eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-04-14

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). 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(20200707)

The command set.seed(20200707) 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: 6fcc01e

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 6fcc01e. 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:    .Rhistory
    Ignored:    .Rproj.user/

Unstaged changes:
    Modified:   code/Workflowr_project_managment.R
    Modified:   data/auxillary/params_local.rds

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/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.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	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
Rmd	4d61e3d	jens-daniel-mueller	2021-04-09	included model data
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
html	83a13de	jens-daniel-mueller	2021-03-20	Build site.
html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/observations/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

      GLODAP_highlight <- GLODAP_basin_era %>%
        mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                         "in", "out")) %>%
        arrange(desc(gamma_highlight))
      
      p <- GLODAP_highlight %>%
        ggpairs(
          columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

2.2 Correlation assesment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8909097	0.8904837	0.8913358
aou + nitrate	Atlantic	(26,26.5]	0.8141032	0.7580427	0.8701637
aou + nitrate	Atlantic	(26.5,26.75]	0.9288444	0.9237912	0.9338975
aou + nitrate	Atlantic	(26.75,27]	0.9182394	0.9106820	0.9257969
aou + nitrate	Atlantic	(27,27.25]	0.8632557	0.8343233	0.8921880
aou + nitrate	Atlantic	(27.25,27.5]	0.7656924	0.7502862	0.7810986
aou + nitrate	Atlantic	(27.5,27.75]	0.8623614	0.8581469	0.8665759
aou + nitrate	Atlantic	(27.75,27.85]	0.9378212	0.9200744	0.9555679
aou + nitrate	Atlantic	(27.85,27.95]	0.9438072	0.9289916	0.9586227
aou + nitrate	Atlantic	(27.95,28.05]	0.9515767	0.9487750	0.9543784
aou + nitrate	Atlantic	(28.05,28.1]	0.9505738	0.9424518	0.9586959
aou + nitrate	Atlantic	(28.1,28.15]	0.9688302	0.9558831	0.9817774
aou + nitrate	Atlantic	(28.15,28.2]	0.9754428	0.9606165	0.9902691
aou + nitrate	Atlantic	(28.2, Inf]	0.8313507	0.7497529	0.9129484
aou + nitrate	Indian	(-Inf,26]	0.9945480	0.9933442	0.9957518
aou + nitrate	Indian	(26,26.5]	0.9926691	0.9894171	0.9959210
aou + nitrate	Indian	(26.5,26.75]	0.9739770	0.9723550	0.9755990
aou + nitrate	Indian	(26.75,27]	0.8741887	0.8188996	0.9294778
aou + nitrate	Indian	(27,27.25]	0.8466941	0.8404248	0.8529635
aou + nitrate	Indian	(27.25,27.5]	0.9100263	0.9019845	0.9180681
aou + nitrate	Indian	(27.5,27.75]	0.8919883	0.8860526	0.8979241
aou + nitrate	Indian	(27.75,27.85]	0.7507648	0.6945822	0.8069473
aou + nitrate	Indian	(27.85,27.95]	0.7960236	0.7758431	0.8162040
aou + nitrate	Indian	(27.95,28.05]	0.7349661	0.7124997	0.7574325
aou + nitrate	Indian	(28.05,28.1]	0.7242590	0.6827813	0.7657366
aou + nitrate	Indian	(28.1,28.15]	0.7255591	0.6548981	0.7962201
aou + nitrate	Indian	(28.15,28.2]	0.7062665	0.6230850	0.7894480
aou + nitrate	Indian	(28.2, Inf]	0.4322237	0.3959092	0.4685381
aou + nitrate	Pacific	(-Inf,26]	0.8777848	0.8378135	0.9177562
aou + nitrate	Pacific	(26,26.5]	0.8922759	0.8786791	0.9058727
aou + nitrate	Pacific	(26.5,26.75]	0.8851689	0.8716953	0.8986425
aou + nitrate	Pacific	(26.75,27]	0.9216821	0.9192567	0.9241075
aou + nitrate	Pacific	(27,27.25]	0.9720023	0.9700019	0.9740027
aou + nitrate	Pacific	(27.25,27.5]	0.9777763	0.9743571	0.9811956
aou + nitrate	Pacific	(27.5,27.75]	0.9810497	0.9809456	0.9811538
aou + nitrate	Pacific	(27.75,27.85]	0.9903525	0.9900375	0.9906675
aou + nitrate	Pacific	(27.85,27.95]	0.9898082	0.9883443	0.9912721
aou + nitrate	Pacific	(27.95,28.05]	0.9790206	0.9738129	0.9842284
aou + nitrate	Pacific	(28.05,28.1]	0.9718996	0.9644310	0.9793682
aou + nitrate	Pacific	(28.1,28.15]	0.9750608	0.9721511	0.9779704
aou + nitrate	Pacific	(28.15,28.2]	0.4860617	0.4222697	0.5498536
aou + nitrate	Pacific	(28.2, Inf]	0.3767578	0.2793134	0.4742022
aou + phosphate	Atlantic	(-Inf,26]	0.3609887	0.1193622	0.6026153
aou + phosphate	Atlantic	(26,26.5]	0.5583421	0.4538924	0.6627918
aou + phosphate	Atlantic	(26.5,26.75]	0.8341610	0.8226863	0.8456357
aou + phosphate	Atlantic	(26.75,27]	0.8461260	0.8390047	0.8532473
aou + phosphate	Atlantic	(27,27.25]	0.8068801	0.7826363	0.8311240
aou + phosphate	Atlantic	(27.25,27.5]	0.7109923	0.6812932	0.7406913
aou + phosphate	Atlantic	(27.5,27.75]	0.8368364	0.8334070	0.8402658
aou + phosphate	Atlantic	(27.75,27.85]	0.9238411	0.8998312	0.9478509
aou + phosphate	Atlantic	(27.85,27.95]	0.9376462	0.9226999	0.9525925
aou + phosphate	Atlantic	(27.95,28.05]	0.9472230	0.9443664	0.9500797
aou + phosphate	Atlantic	(28.05,28.1]	0.9433477	0.9357380	0.9509574
aou + phosphate	Atlantic	(28.1,28.15]	0.9646832	0.9524342	0.9769323
aou + phosphate	Atlantic	(28.15,28.2]	0.9745227	0.9594643	0.9895811
aou + phosphate	Atlantic	(28.2, Inf]	0.8259294	0.7427146	0.9091441
aou + phosphate	Indian	(-Inf,26]	0.9947811	0.9938501	0.9957120
aou + phosphate	Indian	(26,26.5]	0.9939308	0.9929904	0.9948712
aou + phosphate	Indian	(26.5,26.75]	0.9780358	0.9749381	0.9811336
aou + phosphate	Indian	(26.75,27]	0.8874992	0.8306647	0.9443337
aou + phosphate	Indian	(27,27.25]	0.8619616	0.8529427	0.8709805
aou + phosphate	Indian	(27.25,27.5]	0.9250154	0.9212177	0.9288130
aou + phosphate	Indian	(27.5,27.75]	0.9347294	0.9217216	0.9477373
aou + phosphate	Indian	(27.75,27.85]	0.8543233	0.8098941	0.8987525
aou + phosphate	Indian	(27.85,27.95]	0.8407211	0.8275055	0.8539368
aou + phosphate	Indian	(27.95,28.05]	0.7293244	0.6754965	0.7831523
aou + phosphate	Indian	(28.05,28.1]	0.7215626	0.6558946	0.7872306
aou + phosphate	Indian	(28.1,28.15]	0.6866298	0.5870025	0.7862570
aou + phosphate	Indian	(28.15,28.2]	0.6460510	0.6325206	0.6595815
aou + phosphate	Indian	(28.2, Inf]	0.3634268	0.3092776	0.4175760
aou + phosphate	Pacific	(-Inf,26]	0.9063315	0.8719708	0.9406922
aou + phosphate	Pacific	(26,26.5]	0.9501503	0.9479809	0.9523198
aou + phosphate	Pacific	(26.5,26.75]	0.9333586	0.9284288	0.9382885
aou + phosphate	Pacific	(26.75,27]	0.9292205	0.9269651	0.9314759
aou + phosphate	Pacific	(27,27.25]	0.9789456	0.9781542	0.9797370
aou + phosphate	Pacific	(27.25,27.5]	0.9829140	0.9815494	0.9842786
aou + phosphate	Pacific	(27.5,27.75]	0.9817144	0.9799727	0.9834562
aou + phosphate	Pacific	(27.75,27.85]	0.9872192	0.9863697	0.9880688
aou + phosphate	Pacific	(27.85,27.95]	0.9874069	0.9873395	0.9874743
aou + phosphate	Pacific	(27.95,28.05]	0.9815702	0.9790548	0.9840856
aou + phosphate	Pacific	(28.05,28.1]	0.9705560	0.9651406	0.9759715
aou + phosphate	Pacific	(28.1,28.15]	0.9650993	0.9586709	0.9715277
aou + phosphate	Pacific	(28.15,28.2]	0.3989187	0.3219186	0.4759188
aou + phosphate	Pacific	(28.2, Inf]	0.3636015	0.3617238	0.3654792
aou + phosphate_star	Atlantic	(-Inf,26]	-0.4402215	-0.6044535	-0.2759894
aou + phosphate_star	Atlantic	(26,26.5]	0.0855334	-0.0200626	0.1911294
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4058663	0.3838155	0.4279172
aou + phosphate_star	Atlantic	(26.75,27]	0.2479509	0.2367739	0.2591278
aou + phosphate_star	Atlantic	(27,27.25]	0.2440331	0.2306661	0.2574001
aou + phosphate_star	Atlantic	(27.25,27.5]	0.2046412	0.1176173	0.2916650
aou + phosphate_star	Atlantic	(27.5,27.75]	0.5054866	0.4890671	0.5219062
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6619314	0.5754930	0.7483699
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6522152	0.5948794	0.7095509
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7827808	0.7723747	0.7931869
aou + phosphate_star	Atlantic	(28.05,28.1]	0.7980171	0.7707598	0.8252743
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8722619	0.8324901	0.9120336
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9065646	0.8493909	0.9637382
aou + phosphate_star	Atlantic	(28.2, Inf]	0.5331892	0.3074007	0.7589776
aou + phosphate_star	Indian	(-Inf,26]	0.9382197	0.9369798	0.9394596
aou + phosphate_star	Indian	(26,26.5]	0.9340850	0.9087717	0.9593982
aou + phosphate_star	Indian	(26.5,26.75]	0.7153698	0.6970077	0.7337320
aou + phosphate_star	Indian	(26.75,27]	0.1674899	0.1446951	0.1902846
aou + phosphate_star	Indian	(27,27.25]	-0.5579700	-0.5877358	-0.5282043
aou + phosphate_star	Indian	(27.25,27.5]	-0.8337264	-0.8456598	-0.8217929
aou + phosphate_star	Indian	(27.5,27.75]	-0.8974121	-0.8985771	-0.8962471
aou + phosphate_star	Indian	(27.75,27.85]	-0.7152105	-0.7571430	-0.6732780
aou + phosphate_star	Indian	(27.85,27.95]	-0.5069242	-0.5831560	-0.4306923
aou + phosphate_star	Indian	(27.95,28.05]	-0.5267801	-0.6555523	-0.3980079
aou + phosphate_star	Indian	(28.05,28.1]	-0.3848007	-0.5453418	-0.2242596
aou + phosphate_star	Indian	(28.1,28.15]	-0.5334190	-0.7043772	-0.3624609
aou + phosphate_star	Indian	(28.15,28.2]	-0.4842765	-0.5609469	-0.4076061
aou + phosphate_star	Indian	(28.2, Inf]	-0.8968624	-0.9156882	-0.8780366
aou + phosphate_star	Pacific	(-Inf,26]	0.5954633	0.4817838	0.7091428
aou + phosphate_star	Pacific	(26,26.5]	0.5650678	0.5377329	0.5924026
aou + phosphate_star	Pacific	(26.5,26.75]	0.2147812	0.0751888	0.3543736
aou + phosphate_star	Pacific	(26.75,27]	0.1976173	0.1030201	0.2922145
aou + phosphate_star	Pacific	(27,27.25]	0.2024933	0.1900345	0.2149522
aou + phosphate_star	Pacific	(27.25,27.5]	-0.4230712	-0.4375877	-0.4085548
aou + phosphate_star	Pacific	(27.5,27.75]	-0.6845825	-0.7230366	-0.6461284
aou + phosphate_star	Pacific	(27.75,27.85]	-0.6561670	-0.7105314	-0.6018026
aou + phosphate_star	Pacific	(27.85,27.95]	-0.3540569	-0.3965343	-0.3115795
aou + phosphate_star	Pacific	(27.95,28.05]	0.2495646	0.2259317	0.2731975
aou + phosphate_star	Pacific	(28.05,28.1]	0.4904812	0.4230279	0.5579346
aou + phosphate_star	Pacific	(28.1,28.15]	0.5015491	0.4666406	0.5364575
aou + phosphate_star	Pacific	(28.15,28.2]	-0.3611611	-0.5233183	-0.1990040
aou + phosphate_star	Pacific	(28.2, Inf]	-0.7374500	-0.7855509	-0.6893491
aou + silicate	Atlantic	(-Inf,26]	0.0703547	-0.0166151	0.1573245
aou + silicate	Atlantic	(26,26.5]	0.4920640	0.3590708	0.6250572
aou + silicate	Atlantic	(26.5,26.75]	0.7741444	0.6715004	0.8767884
aou + silicate	Atlantic	(26.75,27]	0.8139138	0.7582088	0.8696188
aou + silicate	Atlantic	(27,27.25]	0.7656464	0.7461639	0.7851288
aou + silicate	Atlantic	(27.25,27.5]	0.5122443	0.4449820	0.5795067
aou + silicate	Atlantic	(27.5,27.75]	0.6448105	0.6115334	0.6780876
aou + silicate	Atlantic	(27.75,27.85]	0.8428191	0.8260740	0.8595643
aou + silicate	Atlantic	(27.85,27.95]	0.8797850	0.8632034	0.8963667
aou + silicate	Atlantic	(27.95,28.05]	0.9333941	0.9296361	0.9371520
aou + silicate	Atlantic	(28.05,28.1]	0.9532795	0.9485068	0.9580522
aou + silicate	Atlantic	(28.1,28.15]	0.9729298	0.9697577	0.9761018
aou + silicate	Atlantic	(28.15,28.2]	0.9843285	0.9768205	0.9918365
aou + silicate	Atlantic	(28.2, Inf]	0.8389336	0.7506355	0.9272318
aou + silicate	Indian	(-Inf,26]	0.9667354	0.9565726	0.9768982
aou + silicate	Indian	(26,26.5]	0.9747745	0.9573081	0.9922409
aou + silicate	Indian	(26.5,26.75]	0.9816414	0.9722477	0.9910352
aou + silicate	Indian	(26.75,27]	0.9701617	0.9600605	0.9802629
aou + silicate	Indian	(27,27.25]	0.9398959	0.9255799	0.9542118
aou + silicate	Indian	(27.25,27.5]	0.9252867	0.9150459	0.9355274
aou + silicate	Indian	(27.5,27.75]	0.9202246	0.9062993	0.9341500
aou + silicate	Indian	(27.75,27.85]	0.9068758	0.8732280	0.9405237
aou + silicate	Indian	(27.85,27.95]	0.8508901	0.8445283	0.8572520
aou + silicate	Indian	(27.95,28.05]	0.8124328	0.7861232	0.8387425
aou + silicate	Indian	(28.05,28.1]	0.8924801	0.8690449	0.9159152
aou + silicate	Indian	(28.1,28.15]	0.9068282	0.8812523	0.9324040
aou + silicate	Indian	(28.15,28.2]	0.8595930	0.8536913	0.8654947
aou + silicate	Indian	(28.2, Inf]	0.4085000	0.2765367	0.5404632
aou + silicate	Pacific	(-Inf,26]	0.6395249	0.5387008	0.7403490
aou + silicate	Pacific	(26,26.5]	0.5878359	0.5610920	0.6145797
aou + silicate	Pacific	(26.5,26.75]	0.4483470	0.3643383	0.5323558
aou + silicate	Pacific	(26.75,27]	0.6299755	0.5701331	0.6898180
aou + silicate	Pacific	(27,27.25]	0.8932426	0.8738189	0.9126662
aou + silicate	Pacific	(27.25,27.5]	0.9180888	0.9018235	0.9343540
aou + silicate	Pacific	(27.5,27.75]	0.9346750	0.9201782	0.9491718
aou + silicate	Pacific	(27.75,27.85]	0.9700509	0.9646733	0.9754285
aou + silicate	Pacific	(27.85,27.95]	0.9646043	0.9629622	0.9662463
aou + silicate	Pacific	(27.95,28.05]	0.9415327	0.9348939	0.9481714
aou + silicate	Pacific	(28.05,28.1]	0.9293329	0.9267483	0.9319175
aou + silicate	Pacific	(28.1,28.15]	0.9677590	0.9599362	0.9755818
aou + silicate	Pacific	(28.15,28.2]	0.1764805	-0.0033540	0.3563149
aou + silicate	Pacific	(28.2, Inf]	0.5763200	0.5163852	0.6362548
nitrate + phosphate	Atlantic	(-Inf,26]	0.6169470	0.4148117	0.8190823
nitrate + phosphate	Atlantic	(26,26.5]	0.8829057	0.8479940	0.9178173
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9685404	0.9644487	0.9726321
nitrate + phosphate	Atlantic	(26.75,27]	0.9818171	0.9817942	0.9818400
nitrate + phosphate	Atlantic	(27,27.25]	0.9879609	0.9873721	0.9885497
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9912860	0.9911883	0.9913837
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9913736	0.9876183	0.9951290
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9926409	0.9901114	0.9951704
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9885417	0.9840130	0.9930704
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9903084	0.9866555	0.9939613
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9908467	0.9881682	0.9935252
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9957954	0.9948813	0.9967094
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9976258	0.9967596	0.9984921
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9956748	0.9951112	0.9962384
nitrate + phosphate	Indian	(-Inf,26]	0.9984665	0.9973838	0.9995492
nitrate + phosphate	Indian	(26,26.5]	0.9983125	0.9971918	0.9994331
nitrate + phosphate	Indian	(26.5,26.75]	0.9984957	0.9976888	0.9993027
nitrate + phosphate	Indian	(26.75,27]	0.9963819	0.9956134	0.9971505
nitrate + phosphate	Indian	(27,27.25]	0.9928110	0.9894658	0.9961563
nitrate + phosphate	Indian	(27.25,27.5]	0.9855272	0.9777771	0.9932773
nitrate + phosphate	Indian	(27.5,27.75]	0.9491627	0.9331299	0.9651956
nitrate + phosphate	Indian	(27.75,27.85]	0.9261015	0.9058064	0.9463966
nitrate + phosphate	Indian	(27.85,27.95]	0.9570444	0.9479613	0.9661275
nitrate + phosphate	Indian	(27.95,28.05]	0.9775642	0.9743431	0.9807852
nitrate + phosphate	Indian	(28.05,28.1]	0.9795729	0.9749159	0.9842299
nitrate + phosphate	Indian	(28.1,28.15]	0.9651951	0.9641880	0.9662022
nitrate + phosphate	Indian	(28.15,28.2]	0.8617538	0.8433747	0.8801328
nitrate + phosphate	Indian	(28.2, Inf]	0.7150449	0.6801460	0.7499438
nitrate + phosphate	Pacific	(-Inf,26]	0.9553276	0.9368020	0.9738532
nitrate + phosphate	Pacific	(26,26.5]	0.9474233	0.9402652	0.9545813
nitrate + phosphate	Pacific	(26.5,26.75]	0.9371125	0.9350351	0.9391899
nitrate + phosphate	Pacific	(26.75,27]	0.9751524	0.9716137	0.9786912
nitrate + phosphate	Pacific	(27,27.25]	0.9890337	0.9872923	0.9907751
nitrate + phosphate	Pacific	(27.25,27.5]	0.9909208	0.9889223	0.9929194
nitrate + phosphate	Pacific	(27.5,27.75]	0.9924152	0.9915983	0.9932320
nitrate + phosphate	Pacific	(27.75,27.85]	0.9920863	0.9919114	0.9922613
nitrate + phosphate	Pacific	(27.85,27.95]	0.9910282	0.9884535	0.9936028
nitrate + phosphate	Pacific	(27.95,28.05]	0.9787299	0.9660808	0.9913790
nitrate + phosphate	Pacific	(28.05,28.1]	0.9698586	0.9560096	0.9837076
nitrate + phosphate	Pacific	(28.1,28.15]	0.9714629	0.9676195	0.9753064
nitrate + phosphate	Pacific	(28.15,28.2]	0.5061530	0.4471391	0.5651669
nitrate + phosphate	Pacific	(28.2, Inf]	0.4933520	0.4862564	0.5004476
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.1099088	-0.2932368	0.0734193
nitrate + phosphate_star	Atlantic	(26,26.5]	0.5834769	0.5506494	0.6163043
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6965777	0.6839681	0.7091873
nitrate + phosphate_star	Atlantic	(26.75,27]	0.6000837	0.5778629	0.6223045
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6866300	0.6386972	0.7345627
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7757290	0.7364430	0.8150150
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8558482	0.8444997	0.8671967
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8651378	0.8337559	0.8965197
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8428914	0.8209593	0.8648235
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9175326	0.9090706	0.9259947
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9306555	0.9203228	0.9409883
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9580666	0.9490643	0.9670689
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9722343	0.9563081	0.9881606
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9020701	0.8523494	0.9517907
nitrate + phosphate_star	Indian	(-Inf,26]	0.9644666	0.9639605	0.9649726
nitrate + phosphate_star	Indian	(26,26.5]	0.9653895	0.9517545	0.9790244
nitrate + phosphate_star	Indian	(26.5,26.75]	0.8504881	0.8304398	0.8705364
nitrate + phosphate_star	Indian	(26.75,27]	0.6037883	0.4915859	0.7159907
nitrate + phosphate_star	Indian	(27,27.25]	-0.0392432	-0.0907088	0.0122224
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.5464103	-0.5742858	-0.5185348
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.6492128	-0.6783288	-0.6200968
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.1531256	-0.3264534	0.0202021
nitrate + phosphate_star	Indian	(27.85,27.95]	0.0500595	-0.0795080	0.1796270
nitrate + phosphate_star	Indian	(27.95,28.05]	0.1544297	0.0442709	0.2645884
nitrate + phosphate_star	Indian	(28.05,28.1]	0.3246536	0.2269163	0.4223910
nitrate + phosphate_star	Indian	(28.1,28.15]	0.1439028	0.0561343	0.2316714
nitrate + phosphate_star	Indian	(28.15,28.2]	0.1400921	-0.0245779	0.3047621
nitrate + phosphate_star	Indian	(28.2, Inf]	-0.1047804	-0.1489790	-0.0605818
nitrate + phosphate_star	Pacific	(-Inf,26]	0.8622592	0.8241379	0.9003805
nitrate + phosphate_star	Pacific	(26,26.5]	0.7871171	0.7600379	0.8141964
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.5067358	0.3568072	0.6566645
nitrate + phosphate_star	Pacific	(26.75,27]	0.5021308	0.4066862	0.5975754
nitrate + phosphate_star	Pacific	(27,27.25]	0.3810059	0.3710647	0.3909472
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.2697822	-0.2730120	-0.2665524
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.5640510	-0.6063590	-0.5217431
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.5851424	-0.6424929	-0.5277918
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.2738919	-0.3104922	-0.2372917
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.3393554	0.2836872	0.3950236
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.5847210	0.5086272	0.6608149
nitrate + phosphate_star	Pacific	(28.1,28.15]	0.5996113	0.5742756	0.6249469
nitrate + phosphate_star	Pacific	(28.15,28.2]	0.1556060	0.1222083	0.1890037
nitrate + phosphate_star	Pacific	(28.2, Inf]	-0.0025946	-0.1285565	0.1233673
nitrate + silicate	Atlantic	(-Inf,26]	0.3771982	0.3404367	0.4139597
nitrate + silicate	Atlantic	(26,26.5]	0.8149315	0.7562135	0.8736496
nitrate + silicate	Atlantic	(26.5,26.75]	0.8978903	0.8207457	0.9750348
nitrate + silicate	Atlantic	(26.75,27]	0.9142439	0.8739228	0.9545650
nitrate + silicate	Atlantic	(27,27.25]	0.9317205	0.9268380	0.9366030
nitrate + silicate	Atlantic	(27.25,27.5]	0.8819607	0.8589999	0.9049214
nitrate + silicate	Atlantic	(27.5,27.75]	0.8849028	0.8726605	0.8971451
nitrate + silicate	Atlantic	(27.75,27.85]	0.9492710	0.9479569	0.9505850
nitrate + silicate	Atlantic	(27.85,27.95]	0.9683791	0.9675883	0.9691700
nitrate + silicate	Atlantic	(27.95,28.05]	0.9798440	0.9796727	0.9800153
nitrate + silicate	Atlantic	(28.05,28.1]	0.9877168	0.9859062	0.9895274
nitrate + silicate	Atlantic	(28.1,28.15]	0.9906928	0.9891664	0.9922191
nitrate + silicate	Atlantic	(28.15,28.2]	0.9916258	0.9876090	0.9956426
nitrate + silicate	Atlantic	(28.2, Inf]	0.9728272	0.9614393	0.9842151
nitrate + silicate	Indian	(-Inf,26]	0.9773580	0.9634174	0.9912987
nitrate + silicate	Indian	(26,26.5]	0.9782852	0.9609271	0.9956432
nitrate + silicate	Indian	(26.5,26.75]	0.9728581	0.9636490	0.9820671
nitrate + silicate	Indian	(26.75,27]	0.8681375	0.8032910	0.9329840
nitrate + silicate	Indian	(27,27.25]	0.9311643	0.9263985	0.9359301
nitrate + silicate	Indian	(27.25,27.5]	0.9482777	0.9355038	0.9610517
nitrate + silicate	Indian	(27.5,27.75]	0.8838299	0.8649725	0.9026874
nitrate + silicate	Indian	(27.75,27.85]	0.7537464	0.7390574	0.7684354
nitrate + silicate	Indian	(27.85,27.95]	0.7764464	0.7114358	0.8414571
nitrate + silicate	Indian	(27.95,28.05]	0.8412817	0.7968115	0.8857520
nitrate + silicate	Indian	(28.05,28.1]	0.8909502	0.8735325	0.9083678
nitrate + silicate	Indian	(28.1,28.15]	0.8558715	0.8186590	0.8930839
nitrate + silicate	Indian	(28.15,28.2]	0.7519490	0.7224729	0.7814251
nitrate + silicate	Indian	(28.2, Inf]	0.6002534	0.5830507	0.6174562
nitrate + silicate	Pacific	(-Inf,26]	0.8599842	0.8323851	0.8875832
nitrate + silicate	Pacific	(26,26.5]	0.7764506	0.7440693	0.8088319
nitrate + silicate	Pacific	(26.5,26.75]	0.6691159	0.5720769	0.7661549
nitrate + silicate	Pacific	(26.75,27]	0.7748412	0.7190829	0.8305995
nitrate + silicate	Pacific	(27,27.25]	0.9023481	0.8812972	0.9233991
nitrate + silicate	Pacific	(27.25,27.5]	0.8883492	0.8691928	0.9075056
nitrate + silicate	Pacific	(27.5,27.75]	0.8955002	0.8797879	0.9112125
nitrate + silicate	Pacific	(27.75,27.85]	0.9484961	0.9440626	0.9529296
nitrate + silicate	Pacific	(27.85,27.95]	0.9573961	0.9542112	0.9605811
nitrate + silicate	Pacific	(27.95,28.05]	0.9326454	0.9049492	0.9603416
nitrate + silicate	Pacific	(28.05,28.1]	0.9317232	0.9137898	0.9496566
nitrate + silicate	Pacific	(28.1,28.15]	0.9741829	0.9703149	0.9780509
nitrate + silicate	Pacific	(28.15,28.2]	0.3735686	0.2703508	0.4767864
nitrate + silicate	Pacific	(28.2, Inf]	0.5417388	0.4359335	0.6475441
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.6479286	0.5873871	0.7084701
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8695030	0.8595273	0.8794788
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.8411008	0.8384190	0.8437826
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7252309	0.7083369	0.7421249
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7672288	0.7323351	0.8021225
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.8315409	0.8055027	0.8575791
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8919904	0.8857201	0.8982608
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8952614	0.8720915	0.9184314
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8723117	0.8558530	0.8887704
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9387571	0.9355632	0.9419510
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9515270	0.9446391	0.9584149
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9695357	0.9610594	0.9780119
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9775291	0.9633206	0.9917376
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9121465	0.8642497	0.9600433
phosphate + phosphate_star	Indian	(-Inf,26]	0.9675694	0.9655666	0.9695721
phosphate + phosphate_star	Indian	(26,26.5]	0.9668889	0.9510555	0.9827223
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8439211	0.8216846	0.8661576
phosphate + phosphate_star	Indian	(26.75,27]	0.5827602	0.4613063	0.7042142
phosphate + phosphate_star	Indian	(27,27.25]	-0.0617356	-0.1154270	-0.0080443
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.5637360	-0.5726249	-0.5548470
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.6909901	-0.7201627	-0.6618175
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.2576703	-0.3993955	-0.1159452
phosphate + phosphate_star	Indian	(27.85,27.95]	0.0325624	-0.0792275	0.1443522
phosphate + phosphate_star	Indian	(27.95,28.05]	0.1838846	0.1119674	0.2558017
phosphate + phosphate_star	Indian	(28.05,28.1]	0.3477989	0.2737404	0.4218574
phosphate + phosphate_star	Indian	(28.1,28.15]	0.2232081	0.1596450	0.2867713
phosphate + phosphate_star	Indian	(28.15,28.2]	0.3446891	0.2473398	0.4420384
phosphate + phosphate_star	Indian	(28.2, Inf]	0.0778487	0.0621043	0.0935932
phosphate + phosphate_star	Pacific	(-Inf,26]	0.8602272	0.8250738	0.8953805
phosphate + phosphate_star	Pacific	(26,26.5]	0.7909435	0.7665752	0.8153118
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.5426333	0.4114490	0.6738176
phosphate + phosphate_star	Pacific	(26.75,27]	0.5405304	0.4540960	0.6269648
phosphate + phosphate_star	Pacific	(27,27.25]	0.3929568	0.3765405	0.4093731
phosphate + phosphate_star	Pacific	(27.25,27.5]	-0.2639312	-0.2759164	-0.2519459
phosphate + phosphate_star	Pacific	(27.5,27.75]	-0.5500304	-0.5905650	-0.5094957
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.5381778	-0.5996683	-0.4766873
phosphate + phosphate_star	Pacific	(27.85,27.95]	-0.2100116	-0.2569735	-0.1630497
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.4244665	0.4150324	0.4339005
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.6826393	0.6427111	0.7225675
phosphate + phosphate_star	Pacific	(28.1,28.15]	0.7075493	0.6966090	0.7184895
phosphate + phosphate_star	Pacific	(28.15,28.2]	0.6921960	0.6248461	0.7595460
phosphate + phosphate_star	Pacific	(28.2, Inf]	0.3408817	0.2717902	0.4099731
sal + aou	Atlantic	(-Inf,26]	0.4032204	0.2567048	0.5497360
sal + aou	Atlantic	(26,26.5]	-0.0098030	-0.0565613	0.0369554
sal + aou	Atlantic	(26.5,26.75]	-0.3043813	-0.3217624	-0.2870002
sal + aou	Atlantic	(26.75,27]	-0.1912187	-0.2057287	-0.1767087
sal + aou	Atlantic	(27,27.25]	-0.2436167	-0.2456854	-0.2415479
sal + aou	Atlantic	(27.25,27.5]	-0.1762894	-0.2509340	-0.1016449
sal + aou	Atlantic	(27.5,27.75]	-0.3299153	-0.3904873	-0.2693433
sal + aou	Atlantic	(27.75,27.85]	-0.3600378	-0.4570092	-0.2630663
sal + aou	Atlantic	(27.85,27.95]	-0.2784368	-0.3738936	-0.1829800
sal + aou	Atlantic	(27.95,28.05]	-0.5758630	-0.6157412	-0.5359847
sal + aou	Atlantic	(28.05,28.1]	-0.6347237	-0.6887268	-0.5807206
sal + aou	Atlantic	(28.1,28.15]	-0.7746024	-0.8213622	-0.7278425
sal + aou	Atlantic	(28.15,28.2]	-0.8469924	-0.9289304	-0.7650545
sal + aou	Atlantic	(28.2, Inf]	-0.5940550	-0.7549900	-0.4331199
sal + aou	Indian	(-Inf,26]	-0.8995166	-0.9833460	-0.8156872
sal + aou	Indian	(26,26.5]	-0.8928727	-0.9656668	-0.8200786
sal + aou	Indian	(26.5,26.75]	-0.6134442	-0.7508876	-0.4760008
sal + aou	Indian	(26.75,27]	0.1023296	-0.1140701	0.3187293
sal + aou	Indian	(27,27.25]	0.8412315	0.8039250	0.8785380
sal + aou	Indian	(27.25,27.5]	0.9736827	0.9718535	0.9755118
sal + aou	Indian	(27.5,27.75]	0.9639949	0.9579596	0.9700301
sal + aou	Indian	(27.75,27.85]	0.8826241	0.8488013	0.9164469
sal + aou	Indian	(27.85,27.95]	0.7275516	0.6202475	0.8348556
sal + aou	Indian	(27.95,28.05]	0.6757974	0.6179509	0.7336439
sal + aou	Indian	(28.05,28.1]	0.5343633	0.4228595	0.6458670
sal + aou	Indian	(28.1,28.15]	0.6104997	0.4516379	0.7693615
sal + aou	Indian	(28.15,28.2]	0.4912574	0.4843061	0.4982088
sal + aou	Indian	(28.2, Inf]	0.8878254	0.8477680	0.9278828
sal + aou	Pacific	(-Inf,26]	-0.0888750	-0.1523970	-0.0253530
sal + aou	Pacific	(26,26.5]	0.0025419	-0.1281923	0.1332762
sal + aou	Pacific	(26.5,26.75]	0.1858787	-0.0452225	0.4169799
sal + aou	Pacific	(26.75,27]	-0.0235202	-0.1518255	0.1047852
sal + aou	Pacific	(27,27.25]	-0.2285421	-0.2647523	-0.1923318
sal + aou	Pacific	(27.25,27.5]	-0.0344076	-0.0609392	-0.0078759
sal + aou	Pacific	(27.5,27.75]	-0.1148709	-0.1150872	-0.1146547
sal + aou	Pacific	(27.75,27.85]	-0.3351306	-0.5026716	-0.1675896
sal + aou	Pacific	(27.85,27.95]	-0.5060478	-0.6374675	-0.3746281
sal + aou	Pacific	(27.95,28.05]	-0.7018173	-0.7811292	-0.6225053
sal + aou	Pacific	(28.05,28.1]	-0.7990368	-0.8135814	-0.7844921
sal + aou	Pacific	(28.1,28.15]	-0.8030223	-0.8808516	-0.7251929
sal + aou	Pacific	(28.15,28.2]	0.4615409	0.2375210	0.6855608
sal + aou	Pacific	(28.2, Inf]	0.9001078	0.8991386	0.9010769
sal + nitrate	Atlantic	(-Inf,26]	0.1119916	0.0010965	0.2228866
sal + nitrate	Atlantic	(26,26.5]	-0.4654718	-0.4772264	-0.4537171
sal + nitrate	Atlantic	(26.5,26.75]	-0.5939156	-0.6102883	-0.5775429
sal + nitrate	Atlantic	(26.75,27]	-0.5403265	-0.5426027	-0.5380502
sal + nitrate	Atlantic	(27,27.25]	-0.6739672	-0.7117342	-0.6362002
sal + nitrate	Atlantic	(27.25,27.5]	-0.7315238	-0.7705397	-0.6925079
sal + nitrate	Atlantic	(27.5,27.75]	-0.6788015	-0.7298379	-0.6277650
sal + nitrate	Atlantic	(27.75,27.85]	-0.5842892	-0.6162160	-0.5523623
sal + nitrate	Atlantic	(27.85,27.95]	-0.5155769	-0.5714119	-0.4597420
sal + nitrate	Atlantic	(27.95,28.05]	-0.7413839	-0.7719527	-0.7108150
sal + nitrate	Atlantic	(28.05,28.1]	-0.8011616	-0.8337098	-0.7686133
sal + nitrate	Atlantic	(28.1,28.15]	-0.8782344	-0.8907391	-0.8657298
sal + nitrate	Atlantic	(28.15,28.2]	-0.9241556	-0.9535960	-0.8947153
sal + nitrate	Atlantic	(28.2, Inf]	-0.9207310	-0.9448974	-0.8965647
sal + nitrate	Indian	(-Inf,26]	-0.9092851	-0.9745059	-0.8440643
sal + nitrate	Indian	(26,26.5]	-0.9324934	-0.9806969	-0.8842900
sal + nitrate	Indian	(26.5,26.75]	-0.7544223	-0.8770931	-0.6317515
sal + nitrate	Indian	(26.75,27]	-0.3454131	-0.6507043	-0.0401218
sal + nitrate	Indian	(27,27.25]	0.4412086	0.3712917	0.5111254
sal + nitrate	Indian	(27.25,27.5]	0.8130829	0.8007979	0.8253680
sal + nitrate	Indian	(27.5,27.75]	0.8132114	0.8033262	0.8230966
sal + nitrate	Indian	(27.75,27.85]	0.4220214	0.2740518	0.5699911
sal + nitrate	Indian	(27.85,27.95]	0.2224025	0.0437196	0.4010855
sal + nitrate	Indian	(27.95,28.05]	0.0272630	-0.0173774	0.0719034
sal + nitrate	Indian	(28.05,28.1]	-0.1576145	-0.2211212	-0.0941079
sal + nitrate	Indian	(28.1,28.15]	-0.0349390	-0.1097401	0.0398621
sal + nitrate	Indian	(28.15,28.2]	-0.0913817	-0.1624027	-0.0203606
sal + nitrate	Indian	(28.2, Inf]	0.2497933	0.2256337	0.2739530
sal + nitrate	Pacific	(-Inf,26]	-0.4029988	-0.4283678	-0.3776297
sal + nitrate	Pacific	(26,26.5]	-0.3372995	-0.4840837	-0.1905154
sal + nitrate	Pacific	(26.5,26.75]	-0.1615503	-0.4278763	0.1047757
sal + nitrate	Pacific	(26.75,27]	-0.3150988	-0.4512086	-0.1789889
sal + nitrate	Pacific	(27,27.25]	-0.3518932	-0.3878465	-0.3159400
sal + nitrate	Pacific	(27.25,27.5]	-0.0572907	-0.0832267	-0.0313547
sal + nitrate	Pacific	(27.5,27.75]	-0.1005922	-0.1055430	-0.0956414
sal + nitrate	Pacific	(27.75,27.85]	-0.3210420	-0.4712218	-0.1708621
sal + nitrate	Pacific	(27.85,27.95]	-0.5058791	-0.6235085	-0.3882497
sal + nitrate	Pacific	(27.95,28.05]	-0.7325948	-0.7954493	-0.6697403
sal + nitrate	Pacific	(28.05,28.1]	-0.8453276	-0.8531698	-0.8374853
sal + nitrate	Pacific	(28.1,28.15]	-0.8614986	-0.9204199	-0.8025774
sal + nitrate	Pacific	(28.15,28.2]	-0.0187757	-0.1126127	0.0750613
sal + nitrate	Pacific	(28.2, Inf]	0.3762913	0.3584624	0.3941202
sal + phosphate	Atlantic	(-Inf,26]	-0.5329024	-0.5757674	-0.4900373
sal + phosphate	Atlantic	(26,26.5]	-0.7945881	-0.8320412	-0.7571351
sal + phosphate	Atlantic	(26.5,26.75]	-0.7583945	-0.7659631	-0.7508258
sal + phosphate	Atlantic	(26.75,27]	-0.6727180	-0.6777770	-0.6676589
sal + phosphate	Atlantic	(27,27.25]	-0.7532296	-0.7777393	-0.7287199
sal + phosphate	Atlantic	(27.25,27.5]	-0.7873548	-0.8103600	-0.7643495
sal + phosphate	Atlantic	(27.5,27.75]	-0.7258823	-0.7696343	-0.6821303
sal + phosphate	Atlantic	(27.75,27.85]	-0.6230694	-0.6554515	-0.5906873
sal + phosphate	Atlantic	(27.85,27.95]	-0.5340683	-0.5988279	-0.4693087
sal + phosphate	Atlantic	(27.95,28.05]	-0.7535103	-0.7887598	-0.7182608
sal + phosphate	Atlantic	(28.05,28.1]	-0.8161683	-0.8507561	-0.7815805
sal + phosphate	Atlantic	(28.1,28.15]	-0.8909284	-0.9059103	-0.8759464
sal + phosphate	Atlantic	(28.15,28.2]	-0.9293963	-0.9579403	-0.9008522
sal + phosphate	Atlantic	(28.2, Inf]	-0.9250589	-0.9490852	-0.9010326
sal + phosphate	Indian	(-Inf,26]	-0.9013776	-0.9699491	-0.8328062
sal + phosphate	Indian	(26,26.5]	-0.9269044	-0.9839991	-0.8698097
sal + phosphate	Indian	(26.5,26.75]	-0.7433732	-0.8717483	-0.6149981
sal + phosphate	Indian	(26.75,27]	-0.3135981	-0.6321205	0.0049243
sal + phosphate	Indian	(27,27.25]	0.4670912	0.3877293	0.5464531
sal + phosphate	Indian	(27.25,27.5]	0.8337513	0.8247031	0.8427996
sal + phosphate	Indian	(27.5,27.75]	0.8596520	0.8278866	0.8914174
sal + phosphate	Indian	(27.75,27.85]	0.5918339	0.4371044	0.7465634
sal + phosphate	Indian	(27.85,27.95]	0.3212377	0.1500411	0.4924343
sal + phosphate	Indian	(27.95,28.05]	0.0334799	0.0314885	0.0354712
sal + phosphate	Indian	(28.05,28.1]	-0.1553591	-0.1834714	-0.1272467
sal + phosphate	Indian	(28.1,28.15]	-0.0689270	-0.1072511	-0.0306029
sal + phosphate	Indian	(28.15,28.2]	-0.1576403	-0.1825242	-0.1327564
sal + phosphate	Indian	(28.2, Inf]	0.2010808	0.1366113	0.2655504
sal + phosphate	Pacific	(-Inf,26]	-0.2400924	-0.2655699	-0.2146149
sal + phosphate	Pacific	(26,26.5]	-0.2394668	-0.3818974	-0.0970362
sal + phosphate	Pacific	(26.5,26.75]	-0.1104007	-0.3614000	0.1405986
sal + phosphate	Pacific	(26.75,27]	-0.3314332	-0.4591113	-0.2037552
sal + phosphate	Pacific	(27,27.25]	-0.3564320	-0.3981586	-0.3147054
sal + phosphate	Pacific	(27.25,27.5]	-0.0525056	-0.0658250	-0.0391862
sal + phosphate	Pacific	(27.5,27.75]	-0.0845325	-0.0923705	-0.0766945
sal + phosphate	Pacific	(27.75,27.85]	-0.3005049	-0.4563746	-0.1446352
sal + phosphate	Pacific	(27.85,27.95]	-0.5048372	-0.6257698	-0.3839046
sal + phosphate	Pacific	(27.95,28.05]	-0.7380943	-0.8022954	-0.6738931
sal + phosphate	Pacific	(28.05,28.1]	-0.8470933	-0.8570118	-0.8371748
sal + phosphate	Pacific	(28.1,28.15]	-0.8569185	-0.9207269	-0.7931102
sal + phosphate	Pacific	(28.15,28.2]	-0.0650711	-0.0657762	-0.0643660
sal + phosphate	Pacific	(28.2, Inf]	0.3289904	0.3246613	0.3333195
sal + phosphate_star	Atlantic	(-Inf,26]	-0.9030022	-0.9183812	-0.8876232
sal + phosphate_star	Atlantic	(26,26.5]	-0.9652772	-0.9664203	-0.9641342
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9728122	-0.9791575	-0.9664669
sal + phosphate_star	Atlantic	(26.75,27]	-0.9809838	-0.9860195	-0.9759482
sal + phosphate_star	Atlantic	(27,27.25]	-0.9812037	-0.9827382	-0.9796691
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9685605	-0.9709134	-0.9662076
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9104638	-0.9262445	-0.8946831
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8529537	-0.8565313	-0.8493762
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8178314	-0.8517532	-0.7839097
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8822785	-0.9072920	-0.8572651
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9210364	-0.9414517	-0.9006212
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9552345	-0.9591444	-0.9513246
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9718573	-0.9743868	-0.9693278
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9731285	-0.9846123	-0.9616447
sal + phosphate_star	Indian	(-Inf,26]	-0.8564804	-0.8919035	-0.8210573
sal + phosphate_star	Indian	(26,26.5]	-0.9685782	-0.9901081	-0.9470484
sal + phosphate_star	Indian	(26.5,26.75]	-0.9427426	-0.9823444	-0.9031409
sal + phosphate_star	Indian	(26.75,27]	-0.9170852	-0.9744415	-0.8597289
sal + phosphate_star	Indian	(27,27.25]	-0.8954941	-0.9094647	-0.8815234
sal + phosphate_star	Indian	(27.25,27.5]	-0.9126261	-0.9266349	-0.8986172
sal + phosphate_star	Indian	(27.5,27.75]	-0.9055777	-0.9075237	-0.9036317
sal + phosphate_star	Indian	(27.75,27.85]	-0.8533101	-0.8851146	-0.8215056
sal + phosphate_star	Indian	(27.85,27.95]	-0.8389407	-0.8415900	-0.8362914
sal + phosphate_star	Indian	(27.95,28.05]	-0.9372367	-0.9515285	-0.9229450
sal + phosphate_star	Indian	(28.05,28.1]	-0.9516325	-0.9697287	-0.9335363
sal + phosphate_star	Indian	(28.1,28.15]	-0.9361088	-0.9697176	-0.9025000
sal + phosphate_star	Indian	(28.15,28.2]	-0.8294755	-0.8633293	-0.7956217
sal + phosphate_star	Indian	(28.2, Inf]	-0.8661197	-0.9223639	-0.8098756
sal + phosphate_star	Pacific	(-Inf,26]	-0.5251190	-0.5518202	-0.4984179
sal + phosphate_star	Pacific	(26,26.5]	-0.6913375	-0.7809239	-0.6017512
sal + phosphate_star	Pacific	(26.5,26.75]	-0.8109765	-0.8667393	-0.7552136
sal + phosphate_star	Pacific	(26.75,27]	-0.8885911	-0.9024527	-0.8747294
sal + phosphate_star	Pacific	(27,27.25]	-0.8091579	-0.8165521	-0.8017637
sal + phosphate_star	Pacific	(27.25,27.5]	-0.3752486	-0.4157847	-0.3347125
sal + phosphate_star	Pacific	(27.5,27.75]	0.0060117	-0.0014568	0.0134802
sal + phosphate_star	Pacific	(27.75,27.85]	0.1687810	-0.0676138	0.4051757
sal + phosphate_star	Pacific	(27.85,27.95]	0.0207630	-0.1346287	0.1761548
sal + phosphate_star	Pacific	(27.95,28.05]	-0.4387289	-0.5497139	-0.3277439
sal + phosphate_star	Pacific	(28.05,28.1]	-0.6708447	-0.7387186	-0.6029708
sal + phosphate_star	Pacific	(28.1,28.15]	-0.7188028	-0.7624405	-0.6751652
sal + phosphate_star	Pacific	(28.15,28.2]	-0.5130214	-0.6896371	-0.3364057
sal + phosphate_star	Pacific	(28.2, Inf]	-0.6540887	-0.6925242	-0.6156532
sal + silicate	Atlantic	(-Inf,26]	-0.7307694	-0.7805898	-0.6809490
sal + silicate	Atlantic	(26,26.5]	-0.7295943	-0.7325190	-0.7266696
sal + silicate	Atlantic	(26.5,26.75]	-0.6800359	-0.6834635	-0.6766084
sal + silicate	Atlantic	(26.75,27]	-0.5696240	-0.5803701	-0.5588779
sal + silicate	Atlantic	(27,27.25]	-0.7146778	-0.7333486	-0.6960070
sal + silicate	Atlantic	(27.25,27.5]	-0.8098904	-0.8238431	-0.7959377
sal + silicate	Atlantic	(27.5,27.75]	-0.7207781	-0.7746718	-0.6668843
sal + silicate	Atlantic	(27.75,27.85]	-0.6556184	-0.7109441	-0.6002927
sal + silicate	Atlantic	(27.85,27.95]	-0.6183314	-0.6819636	-0.5546992
sal + silicate	Atlantic	(27.95,28.05]	-0.7853573	-0.8257817	-0.7449329
sal + silicate	Atlantic	(28.05,28.1]	-0.8103734	-0.8469864	-0.7737605
sal + silicate	Atlantic	(28.1,28.15]	-0.8747471	-0.9042915	-0.8452027
sal + silicate	Atlantic	(28.15,28.2]	-0.8925901	-0.9397007	-0.8454795
sal + silicate	Atlantic	(28.2, Inf]	-0.8693411	-0.9068798	-0.8318025
sal + silicate	Indian	(-Inf,26]	-0.9205435	-0.9542978	-0.8867892
sal + silicate	Indian	(26,26.5]	-0.9292256	-0.9783965	-0.8800547
sal + silicate	Indian	(26.5,26.75]	-0.6676119	-0.7902455	-0.5449784
sal + silicate	Indian	(26.75,27]	0.0544808	-0.1441079	0.2530695
sal + silicate	Indian	(27,27.25]	0.6502456	0.6213173	0.6791739
sal + silicate	Indian	(27.25,27.5]	0.8351578	0.8171619	0.8531537
sal + silicate	Indian	(27.5,27.75]	0.8749851	0.8652261	0.8847442
sal + silicate	Indian	(27.75,27.85]	0.7936164	0.7655778	0.8216549
sal + silicate	Indian	(27.85,27.95]	0.5739431	0.5440480	0.6038382
sal + silicate	Indian	(27.95,28.05]	0.3268465	0.2423478	0.4113452
sal + silicate	Indian	(28.05,28.1]	0.2052373	0.1109141	0.2995606
sal + silicate	Indian	(28.1,28.15]	0.3742766	0.2478076	0.5007457
sal + silicate	Indian	(28.15,28.2]	0.3264896	0.3259441	0.3270350
sal + silicate	Indian	(28.2, Inf]	0.3634301	0.2330100	0.4938503
sal + silicate	Pacific	(-Inf,26]	-0.6288065	-0.6686403	-0.5889727
sal + silicate	Pacific	(26,26.5]	-0.6011998	-0.6780113	-0.5243883
sal + silicate	Pacific	(26.5,26.75]	-0.6508389	-0.7637565	-0.5379213
sal + silicate	Pacific	(26.75,27]	-0.7061754	-0.7500792	-0.6622717
sal + silicate	Pacific	(27,27.25]	-0.5618430	-0.5743227	-0.5493633
sal + silicate	Pacific	(27.25,27.5]	-0.2833323	-0.3295034	-0.2371612
sal + silicate	Pacific	(27.5,27.75]	-0.1448880	-0.1573602	-0.1324158
sal + silicate	Pacific	(27.75,27.85]	-0.3253860	-0.4552879	-0.1954841
sal + silicate	Pacific	(27.85,27.95]	-0.4505352	-0.5632521	-0.3378184
sal + silicate	Pacific	(27.95,28.05]	-0.6121613	-0.6544591	-0.5698634
sal + silicate	Pacific	(28.05,28.1]	-0.7490280	-0.7561749	-0.7418810
sal + silicate	Pacific	(28.1,28.15]	-0.8495262	-0.9310824	-0.7679700
sal + silicate	Pacific	(28.15,28.2]	-0.1784450	-0.6125319	0.2556419
sal + silicate	Pacific	(28.2, Inf]	0.5683239	0.5291218	0.6075260
sal + temp	Atlantic	(-Inf,26]	0.9098365	0.8700563	0.9496168
sal + temp	Atlantic	(26,26.5]	0.9681496	0.9672417	0.9690575
sal + temp	Atlantic	(26.5,26.75]	0.9902286	0.9895535	0.9909038
sal + temp	Atlantic	(26.75,27]	0.9820064	0.9818337	0.9821792
sal + temp	Atlantic	(27,27.25]	0.9807037	0.9784536	0.9829537
sal + temp	Atlantic	(27.25,27.5]	0.9752913	0.9739698	0.9766128
sal + temp	Atlantic	(27.5,27.75]	0.9671787	0.9639589	0.9703985
sal + temp	Atlantic	(27.75,27.85]	0.9808798	0.9794340	0.9823257
sal + temp	Atlantic	(27.85,27.95]	0.9454824	0.9440991	0.9468656
sal + temp	Atlantic	(27.95,28.05]	0.9150622	0.8987118	0.9314126
sal + temp	Atlantic	(28.05,28.1]	0.9625285	0.9552291	0.9698279
sal + temp	Atlantic	(28.1,28.15]	0.9599788	0.9553831	0.9645746
sal + temp	Atlantic	(28.15,28.2]	0.8906238	0.8705171	0.9107305
sal + temp	Atlantic	(28.2, Inf]	0.2858472	0.1237858	0.4479086
sal + temp	Indian	(-Inf,26]	0.4822069	0.4519851	0.5124287
sal + temp	Indian	(26,26.5]	0.8886414	0.8553841	0.9218987
sal + temp	Indian	(26.5,26.75]	0.9287264	0.9208914	0.9365614
sal + temp	Indian	(26.75,27]	0.9742032	0.9686445	0.9797619
sal + temp	Indian	(27,27.25]	0.9335458	0.9142154	0.9528761
sal + temp	Indian	(27.25,27.5]	0.9206468	0.9133956	0.9278980
sal + temp	Indian	(27.5,27.75]	0.8287377	0.7893041	0.8681713
sal + temp	Indian	(27.75,27.85]	0.8913965	0.8693164	0.9134766
sal + temp	Indian	(27.85,27.95]	0.8552696	0.7954544	0.9150849
sal + temp	Indian	(27.95,28.05]	0.9425252	0.9350011	0.9500494
sal + temp	Indian	(28.05,28.1]	0.9672152	0.9668683	0.9675621
sal + temp	Indian	(28.1,28.15]	0.9500911	0.9412241	0.9589580
sal + temp	Indian	(28.15,28.2]	0.8482797	0.8071848	0.8893746
sal + temp	Indian	(28.2, Inf]	0.9357738	0.9099312	0.9616165
sal + temp	Pacific	(-Inf,26]	0.7535384	0.7233945	0.7836822
sal + temp	Pacific	(26,26.5]	0.9032326	0.8698689	0.9365964
sal + temp	Pacific	(26.5,26.75]	0.9704698	0.9626884	0.9782511
sal + temp	Pacific	(26.75,27]	0.9685485	0.9652110	0.9718859
sal + temp	Pacific	(27,27.25]	0.9330894	0.9287513	0.9374275
sal + temp	Pacific	(27.25,27.5]	0.7996405	0.7981088	0.8011721
sal + temp	Pacific	(27.5,27.75]	0.4883068	0.4814827	0.4951308
sal + temp	Pacific	(27.75,27.85]	0.6945293	0.6297366	0.7593219
sal + temp	Pacific	(27.85,27.95]	0.4964398	0.4091714	0.5837082
sal + temp	Pacific	(27.95,28.05]	0.2789113	0.2011173	0.3567054
sal + temp	Pacific	(28.05,28.1]	0.2317392	0.2000991	0.2633792
sal + temp	Pacific	(28.1,28.15]	-0.5023924	-0.6253253	-0.3794594
sal + temp	Pacific	(28.15,28.2]	0.3948994	0.1478433	0.6419554
sal + temp	Pacific	(28.2, Inf]	0.7733505	0.7552597	0.7914413
silicate + phosphate	Atlantic	(-Inf,26]	0.7893252	0.7811487	0.7975018
silicate + phosphate	Atlantic	(26,26.5]	0.9031109	0.8544526	0.9517693
silicate + phosphate	Atlantic	(26.5,26.75]	0.9093420	0.8438506	0.9748333
silicate + phosphate	Atlantic	(26.75,27]	0.9232177	0.8915963	0.9548392
silicate + phosphate	Atlantic	(27,27.25]	0.9474318	0.9410733	0.9537903
silicate + phosphate	Atlantic	(27.25,27.5]	0.9099099	0.8958259	0.9239939
silicate + phosphate	Atlantic	(27.5,27.75]	0.9037438	0.8930515	0.9144361
silicate + phosphate	Atlantic	(27.75,27.85]	0.9560148	0.9550649	0.9569647
silicate + phosphate	Atlantic	(27.85,27.95]	0.9695695	0.9655187	0.9736203
silicate + phosphate	Atlantic	(27.95,28.05]	0.9796160	0.9762279	0.9830042
silicate + phosphate	Atlantic	(28.05,28.1]	0.9862590	0.9830323	0.9894858
silicate + phosphate	Atlantic	(28.1,28.15]	0.9915506	0.9891180	0.9939832
silicate + phosphate	Atlantic	(28.15,28.2]	0.9898837	0.9846710	0.9950964
silicate + phosphate	Atlantic	(28.2, Inf]	0.9704798	0.9579527	0.9830068
silicate + phosphate	Indian	(-Inf,26]	0.9778681	0.9638343	0.9919018
silicate + phosphate	Indian	(26,26.5]	0.9792881	0.9630056	0.9955707
silicate + phosphate	Indian	(26.5,26.75]	0.9767247	0.9690397	0.9844098
silicate + phosphate	Indian	(26.75,27]	0.8874565	0.8258679	0.9490450
silicate + phosphate	Indian	(27,27.25]	0.9462948	0.9447902	0.9477994
silicate + phosphate	Indian	(27.25,27.5]	0.9610700	0.9449904	0.9771496
silicate + phosphate	Indian	(27.5,27.75]	0.9293919	0.9053279	0.9534558
silicate + phosphate	Indian	(27.75,27.85]	0.8817598	0.8702359	0.8932837
silicate + phosphate	Indian	(27.85,27.95]	0.8646018	0.8174751	0.9117285
silicate + phosphate	Indian	(27.95,28.05]	0.8654742	0.8175928	0.9133556
silicate + phosphate	Indian	(28.05,28.1]	0.8899971	0.8569173	0.9230768
silicate + phosphate	Indian	(28.1,28.15]	0.8262255	0.7615355	0.8909155
silicate + phosphate	Indian	(28.15,28.2]	0.6918752	0.6618035	0.7219468
silicate + phosphate	Indian	(28.2, Inf]	0.5082338	0.4679934	0.5484743
silicate + phosphate	Pacific	(-Inf,26]	0.7435000	0.6736876	0.8133123
silicate + phosphate	Pacific	(26,26.5]	0.7000245	0.6629527	0.7370962
silicate + phosphate	Pacific	(26.5,26.75]	0.6177600	0.5109521	0.7245679
silicate + phosphate	Pacific	(26.75,27]	0.7755090	0.7178861	0.8331320
silicate + phosphate	Pacific	(27,27.25]	0.9092954	0.8863283	0.9322625
silicate + phosphate	Pacific	(27.25,27.5]	0.8917321	0.8675049	0.9159594
silicate + phosphate	Pacific	(27.5,27.75]	0.8911526	0.8685889	0.9137164
silicate + phosphate	Pacific	(27.75,27.85]	0.9476906	0.9406452	0.9547360
silicate + phosphate	Pacific	(27.85,27.95]	0.9610778	0.9607376	0.9614181
silicate + phosphate	Pacific	(27.95,28.05]	0.9493752	0.9405700	0.9581805
silicate + phosphate	Pacific	(28.05,28.1]	0.9380170	0.9295136	0.9465204
silicate + phosphate	Pacific	(28.1,28.15]	0.9622032	0.9553817	0.9690246
silicate + phosphate	Pacific	(28.15,28.2]	0.2757160	0.1376627	0.4137692
silicate + phosphate	Pacific	(28.2, Inf]	0.5298686	0.5202456	0.5394917
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7414276	0.6696015	0.8132537
silicate + phosphate_star	Atlantic	(26,26.5]	0.7968435	0.7712237	0.8224634
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7585430	0.7481034	0.7689826
silicate + phosphate_star	Atlantic	(26.75,27]	0.6278661	0.6029939	0.6527384
silicate + phosphate_star	Atlantic	(27,27.25]	0.7299504	0.7108049	0.7490960
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8705220	0.8622833	0.8787607
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9006601	0.8825894	0.9187307
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9075877	0.8734310	0.9417445
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.8984702	0.8770919	0.9198485
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9266241	0.9126653	0.9405828
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9234628	0.9090602	0.9378654
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9482795	0.9273959	0.9691631
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9490674	0.9181351	0.9799997
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8620570	0.8019531	0.9221608
silicate + phosphate_star	Indian	(-Inf,26]	0.9619186	0.9435602	0.9802769
silicate + phosphate_star	Indian	(26,26.5]	0.9449247	0.9157317	0.9741178
silicate + phosphate_star	Indian	(26.5,26.75]	0.7570292	0.7339846	0.7800739
silicate + phosphate_star	Indian	(26.75,27]	0.2183349	0.2098516	0.2268182
silicate + phosphate_star	Indian	(27,27.25]	-0.3008094	-0.3064050	-0.2952138
silicate + phosphate_star	Indian	(27.25,27.5]	-0.6099912	-0.6301716	-0.5898108
silicate + phosphate_star	Indian	(27.5,27.75]	-0.7151885	-0.7203395	-0.7100375
silicate + phosphate_star	Indian	(27.75,27.85]	-0.4873189	-0.4896836	-0.4849542
silicate + phosphate_star	Indian	(27.85,27.95]	-0.1684753	-0.1737950	-0.1631556
silicate + phosphate_star	Indian	(27.95,28.05]	-0.0709517	-0.2043128	0.0624095
silicate + phosphate_star	Indian	(28.05,28.1]	-0.0140412	-0.1483447	0.1202623
silicate + phosphate_star	Indian	(28.1,28.15]	-0.2467776	-0.3971505	-0.0964048
silicate + phosphate_star	Indian	(28.15,28.2]	-0.2434605	-0.3684138	-0.1185072
silicate + phosphate_star	Indian	(28.2, Inf]	-0.1716899	-0.2789644	-0.0644155
silicate + phosphate_star	Pacific	(-Inf,26]	0.7813382	0.7353908	0.8272856
silicate + phosphate_star	Pacific	(26,26.5]	0.7539208	0.7117598	0.7960817
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7095240	0.6048633	0.8141847
silicate + phosphate_star	Pacific	(26.75,27]	0.6941651	0.6467300	0.7416002
silicate + phosphate_star	Pacific	(27,27.25]	0.4267539	0.4146615	0.4388463
silicate + phosphate_star	Pacific	(27.25,27.5]	-0.3045323	-0.3142912	-0.2947734
silicate + phosphate_star	Pacific	(27.5,27.75]	-0.6430416	-0.6653759	-0.6207074
silicate + phosphate_star	Pacific	(27.75,27.85]	-0.6500197	-0.6820171	-0.6180223
silicate + phosphate_star	Pacific	(27.85,27.95]	-0.2539260	-0.2852779	-0.2225741
silicate + phosphate_star	Pacific	(27.95,28.05]	0.4066010	0.3781295	0.4350724
silicate + phosphate_star	Pacific	(28.05,28.1]	0.6158140	0.5429758	0.6886521
silicate + phosphate_star	Pacific	(28.1,28.15]	0.5957307	0.5801126	0.6113487
silicate + phosphate_star	Pacific	(28.15,28.2]	0.1921647	0.1230149	0.2613145
silicate + phosphate_star	Pacific	(28.2, Inf]	-0.1317339	-0.2290283	-0.0344394
temp + aou	Atlantic	(-Inf,26]	0.3731903	0.2419278	0.5044527
temp + aou	Atlantic	(26,26.5]	-0.0551984	-0.1249046	0.0145079
temp + aou	Atlantic	(26.5,26.75]	-0.3236440	-0.3346837	-0.3126043
temp + aou	Atlantic	(26.75,27]	-0.1782173	-0.2056787	-0.1507559
temp + aou	Atlantic	(27,27.25]	-0.1903152	-0.2029677	-0.1776627
temp + aou	Atlantic	(27.25,27.5]	-0.1368590	-0.2256348	-0.0480832
temp + aou	Atlantic	(27.5,27.75]	-0.2992586	-0.3339708	-0.2645463
temp + aou	Atlantic	(27.75,27.85]	-0.3586137	-0.4496762	-0.2675511
temp + aou	Atlantic	(27.85,27.95]	-0.2654701	-0.3542902	-0.1766500
temp + aou	Atlantic	(27.95,28.05]	-0.5024483	-0.5073007	-0.4975958
temp + aou	Atlantic	(28.05,28.1]	-0.4861988	-0.5645148	-0.4078828
temp + aou	Atlantic	(28.1,28.15]	-0.6115880	-0.6879464	-0.5352297
temp + aou	Atlantic	(28.15,28.2]	-0.5849496	-0.7605542	-0.4093449
temp + aou	Atlantic	(28.2, Inf]	0.4044963	0.3437710	0.4652215
temp + aou	Indian	(-Inf,26]	-0.5877505	-0.6110177	-0.5644832
temp + aou	Indian	(26,26.5]	-0.7289054	-0.8542498	-0.6035610
temp + aou	Indian	(26.5,26.75]	-0.4073566	-0.4958998	-0.3188135
temp + aou	Indian	(26.75,27]	-0.0039807	-0.1626945	0.1547331
temp + aou	Indian	(27,27.25]	0.6509621	0.5682603	0.7336638
temp + aou	Indian	(27.25,27.5]	0.8424359	0.8339914	0.8508804
temp + aou	Indian	(27.5,27.75]	0.8580164	0.8387473	0.8772856
temp + aou	Indian	(27.75,27.85]	0.8551200	0.8101064	0.9001336
temp + aou	Indian	(27.85,27.95]	0.7549427	0.6958955	0.8139899
temp + aou	Indian	(27.95,28.05]	0.7538876	0.6830114	0.8247637
temp + aou	Indian	(28.05,28.1]	0.6532691	0.5608396	0.7456986
temp + aou	Indian	(28.1,28.15]	0.7300337	0.6285961	0.8314714
temp + aou	Indian	(28.15,28.2]	0.7159030	0.6888791	0.7429269
temp + aou	Indian	(28.2, Inf]	0.9270369	0.9181776	0.9358962
temp + aou	Pacific	(-Inf,26]	-0.2943906	-0.4060337	-0.1827475
temp + aou	Pacific	(26,26.5]	-0.1436381	-0.2289658	-0.0583104
temp + aou	Pacific	(26.5,26.75]	0.1636488	-0.0372632	0.3645607
temp + aou	Pacific	(26.75,27]	-0.0251987	-0.1428428	0.0924454
temp + aou	Pacific	(27,27.25]	-0.2891612	-0.3001661	-0.2781564
temp + aou	Pacific	(27.25,27.5]	-0.1043403	-0.1143736	-0.0943070
temp + aou	Pacific	(27.5,27.75]	-0.0354515	-0.0900149	0.0191118
temp + aou	Pacific	(27.75,27.85]	-0.1289531	-0.3448564	0.0869502
temp + aou	Pacific	(27.85,27.95]	-0.1680586	-0.3642269	0.0281098
temp + aou	Pacific	(27.95,28.05]	-0.1217039	-0.2995879	0.0561801
temp + aou	Pacific	(28.05,28.1]	0.0414569	-0.0879493	0.1708632
temp + aou	Pacific	(28.1,28.15]	0.7557682	0.7316281	0.7799084
temp + aou	Pacific	(28.15,28.2]	0.3431022	0.2785930	0.4076114
temp + aou	Pacific	(28.2, Inf]	0.8250494	0.8066959	0.8434028
temp + nitrate	Atlantic	(-Inf,26]	0.1356423	-0.0000780	0.2713625
temp + nitrate	Atlantic	(26,26.5]	-0.5472536	-0.5536177	-0.5408895
temp + nitrate	Atlantic	(26.5,26.75]	-0.6166377	-0.6298606	-0.6034149
temp + nitrate	Atlantic	(26.75,27]	-0.5355164	-0.5508790	-0.5201539
temp + nitrate	Atlantic	(27,27.25]	-0.6370075	-0.6836556	-0.5903595
temp + nitrate	Atlantic	(27.25,27.5]	-0.7030312	-0.7503723	-0.6556902
temp + nitrate	Atlantic	(27.5,27.75]	-0.6562669	-0.6867449	-0.6257889
temp + nitrate	Atlantic	(27.75,27.85]	-0.5932623	-0.6214067	-0.5651179
temp + nitrate	Atlantic	(27.85,27.95]	-0.5044691	-0.5542804	-0.4546579
temp + nitrate	Atlantic	(27.95,28.05]	-0.6688972	-0.6822731	-0.6555212
temp + nitrate	Atlantic	(28.05,28.1]	-0.6873578	-0.7357034	-0.6390122
temp + nitrate	Atlantic	(28.1,28.15]	-0.7423717	-0.7712034	-0.7135400
temp + nitrate	Atlantic	(28.15,28.2]	-0.6933683	-0.7867192	-0.6000173
temp + nitrate	Atlantic	(28.2, Inf]	0.0040078	-0.0915750	0.0995907
temp + nitrate	Indian	(-Inf,26]	-0.6487766	-0.6746495	-0.6229038
temp + nitrate	Indian	(26,26.5]	-0.7872363	-0.8864756	-0.6879969
temp + nitrate	Indian	(26.5,26.75]	-0.5823598	-0.6749319	-0.4897877
temp + nitrate	Indian	(26.75,27]	-0.4501532	-0.6935574	-0.2067489
temp + nitrate	Indian	(27,27.25]	0.1616506	0.0411570	0.2821442
temp + nitrate	Indian	(27.25,27.5]	0.5684858	0.5667319	0.5702397
temp + nitrate	Indian	(27.5,27.75]	0.6323404	0.5904196	0.6742612
temp + nitrate	Indian	(27.75,27.85]	0.4089605	0.2501048	0.5678163
temp + nitrate	Indian	(27.85,27.95]	0.3037949	0.2079623	0.3996274
temp + nitrate	Indian	(27.95,28.05]	0.1568345	0.0858066	0.2278624
temp + nitrate	Indian	(28.05,28.1]	-0.0051355	-0.0561752	0.0459043
temp + nitrate	Indian	(28.1,28.15]	0.1288297	0.1037105	0.1539489
temp + nitrate	Indian	(28.15,28.2]	0.1787034	0.0723480	0.2850588
temp + nitrate	Indian	(28.2, Inf]	0.2326432	0.2287087	0.2365778
temp + nitrate	Pacific	(-Inf,26]	-0.6274816	-0.6673062	-0.5876571
temp + nitrate	Pacific	(26,26.5]	-0.4950882	-0.5883937	-0.4017827
temp + nitrate	Pacific	(26.5,26.75]	-0.2032880	-0.4343628	0.0277868
temp + nitrate	Pacific	(26.75,27]	-0.3449987	-0.4663998	-0.2235976
temp + nitrate	Pacific	(27,27.25]	-0.4432890	-0.4534268	-0.4331512
temp + nitrate	Pacific	(27.25,27.5]	-0.1790054	-0.1953077	-0.1627032
temp + nitrate	Pacific	(27.5,27.75]	-0.0473389	-0.0927834	-0.0018944
temp + nitrate	Pacific	(27.75,27.85]	-0.1185051	-0.3176002	0.0805900
temp + nitrate	Pacific	(27.85,27.95]	-0.1614314	-0.3434969	0.0206341
temp + nitrate	Pacific	(27.95,28.05]	-0.1561480	-0.3097872	-0.0025087
temp + nitrate	Pacific	(28.05,28.1]	-0.0108539	-0.1484653	0.1267576
temp + nitrate	Pacific	(28.1,28.15]	0.7152116	0.6940108	0.7364125
temp + nitrate	Pacific	(28.15,28.2]	0.0326359	-0.0240742	0.0893461
temp + nitrate	Pacific	(28.2, Inf]	0.2188338	0.1799314	0.2577363
temp + phosphate	Atlantic	(-Inf,26]	-0.4822017	-0.5202193	-0.4441842
temp + phosphate	Atlantic	(26,26.5]	-0.8158603	-0.8503875	-0.7813332
temp + phosphate	Atlantic	(26.5,26.75]	-0.7697684	-0.7760656	-0.7634712
temp + phosphate	Atlantic	(26.75,27]	-0.6612203	-0.6776238	-0.6448168
temp + phosphate	Atlantic	(27,27.25]	-0.7150800	-0.7474372	-0.6827228
temp + phosphate	Atlantic	(27.25,27.5]	-0.7629721	-0.7933609	-0.7325833
temp + phosphate	Atlantic	(27.5,27.75]	-0.7039285	-0.7311765	-0.6766806
temp + phosphate	Atlantic	(27.75,27.85]	-0.6310091	-0.6594019	-0.6026163
temp + phosphate	Atlantic	(27.85,27.95]	-0.5211506	-0.5801654	-0.4621358
temp + phosphate	Atlantic	(27.95,28.05]	-0.6825714	-0.7018551	-0.6632878
temp + phosphate	Atlantic	(28.05,28.1]	-0.7050551	-0.7547339	-0.6553763
temp + phosphate	Atlantic	(28.1,28.15]	-0.7606126	-0.7919647	-0.7292606
temp + phosphate	Atlantic	(28.15,28.2]	-0.7038280	-0.7953246	-0.6123315
temp + phosphate	Atlantic	(28.2, Inf]	-0.0119003	-0.1092905	0.0854899
temp + phosphate	Indian	(-Inf,26]	-0.6510279	-0.6897936	-0.6122622
temp + phosphate	Indian	(26,26.5]	-0.7862686	-0.8943028	-0.6782344
temp + phosphate	Indian	(26.5,26.75]	-0.5684434	-0.6649582	-0.4719286
temp + phosphate	Indian	(26.75,27]	-0.4181646	-0.6748060	-0.1615232
temp + phosphate	Indian	(27,27.25]	0.1968512	0.0700589	0.3236436
temp + phosphate	Indian	(27.25,27.5]	0.5994702	0.5692555	0.6296848
temp + phosphate	Indian	(27.5,27.75]	0.7199676	0.6645549	0.7753804
temp + phosphate	Indian	(27.75,27.85]	0.5650086	0.4134071	0.7166100
temp + phosphate	Indian	(27.85,27.95]	0.3565361	0.2654404	0.4476319
temp + phosphate	Indian	(27.95,28.05]	0.1514906	0.1266465	0.1763347
temp + phosphate	Indian	(28.05,28.1]	0.0000979	-0.0147020	0.0148978
temp + phosphate	Indian	(28.1,28.15]	0.0924154	0.0728001	0.1120306
temp + phosphate	Indian	(28.15,28.2]	0.1106550	0.0977695	0.1235404
temp + phosphate	Indian	(28.2, Inf]	0.1984957	0.1095327	0.2874586
temp + phosphate	Pacific	(-Inf,26]	-0.5154819	-0.5895972	-0.4413666
temp + phosphate	Pacific	(26,26.5]	-0.4040284	-0.4892162	-0.3188406
temp + phosphate	Pacific	(26.5,26.75]	-0.1504015	-0.3672152	0.0664121
temp + phosphate	Pacific	(26.75,27]	-0.3542171	-0.4690977	-0.2393365
temp + phosphate	Pacific	(27,27.25]	-0.4363027	-0.4547503	-0.4178550
temp + phosphate	Pacific	(27.25,27.5]	-0.1615534	-0.1616000	-0.1615068
temp + phosphate	Pacific	(27.5,27.75]	-0.0200702	-0.0801493	0.0400090
temp + phosphate	Pacific	(27.75,27.85]	-0.0968565	-0.2981133	0.1044002
temp + phosphate	Pacific	(27.85,27.95]	-0.1554307	-0.3404997	0.0296382
temp + phosphate	Pacific	(27.95,28.05]	-0.1578807	-0.3174536	0.0016921
temp + phosphate	Pacific	(28.05,28.1]	0.0002516	-0.1267047	0.1272078
temp + phosphate	Pacific	(28.1,28.15]	0.7173474	0.7131231	0.7215717
temp + phosphate	Pacific	(28.15,28.2]	-0.0285350	-0.2163102	0.1592401
temp + phosphate	Pacific	(28.2, Inf]	0.2311139	0.1768467	0.2853812
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8613349	-0.8768794	-0.8457905
temp + phosphate_star	Atlantic	(26,26.5]	-0.9702145	-0.9783360	-0.9620930
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9757916	-0.9848162	-0.9667671
temp + phosphate_star	Atlantic	(26.75,27]	-0.9807834	-0.9898147	-0.9717522
temp + phosphate_star	Atlantic	(27,27.25]	-0.9810099	-0.9846087	-0.9774112
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9715246	-0.9715937	-0.9714555
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9092179	-0.9199416	-0.8984942
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8706372	-0.8748933	-0.8663812
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8196480	-0.8500762	-0.7892198
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8426990	-0.8673445	-0.8180534
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.8623556	-0.8869600	-0.8377511
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8699404	-0.8760751	-0.8638057
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8033118	-0.8319681	-0.7746555
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.3341595	-0.5319350	-0.1363839
temp + phosphate_star	Indian	(-Inf,26]	-0.8078429	-0.8427749	-0.7729109
temp + phosphate_star	Indian	(26,26.5]	-0.9031358	-0.9532525	-0.8530192
temp + phosphate_star	Indian	(26.5,26.75]	-0.8875466	-0.9304722	-0.8446209
temp + phosphate_star	Indian	(26.75,27]	-0.9560922	-0.9889767	-0.9232077
temp + phosphate_star	Indian	(27,27.25]	-0.9729254	-0.9839971	-0.9618536
temp + phosphate_star	Indian	(27.25,27.5]	-0.9791551	-0.9885342	-0.9697760
temp + phosphate_star	Indian	(27.5,27.75]	-0.9294033	-0.9316423	-0.9271644
temp + phosphate_star	Indian	(27.75,27.85]	-0.8775791	-0.8913217	-0.8638365
temp + phosphate_star	Indian	(27.85,27.95]	-0.8738660	-0.8936221	-0.8541100
temp + phosphate_star	Indian	(27.95,28.05]	-0.9215110	-0.9430452	-0.8999768
temp + phosphate_star	Indian	(28.05,28.1]	-0.9087339	-0.9422155	-0.8752522
temp + phosphate_star	Indian	(28.1,28.15]	-0.9023315	-0.9563787	-0.8482844
temp + phosphate_star	Indian	(28.15,28.2]	-0.7867827	-0.8690858	-0.7044796
temp + phosphate_star	Indian	(28.2, Inf]	-0.9113907	-0.9451460	-0.8776354
temp + phosphate_star	Pacific	(-Inf,26]	-0.8174779	-0.8416563	-0.7932994
temp + phosphate_star	Pacific	(26,26.5]	-0.8419818	-0.8713283	-0.8126353
temp + phosphate_star	Pacific	(26.5,26.75]	-0.8625231	-0.8945447	-0.8305015
temp + phosphate_star	Pacific	(26.75,27]	-0.9374821	-0.9419392	-0.9330251
temp + phosphate_star	Pacific	(27,27.25]	-0.9049699	-0.9127360	-0.8972039
temp + phosphate_star	Pacific	(27.25,27.5]	-0.5702976	-0.5959697	-0.5446255
temp + phosphate_star	Pacific	(27.5,27.75]	-0.2629113	-0.3031090	-0.2227137
temp + phosphate_star	Pacific	(27.75,27.85]	-0.0568966	-0.3301519	0.2163587
temp + phosphate_star	Pacific	(27.85,27.95]	-0.1780403	-0.3508240	-0.0052565
temp + phosphate_star	Pacific	(27.95,28.05]	-0.4320298	-0.4961722	-0.3678874
temp + phosphate_star	Pacific	(28.05,28.1]	-0.2008189	-0.2608668	-0.1407709
temp + phosphate_star	Pacific	(28.1,28.15]	0.2886959	0.2422479	0.3351439
temp + phosphate_star	Pacific	(28.15,28.2]	-0.3389908	-0.5990499	-0.0789317
temp + phosphate_star	Pacific	(28.2, Inf]	-0.7210800	-0.7835341	-0.6586260
temp + silicate	Atlantic	(-Inf,26]	-0.6779773	-0.7546686	-0.6012859
temp + silicate	Atlantic	(26,26.5]	-0.7448305	-0.7496846	-0.7399765
temp + silicate	Atlantic	(26.5,26.75]	-0.7053727	-0.7184731	-0.6922723
temp + silicate	Atlantic	(26.75,27]	-0.5782906	-0.5791819	-0.5773993
temp + silicate	Atlantic	(27,27.25]	-0.6946210	-0.7120872	-0.6771549
temp + silicate	Atlantic	(27.25,27.5]	-0.8357780	-0.8441690	-0.8273871
temp + silicate	Atlantic	(27.5,27.75]	-0.7566929	-0.8074283	-0.7059574
temp + silicate	Atlantic	(27.75,27.85]	-0.6866470	-0.7383083	-0.6349857
temp + silicate	Atlantic	(27.85,27.95]	-0.6260857	-0.6811970	-0.5709745
temp + silicate	Atlantic	(27.95,28.05]	-0.7432533	-0.7619004	-0.7246062
temp + silicate	Atlantic	(28.05,28.1]	-0.6975323	-0.7530707	-0.6419938
temp + silicate	Atlantic	(28.1,28.15]	-0.7398712	-0.7926313	-0.6871110
temp + silicate	Atlantic	(28.15,28.2]	-0.6441868	-0.7642670	-0.5241066
temp + silicate	Atlantic	(28.2, Inf]	0.0466542	-0.0501370	0.1434455
temp + silicate	Indian	(-Inf,26]	-0.6776223	-0.7314757	-0.6237689
temp + silicate	Indian	(26,26.5]	-0.7654950	-0.8751669	-0.6558230
temp + silicate	Indian	(26.5,26.75]	-0.4580034	-0.5409699	-0.3750370
temp + silicate	Indian	(26.75,27]	-0.0416581	-0.1768726	0.0935564
temp + silicate	Indian	(27,27.25]	0.4169973	0.3595883	0.4744063
temp + silicate	Indian	(27.25,27.5]	0.6114943	0.6067852	0.6162033
temp + silicate	Indian	(27.5,27.75]	0.6508604	0.6378054	0.6639153
temp + silicate	Indian	(27.75,27.85]	0.6758825	0.6622050	0.6895600
temp + silicate	Indian	(27.85,27.95]	0.4325166	0.4123774	0.4526559
temp + silicate	Indian	(27.95,28.05]	0.3270983	0.2483826	0.4058141
temp + silicate	Indian	(28.05,28.1]	0.3316587	0.2573953	0.4059221
temp + silicate	Indian	(28.1,28.15]	0.5122131	0.4398770	0.5845491
temp + silicate	Indian	(28.15,28.2]	0.5887937	0.5545895	0.6229980
temp + silicate	Indian	(28.2, Inf]	0.3572349	0.2216703	0.4927996
temp + silicate	Pacific	(-Inf,26]	-0.6973306	-0.7194962	-0.6751650
temp + silicate	Pacific	(26,26.5]	-0.6789191	-0.7284697	-0.6293684
temp + silicate	Pacific	(26.5,26.75]	-0.6636865	-0.7641336	-0.5632395
temp + silicate	Pacific	(26.75,27]	-0.6993567	-0.7378887	-0.6608246
temp + silicate	Pacific	(27,27.25]	-0.6101011	-0.6226517	-0.5975504
temp + silicate	Pacific	(27.25,27.5]	-0.4092256	-0.4481671	-0.3702841
temp + silicate	Pacific	(27.5,27.75]	-0.2943029	-0.3090461	-0.2795597
temp + silicate	Pacific	(27.75,27.85]	-0.2271927	-0.4058711	-0.0485143
temp + silicate	Pacific	(27.85,27.95]	-0.2777541	-0.4696181	-0.0858901
temp + silicate	Pacific	(27.95,28.05]	-0.3052950	-0.4891578	-0.1214322
temp + silicate	Pacific	(28.05,28.1]	0.0044644	-0.1225005	0.1314294
temp + silicate	Pacific	(28.1,28.15]	0.7134113	0.6761927	0.7506298
temp + silicate	Pacific	(28.15,28.2]	-0.1356075	-0.2589586	-0.0122565
temp + silicate	Pacific	(28.2, Inf]	0.3207536	0.3107226	0.3307847

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Past versions of correlation_predictors-1.png

Version	Author	Date
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.4884374	0.3979719	0.5789030
aou	Atlantic	(26,26.5]	0.2161047	-0.0163129	0.4485224
aou	Atlantic	(26.5,26.75]	-0.2903936	-0.4333607	-0.1474264
aou	Atlantic	(26.75,27]	-0.3270839	-0.3362188	-0.3179489
aou	Atlantic	(27,27.25]	-0.4630895	-0.4740884	-0.4520905
aou	Atlantic	(27.25,27.5]	-0.4854250	-0.5346071	-0.4362429
aou	Atlantic	(27.5,27.75]	-0.7670016	-0.7943687	-0.7396345
aou	Atlantic	(27.75,27.85]	-0.8879186	-0.9320999	-0.8437373
aou	Atlantic	(27.85,27.95]	-0.9011897	-0.9347290	-0.8676504
aou	Atlantic	(27.95,28.05]	-0.8451097	-0.8659661	-0.8242534
aou	Atlantic	(28.05,28.1]	-0.8121060	-0.8335458	-0.7906663
aou	Atlantic	(28.1,28.15]	-0.8346511	-0.8608524	-0.8084498
aou	Atlantic	(28.15,28.2]	-0.9393776	-0.9658426	-0.9129127
aou	Atlantic	(28.2, Inf]	-0.6932490	-0.8557660	-0.5307320
aou	Indian	(-Inf,26]	-0.7932771	-0.9482551	-0.6382991
aou	Indian	(26,26.5]	-0.9523473	-0.9869814	-0.9177131
aou	Indian	(26.5,26.75]	-0.8937336	-0.9311622	-0.8563049
aou	Indian	(26.75,27]	-0.5229989	-0.5393356	-0.5066622
aou	Indian	(27,27.25]	0.1116395	0.0218267	0.2014522
aou	Indian	(27.25,27.5]	0.6459846	0.5345172	0.7574521
aou	Indian	(27.5,27.75]	0.6881494	0.5912539	0.7850449
aou	Indian	(27.75,27.85]	0.4255784	0.3170306	0.5341263
aou	Indian	(27.85,27.95]	0.1874579	0.1151852	0.2597306
aou	Indian	(27.95,28.05]	0.2375850	0.1302341	0.3449358
aou	Indian	(28.05,28.1]	0.2740248	0.1556740	0.3923757
aou	Indian	(28.1,28.15]	0.4209483	0.3598197	0.4820770
aou	Indian	(28.15,28.2]	0.2350245	0.0462751	0.4237738
aou	Indian	(28.2, Inf]	0.1312104	0.0598543	0.2025666
aou	Pacific	(-Inf,26]	-0.0126692	-0.0436038	0.0182654
aou	Pacific	(26,26.5]	-0.7035982	-0.7225430	-0.6846535
aou	Pacific	(26.5,26.75]	-0.6186174	-0.6500043	-0.5872304
aou	Pacific	(26.75,27]	-0.6082376	-0.6553836	-0.5610916
aou	Pacific	(27,27.25]	0.0876890	0.0820967	0.0932813
aou	Pacific	(27.25,27.5]	0.6183818	0.6062059	0.6305577
aou	Pacific	(27.5,27.75]	0.7523120	0.7422438	0.7623801
aou	Pacific	(27.75,27.85]	0.8204878	0.8022119	0.8387637
aou	Pacific	(27.85,27.95]	0.7939490	0.7818383	0.8060598
aou	Pacific	(27.95,28.05]	0.5979196	0.5761851	0.6196542
aou	Pacific	(28.05,28.1]	0.2948415	0.2847324	0.3049506
aou	Pacific	(28.1,28.15]	0.1455977	0.0032227	0.2879727
aou	Pacific	(28.15,28.2]	-0.0623305	-0.0926019	-0.0320592
aou	Pacific	(28.2, Inf]	-0.1782301	-0.2556687	-0.1007915
nitrate	Atlantic	(-Inf,26]	0.2690662	0.1608344	0.3772979
nitrate	Atlantic	(26,26.5]	-0.2515035	-0.4241733	-0.0788338
nitrate	Atlantic	(26.5,26.75]	-0.5498338	-0.6861315	-0.4135361
nitrate	Atlantic	(26.75,27]	-0.6313558	-0.6393545	-0.6233572
nitrate	Atlantic	(27,27.25]	-0.8131928	-0.8465296	-0.7798560
nitrate	Atlantic	(27.25,27.5]	-0.9153654	-0.9277689	-0.9029620
nitrate	Atlantic	(27.5,27.75]	-0.9640749	-0.9747169	-0.9534328
nitrate	Atlantic	(27.75,27.85]	-0.9536181	-0.9635630	-0.9436733
nitrate	Atlantic	(27.85,27.95]	-0.9160746	-0.9363419	-0.8958073
nitrate	Atlantic	(27.95,28.05]	-0.8806182	-0.9017454	-0.8594910
nitrate	Atlantic	(28.05,28.1]	-0.8571293	-0.8735260	-0.8407325
nitrate	Atlantic	(28.1,28.15]	-0.8770743	-0.8900663	-0.8640822
nitrate	Atlantic	(28.15,28.2]	-0.9791095	-0.9829351	-0.9752839
nitrate	Atlantic	(28.2, Inf]	-0.9534161	-0.9815032	-0.9253291
nitrate	Indian	(-Inf,26]	-0.7688321	-0.9240511	-0.6136131
nitrate	Indian	(26,26.5]	-0.9541551	-0.9904951	-0.9178152
nitrate	Indian	(26.5,26.75]	-0.9495904	-0.9816442	-0.9175366
nitrate	Indian	(26.75,27]	-0.8321584	-0.8914228	-0.7728939
nitrate	Indian	(27,27.25]	-0.3717896	-0.4979444	-0.2456347
nitrate	Indian	(27.25,27.5]	0.4105690	0.3146287	0.5065093
nitrate	Indian	(27.5,27.75]	0.5846862	0.5085330	0.6608395
nitrate	Indian	(27.75,27.85]	0.1216880	0.1120509	0.1313251
nitrate	Indian	(27.85,27.95]	-0.1514316	-0.2444053	-0.0584578
nitrate	Indian	(27.95,28.05]	-0.2570634	-0.3178749	-0.1962520
nitrate	Indian	(28.05,28.1]	-0.1864425	-0.2566058	-0.1162792
nitrate	Indian	(28.1,28.15]	0.0508788	0.0428085	0.0589491
nitrate	Indian	(28.15,28.2]	0.0229904	-0.1983383	0.2443191
nitrate	Indian	(28.2, Inf]	-0.3763920	-0.4007318	-0.3520522
nitrate	Pacific	(-Inf,26]	-0.0444636	-0.0915569	0.0026298
nitrate	Pacific	(26,26.5]	-0.7989287	-0.8145565	-0.7833009
nitrate	Pacific	(26.5,26.75]	-0.7375951	-0.7488712	-0.7263190
nitrate	Pacific	(26.75,27]	-0.7301339	-0.7376849	-0.7225829
nitrate	Pacific	(27,27.25]	0.0419600	0.0155649	0.0683552
nitrate	Pacific	(27.25,27.5]	0.5528418	0.5407017	0.5649818
nitrate	Pacific	(27.5,27.75]	0.6759289	0.6704893	0.6813686
nitrate	Pacific	(27.75,27.85]	0.7773425	0.7623421	0.7923428
nitrate	Pacific	(27.85,27.95]	0.7540308	0.7432561	0.7648055
nitrate	Pacific	(27.95,28.05]	0.5567356	0.5369287	0.5765425
nitrate	Pacific	(28.05,28.1]	0.2644907	0.2460968	0.2828846
nitrate	Pacific	(28.1,28.15]	0.1027288	-0.0664879	0.2719455
nitrate	Pacific	(28.15,28.2]	-0.1985620	-0.2673820	-0.1297420
nitrate	Pacific	(28.2, Inf]	-0.3918442	-0.4622139	-0.3214746
phosphate	Atlantic	(-Inf,26]	-0.0498477	-0.1333627	0.0336674
phosphate	Atlantic	(26,26.5]	-0.5098390	-0.6588559	-0.3608220
phosphate	Atlantic	(26.5,26.75]	-0.6730640	-0.7880678	-0.5580601
phosphate	Atlantic	(26.75,27]	-0.7428428	-0.7448795	-0.7408061
phosphate	Atlantic	(27,27.25]	-0.8772050	-0.8999857	-0.8544243
phosphate	Atlantic	(27.25,27.5]	-0.9477318	-0.9549319	-0.9405317
phosphate	Atlantic	(27.5,27.75]	-0.9782544	-0.9831521	-0.9733567
phosphate	Atlantic	(27.75,27.85]	-0.9657331	-0.9665482	-0.9649180
phosphate	Atlantic	(27.85,27.95]	-0.9326811	-0.9393309	-0.9260312
phosphate	Atlantic	(27.95,28.05]	-0.8948401	-0.9048989	-0.8847812
phosphate	Atlantic	(28.05,28.1]	-0.8700268	-0.8794427	-0.8606108
phosphate	Atlantic	(28.1,28.15]	-0.8799599	-0.8887281	-0.8711917
phosphate	Atlantic	(28.15,28.2]	-0.9822747	-0.9844351	-0.9801142
phosphate	Atlantic	(28.2, Inf]	-0.9618859	-0.9867485	-0.9370234
phosphate	Indian	(-Inf,26]	-0.7726912	-0.9161084	-0.6292740
phosphate	Indian	(26,26.5]	-0.9561917	-0.9902453	-0.9221380
phosphate	Indian	(26.5,26.75]	-0.9492400	-0.9821941	-0.9162859
phosphate	Indian	(26.75,27]	-0.8250648	-0.8867553	-0.7633743
phosphate	Indian	(27,27.25]	-0.3658149	-0.4801417	-0.2514881
phosphate	Indian	(27.25,27.5]	0.4073527	0.2925994	0.5221059
phosphate	Indian	(27.5,27.75]	0.5496780	0.4269863	0.6723697
phosphate	Indian	(27.75,27.85]	0.1122824	0.0526783	0.1718866
phosphate	Indian	(27.85,27.95]	-0.1804479	-0.2525185	-0.1083773
phosphate	Indian	(27.95,28.05]	-0.3181905	-0.3568645	-0.2795166
phosphate	Indian	(28.05,28.1]	-0.2570739	-0.3139995	-0.2001484
phosphate	Indian	(28.1,28.15]	-0.0754159	-0.0818446	-0.0689871
phosphate	Indian	(28.15,28.2]	-0.2743219	-0.4704245	-0.0782192
phosphate	Indian	(28.2, Inf]	-0.6772674	-0.6780279	-0.6765069
phosphate	Pacific	(-Inf,26]	-0.0424893	-0.0973405	0.0123618
phosphate	Pacific	(26,26.5]	-0.8308333	-0.8388650	-0.8228016
phosphate	Pacific	(26.5,26.75]	-0.8017062	-0.8036213	-0.7997911
phosphate	Pacific	(26.75,27]	-0.7646581	-0.7719916	-0.7573246
phosphate	Pacific	(27,27.25]	0.0259188	0.0027116	0.0491260
phosphate	Pacific	(27.25,27.5]	0.5406280	0.5194562	0.5617997
phosphate	Pacific	(27.5,27.75]	0.6525716	0.6350986	0.6700446
phosphate	Pacific	(27.75,27.85]	0.7432682	0.7239385	0.7625980
phosphate	Pacific	(27.85,27.95]	0.7196942	0.7112482	0.7281402
phosphate	Pacific	(27.95,28.05]	0.4938683	0.4485984	0.5391382
phosphate	Pacific	(28.05,28.1]	0.1585422	0.1058478	0.2112367
phosphate	Pacific	(28.1,28.15]	-0.0147433	-0.1981489	0.1686622
phosphate	Pacific	(28.15,28.2]	-0.6986214	-0.7124669	-0.6847760
phosphate	Pacific	(28.2, Inf]	-0.7524738	-0.7660778	-0.7388699
phosphate_star	Atlantic	(-Inf,26]	-0.3826702	-0.4745399	-0.2908006
phosphate_star	Atlantic	(26,26.5]	-0.7304876	-0.8397317	-0.6212435
phosphate_star	Atlantic	(26.5,26.75]	-0.8117753	-0.8963088	-0.7272418
phosphate_star	Atlantic	(26.75,27]	-0.9226285	-0.9462813	-0.8989757
phosphate_star	Atlantic	(27,27.25]	-0.9381843	-0.9385521	-0.9378165
phosphate_star	Atlantic	(27.25,27.5]	-0.9328157	-0.9474886	-0.9181427
phosphate_star	Atlantic	(27.5,27.75]	-0.9089745	-0.9134051	-0.9045439
phosphate_star	Atlantic	(27.75,27.85]	-0.8627357	-0.8632432	-0.8622283
phosphate_star	Atlantic	(27.85,27.95]	-0.7672404	-0.7694921	-0.7649886
phosphate_star	Atlantic	(27.95,28.05]	-0.8292928	-0.8333793	-0.8252064
phosphate_star	Atlantic	(28.05,28.1]	-0.8241883	-0.8333269	-0.8150497
phosphate_star	Atlantic	(28.1,28.15]	-0.8546221	-0.8642349	-0.8450092
phosphate_star	Atlantic	(28.15,28.2]	-0.9728714	-0.9792651	-0.9664778
phosphate_star	Atlantic	(28.2, Inf]	-0.9525204	-0.9758130	-0.9292279
phosphate_star	Indian	(-Inf,26]	-0.6527469	-0.7984213	-0.5070724
phosphate_star	Indian	(26,26.5]	-0.9103267	-0.9660894	-0.8545640
phosphate_star	Indian	(26.5,26.75]	-0.8857544	-0.9068201	-0.8646887
phosphate_star	Indian	(26.75,27]	-0.8740355	-0.9162827	-0.8317882
phosphate_star	Indian	(27,27.25]	-0.8196461	-0.8245734	-0.8147188
phosphate_star	Indian	(27.25,27.5]	-0.8023021	-0.8782971	-0.7263070
phosphate_star	Indian	(27.5,27.75]	-0.6823762	-0.7214116	-0.6433409
phosphate_star	Indian	(27.75,27.85]	-0.5871427	-0.6396433	-0.5346420
phosphate_star	Indian	(27.85,27.95]	-0.5755250	-0.6082678	-0.5427822
phosphate_star	Indian	(27.95,28.05]	-0.7050231	-0.7285301	-0.6815161
phosphate_star	Indian	(28.05,28.1]	-0.6950821	-0.7097845	-0.6803797
phosphate_star	Indian	(28.1,28.15]	-0.6235999	-0.6451725	-0.6020273
phosphate_star	Indian	(28.15,28.2]	-0.5772130	-0.6015210	-0.5529049
phosphate_star	Indian	(28.2, Inf]	-0.4468661	-0.4787729	-0.4149594
phosphate_star	Pacific	(-Inf,26]	0.0673439	0.0158467	0.1188411
phosphate_star	Pacific	(26,26.5]	-0.7997763	-0.8169163	-0.7826362
phosphate_star	Pacific	(26.5,26.75]	-0.6945923	-0.8215110	-0.5676735
phosphate_star	Pacific	(26.75,27]	-0.5873397	-0.7256649	-0.4490145
phosphate_star	Pacific	(27,27.25]	-0.0914441	-0.2005554	0.0176671
phosphate_star	Pacific	(27.25,27.5]	-0.3327597	-0.3334454	-0.3320741
phosphate_star	Pacific	(27.5,27.75]	-0.6717946	-0.6721213	-0.6714680
phosphate_star	Pacific	(27.75,27.85]	-0.7568025	-0.7879032	-0.7257017
phosphate_star	Pacific	(27.85,27.95]	-0.5655321	-0.5884339	-0.5426303
phosphate_star	Pacific	(27.95,28.05]	-0.2391242	-0.3580038	-0.1202446
phosphate_star	Pacific	(28.05,28.1]	-0.2731920	-0.4306415	-0.1157426
phosphate_star	Pacific	(28.1,28.15]	-0.3969493	-0.5952831	-0.1986154
phosphate_star	Pacific	(28.15,28.2]	-0.6215965	-0.7432200	-0.4999730
phosphate_star	Pacific	(28.2, Inf]	-0.3281481	-0.4336497	-0.2226466
sal	Atlantic	(-Inf,26]	0.3233491	0.1892094	0.4574888
sal	Atlantic	(26,26.5]	0.6710717	0.5276166	0.8145268
sal	Atlantic	(26.5,26.75]	0.7425652	0.6178520	0.8672783
sal	Atlantic	(26.75,27]	0.8891200	0.8537113	0.9245287
sal	Atlantic	(27,27.25]	0.9124468	0.9103684	0.9145252
sal	Atlantic	(27.25,27.5]	0.8862635	0.8679818	0.9045453
sal	Atlantic	(27.5,27.75]	0.7506505	0.7214584	0.7798426
sal	Atlantic	(27.75,27.85]	0.5862305	0.5846489	0.5878120
sal	Atlantic	(27.85,27.95]	0.3672182	0.3293162	0.4051202
sal	Atlantic	(27.95,28.05]	0.5507863	0.5187832	0.5827894
sal	Atlantic	(28.05,28.1]	0.6140071	0.5823662	0.6456480
sal	Atlantic	(28.1,28.15]	0.7164159	0.7042541	0.7285777
sal	Atlantic	(28.15,28.2]	0.9104144	0.8977404	0.9230883
sal	Atlantic	(28.2, Inf]	0.9300716	0.9019656	0.9581777
sal	Indian	(-Inf,26]	0.8563435	0.7354855	0.9772016
sal	Indian	(26,26.5]	0.8860381	0.7978726	0.9742035
sal	Indian	(26.5,26.75]	0.7823619	0.6596615	0.9050624
sal	Indian	(26.75,27]	0.6760295	0.4880200	0.8640390
sal	Indian	(27,27.25]	0.5540867	0.5494908	0.5586826
sal	Indian	(27.25,27.5]	0.6981085	0.5871044	0.8091127
sal	Indian	(27.5,27.75]	0.7127785	0.6260305	0.7995265
sal	Indian	(27.75,27.85]	0.5287821	0.3888820	0.6686823
sal	Indian	(27.85,27.95]	0.4862392	0.4584927	0.5139857
sal	Indian	(27.95,28.05]	0.6196936	0.5469434	0.6924438
sal	Indian	(28.05,28.1]	0.5941972	0.5216729	0.6667216
sal	Indian	(28.1,28.15]	0.4710614	0.3701439	0.5719790
sal	Indian	(28.15,28.2]	0.3054606	0.1862901	0.4246312
sal	Indian	(28.2, Inf]	0.1872010	0.1271413	0.2472606
sal	Pacific	(-Inf,26]	-0.0579963	-0.1132017	-0.0027909
sal	Pacific	(26,26.5]	0.3885026	0.2761797	0.5008255
sal	Pacific	(26.5,26.75]	0.2906597	0.0420487	0.5392706
sal	Pacific	(26.75,27]	0.2878103	0.1034904	0.4721301
sal	Pacific	(27,27.25]	-0.3987192	-0.4998594	-0.2975790
sal	Pacific	(27.25,27.5]	-0.5552411	-0.5884826	-0.5219996
sal	Pacific	(27.5,27.75]	-0.4008659	-0.4025346	-0.3991971
sal	Pacific	(27.75,27.85]	-0.5128347	-0.6264324	-0.3992370
sal	Pacific	(27.85,27.95]	-0.4786027	-0.5697874	-0.3874179
sal	Pacific	(27.95,28.05]	-0.3196297	-0.3211759	-0.3180836
sal	Pacific	(28.05,28.1]	-0.1743439	-0.2189140	-0.1297738
sal	Pacific	(28.1,28.15]	-0.0524537	-0.2108582	0.1059508
sal	Pacific	(28.15,28.2]	0.0204790	-0.0183400	0.0592979
sal	Pacific	(28.2, Inf]	-0.1766697	-0.2824021	-0.0709373
silicate	Atlantic	(-Inf,26]	-0.0607896	-0.0752783	-0.0463009
silicate	Atlantic	(26,26.5]	-0.4767127	-0.6391060	-0.3143195
silicate	Atlantic	(26.5,26.75]	-0.5816160	-0.7355344	-0.4276977
silicate	Atlantic	(26.75,27]	-0.6608329	-0.6652390	-0.6564269
silicate	Atlantic	(27,27.25]	-0.8405861	-0.8487448	-0.8324274
silicate	Atlantic	(27.25,27.5]	-0.9073887	-0.9138765	-0.9009009
silicate	Atlantic	(27.5,27.75]	-0.8768218	-0.8859080	-0.8677356
silicate	Atlantic	(27.75,27.85]	-0.8854237	-0.8893714	-0.8814761
silicate	Atlantic	(27.85,27.95]	-0.8565830	-0.8642511	-0.8489149
silicate	Atlantic	(27.95,28.05]	-0.8372716	-0.8488694	-0.8256738
silicate	Atlantic	(28.05,28.1]	-0.8314409	-0.8433746	-0.8195072
silicate	Atlantic	(28.1,28.15]	-0.8581792	-0.8716343	-0.8447241
silicate	Atlantic	(28.15,28.2]	-0.9659782	-0.9775591	-0.9543974
silicate	Atlantic	(28.2, Inf]	-0.9206306	-0.9621889	-0.8790723
silicate	Indian	(-Inf,26]	-0.7614455	-0.8915330	-0.6313580
silicate	Indian	(26,26.5]	-0.9528159	-0.9883888	-0.9172430
silicate	Indian	(26.5,26.75]	-0.9101908	-0.9525911	-0.8677904
silicate	Indian	(26.75,27]	-0.5496797	-0.5801784	-0.5191811
silicate	Indian	(27,27.25]	-0.1218898	-0.1962708	-0.0475088
silicate	Indian	(27.25,27.5]	0.5238261	0.4129020	0.6347502
silicate	Indian	(27.5,27.75]	0.7124364	0.6091731	0.8156998
silicate	Indian	(27.75,27.85]	0.3929020	0.2681556	0.5176484
silicate	Indian	(27.85,27.95]	0.1198996	0.1001860	0.1396131
silicate	Indian	(27.95,28.05]	0.0137412	-0.1067543	0.1342368
silicate	Indian	(28.05,28.1]	0.0595035	-0.0450602	0.1640672
silicate	Indian	(28.1,28.15]	0.2808015	0.2174500	0.3441530
silicate	Indian	(28.15,28.2]	0.1488722	-0.0498068	0.3475512
silicate	Indian	(28.2, Inf]	-0.2849918	-0.3177160	-0.2522676
silicate	Pacific	(-Inf,26]	-0.0697023	-0.1283208	-0.0110838
silicate	Pacific	(26,26.5]	-0.6826872	-0.7149248	-0.6504496
silicate	Pacific	(26.5,26.75]	-0.5528535	-0.6783282	-0.4273787
silicate	Pacific	(26.75,27]	-0.4836770	-0.5828705	-0.3844835
silicate	Pacific	(27,27.25]	0.3368759	0.2597695	0.4139823
silicate	Pacific	(27.25,27.5]	0.8175584	0.8039724	0.8311445
silicate	Pacific	(27.5,27.75]	0.8732414	0.8620466	0.8844362
silicate	Pacific	(27.75,27.85]	0.8566370	0.8533311	0.8599429
silicate	Pacific	(27.85,27.95]	0.7926757	0.7862082	0.7991433
silicate	Pacific	(27.95,28.05]	0.5764767	0.5457952	0.6071581
silicate	Pacific	(28.05,28.1]	0.2471315	0.2267754	0.2674877
silicate	Pacific	(28.1,28.15]	0.1241677	-0.0374172	0.2857526
silicate	Pacific	(28.15,28.2]	-0.0548724	-0.1618140	0.0520691
silicate	Pacific	(28.2, Inf]	-0.3277465	-0.3549016	-0.3005914
temp	Atlantic	(-Inf,26]	0.1435262	0.0654617	0.2215906
temp	Atlantic	(26,26.5]	0.6563859	0.5491111	0.7636607
temp	Atlantic	(26.5,26.75]	0.7264093	0.5907026	0.8621161
temp	Atlantic	(26.75,27]	0.8656034	0.8145473	0.9166596
temp	Atlantic	(27,27.25]	0.8850851	0.8794032	0.8907670
temp	Atlantic	(27.25,27.5]	0.8620988	0.8430957	0.8811020
temp	Atlantic	(27.5,27.75]	0.7160486	0.6990174	0.7330798
temp	Atlantic	(27.75,27.85]	0.5865115	0.5839042	0.5891188
temp	Atlantic	(27.85,27.95]	0.3812089	0.3454195	0.4169984
temp	Atlantic	(27.95,28.05]	0.5207212	0.5031077	0.5383348
temp	Atlantic	(28.05,28.1]	0.5213467	0.4861796	0.5565138
temp	Atlantic	(28.1,28.15]	0.5651313	0.5546700	0.5755926
temp	Atlantic	(28.15,28.2]	0.6709349	0.6151085	0.7267613
temp	Atlantic	(28.2, Inf]	0.1300747	-0.0100362	0.2701857
temp	Indian	(-Inf,26]	0.1261320	-0.1020484	0.3543124
temp	Indian	(26,26.5]	0.6761537	0.4994737	0.8528337
temp	Indian	(26.5,26.75]	0.6148431	0.5148959	0.7147902
temp	Indian	(26.75,27]	0.7444462	0.6001253	0.8887670
temp	Indian	(27,27.25]	0.7378386	0.6903692	0.7853080
temp	Indian	(27.25,27.5]	0.7424027	0.6278586	0.8569468
temp	Indian	(27.5,27.75]	0.4906706	0.4173816	0.5639596
temp	Indian	(27.75,27.85]	0.3521337	0.2616841	0.4425833
temp	Indian	(27.85,27.95]	0.2905429	0.2277741	0.3533117
temp	Indian	(27.95,28.05]	0.5035894	0.4290670	0.5781118
temp	Indian	(28.05,28.1]	0.5500749	0.4558765	0.6442733
temp	Indian	(28.1,28.15]	0.4920024	0.3719723	0.6120324
temp	Indian	(28.15,28.2]	0.3311181	0.1300208	0.5322154
temp	Indian	(28.2, Inf]	0.1873225	0.0978507	0.2767942
temp	Pacific	(-Inf,26]	-0.3612074	-0.3886755	-0.3337392
temp	Pacific	(26,26.5]	0.4605183	0.3950131	0.5260235
temp	Pacific	(26.5,26.75]	0.3267759	0.1041710	0.5493808
temp	Pacific	(26.75,27]	0.3401387	0.1683810	0.5118964
temp	Pacific	(27,27.25]	-0.2569912	-0.3788194	-0.1351630
temp	Pacific	(27.25,27.5]	-0.5301947	-0.5600698	-0.5003197
temp	Pacific	(27.5,27.75]	-0.4574929	-0.4889325	-0.4260533
temp	Pacific	(27.75,27.85]	-0.4236536	-0.5897367	-0.2575705
temp	Pacific	(27.85,27.95]	-0.3968727	-0.5516715	-0.2420738
temp	Pacific	(27.95,28.05]	-0.2284674	-0.3254277	-0.1315070
temp	Pacific	(28.05,28.1]	-0.0316232	-0.0558690	-0.0073775
temp	Pacific	(28.1,28.15]	0.0842866	-0.0844837	0.2530570
temp	Pacific	(28.15,28.2]	0.0361235	-0.0945905	0.1668374
temp	Pacific	(28.2, Inf]	-0.1532250	-0.1628836	-0.1435665

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/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] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_1.4-1         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.0.2           jsonlite_1.7.1           zip_2.1.1               
[40] car_3.0-10               magrittr_1.5             Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[67] modelr_0.1.8             vctrs_0.3.5              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.18                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_0.1