of january_clim_depth_levels-11.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[12]]

Past versions of january_clim_depth_levels-12.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[13]]

Past versions of january_clim_depth_levels-13.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[14]]

Past versions of january_clim_depth_levels-14.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[15]]

Past versions of january_clim_depth_levels-15.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[16]]

Past versions of january_clim_depth_levels-16.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[17]]

Past versions of january_clim_depth_levels-17.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[18]]

Past versions of january_clim_depth_levels-18.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[19]]

Past versions of january_clim_depth_levels-19.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[20]]

Past versions of january_clim_depth_levels-20.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[21]]

Past versions of january_clim_depth_levels-21.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[22]]

Past versions of january_clim_depth_levels-22.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[23]]

Past versions of january_clim_depth_levels-23.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[24]]

Past versions of january_clim_depth_levels-24.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[25]]

Past versions of january_clim_depth_levels-25.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[26]]

Past versions of january_clim_depth_levels-26.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[27]]

Past versions of january_clim_depth_levels-27.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[28]]

Past versions of january_clim_depth_levels-28.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[29]]

Past versions of january_clim_depth_levels-29.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[30]]

Past versions of january_clim_depth_levels-30.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[31]]

Past versions of january_clim_depth_levels-31.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[32]]

Past versions of january_clim_depth_levels-32.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[33]]

Past versions of january_clim_depth_levels-33.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[34]]

Past versions of january_clim_depth_levels-34.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[35]]

Past versions of january_clim_depth_levels-35.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[36]]

Past versions of january_clim_depth_levels-36.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[37]]

Past versions of january_clim_depth_levels-37.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[38]]

Past versions of january_clim_depth_levels-38.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[39]]

Past versions of january_clim_depth_levels-39.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[40]]

Past versions of january_clim_depth_levels-40.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[41]]

Past versions of january_clim_depth_levels-41.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[42]]

Past versions of january_clim_depth_levels-42.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[43]]

Past versions of january_clim_depth_levels-43.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[44]]

Past versions of january_clim_depth_levels-44.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[45]]

Past versions of january_clim_depth_levels-45.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[46]]

Past versions of january_clim_depth_levels-46.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[47]]

Past versions of january_clim_depth_levels-47.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[48]]

Past versions of january_clim_depth_levels-48.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[49]]

Past versions of january_clim_depth_levels-49.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[50]]

Past versions of january_clim_depth_levels-50.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[51]]

Past versions of january_clim_depth_levels-51.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[52]]

Past versions of january_clim_depth_levels-52.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[53]]

Past versions of january_clim_depth_levels-53.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[54]]

Past versions of january_clim_depth_levels-54.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[55]]

Past versions of january_clim_depth_levels-55.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[56]]

Past versions of january_clim_depth_levels-56.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[57]]

Past versions of january_clim_depth_levels-57.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[58]]

Past versions of january_clim_depth_levels-58.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[59]]

Past versions of january_clim_depth_levels-59.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[60]]

Past versions of january_clim_depth_levels-60.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[61]]

Past versions of january_clim_depth_levels-61.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[62]]

Past versions of january_clim_depth_levels-62.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[63]]

Past versions of january_clim_depth_levels-63.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[64]]

Past versions of january_clim_depth_levels-64.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[65]]

Past versions of january_clim_depth_levels-65.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[66]]

Past versions of january_clim_depth_levels-66.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[67]]

Past versions of january_clim_depth_levels-67.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[68]]

Past versions of january_clim_depth_levels-68.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[69]]

Past versions of january_clim_depth_levels-69.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[70]]

Past versions of january_clim_depth_levels-70.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[71]]

Past versions of january_clim_depth_levels-71.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[72]]

Past versions of january_clim_depth_levels-72.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[73]]

Past versions of january_clim_depth_levels-73.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[74]]

Past versions of january_clim_depth_levels-74.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[75]]

Past versions of january_clim_depth_levels-75.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[76]]

Past versions of january_clim_depth_levels-76.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[77]]

Past versions of january_clim_depth_levels-77.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[78]]

Past versions of january_clim_depth_levels-78.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[79]]

Past versions of january_clim_depth_levels-79.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[80]]

Past versions of january_clim_depth_levels-80.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[81]]

Past versions of january_clim_depth_levels-81.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[82]]

Past versions of january_clim_depth_levels-82.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[83]]

Past versions of january_clim_depth_levels-83.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[84]]

Past versions of january_clim_depth_levels-84.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[85]]

Past versions of january_clim_depth_levels-85.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[86]]

Past versions of january_clim_depth_levels-86.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[87]]

Past versions of january_clim_depth_levels-87.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[88]]

Past versions of january_clim_depth_levels-88.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[89]]

Past versions of january_clim_depth_levels-89.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[90]]

Past versions of january_clim_depth_levels-90.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[91]]

Past versions of january_clim_depth_levels-91.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[92]]

Past versions of january_clim_depth_levels-92.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[93]]

Past versions of january_clim_depth_levels-93.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[94]]

Past versions of january_clim_depth_levels-94.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[95]]

Past versions of january_clim_depth_levels-95.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[96]]

Past versions of january_clim_depth_levels-96.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[97]]

Past versions of january_clim_depth_levels-97.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[98]]

Past versions of january_clim_depth_levels-98.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[99]]

Past versions of january_clim_depth_levels-99.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[100]]

Past versions of january_clim_depth_levels-100.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[101]]

Past versions of january_clim_depth_levels-101.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[102]]

Past versions of january_clim_depth_levels-102.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[103]]

Past versions of january_clim_depth_levels-103.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[104]]

Past versions of january_clim_depth_levels-104.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[105]]

Past versions of january_clim_depth_levels-105.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[106]]

Past versions of january_clim_depth_levels-106.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[107]]

Past versions of january_clim_depth_levels-107.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[108]]

Past versions of january_clim_depth_levels-108.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[109]]

Past versions of january_clim_depth_levels-109.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[110]]

Past versions of january_clim_depth_levels-110.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[111]]

Past versions of january_clim_depth_levels-111.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[112]]

Past versions of january_clim_depth_levels-112.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[113]]

Past versions of january_clim_depth_levels-113.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[114]]

Past versions of january_clim_depth_levels-114.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[115]]

Past versions of january_clim_depth_levels-115.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[116]]

Past versions of january_clim_depth_levels-116.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[117]]

Past versions of january_clim_depth_levels-117.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[118]]

Past versions of january_clim_depth_levels-118.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[119]]

Past versions of january_clim_depth_levels-119.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[120]]

Past versions of january_clim_depth_levels-120.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[121]]

Past versions of january_clim_depth_levels-121.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[122]]

Past versions of january_clim_depth_levels-122.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[123]]

Past versions of january_clim_depth_levels-123.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[124]]

Past versions of january_clim_depth_levels-124.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[125]]

Past versions of january_clim_depth_levels-125.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[126]]

Past versions of january_clim_depth_levels-126.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[127]]

Past versions of january_clim_depth_levels-127.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[128]]

Past versions of january_clim_depth_levels-128.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[129]]

Past versions of january_clim_depth_levels-129.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[130]]

Past versions of january_clim_depth_levels-130.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[131]]

Past versions of january_clim_depth_levels-131.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[132]]

Past versions of january_clim_depth_levels-132.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[133]]

Past versions of january_clim_depth_levels-133.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[134]]

Past versions of january_clim_depth_levels-134.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[135]]

Past versions of january_clim_depth_levels-135.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[136]]

Past versions of january_clim_depth_levels-136.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[137]]

Past versions of january_clim_depth_levels-137.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[138]]

Past versions of january_clim_depth_levels-138.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[139]]

Past versions of january_clim_depth_levels-139.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[140]]

Past versions of january_clim_depth_levels-140.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[141]]

Past versions of january_clim_depth_levels-141.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[142]]

Past versions of january_clim_depth_levels-142.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[143]]

Past versions of january_clim_depth_levels-143.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[144]]

Past versions of january_clim_depth_levels-144.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[145]]

Past versions of january_clim_depth_levels-145.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[146]]

Past versions of january_clim_depth_levels-146.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[147]]

Past versions of january_clim_depth_levels-147.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[148]]

Past versions of january_clim_depth_levels-148.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[149]]

Past versions of january_clim_depth_levels-149.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[150]]

Past versions of january_clim_depth_levels-150.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[151]]

Past versions of january_clim_depth_levels-151.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[152]]

Past versions of january_clim_depth_levels-152.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[153]]

Past versions of january_clim_depth_levels-153.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[154]]

Past versions of january_clim_depth_levels-154.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[155]]

Past versions of january_clim_depth_levels-155.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[156]]

Past versions of january_clim_depth_levels-156.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[157]]

Past versions of january_clim_depth_levels-157.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[158]]

Past versions of january_clim_depth_levels-158.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[159]]

Past versions of january_clim_depth_levels-159.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[160]]

Past versions of january_clim_depth_levels-160.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

Southern Ocean climatological profiles

# add in Mayot biome separations 
clim_argo_temp_ucsd <- inner_join(clim_argo_temp_ucsd, nm_biomes)

# add in basin separations
clim_argo_temp_ucsd <- inner_join(clim_argo_temp_ucsd, basinmask)

# plot climatological profiles per month and biome 

clim_argo_temp_ucsd %>% 
  group_split(month) %>% 
  map(
    ~ggplot(data = .x,
            aes(x = temp_monthly_clim,
                y = depth))+
      geom_point(size = 0.1, pch = 1, fill = NA)+
      scale_y_reverse()+
      facet_grid(basin_AIP~biome_name)+
      labs(title = paste0('UCSD clim profiles, month:', unique(.x$month)))
  )

[[1]]

Past versions of plot_climatological_profiles_ucsd-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[2]]

Past versions of plot_climatological_profiles_ucsd-2.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[3]]

Past versions of plot_climatological_profiles_ucsd-3.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[4]]

Past versions of plot_climatological_profiles_ucsd-4.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[5]]

Past versions of plot_climatological_profiles_ucsd-5.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[6]]

Past versions of plot_climatological_profiles_ucsd-6.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[7]]

Past versions of plot_climatological_profiles_ucsd-7.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[8]]

Past versions of plot_climatological_profiles_ucsd-8.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[9]]

Past versions of plot_climatological_profiles_ucsd-9.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[10]]

Past versions of plot_climatological_profiles_ucsd-10.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[11]]

Past versions of plot_climatological_profiles_ucsd-11.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[12]]

Past versions of plot_climatological_profiles_ucsd-12.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

CSIO-MNR vs UCSD climatology

boa_temp_clim_SO <- boa_temp_clim_SO %>% 
  rename(depth_boa = depth)

clim_argo_temp_ucsd <- clim_argo_temp_ucsd %>% 
  rename(depth_ucsd = depth)


boa_temp_clim_SO <- boa_temp_clim_SO %>% 
  mutate(depth = cut(depth_boa,
                     breaks = c(0, 10, 20, 30, 50, 70, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000, 1500, 2000),
                     include.lowest = TRUE,
                     labels = c(5, 15, 25, 40, 60, 85, 150, 250, 350, 450, 550, 650, 750, 850, 950, 1250, 1750)),
         depth = as.numeric(as.character(depth)))

clim_argo_temp_ucsd <- clim_argo_temp_ucsd %>% 
  mutate(depth = cut(depth_ucsd,
                     breaks = c(0, 10, 20, 30, 50, 70, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000, 1500, 2000),
                     include.lowest = TRUE,
                     labels = c(5, 15, 25, 40, 60, 85, 150, 250, 350, 450, 550, 650, 750, 850, 950, 1250, 1750)),
         depth = as.numeric(as.character(depth)))

# table(unique(boa_temp_clim_SO$depth))
# table(unique(clim_argo_temp_ucsd$depth))

temperature_climatology <- full_join(boa_temp_clim_SO, clim_argo_temp_ucsd)

temperature_climatology %>% 
  group_split(month, depth) %>% 
  map(
    ~ggplot(data = .x,
            aes(x = clim_temp,
                y = temp_monthly_clim))+
      geom_bin2d(data = .x,
                 aes(x = clim_temp,
                     y = temp_monthly_clim))+
      geom_abline(slope = 1, intercept = 0)+
      scale_fill_viridis_c()+
      facet_grid(biome_name ~ basin_AIP)+
      labs(title = paste0('month: ', unique(.x$month), '| depth: ', unique(.x$depth), 'm'),
           x = 'UCSD climatological temp',
           y = 'CSIO-MNR climatological temp')
  )

[[1]]

Past versions of plot_ucsd_vs_csio_clim-1.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[2]]

Past versions of plot_ucsd_vs_csio_clim-2.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[3]]

Past versions of plot_ucsd_vs_csio_clim-3.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[4]]

Past versions of plot_ucsd_vs_csio_clim-4.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[5]]

Past versions of plot_ucsd_vs_csio_clim-5.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[6]]

Past versions of plot_ucsd_vs_csio_clim-6.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[7]]

Past versions of plot_ucsd_vs_csio_clim-7.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[8]]

Past versions of plot_ucsd_vs_csio_clim-8.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[9]]

Past versions of plot_ucsd_vs_csio_clim-9.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[10]]

Past versions of plot_ucsd_vs_csio_clim-10.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[11]]

Past versions of plot_ucsd_vs_csio_clim-11.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[12]]

Past versions of plot_ucsd_vs_csio_clim-12.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[13]]

Past versions of plot_ucsd_vs_csio_clim-13.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[14]]

Past versions of plot_ucsd_vs_csio_clim-14.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[15]]

Past versions of plot_ucsd_vs_csio_clim-15.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[16]]

Past versions of plot_ucsd_vs_csio_clim-16.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[17]]

Past versions of plot_ucsd_vs_csio_clim-17.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[18]]

Past versions of plot_ucsd_vs_csio_clim-18.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[19]]

Past versions of plot_ucsd_vs_csio_clim-19.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[20]]

Past versions of plot_ucsd_vs_csio_clim-20.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[21]]

Past versions of plot_ucsd_vs_csio_clim-21.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[22]]

Past versions of plot_ucsd_vs_csio_clim-22.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[23]]

Past versions of plot_ucsd_vs_csio_clim-23.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[24]]

Past versions of plot_ucsd_vs_csio_clim-24.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[25]]

Past versions of plot_ucsd_vs_csio_clim-25.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[26]]

Past versions of plot_ucsd_vs_csio_clim-26.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[27]]

Past versions of plot_ucsd_vs_csio_clim-27.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[28]]

Past versions of plot_ucsd_vs_csio_clim-28.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[29]]

Past versions of plot_ucsd_vs_csio_clim-29.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[30]]

Past versions of plot_ucsd_vs_csio_clim-30.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[31]]

Past versions of plot_ucsd_vs_csio_clim-31.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[32]]

Past versions of plot_ucsd_vs_csio_clim-32.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[33]]

Past versions of plot_ucsd_vs_csio_clim-33.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[34]]

Past versions of plot_ucsd_vs_csio_clim-34.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[35]]

Past versions of plot_ucsd_vs_csio_clim-35.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[36]]

Past versions of plot_ucsd_vs_csio_clim-36.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[37]]

Past versions of plot_ucsd_vs_csio_clim-37.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[38]]

Past versions of plot_ucsd_vs_csio_clim-38.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[39]]

Past versions of plot_ucsd_vs_csio_clim-39.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[40]]

Past versions of plot_ucsd_vs_csio_clim-40.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[41]]

Past versions of plot_ucsd_vs_csio_clim-41.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[42]]

Past versions of plot_ucsd_vs_csio_clim-42.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[43]]

Past versions of plot_ucsd_vs_csio_clim-43.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[44]]

Past versions of plot_ucsd_vs_csio_clim-44.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[45]]

Past versions of plot_ucsd_vs_csio_clim-45.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[46]]

Past versions of plot_ucsd_vs_csio_clim-46.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[47]]

Past versions of plot_ucsd_vs_csio_clim-47.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[48]]

Past versions of plot_ucsd_vs_csio_clim-48.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[49]]

Past versions of plot_ucsd_vs_csio_clim-49.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[50]]

Past versions of plot_ucsd_vs_csio_clim-50.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[51]]

Past versions of plot_ucsd_vs_csio_clim-51.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[52]]

Past versions of plot_ucsd_vs_csio_clim-52.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[53]]

Past versions of plot_ucsd_vs_csio_clim-53.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[54]]

Past versions of plot_ucsd_vs_csio_clim-54.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[55]]

Past versions of plot_ucsd_vs_csio_clim-55.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[56]]

Past versions of plot_ucsd_vs_csio_clim-56.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[57]]

Past versions of plot_ucsd_vs_csio_clim-57.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[58]]

Past versions of plot_ucsd_vs_csio_clim-58.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[59]]

Past versions of plot_ucsd_vs_csio_clim-59.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[60]]

Past versions of plot_ucsd_vs_csio_clim-60.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[61]]

Past versions of plot_ucsd_vs_csio_clim-61.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[62]]

Past versions of plot_ucsd_vs_csio_clim-62.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[63]]

Past versions of plot_ucsd_vs_csio_clim-63.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[64]]

Past versions of plot_ucsd_vs_csio_clim-64.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[65]]

Past versions of plot_ucsd_vs_csio_clim-65.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[66]]

Past versions of plot_ucsd_vs_csio_clim-66.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[67]]

Past versions of plot_ucsd_vs_csio_clim-67.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[68]]

Past versions of plot_ucsd_vs_csio_clim-68.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[69]]

Past versions of plot_ucsd_vs_csio_clim-69.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[70]]

Past versions of plot_ucsd_vs_csio_clim-70.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[71]]

Past versions of plot_ucsd_vs_csio_clim-71.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[72]]

Past versions of plot_ucsd_vs_csio_clim-72.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[73]]

Past versions of plot_ucsd_vs_csio_clim-73.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[74]]

Past versions of plot_ucsd_vs_csio_clim-74.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[75]]

Past versions of plot_ucsd_vs_csio_clim-75.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[76]]

Past versions of plot_ucsd_vs_csio_clim-76.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[77]]

Past versions of plot_ucsd_vs_csio_clim-77.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[78]]

Past versions of plot_ucsd_vs_csio_clim-78.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[79]]

Past versions of plot_ucsd_vs_csio_clim-79.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[80]]

Past versions of plot_ucsd_vs_csio_clim-80.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[81]]

Past versions of plot_ucsd_vs_csio_clim-81.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[82]]

Past versions of plot_ucsd_vs_csio_clim-82.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[83]]

Past versions of plot_ucsd_vs_csio_clim-83.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[84]]

Past versions of plot_ucsd_vs_csio_clim-84.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[85]]

Past versions of plot_ucsd_vs_csio_clim-85.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[86]]

Past versions of plot_ucsd_vs_csio_clim-86.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[87]]

Past versions of plot_ucsd_vs_csio_clim-87.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[88]]

Past versions of plot_ucsd_vs_csio_clim-88.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[89]]

Past versions of plot_ucsd_vs_csio_clim-89.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[90]]

Past versions of plot_ucsd_vs_csio_clim-90.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[91]]

Past versions of plot_ucsd_vs_csio_clim-91.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[92]]

Past versions of plot_ucsd_vs_csio_clim-92.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[93]]

Past versions of plot_ucsd_vs_csio_clim-93.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[94]]

Past versions of plot_ucsd_vs_csio_clim-94.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[95]]

Past versions of plot_ucsd_vs_csio_clim-95.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[96]]

Past versions of plot_ucsd_vs_csio_clim-96.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[97]]

Past versions of plot_ucsd_vs_csio_clim-97.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[98]]

Past versions of plot_ucsd_vs_csio_clim-98.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[99]]

Past versions of plot_ucsd_vs_csio_clim-99.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[100]]

Past versions of plot_ucsd_vs_csio_clim-100.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[101]]

Past versions of plot_ucsd_vs_csio_clim-101.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[102]]

Past versions of plot_ucsd_vs_csio_clim-102.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[103]]

Past versions of plot_ucsd_vs_csio_clim-103.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[104]]

Past versions of plot_ucsd_vs_csio_clim-104.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[105]]

Past versions of plot_ucsd_vs_csio_clim-105.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[106]]

Past versions of plot_ucsd_vs_csio_clim-106.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[107]]

Past versions of plot_ucsd_vs_csio_clim-107.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[108]]

Past versions of plot_ucsd_vs_csio_clim-108.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[109]]

Past versions of plot_ucsd_vs_csio_clim-109.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[110]]

Past versions of plot_ucsd_vs_csio_clim-110.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[111]]

Past versions of plot_ucsd_vs_csio_clim-111.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[112]]

Past versions of plot_ucsd_vs_csio_clim-112.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[113]]

Past versions of plot_ucsd_vs_csio_clim-113.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[114]]

Past versions of plot_ucsd_vs_csio_clim-114.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[115]]

Past versions of plot_ucsd_vs_csio_clim-115.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[116]]

Past versions of plot_ucsd_vs_csio_clim-116.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[117]]

Past versions of plot_ucsd_vs_csio_clim-117.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[118]]

Past versions of plot_ucsd_vs_csio_clim-118.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[119]]

Past versions of plot_ucsd_vs_csio_clim-119.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[120]]

Past versions of plot_ucsd_vs_csio_clim-120.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[121]]

Past versions of plot_ucsd_vs_csio_clim-121.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[122]]

Past versions of plot_ucsd_vs_csio_clim-122.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[123]]

Past versions of plot_ucsd_vs_csio_clim-123.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[124]]

Past versions of plot_ucsd_vs_csio_clim-124.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[125]]

Past versions of plot_ucsd_vs_csio_clim-125.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[126]]

Past versions of plot_ucsd_vs_csio_clim-126.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[127]]

Past versions of plot_ucsd_vs_csio_clim-127.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[128]]

Past versions of plot_ucsd_vs_csio_clim-128.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[129]]

Past versions of plot_ucsd_vs_csio_clim-129.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[130]]

Past versions of plot_ucsd_vs_csio_clim-130.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[131]]

Past versions of plot_ucsd_vs_csio_clim-131.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[132]]

Past versions of plot_ucsd_vs_csio_clim-132.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[133]]

Past versions of plot_ucsd_vs_csio_clim-133.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[134]]

Past versions of plot_ucsd_vs_csio_clim-134.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[135]]

Past versions of plot_ucsd_vs_csio_clim-135.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[136]]

Past versions of plot_ucsd_vs_csio_clim-136.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[137]]

Past versions of plot_ucsd_vs_csio_clim-137.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[138]]

Past versions of plot_ucsd_vs_csio_clim-138.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[139]]

Past versions of plot_ucsd_vs_csio_clim-139.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[140]]

Past versions of plot_ucsd_vs_csio_clim-140.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[141]]

Past versions of plot_ucsd_vs_csio_clim-141.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[142]]

Past versions of plot_ucsd_vs_csio_clim-142.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[143]]

Past versions of plot_ucsd_vs_csio_clim-143.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[144]]

Past versions of plot_ucsd_vs_csio_clim-144.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[145]]

Past versions of plot_ucsd_vs_csio_clim-145.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[146]]

Past versions of plot_ucsd_vs_csio_clim-146.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[147]]

Past versions of plot_ucsd_vs_csio_clim-147.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[148]]

Past versions of plot_ucsd_vs_csio_clim-148.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[149]]

Past versions of plot_ucsd_vs_csio_clim-149.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[150]]

Past versions of plot_ucsd_vs_csio_clim-150.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[151]]

Past versions of plot_ucsd_vs_csio_clim-151.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[152]]

Past versions of plot_ucsd_vs_csio_clim-152.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[153]]

Past versions of plot_ucsd_vs_csio_clim-153.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[154]]

Past versions of plot_ucsd_vs_csio_clim-154.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[155]]

Past versions of plot_ucsd_vs_csio_clim-155.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[156]]

Past versions of plot_ucsd_vs_csio_clim-156.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[157]]

Past versions of plot_ucsd_vs_csio_clim-157.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[158]]

Past versions of plot_ucsd_vs_csio_clim-158.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[159]]

Past versions of plot_ucsd_vs_csio_clim-159.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[160]]

Past versions of plot_ucsd_vs_csio_clim-160.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[161]]

Past versions of plot_ucsd_vs_csio_clim-161.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[162]]

Past versions of plot_ucsd_vs_csio_clim-162.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[163]]

Past versions of plot_ucsd_vs_csio_clim-163.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[164]]

Past versions of plot_ucsd_vs_csio_clim-164.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[165]]

Past versions of plot_ucsd_vs_csio_clim-165.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[166]]

Past versions of plot_ucsd_vs_csio_clim-166.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[167]]

Past versions of plot_ucsd_vs_csio_clim-167.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[168]]

Past versions of plot_ucsd_vs_csio_clim-168.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[169]]

Past versions of plot_ucsd_vs_csio_clim-169.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[170]]

Past versions of plot_ucsd_vs_csio_clim-170.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[171]]

Past versions of plot_ucsd_vs_csio_clim-171.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[172]]

Past versions of plot_ucsd_vs_csio_clim-172.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[173]]

Past versions of plot_ucsd_vs_csio_clim-173.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[174]]

Past versions of plot_ucsd_vs_csio_clim-174.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[175]]

Past versions of plot_ucsd_vs_csio_clim-175.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[176]]

Past versions of plot_ucsd_vs_csio_clim-176.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[177]]

Past versions of plot_ucsd_vs_csio_clim-177.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[178]]

Past versions of plot_ucsd_vs_csio_clim-178.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[179]]

Past versions of plot_ucsd_vs_csio_clim-179.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[180]]

Past versions of plot_ucsd_vs_csio_clim-180.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[181]]

Past versions of plot_ucsd_vs_csio_clim-181.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[182]]

Past versions of plot_ucsd_vs_csio_clim-182.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[183]]

Past versions of plot_ucsd_vs_csio_clim-183.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[184]]

Past versions of plot_ucsd_vs_csio_clim-184.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[185]]

Past versions of plot_ucsd_vs_csio_clim-185.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[186]]

Past versions of plot_ucsd_vs_csio_clim-186.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[187]]

Past versions of plot_ucsd_vs_csio_clim-187.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[188]]

Past versions of plot_ucsd_vs_csio_clim-188.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[189]]

Past versions of plot_ucsd_vs_csio_clim-189.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[190]]

Past versions of plot_ucsd_vs_csio_clim-190.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[191]]

Past versions of plot_ucsd_vs_csio_clim-191.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[192]]

Past versions of plot_ucsd_vs_csio_clim-192.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[193]]

Past versions of plot_ucsd_vs_csio_clim-193.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[194]]

Past versions of plot_ucsd_vs_csio_clim-194.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[195]]

Past versions of plot_ucsd_vs_csio_clim-195.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[196]]

Past versions of plot_ucsd_vs_csio_clim-196.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[197]]

Past versions of plot_ucsd_vs_csio_clim-197.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[198]]

Past versions of plot_ucsd_vs_csio_clim-198.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[199]]

Past versions of plot_ucsd_vs_csio_clim-199.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[200]]

Past versions of plot_ucsd_vs_csio_clim-200.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[201]]

Past versions of plot_ucsd_vs_csio_clim-201.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[202]]

Past versions of plot_ucsd_vs_csio_clim-202.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[203]]

Past versions of plot_ucsd_vs_csio_clim-203.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

[[204]]

Past versions of plot_ucsd_vs_csio_clim-204.png

Version	Author	Date
710edd4	jens-daniel-mueller	2022-05-11

Session information

sessionInfo()

R version 4.2.2 (2022-10-31)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.5

Matrix products: default
BLAS:   /usr/local/R-4.2.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.2.2/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] oce_1.7-10      gsw_1.1-1       forcats_0.5.2   stringr_1.5.0  
 [5] dplyr_1.1.3     purrr_1.0.2     readr_2.1.3     tidyr_1.3.0    
 [9] tibble_3.2.1    ggplot2_3.4.4   tidyverse_1.3.2 workflowr_1.7.0

loaded via a namespace (and not attached):
 [1] httr_1.4.4          sass_0.4.4          viridisLite_0.4.1  
 [4] bit64_4.0.5         vroom_1.6.0         jsonlite_1.8.3     
 [7] modelr_0.1.10       bslib_0.4.1         assertthat_0.2.1   
[10] getPass_0.2-2       highr_0.9           googlesheets4_1.0.1
[13] cellranger_1.1.0    yaml_2.3.6          pillar_1.9.0       
[16] backports_1.4.1     glue_1.6.2          digest_0.6.30      
[19] promises_1.2.0.1    rvest_1.0.3         colorspace_2.0-3   
[22] htmltools_0.5.3     httpuv_1.6.6        pkgconfig_2.0.3    
[25] broom_1.0.5         haven_2.5.1         scales_1.2.1       
[28] processx_3.8.0      whisker_0.4         later_1.3.0        
[31] tzdb_0.3.0          timechange_0.1.1    git2r_0.30.1       
[34] googledrive_2.0.0   farver_2.1.1        generics_0.1.3     
[37] ellipsis_0.3.2      cachem_1.0.6        withr_2.5.0        
[40] cli_3.6.1           magrittr_2.0.3      crayon_1.5.2       
[43] readxl_1.4.1        evaluate_0.18       ps_1.7.2           
[46] ncdf4_1.19          fs_1.5.2            fansi_1.0.3        
[49] xml2_1.3.3          tidync_0.3.0        tools_4.2.2        
[52] hms_1.1.2           gargle_1.2.1        lifecycle_1.0.3    
[55] munsell_0.5.0       reprex_2.0.2        callr_3.7.3        
[58] compiler_4.2.2      jquerylib_0.1.4     RNetCDF_2.6-1      
[61] rlang_1.1.1         grid_4.2.2          rstudioapi_0.15.0  
[64] labeling_0.4.2      rmarkdown_2.18      gtable_0.3.1       
[67] DBI_1.1.3           R6_2.5.1            ncmeta_0.3.5       
[70] lubridate_1.9.0     knitr_1.41          fastmap_1.1.0      
[73] bit_4.0.5           utf8_1.2.2          rprojroot_2.0.3    
[76] stringi_1.7.8       parallel_4.2.2      Rcpp_1.0.10        
[79] vctrs_0.6.4         dbplyr_2.2.1        tidyselect_1.2.0   
[82] xfun_0.35