eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-08-10

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: 26d595c

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 26d595c. 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	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
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 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 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.

3.1 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) %>%
  # head(1) %>% 
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
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
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
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
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
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
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 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)

3.2.2 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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
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,26.5]	0.8779732	0.8695878	0.8863586
aou + nitrate	Atlantic	(26.5,26.75]	0.9445265	0.9345146	0.9545384
aou + nitrate	Atlantic	(26.75,27]	0.9173845	0.9056777	0.9290913
aou + nitrate	Atlantic	(27,27.25]	0.8123058	0.8073454	0.8172661
aou + nitrate	Atlantic	(27.25,27.5]	0.7379295	0.7098804	0.7659786
aou + nitrate	Atlantic	(27.5,27.75]	0.8549495	0.8476296	0.8622693
aou + nitrate	Atlantic	(27.75,27.85]	0.9271625	0.9108795	0.9434455
aou + nitrate	Atlantic	(27.85,27.95]	0.9391633	0.9316752	0.9466515
aou + nitrate	Atlantic	(27.95,28.05]	0.9431486	0.9401095	0.9461877
aou + nitrate	Atlantic	(28.05,28.1]	0.9605773	0.9554530	0.9657017
aou + nitrate	Atlantic	(28.1,28.15]	0.9786334	0.9750819	0.9821849
aou + nitrate	Atlantic	(28.15,28.2]	0.9875100	0.9836611	0.9913589
aou + nitrate	Atlantic	(28.2, Inf]	0.9082428	0.8959402	0.9205455
aou + nitrate	Indian	(-Inf,26.5]	0.9687884	0.9527441	0.9848326
aou + nitrate	Indian	(26.5,26.75]	0.9639025	0.9546385	0.9731665
aou + nitrate	Indian	(26.75,27]	0.9236950	0.9137623	0.9336277
aou + nitrate	Indian	(27,27.25]	0.8316036	0.7839749	0.8792323
aou + nitrate	Indian	(27.25,27.5]	0.8799453	0.8549481	0.9049425
aou + nitrate	Indian	(27.5,27.75]	0.9101820	0.8747741	0.9455898
aou + nitrate	Indian	(27.75,27.85]	0.8582259	0.7913677	0.9250842
aou + nitrate	Indian	(27.85,27.95]	0.8533254	0.8222012	0.8844496
aou + nitrate	Indian	(27.95,28.05]	0.7601721	0.6904991	0.8298451
aou + nitrate	Indian	(28.05,28.1]	0.8717436	0.8218745	0.9216127
aou + nitrate	Indian	(28.1,28.2]	0.8297079	0.7852161	0.8741998
aou + nitrate	Indian	(28.2,28.3]	0.4126871	0.3847626	0.4406115
aou + nitrate	Indian	(28.3, Inf]	0.6231732	0.6015714	0.6447750
aou + nitrate	Pacific	(-Inf,26.5]	0.8885738	0.8785359	0.8986117
aou + nitrate	Pacific	(26.5,26.75]	0.8732689	0.8513384	0.8951994
aou + nitrate	Pacific	(26.75,27]	0.9239530	0.9122744	0.9356315
aou + nitrate	Pacific	(27,27.25]	0.9725884	0.9718317	0.9733451
aou + nitrate	Pacific	(27.25,27.5]	0.9786217	0.9772456	0.9799978
aou + nitrate	Pacific	(27.5,27.75]	0.9828819	0.9828439	0.9829200
aou + nitrate	Pacific	(27.75,27.85]	0.9902751	0.9902543	0.9902959
aou + nitrate	Pacific	(27.85,27.95]	0.9901500	0.9884225	0.9918776
aou + nitrate	Pacific	(27.95,28.05]	0.9816963	0.9784829	0.9849096
aou + nitrate	Pacific	(28.05,28.1]	0.9841230	0.9801779	0.9880681
aou + nitrate	Pacific	(28.1,28.2]	0.9815319	0.9812602	0.9818036
aou + nitrate	Pacific	(28.2,28.3]	-0.0141646	-0.0520730	0.0237438
aou + nitrate	Pacific	(28.3, Inf]	0.6548443	0.6361891	0.6734996
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8928297	-0.9038097	-0.8818498
aou + oxygen	Atlantic	(26.5,26.75]	-0.9629955	-0.9671962	-0.9587947
aou + oxygen	Atlantic	(26.75,27]	-0.9747826	-0.9766566	-0.9729085
aou + oxygen	Atlantic	(27,27.25]	-0.9639652	-0.9681083	-0.9598221
aou + oxygen	Atlantic	(27.25,27.5]	-0.9407554	-0.9463635	-0.9351473
aou + oxygen	Atlantic	(27.5,27.75]	-0.9195135	-0.9210624	-0.9179646
aou + oxygen	Atlantic	(27.75,27.85]	-0.9490361	-0.9606961	-0.9373761
aou + oxygen	Atlantic	(27.85,27.95]	-0.9710704	-0.9747653	-0.9673754
aou + oxygen	Atlantic	(27.95,28.05]	-0.9737735	-0.9738814	-0.9736656
aou + oxygen	Atlantic	(28.05,28.1]	-0.9816222	-0.9821822	-0.9810622
aou + oxygen	Atlantic	(28.1,28.15]	-0.9904233	-0.9915654	-0.9892813
aou + oxygen	Atlantic	(28.15,28.2]	-0.9952826	-0.9964434	-0.9941218
aou + oxygen	Atlantic	(28.2, Inf]	-0.9822988	-0.9824042	-0.9821934
aou + oxygen	Indian	(-Inf,26.5]	-0.9915445	-0.9928137	-0.9902752
aou + oxygen	Indian	(26.5,26.75]	-0.9979330	-0.9983964	-0.9974696
aou + oxygen	Indian	(26.75,27]	-0.9948390	-0.9971618	-0.9925162
aou + oxygen	Indian	(27,27.25]	-0.9940398	-0.9960589	-0.9920206
aou + oxygen	Indian	(27.25,27.5]	-0.9959757	-0.9968689	-0.9950826
aou + oxygen	Indian	(27.5,27.75]	-0.9968897	-0.9973628	-0.9964167
aou + oxygen	Indian	(27.75,27.85]	-0.9973262	-0.9980869	-0.9965655
aou + oxygen	Indian	(27.85,27.95]	-0.9951292	-0.9954986	-0.9947598
aou + oxygen	Indian	(27.95,28.05]	-0.9897896	-0.9908379	-0.9887413
aou + oxygen	Indian	(28.05,28.1]	-0.9878006	-0.9922527	-0.9833485
aou + oxygen	Indian	(28.1,28.2]	-0.9849176	-0.9870571	-0.9827781
aou + oxygen	Indian	(28.2,28.3]	-0.9874186	-0.9876564	-0.9871808
aou + oxygen	Indian	(28.3, Inf]	-0.9972606	-0.9988476	-0.9956735
aou + oxygen	Pacific	(-Inf,26.5]	-0.9319920	-0.9377704	-0.9262136
aou + oxygen	Pacific	(26.5,26.75]	-0.9812637	-0.9825683	-0.9799590
aou + oxygen	Pacific	(26.75,27]	-0.9808896	-0.9843433	-0.9774358
aou + oxygen	Pacific	(27,27.25]	-0.9941204	-0.9942135	-0.9940273
aou + oxygen	Pacific	(27.25,27.5]	-0.9961293	-0.9961561	-0.9961025
aou + oxygen	Pacific	(27.5,27.75]	-0.9964753	-0.9970120	-0.9959386
aou + oxygen	Pacific	(27.75,27.85]	-0.9982653	-0.9990351	-0.9974955
aou + oxygen	Pacific	(27.85,27.95]	-0.9985949	-0.9991323	-0.9980575
aou + oxygen	Pacific	(27.95,28.05]	-0.9979530	-0.9987067	-0.9971992
aou + oxygen	Pacific	(28.05,28.1]	-0.9989577	-0.9991366	-0.9987788
aou + oxygen	Pacific	(28.1,28.2]	-0.9981799	-0.9986460	-0.9977139
aou + oxygen	Pacific	(28.2,28.3]	-0.9620490	-0.9711696	-0.9529284
aou + oxygen	Pacific	(28.3, Inf]	-0.9988808	-0.9989938	-0.9987678
aou + phosphate	Atlantic	(-Inf,26.5]	0.6839853	0.6668485	0.7011222
aou + phosphate	Atlantic	(26.5,26.75]	0.8645706	0.8423671	0.8867740
aou + phosphate	Atlantic	(26.75,27]	0.8476302	0.8204280	0.8748324
aou + phosphate	Atlantic	(27,27.25]	0.7298119	0.7119550	0.7476689
aou + phosphate	Atlantic	(27.25,27.5]	0.6693741	0.6289377	0.7098105
aou + phosphate	Atlantic	(27.5,27.75]	0.8247689	0.8168002	0.8327377
aou + phosphate	Atlantic	(27.75,27.85]	0.9087249	0.8874611	0.9299887
aou + phosphate	Atlantic	(27.85,27.95]	0.9298005	0.9219985	0.9376025
aou + phosphate	Atlantic	(27.95,28.05]	0.9384593	0.9367219	0.9401968
aou + phosphate	Atlantic	(28.05,28.1]	0.9567863	0.9501742	0.9633985
aou + phosphate	Atlantic	(28.1,28.15]	0.9749341	0.9689889	0.9808793
aou + phosphate	Atlantic	(28.15,28.2]	0.9871450	0.9837942	0.9904958
aou + phosphate	Atlantic	(28.2, Inf]	0.9050140	0.8932176	0.9168104
aou + phosphate	Indian	(-Inf,26.5]	0.9905717	0.9875331	0.9936102
aou + phosphate	Indian	(26.5,26.75]	0.9862156	0.9793290	0.9931022
aou + phosphate	Indian	(26.75,27]	0.9502419	0.9281057	0.9723781
aou + phosphate	Indian	(27,27.25]	0.8817586	0.8240438	0.9394733
aou + phosphate	Indian	(27.25,27.5]	0.9295549	0.9073635	0.9517463
aou + phosphate	Indian	(27.5,27.75]	0.9564622	0.9487915	0.9641330
aou + phosphate	Indian	(27.75,27.85]	0.9230359	0.8998476	0.9462242
aou + phosphate	Indian	(27.85,27.95]	0.8660756	0.8408354	0.8913158
aou + phosphate	Indian	(27.95,28.05]	0.7777591	0.7222453	0.8332729
aou + phosphate	Indian	(28.05,28.1]	0.8793214	0.8339372	0.9247056
aou + phosphate	Indian	(28.1,28.2]	0.8175441	0.7790634	0.8560248
aou + phosphate	Indian	(28.2,28.3]	0.3354346	0.2318430	0.4390262
aou + phosphate	Indian	(28.3, Inf]	0.6139101	0.4470588	0.7807614
aou + phosphate	Pacific	(-Inf,26.5]	0.9319386	0.9275273	0.9363498
aou + phosphate	Pacific	(26.5,26.75]	0.9192407	0.9063624	0.9321189
aou + phosphate	Pacific	(26.75,27]	0.9364002	0.9210968	0.9517037
aou + phosphate	Pacific	(27,27.25]	0.9809967	0.9794390	0.9825544
aou + phosphate	Pacific	(27.25,27.5]	0.9839922	0.9839922	0.9839922
aou + phosphate	Pacific	(27.5,27.75]	0.9837374	0.9836181	0.9838568
aou + phosphate	Pacific	(27.75,27.85]	0.9884426	0.9880550	0.9888303
aou + phosphate	Pacific	(27.85,27.95]	0.9885613	0.9883444	0.9887781
aou + phosphate	Pacific	(27.95,28.05]	0.9839922	0.9832971	0.9846872
aou + phosphate	Pacific	(28.05,28.1]	0.9811431	0.9772390	0.9850472
aou + phosphate	Pacific	(28.1,28.2]	0.9753769	0.9751309	0.9756228
aou + phosphate	Pacific	(28.2,28.3]	0.0787113	0.0330251	0.1243976
aou + phosphate	Pacific	(28.3, Inf]	0.4359780	0.2633763	0.6085797
aou + silicate	Atlantic	(-Inf,26.5]	0.5925353	0.5272345	0.6578362
aou + silicate	Atlantic	(26.5,26.75]	0.8398187	0.8107869	0.8688505
aou + silicate	Atlantic	(26.75,27]	0.8385913	0.8329101	0.8442726
aou + silicate	Atlantic	(27,27.25]	0.7021088	0.6972616	0.7069561
aou + silicate	Atlantic	(27.25,27.5]	0.4477945	0.3883564	0.5072326
aou + silicate	Atlantic	(27.5,27.75]	0.5944680	0.5643458	0.6245903
aou + silicate	Atlantic	(27.75,27.85]	0.8235749	0.8063864	0.8407635
aou + silicate	Atlantic	(27.85,27.95]	0.8686628	0.8638975	0.8734280
aou + silicate	Atlantic	(27.95,28.05]	0.9181366	0.9156469	0.9206264
aou + silicate	Atlantic	(28.05,28.1]	0.9620317	0.9549734	0.9690900
aou + silicate	Atlantic	(28.1,28.15]	0.9764157	0.9717170	0.9811144
aou + silicate	Atlantic	(28.15,28.2]	0.9855413	0.9848533	0.9862293
aou + silicate	Atlantic	(28.2, Inf]	0.9042455	0.9006866	0.9078045
aou + silicate	Indian	(-Inf,26.5]	0.9352241	0.9158808	0.9545673
aou + silicate	Indian	(26.5,26.75]	0.9624370	0.9547094	0.9701645
aou + silicate	Indian	(26.75,27]	0.9738225	0.9728861	0.9747589
aou + silicate	Indian	(27,27.25]	0.9067541	0.9055520	0.9079562
aou + silicate	Indian	(27.25,27.5]	0.8813156	0.8592219	0.9034094
aou + silicate	Indian	(27.5,27.75]	0.8654955	0.8409791	0.8900119
aou + silicate	Indian	(27.75,27.85]	0.8649169	0.8339423	0.8958916
aou + silicate	Indian	(27.85,27.95]	0.8226414	0.7924736	0.8528091
aou + silicate	Indian	(27.95,28.05]	0.8423556	0.8071913	0.8775198
aou + silicate	Indian	(28.05,28.1]	0.9414669	0.9303583	0.9525755
aou + silicate	Indian	(28.1,28.2]	0.8040394	0.7936689	0.8144100
aou + silicate	Indian	(28.2,28.3]	0.4358920	0.3048179	0.5669660
aou + silicate	Indian	(28.3, Inf]	0.6424047	0.5170202	0.7677892
aou + silicate	Pacific	(-Inf,26.5]	0.7036988	0.6922459	0.7151516
aou + silicate	Pacific	(26.5,26.75]	0.4814636	0.4654663	0.4974609
aou + silicate	Pacific	(26.75,27]	0.6801973	0.6658004	0.6945941
aou + silicate	Pacific	(27,27.25]	0.8894845	0.8838445	0.8951246
aou + silicate	Pacific	(27.25,27.5]	0.9219808	0.9201519	0.9238096
aou + silicate	Pacific	(27.5,27.75]	0.9373294	0.9325564	0.9421024
aou + silicate	Pacific	(27.75,27.85]	0.9755290	0.9747155	0.9763425
aou + silicate	Pacific	(27.85,27.95]	0.9695531	0.9668832	0.9722231
aou + silicate	Pacific	(27.95,28.05]	0.9568246	0.9520529	0.9615963
aou + silicate	Pacific	(28.05,28.1]	0.9652541	0.9589061	0.9716021
aou + silicate	Pacific	(28.1,28.2]	0.9373393	0.9283992	0.9462795
aou + silicate	Pacific	(28.2,28.3]	-0.0179266	-0.2266030	0.1907499
aou + silicate	Pacific	(28.3, Inf]	0.8540711	0.7769045	0.9312377
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8079787	0.7560762	0.8598811
nitrate + silicate	Atlantic	(26.5,26.75]	0.9264497	0.8944855	0.9584139
nitrate + silicate	Atlantic	(26.75,27]	0.9298738	0.9178633	0.9418842
nitrate + silicate	Atlantic	(27,27.25]	0.9163683	0.9135254	0.9192112
nitrate + silicate	Atlantic	(27.25,27.5]	0.8559309	0.8378849	0.8739769
nitrate + silicate	Atlantic	(27.5,27.75]	0.8693511	0.8601848	0.8785174
nitrate + silicate	Atlantic	(27.75,27.85]	0.9493886	0.9472915	0.9514856
nitrate + silicate	Atlantic	(27.85,27.95]	0.9706364	0.9689162	0.9723567
nitrate + silicate	Atlantic	(27.95,28.05]	0.9825653	0.9815489	0.9835816
nitrate + silicate	Atlantic	(28.05,28.1]	0.9907254	0.9905988	0.9908521
nitrate + silicate	Atlantic	(28.1,28.15]	0.9922512	0.9918910	0.9926114
nitrate + silicate	Atlantic	(28.15,28.2]	0.9931714	0.9930125	0.9933302
nitrate + silicate	Atlantic	(28.2, Inf]	0.9855607	0.9833740	0.9877475
nitrate + silicate	Indian	(-Inf,26.5]	0.9461872	0.9345357	0.9578386
nitrate + silicate	Indian	(26.5,26.75]	0.9541320	0.9462243	0.9620397
nitrate + silicate	Indian	(26.75,27]	0.9356446	0.9251535	0.9461357
nitrate + silicate	Indian	(27,27.25]	0.9187184	0.9083139	0.9291228
nitrate + silicate	Indian	(27.25,27.5]	0.9183991	0.9136602	0.9231379
nitrate + silicate	Indian	(27.5,27.75]	0.8428910	0.8425650	0.8432169
nitrate + silicate	Indian	(27.75,27.85]	0.7862877	0.7277008	0.8448745
nitrate + silicate	Indian	(27.85,27.95]	0.8495215	0.8386859	0.8603571
nitrate + silicate	Indian	(27.95,28.05]	0.8838647	0.8689158	0.8988135
nitrate + silicate	Indian	(28.05,28.1]	0.9369429	0.9205986	0.9532871
nitrate + silicate	Indian	(28.1,28.2]	0.8685973	0.8569729	0.8802218
nitrate + silicate	Indian	(28.2,28.3]	0.4180855	0.3452414	0.4909296
nitrate + silicate	Indian	(28.3, Inf]	0.6695791	0.6625200	0.6766381
nitrate + silicate	Pacific	(-Inf,26.5]	0.8491275	0.8361105	0.8621446
nitrate + silicate	Pacific	(26.5,26.75]	0.7259142	0.7078022	0.7440262
nitrate + silicate	Pacific	(26.75,27]	0.8106588	0.7978352	0.8234824
nitrate + silicate	Pacific	(27,27.25]	0.8993372	0.8911159	0.9075585
nitrate + silicate	Pacific	(27.25,27.5]	0.8940454	0.8932306	0.8948601
nitrate + silicate	Pacific	(27.5,27.75]	0.9055649	0.9047435	0.9063863
nitrate + silicate	Pacific	(27.75,27.85]	0.9566359	0.9554071	0.9578646
nitrate + silicate	Pacific	(27.85,27.95]	0.9635219	0.9574958	0.9695480
nitrate + silicate	Pacific	(27.95,28.05]	0.9568938	0.9419854	0.9718021
nitrate + silicate	Pacific	(28.05,28.1]	0.9646504	0.9557002	0.9736006
nitrate + silicate	Pacific	(28.1,28.2]	0.9558955	0.9557984	0.9559925
nitrate + silicate	Pacific	(28.2,28.3]	0.5028821	0.4090009	0.5967633
nitrate + silicate	Pacific	(28.3, Inf]	0.7820481	0.6954869	0.8686094
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.5986514	-0.6230908	-0.5742119
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8287392	-0.8567528	-0.8007255
oxygen + nitrate	Atlantic	(26.75,27]	-0.8111202	-0.8341355	-0.7881048
oxygen + nitrate	Atlantic	(27,27.25]	-0.6427882	-0.6442341	-0.6413422
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4897994	-0.5194929	-0.4601059
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6075748	-0.6249307	-0.5902189
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7719509	-0.8217810	-0.7221208
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8378616	-0.8569840	-0.8187393
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8520159	-0.8566216	-0.8474102
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8968334	-0.9065268	-0.8871399
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9455299	-0.9545254	-0.9365343
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9769896	-0.9821323	-0.9718470
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8342719	-0.8491841	-0.8193597
oxygen + nitrate	Indian	(-Inf,26.5]	-0.9380962	-0.9550939	-0.9210984
oxygen + nitrate	Indian	(26.5,26.75]	-0.9478261	-0.9564396	-0.9392127
oxygen + nitrate	Indian	(26.75,27]	-0.8827283	-0.9061432	-0.8593135
oxygen + nitrate	Indian	(27,27.25]	-0.7694477	-0.8359292	-0.7029661
oxygen + nitrate	Indian	(27.25,27.5]	-0.8397473	-0.8715513	-0.8079432
oxygen + nitrate	Indian	(27.5,27.75]	-0.8901209	-0.9296622	-0.8505797
oxygen + nitrate	Indian	(27.75,27.85]	-0.8389414	-0.9124767	-0.7654061
oxygen + nitrate	Indian	(27.85,27.95]	-0.8101278	-0.8454025	-0.7748532
oxygen + nitrate	Indian	(27.95,28.05]	-0.6687148	-0.7521136	-0.5853159
oxygen + nitrate	Indian	(28.05,28.1]	-0.7915559	-0.8693132	-0.7137986
oxygen + nitrate	Indian	(28.1,28.2]	-0.7328495	-0.7929086	-0.6727904
oxygen + nitrate	Indian	(28.2,28.3]	-0.2946153	-0.3315188	-0.2577119
oxygen + nitrate	Indian	(28.3, Inf]	-0.5902575	-0.6313253	-0.5491897
oxygen + nitrate	Pacific	(-Inf,26.5]	-0.6867525	-0.7129373	-0.6605678
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7798178	-0.8126641	-0.7469715
oxygen + nitrate	Pacific	(26.75,27]	-0.8440839	-0.8706781	-0.8174898
oxygen + nitrate	Pacific	(27,27.25]	-0.9494379	-0.9503451	-0.9485308
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9683509	-0.9704789	-0.9662228
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9765667	-0.9782453	-0.9748882
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9878804	-0.9902938	-0.9854670
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9881428	-0.9883174	-0.9879682
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9747007	-0.9747163	-0.9746850
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9789963	-0.9824805	-0.9755120
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9725881	-0.9746474	-0.9705287
oxygen + nitrate	Pacific	(28.2,28.3]	0.1569606	0.1170080	0.1969132
oxygen + nitrate	Pacific	(28.3, Inf]	-0.6471679	-0.6718024	-0.6225333
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.3163749	-0.3595261	-0.2732236
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7020248	-0.7469102	-0.6571394
oxygen + phosphate	Atlantic	(26.75,27]	-0.7130467	-0.7557865	-0.6703069
oxygen + phosphate	Atlantic	(27,27.25]	-0.5346196	-0.5465642	-0.5226750
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3978035	-0.4386522	-0.3569547
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5562082	-0.5731543	-0.5392621
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7392615	-0.7975418	-0.6809813
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8214263	-0.8415927	-0.8012600
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8433801	-0.8463517	-0.8404085
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8897085	-0.9011206	-0.8782964
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9384921	-0.9506443	-0.9263399
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9759781	-0.9803084	-0.9716477
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8301927	-0.8445504	-0.8158351
oxygen + phosphate	Indian	(-Inf,26.5]	-0.9684758	-0.9783170	-0.9586345
oxygen + phosphate	Indian	(26.5,26.75]	-0.9761561	-0.9881324	-0.9641797
oxygen + phosphate	Indian	(26.75,27]	-0.9164800	-0.9552792	-0.8776809
oxygen + phosphate	Indian	(27,27.25]	-0.8295063	-0.9104143	-0.7485983
oxygen + phosphate	Indian	(27.25,27.5]	-0.8988906	-0.9318079	-0.8659733
oxygen + phosphate	Indian	(27.5,27.75]	-0.9452061	-0.9565925	-0.9338197
oxygen + phosphate	Indian	(27.75,27.85]	-0.9040869	-0.9325834	-0.8755905
oxygen + phosphate	Indian	(27.85,27.95]	-0.8192540	-0.8493013	-0.7892068
oxygen + phosphate	Indian	(27.95,28.05]	-0.6870405	-0.7560059	-0.6180751
oxygen + phosphate	Indian	(28.05,28.1]	-0.8024522	-0.8760582	-0.7288463
oxygen + phosphate	Indian	(28.1,28.2]	-0.7239928	-0.7787338	-0.6692518
oxygen + phosphate	Indian	(28.2,28.3]	-0.2285281	-0.3315433	-0.1255130
oxygen + phosphate	Indian	(28.3, Inf]	-0.5915531	-0.7692928	-0.4138134
oxygen + phosphate	Pacific	(-Inf,26.5]	-0.7578402	-0.7754337	-0.7402468
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8334912	-0.8552477	-0.8117347
oxygen + phosphate	Pacific	(26.75,27]	-0.8572941	-0.8893604	-0.8252278
oxygen + phosphate	Pacific	(27,27.25]	-0.9596288	-0.9621956	-0.9570621
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9751289	-0.9755058	-0.9747521
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9795103	-0.9805871	-0.9784336
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9875641	-0.9900911	-0.9850372
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9870772	-0.9885073	-0.9856470
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9773451	-0.9813634	-0.9733268
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9758832	-0.9791545	-0.9726120
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9661526	-0.9686535	-0.9636517
oxygen + phosphate	Pacific	(28.2,28.3]	0.0648366	0.0637695	0.0659038
oxygen + phosphate	Pacific	(28.3, Inf]	-0.4278905	-0.6041842	-0.2515968
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.2689004	-0.3526384	-0.1851623
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6966919	-0.7187861	-0.6745977
oxygen + silicate	Atlantic	(26.75,27]	-0.7242583	-0.7254744	-0.7230421
oxygen + silicate	Atlantic	(27,27.25]	-0.5180113	-0.5221974	-0.5138253
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1590618	-0.2131125	-0.1050111
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2843517	-0.3282134	-0.2404900
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6389207	-0.6850274	-0.5928141
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7396517	-0.7543415	-0.7249620
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8109126	-0.8149571	-0.8068681
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8976193	-0.9109585	-0.8842800
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9427342	-0.9532218	-0.9322467
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9780709	-0.9784341	-0.9777078
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8334893	-0.8357968	-0.8311818
oxygen + silicate	Indian	(-Inf,26.5]	-0.9088843	-0.9326616	-0.8851071
oxygen + silicate	Indian	(26.5,26.75]	-0.9529503	-0.9621463	-0.9437544
oxygen + silicate	Indian	(26.75,27]	-0.9593449	-0.9613935	-0.9572962
oxygen + silicate	Indian	(27,27.25]	-0.8654325	-0.8762530	-0.8546120
oxygen + silicate	Indian	(27.25,27.5]	-0.8433700	-0.8644616	-0.8222783
oxygen + silicate	Indian	(27.5,27.75]	-0.8329245	-0.8583382	-0.8075107
oxygen + silicate	Indian	(27.75,27.85]	-0.8401931	-0.8756989	-0.8046872
oxygen + silicate	Indian	(27.85,27.95]	-0.7731673	-0.8093381	-0.7369965
oxygen + silicate	Indian	(27.95,28.05]	-0.7694550	-0.8167937	-0.7221164
oxygen + silicate	Indian	(28.05,28.1]	-0.8911023	-0.9185322	-0.8636725
oxygen + silicate	Indian	(28.1,28.2]	-0.7202783	-0.7286165	-0.7119401
oxygen + silicate	Indian	(28.2,28.3]	-0.3692141	-0.4993951	-0.2390330
oxygen + silicate	Indian	(28.3, Inf]	-0.6003590	-0.7464721	-0.4542458
oxygen + silicate	Pacific	(-Inf,26.5]	-0.4799274	-0.5159776	-0.4438771
oxygen + silicate	Pacific	(26.5,26.75]	-0.3267738	-0.3536683	-0.2998793
oxygen + silicate	Pacific	(26.75,27]	-0.5415243	-0.5743021	-0.5087464
oxygen + silicate	Pacific	(27,27.25]	-0.8428196	-0.8493517	-0.8362875
oxygen + silicate	Pacific	(27.25,27.5]	-0.8908677	-0.8929827	-0.8887526
oxygen + silicate	Pacific	(27.5,27.75]	-0.9123611	-0.9203402	-0.9043820
oxygen + silicate	Pacific	(27.75,27.85]	-0.9683229	-0.9721353	-0.9645104
oxygen + silicate	Pacific	(27.85,27.95]	-0.9624806	-0.9644516	-0.9605096
oxygen + silicate	Pacific	(27.95,28.05]	-0.9426556	-0.9458557	-0.9394555
oxygen + silicate	Pacific	(28.05,28.1]	-0.9560850	-0.9629619	-0.9492081
oxygen + silicate	Pacific	(28.1,28.2]	-0.9177766	-0.9305214	-0.9050319
oxygen + silicate	Pacific	(28.2,28.3]	0.2353502	-0.0042513	0.4749516
oxygen + silicate	Pacific	(28.3, Inf]	-0.8471819	-0.9246348	-0.7697291
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.8994775	0.8814368	0.9175181
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9728128	0.9698291	0.9757964
phosphate + nitrate	Atlantic	(26.75,27]	0.9823366	0.9788688	0.9858043
phosphate + nitrate	Atlantic	(27,27.25]	0.9842908	0.9823442	0.9862374
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9891567	0.9886414	0.9896720
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9930425	0.9921453	0.9939396
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9954721	0.9941787	0.9967654
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9962020	0.9955167	0.9968873
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9961363	0.9954883	0.9967844
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9962004	0.9959330	0.9964678
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9970026	0.9968825	0.9971226
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9983942	0.9983649	0.9984235
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9974029	0.9971845	0.9976213
phosphate + nitrate	Indian	(-Inf,26.5]	0.9741008	0.9506829	0.9975187
phosphate + nitrate	Indian	(26.5,26.75]	0.9760856	0.9547138	0.9974575
phosphate + nitrate	Indian	(26.75,27]	0.9784073	0.9620510	0.9947635
phosphate + nitrate	Indian	(27,27.25]	0.9653062	0.9516376	0.9789747
phosphate + nitrate	Indian	(27.25,27.5]	0.9589450	0.9573726	0.9605173
phosphate + nitrate	Indian	(27.5,27.75]	0.9468258	0.9192601	0.9743914
phosphate + nitrate	Indian	(27.75,27.85]	0.9332058	0.8929077	0.9735039
phosphate + nitrate	Indian	(27.85,27.95]	0.9627932	0.9531128	0.9724737
phosphate + nitrate	Indian	(27.95,28.05]	0.9784484	0.9705737	0.9863232
phosphate + nitrate	Indian	(28.05,28.1]	0.9848803	0.9812403	0.9885203
phosphate + nitrate	Indian	(28.1,28.2]	0.9568034	0.9508360	0.9627708
phosphate + nitrate	Indian	(28.2,28.3]	0.7478456	0.7365634	0.7591277
phosphate + nitrate	Indian	(28.3, Inf]	0.7175064	0.7154568	0.7195561
phosphate + nitrate	Pacific	(-Inf,26.5]	0.9684972	0.9630059	0.9739886
phosphate + nitrate	Pacific	(26.5,26.75]	0.9439597	0.9371109	0.9508084
phosphate + nitrate	Pacific	(26.75,27]	0.9769954	0.9763942	0.9775966
phosphate + nitrate	Pacific	(27,27.25]	0.9876721	0.9869684	0.9883758
phosphate + nitrate	Pacific	(27.25,27.5]	0.9907914	0.9900841	0.9914987
phosphate + nitrate	Pacific	(27.5,27.75]	0.9934193	0.9930931	0.9937454
phosphate + nitrate	Pacific	(27.75,27.85]	0.9934941	0.9927666	0.9942217
phosphate + nitrate	Pacific	(27.85,27.95]	0.9925295	0.9904568	0.9946022
phosphate + nitrate	Pacific	(27.95,28.05]	0.9877599	0.9815862	0.9939336
phosphate + nitrate	Pacific	(28.05,28.1]	0.9851019	0.9798423	0.9903616
phosphate + nitrate	Pacific	(28.1,28.2]	0.9803884	0.9767522	0.9840246
phosphate + nitrate	Pacific	(28.2,28.3]	0.4237326	0.4010624	0.4464028
phosphate + nitrate	Pacific	(28.3, Inf]	0.6716165	0.5877234	0.7555096
phosphate + silicate	Atlantic	(-Inf,26.5]	0.8788358	0.8386195	0.9190521
phosphate + silicate	Atlantic	(26.5,26.75]	0.9296756	0.9051782	0.9541730
phosphate + silicate	Atlantic	(26.75,27]	0.9331316	0.9266053	0.9396579
phosphate + silicate	Atlantic	(27,27.25]	0.9321176	0.9305235	0.9337118
phosphate + silicate	Atlantic	(27.25,27.5]	0.8901446	0.8760238	0.9042654
phosphate + silicate	Atlantic	(27.5,27.75]	0.8899538	0.8807899	0.8991178
phosphate + silicate	Atlantic	(27.75,27.85]	0.9564336	0.9556853	0.9571820
phosphate + silicate	Atlantic	(27.85,27.95]	0.9750577	0.9734721	0.9766433
phosphate + silicate	Atlantic	(27.95,28.05]	0.9849833	0.9836586	0.9863081
phosphate + silicate	Atlantic	(28.05,28.1]	0.9917396	0.9914779	0.9920014
phosphate + silicate	Atlantic	(28.1,28.15]	0.9933672	0.9929182	0.9938162
phosphate + silicate	Atlantic	(28.15,28.2]	0.9927787	0.9925740	0.9929834
phosphate + silicate	Atlantic	(28.2, Inf]	0.9855876	0.9830527	0.9881225
phosphate + silicate	Indian	(-Inf,26.5]	0.9390705	0.9204185	0.9577225
phosphate + silicate	Indian	(26.5,26.75]	0.9636015	0.9598634	0.9673395
phosphate + silicate	Indian	(26.75,27]	0.9512782	0.9399719	0.9625845
phosphate + silicate	Indian	(27,27.25]	0.9292815	0.9227029	0.9358601
phosphate + silicate	Indian	(27.25,27.5]	0.9126409	0.8820975	0.9431844
phosphate + silicate	Indian	(27.5,27.75]	0.8600390	0.8167857	0.9032923
phosphate + silicate	Indian	(27.75,27.85]	0.8875498	0.8784624	0.8966372
phosphate + silicate	Indian	(27.85,27.95]	0.9100126	0.9081969	0.9118282
phosphate + silicate	Indian	(27.95,28.05]	0.9108661	0.9045353	0.9171969
phosphate + silicate	Indian	(28.05,28.1]	0.9407728	0.9275575	0.9539881
phosphate + silicate	Indian	(28.1,28.2]	0.8477219	0.8410423	0.8544014
phosphate + silicate	Indian	(28.2,28.3]	0.3867272	0.2518738	0.5215806
phosphate + silicate	Indian	(28.3, Inf]	0.5969716	0.4630068	0.7309363
phosphate + silicate	Pacific	(-Inf,26.5]	0.8095482	0.8009710	0.8181254
phosphate + silicate	Pacific	(26.5,26.75]	0.6774553	0.6576303	0.6972803
phosphate + silicate	Pacific	(26.75,27]	0.8062718	0.7887160	0.8238277
phosphate + silicate	Pacific	(27,27.25]	0.9053615	0.8953009	0.9154221
phosphate + silicate	Pacific	(27.25,27.5]	0.8984647	0.8933554	0.9035741
phosphate + silicate	Pacific	(27.5,27.75]	0.9026323	0.8978965	0.9073682
phosphate + silicate	Pacific	(27.75,27.85]	0.9573874	0.9572679	0.9575069
phosphate + silicate	Pacific	(27.85,27.95]	0.9677860	0.9637705	0.9718015
phosphate + silicate	Pacific	(27.95,28.05]	0.9642990	0.9572074	0.9713907
phosphate + silicate	Pacific	(28.05,28.1]	0.9626679	0.9527483	0.9725876
phosphate + silicate	Pacific	(28.1,28.2]	0.9507126	0.9481192	0.9533060
phosphate + silicate	Pacific	(28.2,28.3]	0.4190757	0.3568201	0.4813314
phosphate + silicate	Pacific	(28.3, Inf]	0.6612353	0.6297166	0.6927540
sal + aou	Atlantic	(-Inf,26.5]	-0.0876535	-0.0881232	-0.0871838
sal + aou	Atlantic	(26.5,26.75]	-0.2687526	-0.3059365	-0.2315688
sal + aou	Atlantic	(26.75,27]	-0.2046691	-0.2912130	-0.1181252
sal + aou	Atlantic	(27,27.25]	-0.0296169	-0.0884569	0.0292232
sal + aou	Atlantic	(27.25,27.5]	-0.0503285	-0.1277543	0.0270973
sal + aou	Atlantic	(27.5,27.75]	-0.3632138	-0.3717749	-0.3546528
sal + aou	Atlantic	(27.75,27.85]	-0.3879037	-0.4907536	-0.2850538
sal + aou	Atlantic	(27.85,27.95]	-0.4469066	-0.5217783	-0.3720349
sal + aou	Atlantic	(27.95,28.05]	-0.6044675	-0.6545754	-0.5543597
sal + aou	Atlantic	(28.05,28.1]	-0.7402252	-0.7429079	-0.7375426
sal + aou	Atlantic	(28.1,28.15]	-0.8134612	-0.8264282	-0.8004942
sal + aou	Atlantic	(28.15,28.2]	-0.9164075	-0.9270573	-0.9057576
sal + aou	Atlantic	(28.2, Inf]	-0.7131004	-0.7679977	-0.6582030
sal + aou	Indian	(-Inf,26.5]	-0.6347508	-0.8006426	-0.4688590
sal + aou	Indian	(26.5,26.75]	-0.2253022	-0.4427620	-0.0078424
sal + aou	Indian	(26.75,27]	0.4785755	0.2998807	0.6572703
sal + aou	Indian	(27,27.25]	0.8704189	0.8570124	0.8838254
sal + aou	Indian	(27.25,27.5]	0.9478209	0.9308232	0.9648186
sal + aou	Indian	(27.5,27.75]	0.9592197	0.9545152	0.9639243
sal + aou	Indian	(27.75,27.85]	0.9414593	0.9209199	0.9619987
sal + aou	Indian	(27.85,27.95]	0.9091653	0.9024040	0.9159267
sal + aou	Indian	(27.95,28.05]	0.7184253	0.7127718	0.7240787
sal + aou	Indian	(28.05,28.1]	0.2893811	0.2298515	0.3489106
sal + aou	Indian	(28.1,28.2]	0.2923053	0.2775543	0.3070563
sal + aou	Indian	(28.2,28.3]	0.7971625	0.7811198	0.8132052
sal + aou	Indian	(28.3, Inf]	0.8708203	0.8348946	0.9067460
sal + aou	Pacific	(-Inf,26.5]	-0.1839236	-0.1980544	-0.1697929
sal + aou	Pacific	(26.5,26.75]	0.0854405	0.0584185	0.1124625
sal + aou	Pacific	(26.75,27]	-0.1167598	-0.1276529	-0.1058666
sal + aou	Pacific	(27,27.25]	-0.2077157	-0.2080127	-0.2074187
sal + aou	Pacific	(27.25,27.5]	0.0030757	-0.0144951	0.0206464
sal + aou	Pacific	(27.5,27.75]	0.0054282	-0.0319993	0.0428557
sal + aou	Pacific	(27.75,27.85]	-0.2304872	-0.4350376	-0.0259368
sal + aou	Pacific	(27.85,27.95]	-0.4581080	-0.6328144	-0.2834017
sal + aou	Pacific	(27.95,28.05]	-0.6566729	-0.7747838	-0.5385620
sal + aou	Pacific	(28.05,28.1]	-0.8850686	-0.8959183	-0.8742189
sal + aou	Pacific	(28.1,28.2]	-0.8502115	-0.8952909	-0.8051322
sal + aou	Pacific	(28.2,28.3]	0.8472810	0.8257735	0.8687886
sal + aou	Pacific	(28.3, Inf]	0.7567596	0.5773366	0.9361826
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4506370	-0.4738571	-0.4274169
sal + nitrate	Atlantic	(26.5,26.75]	-0.5344576	-0.5388590	-0.5300561
sal + nitrate	Atlantic	(26.75,27]	-0.5502612	-0.5989533	-0.5015691
sal + nitrate	Atlantic	(27,27.25]	-0.5635103	-0.5978824	-0.5291382
sal + nitrate	Atlantic	(27.25,27.5]	-0.6598485	-0.6717589	-0.6479381
sal + nitrate	Atlantic	(27.5,27.75]	-0.7354645	-0.7588961	-0.7120329
sal + nitrate	Atlantic	(27.75,27.85]	-0.6615828	-0.7194739	-0.6036916
sal + nitrate	Atlantic	(27.85,27.95]	-0.6830359	-0.7356656	-0.6304063
sal + nitrate	Atlantic	(27.95,28.05]	-0.8023607	-0.8372708	-0.7674506
sal + nitrate	Atlantic	(28.05,28.1]	-0.8721178	-0.8816941	-0.8625414
sal + nitrate	Atlantic	(28.1,28.15]	-0.8935854	-0.8958716	-0.8912991
sal + nitrate	Atlantic	(28.15,28.2]	-0.9492120	-0.9493702	-0.9490537
sal + nitrate	Atlantic	(28.2, Inf]	-0.9289859	-0.9453795	-0.9125923
sal + nitrate	Indian	(-Inf,26.5]	-0.7643543	-0.8622260	-0.6664826
sal + nitrate	Indian	(26.5,26.75]	-0.4436657	-0.6119265	-0.2754049
sal + nitrate	Indian	(26.75,27]	0.1305340	-0.0973698	0.3584377
sal + nitrate	Indian	(27,27.25]	0.4738198	0.3717680	0.5758717
sal + nitrate	Indian	(27.25,27.5]	0.7296307	0.7262943	0.7329671
sal + nitrate	Indian	(27.5,27.75]	0.8360978	0.7944121	0.8777836
sal + nitrate	Indian	(27.75,27.85]	0.6964813	0.5684692	0.8244935
sal + nitrate	Indian	(27.85,27.95]	0.5907579	0.5331721	0.6483437
sal + nitrate	Indian	(27.95,28.05]	0.1244920	0.0326592	0.2163248
sal + nitrate	Indian	(28.05,28.1]	-0.1734780	-0.3306303	-0.0163258
sal + nitrate	Indian	(28.1,28.2]	-0.1899538	-0.2779310	-0.1019765
sal + nitrate	Indian	(28.2,28.3]	-0.0154044	-0.0281946	-0.0026143
sal + nitrate	Indian	(28.3, Inf]	0.5300291	0.5053851	0.5546732
sal + nitrate	Pacific	(-Inf,26.5]	-0.4833690	-0.4920801	-0.4746580
sal + nitrate	Pacific	(26.5,26.75]	-0.3062551	-0.3701307	-0.2423795
sal + nitrate	Pacific	(26.75,27]	-0.3987956	-0.4416430	-0.3559481
sal + nitrate	Pacific	(27,27.25]	-0.3260882	-0.3282136	-0.3239627
sal + nitrate	Pacific	(27.25,27.5]	-0.0181877	-0.0311013	-0.0052741
sal + nitrate	Pacific	(27.5,27.75]	-0.0113257	-0.0327295	0.0100782
sal + nitrate	Pacific	(27.75,27.85]	-0.2390017	-0.4103415	-0.0676619
sal + nitrate	Pacific	(27.85,27.95]	-0.4742417	-0.6221292	-0.3263541
sal + nitrate	Pacific	(27.95,28.05]	-0.7109056	-0.7980898	-0.6237214
sal + nitrate	Pacific	(28.05,28.1]	-0.9165617	-0.9227476	-0.9103758
sal + nitrate	Pacific	(28.1,28.2]	-0.8947710	-0.9254322	-0.8641099
sal + nitrate	Pacific	(28.2,28.3]	0.0053331	-0.0370490	0.0477153
sal + nitrate	Pacific	(28.3, Inf]	0.4375613	0.3193151	0.5558075
sal + oxygen	Atlantic	(-Inf,26.5]	-0.3479308	-0.3670345	-0.3288271
sal + oxygen	Atlantic	(26.5,26.75]	0.0037441	-0.0507527	0.0582409
sal + oxygen	Atlantic	(26.75,27]	-0.0122360	-0.1085290	0.0840569
sal + oxygen	Atlantic	(27,27.25]	-0.2300936	-0.2721004	-0.1880867
sal + oxygen	Atlantic	(27.25,27.5]	-0.2814298	-0.3395092	-0.2233505
sal + oxygen	Atlantic	(27.5,27.75]	-0.0182486	-0.0239373	-0.0125599
sal + oxygen	Atlantic	(27.75,27.85]	0.0884503	-0.0587935	0.2356941
sal + oxygen	Atlantic	(27.85,27.95]	0.2322891	0.1353547	0.3292234
sal + oxygen	Atlantic	(27.95,28.05]	0.4217164	0.3653627	0.4780702
sal + oxygen	Atlantic	(28.05,28.1]	0.6040385	0.5984718	0.6096053
sal + oxygen	Atlantic	(28.1,28.15]	0.7280349	0.7066782	0.7493917
sal + oxygen	Atlantic	(28.15,28.2]	0.8844512	0.8737024	0.8951999
sal + oxygen	Atlantic	(28.2, Inf]	0.6004817	0.5417681	0.6591952
sal + oxygen	Indian	(-Inf,26.5]	0.5819486	0.4080683	0.7558289
sal + oxygen	Indian	(26.5,26.75]	0.1684163	-0.0443041	0.3811367
sal + oxygen	Indian	(26.75,27]	-0.5607670	-0.7091351	-0.4123990
sal + oxygen	Indian	(27,27.25]	-0.9146592	-0.9165599	-0.9127585
sal + oxygen	Indian	(27.25,27.5]	-0.9657334	-0.9819048	-0.9495619
sal + oxygen	Indian	(27.5,27.75]	-0.9626131	-0.9632973	-0.9619288
sal + oxygen	Indian	(27.75,27.85]	-0.9474779	-0.9651455	-0.9298103
sal + oxygen	Indian	(27.85,27.95]	-0.9302630	-0.9331266	-0.9273995
sal + oxygen	Indian	(27.95,28.05]	-0.7992495	-0.8098139	-0.7886851
sal + oxygen	Indian	(28.05,28.1]	-0.4260943	-0.4549449	-0.3972436
sal + oxygen	Indian	(28.1,28.2]	-0.4294866	-0.4296134	-0.4293597
sal + oxygen	Indian	(28.2,28.3]	-0.8561887	-0.8655252	-0.8468521
sal + oxygen	Indian	(28.3, Inf]	-0.8696155	-0.9038744	-0.8353565
sal + oxygen	Pacific	(-Inf,26.5]	-0.1234868	-0.1580922	-0.0888814
sal + oxygen	Pacific	(26.5,26.75]	-0.2702545	-0.2894470	-0.2510621
sal + oxygen	Pacific	(26.75,27]	-0.0717779	-0.0785857	-0.0649701
sal + oxygen	Pacific	(27,27.25]	0.1072945	0.1071629	0.1074262
sal + oxygen	Pacific	(27.25,27.5]	-0.0744375	-0.0917107	-0.0571643
sal + oxygen	Pacific	(27.5,27.75]	-0.0516397	-0.0939830	-0.0092964
sal + oxygen	Pacific	(27.75,27.85]	0.1909009	-0.0300505	0.4118522
sal + oxygen	Pacific	(27.85,27.95]	0.4337809	0.2422819	0.6252799
sal + oxygen	Pacific	(27.95,28.05]	0.6329586	0.4945053	0.7714119
sal + oxygen	Pacific	(28.05,28.1]	0.8740092	0.8578377	0.8901806
sal + oxygen	Pacific	(28.1,28.2]	0.8241401	0.7709538	0.8773264
sal + oxygen	Pacific	(28.2,28.3]	-0.8414880	-0.8614021	-0.8215739
sal + oxygen	Pacific	(28.3, Inf]	-0.7479186	-0.9285597	-0.5672774
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7438416	-0.7524513	-0.7352318
sal + phosphate	Atlantic	(26.5,26.75]	-0.7007478	-0.7079278	-0.6935679
sal + phosphate	Atlantic	(26.75,27]	-0.6778468	-0.7040620	-0.6516316
sal + phosphate	Atlantic	(27,27.25]	-0.6770461	-0.6965713	-0.6575209
sal + phosphate	Atlantic	(27.25,27.5]	-0.7360271	-0.7408446	-0.7312097
sal + phosphate	Atlantic	(27.5,27.75]	-0.7790845	-0.7980722	-0.7600968
sal + phosphate	Atlantic	(27.75,27.85]	-0.6987801	-0.7480030	-0.6495572
sal + phosphate	Atlantic	(27.85,27.95]	-0.7073110	-0.7559001	-0.6587218
sal + phosphate	Atlantic	(27.95,28.05]	-0.8126969	-0.8477369	-0.7776570
sal + phosphate	Atlantic	(28.05,28.1]	-0.8836283	-0.8931361	-0.8741205
sal + phosphate	Atlantic	(28.1,28.15]	-0.9060726	-0.9088440	-0.9033013
sal + phosphate	Atlantic	(28.15,28.2]	-0.9532637	-0.9540087	-0.9525187
sal + phosphate	Atlantic	(28.2, Inf]	-0.9333423	-0.9498676	-0.9168169
sal + phosphate	Indian	(-Inf,26.5]	-0.6621942	-0.8500840	-0.4743043
sal + phosphate	Indian	(26.5,26.75]	-0.3185515	-0.5932380	-0.0438649
sal + phosphate	Indian	(26.75,27]	0.2315101	-0.0611353	0.5241556
sal + phosphate	Indian	(27,27.25]	0.5875604	0.4313242	0.7437965
sal + phosphate	Indian	(27.25,27.5]	0.8293449	0.7930930	0.8655969
sal + phosphate	Indian	(27.5,27.75]	0.9088289	0.8850727	0.9325851
sal + phosphate	Indian	(27.75,27.85]	0.8178858	0.7513342	0.8844374
sal + phosphate	Indian	(27.85,27.95]	0.6428892	0.5835056	0.7022727
sal + phosphate	Indian	(27.95,28.05]	0.1625113	0.0782727	0.2467498
sal + phosphate	Indian	(28.05,28.1]	-0.1453803	-0.3106608	0.0199003
sal + phosphate	Indian	(28.1,28.2]	-0.1859578	-0.2838311	-0.0880845
sal + phosphate	Indian	(28.2,28.3]	-0.0498462	-0.1169053	0.0172130
sal + phosphate	Indian	(28.3, Inf]	0.5118492	0.3696722	0.6540263
sal + phosphate	Pacific	(-Inf,26.5]	-0.4072963	-0.4076440	-0.4069486
sal + phosphate	Pacific	(26.5,26.75]	-0.2577527	-0.3092882	-0.2062173
sal + phosphate	Pacific	(26.75,27]	-0.3997832	-0.4493670	-0.3501994
sal + phosphate	Pacific	(27,27.25]	-0.3228530	-0.3324156	-0.3132903
sal + phosphate	Pacific	(27.25,27.5]	-0.0143358	-0.0365787	0.0079072
sal + phosphate	Pacific	(27.5,27.75]	0.0074828	-0.0212554	0.0362210
sal + phosphate	Pacific	(27.75,27.85]	-0.2094993	-0.3846238	-0.0343749
sal + phosphate	Pacific	(27.85,27.95]	-0.4655923	-0.6189864	-0.3121982
sal + phosphate	Pacific	(27.95,28.05]	-0.7148047	-0.8058266	-0.6237829
sal + phosphate	Pacific	(28.05,28.1]	-0.9237180	-0.9341237	-0.9133124
sal + phosphate	Pacific	(28.1,28.2]	-0.8976391	-0.9269316	-0.8683465
sal + phosphate	Pacific	(28.2,28.3]	0.0086725	-0.0256563	0.0430012
sal + phosphate	Pacific	(28.3, Inf]	0.1896630	0.1704104	0.2089157
sal + silicate	Atlantic	(-Inf,26.5]	-0.6702977	-0.6747868	-0.6658087
sal + silicate	Atlantic	(26.5,26.75]	-0.6065473	-0.6282785	-0.5848161
sal + silicate	Atlantic	(26.75,27]	-0.5702317	-0.6286712	-0.5117923
sal + silicate	Atlantic	(27,27.25]	-0.6141773	-0.6500407	-0.5783140
sal + silicate	Atlantic	(27.25,27.5]	-0.7613961	-0.7727611	-0.7500311
sal + silicate	Atlantic	(27.5,27.75]	-0.7765332	-0.7962073	-0.7568590
sal + silicate	Atlantic	(27.75,27.85]	-0.6883638	-0.7548993	-0.6218282
sal + silicate	Atlantic	(27.85,27.95]	-0.7408510	-0.7949894	-0.6867126
sal + silicate	Atlantic	(27.95,28.05]	-0.8348691	-0.8720987	-0.7976394
sal + silicate	Atlantic	(28.05,28.1]	-0.8778686	-0.8904361	-0.8653011
sal + silicate	Atlantic	(28.1,28.15]	-0.8962069	-0.8985042	-0.8939096
sal + silicate	Atlantic	(28.15,28.2]	-0.9321904	-0.9368159	-0.9275649
sal + silicate	Atlantic	(28.2, Inf]	-0.9052687	-0.9373958	-0.8731415
sal + silicate	Indian	(-Inf,26.5]	-0.7854044	-0.8683436	-0.7024652
sal + silicate	Indian	(26.5,26.75]	-0.3564038	-0.5175718	-0.1952358
sal + silicate	Indian	(26.75,27]	0.3787187	0.2088351	0.5486023
sal + silicate	Indian	(27,27.25]	0.6343242	0.6068493	0.6617991
sal + silicate	Indian	(27.25,27.5]	0.7208095	0.6558788	0.7857402
sal + silicate	Indian	(27.5,27.75]	0.7840048	0.7146315	0.8533781
sal + silicate	Indian	(27.75,27.85]	0.8291780	0.8012141	0.8571419
sal + silicate	Indian	(27.85,27.95]	0.6836239	0.6276449	0.7396029
sal + silicate	Indian	(27.95,28.05]	0.3861758	0.3179550	0.4543966
sal + silicate	Indian	(28.05,28.1]	0.0785843	-0.0276156	0.1847842
sal + silicate	Indian	(28.1,28.2]	0.0444276	0.0365153	0.0523399
sal + silicate	Indian	(28.2,28.3]	0.4456253	0.4093008	0.4819499
sal + silicate	Indian	(28.3, Inf]	0.6436788	0.5618545	0.7255031
sal + silicate	Pacific	(-Inf,26.5]	-0.6270953	-0.6451080	-0.6090827
sal + silicate	Pacific	(26.5,26.75]	-0.7094473	-0.7498360	-0.6690585
sal + silicate	Pacific	(26.75,27]	-0.7268671	-0.7576697	-0.6960644
sal + silicate	Pacific	(27,27.25]	-0.5560701	-0.5586026	-0.5535376
sal + silicate	Pacific	(27.25,27.5]	-0.2519986	-0.2680808	-0.2359164
sal + silicate	Pacific	(27.5,27.75]	-0.0439304	-0.0725652	-0.0152956
sal + silicate	Pacific	(27.75,27.85]	-0.2125608	-0.3821836	-0.0429381
sal + silicate	Pacific	(27.85,27.95]	-0.4039233	-0.5523018	-0.2555449
sal + silicate	Pacific	(27.95,28.05]	-0.6228506	-0.6968278	-0.5488734
sal + silicate	Pacific	(28.05,28.1]	-0.8636657	-0.8685400	-0.8587915
sal + silicate	Pacific	(28.1,28.2]	-0.9010954	-0.9320559	-0.8701349
sal + silicate	Pacific	(28.2,28.3]	0.0714677	-0.1607256	0.3036609
sal + silicate	Pacific	(28.3, Inf]	0.5967703	0.5645266	0.6290141
sal + temp	Atlantic	(-Inf,26.5]	0.9390564	0.9313200	0.9467927
sal + temp	Atlantic	(26.5,26.75]	0.9881526	0.9880748	0.9882303
sal + temp	Atlantic	(26.75,27]	0.9801631	0.9798943	0.9804320
sal + temp	Atlantic	(27,27.25]	0.9786480	0.9769717	0.9803244
sal + temp	Atlantic	(27.25,27.5]	0.9758691	0.9742168	0.9775215
sal + temp	Atlantic	(27.5,27.75]	0.9685429	0.9667140	0.9703718
sal + temp	Atlantic	(27.75,27.85]	0.9855503	0.9851240	0.9859766
sal + temp	Atlantic	(27.85,27.95]	0.9655914	0.9619219	0.9692609
sal + temp	Atlantic	(27.95,28.05]	0.9447671	0.9428099	0.9467243
sal + temp	Atlantic	(28.05,28.1]	0.9696743	0.9689498	0.9703988
sal + temp	Atlantic	(28.1,28.15]	0.9666820	0.9574342	0.9759299
sal + temp	Atlantic	(28.15,28.2]	0.7712172	0.6162940	0.9261404
sal + temp	Atlantic	(28.2, Inf]	0.4455360	0.4427594	0.4483126
sal + temp	Indian	(-Inf,26.5]	0.5476785	0.5326910	0.5626659
sal + temp	Indian	(26.5,26.75]	0.9288730	0.9138073	0.9439387
sal + temp	Indian	(26.75,27]	0.9647989	0.9547344	0.9748634
sal + temp	Indian	(27,27.25]	0.9609652	0.9603294	0.9616010
sal + temp	Indian	(27.25,27.5]	0.9444684	0.9247677	0.9641691
sal + temp	Indian	(27.5,27.75]	0.9003682	0.8633295	0.9374069
sal + temp	Indian	(27.75,27.85]	0.9294198	0.9097001	0.9491394
sal + temp	Indian	(27.85,27.95]	0.9395022	0.9330608	0.9459437
sal + temp	Indian	(27.95,28.05]	0.9535048	0.9454452	0.9615644
sal + temp	Indian	(28.05,28.1]	0.9427052	0.9320070	0.9534034
sal + temp	Indian	(28.1,28.2]	0.8737435	0.8529358	0.8945511
sal + temp	Indian	(28.2,28.3]	0.9162363	0.9134030	0.9190697
sal + temp	Indian	(28.3, Inf]	0.8737777	0.8421573	0.9053982
sal + temp	Pacific	(-Inf,26.5]	0.7963226	0.7787051	0.8139400
sal + temp	Pacific	(26.5,26.75]	0.9755238	0.9727540	0.9782935
sal + temp	Pacific	(26.75,27]	0.9689352	0.9650290	0.9728414
sal + temp	Pacific	(27,27.25]	0.9327455	0.9287995	0.9366916
sal + temp	Pacific	(27.25,27.5]	0.7963736	0.7903149	0.8024323
sal + temp	Pacific	(27.5,27.75]	0.5351190	0.5147134	0.5555246
sal + temp	Pacific	(27.75,27.85]	0.7031401	0.6273852	0.7788950
sal + temp	Pacific	(27.85,27.95]	0.5064020	0.3827673	0.6300367
sal + temp	Pacific	(27.95,28.05]	0.3816162	0.2601696	0.5030628
sal + temp	Pacific	(28.05,28.1]	0.1161500	0.0421867	0.1901133
sal + temp	Pacific	(28.1,28.2]	-0.5920768	-0.6808547	-0.5032990
sal + temp	Pacific	(28.2,28.3]	0.6765068	0.6531036	0.6999099
sal + temp	Pacific	(28.3, Inf]	0.7053866	0.5221000	0.8886732
temp + aou	Atlantic	(-Inf,26.5]	-0.1675941	-0.1822979	-0.1528904
temp + aou	Atlantic	(26.5,26.75]	-0.2833933	-0.3161922	-0.2505944
temp + aou	Atlantic	(26.75,27]	-0.1790729	-0.2469637	-0.1111821
temp + aou	Atlantic	(27,27.25]	0.0334964	-0.0256808	0.0926735
temp + aou	Atlantic	(27.25,27.5]	-0.0048237	-0.0769317	0.0672843
temp + aou	Atlantic	(27.5,27.75]	-0.3062692	-0.3095212	-0.3030172
temp + aou	Atlantic	(27.75,27.85]	-0.3732780	-0.4652206	-0.2813354
temp + aou	Atlantic	(27.85,27.95]	-0.4022556	-0.4642409	-0.3402703
temp + aou	Atlantic	(27.95,28.05]	-0.5064299	-0.5344587	-0.4784012
temp + aou	Atlantic	(28.05,28.1]	-0.6241819	-0.6258190	-0.6225449
temp + aou	Atlantic	(28.1,28.15]	-0.6782500	-0.6840410	-0.6724591
temp + aou	Atlantic	(28.15,28.2]	-0.6118236	-0.7797933	-0.4438539
temp + aou	Atlantic	(28.2, Inf]	0.0493274	0.0061108	0.0925440
temp + aou	Indian	(-Inf,26.5]	-0.3556676	-0.3902088	-0.3211263
temp + aou	Indian	(26.5,26.75]	-0.1430445	-0.3067132	0.0206241
temp + aou	Indian	(26.75,27]	0.3433987	0.1605229	0.5262745
temp + aou	Indian	(27,27.25]	0.7645589	0.7180634	0.8110544
temp + aou	Indian	(27.25,27.5]	0.8644338	0.8298296	0.8990380
temp + aou	Indian	(27.5,27.75]	0.9004334	0.8774819	0.9233849
temp + aou	Indian	(27.75,27.85]	0.9320877	0.9109129	0.9532625
temp + aou	Indian	(27.85,27.95]	0.9025601	0.9022032	0.9029170
temp + aou	Indian	(27.95,28.05]	0.7737591	0.7623861	0.7851320
temp + aou	Indian	(28.05,28.1]	0.4907230	0.4326533	0.5487927
temp + aou	Indian	(28.1,28.2]	0.5535216	0.5292175	0.5778257
temp + aou	Indian	(28.2,28.3]	0.7123106	0.6952602	0.7293610
temp + aou	Indian	(28.3, Inf]	0.9395103	0.9108529	0.9681677
temp + aou	Pacific	(-Inf,26.5]	-0.3800370	-0.3871233	-0.3729506
temp + aou	Pacific	(26.5,26.75]	0.0867706	0.0722551	0.1012861
temp + aou	Pacific	(26.75,27]	-0.1073349	-0.1182076	-0.0964622
temp + aou	Pacific	(27,27.25]	-0.2519690	-0.2701385	-0.2337995
temp + aou	Pacific	(27.25,27.5]	-0.0913676	-0.1096801	-0.0730551
temp + aou	Pacific	(27.5,27.75]	0.0421459	-0.0375545	0.1218464
temp + aou	Pacific	(27.75,27.85]	-0.0863538	-0.3126517	0.1399441
temp + aou	Pacific	(27.85,27.95]	-0.1239260	-0.3314714	0.0836195
temp + aou	Pacific	(27.95,28.05]	-0.0513648	-0.2256093	0.1228797
temp + aou	Pacific	(28.05,28.1]	-0.0189971	-0.2101929	0.1721987
temp + aou	Pacific	(28.1,28.2]	0.8168310	0.8097416	0.8239204
temp + aou	Pacific	(28.2,28.3]	0.6337653	0.5916849	0.6758456
temp + aou	Pacific	(28.3, Inf]	0.9500583	0.9408350	0.9592816
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5524219	-0.5692091	-0.5356347
temp + nitrate	Atlantic	(26.5,26.75]	-0.5547094	-0.5579541	-0.5514646
temp + nitrate	Atlantic	(26.75,27]	-0.5328285	-0.5625901	-0.5030668
temp + nitrate	Atlantic	(27,27.25]	-0.5070670	-0.5385234	-0.4756106
temp + nitrate	Atlantic	(27.25,27.5]	-0.6111585	-0.6151008	-0.6072162
temp + nitrate	Atlantic	(27.5,27.75]	-0.6883252	-0.7070899	-0.6695605
temp + nitrate	Atlantic	(27.75,27.85]	-0.6598867	-0.7055147	-0.6142587
temp + nitrate	Atlantic	(27.85,27.95]	-0.6593386	-0.6986612	-0.6200161
temp + nitrate	Atlantic	(27.95,28.05]	-0.7284443	-0.7465201	-0.7103685
temp + nitrate	Atlantic	(28.05,28.1]	-0.7868715	-0.7971685	-0.7765745
temp + nitrate	Atlantic	(28.1,28.15]	-0.7836697	-0.8033717	-0.7639677
temp + nitrate	Atlantic	(28.15,28.2]	-0.6380265	-0.8030568	-0.4729963
temp + nitrate	Atlantic	(28.2, Inf]	-0.2220797	-0.2445628	-0.1995967
temp + nitrate	Indian	(-Inf,26.5]	-0.5035967	-0.5146636	-0.4925299
temp + nitrate	Indian	(26.5,26.75]	-0.3572305	-0.4891131	-0.2253479
temp + nitrate	Indian	(26.75,27]	-0.0145189	-0.2375134	0.2084757
temp + nitrate	Indian	(27,27.25]	0.3007866	0.1517401	0.4498332
temp + nitrate	Indian	(27.25,27.5]	0.5576418	0.4699297	0.6453539
temp + nitrate	Indian	(27.5,27.75]	0.7264835	0.6486527	0.8043142
temp + nitrate	Indian	(27.75,27.85]	0.7070002	0.5918095	0.8221910
temp + nitrate	Indian	(27.85,27.95]	0.5936465	0.5538318	0.6334611
temp + nitrate	Indian	(27.95,28.05]	0.2148962	0.1360618	0.2937306
temp + nitrate	Indian	(28.05,28.1]	0.0465350	-0.1118041	0.2048741
temp + nitrate	Indian	(28.1,28.2]	0.0958730	-0.0029926	0.1947385
temp + nitrate	Indian	(28.2,28.3]	-0.1703385	-0.2336059	-0.1070711
temp + nitrate	Indian	(28.3, Inf]	0.5389057	0.4560147	0.6217967
temp + nitrate	Pacific	(-Inf,26.5]	-0.6866377	-0.6926314	-0.6806440
temp + nitrate	Pacific	(26.5,26.75]	-0.3210565	-0.3736312	-0.2684818
temp + nitrate	Pacific	(26.75,27]	-0.4163237	-0.4570567	-0.3755907
temp + nitrate	Pacific	(27,27.25]	-0.4017716	-0.4176064	-0.3859367
temp + nitrate	Pacific	(27.25,27.5]	-0.1641394	-0.1738773	-0.1544015
temp + nitrate	Pacific	(27.5,27.75]	0.0075687	-0.0595295	0.0746670
temp + nitrate	Pacific	(27.75,27.85]	-0.0932835	-0.2897702	0.1032032
temp + nitrate	Pacific	(27.85,27.95]	-0.1281555	-0.3090567	0.0527457
temp + nitrate	Pacific	(27.95,28.05]	-0.1093713	-0.2550311	0.0362884
temp + nitrate	Pacific	(28.05,28.1]	-0.0535153	-0.2387651	0.1317344
temp + nitrate	Pacific	(28.1,28.2]	0.7672529	0.7491596	0.7853462
temp + nitrate	Pacific	(28.2,28.3]	-0.3651641	-0.3789776	-0.3513505
temp + nitrate	Pacific	(28.3, Inf]	0.7195095	0.6768973	0.7621218
temp + oxygen	Atlantic	(-Inf,26.5]	-0.2925532	-0.3296330	-0.2554734
temp + oxygen	Atlantic	(26.5,26.75]	0.0153224	-0.0346564	0.0653012
temp + oxygen	Atlantic	(26.75,27]	-0.0438045	-0.1211521	0.0335431
temp + oxygen	Atlantic	(27,27.25]	-0.2970943	-0.3388310	-0.2553575
temp + oxygen	Atlantic	(27.25,27.5]	-0.3333378	-0.3857813	-0.2808942
temp + oxygen	Atlantic	(27.5,27.75]	-0.0918794	-0.0924472	-0.0913115
temp + oxygen	Atlantic	(27.75,27.85]	0.0657418	-0.0700191	0.2015027
temp + oxygen	Atlantic	(27.85,27.95]	0.1732807	0.0913924	0.2551690
temp + oxygen	Atlantic	(27.95,28.05]	0.2973531	0.2658999	0.3288063
temp + oxygen	Atlantic	(28.05,28.1]	0.4642977	0.4598137	0.4687817
temp + oxygen	Atlantic	(28.1,28.15]	0.5726988	0.5725501	0.5728475
temp + oxygen	Atlantic	(28.15,28.2]	0.5362562	0.3459531	0.7265594
temp + oxygen	Atlantic	(28.2, Inf]	-0.2295745	-0.2719442	-0.1872047
temp + oxygen	Indian	(-Inf,26.5]	0.2321969	0.2057971	0.2585966
temp + oxygen	Indian	(26.5,26.75]	0.0806949	-0.0771622	0.2385520
temp + oxygen	Indian	(26.75,27]	-0.4342168	-0.5887154	-0.2797181
temp + oxygen	Indian	(27,27.25]	-0.8297190	-0.8595138	-0.7999242
temp + oxygen	Indian	(27.25,27.5]	-0.9057565	-0.9306476	-0.8808654
temp + oxygen	Indian	(27.5,27.75]	-0.9317689	-0.9487318	-0.9148061
temp + oxygen	Indian	(27.75,27.85]	-0.9557098	-0.9698391	-0.9415805
temp + oxygen	Indian	(27.85,27.95]	-0.9402274	-0.9412720	-0.9391828
temp + oxygen	Indian	(27.95,28.05]	-0.8552924	-0.8684297	-0.8421551
temp + oxygen	Indian	(28.05,28.1]	-0.6167775	-0.6463205	-0.5872345
temp + oxygen	Indian	(28.1,28.2]	-0.6719681	-0.6810624	-0.6628738
temp + oxygen	Indian	(28.2,28.3]	-0.8014397	-0.8160778	-0.7868016
temp + oxygen	Indian	(28.3, Inf]	-0.9428070	-0.9698416	-0.9157724
temp + oxygen	Pacific	(-Inf,26.5]	0.0212763	-0.0021765	0.0447291
temp + oxygen	Pacific	(26.5,26.75]	-0.2767320	-0.2842250	-0.2692389
temp + oxygen	Pacific	(26.75,27]	-0.0871114	-0.0939318	-0.0802909
temp + oxygen	Pacific	(27,27.25]	0.1457854	0.1280632	0.1635075
temp + oxygen	Pacific	(27.25,27.5]	0.0035380	-0.0151560	0.0222320
temp + oxygen	Pacific	(27.5,27.75]	-0.1251444	-0.2105893	-0.0396995
temp + oxygen	Pacific	(27.75,27.85]	0.0305952	-0.2095007	0.2706910
temp + oxygen	Pacific	(27.85,27.95]	0.0734545	-0.1451863	0.2920952
temp + oxygen	Pacific	(27.95,28.05]	-0.0086799	-0.1949851	0.1776252
temp + oxygen	Pacific	(28.05,28.1]	-0.0124043	-0.2086742	0.1838656
temp + oxygen	Pacific	(28.1,28.2]	-0.8367832	-0.8400402	-0.8335262
temp + oxygen	Pacific	(28.2,28.3]	-0.7889609	-0.8044631	-0.7734588
temp + oxygen	Pacific	(28.3, Inf]	-0.9498948	-0.9654334	-0.9343562
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7508681	-0.7511064	-0.7506297
temp + phosphate	Atlantic	(26.5,26.75]	-0.7102278	-0.7235356	-0.6969200
temp + phosphate	Atlantic	(26.75,27]	-0.6546145	-0.6643069	-0.6449220
temp + phosphate	Atlantic	(27,27.25]	-0.6193431	-0.6369612	-0.6017249
temp + phosphate	Atlantic	(27.25,27.5]	-0.6928501	-0.6951991	-0.6905010
temp + phosphate	Atlantic	(27.5,27.75]	-0.7364697	-0.7519940	-0.7209453
temp + phosphate	Atlantic	(27.75,27.85]	-0.6979027	-0.7353721	-0.6604334
temp + phosphate	Atlantic	(27.85,27.95]	-0.6840118	-0.7206367	-0.6473869
temp + phosphate	Atlantic	(27.95,28.05]	-0.7418180	-0.7599436	-0.7236924
temp + phosphate	Atlantic	(28.05,28.1]	-0.7997132	-0.8098111	-0.7896154
temp + phosphate	Atlantic	(28.1,28.15]	-0.8006182	-0.8209865	-0.7802500
temp + phosphate	Atlantic	(28.15,28.2]	-0.6440625	-0.8102285	-0.4778965
temp + phosphate	Atlantic	(28.2, Inf]	-0.2275090	-0.2508998	-0.2041181
temp + phosphate	Indian	(-Inf,26.5]	-0.4479246	-0.5108439	-0.3850052
temp + phosphate	Indian	(26.5,26.75]	-0.2546111	-0.4700140	-0.0392081
temp + phosphate	Indian	(26.75,27]	0.0762658	-0.2010834	0.3536150
temp + phosphate	Indian	(27,27.25]	0.4085840	0.2143182	0.6028497
temp + phosphate	Indian	(27.25,27.5]	0.6590092	0.5479536	0.7700648
temp + phosphate	Indian	(27.5,27.75]	0.8191467	0.7704026	0.8678908
temp + phosphate	Indian	(27.75,27.85]	0.7808848	0.7161729	0.8455967
temp + phosphate	Indian	(27.85,27.95]	0.5984947	0.5609366	0.6360528
temp + phosphate	Indian	(27.95,28.05]	0.2387004	0.1719228	0.3054780
temp + phosphate	Indian	(28.05,28.1]	0.0751382	-0.0848144	0.2350907
temp + phosphate	Indian	(28.1,28.2]	0.1014463	0.0054122	0.1974804
temp + phosphate	Indian	(28.2,28.3]	-0.1762010	-0.2734968	-0.0789051
temp + phosphate	Indian	(28.3, Inf]	0.5314359	0.3118549	0.7510170
temp + phosphate	Pacific	(-Inf,26.5]	-0.6248566	-0.6257461	-0.6239670
temp + phosphate	Pacific	(26.5,26.75]	-0.2713003	-0.3136169	-0.2289836
temp + phosphate	Pacific	(26.75,27]	-0.4103611	-0.4604061	-0.3603161
temp + phosphate	Pacific	(27,27.25]	-0.3878675	-0.3944563	-0.3812786
temp + phosphate	Pacific	(27.25,27.5]	-0.1482055	-0.1707328	-0.1256782
temp + phosphate	Pacific	(27.5,27.75]	0.0328052	-0.0412870	0.1068973
temp + phosphate	Pacific	(27.75,27.85]	-0.0660613	-0.2626169	0.1304943
temp + phosphate	Pacific	(27.85,27.95]	-0.1161594	-0.3009099	0.0685910
temp + phosphate	Pacific	(27.95,28.05]	-0.1034351	-0.2490010	0.0421309
temp + phosphate	Pacific	(28.05,28.1]	-0.0407701	-0.2207969	0.1392568
temp + phosphate	Pacific	(28.1,28.2]	0.7711055	0.7477561	0.7944549
temp + phosphate	Pacific	(28.2,28.3]	-0.2378612	-0.2493438	-0.2263787
temp + phosphate	Pacific	(28.3, Inf]	0.5227206	0.4512675	0.5941736
temp + silicate	Atlantic	(-Inf,26.5]	-0.6580699	-0.6690308	-0.6471090
temp + silicate	Atlantic	(26.5,26.75]	-0.6292561	-0.6520080	-0.6065042
temp + silicate	Atlantic	(26.75,27]	-0.5628719	-0.6045382	-0.5212056
temp + silicate	Atlantic	(27,27.25]	-0.5809722	-0.6128371	-0.5491072
temp + silicate	Atlantic	(27.25,27.5]	-0.7781810	-0.7834830	-0.7728791
temp + silicate	Atlantic	(27.5,27.75]	-0.8001106	-0.8243956	-0.7758257
temp + silicate	Atlantic	(27.75,27.85]	-0.7162987	-0.7718558	-0.6607416
temp + silicate	Atlantic	(27.85,27.95]	-0.7441032	-0.7880233	-0.7001832
temp + silicate	Atlantic	(27.95,28.05]	-0.7813318	-0.8067903	-0.7558734
temp + silicate	Atlantic	(28.05,28.1]	-0.7919623	-0.8076968	-0.7762278
temp + silicate	Atlantic	(28.1,28.15]	-0.7864002	-0.8058012	-0.7669993
temp + silicate	Atlantic	(28.15,28.2]	-0.6086390	-0.7834807	-0.4337972
temp + silicate	Atlantic	(28.2, Inf]	-0.1916802	-0.2335238	-0.1498366
temp + silicate	Indian	(-Inf,26.5]	-0.4578141	-0.4692566	-0.4463716
temp + silicate	Indian	(26.5,26.75]	-0.2557827	-0.3695867	-0.1419787
temp + silicate	Indian	(26.75,27]	0.2425780	0.0745798	0.4105762
temp + silicate	Indian	(27,27.25]	0.4766136	0.4093795	0.5438477
temp + silicate	Indian	(27.25,27.5]	0.5658868	0.5537033	0.5780703
temp + silicate	Indian	(27.5,27.75]	0.6158538	0.6091713	0.6225363
temp + silicate	Indian	(27.75,27.85]	0.7053548	0.6407673	0.7699423
temp + silicate	Indian	(27.85,27.95]	0.5554496	0.5079685	0.6029307
temp + silicate	Indian	(27.95,28.05]	0.3814723	0.3312566	0.4316879
temp + silicate	Indian	(28.05,28.1]	0.2743161	0.1745319	0.3741002
temp + silicate	Indian	(28.1,28.2]	0.2765146	0.2514238	0.3016054
temp + silicate	Indian	(28.2,28.3]	0.2719991	0.1950271	0.3489712
temp + silicate	Indian	(28.3, Inf]	0.6677786	0.5470622	0.7884950
temp + silicate	Pacific	(-Inf,26.5]	-0.6857800	-0.7143939	-0.6571661
temp + silicate	Pacific	(26.5,26.75]	-0.7092539	-0.7457675	-0.6727403
temp + silicate	Pacific	(26.75,27]	-0.7145986	-0.7460312	-0.6831660
temp + silicate	Pacific	(27,27.25]	-0.5931107	-0.6108026	-0.5754187
temp + silicate	Pacific	(27.25,27.5]	-0.3962839	-0.4109623	-0.3816055
temp + silicate	Pacific	(27.5,27.75]	-0.2205713	-0.2826478	-0.1584948
temp + silicate	Pacific	(27.75,27.85]	-0.1714391	-0.3735756	0.0306973
temp + silicate	Pacific	(27.85,27.95]	-0.2154366	-0.4331219	0.0022487
temp + silicate	Pacific	(27.95,28.05]	-0.2084017	-0.3986669	-0.0181365
temp + silicate	Pacific	(28.05,28.1]	-0.0753733	-0.2723056	0.1215591
temp + silicate	Pacific	(28.1,28.2]	0.6792166	0.6587803	0.6996530
temp + silicate	Pacific	(28.2,28.3]	-0.4426228	-0.6464563	-0.2387893
temp + silicate	Pacific	(28.3, Inf]	0.9000793	0.8819911	0.9181674

rm(cor_predictors, cor_predictors_stats)

3.2.3 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
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
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,26.5]	0.0761433	-0.0351463	0.1874330
aou	Atlantic	(26.5,26.75]	-0.3975424	-0.4017889	-0.3932959
aou	Atlantic	(26.75,27]	-0.3420377	-0.4275475	-0.2565279
aou	Atlantic	(27,27.25]	-0.2525669	-0.3120151	-0.1931186
aou	Atlantic	(27.25,27.5]	-0.3888689	-0.4574173	-0.3203205
aou	Atlantic	(27.5,27.75]	-0.7578886	-0.7611038	-0.7546734
aou	Atlantic	(27.75,27.85]	-0.8845879	-0.9202693	-0.8489065
aou	Atlantic	(27.85,27.95]	-0.9046109	-0.9160638	-0.8931580
aou	Atlantic	(27.95,28.05]	-0.8764857	-0.8832928	-0.8696786
aou	Atlantic	(28.05,28.1]	-0.8674142	-0.8822010	-0.8526274
aou	Atlantic	(28.1,28.15]	-0.9083324	-0.9273948	-0.8892700
aou	Atlantic	(28.15,28.2]	-0.9353586	-0.9360943	-0.9346229
aou	Atlantic	(28.2, Inf]	-0.8226225	-0.8375883	-0.8076568
aou	Indian	(-Inf,26.5]	-0.8265211	-0.9163929	-0.7366493
aou	Indian	(26.5,26.75]	-0.8704205	-0.9313986	-0.8094424
aou	Indian	(26.75,27]	-0.5796963	-0.7225169	-0.4368758
aou	Indian	(27,27.25]	0.0319914	-0.2067076	0.2706904
aou	Indian	(27.25,27.5]	0.4912222	0.3997440	0.5827004
aou	Indian	(27.5,27.75]	0.4576798	0.3392363	0.5761234
aou	Indian	(27.75,27.85]	0.2333827	0.1074002	0.3593653
aou	Indian	(27.85,27.95]	0.2177812	0.1408959	0.2946664
aou	Indian	(27.95,28.05]	0.1897751	0.1625915	0.2169587
aou	Indian	(28.05,28.1]	0.0476441	-0.0009616	0.0962498
aou	Indian	(28.1,28.2]	0.1499650	0.1087248	0.1912052
aou	Indian	(28.2,28.3]	0.1607189	0.0914633	0.2299746
aou	Indian	(28.3, Inf]	-0.0717190	-0.2262591	0.0828211
aou	Pacific	(-Inf,26.5]	-0.5254634	-0.6088540	-0.4420728
aou	Pacific	(26.5,26.75]	-0.5986705	-0.6989228	-0.4984182
aou	Pacific	(26.75,27]	-0.6100130	-0.6956064	-0.5244195
aou	Pacific	(27,27.25]	0.0706121	-0.0213419	0.1625661
aou	Pacific	(27.25,27.5]	0.5957986	0.5683242	0.6232729
aou	Pacific	(27.5,27.75]	0.7507278	0.7346932	0.7667624
aou	Pacific	(27.75,27.85]	0.8314995	0.8169928	0.8460062
aou	Pacific	(27.85,27.95]	0.7945700	0.7814332	0.8077067
aou	Pacific	(27.95,28.05]	0.6003621	0.5861753	0.6145489
aou	Pacific	(28.05,28.1]	0.3359445	0.3299101	0.3419790
aou	Pacific	(28.1,28.2]	0.2965797	0.2430443	0.3501151
aou	Pacific	(28.2,28.3]	0.0361678	0.0267966	0.0455391
aou	Pacific	(28.3, Inf]	-0.1609388	-0.4555189	0.1336413
nitrate	Atlantic	(-Inf,26.5]	-0.2548791	-0.3730809	-0.1366774
nitrate	Atlantic	(26.5,26.75]	-0.6216553	-0.6556687	-0.5876418
nitrate	Atlantic	(26.75,27]	-0.6499458	-0.6895588	-0.6103328
nitrate	Atlantic	(27,27.25]	-0.7382773	-0.7730640	-0.7034905
nitrate	Atlantic	(27.25,27.5]	-0.8872519	-0.9023137	-0.8721901
nitrate	Atlantic	(27.5,27.75]	-0.9672414	-0.9697870	-0.9646958
nitrate	Atlantic	(27.75,27.85]	-0.9684873	-0.9692194	-0.9677553
nitrate	Atlantic	(27.85,27.95]	-0.9521618	-0.9567975	-0.9475261
nitrate	Atlantic	(27.95,28.05]	-0.9244543	-0.9343641	-0.9145446
nitrate	Atlantic	(28.05,28.1]	-0.9117516	-0.9221005	-0.9014027
nitrate	Atlantic	(28.1,28.15]	-0.9290843	-0.9433000	-0.9148685
nitrate	Atlantic	(28.15,28.2]	-0.9591471	-0.9670820	-0.9512123
nitrate	Atlantic	(28.2, Inf]	-0.9681405	-0.9685158	-0.9677652
nitrate	Indian	(-Inf,26.5]	-0.7674564	-0.8482924	-0.6866204
nitrate	Indian	(26.5,26.75]	-0.8977822	-0.9095174	-0.8860470
nitrate	Indian	(26.75,27]	-0.7654953	-0.8128611	-0.7181294
nitrate	Indian	(27,27.25]	-0.3531031	-0.4318168	-0.2743895
nitrate	Indian	(27.25,27.5]	0.3127565	0.2997197	0.3257933
nitrate	Indian	(27.5,27.75]	0.4043043	0.3156191	0.4929894
nitrate	Indian	(27.75,27.85]	0.0692833	-0.0322945	0.1708611
nitrate	Indian	(27.85,27.95]	-0.0354324	-0.0783614	0.0074966
nitrate	Indian	(27.95,28.05]	-0.2623958	-0.3269345	-0.1978571
nitrate	Indian	(28.05,28.1]	-0.2118581	-0.3586838	-0.0650325
nitrate	Indian	(28.1,28.2]	-0.1389000	-0.1550925	-0.1227075
nitrate	Indian	(28.2,28.3]	-0.2356699	-0.3312378	-0.1401020
nitrate	Indian	(28.3, Inf]	-0.4340388	-0.4741186	-0.3939590
nitrate	Pacific	(-Inf,26.5]	-0.5217810	-0.6096158	-0.4339461
nitrate	Pacific	(26.5,26.75]	-0.7664191	-0.8189363	-0.7139019
nitrate	Pacific	(26.75,27]	-0.7245107	-0.7645434	-0.6844780
nitrate	Pacific	(27,27.25]	0.0302077	-0.0551389	0.1155544
nitrate	Pacific	(27.25,27.5]	0.5252585	0.4957355	0.5547815
nitrate	Pacific	(27.5,27.75]	0.6880992	0.6761425	0.7000559
nitrate	Pacific	(27.75,27.85]	0.7929301	0.7854828	0.8003775
nitrate	Pacific	(27.85,27.95]	0.7564961	0.7490448	0.7639474
nitrate	Pacific	(27.95,28.05]	0.5511789	0.5379147	0.5644431
nitrate	Pacific	(28.05,28.1]	0.2975161	0.2966647	0.2983675
nitrate	Pacific	(28.1,28.2]	0.2575342	0.1950844	0.3199839
nitrate	Pacific	(28.2,28.3]	-0.2149094	-0.3634410	-0.0663778
nitrate	Pacific	(28.3, Inf]	-0.3711226	-0.4289616	-0.3132836
oxygen	Atlantic	(-Inf,26.5]	-0.3243594	-0.4048105	-0.2439084
oxygen	Atlantic	(26.5,26.75]	0.1930824	0.1638316	0.2223331
oxygen	Atlantic	(26.75,27]	0.1526726	0.0484283	0.2569168
oxygen	Atlantic	(27,27.25]	0.0204085	-0.0321686	0.0729856
oxygen	Atlantic	(27.25,27.5]	0.0941715	0.0248979	0.1634451
oxygen	Atlantic	(27.5,27.75]	0.4828523	0.4789507	0.4867539
oxygen	Atlantic	(27.75,27.85]	0.7188891	0.6373710	0.8004072
oxygen	Atlantic	(27.85,27.95]	0.8100087	0.7810571	0.8389603
oxygen	Atlantic	(27.95,28.05]	0.7998260	0.7985183	0.8011338
oxygen	Atlantic	(28.05,28.1]	0.8186501	0.8019619	0.8353384
oxygen	Atlantic	(28.1,28.15]	0.8886609	0.8640222	0.9132996
oxygen	Atlantic	(28.15,28.2]	0.9358025	0.9322862	0.9393188
oxygen	Atlantic	(28.2, Inf]	0.7394086	0.7200878	0.7587294
oxygen	Indian	(-Inf,26.5]	0.8644935	0.7922463	0.9367406
oxygen	Indian	(26.5,26.75]	0.8542049	0.7843976	0.9240122
oxygen	Indian	(26.75,27]	0.5129981	0.3418649	0.6841313
oxygen	Indian	(27,27.25]	-0.1095462	-0.3707610	0.1516687
oxygen	Indian	(27.25,27.5]	-0.5089337	-0.6175294	-0.4003380
oxygen	Indian	(27.5,27.75]	-0.4303304	-0.5536275	-0.3070332
oxygen	Indian	(27.75,27.85]	-0.2301503	-0.3623944	-0.0979061
oxygen	Indian	(27.85,27.95]	-0.2377733	-0.3128919	-0.1626547
oxygen	Indian	(27.95,28.05]	-0.2611828	-0.2994268	-0.2229388
oxygen	Indian	(28.05,28.1]	-0.1083103	-0.1259501	-0.0906706
oxygen	Indian	(28.1,28.2]	-0.2098381	-0.2587656	-0.1609106
oxygen	Indian	(28.2,28.3]	-0.1987694	-0.2535121	-0.1440268
oxygen	Indian	(28.3, Inf]	0.0423261	-0.1207194	0.2053716
oxygen	Pacific	(-Inf,26.5]	0.5264773	0.4528045	0.6001502
oxygen	Pacific	(26.5,26.75]	0.4863445	0.3715854	0.6011036
oxygen	Pacific	(26.75,27]	0.5378999	0.4252373	0.6505625
oxygen	Pacific	(27,27.25]	-0.0404760	-0.1360824	0.0551305
oxygen	Pacific	(27.25,27.5]	-0.5538006	-0.5809735	-0.5266277
oxygen	Pacific	(27.5,27.75]	-0.7131304	-0.7314519	-0.6948088
oxygen	Pacific	(27.75,27.85]	-0.8118894	-0.8302688	-0.7935100
oxygen	Pacific	(27.85,27.95]	-0.7795388	-0.7947519	-0.7643257
oxygen	Pacific	(27.95,28.05]	-0.5909075	-0.6052023	-0.5766128
oxygen	Pacific	(28.05,28.1]	-0.3399739	-0.3459639	-0.3339839
oxygen	Pacific	(28.1,28.2]	-0.3026174	-0.3573564	-0.2478784
oxygen	Pacific	(28.2,28.3]	-0.1048622	-0.1402019	-0.0695225
oxygen	Pacific	(28.3, Inf]	0.1568860	-0.1339332	0.4477052
phosphate	Atlantic	(-Inf,26.5]	-0.5081619	-0.6103691	-0.4059546
phosphate	Atlantic	(26.5,26.75]	-0.7380509	-0.7743952	-0.7017067
phosphate	Atlantic	(26.75,27]	-0.7585283	-0.7795872	-0.7374695
phosphate	Atlantic	(27,27.25]	-0.8259272	-0.8457391	-0.8061153
phosphate	Atlantic	(27.25,27.5]	-0.9302675	-0.9377101	-0.9228249
phosphate	Atlantic	(27.5,27.75]	-0.9794764	-0.9814191	-0.9775337
phosphate	Atlantic	(27.75,27.85]	-0.9755852	-0.9773160	-0.9738545
phosphate	Atlantic	(27.85,27.95]	-0.9559996	-0.9622353	-0.9497639
phosphate	Atlantic	(27.95,28.05]	-0.9290361	-0.9405931	-0.9174790
phosphate	Atlantic	(28.05,28.1]	-0.9133174	-0.9240993	-0.9025354
phosphate	Atlantic	(28.1,28.15]	-0.9296051	-0.9423016	-0.9169086
phosphate	Atlantic	(28.15,28.2]	-0.9599553	-0.9676705	-0.9522401
phosphate	Atlantic	(28.2, Inf]	-0.9733225	-0.9742055	-0.9724394
phosphate	Indian	(-Inf,26.5]	-0.7980329	-0.9056862	-0.6903797
phosphate	Indian	(26.5,26.75]	-0.9201472	-0.9554623	-0.8848321
phosphate	Indian	(26.75,27]	-0.7777657	-0.8421029	-0.7134285
phosphate	Indian	(27,27.25]	-0.3736215	-0.4804621	-0.2667809
phosphate	Indian	(27.25,27.5]	0.2667839	0.2356669	0.2979010
phosphate	Indian	(27.5,27.75]	0.3339524	0.2241724	0.4437324
phosphate	Indian	(27.75,27.85]	0.0490009	-0.0424699	0.1404717
phosphate	Indian	(27.85,27.95]	-0.0745569	-0.1201944	-0.0289195
phosphate	Indian	(27.95,28.05]	-0.2920326	-0.3516478	-0.2324174
phosphate	Indian	(28.05,28.1]	-0.2642031	-0.4043196	-0.1240865
phosphate	Indian	(28.1,28.2]	-0.2545553	-0.2622835	-0.2468271
phosphate	Indian	(28.2,28.3]	-0.5606907	-0.5709105	-0.5504710
phosphate	Indian	(28.3, Inf]	-0.6434742	-0.6870606	-0.5998879
phosphate	Pacific	(-Inf,26.5]	-0.5571215	-0.6346881	-0.4795549
phosphate	Pacific	(26.5,26.75]	-0.8131904	-0.8610630	-0.7653179
phosphate	Pacific	(26.75,27]	-0.7569877	-0.7918760	-0.7220995
phosphate	Pacific	(27,27.25]	0.0069639	-0.0813285	0.0952562
phosphate	Pacific	(27.25,27.5]	0.5139557	0.4779180	0.5499935
phosphate	Pacific	(27.5,27.75]	0.6648893	0.6472071	0.6825714
phosphate	Pacific	(27.75,27.85]	0.7636914	0.7525983	0.7747845
phosphate	Pacific	(27.85,27.95]	0.7253773	0.7154196	0.7353349
phosphate	Pacific	(27.95,28.05]	0.5092528	0.4986236	0.5198820
phosphate	Pacific	(28.05,28.1]	0.2179549	0.2035089	0.2324008
phosphate	Pacific	(28.1,28.2]	0.1578624	0.0868876	0.2288372
phosphate	Pacific	(28.2,28.3]	-0.6912535	-0.7542012	-0.6283059
phosphate	Pacific	(28.3, Inf]	-0.7592576	-0.7711039	-0.7474113
sal	Atlantic	(-Inf,26.5]	0.6530462	0.5508590	0.7552335
sal	Atlantic	(26.5,26.75]	0.8045620	0.7557739	0.8533501
sal	Atlantic	(26.75,27]	0.8962290	0.8793069	0.9131512
sal	Atlantic	(27,27.25]	0.8904353	0.8821639	0.8987067
sal	Atlantic	(27.25,27.5]	0.8560994	0.8366434	0.8755555
sal	Atlantic	(27.5,27.75]	0.7991072	0.7825453	0.8156690
sal	Atlantic	(27.75,27.85]	0.6970365	0.6731693	0.7209037
sal	Atlantic	(27.85,27.95]	0.6349079	0.6122869	0.6575290
sal	Atlantic	(27.95,28.05]	0.6764015	0.6579309	0.6948720
sal	Atlantic	(28.05,28.1]	0.7360612	0.7323081	0.7398143
sal	Atlantic	(28.1,28.15]	0.7728275	0.7644578	0.7811971
sal	Atlantic	(28.15,28.2]	0.8822794	0.8572203	0.9073386
sal	Atlantic	(28.2, Inf]	0.9385656	0.9344412	0.9426901
sal	Indian	(-Inf,26.5]	0.5545883	0.4616359	0.6475406
sal	Indian	(26.5,26.75]	0.3849688	0.0962917	0.6736459
sal	Indian	(26.75,27]	0.1981084	-0.1892123	0.5854290
sal	Indian	(27,27.25]	0.2884304	-0.0606319	0.6374927
sal	Indian	(27.25,27.5]	0.4447256	0.2380474	0.6514038
sal	Indian	(27.5,27.75]	0.4129728	0.2014119	0.6245337
sal	Indian	(27.75,27.85]	0.2868911	0.1362389	0.4375433
sal	Indian	(27.85,27.95]	0.3640504	0.2736399	0.4544610
sal	Indian	(27.95,28.05]	0.5605555	0.5068237	0.6142873
sal	Indian	(28.05,28.1]	0.4070506	0.2562936	0.5578075
sal	Indian	(28.1,28.2]	0.3219195	0.2323383	0.4115008
sal	Indian	(28.2,28.3]	0.2217891	0.2171300	0.2264482
sal	Indian	(28.3, Inf]	-0.0328190	-0.1349822	0.0693443
sal	Pacific	(-Inf,26.5]	0.2193617	0.1740671	0.2646562
sal	Pacific	(26.5,26.75]	0.4495073	0.3734910	0.5255236
sal	Pacific	(26.75,27]	0.3276306	0.2242992	0.4309621
sal	Pacific	(27,27.25]	-0.4079489	-0.4197640	-0.3961338
sal	Pacific	(27.25,27.5]	-0.5215408	-0.5281530	-0.5149285
sal	Pacific	(27.5,27.75]	-0.2898013	-0.3312600	-0.2483426
sal	Pacific	(27.75,27.85]	-0.4300108	-0.5913878	-0.2686339
sal	Pacific	(27.85,27.95]	-0.4459335	-0.5686605	-0.3232065
sal	Pacific	(27.95,28.05]	-0.3064168	-0.3704101	-0.2424234
sal	Pacific	(28.05,28.1]	-0.1950575	-0.2106425	-0.1794724
sal	Pacific	(28.1,28.2]	-0.1744850	-0.2241058	-0.1248641
sal	Pacific	(28.2,28.3]	0.0127005	-0.0303816	0.0557826
sal	Pacific	(28.3, Inf]	0.0569996	-0.1412523	0.2552515
silicate	Atlantic	(-Inf,26.5]	-0.4817094	-0.6009379	-0.3624808
silicate	Atlantic	(26.5,26.75]	-0.6458138	-0.7007705	-0.5908571
silicate	Atlantic	(26.75,27]	-0.6644147	-0.7015767	-0.6272526
silicate	Atlantic	(27,27.25]	-0.7556561	-0.7750331	-0.7362791
silicate	Atlantic	(27.25,27.5]	-0.8800915	-0.8926626	-0.8675203
silicate	Atlantic	(27.5,27.75]	-0.8660431	-0.8787795	-0.8533067
silicate	Atlantic	(27.75,27.85]	-0.8947682	-0.9005956	-0.8889408
silicate	Atlantic	(27.85,27.95]	-0.8935851	-0.9078408	-0.8793293
silicate	Atlantic	(27.95,28.05]	-0.8821916	-0.9000503	-0.8643330
silicate	Atlantic	(28.05,28.1]	-0.8813379	-0.8962672	-0.8664086
silicate	Atlantic	(28.1,28.15]	-0.9144425	-0.9298065	-0.8990784
silicate	Atlantic	(28.15,28.2]	-0.9529790	-0.9625460	-0.9434120
silicate	Atlantic	(28.2, Inf]	-0.9534747	-0.9562961	-0.9506532
silicate	Indian	(-Inf,26.5]	-0.7938611	-0.8610061	-0.7267162
silicate	Indian	(26.5,26.75]	-0.8822034	-0.9340737	-0.8303332
silicate	Indian	(26.75,27]	-0.6258126	-0.7498049	-0.5018203
silicate	Indian	(27,27.25]	-0.1852628	-0.3462356	-0.0242900
silicate	Indian	(27.25,27.5]	0.4361224	0.4297722	0.4424725
silicate	Indian	(27.5,27.75]	0.6072256	0.5865959	0.6278554
silicate	Indian	(27.75,27.85]	0.2760034	0.2507452	0.3012616
silicate	Indian	(27.85,27.95]	0.1334428	0.1064630	0.1604226
silicate	Indian	(27.95,28.05]	-0.0400070	-0.0961062	0.0160923
silicate	Indian	(28.05,28.1]	-0.0715904	-0.1658819	0.0227011
silicate	Indian	(28.1,28.2]	-0.0737944	-0.1161642	-0.0314246
silicate	Indian	(28.2,28.3]	-0.1042599	-0.1545215	-0.0539983
silicate	Indian	(28.3, Inf]	-0.3637723	-0.4296984	-0.2978462
silicate	Pacific	(-Inf,26.5]	-0.5073975	-0.5768154	-0.4379796
silicate	Pacific	(26.5,26.75]	-0.6319192	-0.6484539	-0.6153846
silicate	Pacific	(26.75,27]	-0.5056639	-0.5356206	-0.4757071
silicate	Pacific	(27,27.25]	0.3202428	0.2677746	0.3727110
silicate	Pacific	(27.25,27.5]	0.7964663	0.7819563	0.8109762
silicate	Pacific	(27.5,27.75]	0.8777737	0.8743798	0.8811676
silicate	Pacific	(27.75,27.85]	0.8639665	0.8598856	0.8680475
silicate	Pacific	(27.85,27.95]	0.7892362	0.7759749	0.8024974
silicate	Pacific	(27.95,28.05]	0.5797564	0.5614563	0.5980566
silicate	Pacific	(28.05,28.1]	0.3063674	0.2926804	0.3200545
silicate	Pacific	(28.1,28.2]	0.2505186	0.2241862	0.2768511
silicate	Pacific	(28.2,28.3]	-0.2477296	-0.2682490	-0.2272102
silicate	Pacific	(28.3, Inf]	-0.4002273	-0.4697551	-0.3306995
temp	Atlantic	(-Inf,26.5]	0.5460122	0.4623452	0.6296793
temp	Atlantic	(26.5,26.75]	0.7882160	0.7238625	0.8525695
temp	Atlantic	(26.75,27]	0.8679065	0.8350458	0.9007672
temp	Atlantic	(27,27.25]	0.8445477	0.8275453	0.8615500
temp	Atlantic	(27.25,27.5]	0.8105552	0.7811812	0.8399292
temp	Atlantic	(27.5,27.75]	0.7450283	0.7326627	0.7573940
temp	Atlantic	(27.75,27.85]	0.6849017	0.6740346	0.6957687
temp	Atlantic	(27.85,27.95]	0.6209540	0.6071798	0.6347282
temp	Atlantic	(27.95,28.05]	0.6395846	0.6374459	0.6417232
temp	Atlantic	(28.05,28.1]	0.6618408	0.6571151	0.6665666
temp	Atlantic	(28.1,28.15]	0.6444204	0.6299278	0.6589129
temp	Atlantic	(28.15,28.2]	0.5014978	0.3546656	0.6483300
temp	Atlantic	(28.2, Inf]	0.2651276	0.2515739	0.2786812
temp	Indian	(-Inf,26.5]	-0.0408017	-0.1486353	0.0670319
temp	Indian	(26.5,26.75]	0.3177010	0.0826219	0.5527800
temp	Indian	(26.75,27]	0.3432368	0.0207799	0.6656936
temp	Indian	(27,27.25]	0.4628540	0.1693583	0.7563497
temp	Indian	(27.25,27.5]	0.5219596	0.3476025	0.6963167
temp	Indian	(27.5,27.75]	0.2667477	0.1426943	0.3908010
temp	Indian	(27.75,27.85]	0.1998258	0.0577213	0.3419304
temp	Indian	(27.85,27.95]	0.2879017	0.2252201	0.3505833
temp	Indian	(27.95,28.05]	0.4703074	0.4191697	0.5214451
temp	Indian	(28.05,28.1]	0.3533014	0.2534350	0.4531678
temp	Indian	(28.1,28.2]	0.3264733	0.2662965	0.3866500
temp	Indian	(28.2,28.3]	0.2439978	0.2382677	0.2497278
temp	Indian	(28.3, Inf]	-0.0243598	-0.2079643	0.1592446
temp	Pacific	(-Inf,26.5]	0.0550372	0.0014470	0.1086274
temp	Pacific	(26.5,26.75]	0.4635865	0.3870208	0.5401522
temp	Pacific	(26.75,27]	0.3676852	0.2656307	0.4697398
temp	Pacific	(27,27.25]	-0.2686031	-0.2803851	-0.2568211
temp	Pacific	(27.25,27.5]	-0.4982594	-0.5157917	-0.4807271
temp	Pacific	(27.5,27.75]	-0.3877307	-0.4546037	-0.3208576
temp	Pacific	(27.75,27.85]	-0.3872089	-0.5844742	-0.1899436
temp	Pacific	(27.85,27.95]	-0.3741637	-0.5503971	-0.1979303
temp	Pacific	(27.95,28.05]	-0.2038956	-0.3247184	-0.0830728
temp	Pacific	(28.05,28.1]	-0.0852732	-0.1382337	-0.0323127
temp	Pacific	(28.1,28.2]	0.2228660	0.1526961	0.2930359
temp	Pacific	(28.2,28.3]	0.1157118	0.0892353	0.1421883
temp	Pacific	(28.3, Inf]	-0.2286911	-0.4158565	-0.0415257

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  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  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_0.11          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] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.18               
[79] RcppEigen_0.3.3.7.0      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_0.1