eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-05-25

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

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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: 901af76

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 901af76. 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:   code/previous_script_versions/back_up_eras_removal_eMLR_model_fitting.Rmd
    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.

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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
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
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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
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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]	0.9061370	0.8981893	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9450382	0.9440155	0.9460609
aou + nitrate	Atlantic	(26.5,26.75]	0.9507814	0.9485760	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.8866058	0.8623873	0.9108244
aou + nitrate	Atlantic	(27,27.25]	0.8325164	0.7746208	0.8904121
aou + nitrate	Atlantic	(27.25,27.5]	0.8040635	0.7649592	0.8431679
aou + nitrate	Atlantic	(27.5,27.75]	0.8577632	0.8293587	0.8861676
aou + nitrate	Atlantic	(27.75,27.85]	0.9227745	0.9069509	0.9385982
aou + nitrate	Atlantic	(27.85,27.95]	0.9416115	0.9337732	0.9494498
aou + nitrate	Atlantic	(27.95,28.05]	0.9535747	0.9531335	0.9540160
aou + nitrate	Atlantic	(28.05,28.1]	0.9735112	0.9730750	0.9739473
aou + nitrate	Atlantic	(28.1,28.15]	0.9785232	0.9685047	0.9885416
aou + nitrate	Atlantic	(28.15,28.2]	0.9899215	0.9843610	0.9954819
aou + nitrate	Atlantic	(28.2, Inf]	0.8181639	0.7388758	0.8974521
aou + nitrate	Indian	(-Inf,26]	0.9911072	0.9875282	0.9946862
aou + nitrate	Indian	(26,26.5]	0.9840804	0.9790311	0.9891296
aou + nitrate	Indian	(26.5,26.75]	0.9660230	0.9574539	0.9745922
aou + nitrate	Indian	(26.75,27]	0.9262612	0.9087146	0.9438079
aou + nitrate	Indian	(27,27.25]	0.8738091	0.8681687	0.8794494
aou + nitrate	Indian	(27.25,27.5]	0.8775537	0.8507703	0.9043371
aou + nitrate	Indian	(27.5,27.75]	0.9050674	0.8923756	0.9177591
aou + nitrate	Indian	(27.75,27.85]	0.8842258	0.8518797	0.9165719
aou + nitrate	Indian	(27.85,27.95]	0.8598661	0.8229170	0.8968151
aou + nitrate	Indian	(27.95,28.05]	0.8115462	0.7356703	0.8874221
aou + nitrate	Indian	(28.05,28.1]	0.8712000	0.8032955	0.9391045
aou + nitrate	Indian	(28.1, Inf]	0.6318372	0.5392189	0.7244555
aou + nitrate	Pacific	(-Inf,26]	0.8774215	0.8558939	0.8989491
aou + nitrate	Pacific	(26,26.5]	0.8372372	0.8146998	0.8597746
aou + nitrate	Pacific	(26.5,26.75]	0.7786831	0.7661550	0.7912113
aou + nitrate	Pacific	(26.75,27]	0.8998803	0.8912797	0.9084808
aou + nitrate	Pacific	(27,27.25]	0.9735485	0.9724904	0.9746066
aou + nitrate	Pacific	(27.25,27.5]	0.9759570	0.9708125	0.9811015
aou + nitrate	Pacific	(27.5,27.75]	0.9755408	0.9673480	0.9837337
aou + nitrate	Pacific	(27.75,27.85]	0.9808660	0.9718649	0.9898671
aou + nitrate	Pacific	(27.85,27.95]	0.9786412	0.9700738	0.9872086
aou + nitrate	Pacific	(27.95,28.05]	0.9669732	0.9603198	0.9736267
aou + nitrate	Pacific	(28.05,28.1]	0.9481771	0.9301009	0.9662533
aou + nitrate	Pacific	(28.1, Inf]	0.9464174	0.9262705	0.9665642
aou + oxygen	Atlantic	(-Inf,26]	-0.9376221	-0.9401856	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9480221	-0.9483131	-0.9477312
aou + oxygen	Atlantic	(26.5,26.75]	-0.9577962	-0.9669847	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9575163	-0.9644672	-0.9505654
aou + oxygen	Atlantic	(27,27.25]	-0.9586851	-0.9621164	-0.9552537
aou + oxygen	Atlantic	(27.25,27.5]	-0.9430773	-0.9516562	-0.9344985
aou + oxygen	Atlantic	(27.5,27.75]	-0.9323689	-0.9459457	-0.9187921
aou + oxygen	Atlantic	(27.75,27.85]	-0.9565932	-0.9649372	-0.9482491
aou + oxygen	Atlantic	(27.85,27.95]	-0.9781593	-0.9815623	-0.9747563
aou + oxygen	Atlantic	(27.95,28.05]	-0.9824941	-0.9847510	-0.9802371
aou + oxygen	Atlantic	(28.05,28.1]	-0.9896167	-0.9899111	-0.9893222
aou + oxygen	Atlantic	(28.1,28.15]	-0.9921510	-0.9944951	-0.9898070
aou + oxygen	Atlantic	(28.15,28.2]	-0.9953982	-0.9976793	-0.9931171
aou + oxygen	Atlantic	(28.2, Inf]	-0.9759742	-0.9822572	-0.9696913
aou + oxygen	Indian	(-Inf,26]	-0.9927916	-0.9941612	-0.9914220
aou + oxygen	Indian	(26,26.5]	-0.9968549	-0.9969576	-0.9967523
aou + oxygen	Indian	(26.5,26.75]	-0.9966147	-0.9976617	-0.9955677
aou + oxygen	Indian	(26.75,27]	-0.9945178	-0.9968609	-0.9921747
aou + oxygen	Indian	(27,27.25]	-0.9944917	-0.9954770	-0.9935063
aou + oxygen	Indian	(27.25,27.5]	-0.9952454	-0.9956900	-0.9948009
aou + oxygen	Indian	(27.5,27.75]	-0.9960406	-0.9965442	-0.9955369
aou + oxygen	Indian	(27.75,27.85]	-0.9970809	-0.9977953	-0.9963664
aou + oxygen	Indian	(27.85,27.95]	-0.9946956	-0.9951090	-0.9942821
aou + oxygen	Indian	(27.95,28.05]	-0.9902796	-0.9918813	-0.9886779
aou + oxygen	Indian	(28.05,28.1]	-0.9908470	-0.9961819	-0.9855122
aou + oxygen	Indian	(28.1, Inf]	-0.9873147	-0.9882659	-0.9863636
aou + oxygen	Pacific	(-Inf,26]	-0.8516738	-0.8622517	-0.8410958
aou + oxygen	Pacific	(26,26.5]	-0.9766155	-0.9789476	-0.9742834
aou + oxygen	Pacific	(26.5,26.75]	-0.9761660	-0.9796503	-0.9726818
aou + oxygen	Pacific	(26.75,27]	-0.9753468	-0.9786980	-0.9719956
aou + oxygen	Pacific	(27,27.25]	-0.9939919	-0.9949202	-0.9930636
aou + oxygen	Pacific	(27.25,27.5]	-0.9958064	-0.9964409	-0.9951719
aou + oxygen	Pacific	(27.5,27.75]	-0.9960220	-0.9969138	-0.9951303
aou + oxygen	Pacific	(27.75,27.85]	-0.9977364	-0.9977856	-0.9976872
aou + oxygen	Pacific	(27.85,27.95]	-0.9985980	-0.9989413	-0.9982547
aou + oxygen	Pacific	(27.95,28.05]	-0.9984193	-0.9987365	-0.9981021
aou + oxygen	Pacific	(28.05,28.1]	-0.9991246	-0.9991285	-0.9991207
aou + oxygen	Pacific	(28.1, Inf]	-0.9958442	-0.9964589	-0.9952296
aou + phosphate	Atlantic	(-Inf,26]	0.7122058	0.6981694	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8306519	0.8204148	0.8408889
aou + phosphate	Atlantic	(26.5,26.75]	0.8822284	0.8798390	0.8846178
aou + phosphate	Atlantic	(26.75,27]	0.8160158	0.7965259	0.8355057
aou + phosphate	Atlantic	(27,27.25]	0.7728331	0.7053644	0.8403019
aou + phosphate	Atlantic	(27.25,27.5]	0.7554905	0.7118723	0.7991088
aou + phosphate	Atlantic	(27.5,27.75]	0.8308239	0.8004230	0.8612247
aou + phosphate	Atlantic	(27.75,27.85]	0.9043256	0.8883642	0.9202870
aou + phosphate	Atlantic	(27.85,27.95]	0.9375243	0.9299204	0.9451282
aou + phosphate	Atlantic	(27.95,28.05]	0.9514647	0.9495128	0.9534165
aou + phosphate	Atlantic	(28.05,28.1]	0.9683266	0.9660279	0.9706253
aou + phosphate	Atlantic	(28.1,28.15]	0.9733780	0.9677330	0.9790230
aou + phosphate	Atlantic	(28.15,28.2]	0.9901167	0.9843005	0.9959329
aou + phosphate	Atlantic	(28.2, Inf]	0.8190041	0.7403246	0.8976837
aou + phosphate	Indian	(-Inf,26]	0.9931974	0.9901851	0.9962097
aou + phosphate	Indian	(26,26.5]	0.9938213	0.9917947	0.9958478
aou + phosphate	Indian	(26.5,26.75]	0.9772691	0.9618220	0.9927161
aou + phosphate	Indian	(26.75,27]	0.9465594	0.9195881	0.9735306
aou + phosphate	Indian	(27,27.25]	0.9258096	0.8908896	0.9607295
aou + phosphate	Indian	(27.25,27.5]	0.9420017	0.9291125	0.9548909
aou + phosphate	Indian	(27.5,27.75]	0.9540933	0.9513917	0.9567949
aou + phosphate	Indian	(27.75,27.85]	0.9287451	0.9055982	0.9518920
aou + phosphate	Indian	(27.85,27.95]	0.8818059	0.8383097	0.9253022
aou + phosphate	Indian	(27.95,28.05]	0.8413499	0.7675993	0.9151005
aou + phosphate	Indian	(28.05,28.1]	0.8934330	0.8305297	0.9563363
aou + phosphate	Indian	(28.1, Inf]	0.6601044	0.5755452	0.7446636
aou + phosphate	Pacific	(-Inf,26]	0.8717669	0.8627559	0.8807779
aou + phosphate	Pacific	(26,26.5]	0.8960456	0.8741523	0.9179388
aou + phosphate	Pacific	(26.5,26.75]	0.8286688	0.8093784	0.8479592
aou + phosphate	Pacific	(26.75,27]	0.9074406	0.9015122	0.9133691
aou + phosphate	Pacific	(27,27.25]	0.9803745	0.9797658	0.9809832
aou + phosphate	Pacific	(27.25,27.5]	0.9821146	0.9806894	0.9835397
aou + phosphate	Pacific	(27.5,27.75]	0.9774904	0.9718282	0.9831525
aou + phosphate	Pacific	(27.75,27.85]	0.9803378	0.9736845	0.9869910
aou + phosphate	Pacific	(27.85,27.95]	0.9806549	0.9752986	0.9860112
aou + phosphate	Pacific	(27.95,28.05]	0.9743677	0.9694971	0.9792383
aou + phosphate	Pacific	(28.05,28.1]	0.9656944	0.9605885	0.9708003
aou + phosphate	Pacific	(28.1, Inf]	0.9408423	0.9226400	0.9590446
aou + silicate	Atlantic	(-Inf,26]	0.4073316	0.3009804	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7541555	0.7213322	0.7869789
aou + silicate	Atlantic	(26.5,26.75]	0.8759264	0.8709701	0.8808827
aou + silicate	Atlantic	(26.75,27]	0.8348948	0.8245290	0.8452607
aou + silicate	Atlantic	(27,27.25]	0.7218396	0.6251046	0.8185746
aou + silicate	Atlantic	(27.25,27.5]	0.5863980	0.5027505	0.6700455
aou + silicate	Atlantic	(27.5,27.75]	0.6066298	0.5551712	0.6580883
aou + silicate	Atlantic	(27.75,27.85]	0.7915467	0.7904148	0.7926787
aou + silicate	Atlantic	(27.85,27.95]	0.8623506	0.8594089	0.8652923
aou + silicate	Atlantic	(27.95,28.05]	0.9281602	0.9203844	0.9359359
aou + silicate	Atlantic	(28.05,28.1]	0.9682932	0.9656248	0.9709617
aou + silicate	Atlantic	(28.1,28.15]	0.9708733	0.9669395	0.9748071
aou + silicate	Atlantic	(28.15,28.2]	0.9901512	0.9857164	0.9945859
aou + silicate	Atlantic	(28.2, Inf]	0.8488299	0.8171396	0.8805201
aou + silicate	Indian	(-Inf,26]	0.9077471	0.8618852	0.9536089
aou + silicate	Indian	(26,26.5]	0.9327289	0.9068647	0.9585931
aou + silicate	Indian	(26.5,26.75]	0.9509239	0.9301733	0.9716746
aou + silicate	Indian	(26.75,27]	0.9636890	0.9501766	0.9772014
aou + silicate	Indian	(27,27.25]	0.9160031	0.8932103	0.9387959
aou + silicate	Indian	(27.25,27.5]	0.8620288	0.8297411	0.8943164
aou + silicate	Indian	(27.5,27.75]	0.8200866	0.7737799	0.8663933
aou + silicate	Indian	(27.75,27.85]	0.8474765	0.8247749	0.8701782
aou + silicate	Indian	(27.85,27.95]	0.8405078	0.8040201	0.8769956
aou + silicate	Indian	(27.95,28.05]	0.8601324	0.8168531	0.9034116
aou + silicate	Indian	(28.05,28.1]	0.9346558	0.9182731	0.9510386
aou + silicate	Indian	(28.1, Inf]	0.5453705	0.5289855	0.5617554
aou + silicate	Pacific	(-Inf,26]	0.6029394	0.6003319	0.6055469
aou + silicate	Pacific	(26,26.5]	0.4806043	0.3631218	0.5980868
aou + silicate	Pacific	(26.5,26.75]	0.3260822	0.2556880	0.3964765
aou + silicate	Pacific	(26.75,27]	0.6149751	0.5338675	0.6960828
aou + silicate	Pacific	(27,27.25]	0.8791434	0.8484866	0.9098002
aou + silicate	Pacific	(27.25,27.5]	0.9010247	0.8710401	0.9310094
aou + silicate	Pacific	(27.5,27.75]	0.9162408	0.8868020	0.9456796
aou + silicate	Pacific	(27.75,27.85]	0.9670398	0.9644913	0.9695884
aou + silicate	Pacific	(27.85,27.95]	0.9632777	0.9619250	0.9646305
aou + silicate	Pacific	(27.95,28.05]	0.9458008	0.9446465	0.9469551
aou + silicate	Pacific	(28.05,28.1]	0.9519669	0.9498918	0.9540419
aou + silicate	Pacific	(28.1, Inf]	0.8578429	0.8502110	0.8654749
nitrate + silicate	Atlantic	(-Inf,26]	0.5580177	0.5244257	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8574446	0.8482759	0.8666133
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352442	0.9281674	0.9423210
nitrate + silicate	Atlantic	(26.75,27]	0.9163591	0.8859991	0.9467190
nitrate + silicate	Atlantic	(27,27.25]	0.9112323	0.8775414	0.9449232
nitrate + silicate	Atlantic	(27.25,27.5]	0.8922342	0.8719522	0.9125161
nitrate + silicate	Atlantic	(27.5,27.75]	0.8828658	0.8745985	0.8911332
nitrate + silicate	Atlantic	(27.75,27.85]	0.9395911	0.9322089	0.9469734
nitrate + silicate	Atlantic	(27.85,27.95]	0.9646800	0.9604234	0.9689365
nitrate + silicate	Atlantic	(27.95,28.05]	0.9792939	0.9767731	0.9818147
nitrate + silicate	Atlantic	(28.05,28.1]	0.9874083	0.9866454	0.9881712
nitrate + silicate	Atlantic	(28.1,28.15]	0.9887060	0.9879461	0.9894659
nitrate + silicate	Atlantic	(28.15,28.2]	0.9942251	0.9927013	0.9957489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9658116	0.9446042	0.9870190
nitrate + silicate	Indian	(-Inf,26]	0.9293583	0.8954810	0.9632357
nitrate + silicate	Indian	(26,26.5]	0.9511247	0.9416898	0.9605597
nitrate + silicate	Indian	(26.5,26.75]	0.9487663	0.9486024	0.9489302
nitrate + silicate	Indian	(26.75,27]	0.9327892	0.9235236	0.9420549
nitrate + silicate	Indian	(27,27.25]	0.9276877	0.9210583	0.9343171
nitrate + silicate	Indian	(27.25,27.5]	0.9246446	0.9122846	0.9370047
nitrate + silicate	Indian	(27.5,27.75]	0.8399171	0.8235965	0.8562376
nitrate + silicate	Indian	(27.75,27.85]	0.7785859	0.7555974	0.8015743
nitrate + silicate	Indian	(27.85,27.95]	0.8497012	0.8404352	0.8589672
nitrate + silicate	Indian	(27.95,28.05]	0.9036386	0.8937982	0.9134789
nitrate + silicate	Indian	(28.05,28.1]	0.9490576	0.9340498	0.9640654
nitrate + silicate	Indian	(28.1, Inf]	0.8165844	0.8148723	0.8182965
nitrate + silicate	Pacific	(-Inf,26]	0.8246558	0.8031869	0.8461247
nitrate + silicate	Pacific	(26,26.5]	0.7709923	0.7223113	0.8196734
nitrate + silicate	Pacific	(26.5,26.75]	0.7247350	0.6609330	0.7885370
nitrate + silicate	Pacific	(26.75,27]	0.8126740	0.7727546	0.8525934
nitrate + silicate	Pacific	(27,27.25]	0.8925337	0.8613558	0.9237116
nitrate + silicate	Pacific	(27.25,27.5]	0.8623273	0.8141265	0.9105280
nitrate + silicate	Pacific	(27.5,27.75]	0.8649097	0.8144329	0.9153865
nitrate + silicate	Pacific	(27.75,27.85]	0.9358520	0.9195686	0.9521354
nitrate + silicate	Pacific	(27.85,27.95]	0.9446783	0.9333054	0.9560511
nitrate + silicate	Pacific	(27.95,28.05]	0.9216487	0.9180338	0.9252636
nitrate + silicate	Pacific	(28.05,28.1]	0.9046038	0.8919491	0.9172584
nitrate + silicate	Pacific	(28.1, Inf]	0.9076744	0.8969378	0.9184110
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8463011	-0.8711973	-0.8214049
oxygen + nitrate	Atlantic	(26,26.5]	-0.8169423	-0.8191536	-0.8147311
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8372735	-0.8493841	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7444949	-0.7824247	-0.7065650
oxygen + nitrate	Atlantic	(27,27.25]	-0.6638704	-0.7531958	-0.5745449
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5782342	-0.6481440	-0.5083243
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6350672	-0.7074648	-0.5626695
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7788589	-0.8221722	-0.7355455
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8589619	-0.8776083	-0.8403156
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8932729	-0.8995247	-0.8870211
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9395381	-0.9398756	-0.9392007
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9524519	-0.9731284	-0.9317754
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9815679	-0.9915477	-0.9715882
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7041877	-0.8255193	-0.5828560
oxygen + nitrate	Indian	(-Inf,26]	-0.9788362	-0.9831144	-0.9745580
oxygen + nitrate	Indian	(26,26.5]	-0.9695425	-0.9774161	-0.9616690
oxygen + nitrate	Indian	(26.5,26.75]	-0.9433370	-0.9586350	-0.9280389
oxygen + nitrate	Indian	(26.75,27]	-0.8836175	-0.9164424	-0.8507927
oxygen + nitrate	Indian	(27,27.25]	-0.8210614	-0.8347536	-0.8073692
oxygen + nitrate	Indian	(27.25,27.5]	-0.8312157	-0.8642078	-0.7982237
oxygen + nitrate	Indian	(27.5,27.75]	-0.8784472	-0.8967909	-0.8601035
oxygen + nitrate	Indian	(27.75,27.85]	-0.8661065	-0.9040012	-0.8282118
oxygen + nitrate	Indian	(27.85,27.95]	-0.8151858	-0.8594449	-0.7709268
oxygen + nitrate	Indian	(27.95,28.05]	-0.7331905	-0.8308434	-0.6355376
oxygen + nitrate	Indian	(28.05,28.1]	-0.8065041	-0.9136847	-0.6993235
oxygen + nitrate	Indian	(28.1, Inf]	-0.5173059	-0.6266690	-0.4079427
oxygen + nitrate	Pacific	(-Inf,26]	-0.5749050	-0.6419723	-0.5078378
oxygen + nitrate	Pacific	(26,26.5]	-0.7193490	-0.7377455	-0.7009525
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6424980	-0.6748285	-0.6101676
oxygen + nitrate	Pacific	(26.75,27]	-0.7946456	-0.8128693	-0.7764219
oxygen + nitrate	Pacific	(27,27.25]	-0.9512653	-0.9528527	-0.9496780
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9669111	-0.9707611	-0.9630611
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9710946	-0.9781836	-0.9640057
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9783534	-0.9867905	-0.9699163
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9770045	-0.9838220	-0.9701871
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9623048	-0.9701718	-0.9544377
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9422115	-0.9604620	-0.9239610
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9240987	-0.9474311	-0.9007663
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5594345	-0.5599394	-0.5589296
oxygen + phosphate	Atlantic	(26,26.5]	-0.6268739	-0.6406122	-0.6131356
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7232887	-0.7390726	-0.7075049
oxygen + phosphate	Atlantic	(26.75,27]	-0.6380301	-0.6708590	-0.6052013
oxygen + phosphate	Atlantic	(27,27.25]	-0.5794756	-0.6772403	-0.4817110
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5098281	-0.5848687	-0.4347876
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5915521	-0.6657545	-0.5173496
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7480850	-0.7906939	-0.7054761
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8514941	-0.8699839	-0.8330043
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8890593	-0.8937033	-0.8844153
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9322528	-0.9348793	-0.9296263
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9434014	-0.9587664	-0.9280363
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9810383	-0.9922437	-0.9698328
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7029569	-0.8248954	-0.5810184
oxygen + phosphate	Indian	(-Inf,26]	-0.9850080	-0.9853685	-0.9846474
oxygen + phosphate	Indian	(26,26.5]	-0.9847679	-0.9890769	-0.9804589
oxygen + phosphate	Indian	(26.5,26.75]	-0.9592601	-0.9851035	-0.9334168
oxygen + phosphate	Indian	(26.75,27]	-0.9105118	-0.9560913	-0.8649322
oxygen + phosphate	Indian	(27,27.25]	-0.8856283	-0.9358125	-0.8354441
oxygen + phosphate	Indian	(27.25,27.5]	-0.9110512	-0.9275323	-0.8945701
oxygen + phosphate	Indian	(27.5,27.75]	-0.9390252	-0.9411115	-0.9369389
oxygen + phosphate	Indian	(27.75,27.85]	-0.9093007	-0.9371748	-0.8814266
oxygen + phosphate	Indian	(27.85,27.95]	-0.8370074	-0.8902088	-0.7838059
oxygen + phosphate	Indian	(27.95,28.05]	-0.7675502	-0.8641116	-0.6709889
oxygen + phosphate	Indian	(28.05,28.1]	-0.8337328	-0.9337212	-0.7337444
oxygen + phosphate	Indian	(28.1, Inf]	-0.5483425	-0.6488165	-0.4478685
oxygen + phosphate	Pacific	(-Inf,26]	-0.6180278	-0.6672581	-0.5687975
oxygen + phosphate	Pacific	(26,26.5]	-0.7885783	-0.8132875	-0.7638691
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6956268	-0.7319078	-0.6593457
oxygen + phosphate	Pacific	(26.75,27]	-0.7989507	-0.8169067	-0.7809947
oxygen + phosphate	Pacific	(27,27.25]	-0.9582011	-0.9589270	-0.9574753
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9719963	-0.9733009	-0.9706916
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9731262	-0.9783605	-0.9678919
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9773891	-0.9838185	-0.9709596
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9784847	-0.9824544	-0.9745150
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9697832	-0.9756898	-0.9638765
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9619041	-0.9662450	-0.9575633
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9172272	-0.9394474	-0.8950071
oxygen + silicate	Atlantic	(-Inf,26]	-0.2574041	-0.3920757	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.5645206	-0.5957161	-0.5333251
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7336895	-0.7710893	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.6778795	-0.6976353	-0.6581236
oxygen + silicate	Atlantic	(27,27.25]	-0.5352118	-0.6584338	-0.4119897
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3178114	-0.4347222	-0.2009006
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3226022	-0.4174434	-0.2277609
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6086323	-0.6298913	-0.5873733
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7498826	-0.7628076	-0.7369576
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8500525	-0.8550606	-0.8450444
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9272315	-0.9325708	-0.9218923
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9382521	-0.9496755	-0.9268286
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9834399	-0.9910614	-0.9758184
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7419325	-0.8058505	-0.6780144
oxygen + silicate	Indian	(-Inf,26]	-0.8799992	-0.9335603	-0.8264380
oxygen + silicate	Indian	(26,26.5]	-0.9147530	-0.9481478	-0.8813583
oxygen + silicate	Indian	(26.5,26.75]	-0.9361689	-0.9605670	-0.9117707
oxygen + silicate	Indian	(26.75,27]	-0.9465788	-0.9585189	-0.9346387
oxygen + silicate	Indian	(27,27.25]	-0.8804499	-0.9029974	-0.8579024
oxygen + silicate	Indian	(27.25,27.5]	-0.8168346	-0.8564195	-0.7772497
oxygen + silicate	Indian	(27.5,27.75]	-0.7766711	-0.8315374	-0.7218048
oxygen + silicate	Indian	(27.75,27.85]	-0.8196681	-0.8480106	-0.7913257
oxygen + silicate	Indian	(27.85,27.95]	-0.7962979	-0.8455358	-0.7470600
oxygen + silicate	Indian	(27.95,28.05]	-0.7963462	-0.8592102	-0.7334822
oxygen + silicate	Indian	(28.05,28.1]	-0.8906104	-0.9324950	-0.8487259
oxygen + silicate	Indian	(28.1, Inf]	-0.4268246	-0.4482339	-0.4054154
oxygen + silicate	Pacific	(-Inf,26]	-0.2372638	-0.2639350	-0.2105925
oxygen + silicate	Pacific	(26,26.5]	-0.3109423	-0.4318148	-0.1900698
oxygen + silicate	Pacific	(26.5,26.75]	-0.1362596	-0.1931420	-0.0793772
oxygen + silicate	Pacific	(26.75,27]	-0.4413418	-0.5470268	-0.3356567
oxygen + silicate	Pacific	(27,27.25]	-0.8290001	-0.8695983	-0.7884019
oxygen + silicate	Pacific	(27.25,27.5]	-0.8641419	-0.9022766	-0.8260071
oxygen + silicate	Pacific	(27.5,27.75]	-0.8844865	-0.9238317	-0.8451413
oxygen + silicate	Pacific	(27.75,27.85]	-0.9549816	-0.9579089	-0.9520544
oxygen + silicate	Pacific	(27.85,27.95]	-0.9542716	-0.9544520	-0.9540913
oxygen + silicate	Pacific	(27.95,28.05]	-0.9322644	-0.9325265	-0.9320023
oxygen + silicate	Pacific	(28.05,28.1]	-0.9439552	-0.9467321	-0.9411782
oxygen + silicate	Pacific	(28.1, Inf]	-0.8135275	-0.8251645	-0.8018904
phosphate + nitrate	Atlantic	(-Inf,26]	0.8274791	0.7735562	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9304299	0.9285739	0.9322859
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9743070	0.9742041	0.9744099
phosphate + nitrate	Atlantic	(26.75,27]	0.9809798	0.9805523	0.9814072
phosphate + nitrate	Atlantic	(27,27.25]	0.9889196	0.9874033	0.9904358
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9934932	0.9926498	0.9943366
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9952874	0.9950992	0.9954755
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9950674	0.9942288	0.9959059
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9941454	0.9935609	0.9947300
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9933597	0.9927876	0.9939318
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9912750	0.9901940	0.9923559
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9928287	0.9927637	0.9928936
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970966	0.9969305	0.9972627
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9883382	0.9811724	0.9955041
phosphate + nitrate	Indian	(-Inf,26]	0.9940414	0.9904952	0.9975875
phosphate + nitrate	Indian	(26,26.5]	0.9891611	0.9814374	0.9968848
phosphate + nitrate	Indian	(26.5,26.75]	0.9899053	0.9824955	0.9973151
phosphate + nitrate	Indian	(26.75,27]	0.9855413	0.9752627	0.9958200
phosphate + nitrate	Indian	(27,27.25]	0.9604531	0.9289009	0.9920054
phosphate + nitrate	Indian	(27.25,27.5]	0.9508708	0.9181376	0.9836041
phosphate + nitrate	Indian	(27.5,27.75]	0.9389598	0.9253568	0.9525627
phosphate + nitrate	Indian	(27.75,27.85]	0.9289132	0.9252577	0.9325688
phosphate + nitrate	Indian	(27.85,27.95]	0.9575155	0.9568290	0.9582020
phosphate + nitrate	Indian	(27.95,28.05]	0.9773818	0.9760391	0.9787244
phosphate + nitrate	Indian	(28.05,28.1]	0.9824239	0.9812119	0.9836360
phosphate + nitrate	Indian	(28.1, Inf]	0.9303464	0.9209541	0.9397387
phosphate + nitrate	Pacific	(-Inf,26]	0.9489640	0.9445114	0.9534166
phosphate + nitrate	Pacific	(26,26.5]	0.9323141	0.9175170	0.9471111
phosphate + nitrate	Pacific	(26.5,26.75]	0.9298047	0.9148671	0.9447424
phosphate + nitrate	Pacific	(26.75,27]	0.9730423	0.9652296	0.9808549
phosphate + nitrate	Pacific	(27,27.25]	0.9870823	0.9843002	0.9898644
phosphate + nitrate	Pacific	(27.25,27.5]	0.9883401	0.9843545	0.9923257
phosphate + nitrate	Pacific	(27.5,27.75]	0.9872241	0.9805200	0.9939281
phosphate + nitrate	Pacific	(27.75,27.85]	0.9800144	0.9680381	0.9919908
phosphate + nitrate	Pacific	(27.85,27.95]	0.9744882	0.9599095	0.9890670
phosphate + nitrate	Pacific	(27.95,28.05]	0.9596545	0.9504974	0.9688117
phosphate + nitrate	Pacific	(28.05,28.1]	0.9310506	0.9074304	0.9546708
phosphate + nitrate	Pacific	(28.1, Inf]	0.9491536	0.9255812	0.9727260
phosphate + silicate	Atlantic	(-Inf,26]	0.7711146	0.7374635	0.8047657
phosphate + silicate	Atlantic	(26,26.5]	0.9213378	0.9019495	0.9407260
phosphate + silicate	Atlantic	(26.5,26.75]	0.9428781	0.9267788	0.9589774
phosphate + silicate	Atlantic	(26.75,27]	0.9258833	0.8998554	0.9519111
phosphate + silicate	Atlantic	(27,27.25]	0.9227705	0.8916868	0.9538541
phosphate + silicate	Atlantic	(27.25,27.5]	0.9131164	0.8969358	0.9292969
phosphate + silicate	Atlantic	(27.5,27.75]	0.8988151	0.8913197	0.9063105
phosphate + silicate	Atlantic	(27.75,27.85]	0.9469214	0.9409823	0.9528605
phosphate + silicate	Atlantic	(27.85,27.95]	0.9672534	0.9630386	0.9714681
phosphate + silicate	Atlantic	(27.95,28.05]	0.9806290	0.9781352	0.9831228
phosphate + silicate	Atlantic	(28.05,28.1]	0.9875919	0.9857589	0.9894248
phosphate + silicate	Atlantic	(28.1,28.15]	0.9916363	0.9905187	0.9927539
phosphate + silicate	Atlantic	(28.15,28.2]	0.9947428	0.9939122	0.9955734
phosphate + silicate	Atlantic	(28.2, Inf]	0.9727463	0.9565616	0.9889311
phosphate + silicate	Indian	(-Inf,26]	0.9157927	0.8679378	0.9636477
phosphate + silicate	Indian	(26,26.5]	0.9428714	0.9220873	0.9636555
phosphate + silicate	Indian	(26.5,26.75]	0.9482124	0.9424836	0.9539413
phosphate + silicate	Indian	(26.75,27]	0.9420999	0.9360050	0.9481948
phosphate + silicate	Indian	(27,27.25]	0.9316616	0.9150106	0.9483127
phosphate + silicate	Indian	(27.25,27.5]	0.9072240	0.8705166	0.9439314
phosphate + silicate	Indian	(27.5,27.75]	0.8379183	0.7811979	0.8946387
phosphate + silicate	Indian	(27.75,27.85]	0.8713454	0.8607491	0.8819417
phosphate + silicate	Indian	(27.85,27.95]	0.9057738	0.9036442	0.9079033
phosphate + silicate	Indian	(27.95,28.05]	0.9262876	0.9208362	0.9317390
phosphate + silicate	Indian	(28.05,28.1]	0.9592151	0.9472145	0.9712157
phosphate + silicate	Indian	(28.1, Inf]	0.8084146	0.7965063	0.8203228
phosphate + silicate	Pacific	(-Inf,26]	0.7219223	0.6856789	0.7581657
phosphate + silicate	Pacific	(26,26.5]	0.7315680	0.6831588	0.7799772
phosphate + silicate	Pacific	(26.5,26.75]	0.6851662	0.6209543	0.7493781
phosphate + silicate	Pacific	(26.75,27]	0.8161740	0.7784978	0.8538502
phosphate + silicate	Pacific	(27,27.25]	0.9047118	0.8792773	0.9301463
phosphate + silicate	Pacific	(27.25,27.5]	0.8797368	0.8421564	0.9173173
phosphate + silicate	Pacific	(27.5,27.75]	0.8708826	0.8265834	0.9151819
phosphate + silicate	Pacific	(27.75,27.85]	0.9429926	0.9309150	0.9550702
phosphate + silicate	Pacific	(27.85,27.95]	0.9563642	0.9485176	0.9642108
phosphate + silicate	Pacific	(27.95,28.05]	0.9443462	0.9397427	0.9489496
phosphate + silicate	Pacific	(28.05,28.1]	0.9379696	0.9321802	0.9437589
phosphate + silicate	Pacific	(28.1, Inf]	0.9070158	0.9009056	0.9131261
sal + aou	Atlantic	(-Inf,26]	-0.1828846	-0.3739854	0.0082163
sal + aou	Atlantic	(26,26.5]	-0.2267589	-0.2821915	-0.1713262
sal + aou	Atlantic	(26.5,26.75]	-0.3122169	-0.3914307	-0.2330031
sal + aou	Atlantic	(26.75,27]	-0.1777836	-0.2316125	-0.1239546
sal + aou	Atlantic	(27,27.25]	-0.1839748	-0.3329537	-0.0349958
sal + aou	Atlantic	(27.25,27.5]	-0.2428606	-0.3315910	-0.1541302
sal + aou	Atlantic	(27.5,27.75]	-0.3681462	-0.3983927	-0.3378998
sal + aou	Atlantic	(27.75,27.85]	-0.3384582	-0.3558465	-0.3210698
sal + aou	Atlantic	(27.85,27.95]	-0.3419697	-0.4248092	-0.2591301
sal + aou	Atlantic	(27.95,28.05]	-0.4843063	-0.6047894	-0.3638232
sal + aou	Atlantic	(28.05,28.1]	-0.7205908	-0.7734371	-0.6677445
sal + aou	Atlantic	(28.1,28.15]	-0.7753702	-0.7900548	-0.7606857
sal + aou	Atlantic	(28.15,28.2]	-0.9201426	-0.9324561	-0.9078291
sal + aou	Atlantic	(28.2, Inf]	-0.5093946	-0.7243304	-0.2944588
sal + aou	Indian	(-Inf,26]	-0.6081215	-0.7783749	-0.4378680
sal + aou	Indian	(26,26.5]	-0.6223977	-0.7924082	-0.4523872
sal + aou	Indian	(26.5,26.75]	-0.1824569	-0.2812178	-0.0836960
sal + aou	Indian	(26.75,27]	0.4670445	0.3483664	0.5857227
sal + aou	Indian	(27,27.25]	0.8318750	0.8009858	0.8627642
sal + aou	Indian	(27.25,27.5]	0.8999989	0.8302380	0.9697598
sal + aou	Indian	(27.5,27.75]	0.9169530	0.8679246	0.9659815
sal + aou	Indian	(27.75,27.85]	0.9463519	0.9350153	0.9576884
sal + aou	Indian	(27.85,27.95]	0.8974451	0.8955512	0.8993390
sal + aou	Indian	(27.95,28.05]	0.6408447	0.5894472	0.6922421
sal + aou	Indian	(28.05,28.1]	0.1234849	-0.0699583	0.3169281
sal + aou	Indian	(28.1, Inf]	0.5570680	0.5527671	0.5613689
sal + aou	Pacific	(-Inf,26]	-0.1019761	-0.1063661	-0.0975862
sal + aou	Pacific	(26,26.5]	0.1183812	-0.0974424	0.3342048
sal + aou	Pacific	(26.5,26.75]	0.2706728	0.1337216	0.4076240
sal + aou	Pacific	(26.75,27]	-0.0341809	-0.1461088	0.0777471
sal + aou	Pacific	(27,27.25]	-0.1903601	-0.2385719	-0.1421483
sal + aou	Pacific	(27.25,27.5]	0.1142904	0.0519653	0.1766155
sal + aou	Pacific	(27.5,27.75]	0.0589232	0.0567666	0.0610798
sal + aou	Pacific	(27.75,27.85]	-0.1549044	-0.1561464	-0.1536624
sal + aou	Pacific	(27.85,27.95]	-0.4827973	-0.5607147	-0.4048799
sal + aou	Pacific	(27.95,28.05]	-0.7017880	-0.7601061	-0.6434699
sal + aou	Pacific	(28.05,28.1]	-0.8834894	-0.8844991	-0.8824798
sal + aou	Pacific	(28.1, Inf]	-0.7447112	-0.7654390	-0.7239833
sal + nitrate	Atlantic	(-Inf,26]	-0.2519956	-0.3385087	-0.1654825
sal + nitrate	Atlantic	(26,26.5]	-0.4250908	-0.4737934	-0.3763882
sal + nitrate	Atlantic	(26.5,26.75]	-0.5522000	-0.6185079	-0.4858922
sal + nitrate	Atlantic	(26.75,27]	-0.5498441	-0.5763227	-0.5233654
sal + nitrate	Atlantic	(27,27.25]	-0.6400023	-0.6780901	-0.6019146
sal + nitrate	Atlantic	(27.25,27.5]	-0.7354677	-0.7609844	-0.7099509
sal + nitrate	Atlantic	(27.5,27.75]	-0.7441898	-0.7536264	-0.7347531
sal + nitrate	Atlantic	(27.75,27.85]	-0.6324043	-0.6408120	-0.6239965
sal + nitrate	Atlantic	(27.85,27.95]	-0.5907213	-0.6690728	-0.5123697
sal + nitrate	Atlantic	(27.95,28.05]	-0.6785726	-0.7735213	-0.5836238
sal + nitrate	Atlantic	(28.05,28.1]	-0.8154832	-0.8577778	-0.7731886
sal + nitrate	Atlantic	(28.1,28.15]	-0.8463154	-0.8547239	-0.8379070
sal + nitrate	Atlantic	(28.15,28.2]	-0.9400563	-0.9445232	-0.9355894
sal + nitrate	Atlantic	(28.2, Inf]	-0.8810290	-0.9425939	-0.8194640
sal + nitrate	Indian	(-Inf,26]	-0.6377441	-0.7905703	-0.4849178
sal + nitrate	Indian	(26,26.5]	-0.7324950	-0.8577253	-0.6072647
sal + nitrate	Indian	(26.5,26.75]	-0.4040110	-0.5263539	-0.2816681
sal + nitrate	Indian	(26.75,27]	0.1223830	-0.0647450	0.3095111
sal + nitrate	Indian	(27,27.25]	0.4841470	0.4605324	0.5077616
sal + nitrate	Indian	(27.25,27.5]	0.6335508	0.4713924	0.7957091
sal + nitrate	Indian	(27.5,27.75]	0.7317112	0.6229744	0.8404481
sal + nitrate	Indian	(27.75,27.85]	0.7306098	0.6581013	0.8031183
sal + nitrate	Indian	(27.85,27.95]	0.5801922	0.5121916	0.6481928
sal + nitrate	Indian	(27.95,28.05]	0.1201250	0.0526590	0.1875910
sal + nitrate	Indian	(28.05,28.1]	-0.3128422	-0.3519524	-0.2737320
sal + nitrate	Indian	(28.1, Inf]	-0.1730329	-0.2695005	-0.0765654
sal + nitrate	Pacific	(-Inf,26]	-0.3982628	-0.4570457	-0.3394799
sal + nitrate	Pacific	(26,26.5]	-0.3193484	-0.4993461	-0.1393508
sal + nitrate	Pacific	(26.5,26.75]	-0.2866722	-0.4507552	-0.1225893
sal + nitrate	Pacific	(26.75,27]	-0.3911022	-0.4783026	-0.3039018
sal + nitrate	Pacific	(27,27.25]	-0.3054583	-0.3645420	-0.2463746
sal + nitrate	Pacific	(27.25,27.5]	0.1035609	0.0190766	0.1880451
sal + nitrate	Pacific	(27.5,27.75]	0.0643664	0.0423002	0.0864325
sal + nitrate	Pacific	(27.75,27.85]	-0.1519820	-0.1603203	-0.1436436
sal + nitrate	Pacific	(27.85,27.95]	-0.4827498	-0.5371329	-0.4283667
sal + nitrate	Pacific	(27.95,28.05]	-0.7330330	-0.7860386	-0.6800274
sal + nitrate	Pacific	(28.05,28.1]	-0.9047140	-0.9151047	-0.8943233
sal + nitrate	Pacific	(28.1, Inf]	-0.8383629	-0.8538748	-0.8228511
sal + oxygen	Atlantic	(-Inf,26]	-0.0998030	-0.2928631	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0833617	-0.1396435	-0.0270798
sal + oxygen	Atlantic	(26.5,26.75]	0.0408817	-0.0138164	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1002160	-0.1746462	-0.0257859
sal + oxygen	Atlantic	(27,27.25]	-0.0922647	-0.2548918	0.0703625
sal + oxygen	Atlantic	(27.25,27.5]	-0.0831699	-0.1988754	0.0325357
sal + oxygen	Atlantic	(27.5,27.75]	0.0229591	-0.0455683	0.0914865
sal + oxygen	Atlantic	(27.75,27.85]	0.0593730	0.0143404	0.1044056
sal + oxygen	Atlantic	(27.85,27.95]	0.1518254	0.0803325	0.2233183
sal + oxygen	Atlantic	(27.95,28.05]	0.3347350	0.2176243	0.4518457
sal + oxygen	Atlantic	(28.05,28.1]	0.6220103	0.5615843	0.6824363
sal + oxygen	Atlantic	(28.1,28.15]	0.6947452	0.6644348	0.7250555
sal + oxygen	Atlantic	(28.15,28.2]	0.8886053	0.8702148	0.9069957
sal + oxygen	Atlantic	(28.2, Inf]	0.3456537	0.0738129	0.6174945
sal + oxygen	Indian	(-Inf,26]	0.6077341	0.4219620	0.7935062
sal + oxygen	Indian	(26,26.5]	0.5693306	0.3876291	0.7510322
sal + oxygen	Indian	(26.5,26.75]	0.1054195	0.0184147	0.1924244
sal + oxygen	Indian	(26.75,27]	-0.5527486	-0.6444998	-0.4609973
sal + oxygen	Indian	(27,27.25]	-0.8798332	-0.9123216	-0.8473449
sal + oxygen	Indian	(27.25,27.5]	-0.9285534	-0.9838494	-0.8732573
sal + oxygen	Indian	(27.5,27.75]	-0.9301108	-0.9650902	-0.8951314
sal + oxygen	Indian	(27.75,27.85]	-0.9521963	-0.9610029	-0.9433896
sal + oxygen	Indian	(27.85,27.95]	-0.9231772	-0.9240142	-0.9223401
sal + oxygen	Indian	(27.95,28.05]	-0.7280384	-0.7828914	-0.6731853
sal + oxygen	Indian	(28.05,28.1]	-0.2386078	-0.4679089	-0.0093068
sal + oxygen	Indian	(28.1, Inf]	-0.6673815	-0.6720620	-0.6627010
sal + oxygen	Pacific	(-Inf,26]	-0.3462741	-0.3576301	-0.3349181
sal + oxygen	Pacific	(26,26.5]	-0.3139150	-0.5103148	-0.1175151
sal + oxygen	Pacific	(26.5,26.75]	-0.4641518	-0.5752230	-0.3530805
sal + oxygen	Pacific	(26.75,27]	-0.1796935	-0.3047386	-0.0546485
sal + oxygen	Pacific	(27,27.25]	0.0875628	0.0297714	0.1453543
sal + oxygen	Pacific	(27.25,27.5]	-0.1893630	-0.2584290	-0.1202971
sal + oxygen	Pacific	(27.5,27.75]	-0.1141578	-0.1267926	-0.1015231
sal + oxygen	Pacific	(27.75,27.85]	0.1025765	0.1001784	0.1049745
sal + oxygen	Pacific	(27.85,27.95]	0.4585032	0.3710708	0.5459355
sal + oxygen	Pacific	(27.95,28.05]	0.6917765	0.6265246	0.7570284
sal + oxygen	Pacific	(28.05,28.1]	0.8762796	0.8761883	0.8763709
sal + oxygen	Pacific	(28.1, Inf]	0.6911176	0.6630614	0.7191737
sal + phosphate	Atlantic	(-Inf,26]	-0.5694457	-0.6780962	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6886828	-0.7212932	-0.6560724
sal + phosphate	Atlantic	(26.5,26.75]	-0.7053948	-0.7598633	-0.6509263
sal + phosphate	Atlantic	(26.75,27]	-0.6807712	-0.7105012	-0.6510411
sal + phosphate	Atlantic	(27,27.25]	-0.7289435	-0.7608319	-0.6970552
sal + phosphate	Atlantic	(27.25,27.5]	-0.7900080	-0.8120100	-0.7680060
sal + phosphate	Atlantic	(27.5,27.75]	-0.7831948	-0.7904456	-0.7759440
sal + phosphate	Atlantic	(27.75,27.85]	-0.6699434	-0.6729883	-0.6668986
sal + phosphate	Atlantic	(27.85,27.95]	-0.6063591	-0.6827642	-0.5299541
sal + phosphate	Atlantic	(27.95,28.05]	-0.6860326	-0.7797308	-0.5923343
sal + phosphate	Atlantic	(28.05,28.1]	-0.8258681	-0.8680947	-0.7836414
sal + phosphate	Atlantic	(28.1,28.15]	-0.8635955	-0.8675302	-0.8596608
sal + phosphate	Atlantic	(28.15,28.2]	-0.9419572	-0.9498445	-0.9340698
sal + phosphate	Atlantic	(28.2, Inf]	-0.8857545	-0.9467574	-0.8247515
sal + phosphate	Indian	(-Inf,26]	-0.6016597	-0.7859287	-0.4173907
sal + phosphate	Indian	(26,26.5]	-0.6633034	-0.8512086	-0.4753982
sal + phosphate	Indian	(26.5,26.75]	-0.3314890	-0.5173628	-0.1456152
sal + phosphate	Indian	(26.75,27]	0.2084877	-0.0371555	0.4541309
sal + phosphate	Indian	(27,27.25]	0.6205965	0.5535949	0.6875980
sal + phosphate	Indian	(27.25,27.5]	0.7770089	0.7173148	0.8367030
sal + phosphate	Indian	(27.5,27.75]	0.8471863	0.7964952	0.8978774
sal + phosphate	Indian	(27.75,27.85]	0.8395157	0.7831080	0.8959234
sal + phosphate	Indian	(27.85,27.95]	0.6520421	0.5663689	0.7377154
sal + phosphate	Indian	(27.95,28.05]	0.1871359	0.1072526	0.2670192
sal + phosphate	Indian	(28.05,28.1]	-0.2619650	-0.3032236	-0.2207063
sal + phosphate	Indian	(28.1, Inf]	-0.1430847	-0.2351967	-0.0509727
sal + phosphate	Pacific	(-Inf,26]	-0.2923896	-0.3467422	-0.2380370
sal + phosphate	Pacific	(26,26.5]	-0.2603333	-0.4207425	-0.0999241
sal + phosphate	Pacific	(26.5,26.75]	-0.2440283	-0.4036729	-0.0843838
sal + phosphate	Pacific	(26.75,27]	-0.4037539	-0.4866380	-0.3208697
sal + phosphate	Pacific	(27,27.25]	-0.3128284	-0.3656667	-0.2599900
sal + phosphate	Pacific	(27.25,27.5]	0.0855916	0.0122496	0.1589336
sal + phosphate	Pacific	(27.5,27.75]	0.0649260	0.0486233	0.0812287
sal + phosphate	Pacific	(27.75,27.85]	-0.1534038	-0.1549280	-0.1518797
sal + phosphate	Pacific	(27.85,27.95]	-0.4945968	-0.5569612	-0.4322323
sal + phosphate	Pacific	(27.95,28.05]	-0.7421302	-0.7923229	-0.6919376
sal + phosphate	Pacific	(28.05,28.1]	-0.8991492	-0.9175720	-0.8807263
sal + phosphate	Pacific	(28.1, Inf]	-0.8381777	-0.8526937	-0.8236617
sal + silicate	Atlantic	(-Inf,26]	-0.5856444	-0.6044599	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6546969	-0.7052527	-0.6041411
sal + silicate	Atlantic	(26.5,26.75]	-0.6164493	-0.7195788	-0.5133198
sal + silicate	Atlantic	(26.75,27]	-0.5712198	-0.6243267	-0.5181129
sal + silicate	Atlantic	(27,27.25]	-0.6750045	-0.7207631	-0.6292459
sal + silicate	Atlantic	(27.25,27.5]	-0.7977224	-0.8058979	-0.7895468
sal + silicate	Atlantic	(27.5,27.75]	-0.8023211	-0.8077370	-0.7969052
sal + silicate	Atlantic	(27.75,27.85]	-0.7004103	-0.7266160	-0.6742046
sal + silicate	Atlantic	(27.85,27.95]	-0.6890190	-0.7385782	-0.6394598
sal + silicate	Atlantic	(27.95,28.05]	-0.7329256	-0.8058954	-0.6599557
sal + silicate	Atlantic	(28.05,28.1]	-0.8474083	-0.8768008	-0.8180159
sal + silicate	Atlantic	(28.1,28.15]	-0.8767734	-0.8826246	-0.8709221
sal + silicate	Atlantic	(28.15,28.2]	-0.9306145	-0.9310382	-0.9301907
sal + silicate	Atlantic	(28.2, Inf]	-0.8358875	-0.9410076	-0.7307675
sal + silicate	Indian	(-Inf,26]	-0.7700857	-0.8269301	-0.7132413
sal + silicate	Indian	(26,26.5]	-0.7659493	-0.8541193	-0.6777794
sal + silicate	Indian	(26.5,26.75]	-0.3385230	-0.3548849	-0.3221611
sal + silicate	Indian	(26.75,27]	0.3358480	0.2533136	0.4183824
sal + silicate	Indian	(27,27.25]	0.6070926	0.5286158	0.6855694
sal + silicate	Indian	(27.25,27.5]	0.6278237	0.4677448	0.7879026
sal + silicate	Indian	(27.5,27.75]	0.6619316	0.4897432	0.8341201
sal + silicate	Indian	(27.75,27.85]	0.8013751	0.7936599	0.8090903
sal + silicate	Indian	(27.85,27.95]	0.6900863	0.6262104	0.7539623
sal + silicate	Indian	(27.95,28.05]	0.3383879	0.2954425	0.3813332
sal + silicate	Indian	(28.05,28.1]	-0.1078392	-0.2211032	0.0054249
sal + silicate	Indian	(28.1, Inf]	-0.1593870	-0.1690764	-0.1496977
sal + silicate	Pacific	(-Inf,26]	-0.6324140	-0.6542680	-0.6105600
sal + silicate	Pacific	(26,26.5]	-0.6560114	-0.7042817	-0.6077411
sal + silicate	Pacific	(26.5,26.75]	-0.7255737	-0.7672783	-0.6838692
sal + silicate	Pacific	(26.75,27]	-0.7512138	-0.7514334	-0.7509941
sal + silicate	Pacific	(27,27.25]	-0.5741981	-0.5859019	-0.5624943
sal + silicate	Pacific	(27.25,27.5]	-0.2077494	-0.2134829	-0.2020159
sal + silicate	Pacific	(27.5,27.75]	-0.0706986	-0.1349144	-0.0064829
sal + silicate	Pacific	(27.75,27.85]	-0.2065243	-0.2129313	-0.2001173
sal + silicate	Pacific	(27.85,27.95]	-0.4454784	-0.4909516	-0.4000053
sal + silicate	Pacific	(27.95,28.05]	-0.6200453	-0.6672771	-0.5728135
sal + silicate	Pacific	(28.05,28.1]	-0.8181815	-0.8202843	-0.8160786
sal + silicate	Pacific	(28.1, Inf]	-0.8730502	-0.8776919	-0.8684086
sal + temp	Atlantic	(-Inf,26]	0.7844354	0.7734916	0.7953792
sal + temp	Atlantic	(26,26.5]	0.9611229	0.9595484	0.9626975
sal + temp	Atlantic	(26.5,26.75]	0.9808679	0.9787372	0.9829985
sal + temp	Atlantic	(26.75,27]	0.9762849	0.9717606	0.9808092
sal + temp	Atlantic	(27,27.25]	0.9786281	0.9776288	0.9796274
sal + temp	Atlantic	(27.25,27.5]	0.9778375	0.9769927	0.9786823
sal + temp	Atlantic	(27.5,27.75]	0.9652613	0.9639621	0.9665605
sal + temp	Atlantic	(27.75,27.85]	0.9787618	0.9775948	0.9799288
sal + temp	Atlantic	(27.85,27.95]	0.9534039	0.9464729	0.9603348
sal + temp	Atlantic	(27.95,28.05]	0.9146535	0.9000731	0.9292340
sal + temp	Atlantic	(28.05,28.1]	0.9506796	0.9443613	0.9569980
sal + temp	Atlantic	(28.1,28.15]	0.9423223	0.9297975	0.9548472
sal + temp	Atlantic	(28.15,28.2]	0.7290225	0.5399078	0.9181371
sal + temp	Atlantic	(28.2, Inf]	0.4621885	0.2125794	0.7117976
sal + temp	Indian	(-Inf,26]	0.1526602	0.0780424	0.2272779
sal + temp	Indian	(26,26.5]	0.8701195	0.8517432	0.8884958
sal + temp	Indian	(26.5,26.75]	0.9576470	0.9531997	0.9620943
sal + temp	Indian	(26.75,27]	0.9682771	0.9603959	0.9761583
sal + temp	Indian	(27,27.25]	0.9550988	0.9518270	0.9583707
sal + temp	Indian	(27.25,27.5]	0.9453935	0.9307391	0.9600478
sal + temp	Indian	(27.5,27.75]	0.9062302	0.8778785	0.9345818
sal + temp	Indian	(27.75,27.85]	0.9319068	0.9224940	0.9413197
sal + temp	Indian	(27.85,27.95]	0.9348170	0.9228982	0.9467357
sal + temp	Indian	(27.95,28.05]	0.9394499	0.9219513	0.9569485
sal + temp	Indian	(28.05,28.1]	0.9125602	0.8701011	0.9550193
sal + temp	Indian	(28.1, Inf]	0.9036080	0.8929607	0.9142553
sal + temp	Pacific	(-Inf,26]	0.7806988	0.7801172	0.7812803
sal + temp	Pacific	(26,26.5]	0.9528670	0.9500935	0.9556405
sal + temp	Pacific	(26.5,26.75]	0.9777896	0.9772411	0.9783380
sal + temp	Pacific	(26.75,27]	0.9781963	0.9752794	0.9811132
sal + temp	Pacific	(27,27.25]	0.9452361	0.9388900	0.9515822
sal + temp	Pacific	(27.25,27.5]	0.8245578	0.8009516	0.8481640
sal + temp	Pacific	(27.5,27.75]	0.6078574	0.5569933	0.6587215
sal + temp	Pacific	(27.75,27.85]	0.7689353	0.7564585	0.7814120
sal + temp	Pacific	(27.85,27.95]	0.5274112	0.4606504	0.5941720
sal + temp	Pacific	(27.95,28.05]	0.3201121	0.2622497	0.3779745
sal + temp	Pacific	(28.05,28.1]	0.1391010	0.1260031	0.1521988
sal + temp	Pacific	(28.1, Inf]	-0.2924499	-0.3494233	-0.2354765
temp + aou	Atlantic	(-Inf,26]	-0.2754057	-0.4812694	-0.0695421
temp + aou	Atlantic	(26,26.5]	-0.2610163	-0.3029734	-0.2190591
temp + aou	Atlantic	(26.5,26.75]	-0.3008561	-0.3699791	-0.2317331
temp + aou	Atlantic	(26.75,27]	-0.1351607	-0.2055274	-0.0647939
temp + aou	Atlantic	(27,27.25]	-0.1107233	-0.2520074	0.0305608
temp + aou	Atlantic	(27.25,27.5]	-0.2011364	-0.2969250	-0.1053478
temp + aou	Atlantic	(27.5,27.75]	-0.3181509	-0.3493472	-0.2869545
temp + aou	Atlantic	(27.75,27.85]	-0.2879461	-0.2983340	-0.2775582
temp + aou	Atlantic	(27.85,27.95]	-0.2562200	-0.3710480	-0.1413920
temp + aou	Atlantic	(27.95,28.05]	-0.4502338	-0.5170924	-0.3833753
temp + aou	Atlantic	(28.05,28.1]	-0.5899966	-0.6516413	-0.5283520
temp + aou	Atlantic	(28.1,28.15]	-0.5687546	-0.6125889	-0.5249203
temp + aou	Atlantic	(28.15,28.2]	-0.5282170	-0.7337227	-0.3227112
temp + aou	Atlantic	(28.2, Inf]	0.2916448	0.2809246	0.3023650
temp + aou	Indian	(-Inf,26]	-0.4169018	-0.4704412	-0.3633624
temp + aou	Indian	(26,26.5]	-0.4842000	-0.5672987	-0.4011013
temp + aou	Indian	(26.5,26.75]	-0.1329370	-0.1969720	-0.0689020
temp + aou	Indian	(26.75,27]	0.3569836	0.2146172	0.4993500
temp + aou	Indian	(27,27.25]	0.7253521	0.7063354	0.7443688
temp + aou	Indian	(27.25,27.5]	0.8397284	0.8275933	0.8518636
temp + aou	Indian	(27.5,27.75]	0.8855663	0.8785573	0.8925754
temp + aou	Indian	(27.75,27.85]	0.9329113	0.9192766	0.9465460
temp + aou	Indian	(27.85,27.95]	0.8751438	0.8583737	0.8919139
temp + aou	Indian	(27.95,28.05]	0.6909393	0.6245733	0.7573053
temp + aou	Indian	(28.05,28.1]	0.3854366	0.2581057	0.5127675
temp + aou	Indian	(28.1, Inf]	0.7801281	0.7715451	0.7887111
temp + aou	Pacific	(-Inf,26]	-0.2520248	-0.2549648	-0.2490848
temp + aou	Pacific	(26,26.5]	0.0468052	-0.1500457	0.2436562
temp + aou	Pacific	(26.5,26.75]	0.2859235	0.1750215	0.3968256
temp + aou	Pacific	(26.75,27]	-0.0357224	-0.1287837	0.0573388
temp + aou	Pacific	(27,27.25]	-0.2327589	-0.2587252	-0.2067926
temp + aou	Pacific	(27.25,27.5]	0.0322087	-0.0385692	0.1029867
temp + aou	Pacific	(27.5,27.75]	0.0949569	0.0702909	0.1196230
temp + aou	Pacific	(27.75,27.85]	0.0135737	-0.0052632	0.0324105
temp + aou	Pacific	(27.85,27.95]	-0.1726638	-0.2629589	-0.0823686
temp + aou	Pacific	(27.95,28.05]	-0.1589693	-0.2286770	-0.0892616
temp + aou	Pacific	(28.05,28.1]	-0.0868698	-0.1557176	-0.0180220
temp + aou	Pacific	(28.1, Inf]	0.7755286	0.7594132	0.7916439
temp + nitrate	Atlantic	(-Inf,26]	-0.2557327	-0.3463706	-0.1650948
temp + nitrate	Atlantic	(26,26.5]	-0.4877174	-0.5262294	-0.4492054
temp + nitrate	Atlantic	(26.5,26.75]	-0.5413408	-0.5967973	-0.4858842
temp + nitrate	Atlantic	(26.75,27]	-0.4990186	-0.5524804	-0.4455567
temp + nitrate	Atlantic	(27,27.25]	-0.5720909	-0.6020116	-0.5421702
temp + nitrate	Atlantic	(27.25,27.5]	-0.6941746	-0.7289470	-0.6594023
temp + nitrate	Atlantic	(27.5,27.75]	-0.6988738	-0.7152288	-0.6825187
temp + nitrate	Atlantic	(27.75,27.85]	-0.6012208	-0.6392079	-0.5632337
temp + nitrate	Atlantic	(27.85,27.95]	-0.5250848	-0.6354210	-0.4147486
temp + nitrate	Atlantic	(27.95,28.05]	-0.6383485	-0.7010998	-0.5755971
temp + nitrate	Atlantic	(28.05,28.1]	-0.7084130	-0.7587852	-0.6580408
temp + nitrate	Atlantic	(28.1,28.15]	-0.6701065	-0.6797127	-0.6605004
temp + nitrate	Atlantic	(28.15,28.2]	-0.5472547	-0.7415067	-0.3530027
temp + nitrate	Atlantic	(28.2, Inf]	-0.1244560	-0.2635147	0.0146026
temp + nitrate	Indian	(-Inf,26]	-0.4473555	-0.4865037	-0.4082072
temp + nitrate	Indian	(26,26.5]	-0.6016787	-0.6513308	-0.5520267
temp + nitrate	Indian	(26.5,26.75]	-0.3584385	-0.4499078	-0.2669692
temp + nitrate	Indian	(26.75,27]	0.0009316	-0.2024911	0.2043543
temp + nitrate	Indian	(27,27.25]	0.3189299	0.2710082	0.3668516
temp + nitrate	Indian	(27.25,27.5]	0.5026182	0.4386711	0.5665653
temp + nitrate	Indian	(27.5,27.75]	0.6785092	0.6352344	0.7217840
temp + nitrate	Indian	(27.75,27.85]	0.7418595	0.6761926	0.8075264
temp + nitrate	Indian	(27.85,27.95]	0.5604406	0.5271590	0.5937222
temp + nitrate	Indian	(27.95,28.05]	0.2017902	0.1549981	0.2485824
temp + nitrate	Indian	(28.05,28.1]	-0.0232026	-0.0526118	0.0062067
temp + nitrate	Indian	(28.1, Inf]	0.0902092	-0.0218453	0.2022637
temp + nitrate	Pacific	(-Inf,26]	-0.5104825	-0.5687688	-0.4521961
temp + nitrate	Pacific	(26,26.5]	-0.4116683	-0.5660849	-0.2572518
temp + nitrate	Pacific	(26.5,26.75]	-0.2915478	-0.4361321	-0.1469636
temp + nitrate	Pacific	(26.75,27]	-0.4097349	-0.4858171	-0.3336526
temp + nitrate	Pacific	(27,27.25]	-0.3759481	-0.4144397	-0.3374564
temp + nitrate	Pacific	(27.25,27.5]	-0.0257209	-0.1195918	0.0681500
temp + nitrate	Pacific	(27.5,27.75]	0.0841671	0.0375660	0.1307681
temp + nitrate	Pacific	(27.75,27.85]	0.0093862	-0.0001050	0.0188774
temp + nitrate	Pacific	(27.85,27.95]	-0.1689694	-0.2306855	-0.1072533
temp + nitrate	Pacific	(27.95,28.05]	-0.1945671	-0.2519236	-0.1372105
temp + nitrate	Pacific	(28.05,28.1]	-0.1349198	-0.1998342	-0.0700054
temp + nitrate	Pacific	(28.1, Inf]	0.6276530	0.5858871	0.6694188
temp + oxygen	Atlantic	(-Inf,26]	-0.0665057	-0.2734555	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0590460	-0.1014860	-0.0166061
temp + oxygen	Atlantic	(26.5,26.75]	0.0185107	-0.0224234	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1529252	-0.2464179	-0.0594325
temp + oxygen	Atlantic	(27,27.25]	-0.1725601	-0.3243086	-0.0208115
temp + oxygen	Atlantic	(27.25,27.5]	-0.1328684	-0.2552064	-0.0105304
temp + oxygen	Atlantic	(27.5,27.75]	-0.0433644	-0.1137603	0.0270316
temp + oxygen	Atlantic	(27.75,27.85]	-0.0017534	-0.0194191	0.0159122
temp + oxygen	Atlantic	(27.85,27.95]	0.0523597	-0.0500528	0.1547722
temp + oxygen	Atlantic	(27.95,28.05]	0.2775271	0.2171966	0.3378577
temp + oxygen	Atlantic	(28.05,28.1]	0.4692070	0.3998960	0.5385181
temp + oxygen	Atlantic	(28.1,28.15]	0.4655135	0.4010879	0.5299392
temp + oxygen	Atlantic	(28.15,28.2]	0.4494302	0.2116191	0.6872413
temp + oxygen	Atlantic	(28.2, Inf]	-0.4851728	-0.5202865	-0.4500591
temp + oxygen	Indian	(-Inf,26]	0.3063200	0.2609773	0.3516627
temp + oxygen	Indian	(26,26.5]	0.4137995	0.3261385	0.5014606
temp + oxygen	Indian	(26.5,26.75]	0.0523380	0.0006126	0.1040635
temp + oxygen	Indian	(26.75,27]	-0.4505110	-0.5662895	-0.3347326
temp + oxygen	Indian	(27,27.25]	-0.7931485	-0.8041831	-0.7821138
temp + oxygen	Indian	(27.25,27.5]	-0.8883755	-0.8965800	-0.8801709
temp + oxygen	Indian	(27.5,27.75]	-0.9230687	-0.9267790	-0.9193584
temp + oxygen	Indian	(27.75,27.85]	-0.9573796	-0.9656041	-0.9491551
temp + oxygen	Indian	(27.85,27.95]	-0.9196894	-0.9348480	-0.9045308
temp + oxygen	Indian	(27.95,28.05]	-0.7822409	-0.8462869	-0.7181949
temp + oxygen	Indian	(28.05,28.1]	-0.4943317	-0.6493922	-0.3392713
temp + oxygen	Indian	(28.1, Inf]	-0.8653670	-0.8749211	-0.8558129
temp + oxygen	Pacific	(-Inf,26]	-0.2876111	-0.3037203	-0.2715018
temp + oxygen	Pacific	(26,26.5]	-0.2559036	-0.4357999	-0.0760072
temp + oxygen	Pacific	(26.5,26.75]	-0.4853594	-0.5724329	-0.3982858
temp + oxygen	Pacific	(26.75,27]	-0.1836385	-0.2900174	-0.0772595
temp + oxygen	Pacific	(27,27.25]	0.1253231	0.0904154	0.1602309
temp + oxygen	Pacific	(27.25,27.5]	-0.1229004	-0.2000537	-0.0457472
temp + oxygen	Pacific	(27.5,27.75]	-0.1825488	-0.2167993	-0.1482982
temp + oxygen	Pacific	(27.75,27.85]	-0.0806847	-0.0987306	-0.0626389
temp + oxygen	Pacific	(27.85,27.95]	0.1210542	0.0235320	0.2185764
temp + oxygen	Pacific	(27.95,28.05]	0.1057622	0.0301028	0.1814216
temp + oxygen	Pacific	(28.05,28.1]	0.0588430	-0.0116665	0.1293524
temp + oxygen	Pacific	(28.1, Inf]	-0.8231009	-0.8341336	-0.8120681
temp + phosphate	Atlantic	(-Inf,26]	-0.4647793	-0.5394100	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.7018232	-0.7178208	-0.6858256
temp + phosphate	Atlantic	(26.5,26.75]	-0.6861656	-0.7311386	-0.6411927
temp + phosphate	Atlantic	(26.75,27]	-0.6256602	-0.6821873	-0.5691331
temp + phosphate	Atlantic	(27,27.25]	-0.6618330	-0.6876355	-0.6360305
temp + phosphate	Atlantic	(27.25,27.5]	-0.7518138	-0.7823029	-0.7213247
temp + phosphate	Atlantic	(27.5,27.75]	-0.7396851	-0.7530691	-0.7263012
temp + phosphate	Atlantic	(27.75,27.85]	-0.6401425	-0.6714576	-0.6088273
temp + phosphate	Atlantic	(27.85,27.95]	-0.5404904	-0.6489531	-0.4320278
temp + phosphate	Atlantic	(27.95,28.05]	-0.6478321	-0.7100469	-0.5856173
temp + phosphate	Atlantic	(28.05,28.1]	-0.7182886	-0.7722759	-0.6643014
temp + phosphate	Atlantic	(28.1,28.15]	-0.6946691	-0.7102889	-0.6790493
temp + phosphate	Atlantic	(28.15,28.2]	-0.5522547	-0.7375449	-0.3669644
temp + phosphate	Atlantic	(28.2, Inf]	-0.1295283	-0.2705963	0.0115396
temp + phosphate	Indian	(-Inf,26]	-0.4222151	-0.4417793	-0.4026510
temp + phosphate	Indian	(26,26.5]	-0.5445868	-0.6496725	-0.4395012
temp + phosphate	Indian	(26.5,26.75]	-0.2919328	-0.4393149	-0.1445508
temp + phosphate	Indian	(26.75,27]	0.0798188	-0.1727372	0.3323748
temp + phosphate	Indian	(27,27.25]	0.4498731	0.3222504	0.5774958
temp + phosphate	Indian	(27.25,27.5]	0.6473498	0.6219816	0.6727181
temp + phosphate	Indian	(27.5,27.75]	0.7889090	0.7853925	0.7924254
temp + phosphate	Indian	(27.75,27.85]	0.7899215	0.7375580	0.8422850
temp + phosphate	Indian	(27.85,27.95]	0.5891126	0.5386920	0.6395332
temp + phosphate	Indian	(27.95,28.05]	0.2549181	0.2015059	0.3083303
temp + phosphate	Indian	(28.05,28.1]	0.0275641	0.0053172	0.0498111
temp + phosphate	Indian	(28.1, Inf]	0.1295858	0.0279185	0.2312530
temp + phosphate	Pacific	(-Inf,26]	-0.4122106	-0.4622201	-0.3622011
temp + phosphate	Pacific	(26,26.5]	-0.3516409	-0.4883444	-0.2149374
temp + phosphate	Pacific	(26.5,26.75]	-0.2530076	-0.3937409	-0.1122743
temp + phosphate	Pacific	(26.75,27]	-0.4203277	-0.4883336	-0.3523218
temp + phosphate	Pacific	(27,27.25]	-0.3747513	-0.4068341	-0.3426684
temp + phosphate	Pacific	(27.25,27.5]	-0.0351680	-0.1179906	0.0476546
temp + phosphate	Pacific	(27.5,27.75]	0.0873060	0.0478027	0.1268093
temp + phosphate	Pacific	(27.75,27.85]	0.0039842	-0.0106913	0.0186598
temp + phosphate	Pacific	(27.85,27.95]	-0.1779819	-0.2474807	-0.1084831
temp + phosphate	Pacific	(27.95,28.05]	-0.2010552	-0.2561579	-0.1459526
temp + phosphate	Pacific	(28.05,28.1]	-0.1083051	-0.1667159	-0.0498942
temp + phosphate	Pacific	(28.1, Inf]	0.6136922	0.5595438	0.6678406
temp + silicate	Atlantic	(-Inf,26]	-0.4520950	-0.4732001	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6520490	-0.6828473	-0.6212507
temp + silicate	Atlantic	(26.5,26.75]	-0.6110053	-0.7073827	-0.5146279
temp + silicate	Atlantic	(26.75,27]	-0.5422897	-0.6149080	-0.4696714
temp + silicate	Atlantic	(27,27.25]	-0.6402142	-0.6726997	-0.6077287
temp + silicate	Atlantic	(27.25,27.5]	-0.8142399	-0.8267592	-0.8017206
temp + silicate	Atlantic	(27.5,27.75]	-0.8176176	-0.8267562	-0.8084790
temp + silicate	Atlantic	(27.75,27.85]	-0.7055280	-0.7073362	-0.7037199
temp + silicate	Atlantic	(27.85,27.95]	-0.6519519	-0.7346883	-0.5692155
temp + silicate	Atlantic	(27.95,28.05]	-0.7186065	-0.7559378	-0.6812751
temp + silicate	Atlantic	(28.05,28.1]	-0.7465265	-0.7860920	-0.7069610
temp + silicate	Atlantic	(28.1,28.15]	-0.7108511	-0.7396382	-0.6820641
temp + silicate	Atlantic	(28.15,28.2]	-0.5316003	-0.7340411	-0.3291594
temp + silicate	Atlantic	(28.2, Inf]	-0.0739147	-0.1522691	0.0044397
temp + silicate	Indian	(-Inf,26]	-0.5099100	-0.5611354	-0.4586845
temp + silicate	Indian	(26,26.5]	-0.6117551	-0.6154752	-0.6080351
temp + silicate	Indian	(26.5,26.75]	-0.2780587	-0.2943214	-0.2617959
temp + silicate	Indian	(26.75,27]	0.2291329	0.1232050	0.3350608
temp + silicate	Indian	(27,27.25]	0.4585858	0.4404236	0.4767481
temp + silicate	Indian	(27.25,27.5]	0.4941586	0.4204425	0.5678747
temp + silicate	Indian	(27.5,27.75]	0.5196591	0.4350385	0.6042796
temp + silicate	Indian	(27.75,27.85]	0.6776344	0.6279533	0.7273154
temp + silicate	Indian	(27.85,27.95]	0.5628576	0.5042698	0.6214454
temp + silicate	Indian	(27.95,28.05]	0.3304213	0.3076469	0.3531957
temp + silicate	Indian	(28.05,28.1]	0.1626156	0.1175491	0.2076821
temp + silicate	Indian	(28.1, Inf]	0.0463267	0.0432782	0.0493752
temp + silicate	Pacific	(-Inf,26]	-0.6171666	-0.6440729	-0.5902603
temp + silicate	Pacific	(26,26.5]	-0.7171986	-0.7446476	-0.6897496
temp + silicate	Pacific	(26.5,26.75]	-0.7186319	-0.7488187	-0.6884451
temp + silicate	Pacific	(26.75,27]	-0.7446440	-0.7523441	-0.7369440
temp + silicate	Pacific	(27,27.25]	-0.6005691	-0.6260930	-0.5750451
temp + silicate	Pacific	(27.25,27.5]	-0.3316572	-0.3379286	-0.3253858
temp + silicate	Pacific	(27.5,27.75]	-0.2248316	-0.2723592	-0.1773041
temp + silicate	Pacific	(27.75,27.85]	-0.1314704	-0.1531422	-0.1097986
temp + silicate	Pacific	(27.85,27.95]	-0.2966597	-0.3724797	-0.2208397
temp + silicate	Pacific	(27.95,28.05]	-0.3245251	-0.4022831	-0.2467671
temp + silicate	Pacific	(28.05,28.1]	-0.1358812	-0.1933504	-0.0784120
temp + silicate	Pacific	(28.1, Inf]	0.4324153	0.4038899	0.4609407

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
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
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]	0.4838079	0.4246642	0.5429515
aou	Atlantic	(26,26.5]	-0.3520333	-0.3877509	-0.3163157
aou	Atlantic	(26.5,26.75]	-0.5807200	-0.5842572	-0.5771828
aou	Atlantic	(26.75,27]	-0.4581844	-0.4766890	-0.4396798
aou	Atlantic	(27,27.25]	-0.4826828	-0.5937653	-0.3716002
aou	Atlantic	(27.25,27.5]	-0.5616250	-0.6055799	-0.5176701
aou	Atlantic	(27.5,27.75]	-0.7605660	-0.7901013	-0.7310306
aou	Atlantic	(27.75,27.85]	-0.8773764	-0.8974456	-0.8573071
aou	Atlantic	(27.85,27.95]	-0.9185755	-0.9215988	-0.9155522
aou	Atlantic	(27.95,28.05]	-0.9137119	-0.9156962	-0.9117275
aou	Atlantic	(28.05,28.1]	-0.8991275	-0.9131083	-0.8851466
aou	Atlantic	(28.1,28.15]	-0.9223210	-0.9237454	-0.9208965
aou	Atlantic	(28.15,28.2]	-0.9637037	-0.9694471	-0.9579603
aou	Atlantic	(28.2, Inf]	-0.6801192	-0.8379909	-0.5222476
aou	Indian	(-Inf,26]	-0.7735113	-0.8169688	-0.7300537
aou	Indian	(26,26.5]	-0.9665508	-0.9678982	-0.9652035
aou	Indian	(26.5,26.75]	-0.9025766	-0.9539654	-0.8511879
aou	Indian	(26.75,27]	-0.7220467	-0.8141769	-0.6299164
aou	Indian	(27,27.25]	-0.4530223	-0.5979071	-0.3081375
aou	Indian	(27.25,27.5]	-0.0977814	-0.1750078	-0.0205551
aou	Indian	(27.5,27.75]	0.0246367	-0.1358265	0.1850999
aou	Indian	(27.75,27.85]	-0.2186948	-0.3857449	-0.0516446
aou	Indian	(27.85,27.95]	-0.1649867	-0.3535796	0.0236063
aou	Indian	(27.95,28.05]	-0.2669982	-0.3864778	-0.1475186
aou	Indian	(28.05,28.1]	-0.2768769	-0.2948827	-0.2588711
aou	Indian	(28.1, Inf]	0.1428571	0.1121879	0.1735263
aou	Pacific	(-Inf,26]	-0.1923918	-0.2420358	-0.1427478
aou	Pacific	(26,26.5]	-0.6326845	-0.7362241	-0.5291449
aou	Pacific	(26.5,26.75]	-0.4490488	-0.4596462	-0.4384514
aou	Pacific	(26.75,27]	-0.6763578	-0.7038814	-0.6488343
aou	Pacific	(27,27.25]	-0.6145923	-0.6384110	-0.5907736
aou	Pacific	(27.25,27.5]	0.0899004	0.0515290	0.1282718
aou	Pacific	(27.5,27.75]	0.4472640	0.4018243	0.4927036
aou	Pacific	(27.75,27.85]	0.5485666	0.5483261	0.5488072
aou	Pacific	(27.85,27.95]	0.4491867	0.4473824	0.4509910
aou	Pacific	(27.95,28.05]	0.0986188	0.0505671	0.1466705
aou	Pacific	(28.05,28.1]	-0.1056963	-0.1724602	-0.0389324
aou	Pacific	(28.1, Inf]	0.0200198	-0.1421306	0.1821703
nitrate	Atlantic	(-Inf,26]	0.2245315	0.1868663	0.2621968
nitrate	Atlantic	(26,26.5]	-0.5590670	-0.5801988	-0.5379352
nitrate	Atlantic	(26.5,26.75]	-0.7712280	-0.7717490	-0.7707069
nitrate	Atlantic	(26.75,27]	-0.7888381	-0.8039258	-0.7737504
nitrate	Atlantic	(27,27.25]	-0.8672773	-0.8802700	-0.8542845
nitrate	Atlantic	(27.25,27.5]	-0.9334083	-0.9364323	-0.9303843
nitrate	Atlantic	(27.5,27.75]	-0.9755596	-0.9767671	-0.9743521
nitrate	Atlantic	(27.75,27.85]	-0.9774455	-0.9788170	-0.9760741
nitrate	Atlantic	(27.85,27.95]	-0.9621475	-0.9695502	-0.9547449
nitrate	Atlantic	(27.95,28.05]	-0.9457300	-0.9508600	-0.9405999
nitrate	Atlantic	(28.05,28.1]	-0.9310567	-0.9369332	-0.9251802
nitrate	Atlantic	(28.1,28.15]	-0.9482712	-0.9520013	-0.9445411
nitrate	Atlantic	(28.15,28.2]	-0.9772863	-0.9797623	-0.9748103
nitrate	Atlantic	(28.2, Inf]	-0.9438677	-0.9788192	-0.9089163
nitrate	Indian	(-Inf,26]	-0.7781069	-0.8050258	-0.7511880
nitrate	Indian	(26,26.5]	-0.9694803	-0.9705582	-0.9684024
nitrate	Indian	(26.5,26.75]	-0.9607719	-0.9705698	-0.9509740
nitrate	Indian	(26.75,27]	-0.8910770	-0.9091437	-0.8730102
nitrate	Indian	(27,27.25]	-0.7121594	-0.7318476	-0.6924712
nitrate	Indian	(27.25,27.5]	-0.2894711	-0.3136261	-0.2653162
nitrate	Indian	(27.5,27.75]	-0.0359553	-0.1822003	0.1102898
nitrate	Indian	(27.75,27.85]	-0.3400412	-0.4481027	-0.2319797
nitrate	Indian	(27.85,27.95]	-0.4330877	-0.5130071	-0.3531682
nitrate	Indian	(27.95,28.05]	-0.6146959	-0.6245381	-0.6048537
nitrate	Indian	(28.05,28.1]	-0.5331340	-0.5890976	-0.4771703
nitrate	Indian	(28.1, Inf]	-0.3035088	-0.3707069	-0.2363107
nitrate	Pacific	(-Inf,26]	-0.2846897	-0.3366743	-0.2327052
nitrate	Pacific	(26,26.5]	-0.8005690	-0.8703435	-0.7307946
nitrate	Pacific	(26.5,26.75]	-0.7665878	-0.8086434	-0.7245321
nitrate	Pacific	(26.75,27]	-0.8335198	-0.8676442	-0.7993953
nitrate	Pacific	(27,27.25]	-0.6560908	-0.6854073	-0.6267743
nitrate	Pacific	(27.25,27.5]	-0.0097362	-0.0668190	0.0473465
nitrate	Pacific	(27.5,27.75]	0.3407721	0.2752154	0.4063287
nitrate	Pacific	(27.75,27.85]	0.4842145	0.4746382	0.4937907
nitrate	Pacific	(27.85,27.95]	0.3995214	0.3949533	0.4040894
nitrate	Pacific	(27.95,28.05]	0.0545525	0.0050729	0.1040320
nitrate	Pacific	(28.05,28.1]	-0.1259089	-0.1965851	-0.0552327
nitrate	Pacific	(28.1, Inf]	-0.0622804	-0.2117712	0.0872105
oxygen	Atlantic	(-Inf,26]	-0.3747570	-0.4523602	-0.2971538
oxygen	Atlantic	(26,26.5]	0.0993595	0.0667514	0.1319675
oxygen	Atlantic	(26.5,26.75]	0.3797531	0.3678156	0.3916905
oxygen	Atlantic	(26.75,27]	0.2457748	0.2279946	0.2635549
oxygen	Atlantic	(27,27.25]	0.2561148	0.1166044	0.3956252
oxygen	Atlantic	(27.25,27.5]	0.2833704	0.2147872	0.3519536
oxygen	Atlantic	(27.5,27.75]	0.5076045	0.4350097	0.5801993
oxygen	Atlantic	(27.75,27.85]	0.7171995	0.6684109	0.7659882
oxygen	Atlantic	(27.85,27.95]	0.8417018	0.8275552	0.8558485
oxygen	Atlantic	(27.95,28.05]	0.8643730	0.8583290	0.8704170
oxygen	Atlantic	(28.05,28.1]	0.8740893	0.8568685	0.8913102
oxygen	Atlantic	(28.1,28.15]	0.9012137	0.8971494	0.9052781
oxygen	Atlantic	(28.15,28.2]	0.9621523	0.9536762	0.9706284
oxygen	Atlantic	(28.2, Inf]	0.5558999	0.3545395	0.7572604
oxygen	Indian	(-Inf,26]	0.8198278	0.7825162	0.8571395
oxygen	Indian	(26,26.5]	0.9601051	0.9581267	0.9620836
oxygen	Indian	(26.5,26.75]	0.8722912	0.8064879	0.9380946
oxygen	Indian	(26.75,27]	0.6560497	0.5364420	0.7756573
oxygen	Indian	(27,27.25]	0.3769885	0.2099592	0.5440178
oxygen	Indian	(27.25,27.5]	0.0570207	-0.0277007	0.1417421
oxygen	Indian	(27.5,27.75]	-0.0085962	-0.1657491	0.1485567
oxygen	Indian	(27.75,27.85]	0.2123287	0.0452450	0.3794124
oxygen	Indian	(27.85,27.95]	0.1205725	-0.0711757	0.3123206
oxygen	Indian	(27.95,28.05]	0.1916249	0.0530509	0.3301990
oxygen	Indian	(28.05,28.1]	0.2210820	0.1735336	0.2686304
oxygen	Indian	(28.1, Inf]	-0.2131035	-0.2509634	-0.1752437
oxygen	Pacific	(-Inf,26]	0.3378672	0.3282773	0.3474570
oxygen	Pacific	(26,26.5]	0.4944543	0.3853611	0.6035476
oxygen	Pacific	(26.5,26.75]	0.2796603	0.2478343	0.3114864
oxygen	Pacific	(26.75,27]	0.5502571	0.5144565	0.5860577
oxygen	Pacific	(27,27.25]	0.6169568	0.6000668	0.6338469
oxygen	Pacific	(27.25,27.5]	-0.0458398	-0.0897081	-0.0019714
oxygen	Pacific	(27.5,27.75]	-0.3978101	-0.4523081	-0.3433120
oxygen	Pacific	(27.75,27.85]	-0.5204855	-0.5250031	-0.5159680
oxygen	Pacific	(27.85,27.95]	-0.4324350	-0.4395554	-0.4253146
oxygen	Pacific	(27.95,28.05]	-0.0935000	-0.1429712	-0.0440288
oxygen	Pacific	(28.05,28.1]	0.1018189	0.0378428	0.1657950
oxygen	Pacific	(28.1, Inf]	-0.0356526	-0.1940813	0.1227760
phosphate	Atlantic	(-Inf,26]	0.0444058	0.0320134	0.0567982
phosphate	Atlantic	(26,26.5]	-0.7658333	-0.7880119	-0.7436546
phosphate	Atlantic	(26.5,26.75]	-0.8694685	-0.8699109	-0.8690261
phosphate	Atlantic	(26.75,27]	-0.8699419	-0.8733695	-0.8665143
phosphate	Atlantic	(27,27.25]	-0.9174395	-0.9245162	-0.9103627
phosphate	Atlantic	(27.25,27.5]	-0.9602439	-0.9632501	-0.9572378
phosphate	Atlantic	(27.5,27.75]	-0.9865595	-0.9870602	-0.9860588
phosphate	Atlantic	(27.75,27.85]	-0.9872870	-0.9881252	-0.9864487
phosphate	Atlantic	(27.85,27.95]	-0.9734813	-0.9769610	-0.9700017
phosphate	Atlantic	(27.95,28.05]	-0.9593116	-0.9606865	-0.9579368
phosphate	Atlantic	(28.05,28.1]	-0.9488066	-0.9489663	-0.9486470
phosphate	Atlantic	(28.1,28.15]	-0.9605422	-0.9612251	-0.9598594
phosphate	Atlantic	(28.15,28.2]	-0.9819673	-0.9821958	-0.9817387
phosphate	Atlantic	(28.2, Inf]	-0.9590154	-0.9850053	-0.9330255
phosphate	Indian	(-Inf,26]	-0.7900700	-0.8147709	-0.7653690
phosphate	Indian	(26,26.5]	-0.9734273	-0.9766144	-0.9702402
phosphate	Indian	(26.5,26.75]	-0.9648110	-0.9768350	-0.9527869
phosphate	Indian	(26.75,27]	-0.8930128	-0.9142154	-0.8718102
phosphate	Indian	(27,27.25]	-0.7287224	-0.7727768	-0.6846679
phosphate	Indian	(27.25,27.5]	-0.3316066	-0.3755422	-0.2876709
phosphate	Indian	(27.5,27.75]	-0.1439544	-0.3102696	0.0223608
phosphate	Indian	(27.75,27.85]	-0.4321326	-0.5480822	-0.3161830
phosphate	Indian	(27.85,27.95]	-0.4845191	-0.5636362	-0.4054019
phosphate	Indian	(27.95,28.05]	-0.6367821	-0.6430520	-0.6305122
phosphate	Indian	(28.05,28.1]	-0.5598110	-0.6305054	-0.4891165
phosphate	Indian	(28.1, Inf]	-0.4220678	-0.4653848	-0.3787507
phosphate	Pacific	(-Inf,26]	-0.3592446	-0.4062098	-0.3122795
phosphate	Pacific	(26,26.5]	-0.8771657	-0.9209384	-0.8333930
phosphate	Pacific	(26.5,26.75]	-0.8413611	-0.8634678	-0.8192544
phosphate	Pacific	(26.75,27]	-0.8778027	-0.9023634	-0.8532421
phosphate	Pacific	(27,27.25]	-0.6801489	-0.7112440	-0.6490539
phosphate	Pacific	(27.25,27.5]	-0.0173574	-0.0665338	0.0318191
phosphate	Pacific	(27.5,27.75]	0.3090935	0.2401475	0.3780396
phosphate	Pacific	(27.75,27.85]	0.4237660	0.3939193	0.4536128
phosphate	Pacific	(27.85,27.95]	0.3181626	0.2949386	0.3413866
phosphate	Pacific	(27.95,28.05]	-0.0656812	-0.1037374	-0.0276251
phosphate	Pacific	(28.05,28.1]	-0.2885922	-0.3489548	-0.2282297
phosphate	Pacific	(28.1, Inf]	-0.1984996	-0.3374774	-0.0595218
sal	Atlantic	(-Inf,26]	0.0575577	0.0340146	0.0811009
sal	Atlantic	(26,26.5]	0.8305431	0.8005419	0.8605442
sal	Atlantic	(26.5,26.75]	0.8475304	0.8260449	0.8690159
sal	Atlantic	(26.75,27]	0.8436198	0.7956152	0.8916245
sal	Atlantic	(27,27.25]	0.8640515	0.8633287	0.8647743
sal	Atlantic	(27.25,27.5]	0.8852462	0.8614934	0.9089991
sal	Atlantic	(27.5,27.75]	0.8196955	0.8146523	0.8247387
sal	Atlantic	(27.75,27.85]	0.6836774	0.6735548	0.6938000
sal	Atlantic	(27.85,27.95]	0.5437963	0.4572822	0.6303104
sal	Atlantic	(27.95,28.05]	0.5724373	0.4655922	0.6792825
sal	Atlantic	(28.05,28.1]	0.7171239	0.6811562	0.7530916
sal	Atlantic	(28.1,28.15]	0.7710166	0.7683346	0.7736985
sal	Atlantic	(28.15,28.2]	0.8961234	0.8828663	0.9093805
sal	Atlantic	(28.2, Inf]	0.9069320	0.8580801	0.9557839
sal	Indian	(-Inf,26]	0.7247657	0.5873776	0.8621539
sal	Indian	(26,26.5]	0.6808531	0.5419798	0.8197264
sal	Indian	(26.5,26.75]	0.4692408	0.2686898	0.6697918
sal	Indian	(26.75,27]	0.1407281	-0.1664926	0.4479487
sal	Indian	(27,27.25]	-0.0652184	-0.2766077	0.1461710
sal	Indian	(27.25,27.5]	0.0276849	-0.0362223	0.0915920
sal	Indian	(27.5,27.75]	0.0728515	-0.1081759	0.2538788
sal	Indian	(27.75,27.85]	-0.1291153	-0.3265377	0.0683071
sal	Indian	(27.85,27.95]	0.0674463	-0.1497519	0.2846445
sal	Indian	(27.95,28.05]	0.2932474	0.1690355	0.4174592
sal	Indian	(28.05,28.1]	0.4419031	0.4373849	0.4464214
sal	Indian	(28.1, Inf]	0.4634416	0.4064539	0.5204293
sal	Pacific	(-Inf,26]	-0.0358466	-0.1351359	0.0634428
sal	Pacific	(26,26.5]	0.4696835	0.3867928	0.5525742
sal	Pacific	(26.5,26.75]	0.5368237	0.4234136	0.6502338
sal	Pacific	(26.75,27]	0.4919069	0.4193104	0.5645034
sal	Pacific	(27,27.25]	-0.0361106	-0.1241544	0.0519332
sal	Pacific	(27.25,27.5]	-0.5765301	-0.5844842	-0.5685760
sal	Pacific	(27.5,27.75]	-0.3908659	-0.4369053	-0.3448266
sal	Pacific	(27.75,27.85]	-0.4134781	-0.4936514	-0.3333048
sal	Pacific	(27.85,27.95]	-0.2841778	-0.3305284	-0.2378272
sal	Pacific	(27.95,28.05]	0.0970658	0.0641620	0.1299697
sal	Pacific	(28.05,28.1]	0.2086961	0.1081989	0.3091933
sal	Pacific	(28.1, Inf]	0.1300846	-0.0009716	0.2611408
silicate	Atlantic	(-Inf,26]	-0.0462417	-0.0533421	-0.0391414
silicate	Atlantic	(26,26.5]	-0.7345339	-0.7585054	-0.7105624
silicate	Atlantic	(26.5,26.75]	-0.7804104	-0.8043822	-0.7564386
silicate	Atlantic	(26.75,27]	-0.7345064	-0.7741666	-0.6948463
silicate	Atlantic	(27,27.25]	-0.8301455	-0.8628423	-0.7974487
silicate	Atlantic	(27.25,27.5]	-0.9020901	-0.9100224	-0.8941577
silicate	Atlantic	(27.5,27.75]	-0.8965319	-0.9065034	-0.8865603
silicate	Atlantic	(27.75,27.85]	-0.9155475	-0.9203829	-0.9107121
silicate	Atlantic	(27.85,27.95]	-0.9103615	-0.9225204	-0.8982027
silicate	Atlantic	(27.95,28.05]	-0.9103313	-0.9180052	-0.9026575
silicate	Atlantic	(28.05,28.1]	-0.9094480	-0.9170345	-0.9018615
silicate	Atlantic	(28.1,28.15]	-0.9392692	-0.9401519	-0.9383866
silicate	Atlantic	(28.15,28.2]	-0.9743176	-0.9778535	-0.9707816
silicate	Atlantic	(28.2, Inf]	-0.9061614	-0.9762258	-0.8360969
silicate	Indian	(-Inf,26]	-0.7549932	-0.7923033	-0.7176831
silicate	Indian	(26,26.5]	-0.9477143	-0.9507716	-0.9446570
silicate	Indian	(26.5,26.75]	-0.9048766	-0.9483451	-0.8614081
silicate	Indian	(26.75,27]	-0.7573987	-0.8336779	-0.6811196
silicate	Indian	(27,27.25]	-0.5854781	-0.6690914	-0.5018648
silicate	Indian	(27.25,27.5]	-0.1738144	-0.1910866	-0.1565422
silicate	Indian	(27.5,27.75]	0.1401750	0.0353389	0.2450110
silicate	Indian	(27.75,27.85]	-0.2086824	-0.3126068	-0.1047579
silicate	Indian	(27.85,27.95]	-0.3100900	-0.4234455	-0.1967344
silicate	Indian	(27.95,28.05]	-0.4682129	-0.5110710	-0.4253548
silicate	Indian	(28.05,28.1]	-0.4494440	-0.4558049	-0.4430831
silicate	Indian	(28.1, Inf]	-0.3149034	-0.3655671	-0.2642397
silicate	Pacific	(-Inf,26]	-0.2338546	-0.3098815	-0.1578276
silicate	Pacific	(26,26.5]	-0.7647361	-0.7885465	-0.7409258
silicate	Pacific	(26.5,26.75]	-0.7149662	-0.7571172	-0.6728151
silicate	Pacific	(26.75,27]	-0.7078899	-0.7446954	-0.6710844
silicate	Pacific	(27,27.25]	-0.4070630	-0.4784659	-0.3356600
silicate	Pacific	(27.25,27.5]	0.3917966	0.3819587	0.4016344
silicate	Pacific	(27.5,27.75]	0.6641995	0.6622250	0.6661741
silicate	Pacific	(27.75,27.85]	0.6178179	0.6104654	0.6251705
silicate	Pacific	(27.85,27.95]	0.4578887	0.4522214	0.4635560
silicate	Pacific	(27.95,28.05]	0.0932143	0.0407213	0.1457073
silicate	Pacific	(28.05,28.1]	-0.1158647	-0.1979053	-0.0338242
silicate	Pacific	(28.1, Inf]	-0.0634600	-0.2145161	0.0875961
temp	Atlantic	(-Inf,26]	-0.4060121	-0.4413946	-0.3706296
temp	Atlantic	(26,26.5]	0.8016032	0.7871631	0.8160433
temp	Atlantic	(26.5,26.75]	0.7987275	0.7917619	0.8056931
temp	Atlantic	(26.75,27]	0.7685934	0.6905237	0.8466631
temp	Atlantic	(27,27.25]	0.7979797	0.7897844	0.8061750
temp	Atlantic	(27.25,27.5]	0.8420387	0.8090428	0.8750345
temp	Atlantic	(27.5,27.75]	0.7653304	0.7528643	0.7777964
temp	Atlantic	(27.75,27.85]	0.6500678	0.6133712	0.6867644
temp	Atlantic	(27.85,27.95]	0.4928819	0.3794977	0.6062661
temp	Atlantic	(27.95,28.05]	0.5642251	0.4907780	0.6376722
temp	Atlantic	(28.05,28.1]	0.6118186	0.5721036	0.6515335
temp	Atlantic	(28.1,28.15]	0.5923590	0.5593462	0.6253718
temp	Atlantic	(28.15,28.2]	0.4613861	0.2625688	0.6602035
temp	Atlantic	(28.2, Inf]	0.2086971	0.0339695	0.3834248
temp	Indian	(-Inf,26]	-0.0980184	-0.1090046	-0.0870322
temp	Indian	(26,26.5]	0.5001587	0.4567566	0.5435608
temp	Indian	(26.5,26.75]	0.4231151	0.2603362	0.5858940
temp	Indian	(26.75,27]	0.2656986	-0.0213899	0.5527872
temp	Indian	(27,27.25]	0.1388940	-0.1019657	0.3797538
temp	Indian	(27.25,27.5]	0.1394442	0.0234219	0.2554665
temp	Indian	(27.5,27.75]	-0.0595477	-0.1829915	0.0638962
temp	Indian	(27.75,27.85]	-0.1806079	-0.3399763	-0.0212394
temp	Indian	(27.85,27.95]	0.0559678	-0.1097158	0.2216513
temp	Indian	(27.95,28.05]	0.1801672	0.0696382	0.2906961
temp	Indian	(28.05,28.1]	0.2162746	0.1552747	0.2772745
temp	Indian	(28.1, Inf]	0.3590804	0.3067953	0.4113654
temp	Pacific	(-Inf,26]	-0.3610635	-0.4327695	-0.2893574
temp	Pacific	(26,26.5]	0.5379480	0.4787079	0.5971880
temp	Pacific	(26.5,26.75]	0.5565874	0.4462701	0.6669046
temp	Pacific	(26.75,27]	0.5201089	0.4552497	0.5849681
temp	Pacific	(27,27.25]	0.1026995	0.0174471	0.1879518
temp	Pacific	(27.25,27.5]	-0.4732287	-0.4928200	-0.4536374
temp	Pacific	(27.5,27.75]	-0.4946679	-0.5259116	-0.4634243
temp	Pacific	(27.75,27.85]	-0.3960071	-0.4616399	-0.3303742
temp	Pacific	(27.85,27.95]	-0.3801707	-0.4069369	-0.3534044
temp	Pacific	(27.95,28.05]	-0.1027891	-0.1670433	-0.0385348
temp	Pacific	(28.05,28.1]	0.0225473	-0.0157120	0.0608066
temp	Pacific	(28.1, Inf]	0.0812052	-0.0407947	0.2032050

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4 knitr_1.37      
 [5] olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0  colorspace_2.0-2
 [9] marelac_2.1.10   shape_1.4.6      ggforce_0.3.3    metR_0.11.0     
[13] scico_1.3.0      patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1   
[17] stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4      readr_2.1.1     
[21] tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1 
[25] workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1