eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-06-16

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: fd7783e

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 fd7783e. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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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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html	42feabc	jens-daniel-mueller	2022-05-23	Build site.
html	7290e93	jens-daniel-mueller	2022-05-20	Build site.
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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
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html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
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html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
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Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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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
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>%
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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]	0.8349808	0.7979768	0.8719848
aou + nitrate	Atlantic	(26,26.5]	0.7628156	0.7515720	0.7740593
aou + nitrate	Atlantic	(26.5,26.75]	0.8134262	0.7615075	0.8653449
aou + nitrate	Atlantic	(26.75,27]	0.8539459	0.7912525	0.9166393
aou + nitrate	Atlantic	(27,27.25]	0.8333142	0.7744492	0.8921791
aou + nitrate	Atlantic	(27.25,27.5]	0.8153718	0.7642867	0.8664568
aou + nitrate	Atlantic	(27.5,27.75]	0.8446986	0.7881292	0.9012680
aou + nitrate	Atlantic	(27.75,27.85]	0.8926860	0.8569978	0.9283742
aou + nitrate	Atlantic	(27.85,27.95]	0.9229818	0.9108320	0.9351317
aou + nitrate	Atlantic	(27.95,28.05]	0.9339714	0.9270751	0.9408678
aou + nitrate	Atlantic	(28.05,28.1]	0.9604903	0.9478015	0.9731790
aou + nitrate	Atlantic	(28.1,28.15]	0.9745165	0.9604906	0.9885423
aou + nitrate	Atlantic	(28.15,28.2]	0.9899654	0.9844489	0.9954819
aou + nitrate	Atlantic	(28.2, Inf]	0.8292429	0.7602282	0.8982575
aou + nitrate	Indian	(-Inf,26]	0.9843080	0.9835712	0.9850448
aou + nitrate	Indian	(26,26.5]	0.9251663	0.8927811	0.9575515
aou + nitrate	Indian	(26.5,26.75]	0.8647019	0.7854860	0.9439179
aou + nitrate	Indian	(26.75,27]	0.8560848	0.7820929	0.9300767
aou + nitrate	Indian	(27,27.25]	0.8105828	0.7738931	0.8472724
aou + nitrate	Indian	(27.25,27.5]	0.9099375	0.8974753	0.9223997
aou + nitrate	Indian	(27.5,27.75]	0.9428487	0.9381853	0.9475121
aou + nitrate	Indian	(27.75,27.85]	0.9221965	0.9149160	0.9294770
aou + nitrate	Indian	(27.85,27.95]	0.8767907	0.8516018	0.9019797
aou + nitrate	Indian	(27.95,28.05]	0.8172898	0.7459709	0.8886087
aou + nitrate	Indian	(28.05,28.1]	0.8945354	0.8496954	0.9393754
aou + nitrate	Indian	(28.1, Inf]	0.6377394	0.5487737	0.7267050
aou + nitrate	Pacific	(-Inf,26]	0.6456169	0.6387370	0.6524968
aou + nitrate	Pacific	(26,26.5]	0.6725621	0.6559547	0.6891696
aou + nitrate	Pacific	(26.5,26.75]	0.7097793	0.6939346	0.7256239
aou + nitrate	Pacific	(26.75,27]	0.8981133	0.8968535	0.8993731
aou + nitrate	Pacific	(27,27.25]	0.9695856	0.9684956	0.9706756
aou + nitrate	Pacific	(27.25,27.5]	0.9776012	0.9725082	0.9826941
aou + nitrate	Pacific	(27.5,27.75]	0.9788628	0.9724816	0.9852440
aou + nitrate	Pacific	(27.75,27.85]	0.9810021	0.9721887	0.9898155
aou + nitrate	Pacific	(27.85,27.95]	0.9787264	0.9703604	0.9870923
aou + nitrate	Pacific	(27.95,28.05]	0.9669763	0.9602168	0.9737359
aou + nitrate	Pacific	(28.05,28.1]	0.9482371	0.9300348	0.9664395
aou + nitrate	Pacific	(28.1, Inf]	0.9455860	0.9261071	0.9650648
aou + oxygen	Atlantic	(-Inf,26]	-0.7005277	-0.7180186	-0.6830368
aou + oxygen	Atlantic	(26,26.5]	-0.9089116	-0.9228695	-0.8949537
aou + oxygen	Atlantic	(26.5,26.75]	-0.9306745	-0.9348045	-0.9265445
aou + oxygen	Atlantic	(26.75,27]	-0.9550038	-0.9588261	-0.9511814
aou + oxygen	Atlantic	(27,27.25]	-0.9560756	-0.9620289	-0.9501223
aou + oxygen	Atlantic	(27.25,27.5]	-0.9471809	-0.9559314	-0.9384305
aou + oxygen	Atlantic	(27.5,27.75]	-0.9440231	-0.9567879	-0.9312582
aou + oxygen	Atlantic	(27.75,27.85]	-0.9507738	-0.9651658	-0.9363819
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731480	-0.9777776	-0.9685184
aou + oxygen	Atlantic	(27.95,28.05]	-0.9749641	-0.9806644	-0.9692637
aou + oxygen	Atlantic	(28.05,28.1]	-0.9849338	-0.9883576	-0.9815100
aou + oxygen	Atlantic	(28.1,28.15]	-0.9911264	-0.9944821	-0.9877707
aou + oxygen	Atlantic	(28.15,28.2]	-0.9954525	-0.9976793	-0.9932257
aou + oxygen	Atlantic	(28.2, Inf]	-0.9770660	-0.9827282	-0.9714038
aou + oxygen	Indian	(-Inf,26]	-0.9745062	-0.9811971	-0.9678153
aou + oxygen	Indian	(26,26.5]	-0.9896083	-0.9949929	-0.9842236
aou + oxygen	Indian	(26.5,26.75]	-0.9872753	-0.9958737	-0.9786769
aou + oxygen	Indian	(26.75,27]	-0.9874973	-0.9957344	-0.9792602
aou + oxygen	Indian	(27,27.25]	-0.9924410	-0.9946044	-0.9902775
aou + oxygen	Indian	(27.25,27.5]	-0.9954617	-0.9955377	-0.9953858
aou + oxygen	Indian	(27.5,27.75]	-0.9971104	-0.9972972	-0.9969236
aou + oxygen	Indian	(27.75,27.85]	-0.9975747	-0.9977717	-0.9973776
aou + oxygen	Indian	(27.85,27.95]	-0.9956272	-0.9956389	-0.9956155
aou + oxygen	Indian	(27.95,28.05]	-0.9898677	-0.9920562	-0.9876793
aou + oxygen	Indian	(28.05,28.1]	-0.9913165	-0.9962449	-0.9863881
aou + oxygen	Indian	(28.1, Inf]	-0.9850519	-0.9882360	-0.9818679
aou + oxygen	Pacific	(-Inf,26]	-0.7612651	-0.7767619	-0.7457682
aou + oxygen	Pacific	(26,26.5]	-0.9679679	-0.9736897	-0.9622462
aou + oxygen	Pacific	(26.5,26.75]	-0.9740840	-0.9754559	-0.9727121
aou + oxygen	Pacific	(26.75,27]	-0.9790064	-0.9806945	-0.9773183
aou + oxygen	Pacific	(27,27.25]	-0.9932498	-0.9939260	-0.9925736
aou + oxygen	Pacific	(27.25,27.5]	-0.9951755	-0.9960870	-0.9942640
aou + oxygen	Pacific	(27.5,27.75]	-0.9949524	-0.9956301	-0.9942747
aou + oxygen	Pacific	(27.75,27.85]	-0.9970231	-0.9970679	-0.9969783
aou + oxygen	Pacific	(27.85,27.95]	-0.9981091	-0.9981679	-0.9980502
aou + oxygen	Pacific	(27.95,28.05]	-0.9984201	-0.9987380	-0.9981022
aou + oxygen	Pacific	(28.05,28.1]	-0.9991184	-0.9991201	-0.9991167
aou + oxygen	Pacific	(28.1, Inf]	-0.9957793	-0.9963942	-0.9951643
aou + phosphate	Atlantic	(-Inf,26]	0.6443404	0.6090716	0.6796092
aou + phosphate	Atlantic	(26,26.5]	0.6683551	0.6665287	0.6701815
aou + phosphate	Atlantic	(26.5,26.75]	0.7328505	0.6951893	0.7705117
aou + phosphate	Atlantic	(26.75,27]	0.7915811	0.7262308	0.8569314
aou + phosphate	Atlantic	(27,27.25]	0.7824596	0.7159624	0.8489569
aou + phosphate	Atlantic	(27.25,27.5]	0.7738655	0.7188150	0.8289160
aou + phosphate	Atlantic	(27.5,27.75]	0.8153212	0.7567402	0.8739021
aou + phosphate	Atlantic	(27.75,27.85]	0.8698317	0.8313277	0.9083358
aou + phosphate	Atlantic	(27.85,27.95]	0.9175427	0.9051539	0.9299314
aou + phosphate	Atlantic	(27.95,28.05]	0.9292619	0.9235585	0.9349652
aou + phosphate	Atlantic	(28.05,28.1]	0.9536511	0.9423727	0.9649296
aou + phosphate	Atlantic	(28.1,28.15]	0.9693204	0.9596613	0.9789796
aou + phosphate	Atlantic	(28.15,28.2]	0.9901453	0.9843576	0.9959329
aou + phosphate	Atlantic	(28.2, Inf]	0.8274916	0.7569100	0.8980731
aou + phosphate	Indian	(-Inf,26]	0.9801216	0.9764757	0.9837675
aou + phosphate	Indian	(26,26.5]	0.9341948	0.8936827	0.9747069
aou + phosphate	Indian	(26.5,26.75]	0.8778740	0.7916073	0.9641407
aou + phosphate	Indian	(26.75,27]	0.8882103	0.8142624	0.9621583
aou + phosphate	Indian	(27,27.25]	0.8808846	0.8274209	0.9343484
aou + phosphate	Indian	(27.25,27.5]	0.9522873	0.9415002	0.9630744
aou + phosphate	Indian	(27.5,27.75]	0.9705737	0.9700136	0.9711338
aou + phosphate	Indian	(27.75,27.85]	0.9356979	0.9267948	0.9446010
aou + phosphate	Indian	(27.85,27.95]	0.8824150	0.8576727	0.9071573
aou + phosphate	Indian	(27.95,28.05]	0.8453628	0.7766020	0.9141236
aou + phosphate	Indian	(28.05,28.1]	0.9105740	0.8651838	0.9559641
aou + phosphate	Indian	(28.1, Inf]	0.6506877	0.5554716	0.7459038
aou + phosphate	Pacific	(-Inf,26]	0.5582017	0.5473025	0.5691009
aou + phosphate	Pacific	(26,26.5]	0.6747286	0.6631623	0.6862948
aou + phosphate	Pacific	(26.5,26.75]	0.7275460	0.7108340	0.7442579
aou + phosphate	Pacific	(26.75,27]	0.9037443	0.9014498	0.9060388
aou + phosphate	Pacific	(27,27.25]	0.9766635	0.9763072	0.9770197
aou + phosphate	Pacific	(27.25,27.5]	0.9812292	0.9797141	0.9827442
aou + phosphate	Pacific	(27.5,27.75]	0.9791197	0.9740663	0.9841732
aou + phosphate	Pacific	(27.75,27.85]	0.9800070	0.9740241	0.9859899
aou + phosphate	Pacific	(27.85,27.95]	0.9805265	0.9753722	0.9856808
aou + phosphate	Pacific	(27.95,28.05]	0.9742574	0.9694116	0.9791031
aou + phosphate	Pacific	(28.05,28.1]	0.9657980	0.9606211	0.9709749
aou + phosphate	Pacific	(28.1, Inf]	0.9396116	0.9223074	0.9569158
aou + silicate	Atlantic	(-Inf,26]	0.3019402	0.2172360	0.3866444
aou + silicate	Atlantic	(26,26.5]	0.7608614	0.7478606	0.7738621
aou + silicate	Atlantic	(26.5,26.75]	0.8389605	0.8226746	0.8552465
aou + silicate	Atlantic	(26.75,27]	0.7391091	0.6367785	0.8414397
aou + silicate	Atlantic	(27,27.25]	0.5369002	0.3741320	0.6996683
aou + silicate	Atlantic	(27.25,27.5]	0.4558846	0.2747359	0.6370333
aou + silicate	Atlantic	(27.5,27.75]	0.5289395	0.3783249	0.6795542
aou + silicate	Atlantic	(27.75,27.85]	0.7248301	0.6829520	0.7667083
aou + silicate	Atlantic	(27.85,27.95]	0.8367019	0.8313658	0.8420379
aou + silicate	Atlantic	(27.95,28.05]	0.9060910	0.9059893	0.9061927
aou + silicate	Atlantic	(28.05,28.1]	0.9552219	0.9455887	0.9648551
aou + silicate	Atlantic	(28.1,28.15]	0.9679615	0.9612079	0.9747150
aou + silicate	Atlantic	(28.15,28.2]	0.9899406	0.9852952	0.9945859
aou + silicate	Atlantic	(28.2, Inf]	0.8548892	0.8270468	0.8827315
aou + silicate	Indian	(-Inf,26]	0.9124923	0.8873220	0.9376625
aou + silicate	Indian	(26,26.5]	0.9290209	0.9182848	0.9397569
aou + silicate	Indian	(26.5,26.75]	0.9489326	0.9366829	0.9611823
aou + silicate	Indian	(26.75,27]	0.9256541	0.9069655	0.9443427
aou + silicate	Indian	(27,27.25]	0.7907677	0.7121914	0.8693440
aou + silicate	Indian	(27.25,27.5]	0.7585620	0.7052651	0.8118589
aou + silicate	Indian	(27.5,27.75]	0.7991494	0.7801633	0.8181355
aou + silicate	Indian	(27.75,27.85]	0.8368761	0.8091673	0.8645848
aou + silicate	Indian	(27.85,27.95]	0.8366611	0.7983481	0.8749741
aou + silicate	Indian	(27.95,28.05]	0.8660520	0.8284414	0.9036625
aou + silicate	Indian	(28.05,28.1]	0.9457068	0.9405844	0.9508293
aou + silicate	Indian	(28.1, Inf]	0.4919998	0.4448561	0.5391435
aou + silicate	Pacific	(-Inf,26]	0.2578799	0.2305676	0.2851923
aou + silicate	Pacific	(26,26.5]	0.2291553	0.1351384	0.3231723
aou + silicate	Pacific	(26.5,26.75]	0.2585494	0.1734208	0.3436781
aou + silicate	Pacific	(26.75,27]	0.6678043	0.6170019	0.7186067
aou + silicate	Pacific	(27,27.25]	0.8784431	0.8516065	0.9052797
aou + silicate	Pacific	(27.25,27.5]	0.8879443	0.8560780	0.9198106
aou + silicate	Pacific	(27.5,27.75]	0.8979499	0.8612573	0.9346426
aou + silicate	Pacific	(27.75,27.85]	0.9622314	0.9604299	0.9640328
aou + silicate	Pacific	(27.85,27.95]	0.9621770	0.9603049	0.9640491
aou + silicate	Pacific	(27.95,28.05]	0.9455381	0.9444013	0.9466750
aou + silicate	Pacific	(28.05,28.1]	0.9511573	0.9483791	0.9539356
aou + silicate	Pacific	(28.1, Inf]	0.8548708	0.8473722	0.8623694
nitrate + silicate	Atlantic	(-Inf,26]	0.4031943	0.3343372	0.4720513
nitrate + silicate	Atlantic	(26,26.5]	0.7401096	0.6783441	0.8018751
nitrate + silicate	Atlantic	(26.5,26.75]	0.8263583	0.7699953	0.8827214
nitrate + silicate	Atlantic	(26.75,27]	0.8403865	0.7474767	0.9332964
nitrate + silicate	Atlantic	(27,27.25]	0.7792890	0.6983133	0.8602646
nitrate + silicate	Atlantic	(27.25,27.5]	0.8032891	0.7310306	0.8755476
nitrate + silicate	Atlantic	(27.5,27.75]	0.8582758	0.8229165	0.8936350
nitrate + silicate	Atlantic	(27.75,27.85]	0.9320485	0.9282406	0.9358565
nitrate + silicate	Atlantic	(27.85,27.95]	0.9633773	0.9593876	0.9673671
nitrate + silicate	Atlantic	(27.95,28.05]	0.9794046	0.9769214	0.9818879
nitrate + silicate	Atlantic	(28.05,28.1]	0.9876617	0.9868098	0.9885137
nitrate + silicate	Atlantic	(28.1,28.15]	0.9883455	0.9872918	0.9893992
nitrate + silicate	Atlantic	(28.15,28.2]	0.9941816	0.9926143	0.9957489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9647662	0.9424610	0.9870715
nitrate + silicate	Indian	(-Inf,26]	0.9309233	0.9071676	0.9546790
nitrate + silicate	Indian	(26,26.5]	0.9057845	0.8846850	0.9268839
nitrate + silicate	Indian	(26.5,26.75]	0.8766616	0.8242826	0.9290405
nitrate + silicate	Indian	(26.75,27]	0.8852612	0.8380853	0.9324372
nitrate + silicate	Indian	(27,27.25]	0.8834673	0.8588191	0.9081155
nitrate + silicate	Indian	(27.25,27.5]	0.8177183	0.7542405	0.8811961
nitrate + silicate	Indian	(27.5,27.75]	0.7653461	0.6971839	0.8335083
nitrate + silicate	Indian	(27.75,27.85]	0.7832693	0.7517159	0.8148227
nitrate + silicate	Indian	(27.85,27.95]	0.8557012	0.8393679	0.8720346
nitrate + silicate	Indian	(27.95,28.05]	0.9022294	0.8918585	0.9126004
nitrate + silicate	Indian	(28.05,28.1]	0.9516879	0.9394682	0.9639077
nitrate + silicate	Indian	(28.1, Inf]	0.8241636	0.8201981	0.8281291
nitrate + silicate	Pacific	(-Inf,26]	0.8051577	0.7914650	0.8188504
nitrate + silicate	Pacific	(26,26.5]	0.7535670	0.7087356	0.7983984
nitrate + silicate	Pacific	(26.5,26.75]	0.7371295	0.6872081	0.7870508
nitrate + silicate	Pacific	(26.75,27]	0.8301047	0.8013623	0.8588472
nitrate + silicate	Pacific	(27,27.25]	0.8958111	0.8679255	0.9236968
nitrate + silicate	Pacific	(27.25,27.5]	0.8597757	0.8130324	0.9065191
nitrate + silicate	Pacific	(27.5,27.75]	0.8578436	0.8092183	0.9064690
nitrate + silicate	Pacific	(27.75,27.85]	0.9346273	0.9189776	0.9502769
nitrate + silicate	Pacific	(27.85,27.95]	0.9451403	0.9341027	0.9561780
nitrate + silicate	Pacific	(27.95,28.05]	0.9216067	0.9183575	0.9248560
nitrate + silicate	Pacific	(28.05,28.1]	0.9041507	0.8920093	0.9162921
nitrate + silicate	Pacific	(28.1, Inf]	0.9067150	0.8961259	0.9173040
oxygen + nitrate	Atlantic	(-Inf,26]	-0.4650219	-0.5024890	-0.4275548
oxygen + nitrate	Atlantic	(26,26.5]	-0.5025539	-0.5200194	-0.4850884
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.6108831	-0.6675005	-0.5542658
oxygen + nitrate	Atlantic	(26.75,27]	-0.7047685	-0.7979957	-0.6115414
oxygen + nitrate	Atlantic	(27,27.25]	-0.6641991	-0.7553180	-0.5730802
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6131772	-0.7007131	-0.5256413
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6434881	-0.7557665	-0.5312098
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7186674	-0.8055691	-0.6317656
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8185305	-0.8457236	-0.7913373
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8436272	-0.8699946	-0.8172598
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9070620	-0.9356028	-0.8785212
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9438412	-0.9731100	-0.9145724
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9816542	-0.9915477	-0.9717608
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7209487	-0.8275776	-0.6143198
oxygen + nitrate	Indian	(-Inf,26]	-0.9510635	-0.9633832	-0.9387437
oxygen + nitrate	Indian	(26,26.5]	-0.8656191	-0.9261211	-0.8051171
oxygen + nitrate	Indian	(26.5,26.75]	-0.7785865	-0.9117777	-0.6453954
oxygen + nitrate	Indian	(26.75,27]	-0.7705207	-0.8947764	-0.6462651
oxygen + nitrate	Indian	(27,27.25]	-0.7397802	-0.7938783	-0.6856820
oxygen + nitrate	Indian	(27.25,27.5]	-0.8794122	-0.8962255	-0.8625989
oxygen + nitrate	Indian	(27.5,27.75]	-0.9326160	-0.9414786	-0.9237535
oxygen + nitrate	Indian	(27.75,27.85]	-0.9109046	-0.9202096	-0.9015996
oxygen + nitrate	Indian	(27.85,27.95]	-0.8389574	-0.8674753	-0.8104395
oxygen + nitrate	Indian	(27.95,28.05]	-0.7377868	-0.8328420	-0.6427315
oxygen + nitrate	Indian	(28.05,28.1]	-0.8376154	-0.9143649	-0.7608659
oxygen + nitrate	Indian	(28.1, Inf]	-0.5126530	-0.6289612	-0.3963449
oxygen + nitrate	Pacific	(-Inf,26]	-0.1435953	-0.1510565	-0.1361341
oxygen + nitrate	Pacific	(26,26.5]	-0.4865297	-0.4902916	-0.4827678
oxygen + nitrate	Pacific	(26.5,26.75]	-0.5518851	-0.5809321	-0.5228381
oxygen + nitrate	Pacific	(26.75,27]	-0.8034765	-0.8036555	-0.8032974
oxygen + nitrate	Pacific	(27,27.25]	-0.9431244	-0.9446194	-0.9416294
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9664120	-0.9712711	-0.9615530
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9723368	-0.9791980	-0.9654755
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9767747	-0.9847021	-0.9688472
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9757428	-0.9832767	-0.9682088
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9623483	-0.9702880	-0.9544086
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9422364	-0.9605955	-0.9238773
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9226734	-0.9451406	-0.9002063
oxygen + phosphate	Atlantic	(-Inf,26]	-0.1585367	-0.1713651	-0.1457083
oxygen + phosphate	Atlantic	(26,26.5]	-0.3504840	-0.3609334	-0.3400346
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.4820902	-0.5153346	-0.4488458
oxygen + phosphate	Atlantic	(26.75,27]	-0.6094790	-0.7020691	-0.5168890
oxygen + phosphate	Atlantic	(27,27.25]	-0.5908137	-0.6897682	-0.4918592
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5533425	-0.6446434	-0.4620416
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5975321	-0.7102687	-0.4847955
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6827956	-0.7725028	-0.5930883
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8089330	-0.8369006	-0.7809653
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8355966	-0.8607256	-0.8104676
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8973225	-0.9254556	-0.8691895
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9345698	-0.9586778	-0.9104617
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9811662	-0.9922437	-0.9700888
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7161578	-0.8264684	-0.6058472
oxygen + phosphate	Indian	(-Inf,26]	-0.9475640	-0.9647327	-0.9303953
oxygen + phosphate	Indian	(26,26.5]	-0.8795055	-0.9530912	-0.8059198
oxygen + phosphate	Indian	(26.5,26.75]	-0.7963432	-0.9398250	-0.6528614
oxygen + phosphate	Indian	(26.75,27]	-0.8118861	-0.9372348	-0.6865375
oxygen + phosphate	Indian	(27,27.25]	-0.8239570	-0.8986210	-0.7492930
oxygen + phosphate	Indian	(27.25,27.5]	-0.9277329	-0.9407063	-0.9147595
oxygen + phosphate	Indian	(27.5,27.75]	-0.9607764	-0.9612199	-0.9603328
oxygen + phosphate	Indian	(27.75,27.85]	-0.9192407	-0.9303615	-0.9081199
oxygen + phosphate	Indian	(27.85,27.95]	-0.8423350	-0.8710178	-0.8136522
oxygen + phosphate	Indian	(27.95,28.05]	-0.7703299	-0.8633452	-0.6773147
oxygen + phosphate	Indian	(28.05,28.1]	-0.8573396	-0.9336858	-0.7809933
oxygen + phosphate	Indian	(28.1, Inf]	-0.5278997	-0.6501245	-0.4056750
oxygen + phosphate	Pacific	(-Inf,26]	-0.0506855	-0.0574418	-0.0439291
oxygen + phosphate	Pacific	(26,26.5]	-0.4819477	-0.4879499	-0.4759455
oxygen + phosphate	Pacific	(26.5,26.75]	-0.5641777	-0.5900150	-0.5383404
oxygen + phosphate	Pacific	(26.75,27]	-0.8055259	-0.8072659	-0.8037859
oxygen + phosphate	Pacific	(27,27.25]	-0.9508622	-0.9517020	-0.9500225
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9683177	-0.9705962	-0.9660391
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9706087	-0.9767165	-0.9645009
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9748006	-0.9798354	-0.9697658
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9769483	-0.9815939	-0.9723028
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9697050	-0.9755872	-0.9638228
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9619817	-0.9663680	-0.9575954
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9152948	-0.9364085	-0.8941810
oxygen + silicate	Atlantic	(-Inf,26]	-0.1381833	-0.2007290	-0.0756376
oxygen + silicate	Atlantic	(26,26.5]	-0.5140168	-0.5396275	-0.4884061
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6304133	-0.6799310	-0.5808956
oxygen + silicate	Atlantic	(26.75,27]	-0.5744155	-0.6793188	-0.4695122
oxygen + silicate	Atlantic	(27,27.25]	-0.3385772	-0.5264679	-0.1506866
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1981503	-0.4166457	0.0203452
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2644489	-0.4749045	-0.0539934
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5044711	-0.5951641	-0.4137781
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6999513	-0.7192750	-0.6806275
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7976050	-0.8129130	-0.7822969
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8948115	-0.9183402	-0.8712828
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9311933	-0.9495029	-0.9128836
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9833015	-0.9910614	-0.9755417
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7523491	-0.8098145	-0.6948838
oxygen + silicate	Indian	(-Inf,26]	-0.8757263	-0.8964138	-0.8550387
oxygen + silicate	Indian	(26,26.5]	-0.8976751	-0.9002900	-0.8950602
oxygen + silicate	Indian	(26.5,26.75]	-0.9159667	-0.9176656	-0.9142678
oxygen + silicate	Indian	(26.75,27]	-0.8771569	-0.9236091	-0.8307047
oxygen + silicate	Indian	(27,27.25]	-0.7236162	-0.8255686	-0.6216638
oxygen + silicate	Indian	(27.25,27.5]	-0.7079106	-0.7639502	-0.6518711
oxygen + silicate	Indian	(27.5,27.75]	-0.7649696	-0.7818392	-0.7481000
oxygen + silicate	Indian	(27.75,27.85]	-0.8129364	-0.8446025	-0.7812702
oxygen + silicate	Indian	(27.85,27.95]	-0.7972140	-0.8435467	-0.7508813
oxygen + silicate	Indian	(27.95,28.05]	-0.8016395	-0.8601784	-0.7431007
oxygen + silicate	Indian	(28.05,28.1]	-0.9083519	-0.9326173	-0.8840865
oxygen + silicate	Indian	(28.1, Inf]	-0.3587100	-0.4233783	-0.2940418
oxygen + silicate	Pacific	(-Inf,26]	0.2626239	0.2233893	0.3018586
oxygen + silicate	Pacific	(26,26.5]	-0.0085553	-0.0825863	0.0654757
oxygen + silicate	Pacific	(26.5,26.75]	-0.0590234	-0.1391979	0.0211511
oxygen + silicate	Pacific	(26.75,27]	-0.5185359	-0.5830670	-0.4540047
oxygen + silicate	Pacific	(27,27.25]	-0.8261643	-0.8605196	-0.7918090
oxygen + silicate	Pacific	(27.25,27.5]	-0.8457089	-0.8871121	-0.8043057
oxygen + silicate	Pacific	(27.5,27.75]	-0.8579240	-0.9056422	-0.8102059
oxygen + silicate	Pacific	(27.75,27.85]	-0.9458646	-0.9474244	-0.9443048
oxygen + silicate	Pacific	(27.85,27.95]	-0.9511633	-0.9529668	-0.9493598
oxygen + silicate	Pacific	(27.95,28.05]	-0.9319289	-0.9322013	-0.9316565
oxygen + silicate	Pacific	(28.05,28.1]	-0.9430093	-0.9465993	-0.9394194
oxygen + silicate	Pacific	(28.1, Inf]	-0.8098732	-0.8214979	-0.7982485
phosphate + nitrate	Atlantic	(-Inf,26]	0.8097363	0.7644973	0.8549753
phosphate + nitrate	Atlantic	(26,26.5]	0.9512055	0.9509412	0.9514697
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9718120	0.9680388	0.9755852
phosphate + nitrate	Atlantic	(26.75,27]	0.9828578	0.9827033	0.9830122
phosphate + nitrate	Atlantic	(27,27.25]	0.9900095	0.9883925	0.9916266
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9934100	0.9925172	0.9943027
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9941691	0.9939043	0.9944339
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9947377	0.9941015	0.9953740
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9940446	0.9935173	0.9945719
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9934409	0.9928121	0.9940697
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9913401	0.9901956	0.9924845
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9927257	0.9925879	0.9928634
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970872	0.9969305	0.9972440
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9872317	0.9790614	0.9954021
phosphate + nitrate	Indian	(-Inf,26]	0.9920611	0.9893610	0.9947611
phosphate + nitrate	Indian	(26,26.5]	0.9894304	0.9825505	0.9963104
phosphate + nitrate	Indian	(26.5,26.75]	0.9897902	0.9837258	0.9958546
phosphate + nitrate	Indian	(26.75,27]	0.9838647	0.9748027	0.9929267
phosphate + nitrate	Indian	(27,27.25]	0.9582512	0.9299360	0.9865663
phosphate + nitrate	Indian	(27.25,27.5]	0.9637548	0.9440970	0.9834126
phosphate + nitrate	Indian	(27.5,27.75]	0.9586230	0.9510409	0.9662052
phosphate + nitrate	Indian	(27.75,27.85]	0.9457102	0.9414287	0.9499916
phosphate + nitrate	Indian	(27.85,27.95]	0.9597639	0.9572265	0.9623014
phosphate + nitrate	Indian	(27.95,28.05]	0.9770376	0.9760875	0.9779877
phosphate + nitrate	Indian	(28.05,28.1]	0.9833396	0.9830575	0.9836216
phosphate + nitrate	Indian	(28.1, Inf]	0.9286062	0.9188463	0.9383661
phosphate + nitrate	Pacific	(-Inf,26]	0.9509525	0.9488927	0.9530124
phosphate + nitrate	Pacific	(26,26.5]	0.9373930	0.9227876	0.9519984
phosphate + nitrate	Pacific	(26.5,26.75]	0.9367282	0.9267368	0.9467197
phosphate + nitrate	Pacific	(26.75,27]	0.9760516	0.9706875	0.9814158
phosphate + nitrate	Pacific	(27,27.25]	0.9874165	0.9845586	0.9902745
phosphate + nitrate	Pacific	(27.25,27.5]	0.9892866	0.9853567	0.9932165
phosphate + nitrate	Pacific	(27.5,27.75]	0.9887270	0.9833675	0.9940865
phosphate + nitrate	Pacific	(27.75,27.85]	0.9805009	0.9689645	0.9920372
phosphate + nitrate	Pacific	(27.85,27.95]	0.9750150	0.9608800	0.9891500
phosphate + nitrate	Pacific	(27.95,28.05]	0.9595601	0.9500950	0.9690252
phosphate + nitrate	Pacific	(28.05,28.1]	0.9312263	0.9073461	0.9551065
phosphate + nitrate	Pacific	(28.1, Inf]	0.9493407	0.9259827	0.9726988
phosphate + silicate	Atlantic	(-Inf,26]	0.5352058	0.5227577	0.5476539
phosphate + silicate	Atlantic	(26,26.5]	0.7844662	0.7311713	0.8377612
phosphate + silicate	Atlantic	(26.5,26.75]	0.8383828	0.7769950	0.8997706
phosphate + silicate	Atlantic	(26.75,27]	0.8431926	0.7393241	0.9470612
phosphate + silicate	Atlantic	(27,27.25]	0.7875482	0.7058033	0.8692930
phosphate + silicate	Atlantic	(27.25,27.5]	0.8214890	0.7514785	0.8914995
phosphate + silicate	Atlantic	(27.5,27.75]	0.8767641	0.8430040	0.9105242
phosphate + silicate	Atlantic	(27.75,27.85]	0.9414604	0.9383068	0.9446140
phosphate + silicate	Atlantic	(27.85,27.95]	0.9666146	0.9624694	0.9707597
phosphate + silicate	Atlantic	(27.95,28.05]	0.9807031	0.9782700	0.9831361
phosphate + silicate	Atlantic	(28.05,28.1]	0.9876565	0.9857295	0.9895835
phosphate + silicate	Atlantic	(28.1,28.15]	0.9913494	0.9899589	0.9927398
phosphate + silicate	Atlantic	(28.15,28.2]	0.9944078	0.9932422	0.9955734
phosphate + silicate	Atlantic	(28.2, Inf]	0.9735874	0.9585518	0.9886231
phosphate + silicate	Indian	(-Inf,26]	0.9128428	0.8804970	0.9451886
phosphate + silicate	Indian	(26,26.5]	0.8989939	0.8872843	0.9107035
phosphate + silicate	Indian	(26.5,26.75]	0.8787723	0.8300606	0.9274840
phosphate + silicate	Indian	(26.75,27]	0.9010636	0.8623731	0.9397540
phosphate + silicate	Indian	(27,27.25]	0.8822972	0.8603289	0.9042656
phosphate + silicate	Indian	(27.25,27.5]	0.8193826	0.7860086	0.8527566
phosphate + silicate	Indian	(27.5,27.75]	0.8079928	0.7904972	0.8254884
phosphate + silicate	Indian	(27.75,27.85]	0.8639465	0.8545415	0.8733515
phosphate + silicate	Indian	(27.85,27.95]	0.9033962	0.8985127	0.9082797
phosphate + silicate	Indian	(27.95,28.05]	0.9246407	0.9186999	0.9305815
phosphate + silicate	Indian	(28.05,28.1]	0.9600571	0.9491427	0.9709714
phosphate + silicate	Indian	(28.1, Inf]	0.8069358	0.7959527	0.8179189
phosphate + silicate	Pacific	(-Inf,26]	0.8055523	0.7766797	0.8344248
phosphate + silicate	Pacific	(26,26.5]	0.7508783	0.7063987	0.7953578
phosphate + silicate	Pacific	(26.5,26.75]	0.7168578	0.6706496	0.7630659
phosphate + silicate	Pacific	(26.75,27]	0.8355087	0.8103964	0.8606209
phosphate + silicate	Pacific	(27,27.25]	0.9073872	0.8846339	0.9301405
phosphate + silicate	Pacific	(27.25,27.5]	0.8763690	0.8391367	0.9136013
phosphate + silicate	Pacific	(27.5,27.75]	0.8677025	0.8244133	0.9109917
phosphate + silicate	Pacific	(27.75,27.85]	0.9428087	0.9308929	0.9547244
phosphate + silicate	Pacific	(27.85,27.95]	0.9566254	0.9489413	0.9643094
phosphate + silicate	Pacific	(27.95,28.05]	0.9438415	0.9392399	0.9484431
phosphate + silicate	Pacific	(28.05,28.1]	0.9372260	0.9320935	0.9423585
phosphate + silicate	Pacific	(28.1, Inf]	0.9062032	0.9004246	0.9119818
sal + aou	Atlantic	(-Inf,26]	0.0681967	0.0445216	0.0918719
sal + aou	Atlantic	(26,26.5]	0.0099573	-0.0184878	0.0384023
sal + aou	Atlantic	(26.5,26.75]	0.0674474	-0.0260919	0.1609867
sal + aou	Atlantic	(26.75,27]	0.0052484	-0.1063371	0.1168338
sal + aou	Atlantic	(27,27.25]	-0.1001503	-0.2446290	0.0443284
sal + aou	Atlantic	(27.25,27.5]	-0.1560754	-0.2752190	-0.0369317
sal + aou	Atlantic	(27.5,27.75]	-0.2168625	-0.3005698	-0.1331552
sal + aou	Atlantic	(27.75,27.85]	-0.2537654	-0.2780275	-0.2295032
sal + aou	Atlantic	(27.85,27.95]	-0.2982879	-0.3768826	-0.2196931
sal + aou	Atlantic	(27.95,28.05]	-0.4197412	-0.5256069	-0.3138756
sal + aou	Atlantic	(28.05,28.1]	-0.6708329	-0.6799375	-0.6617283
sal + aou	Atlantic	(28.1,28.15]	-0.7601698	-0.7901783	-0.7301612
sal + aou	Atlantic	(28.15,28.2]	-0.9211413	-0.9324561	-0.9098265
sal + aou	Atlantic	(28.2, Inf]	-0.5270040	-0.7273565	-0.3266514
sal + aou	Indian	(-Inf,26]	-0.0851721	-0.1689396	-0.0014046
sal + aou	Indian	(26,26.5]	-0.1828449	-0.1959703	-0.1697196
sal + aou	Indian	(26.5,26.75]	0.1033006	0.0981746	0.1084266
sal + aou	Indian	(26.75,27]	0.4799899	0.3843607	0.5756191
sal + aou	Indian	(27,27.25]	0.8701226	0.8513704	0.8888747
sal + aou	Indian	(27.25,27.5]	0.9273805	0.8804454	0.9743157
sal + aou	Indian	(27.5,27.75]	0.9387425	0.9050745	0.9724105
sal + aou	Indian	(27.75,27.85]	0.9564191	0.9508007	0.9620375
sal + aou	Indian	(27.85,27.95]	0.9243510	0.9206205	0.9280815
sal + aou	Indian	(27.95,28.05]	0.6386039	0.5968147	0.6803930
sal + aou	Indian	(28.05,28.1]	0.0665015	-0.0581021	0.1911050
sal + aou	Indian	(28.1, Inf]	0.5543979	0.5452786	0.5635172
sal + aou	Pacific	(-Inf,26]	0.1539457	0.1388005	0.1690909
sal + aou	Pacific	(26,26.5]	0.3632745	0.2036836	0.5228655
sal + aou	Pacific	(26.5,26.75]	0.3921082	0.2993821	0.4848343
sal + aou	Pacific	(26.75,27]	0.0189023	-0.0665846	0.1043893
sal + aou	Pacific	(27,27.25]	-0.0850962	-0.1326644	-0.0375280
sal + aou	Pacific	(27.25,27.5]	0.2562310	0.2012901	0.3111720
sal + aou	Pacific	(27.5,27.75]	0.2724318	0.2249141	0.3199495
sal + aou	Pacific	(27.75,27.85]	-0.0398442	-0.0718413	-0.0078472
sal + aou	Pacific	(27.85,27.95]	-0.4006162	-0.4201200	-0.3811125
sal + aou	Pacific	(27.95,28.05]	-0.7048884	-0.7657467	-0.6440300
sal + aou	Pacific	(28.05,28.1]	-0.8838467	-0.8846761	-0.8830174
sal + aou	Pacific	(28.1, Inf]	-0.7299123	-0.7381414	-0.7216831
sal + nitrate	Atlantic	(-Inf,26]	-0.1058803	-0.1255833	-0.0861772
sal + nitrate	Atlantic	(26,26.5]	-0.4647659	-0.5061577	-0.4233742
sal + nitrate	Atlantic	(26.5,26.75]	-0.3958065	-0.4315580	-0.3600549
sal + nitrate	Atlantic	(26.75,27]	-0.4079547	-0.4233139	-0.3925954
sal + nitrate	Atlantic	(27,27.25]	-0.5548952	-0.6018559	-0.5079345
sal + nitrate	Atlantic	(27.25,27.5]	-0.6336882	-0.6700085	-0.5973678
sal + nitrate	Atlantic	(27.5,27.75]	-0.6384842	-0.6464782	-0.6304901
sal + nitrate	Atlantic	(27.75,27.85]	-0.6065956	-0.6353015	-0.5778897
sal + nitrate	Atlantic	(27.85,27.95]	-0.5887998	-0.6675235	-0.5100760
sal + nitrate	Atlantic	(27.95,28.05]	-0.6702876	-0.7672737	-0.5733015
sal + nitrate	Atlantic	(28.05,28.1]	-0.8045313	-0.8374202	-0.7716425
sal + nitrate	Atlantic	(28.1,28.15]	-0.8419652	-0.8459442	-0.8379862
sal + nitrate	Atlantic	(28.15,28.2]	-0.9404587	-0.9453279	-0.9355894
sal + nitrate	Atlantic	(28.2, Inf]	-0.8818095	-0.9433729	-0.8202460
sal + nitrate	Indian	(-Inf,26]	-0.0852394	-0.1729360	0.0024572
sal + nitrate	Indian	(26,26.5]	-0.5137180	-0.5987899	-0.4286461
sal + nitrate	Indian	(26.5,26.75]	-0.3645179	-0.5142780	-0.2147578
sal + nitrate	Indian	(26.75,27]	-0.0013789	-0.2606102	0.2578523
sal + nitrate	Indian	(27,27.25]	0.4509306	0.4159513	0.4859100
sal + nitrate	Indian	(27.25,27.5]	0.7434592	0.6283444	0.8585741
sal + nitrate	Indian	(27.5,27.75]	0.8194212	0.7530072	0.8858353
sal + nitrate	Indian	(27.75,27.85]	0.8106333	0.7787331	0.8425336
sal + nitrate	Indian	(27.85,27.95]	0.6567424	0.6045967	0.7088881
sal + nitrate	Indian	(27.95,28.05]	0.1214978	0.0462411	0.1967546
sal + nitrate	Indian	(28.05,28.1]	-0.3286062	-0.3397844	-0.3174280
sal + nitrate	Indian	(28.1, Inf]	-0.1913064	-0.3183247	-0.0642881
sal + nitrate	Pacific	(-Inf,26]	-0.3659860	-0.3696262	-0.3623458
sal + nitrate	Pacific	(26,26.5]	-0.3332569	-0.4807206	-0.1857931
sal + nitrate	Pacific	(26.5,26.75]	-0.2746327	-0.3998359	-0.1494295
sal + nitrate	Pacific	(26.75,27]	-0.3426435	-0.4294191	-0.2558680
sal + nitrate	Pacific	(27,27.25]	-0.2271133	-0.2842383	-0.1699883
sal + nitrate	Pacific	(27.25,27.5]	0.2274397	0.1558173	0.2990621
sal + nitrate	Pacific	(27.5,27.75]	0.2629278	0.2137640	0.3120917
sal + nitrate	Pacific	(27.75,27.85]	-0.0501152	-0.0735416	-0.0266888
sal + nitrate	Pacific	(27.85,27.95]	-0.4132214	-0.4170518	-0.4093910
sal + nitrate	Pacific	(27.95,28.05]	-0.7354299	-0.7910073	-0.6798524
sal + nitrate	Pacific	(28.05,28.1]	-0.9047850	-0.9152529	-0.8943171
sal + nitrate	Pacific	(28.1, Inf]	-0.8294702	-0.8363492	-0.8225911
sal + oxygen	Atlantic	(-Inf,26]	-0.4586419	-0.5316150	-0.3856689
sal + oxygen	Atlantic	(26,26.5]	-0.3986351	-0.4499806	-0.3472897
sal + oxygen	Atlantic	(26.5,26.75]	-0.4064682	-0.4833303	-0.3296062
sal + oxygen	Atlantic	(26.75,27]	-0.2850804	-0.4038222	-0.1663386
sal + oxygen	Atlantic	(27,27.25]	-0.1831599	-0.3441594	-0.0221605
sal + oxygen	Atlantic	(27.25,27.5]	-0.1565131	-0.3007215	-0.0123047
sal + oxygen	Atlantic	(27.5,27.75]	-0.0998795	-0.2212458	0.0214869
sal + oxygen	Atlantic	(27.75,27.85]	-0.0424606	-0.1093530	0.0244317
sal + oxygen	Atlantic	(27.85,27.95]	0.0852618	0.0223977	0.1481260
sal + oxygen	Atlantic	(27.95,28.05]	0.2298931	0.1437167	0.3160695
sal + oxygen	Atlantic	(28.05,28.1]	0.5418415	0.5342523	0.5494306
sal + oxygen	Atlantic	(28.1,28.15]	0.6718909	0.6186171	0.7251647
sal + oxygen	Atlantic	(28.15,28.2]	0.8899285	0.8728613	0.9069957
sal + oxygen	Atlantic	(28.2, Inf]	0.3680853	0.1139265	0.6222442
sal + oxygen	Indian	(-Inf,26]	0.1862812	0.0524669	0.3200954
sal + oxygen	Indian	(26,26.5]	0.0539113	0.0305754	0.0772473
sal + oxygen	Indian	(26.5,26.75]	-0.2462372	-0.3068305	-0.1856439
sal + oxygen	Indian	(26.75,27]	-0.6019227	-0.6440598	-0.5597856
sal + oxygen	Indian	(27,27.25]	-0.9167606	-0.9414157	-0.8921055
sal + oxygen	Indian	(27.25,27.5]	-0.9466575	-0.9858334	-0.9074815
sal + oxygen	Indian	(27.5,27.75]	-0.9450476	-0.9710635	-0.9190316
sal + oxygen	Indian	(27.75,27.85]	-0.9609517	-0.9645463	-0.9573570
sal + oxygen	Indian	(27.85,27.95]	-0.9439770	-0.9457123	-0.9422417
sal + oxygen	Indian	(27.95,28.05]	-0.7275878	-0.7767558	-0.6784198
sal + oxygen	Indian	(28.05,28.1]	-0.1824964	-0.3445930	-0.0203999
sal + oxygen	Indian	(28.1, Inf]	-0.6771862	-0.6814170	-0.6729554
sal + oxygen	Pacific	(-Inf,26]	-0.5972298	-0.6123877	-0.5820719
sal + oxygen	Pacific	(26,26.5]	-0.5727763	-0.6947533	-0.4507993
sal + oxygen	Pacific	(26.5,26.75]	-0.5823010	-0.6585552	-0.5060468
sal + oxygen	Pacific	(26.75,27]	-0.2158854	-0.3075098	-0.1242610
sal + oxygen	Pacific	(27,27.25]	-0.0248160	-0.0788577	0.0292257
sal + oxygen	Pacific	(27.25,27.5]	-0.3347990	-0.3966722	-0.2729259
sal + oxygen	Pacific	(27.5,27.75]	-0.3404514	-0.3956509	-0.2852520
sal + oxygen	Pacific	(27.75,27.85]	-0.0240041	-0.0569127	0.0089044
sal + oxygen	Pacific	(27.85,27.95]	0.3650191	0.3449794	0.3850587
sal + oxygen	Pacific	(27.95,28.05]	0.6952311	0.6272719	0.7631903
sal + oxygen	Pacific	(28.05,28.1]	0.8767056	0.8765626	0.8768487
sal + oxygen	Pacific	(28.1, Inf]	0.6745473	0.6600613	0.6890333
sal + phosphate	Atlantic	(-Inf,26]	-0.3210543	-0.3340969	-0.3080117
sal + phosphate	Atlantic	(26,26.5]	-0.6563375	-0.6952755	-0.6173995
sal + phosphate	Atlantic	(26.5,26.75]	-0.5600067	-0.6120192	-0.5079942
sal + phosphate	Atlantic	(26.75,27]	-0.5411653	-0.5612031	-0.5211275
sal + phosphate	Atlantic	(27,27.25]	-0.6422582	-0.6818105	-0.6027059
sal + phosphate	Atlantic	(27.25,27.5]	-0.6936425	-0.7265850	-0.6607001
sal + phosphate	Atlantic	(27.5,27.75]	-0.6909812	-0.6956130	-0.6863493
sal + phosphate	Atlantic	(27.75,27.85]	-0.6484632	-0.6721453	-0.6247810
sal + phosphate	Atlantic	(27.85,27.95]	-0.6057284	-0.6831524	-0.5283044
sal + phosphate	Atlantic	(27.95,28.05]	-0.6803245	-0.7756846	-0.5849644
sal + phosphate	Atlantic	(28.05,28.1]	-0.8161356	-0.8496996	-0.7825716
sal + phosphate	Atlantic	(28.1,28.15]	-0.8596721	-0.8597403	-0.8596040
sal + phosphate	Atlantic	(28.15,28.2]	-0.9425645	-0.9510591	-0.9340698
sal + phosphate	Atlantic	(28.2, Inf]	-0.8892013	-0.9478745	-0.8305280
sal + phosphate	Indian	(-Inf,26]	-0.0444345	-0.1480860	0.0592170
sal + phosphate	Indian	(26,26.5]	-0.4577495	-0.6006672	-0.3148318
sal + phosphate	Indian	(26.5,26.75]	-0.3111866	-0.5110214	-0.1113518
sal + phosphate	Indian	(26.75,27]	0.0935277	-0.2092862	0.3963417
sal + phosphate	Indian	(27,27.25]	0.5978318	0.4998587	0.6958049
sal + phosphate	Indian	(27.25,27.5]	0.8375784	0.7957798	0.8793770
sal + phosphate	Indian	(27.5,27.75]	0.8934273	0.8609435	0.9259111
sal + phosphate	Indian	(27.75,27.85]	0.8666683	0.8265848	0.9067517
sal + phosphate	Indian	(27.85,27.95]	0.6981478	0.6407778	0.7555178
sal + phosphate	Indian	(27.95,28.05]	0.1873299	0.1019271	0.2727327
sal + phosphate	Indian	(28.05,28.1]	-0.2870493	-0.2918894	-0.2822091
sal + phosphate	Indian	(28.1, Inf]	-0.1697948	-0.3003910	-0.0391987
sal + phosphate	Pacific	(-Inf,26]	-0.4132706	-0.4518255	-0.3747157
sal + phosphate	Pacific	(26,26.5]	-0.3506103	-0.4865923	-0.2146284
sal + phosphate	Pacific	(26.5,26.75]	-0.2758317	-0.3876984	-0.1639650
sal + phosphate	Pacific	(26.75,27]	-0.3583740	-0.4378541	-0.2788938
sal + phosphate	Pacific	(27,27.25]	-0.2302580	-0.2816543	-0.1788617
sal + phosphate	Pacific	(27.25,27.5]	0.2061025	0.1422813	0.2699236
sal + phosphate	Pacific	(27.5,27.75]	0.2478012	0.2025784	0.2930240
sal + phosphate	Pacific	(27.75,27.85]	-0.0580452	-0.0829898	-0.0331005
sal + phosphate	Pacific	(27.85,27.95]	-0.4248585	-0.4355116	-0.4142054
sal + phosphate	Pacific	(27.95,28.05]	-0.7445424	-0.7971104	-0.6919743
sal + phosphate	Pacific	(28.05,28.1]	-0.8992927	-0.9176955	-0.8808899
sal + phosphate	Pacific	(28.1, Inf]	-0.8303237	-0.8370959	-0.8235515
sal + silicate	Atlantic	(-Inf,26]	-0.3236420	-0.5155127	-0.1317712
sal + silicate	Atlantic	(26,26.5]	-0.4115373	-0.4763862	-0.3466885
sal + silicate	Atlantic	(26.5,26.75]	-0.3410303	-0.4974958	-0.1845649
sal + silicate	Atlantic	(26.75,27]	-0.4305245	-0.5360639	-0.3249850
sal + silicate	Atlantic	(27,27.25]	-0.6207079	-0.6733104	-0.5681054
sal + silicate	Atlantic	(27.25,27.5]	-0.7584028	-0.7701029	-0.7467028
sal + silicate	Atlantic	(27.5,27.75]	-0.7665382	-0.7859619	-0.7471144
sal + silicate	Atlantic	(27.75,27.85]	-0.7018766	-0.7042415	-0.6995117
sal + silicate	Atlantic	(27.85,27.95]	-0.6929730	-0.7421190	-0.6438269
sal + silicate	Atlantic	(27.95,28.05]	-0.7235608	-0.7974027	-0.6497189
sal + silicate	Atlantic	(28.05,28.1]	-0.8352775	-0.8551341	-0.8154209
sal + silicate	Atlantic	(28.1,28.15]	-0.8709206	-0.8827288	-0.8591125
sal + silicate	Atlantic	(28.15,28.2]	-0.9308948	-0.9315989	-0.9301907
sal + silicate	Atlantic	(28.2, Inf]	-0.8405337	-0.9401373	-0.7409300
sal + silicate	Indian	(-Inf,26]	-0.1764295	-0.1988350	-0.1540240
sal + silicate	Indian	(26,26.5]	-0.3352088	-0.3612787	-0.3091388
sal + silicate	Indian	(26.5,26.75]	-0.0551723	-0.0894868	-0.0208577
sal + silicate	Indian	(26.75,27]	0.2588881	0.1214455	0.3963306
sal + silicate	Indian	(27,27.25]	0.4714798	0.3835637	0.5593959
sal + silicate	Indian	(27.25,27.5]	0.5794586	0.5443241	0.6145930
sal + silicate	Indian	(27.5,27.75]	0.7076714	0.6216525	0.7936902
sal + silicate	Indian	(27.75,27.85]	0.8159514	0.8013558	0.8305469
sal + silicate	Indian	(27.85,27.95]	0.7183527	0.6596445	0.7770610
sal + silicate	Indian	(27.95,28.05]	0.3434239	0.2949828	0.3918649
sal + silicate	Indian	(28.05,28.1]	-0.1329975	-0.2087916	-0.0572034
sal + silicate	Indian	(28.1, Inf]	-0.2177014	-0.2477050	-0.1876979
sal + silicate	Pacific	(-Inf,26]	-0.6157797	-0.6235700	-0.6079895
sal + silicate	Pacific	(26,26.5]	-0.6854230	-0.7244809	-0.6463652
sal + silicate	Pacific	(26.5,26.75]	-0.6908784	-0.6937687	-0.6879881
sal + silicate	Pacific	(26.75,27]	-0.6649784	-0.6730107	-0.6569461
sal + silicate	Pacific	(27,27.25]	-0.4855270	-0.4880179	-0.4830361
sal + silicate	Pacific	(27.25,27.5]	-0.1049062	-0.1183552	-0.0914573
sal + silicate	Pacific	(27.5,27.75]	0.0521374	0.0127694	0.0915055
sal + silicate	Pacific	(27.75,27.85]	-0.1330675	-0.1637797	-0.1023553
sal + silicate	Pacific	(27.85,27.95]	-0.3874696	-0.3914428	-0.3834963
sal + silicate	Pacific	(27.95,28.05]	-0.6219275	-0.6715758	-0.5722792
sal + silicate	Pacific	(28.05,28.1]	-0.8169611	-0.8177661	-0.8161560
sal + silicate	Pacific	(28.1, Inf]	-0.8651279	-0.8780792	-0.8521767
sal + temp	Atlantic	(-Inf,26]	0.4647302	0.3568179	0.5726425
sal + temp	Atlantic	(26,26.5]	0.9664750	0.9658283	0.9671218
sal + temp	Atlantic	(26.5,26.75]	0.9758959	0.9740050	0.9777867
sal + temp	Atlantic	(26.75,27]	0.9742708	0.9728709	0.9756707
sal + temp	Atlantic	(27,27.25]	0.9782640	0.9780003	0.9785277
sal + temp	Atlantic	(27.25,27.5]	0.9762449	0.9748054	0.9776844
sal + temp	Atlantic	(27.5,27.75]	0.9624203	0.9621290	0.9627117
sal + temp	Atlantic	(27.75,27.85]	0.9719573	0.9692993	0.9746152
sal + temp	Atlantic	(27.85,27.95]	0.9512126	0.9459635	0.9564616
sal + temp	Atlantic	(27.95,28.05]	0.9237228	0.9081985	0.9392471
sal + temp	Atlantic	(28.05,28.1]	0.9482388	0.9448219	0.9516558
sal + temp	Atlantic	(28.1,28.15]	0.9428674	0.9309090	0.9548258
sal + temp	Atlantic	(28.15,28.2]	0.7323612	0.5465853	0.9181371
sal + temp	Atlantic	(28.2, Inf]	0.4468383	0.2029883	0.6906883
sal + temp	Indian	(-Inf,26]	-0.4531479	-0.6199258	-0.2863700
sal + temp	Indian	(26,26.5]	0.9285568	0.9209005	0.9362131
sal + temp	Indian	(26.5,26.75]	0.9792403	0.9734589	0.9850217
sal + temp	Indian	(26.75,27]	0.9731109	0.9616941	0.9845278
sal + temp	Indian	(27,27.25]	0.9661800	0.9593588	0.9730011
sal + temp	Indian	(27.25,27.5]	0.9504180	0.9476977	0.9531384
sal + temp	Indian	(27.5,27.75]	0.9295086	0.9199989	0.9390183
sal + temp	Indian	(27.75,27.85]	0.9477238	0.9465325	0.9489151
sal + temp	Indian	(27.85,27.95]	0.9504629	0.9423167	0.9586091
sal + temp	Indian	(27.95,28.05]	0.9385413	0.9196974	0.9573852
sal + temp	Indian	(28.05,28.1]	0.9077300	0.8695958	0.9458642
sal + temp	Indian	(28.1, Inf]	0.9247917	0.9169976	0.9325858
sal + temp	Pacific	(-Inf,26]	0.6412618	0.6063893	0.6761342
sal + temp	Pacific	(26,26.5]	0.9678243	0.9658336	0.9698150
sal + temp	Pacific	(26.5,26.75]	0.9819655	0.9819640	0.9819671
sal + temp	Pacific	(26.75,27]	0.9771197	0.9742898	0.9799497
sal + temp	Pacific	(27,27.25]	0.9468429	0.9409837	0.9527020
sal + temp	Pacific	(27.25,27.5]	0.8523483	0.8337651	0.8709314
sal + temp	Pacific	(27.5,27.75]	0.7325406	0.6816933	0.7833878
sal + temp	Pacific	(27.75,27.85]	0.8134951	0.8101720	0.8168182
sal + temp	Pacific	(27.85,27.95]	0.5976204	0.5846304	0.6106105
sal + temp	Pacific	(27.95,28.05]	0.3161290	0.2560590	0.3761990
sal + temp	Pacific	(28.05,28.1]	0.1390907	0.1264284	0.1517529
sal + temp	Pacific	(28.1, Inf]	-0.2748403	-0.3173128	-0.2323678
temp + aou	Atlantic	(-Inf,26]	-0.1515187	-0.2396167	-0.0634207
temp + aou	Atlantic	(26,26.5]	0.0054962	-0.0191792	0.0301716
temp + aou	Atlantic	(26.5,26.75]	0.1035428	0.0181137	0.1889720
temp + aou	Atlantic	(26.75,27]	0.0565540	-0.0523481	0.1654561
temp + aou	Atlantic	(27,27.25]	-0.0253014	-0.1636353	0.1130325
temp + aou	Atlantic	(27.25,27.5]	-0.0950731	-0.2271234	0.0369771
temp + aou	Atlantic	(27.5,27.75]	-0.1499123	-0.2488885	-0.0509361
temp + aou	Atlantic	(27.75,27.85]	-0.1788289	-0.1889934	-0.1686644
temp + aou	Atlantic	(27.85,27.95]	-0.1998271	-0.3033529	-0.0963013
temp + aou	Atlantic	(27.95,28.05]	-0.3702274	-0.4182624	-0.3221923
temp + aou	Atlantic	(28.05,28.1]	-0.5125439	-0.5184812	-0.5066065
temp + aou	Atlantic	(28.1,28.15]	-0.5481529	-0.6128222	-0.4834835
temp + aou	Atlantic	(28.15,28.2]	-0.5334129	-0.7337227	-0.3331030
temp + aou	Atlantic	(28.2, Inf]	0.2966110	0.2892288	0.3039932
temp + aou	Indian	(-Inf,26]	-0.4317336	-0.5885525	-0.2749147
temp + aou	Indian	(26,26.5]	-0.1228568	-0.1375129	-0.1082006
temp + aou	Indian	(26.5,26.75]	0.1139492	0.1060494	0.1218491
temp + aou	Indian	(26.75,27]	0.3907823	0.2987728	0.4827918
temp + aou	Indian	(27,27.25]	0.7959590	0.7893095	0.8026085
temp + aou	Indian	(27.25,27.5]	0.8899189	0.8861353	0.8937025
temp + aou	Indian	(27.5,27.75]	0.9330228	0.9296917	0.9363540
temp + aou	Indian	(27.75,27.85]	0.9523981	0.9502436	0.9545527
temp + aou	Indian	(27.85,27.95]	0.9079113	0.8977752	0.9180474
temp + aou	Indian	(27.95,28.05]	0.6856004	0.6294293	0.7417715
temp + aou	Indian	(28.05,28.1]	0.3395398	0.2665235	0.4125561
temp + aou	Indian	(28.1, Inf]	0.7563486	0.7376240	0.7750731
temp + aou	Pacific	(-Inf,26]	-0.1762760	-0.2135522	-0.1389997
temp + aou	Pacific	(26,26.5]	0.3298326	0.1926076	0.4670575
temp + aou	Pacific	(26.5,26.75]	0.4001360	0.3272903	0.4729818
temp + aou	Pacific	(26.75,27]	0.0201413	-0.0478285	0.0881112
temp + aou	Pacific	(27,27.25]	-0.1033376	-0.1268602	-0.0798150
temp + aou	Pacific	(27.25,27.5]	0.2116420	0.1397894	0.2834946
temp + aou	Pacific	(27.5,27.75]	0.3332717	0.2771531	0.3893903
temp + aou	Pacific	(27.75,27.85]	0.1330781	0.0880457	0.1781105
temp + aou	Pacific	(27.85,27.95]	-0.0672484	-0.0710078	-0.0634891
temp + aou	Pacific	(27.95,28.05]	-0.1618382	-0.2338981	-0.0897783
temp + aou	Pacific	(28.05,28.1]	-0.0864110	-0.1541860	-0.0186360
temp + aou	Pacific	(28.1, Inf]	0.7771516	0.7591694	0.7951338
temp + nitrate	Atlantic	(-Inf,26]	-0.2602876	-0.3028946	-0.2176807
temp + nitrate	Atlantic	(26,26.5]	-0.4743451	-0.5254709	-0.4232193
temp + nitrate	Atlantic	(26.5,26.75]	-0.3418430	-0.3686253	-0.3150607
temp + nitrate	Atlantic	(26.75,27]	-0.3450828	-0.3536195	-0.3365461
temp + nitrate	Atlantic	(27,27.25]	-0.4821553	-0.5259657	-0.4383449
temp + nitrate	Atlantic	(27.25,27.5]	-0.5733942	-0.6199614	-0.5268271
temp + nitrate	Atlantic	(27.5,27.75]	-0.5816461	-0.5887665	-0.5745258
temp + nitrate	Atlantic	(27.75,27.85]	-0.5640596	-0.6170610	-0.5110583
temp + nitrate	Atlantic	(27.85,27.95]	-0.5180703	-0.6221789	-0.4139617
temp + nitrate	Atlantic	(27.95,28.05]	-0.6236487	-0.6873259	-0.5599715
temp + nitrate	Atlantic	(28.05,28.1]	-0.6824298	-0.7112886	-0.6535710
temp + nitrate	Atlantic	(28.1,28.15]	-0.6634591	-0.6799018	-0.6470165
temp + nitrate	Atlantic	(28.15,28.2]	-0.5525869	-0.7415067	-0.3636672
temp + nitrate	Atlantic	(28.2, Inf]	-0.1042677	-0.2326825	0.0241471
temp + nitrate	Indian	(-Inf,26]	-0.4504914	-0.5820633	-0.3189194
temp + nitrate	Indian	(26,26.5]	-0.4491378	-0.5333319	-0.3649437
temp + nitrate	Indian	(26.5,26.75]	-0.3551957	-0.5023969	-0.2079944
temp + nitrate	Indian	(26.75,27]	-0.0949011	-0.3384692	0.1486670
temp + nitrate	Indian	(27,27.25]	0.3213798	0.2489210	0.3938386
temp + nitrate	Indian	(27.25,27.5]	0.6727634	0.6312185	0.7143083
temp + nitrate	Indian	(27.5,27.75]	0.8337105	0.8054168	0.8620041
temp + nitrate	Indian	(27.75,27.85]	0.8310721	0.8136757	0.8484685
temp + nitrate	Indian	(27.85,27.95]	0.6394773	0.6175149	0.6614397
temp + nitrate	Indian	(27.95,28.05]	0.2014793	0.1469467	0.2560119
temp + nitrate	Indian	(28.05,28.1]	-0.0293121	-0.0756472	0.0170231
temp + nitrate	Indian	(28.1, Inf]	0.0641823	-0.0826090	0.2109735
temp + nitrate	Pacific	(-Inf,26]	-0.5964612	-0.6022404	-0.5906821
temp + nitrate	Pacific	(26,26.5]	-0.3922847	-0.5155843	-0.2689851
temp + nitrate	Pacific	(26.5,26.75]	-0.2801895	-0.3920307	-0.1683482
temp + nitrate	Pacific	(26.75,27]	-0.3571522	-0.4341823	-0.2801221
temp + nitrate	Pacific	(27,27.25]	-0.2738293	-0.3069467	-0.2407119
temp + nitrate	Pacific	(27.25,27.5]	0.1396418	0.0520489	0.2272348
temp + nitrate	Pacific	(27.5,27.75]	0.3113444	0.2545372	0.3681515
temp + nitrate	Pacific	(27.75,27.85]	0.1149079	0.0801259	0.1496900
temp + nitrate	Pacific	(27.85,27.95]	-0.0825934	-0.0935814	-0.0716055
temp + nitrate	Pacific	(27.95,28.05]	-0.1963043	-0.2563026	-0.1363060
temp + nitrate	Pacific	(28.05,28.1]	-0.1346774	-0.1987756	-0.0705792
temp + nitrate	Pacific	(28.1, Inf]	0.6265421	0.5841994	0.6688848
temp + oxygen	Atlantic	(-Inf,26]	-0.5804218	-0.6338241	-0.5270196
temp + oxygen	Atlantic	(26,26.5]	-0.4162708	-0.4682078	-0.3643337
temp + oxygen	Atlantic	(26.5,26.75]	-0.4561698	-0.5229039	-0.3894357
temp + oxygen	Atlantic	(26.75,27]	-0.3458768	-0.4601763	-0.2315772
temp + oxygen	Atlantic	(27,27.25]	-0.2638268	-0.4164500	-0.1112036
temp + oxygen	Atlantic	(27.25,27.5]	-0.2239721	-0.3794476	-0.0684966
temp + oxygen	Atlantic	(27.5,27.75]	-0.1793252	-0.3155757	-0.0430748
temp + oxygen	Atlantic	(27.75,27.85]	-0.1304647	-0.1867753	-0.0741540
temp + oxygen	Atlantic	(27.85,27.95]	-0.0283954	-0.1139731	0.0571823
temp + oxygen	Atlantic	(27.95,28.05]	0.1566333	0.1310514	0.1822153
temp + oxygen	Atlantic	(28.05,28.1]	0.3581528	0.3330750	0.3832305
temp + oxygen	Atlantic	(28.1,28.15]	0.4370255	0.3438600	0.5301910
temp + oxygen	Atlantic	(28.15,28.2]	0.4552372	0.2232331	0.6872413
temp + oxygen	Atlantic	(28.2, Inf]	-0.4855811	-0.5156976	-0.4554646
temp + oxygen	Indian	(-Inf,26]	0.2240571	0.0255231	0.4225911
temp + oxygen	Indian	(26,26.5]	-0.0151464	-0.0387950	0.0085021
temp + oxygen	Indian	(26.5,26.75]	-0.2592030	-0.3227022	-0.1957038
temp + oxygen	Indian	(26.75,27]	-0.5232546	-0.5611801	-0.4853291
temp + oxygen	Indian	(27,27.25]	-0.8632207	-0.8667922	-0.8596492
temp + oxygen	Indian	(27.25,27.5]	-0.9288146	-0.9323634	-0.9252658
temp + oxygen	Indian	(27.5,27.75]	-0.9572550	-0.9593605	-0.9551496
temp + oxygen	Indian	(27.75,27.85]	-0.9710977	-0.9720978	-0.9700976
temp + oxygen	Indian	(27.85,27.95]	-0.9428059	-0.9509105	-0.9347013
temp + oxygen	Indian	(27.95,28.05]	-0.7793250	-0.8371077	-0.7215423
temp + oxygen	Indian	(28.05,28.1]	-0.4508843	-0.5549889	-0.3467798
temp + oxygen	Indian	(28.1, Inf]	-0.8526249	-0.8586549	-0.8465950
temp + oxygen	Pacific	(-Inf,26]	-0.4966406	-0.5089000	-0.4843811
temp + oxygen	Pacific	(26,26.5]	-0.5536493	-0.6556608	-0.4516378
temp + oxygen	Pacific	(26.5,26.75]	-0.5959501	-0.6548393	-0.5370609
temp + oxygen	Pacific	(26.75,27]	-0.2224000	-0.2966947	-0.1481053
temp + oxygen	Pacific	(27,27.25]	-0.0124214	-0.0419085	0.0170657
temp + oxygen	Pacific	(27.25,27.5]	-0.3054907	-0.3842989	-0.2266825
temp + oxygen	Pacific	(27.5,27.75]	-0.4254966	-0.4854508	-0.3655425
temp + oxygen	Pacific	(27.75,27.85]	-0.2089250	-0.2539267	-0.1639233
temp + oxygen	Pacific	(27.85,27.95]	0.0060010	0.0031530	0.0088489
temp + oxygen	Pacific	(27.95,28.05]	0.1087040	0.0306266	0.1867813
temp + oxygen	Pacific	(28.05,28.1]	0.0583418	-0.0110547	0.1277384
temp + oxygen	Pacific	(28.1, Inf]	-0.8248813	-0.8375676	-0.8121949
temp + phosphate	Atlantic	(-Inf,26]	-0.4611066	-0.4779513	-0.4442619
temp + phosphate	Atlantic	(26,26.5]	-0.6380880	-0.6819313	-0.5942447
temp + phosphate	Atlantic	(26.5,26.75]	-0.4998970	-0.5460697	-0.4537243
temp + phosphate	Atlantic	(26.75,27]	-0.4728561	-0.4888973	-0.4568149
temp + phosphate	Atlantic	(27,27.25]	-0.5681450	-0.6063258	-0.5299642
temp + phosphate	Atlantic	(27.25,27.5]	-0.6349269	-0.6788411	-0.5910127
temp + phosphate	Atlantic	(27.5,27.75]	-0.6343957	-0.6363485	-0.6324429
temp + phosphate	Atlantic	(27.75,27.85]	-0.6070159	-0.6545951	-0.5594368
temp + phosphate	Atlantic	(27.85,27.95]	-0.5353176	-0.6389676	-0.4316675
temp + phosphate	Atlantic	(27.95,28.05]	-0.6365199	-0.6987714	-0.5742685
temp + phosphate	Atlantic	(28.05,28.1]	-0.6941704	-0.7277047	-0.6606361
temp + phosphate	Atlantic	(28.1,28.15]	-0.6883293	-0.7104897	-0.6661688
temp + phosphate	Atlantic	(28.15,28.2]	-0.5572951	-0.7375449	-0.3770453
temp + phosphate	Atlantic	(28.2, Inf]	-0.1147089	-0.2499678	0.0205499
temp + phosphate	Indian	(-Inf,26]	-0.4477504	-0.5487816	-0.3467192
temp + phosphate	Indian	(26,26.5]	-0.4010673	-0.5354697	-0.2666649
temp + phosphate	Indian	(26.5,26.75]	-0.3048080	-0.4944854	-0.1151305
temp + phosphate	Indian	(26.75,27]	-0.0082170	-0.2867885	0.2703546
temp + phosphate	Indian	(27,27.25]	0.4597903	0.3388539	0.5807267
temp + phosphate	Indian	(27.25,27.5]	0.7497004	0.7330016	0.7663992
temp + phosphate	Indian	(27.5,27.75]	0.8726567	0.8677116	0.8776018
temp + phosphate	Indian	(27.75,27.85]	0.8303376	0.8104030	0.8502723
temp + phosphate	Indian	(27.85,27.95]	0.6418861	0.6177946	0.6659775
temp + phosphate	Indian	(27.95,28.05]	0.2526632	0.1941793	0.3111470
temp + phosphate	Indian	(28.05,28.1]	0.0123864	-0.0350738	0.0598465
temp + phosphate	Indian	(28.1, Inf]	0.0886769	-0.0617784	0.2391322
temp + phosphate	Pacific	(-Inf,26]	-0.6126513	-0.6221560	-0.6031466
temp + phosphate	Pacific	(26,26.5]	-0.4106816	-0.5245140	-0.2968492
temp + phosphate	Pacific	(26.5,26.75]	-0.2876498	-0.3852796	-0.1900199
temp + phosphate	Pacific	(26.75,27]	-0.3708242	-0.4358190	-0.3058294
temp + phosphate	Pacific	(27,27.25]	-0.2677274	-0.2946962	-0.2407587
temp + phosphate	Pacific	(27.25,27.5]	0.1250204	0.0443510	0.2056899
temp + phosphate	Pacific	(27.5,27.75]	0.2947989	0.2411368	0.3484610
temp + phosphate	Pacific	(27.75,27.85]	0.1030969	0.0690210	0.1371728
temp + phosphate	Pacific	(27.85,27.95]	-0.0903921	-0.0963847	-0.0843995
temp + phosphate	Pacific	(27.95,28.05]	-0.2032073	-0.2605018	-0.1459127
temp + phosphate	Pacific	(28.05,28.1]	-0.1082217	-0.1657866	-0.0506568
temp + phosphate	Pacific	(28.1, Inf]	0.6117998	0.5573912	0.6662084
temp + silicate	Atlantic	(-Inf,26]	-0.0713518	-0.1029439	-0.0397596
temp + silicate	Atlantic	(26,26.5]	-0.4174955	-0.4632114	-0.3717796
temp + silicate	Atlantic	(26.5,26.75]	-0.3201877	-0.4713722	-0.1690032
temp + silicate	Atlantic	(26.75,27]	-0.4106340	-0.5002336	-0.3210344
temp + silicate	Atlantic	(27,27.25]	-0.6170973	-0.6430549	-0.5911398
temp + silicate	Atlantic	(27.25,27.5]	-0.7788047	-0.7805180	-0.7770914
temp + silicate	Atlantic	(27.5,27.75]	-0.7781743	-0.8169385	-0.7394100
temp + silicate	Atlantic	(27.75,27.85]	-0.7042378	-0.7309341	-0.6775415
temp + silicate	Atlantic	(27.85,27.95]	-0.6501301	-0.7266405	-0.5736196
temp + silicate	Atlantic	(27.95,28.05]	-0.6981750	-0.7348101	-0.6615400
temp + silicate	Atlantic	(28.05,28.1]	-0.7175420	-0.7344143	-0.7006696
temp + silicate	Atlantic	(28.1,28.15]	-0.7015433	-0.7398388	-0.6632478
temp + silicate	Atlantic	(28.15,28.2]	-0.5365822	-0.7340411	-0.3391232
temp + silicate	Atlantic	(28.2, Inf]	-0.0610915	-0.1390642	0.0168812
temp + silicate	Indian	(-Inf,26]	-0.4260193	-0.5631186	-0.2889201
temp + silicate	Indian	(26,26.5]	-0.2681192	-0.2837626	-0.2524757
temp + silicate	Indian	(26.5,26.75]	-0.0383379	-0.0683863	-0.0082895
temp + silicate	Indian	(26.75,27]	0.1568632	0.0154293	0.2982972
temp + silicate	Indian	(27,27.25]	0.3353322	0.2012972	0.4693671
temp + silicate	Indian	(27.25,27.5]	0.4489188	0.3986393	0.4991983
temp + silicate	Indian	(27.5,27.75]	0.5962708	0.5945529	0.5979887
temp + silicate	Indian	(27.75,27.85]	0.7073270	0.6672155	0.7474384
temp + silicate	Indian	(27.85,27.95]	0.6087832	0.5548912	0.6626753
temp + silicate	Indian	(27.95,28.05]	0.3320194	0.3039034	0.3601354
temp + silicate	Indian	(28.05,28.1]	0.1480990	0.1280726	0.1681253
temp + silicate	Indian	(28.1, Inf]	-0.0372748	-0.0968468	0.0222972
temp + silicate	Pacific	(-Inf,26]	-0.6763162	-0.6768188	-0.6758135
temp + silicate	Pacific	(26,26.5]	-0.7258510	-0.7523964	-0.6993055
temp + silicate	Pacific	(26.5,26.75]	-0.6854698	-0.6888553	-0.6820843
temp + silicate	Pacific	(26.75,27]	-0.6530604	-0.6543433	-0.6517775
temp + silicate	Pacific	(27,27.25]	-0.4883913	-0.5074320	-0.4693506
temp + silicate	Pacific	(27.25,27.5]	-0.1899910	-0.1987731	-0.1812090
temp + silicate	Pacific	(27.5,27.75]	-0.0338331	-0.0654971	-0.0021692
temp + silicate	Pacific	(27.75,27.85]	-0.0433957	-0.0867594	-0.0000321
temp + silicate	Pacific	(27.85,27.95]	-0.2046086	-0.2068611	-0.2023562
temp + silicate	Pacific	(27.95,28.05]	-0.3282490	-0.4088330	-0.2476649
temp + silicate	Pacific	(28.05,28.1]	-0.1355592	-0.1918903	-0.0792282
temp + silicate	Pacific	(28.1, Inf]	0.4309243	0.3983956	0.4634531

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
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
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]	0.2768310	0.2165918	0.3370702
aou	Atlantic	(26,26.5]	-0.0894147	-0.0953014	-0.0835280
aou	Atlantic	(26.5,26.75]	-0.2940433	-0.3459693	-0.2421173
aou	Atlantic	(26.75,27]	-0.4404515	-0.5526736	-0.3282294
aou	Atlantic	(27,27.25]	-0.5082660	-0.6113685	-0.4051635
aou	Atlantic	(27.25,27.5]	-0.5917356	-0.6548565	-0.5286146
aou	Atlantic	(27.5,27.75]	-0.7268835	-0.7967050	-0.6570620
aou	Atlantic	(27.75,27.85]	-0.8284862	-0.8768929	-0.7800795
aou	Atlantic	(27.85,27.95]	-0.8892377	-0.8979704	-0.8805050
aou	Atlantic	(27.95,28.05]	-0.8872929	-0.8919751	-0.8826106
aou	Atlantic	(28.05,28.1]	-0.8837126	-0.8837510	-0.8836742
aou	Atlantic	(28.1,28.15]	-0.9171653	-0.9206545	-0.9136762
aou	Atlantic	(28.15,28.2]	-0.9640657	-0.9694471	-0.9586843
aou	Atlantic	(28.2, Inf]	-0.6923475	-0.8389427	-0.5457524
aou	Indian	(-Inf,26]	-0.1790613	-0.2916299	-0.0664927
aou	Indian	(26,26.5]	-0.7689435	-0.8666161	-0.6712708
aou	Indian	(26.5,26.75]	-0.6083579	-0.8145188	-0.4021969
aou	Indian	(26.75,27]	-0.5591754	-0.7504245	-0.3679263
aou	Indian	(27,27.25]	-0.2311019	-0.3928547	-0.0693491
aou	Indian	(27.25,27.5]	-0.3027549	-0.3298413	-0.2756685
aou	Indian	(27.5,27.75]	-0.2178950	-0.2323825	-0.2034074
aou	Indian	(27.75,27.85]	-0.2136165	-0.2862742	-0.1409587
aou	Indian	(27.85,27.95]	-0.0984854	-0.1762200	-0.0207508
aou	Indian	(27.95,28.05]	-0.2625866	-0.3691725	-0.1560007
aou	Indian	(28.05,28.1]	-0.2797687	-0.2885027	-0.2710346
aou	Indian	(28.1, Inf]	0.1825823	0.1123081	0.2528564
aou	Pacific	(-Inf,26]	0.1996635	0.1427104	0.2566167
aou	Pacific	(26,26.5]	-0.1232251	-0.1933976	-0.0530526
aou	Pacific	(26.5,26.75]	-0.1867533	-0.2045616	-0.1689450
aou	Pacific	(26.75,27]	-0.5704939	-0.5859302	-0.5550576
aou	Pacific	(27,27.25]	-0.5811514	-0.6158745	-0.5464284
aou	Pacific	(27.25,27.5]	0.0451760	0.0205038	0.0698482
aou	Pacific	(27.5,27.75]	0.3647609	0.3300162	0.3995055
aou	Pacific	(27.75,27.85]	0.5278161	0.5147124	0.5409198
aou	Pacific	(27.85,27.95]	0.4485369	0.4469720	0.4501018
aou	Pacific	(27.95,28.05]	0.0955621	0.0445307	0.1465936
aou	Pacific	(28.05,28.1]	-0.1068743	-0.1718990	-0.0418495
aou	Pacific	(28.1, Inf]	0.0145426	-0.1492313	0.1783165
nitrate	Atlantic	(-Inf,26]	0.1778064	0.1622864	0.1933265
nitrate	Atlantic	(26,26.5]	-0.6230941	-0.6236077	-0.6225804
nitrate	Atlantic	(26.5,26.75]	-0.7458615	-0.7729974	-0.7187256
nitrate	Atlantic	(26.75,27]	-0.8054573	-0.8117389	-0.7991757
nitrate	Atlantic	(27,27.25]	-0.8763681	-0.8869966	-0.8657397
nitrate	Atlantic	(27.25,27.5]	-0.9354423	-0.9355996	-0.9352850
nitrate	Atlantic	(27.5,27.75]	-0.9680041	-0.9690879	-0.9669203
nitrate	Atlantic	(27.75,27.85]	-0.9750190	-0.9756641	-0.9743738
nitrate	Atlantic	(27.85,27.95]	-0.9612017	-0.9685631	-0.9538403
nitrate	Atlantic	(27.95,28.05]	-0.9470094	-0.9526674	-0.9413515
nitrate	Atlantic	(28.05,28.1]	-0.9317119	-0.9381106	-0.9253131
nitrate	Atlantic	(28.1,28.15]	-0.9481443	-0.9518947	-0.9443939
nitrate	Atlantic	(28.15,28.2]	-0.9776178	-0.9804253	-0.9748103
nitrate	Atlantic	(28.2, Inf]	-0.9426797	-0.9790189	-0.9063404
nitrate	Indian	(-Inf,26]	-0.1850872	-0.2756870	-0.0944875
nitrate	Indian	(26,26.5]	-0.9249327	-0.9389432	-0.9109223
nitrate	Indian	(26.5,26.75]	-0.8986502	-0.9311285	-0.8661718
nitrate	Indian	(26.75,27]	-0.8641163	-0.8892787	-0.8389539
nitrate	Indian	(27,27.25]	-0.6150823	-0.6459311	-0.5842335
nitrate	Indian	(27.25,27.5]	-0.4413620	-0.4472743	-0.4354498
nitrate	Indian	(27.5,27.75]	-0.2951929	-0.3016772	-0.2887085
nitrate	Indian	(27.75,27.85]	-0.3360192	-0.3730308	-0.2990076
nitrate	Indian	(27.85,27.95]	-0.3620071	-0.3728889	-0.3511253
nitrate	Indian	(27.95,28.05]	-0.6053527	-0.6193936	-0.5913118
nitrate	Indian	(28.05,28.1]	-0.5249480	-0.5954078	-0.4544882
nitrate	Indian	(28.1, Inf]	-0.2953547	-0.3647302	-0.2259793
nitrate	Pacific	(-Inf,26]	-0.1760191	-0.2774747	-0.0745636
nitrate	Pacific	(26,26.5]	-0.6981516	-0.7554706	-0.6408327
nitrate	Pacific	(26.5,26.75]	-0.7047355	-0.7325649	-0.6769062
nitrate	Pacific	(26.75,27]	-0.7826570	-0.8136331	-0.7516810
nitrate	Pacific	(27,27.25]	-0.6407440	-0.6786550	-0.6028330
nitrate	Pacific	(27.25,27.5]	-0.0421816	-0.0825892	-0.0017741
nitrate	Pacific	(27.5,27.75]	0.2734077	0.2304032	0.3164123
nitrate	Pacific	(27.75,27.85]	0.4694994	0.4669379	0.4720610
nitrate	Pacific	(27.85,27.95]	0.4010963	0.3989780	0.4032145
nitrate	Pacific	(27.95,28.05]	0.0511987	-0.0020839	0.1044813
nitrate	Pacific	(28.05,28.1]	-0.1268557	-0.1962182	-0.0574932
nitrate	Pacific	(28.1, Inf]	-0.0708903	-0.2249445	0.0831639
oxygen	Atlantic	(-Inf,26]	0.1382492	0.0919896	0.1845088
oxygen	Atlantic	(26,26.5]	-0.1854557	-0.2061871	-0.1647243
oxygen	Atlantic	(26.5,26.75]	0.0755726	0.0203283	0.1308169
oxygen	Atlantic	(26.75,27]	0.2487929	0.1072206	0.3903652
oxygen	Atlantic	(27,27.25]	0.2873475	0.1567133	0.4179818
oxygen	Atlantic	(27.25,27.5]	0.3433126	0.2491201	0.4375052
oxygen	Atlantic	(27.5,27.75]	0.4917706	0.3662795	0.6172618
oxygen	Atlantic	(27.75,27.85]	0.6326150	0.5293031	0.7359269
oxygen	Atlantic	(27.85,27.95]	0.7867316	0.7623640	0.8110993
oxygen	Atlantic	(27.95,28.05]	0.8039069	0.7784026	0.8294112
oxygen	Atlantic	(28.05,28.1]	0.8378800	0.8242668	0.8514931
oxygen	Atlantic	(28.1,28.15]	0.8912758	0.8776324	0.9049192
oxygen	Atlantic	(28.15,28.2]	0.9625799	0.9545314	0.9706284
oxygen	Atlantic	(28.2, Inf]	0.5720338	0.3849445	0.7591232
oxygen	Indian	(-Inf,26]	0.3538757	0.2180164	0.4897350
oxygen	Indian	(26,26.5]	0.6904445	0.5531558	0.8277331
oxygen	Indian	(26.5,26.75]	0.4907724	0.2151252	0.7664196
oxygen	Indian	(26.75,27]	0.4439662	0.1899019	0.6980305
oxygen	Indian	(27,27.25]	0.1446993	-0.0334079	0.3228065
oxygen	Indian	(27.25,27.5]	0.2798141	0.2513886	0.3082395
oxygen	Indian	(27.5,27.75]	0.2294536	0.2193032	0.2396041
oxygen	Indian	(27.75,27.85]	0.1993058	0.1275920	0.2710196
oxygen	Indian	(27.85,27.95]	0.0566597	-0.0198126	0.1331321
oxygen	Indian	(27.95,28.05]	0.1862002	0.0594093	0.3129910
oxygen	Indian	(28.05,28.1]	0.2249683	0.2038054	0.2461312
oxygen	Indian	(28.1, Inf]	-0.2586335	-0.3440009	-0.1732660
oxygen	Pacific	(-Inf,26]	-0.0727704	-0.1134047	-0.0321361
oxygen	Pacific	(26,26.5]	-0.0913649	-0.1375642	-0.0451656
oxygen	Pacific	(26.5,26.75]	-0.0042981	-0.0349701	0.0263739
oxygen	Pacific	(26.75,27]	0.4485901	0.4328354	0.4643447
oxygen	Pacific	(27,27.25]	0.5734863	0.5429367	0.6040358
oxygen	Pacific	(27.25,27.5]	-0.0005372	-0.0309961	0.0299216
oxygen	Pacific	(27.5,27.75]	-0.3063136	-0.3472696	-0.2653575
oxygen	Pacific	(27.75,27.85]	-0.4939764	-0.5136923	-0.4742605
oxygen	Pacific	(27.85,27.95]	-0.4300273	-0.4323652	-0.4276895
oxygen	Pacific	(27.95,28.05]	-0.0904544	-0.1429142	-0.0379946
oxygen	Pacific	(28.05,28.1]	0.1029712	0.0407326	0.1652099
oxygen	Pacific	(28.1, Inf]	-0.0312648	-0.1901994	0.1276698
phosphate	Atlantic	(-Inf,26]	0.1754668	0.1567876	0.1941460
phosphate	Atlantic	(26,26.5]	-0.7380955	-0.7576377	-0.7185534
phosphate	Atlantic	(26.5,26.75]	-0.8153904	-0.8268450	-0.8039358
phosphate	Atlantic	(26.75,27]	-0.8688814	-0.8735497	-0.8642131
phosphate	Atlantic	(27,27.25]	-0.9205512	-0.9260919	-0.9150104
phosphate	Atlantic	(27.25,27.5]	-0.9606675	-0.9616804	-0.9596546
phosphate	Atlantic	(27.5,27.75]	-0.9827720	-0.9837512	-0.9817928
phosphate	Atlantic	(27.75,27.85]	-0.9862697	-0.9871390	-0.9854004
phosphate	Atlantic	(27.85,27.95]	-0.9727292	-0.9763164	-0.9691420
phosphate	Atlantic	(27.95,28.05]	-0.9607114	-0.9626503	-0.9587725
phosphate	Atlantic	(28.05,28.1]	-0.9497382	-0.9500237	-0.9494527
phosphate	Atlantic	(28.1,28.15]	-0.9602841	-0.9611495	-0.9594187
phosphate	Atlantic	(28.15,28.2]	-0.9821874	-0.9826361	-0.9817387
phosphate	Atlantic	(28.2, Inf]	-0.9601546	-0.9853126	-0.9349966
phosphate	Indian	(-Inf,26]	-0.1794545	-0.2505952	-0.1083138
phosphate	Indian	(26,26.5]	-0.9279799	-0.9441321	-0.9118276
phosphate	Indian	(26.5,26.75]	-0.9011634	-0.9329675	-0.8693593
phosphate	Indian	(26.75,27]	-0.8582232	-0.8914202	-0.8250262
phosphate	Indian	(27,27.25]	-0.6111420	-0.6641076	-0.5581765
phosphate	Indian	(27.25,27.5]	-0.4756963	-0.4866287	-0.4647638
phosphate	Indian	(27.5,27.75]	-0.3478101	-0.3659477	-0.3296724
phosphate	Indian	(27.75,27.85]	-0.4306925	-0.4739767	-0.3874084
phosphate	Indian	(27.85,27.95]	-0.4363074	-0.4600938	-0.4125210
phosphate	Indian	(27.95,28.05]	-0.6313917	-0.6436449	-0.6191386
phosphate	Indian	(28.05,28.1]	-0.5513012	-0.6339200	-0.4686824
phosphate	Indian	(28.1, Inf]	-0.4222445	-0.4717153	-0.3727736
phosphate	Pacific	(-Inf,26]	-0.2528982	-0.3657162	-0.1400803
phosphate	Pacific	(26,26.5]	-0.7866518	-0.8270146	-0.7462890
phosphate	Pacific	(26.5,26.75]	-0.7821303	-0.7960110	-0.7682496
phosphate	Pacific	(26.75,27]	-0.8210958	-0.8463043	-0.7958872
phosphate	Pacific	(27,27.25]	-0.6643784	-0.7026892	-0.6260676
phosphate	Pacific	(27.25,27.5]	-0.0513219	-0.0856297	-0.0170141
phosphate	Pacific	(27.5,27.75]	0.2519245	0.2029788	0.3008702
phosphate	Pacific	(27.75,27.85]	0.4130447	0.3939894	0.4321000
phosphate	Pacific	(27.85,27.95]	0.3205969	0.2954063	0.3457875
phosphate	Pacific	(27.95,28.05]	-0.0696676	-0.1111105	-0.0282246
phosphate	Pacific	(28.05,28.1]	-0.2887935	-0.3470649	-0.2305222
phosphate	Pacific	(28.1, Inf]	-0.2056269	-0.3494413	-0.0618125
sal	Atlantic	(-Inf,26]	0.2507490	0.1503664	0.3511316
sal	Atlantic	(26,26.5]	0.7532120	0.6779124	0.8285115
sal	Atlantic	(26.5,26.75]	0.6661057	0.6482419	0.6839694
sal	Atlantic	(26.75,27]	0.6968174	0.6839556	0.7096792
sal	Atlantic	(27,27.25]	0.7915789	0.7757166	0.8074412
sal	Atlantic	(27.25,27.5]	0.8014691	0.7744984	0.8284397
sal	Atlantic	(27.5,27.75]	0.7541034	0.7424354	0.7657713
sal	Atlantic	(27.75,27.85]	0.6728154	0.6415635	0.7040672
sal	Atlantic	(27.85,27.95]	0.5535478	0.4677829	0.6393126
sal	Atlantic	(27.95,28.05]	0.5852234	0.4767950	0.6936518
sal	Atlantic	(28.05,28.1]	0.7149800	0.6847779	0.7451821
sal	Atlantic	(28.1,28.15]	0.7678960	0.7619735	0.7738184
sal	Atlantic	(28.15,28.2]	0.8973706	0.8828663	0.9118750
sal	Atlantic	(28.2, Inf]	0.9099448	0.8628168	0.9570728
sal	Indian	(-Inf,26]	0.7212763	0.6180392	0.8245133
sal	Indian	(26,26.5]	0.6524735	0.5049729	0.7999741
sal	Indian	(26.5,26.75]	0.6149122	0.3912342	0.8385902
sal	Indian	(26.75,27]	0.3136984	-0.0388900	0.6662868
sal	Indian	(27,27.25]	0.0906374	-0.1089206	0.2901954
sal	Indian	(27.25,27.5]	-0.2017274	-0.2018236	-0.2016312
sal	Indian	(27.5,27.75]	-0.1421328	-0.1879535	-0.0963122
sal	Indian	(27.75,27.85]	-0.1167122	-0.2373210	0.0038966
sal	Indian	(27.85,27.95]	0.0941037	-0.0166939	0.2049013
sal	Indian	(27.95,28.05]	0.2961805	0.1789159	0.4134452
sal	Indian	(28.05,28.1]	0.4625028	0.4256409	0.4993647
sal	Indian	(28.1, Inf]	0.4810815	0.3973207	0.5648423
sal	Pacific	(-Inf,26]	0.2738164	0.1973612	0.3502716
sal	Pacific	(26,26.5]	0.7021351	0.6512966	0.7529736
sal	Pacific	(26.5,26.75]	0.6539699	0.5792486	0.7286912
sal	Pacific	(26.75,27]	0.5061826	0.4361437	0.5762215
sal	Pacific	(27,27.25]	-0.0218512	-0.0902857	0.0465834
sal	Pacific	(27.25,27.5]	-0.5394641	-0.5503859	-0.5285424
sal	Pacific	(27.5,27.75]	-0.3658907	-0.3777924	-0.3539889
sal	Pacific	(27.75,27.85]	-0.3865687	-0.4609913	-0.3121461
sal	Pacific	(27.85,27.95]	-0.2661664	-0.3246943	-0.2076385
sal	Pacific	(27.95,28.05]	0.0999237	0.0636294	0.1362179
sal	Pacific	(28.05,28.1]	0.2087489	0.1104806	0.3070173
sal	Pacific	(28.1, Inf]	0.1431280	0.0036464	0.2826097
silicate	Atlantic	(-Inf,26]	-0.1923155	-0.3787825	-0.0058484
silicate	Atlantic	(26,26.5]	-0.3536336	-0.4459167	-0.2613505
silicate	Atlantic	(26.5,26.75]	-0.4749801	-0.5594193	-0.3905410
silicate	Atlantic	(26.75,27]	-0.6535895	-0.7638703	-0.5433087
silicate	Atlantic	(27,27.25]	-0.7444498	-0.8169119	-0.6719877
silicate	Atlantic	(27.25,27.5]	-0.8335574	-0.8873291	-0.7797858
silicate	Atlantic	(27.5,27.75]	-0.8877451	-0.9131594	-0.8623307
silicate	Atlantic	(27.75,27.85]	-0.9170525	-0.9225007	-0.9116043
silicate	Atlantic	(27.85,27.95]	-0.9108470	-0.9217061	-0.8999879
silicate	Atlantic	(27.95,28.05]	-0.9130529	-0.9215151	-0.9045907
silicate	Atlantic	(28.05,28.1]	-0.9104491	-0.9187181	-0.9021802
silicate	Atlantic	(28.1,28.15]	-0.9387442	-0.9401130	-0.9373753
silicate	Atlantic	(28.15,28.2]	-0.9742756	-0.9777696	-0.9707816
silicate	Atlantic	(28.2, Inf]	-0.9092230	-0.9759954	-0.8424505
silicate	Indian	(-Inf,26]	-0.2241340	-0.3035626	-0.1447054
silicate	Indian	(26,26.5]	-0.7797797	-0.8514739	-0.7080854
silicate	Indian	(26.5,26.75]	-0.6601457	-0.8303134	-0.4899780
silicate	Indian	(26.75,27]	-0.6478962	-0.7810500	-0.5147424
silicate	Indian	(27,27.25]	-0.4630885	-0.5273218	-0.3988552
silicate	Indian	(27.25,27.5]	-0.2054012	-0.2517443	-0.1590580
silicate	Indian	(27.5,27.75]	0.0078678	-0.0513112	0.0670468
silicate	Indian	(27.75,27.85]	-0.1909543	-0.2578436	-0.1240650
silicate	Indian	(27.85,27.95]	-0.2495044	-0.3116014	-0.1874075
silicate	Indian	(27.95,28.05]	-0.4586828	-0.4956819	-0.4216837
silicate	Indian	(28.05,28.1]	-0.4435289	-0.4530897	-0.4339682
silicate	Indian	(28.1, Inf]	-0.3137067	-0.3618114	-0.2656020
silicate	Pacific	(-Inf,26]	-0.2989117	-0.4067677	-0.1910556
silicate	Pacific	(26,26.5]	-0.7797429	-0.7983747	-0.7611111
silicate	Pacific	(26.5,26.75]	-0.7225924	-0.7332915	-0.7118932
silicate	Pacific	(26.75,27]	-0.6496266	-0.6759963	-0.6232570
silicate	Pacific	(27,27.25]	-0.4020760	-0.4761897	-0.3279623
silicate	Pacific	(27.25,27.5]	0.3609277	0.3387546	0.3831008
silicate	Pacific	(27.5,27.75]	0.6264283	0.6152960	0.6375607
silicate	Pacific	(27.75,27.85]	0.6094580	0.6094364	0.6094797
silicate	Pacific	(27.85,27.95]	0.4598316	0.4519794	0.4676838
silicate	Pacific	(27.95,28.05]	0.0907592	0.0357455	0.1457730
silicate	Pacific	(28.05,28.1]	-0.1164977	-0.1961879	-0.0368075
silicate	Pacific	(28.1, Inf]	-0.0736372	-0.2313024	0.0840280
temp	Atlantic	(-Inf,26]	-0.6025123	-0.6075749	-0.5974497
temp	Atlantic	(26,26.5]	0.6920677	0.5970954	0.7870400
temp	Atlantic	(26.5,26.75]	0.5690133	0.5676208	0.5704057
temp	Atlantic	(26.75,27]	0.6030876	0.5712892	0.6348860
temp	Atlantic	(27,27.25]	0.7144300	0.6991326	0.7297275
temp	Atlantic	(27.25,27.5]	0.7368915	0.6997244	0.7740586
temp	Atlantic	(27.5,27.75]	0.6884986	0.6755067	0.7014906
temp	Atlantic	(27.75,27.85]	0.6334354	0.5770980	0.6897727
temp	Atlantic	(27.85,27.95]	0.5031489	0.3977917	0.6085060
temp	Atlantic	(27.95,28.05]	0.5745926	0.5009550	0.6482303
temp	Atlantic	(28.05,28.1]	0.6022895	0.5752355	0.6293435
temp	Atlantic	(28.1,28.15]	0.5887430	0.5517443	0.6257418
temp	Atlantic	(28.15,28.2]	0.4667375	0.2732715	0.6602035
temp	Atlantic	(28.2, Inf]	0.1961657	0.0269365	0.3653948
temp	Indian	(-Inf,26]	-0.6922739	-0.7443753	-0.6401724
temp	Indian	(26,26.5]	0.5519962	0.4208978	0.6830946
temp	Indian	(26.5,26.75]	0.6023165	0.3914843	0.8131486
temp	Indian	(26.75,27]	0.4017956	0.0989348	0.7046564
temp	Indian	(27,27.25]	0.2360459	0.0627703	0.4093214
temp	Indian	(27.25,27.5]	-0.1551787	-0.1869186	-0.1234388
temp	Indian	(27.5,27.75]	-0.2561711	-0.2601874	-0.2521549
temp	Indian	(27.75,27.85]	-0.1435997	-0.2118029	-0.0753965
temp	Indian	(27.85,27.95]	0.0924055	0.0319387	0.1528723
temp	Indian	(27.95,28.05]	0.1840445	0.0802609	0.2878281
temp	Indian	(28.05,28.1]	0.2323888	0.1453137	0.3194639
temp	Indian	(28.1, Inf]	0.3972132	0.2966864	0.4977400
temp	Pacific	(-Inf,26]	-0.2630190	-0.3966314	-0.1294065
temp	Pacific	(26,26.5]	0.7391721	0.6974147	0.7809295
temp	Pacific	(26.5,26.75]	0.6698200	0.5931361	0.7465038
temp	Pacific	(26.75,27]	0.5319901	0.4705174	0.5934627
temp	Pacific	(27,27.25]	0.1017824	0.0429900	0.1605748
temp	Pacific	(27.25,27.5]	-0.4366357	-0.4494775	-0.4237939
temp	Pacific	(27.5,27.75]	-0.4193627	-0.4216853	-0.4170401
temp	Pacific	(27.75,27.85]	-0.3482546	-0.4064342	-0.2900751
temp	Pacific	(27.85,27.95]	-0.3266774	-0.3956390	-0.2577158
temp	Pacific	(27.95,28.05]	-0.1019670	-0.1656519	-0.0382820
temp	Pacific	(28.05,28.1]	0.0239125	-0.0148132	0.0626382
temp	Pacific	(28.1, Inf]	0.0818877	-0.0345123	0.1982877

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