eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-06-30

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: 16f9312

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 16f9312. 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	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.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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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	a79ca2c	jens-daniel-mueller	2021-04-09	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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html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
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315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
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62bd574	jens-daniel-mueller	2021-05-20
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52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
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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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
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2fe7f8e	jens-daniel-mueller	2021-12-08
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290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
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973192c	jens-daniel-mueller	2021-10-28
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207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
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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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9499100	0.9460617	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9500692	0.9485367	0.9516018
aou + nitrate	Atlantic	(26.75,27]	0.8778996	0.8621608	0.8936384
aou + nitrate	Atlantic	(27,27.25]	0.8056643	0.7760551	0.8352736
aou + nitrate	Atlantic	(27.25,27.5]	0.7173930	0.6624050	0.7723809
aou + nitrate	Atlantic	(27.5,27.75]	0.8207080	0.8078460	0.8335700
aou + nitrate	Atlantic	(27.75,27.85]	0.9137655	0.9087114	0.9188196
aou + nitrate	Atlantic	(27.85,27.95]	0.9269434	0.9177035	0.9361833
aou + nitrate	Atlantic	(27.95,28.05]	0.9351433	0.9136019	0.9566847
aou + nitrate	Atlantic	(28.05,28.1]	0.9605986	0.9471180	0.9740793
aou + nitrate	Atlantic	(28.1,28.15]	0.9720152	0.9694381	0.9745923
aou + nitrate	Atlantic	(28.15,28.2]	0.9868597	0.9850060	0.9887135
aou + nitrate	Atlantic	(28.2, Inf]	0.8471248	0.7990950	0.8951546
aou + nitrate	Indian	(-Inf,26]	0.9901621	0.9856239	0.9947002
aou + nitrate	Indian	(26,26.5]	0.9795559	0.9698077	0.9893042
aou + nitrate	Indian	(26.5,26.75]	0.9511016	0.9460989	0.9561044
aou + nitrate	Indian	(26.75,27]	0.9214038	0.9117429	0.9310647
aou + nitrate	Indian	(27,27.25]	0.8817245	0.8686610	0.8947879
aou + nitrate	Indian	(27.25,27.5]	0.9163890	0.9134063	0.9193717
aou + nitrate	Indian	(27.5,27.75]	0.9443590	0.9270691	0.9616489
aou + nitrate	Indian	(27.75,27.85]	0.8974588	0.8662463	0.9286713
aou + nitrate	Indian	(27.85,27.95]	0.8764486	0.8329773	0.9199199
aou + nitrate	Indian	(27.95,28.05]	0.8045635	0.7267243	0.8824028
aou + nitrate	Indian	(28.05,28.1]	0.8735290	0.7899008	0.9571572
aou + nitrate	Indian	(28.1, Inf]	0.6332801	0.5326196	0.7339407
aou + nitrate	Pacific	(-Inf,26]	0.8755235	0.8565152	0.8945319
aou + nitrate	Pacific	(26,26.5]	0.8593482	0.8554677	0.8632288
aou + nitrate	Pacific	(26.5,26.75]	0.8077460	0.7766698	0.8388222
aou + nitrate	Pacific	(26.75,27]	0.9188465	0.9084958	0.9291971
aou + nitrate	Pacific	(27,27.25]	0.9734061	0.9722270	0.9745853
aou + nitrate	Pacific	(27.25,27.5]	0.9799086	0.9779890	0.9818282
aou + nitrate	Pacific	(27.5,27.75]	0.9826156	0.9812205	0.9840107
aou + nitrate	Pacific	(27.75,27.85]	0.9897745	0.9896554	0.9898936
aou + nitrate	Pacific	(27.85,27.95]	0.9887011	0.9875001	0.9899021
aou + nitrate	Pacific	(27.95,28.05]	0.9781019	0.9739976	0.9822063
aou + nitrate	Pacific	(28.05,28.1]	0.9768733	0.9664455	0.9873012
aou + nitrate	Pacific	(28.1, Inf]	0.9569490	0.9500224	0.9638756
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9570752	-0.9658492	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9709304	-0.9747381	-0.9671226
aou + oxygen	Atlantic	(26.75,27]	-0.9610880	-0.9717357	-0.9504402
aou + oxygen	Atlantic	(27,27.25]	-0.9640392	-0.9728931	-0.9551853
aou + oxygen	Atlantic	(27.25,27.5]	-0.9487387	-0.9633334	-0.9341440
aou + oxygen	Atlantic	(27.5,27.75]	-0.9253969	-0.9300687	-0.9207251
aou + oxygen	Atlantic	(27.75,27.85]	-0.9570660	-0.9612235	-0.9529085
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731782	-0.9760777	-0.9702788
aou + oxygen	Atlantic	(27.95,28.05]	-0.9694515	-0.9814394	-0.9574636
aou + oxygen	Atlantic	(28.05,28.1]	-0.9840211	-0.9902991	-0.9777430
aou + oxygen	Atlantic	(28.1,28.15]	-0.9896858	-0.9899654	-0.9894062
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949850	-0.9965528	-0.9934173
aou + oxygen	Atlantic	(28.2, Inf]	-0.9813577	-0.9834078	-0.9793075
aou + oxygen	Indian	(-Inf,26]	-0.9924032	-0.9942971	-0.9905093
aou + oxygen	Indian	(26,26.5]	-0.9971745	-0.9973662	-0.9969828
aou + oxygen	Indian	(26.5,26.75]	-0.9962058	-0.9969565	-0.9954550
aou + oxygen	Indian	(26.75,27]	-0.9946158	-0.9968053	-0.9924262
aou + oxygen	Indian	(27,27.25]	-0.9951128	-0.9965004	-0.9937251
aou + oxygen	Indian	(27.25,27.5]	-0.9964942	-0.9969652	-0.9960232
aou + oxygen	Indian	(27.5,27.75]	-0.9969453	-0.9972184	-0.9966722
aou + oxygen	Indian	(27.75,27.85]	-0.9972001	-0.9978476	-0.9965526
aou + oxygen	Indian	(27.85,27.95]	-0.9954716	-0.9962798	-0.9946634
aou + oxygen	Indian	(27.95,28.05]	-0.9913224	-0.9930535	-0.9895914
aou + oxygen	Indian	(28.05,28.1]	-0.9907744	-0.9956909	-0.9858580
aou + oxygen	Indian	(28.1, Inf]	-0.9894718	-0.9921324	-0.9868111
aou + oxygen	Pacific	(-Inf,26]	-0.8421796	-0.8462666	-0.8380925
aou + oxygen	Pacific	(26,26.5]	-0.9713232	-0.9739223	-0.9687242
aou + oxygen	Pacific	(26.5,26.75]	-0.9741842	-0.9760934	-0.9722750
aou + oxygen	Pacific	(26.75,27]	-0.9800571	-0.9815927	-0.9785215
aou + oxygen	Pacific	(27,27.25]	-0.9944935	-0.9949786	-0.9940085
aou + oxygen	Pacific	(27.25,27.5]	-0.9959661	-0.9965208	-0.9954114
aou + oxygen	Pacific	(27.5,27.75]	-0.9955448	-0.9969964	-0.9940931
aou + oxygen	Pacific	(27.75,27.85]	-0.9967020	-0.9977889	-0.9956150
aou + oxygen	Pacific	(27.85,27.95]	-0.9969928	-0.9982921	-0.9956935
aou + oxygen	Pacific	(27.95,28.05]	-0.9975738	-0.9987391	-0.9964084
aou + oxygen	Pacific	(28.05,28.1]	-0.9988013	-0.9991072	-0.9984953
aou + oxygen	Pacific	(28.1, Inf]	-0.9953717	-0.9962131	-0.9945304
aou + phosphate	Atlantic	(-Inf,26]	0.6487047	0.5711671	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8427329	0.8204169	0.8650489
aou + phosphate	Atlantic	(26.5,26.75]	0.8836483	0.8805768	0.8867198
aou + phosphate	Atlantic	(26.75,27]	0.8041894	0.7959673	0.8124114
aou + phosphate	Atlantic	(27,27.25]	0.7264417	0.7063632	0.7465202
aou + phosphate	Atlantic	(27.25,27.5]	0.6359049	0.5504619	0.7213480
aou + phosphate	Atlantic	(27.5,27.75]	0.7887928	0.7725300	0.8050557
aou + phosphate	Atlantic	(27.75,27.85]	0.8959632	0.8889612	0.9029651
aou + phosphate	Atlantic	(27.85,27.95]	0.9213780	0.9101960	0.9325601
aou + phosphate	Atlantic	(27.95,28.05]	0.9309464	0.9058885	0.9560043
aou + phosphate	Atlantic	(28.05,28.1]	0.9565827	0.9417235	0.9714418
aou + phosphate	Atlantic	(28.1,28.15]	0.9678253	0.9672316	0.9684190
aou + phosphate	Atlantic	(28.15,28.2]	0.9864060	0.9849171	0.9878948
aou + phosphate	Atlantic	(28.2, Inf]	0.8445011	0.7936860	0.8953162
aou + phosphate	Indian	(-Inf,26]	0.9946642	0.9930749	0.9962535
aou + phosphate	Indian	(26,26.5]	0.9940811	0.9918092	0.9963529
aou + phosphate	Indian	(26.5,26.75]	0.9678034	0.9612421	0.9743648
aou + phosphate	Indian	(26.75,27]	0.9435220	0.9232299	0.9638141
aou + phosphate	Indian	(27,27.25]	0.9208441	0.8923237	0.9493644
aou + phosphate	Indian	(27.25,27.5]	0.9450574	0.9355530	0.9545618
aou + phosphate	Indian	(27.5,27.75]	0.9597745	0.9551090	0.9644401
aou + phosphate	Indian	(27.75,27.85]	0.9262751	0.9104770	0.9420731
aou + phosphate	Indian	(27.85,27.95]	0.8759107	0.8431152	0.9087061
aou + phosphate	Indian	(27.95,28.05]	0.8150739	0.7574731	0.8726747
aou + phosphate	Indian	(28.05,28.1]	0.8860580	0.8164974	0.9556185
aou + phosphate	Indian	(28.1, Inf]	0.6233851	0.5607266	0.6860437
aou + phosphate	Pacific	(-Inf,26]	0.8798603	0.8633362	0.8963844
aou + phosphate	Pacific	(26,26.5]	0.8962095	0.8737607	0.9186583
aou + phosphate	Pacific	(26.5,26.75]	0.8241467	0.8069658	0.8413276
aou + phosphate	Pacific	(26.75,27]	0.9268432	0.9130328	0.9406536
aou + phosphate	Pacific	(27,27.25]	0.9800074	0.9791273	0.9808876
aou + phosphate	Pacific	(27.25,27.5]	0.9841687	0.9840372	0.9843001
aou + phosphate	Pacific	(27.5,27.75]	0.9827190	0.9818777	0.9835604
aou + phosphate	Pacific	(27.75,27.85]	0.9874649	0.9870179	0.9879119
aou + phosphate	Pacific	(27.85,27.95]	0.9863970	0.9863104	0.9864836
aou + phosphate	Pacific	(27.95,28.05]	0.9793761	0.9791540	0.9795982
aou + phosphate	Pacific	(28.05,28.1]	0.9759428	0.9708598	0.9810258
aou + phosphate	Pacific	(28.1, Inf]	0.9536141	0.9514347	0.9557935
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845607	0.7213543	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8973270	0.8808251	0.9138289
aou + silicate	Atlantic	(26.75,27]	0.8468154	0.8241400	0.8694908
aou + silicate	Atlantic	(27,27.25]	0.6550126	0.6311724	0.6788527
aou + silicate	Atlantic	(27.25,27.5]	0.3736004	0.2297269	0.5174738
aou + silicate	Atlantic	(27.5,27.75]	0.5023263	0.4404152	0.5642373
aou + silicate	Atlantic	(27.75,27.85]	0.7627772	0.7344363	0.7911181
aou + silicate	Atlantic	(27.85,27.95]	0.8428189	0.8236712	0.8619667
aou + silicate	Atlantic	(27.95,28.05]	0.9123958	0.8862421	0.9385494
aou + silicate	Atlantic	(28.05,28.1]	0.9605885	0.9497625	0.9714145
aou + silicate	Atlantic	(28.1,28.15]	0.9678853	0.9676418	0.9681288
aou + silicate	Atlantic	(28.15,28.2]	0.9860766	0.9854093	0.9867438
aou + silicate	Atlantic	(28.2, Inf]	0.8316325	0.7800885	0.8831764
aou + silicate	Indian	(-Inf,26]	0.9105433	0.8673938	0.9536928
aou + silicate	Indian	(26,26.5]	0.9416493	0.9246281	0.9586704
aou + silicate	Indian	(26.5,26.75]	0.9638787	0.9559966	0.9717608
aou + silicate	Indian	(26.75,27]	0.9764118	0.9744924	0.9783312
aou + silicate	Indian	(27,27.25]	0.9224919	0.9056723	0.9393115
aou + silicate	Indian	(27.25,27.5]	0.8711344	0.8461167	0.8961520
aou + silicate	Indian	(27.5,27.75]	0.8543903	0.8379858	0.8707949
aou + silicate	Indian	(27.75,27.85]	0.8712751	0.8255493	0.9170010
aou + silicate	Indian	(27.85,27.95]	0.8451283	0.8038723	0.8863842
aou + silicate	Indian	(27.95,28.05]	0.8462948	0.8042463	0.8883433
aou + silicate	Indian	(28.05,28.1]	0.9342192	0.9113986	0.9570398
aou + silicate	Indian	(28.1, Inf]	0.5265177	0.5215695	0.5314659
aou + silicate	Pacific	(-Inf,26]	0.6422108	0.6038107	0.6806108
aou + silicate	Pacific	(26,26.5]	0.5722261	0.5412573	0.6031950
aou + silicate	Pacific	(26.5,26.75]	0.3993966	0.3950158	0.4037775
aou + silicate	Pacific	(26.75,27]	0.6957381	0.6891646	0.7023117
aou + silicate	Pacific	(27,27.25]	0.9041735	0.8936397	0.9147072
aou + silicate	Pacific	(27.25,27.5]	0.9244073	0.9157530	0.9330617
aou + silicate	Pacific	(27.5,27.75]	0.9312624	0.9154895	0.9470354
aou + silicate	Pacific	(27.75,27.85]	0.9679031	0.9660624	0.9697437
aou + silicate	Pacific	(27.85,27.95]	0.9642476	0.9633568	0.9651384
aou + silicate	Pacific	(27.95,28.05]	0.9517595	0.9442711	0.9592479
aou + silicate	Pacific	(28.05,28.1]	0.9575608	0.9467513	0.9683703
aou + silicate	Pacific	(28.1, Inf]	0.8197484	0.7817484	0.8577484
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8886957	0.8482174	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462675	0.9282029	0.9643321
nitrate + silicate	Atlantic	(26.75,27]	0.9061682	0.8860119	0.9263246
nitrate + silicate	Atlantic	(27,27.25]	0.8924764	0.8839251	0.9010277
nitrate + silicate	Atlantic	(27.25,27.5]	0.8196999	0.7630251	0.8763746
nitrate + silicate	Atlantic	(27.5,27.75]	0.8490129	0.8205688	0.8774569
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348663	0.9224005	0.9473320
nitrate + silicate	Atlantic	(27.85,27.95]	0.9668440	0.9647815	0.9689064
nitrate + silicate	Atlantic	(27.95,28.05]	0.9828821	0.9821182	0.9836459
nitrate + silicate	Atlantic	(28.05,28.1]	0.9897859	0.9884396	0.9911321
nitrate + silicate	Atlantic	(28.1,28.15]	0.9896862	0.9885445	0.9908280
nitrate + silicate	Atlantic	(28.15,28.2]	0.9931017	0.9927807	0.9934227
nitrate + silicate	Atlantic	(28.2, Inf]	0.9775045	0.9691294	0.9858796
nitrate + silicate	Indian	(-Inf,26]	0.9301718	0.8972746	0.9630689
nitrate + silicate	Indian	(26,26.5]	0.9504174	0.9398950	0.9609398
nitrate + silicate	Indian	(26.5,26.75]	0.9439392	0.9396951	0.9481833
nitrate + silicate	Indian	(26.75,27]	0.9349270	0.9247655	0.9450885
nitrate + silicate	Indian	(27,27.25]	0.9350914	0.9312141	0.9389687
nitrate + silicate	Indian	(27.25,27.5]	0.9292653	0.9166495	0.9418812
nitrate + silicate	Indian	(27.5,27.75]	0.8547251	0.8454300	0.8640203
nitrate + silicate	Indian	(27.75,27.85]	0.8002902	0.7604934	0.8400870
nitrate + silicate	Indian	(27.85,27.95]	0.8472967	0.8284653	0.8661281
nitrate + silicate	Indian	(27.95,28.05]	0.8974784	0.8854739	0.9094829
nitrate + silicate	Indian	(28.05,28.1]	0.9512573	0.9317614	0.9707531
nitrate + silicate	Indian	(28.1, Inf]	0.8047499	0.7969702	0.8125296
nitrate + silicate	Pacific	(-Inf,26]	0.8421430	0.8391805	0.8451056
nitrate + silicate	Pacific	(26,26.5]	0.8076072	0.7928054	0.8224090
nitrate + silicate	Pacific	(26.5,26.75]	0.7470855	0.7037332	0.7904378
nitrate + silicate	Pacific	(26.75,27]	0.8330406	0.8081480	0.8579331
nitrate + silicate	Pacific	(27,27.25]	0.9140580	0.8994805	0.9286355
nitrate + silicate	Pacific	(27.25,27.5]	0.9025007	0.8913308	0.9136705
nitrate + silicate	Pacific	(27.5,27.75]	0.9013561	0.8856503	0.9170619
nitrate + silicate	Pacific	(27.75,27.85]	0.9501922	0.9480394	0.9523449
nitrate + silicate	Pacific	(27.85,27.95]	0.9615919	0.9567336	0.9664502
nitrate + silicate	Pacific	(27.95,28.05]	0.9446816	0.9187796	0.9705835
nitrate + silicate	Pacific	(28.05,28.1]	0.9437049	0.9151304	0.9722795
nitrate + silicate	Pacific	(28.1, Inf]	0.9039363	0.8904156	0.9174571
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8367976	-0.8544367	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8560252	-0.8626751	-0.8493753
oxygen + nitrate	Atlantic	(26.75,27]	-0.7436797	-0.7817477	-0.7056117
oxygen + nitrate	Atlantic	(27,27.25]	-0.6384540	-0.7008635	-0.5760445
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4831810	-0.5170709	-0.4492911
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5651276	-0.5728872	-0.5573680
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7644864	-0.7808548	-0.7481179
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8236538	-0.8465144	-0.8007932
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8300115	-0.8942704	-0.7657527
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9044874	-0.9424575	-0.8665172
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9352447	-0.9368813	-0.9336082
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9758572	-0.9790702	-0.9726442
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7521060	-0.8244661	-0.6797460
oxygen + nitrate	Indian	(-Inf,26]	-0.9751403	-0.9832773	-0.9670033
oxygen + nitrate	Indian	(26,26.5]	-0.9657004	-0.9778306	-0.9535701
oxygen + nitrate	Indian	(26.5,26.75]	-0.9232573	-0.9259615	-0.9205531
oxygen + nitrate	Indian	(26.75,27]	-0.8783065	-0.9009505	-0.8556626
oxygen + nitrate	Indian	(27,27.25]	-0.8328732	-0.8567227	-0.8090238
oxygen + nitrate	Indian	(27.25,27.5]	-0.8827620	-0.8889782	-0.8765459
oxygen + nitrate	Indian	(27.5,27.75]	-0.9275723	-0.9474923	-0.9076524
oxygen + nitrate	Indian	(27.75,27.85]	-0.8793730	-0.9131832	-0.8455628
oxygen + nitrate	Indian	(27.85,27.95]	-0.8381804	-0.8910925	-0.7852683
oxygen + nitrate	Indian	(27.95,28.05]	-0.7284134	-0.8263179	-0.6305089
oxygen + nitrate	Indian	(28.05,28.1]	-0.8073744	-0.9301491	-0.6845997
oxygen + nitrate	Indian	(28.1, Inf]	-0.5255807	-0.6478702	-0.4032912
oxygen + nitrate	Pacific	(-Inf,26]	-0.5504537	-0.5959395	-0.5049679
oxygen + nitrate	Pacific	(26,26.5]	-0.7259227	-0.7408363	-0.7110090
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6667825	-0.7130603	-0.6205047
oxygen + nitrate	Pacific	(26.75,27]	-0.8323474	-0.8526243	-0.8120706
oxygen + nitrate	Pacific	(27,27.25]	-0.9502635	-0.9526120	-0.9479151
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9684659	-0.9717203	-0.9652114
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9748658	-0.9786793	-0.9710522
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9845961	-0.9868467	-0.9823456
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9817459	-0.9842014	-0.9792905
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9694396	-0.9705673	-0.9683119
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9705949	-0.9806063	-0.9605835
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9293943	-0.9427916	-0.9159970
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4695392	-0.5599394	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6650097	-0.7169125	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7517704	-0.7630256	-0.7405152
oxygen + phosphate	Atlantic	(26.75,27]	-0.6364229	-0.6688186	-0.6040271
oxygen + phosphate	Atlantic	(27,27.25]	-0.5347865	-0.5868580	-0.4827150
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3811764	-0.4458764	-0.3164765
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5156521	-0.5281123	-0.5031920
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7355759	-0.7546902	-0.7164616
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8138850	-0.8395516	-0.7882183
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8225357	-0.8916555	-0.7534159
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8974271	-0.9374760	-0.8573782
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9270719	-0.9295499	-0.9245939
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9741758	-0.9772849	-0.9710668
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7485183	-0.8240942	-0.6729424
oxygen + phosphate	Indian	(-Inf,26]	-0.9835072	-0.9855393	-0.9814751
oxygen + phosphate	Indian	(26,26.5]	-0.9856137	-0.9906675	-0.9805598
oxygen + phosphate	Indian	(26.5,26.75]	-0.9445152	-0.9567007	-0.9323297
oxygen + phosphate	Indian	(26.75,27]	-0.9065115	-0.9423668	-0.8706561
oxygen + phosphate	Indian	(27,27.25]	-0.8815110	-0.9248474	-0.8381745
oxygen + phosphate	Indian	(27.25,27.5]	-0.9199260	-0.9360286	-0.9038234
oxygen + phosphate	Indian	(27.5,27.75]	-0.9480606	-0.9544227	-0.9416984
oxygen + phosphate	Indian	(27.75,27.85]	-0.9065794	-0.9249796	-0.8881792
oxygen + phosphate	Indian	(27.85,27.95]	-0.8328125	-0.8737783	-0.7918467
oxygen + phosphate	Indian	(27.95,28.05]	-0.7390744	-0.8139841	-0.6641647
oxygen + phosphate	Indian	(28.05,28.1]	-0.8235919	-0.9292257	-0.7179582
oxygen + phosphate	Indian	(28.1, Inf]	-0.5163949	-0.5976726	-0.4351172
oxygen + phosphate	Pacific	(-Inf,26]	-0.6053328	-0.6406608	-0.5700048
oxygen + phosphate	Pacific	(26,26.5]	-0.7735572	-0.8133892	-0.7337252
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6825544	-0.7105605	-0.6545483
oxygen + phosphate	Pacific	(26.75,27]	-0.8397385	-0.8639574	-0.8155197
oxygen + phosphate	Pacific	(27,27.25]	-0.9581962	-0.9584998	-0.9578925
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9735639	-0.9739818	-0.9731460
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9750002	-0.9789860	-0.9710145
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9819844	-0.9838633	-0.9801056
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9790369	-0.9828369	-0.9752368
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9706269	-0.9756621	-0.9655916
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9699004	-0.9736035	-0.9661974
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9271818	-0.9342459	-0.9201176
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6225442	-0.7117835	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7960591	-0.8215009	-0.7706172
oxygen + silicate	Atlantic	(26.75,27]	-0.7078082	-0.7582855	-0.6573309
oxygen + silicate	Atlantic	(27,27.25]	-0.4680662	-0.5197293	-0.4164031
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1041211	-0.2162169	0.0079747
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1810162	-0.2425211	-0.1195112
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5671719	-0.5988490	-0.5354949
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7075381	-0.7436541	-0.6714220
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7921823	-0.8620669	-0.7222977
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9014318	-0.9342909	-0.8685727
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9275801	-0.9281217	-0.9270384
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9775413	-0.9778266	-0.9772561
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7372068	-0.8115413	-0.6628723
oxygen + silicate	Indian	(-Inf,26]	-0.8719979	-0.9338207	-0.8101750
oxygen + silicate	Indian	(26,26.5]	-0.9264942	-0.9481757	-0.9048127
oxygen + silicate	Indian	(26.5,26.75]	-0.9518327	-0.9609093	-0.9427561
oxygen + silicate	Indian	(26.75,27]	-0.9616193	-0.9624364	-0.9608022
oxygen + silicate	Indian	(27,27.25]	-0.8896478	-0.9036477	-0.8756480
oxygen + silicate	Indian	(27.25,27.5]	-0.8340969	-0.8599719	-0.8082218
oxygen + silicate	Indian	(27.5,27.75]	-0.8201068	-0.8369804	-0.8032332
oxygen + silicate	Indian	(27.75,27.85]	-0.8472864	-0.9013707	-0.7932021
oxygen + silicate	Indian	(27.85,27.95]	-0.8024782	-0.8552628	-0.7496936
oxygen + silicate	Indian	(27.95,28.05]	-0.7822675	-0.8413042	-0.7232308
oxygen + silicate	Indian	(28.05,28.1]	-0.8888372	-0.9371903	-0.8404841
oxygen + silicate	Indian	(28.1, Inf]	-0.4245652	-0.4363485	-0.4127818
oxygen + silicate	Pacific	(-Inf,26]	-0.2798123	-0.3525181	-0.2071066
oxygen + silicate	Pacific	(26,26.5]	-0.3971298	-0.4363436	-0.3579160
oxygen + silicate	Pacific	(26.5,26.75]	-0.2078786	-0.2164990	-0.1992583
oxygen + silicate	Pacific	(26.75,27]	-0.5545086	-0.5556660	-0.5533513
oxygen + silicate	Pacific	(27,27.25]	-0.8622797	-0.8758401	-0.8487192
oxygen + silicate	Pacific	(27.25,27.5]	-0.8926846	-0.9049996	-0.8803696
oxygen + silicate	Pacific	(27.5,27.75]	-0.9007282	-0.9257258	-0.8757305
oxygen + silicate	Pacific	(27.75,27.85]	-0.9526080	-0.9580592	-0.9471569
oxygen + silicate	Pacific	(27.85,27.95]	-0.9496759	-0.9548231	-0.9445287
oxygen + silicate	Pacific	(27.95,28.05]	-0.9362320	-0.9409494	-0.9315146
oxygen + silicate	Pacific	(28.05,28.1]	-0.9479710	-0.9584001	-0.9375419
oxygen + silicate	Pacific	(28.1, Inf]	-0.7697812	-0.8149984	-0.7245641
phosphate + nitrate	Atlantic	(-Inf,26]	0.8264536	0.7715051	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9469356	0.9322228	0.9616485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9774694	0.9751294	0.9798093
phosphate + nitrate	Atlantic	(26.75,27]	0.9804933	0.9795038	0.9814827
phosphate + nitrate	Atlantic	(27,27.25]	0.9857494	0.9839694	0.9875294
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9890894	0.9850128	0.9931660
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9949583	0.9947234	0.9951932
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9963563	0.9956937	0.9970189
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9956397	0.9945721	0.9967073
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9954307	0.9938875	0.9969740
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9942944	0.9923691	0.9962197
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9945362	0.9927275	0.9963450
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978518	0.9974176	0.9982859
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9957627	0.9957227	0.9958027
phosphate + nitrate	Indian	(-Inf,26]	0.9902422	0.9828229	0.9976614
phosphate + nitrate	Indian	(26,26.5]	0.9825912	0.9683293	0.9968532
phosphate + nitrate	Indian	(26.5,26.75]	0.9831940	0.9689277	0.9974602
phosphate + nitrate	Indian	(26.75,27]	0.9816583	0.9676358	0.9956807
phosphate + nitrate	Indian	(27,27.25]	0.9713680	0.9508839	0.9918522
phosphate + nitrate	Indian	(27.25,27.5]	0.9698999	0.9550467	0.9847530
phosphate + nitrate	Indian	(27.5,27.75]	0.9630863	0.9538778	0.9722948
phosphate + nitrate	Indian	(27.75,27.85]	0.9503503	0.9261812	0.9745194
phosphate + nitrate	Indian	(27.85,27.95]	0.9665501	0.9558522	0.9772481
phosphate + nitrate	Indian	(27.95,28.05]	0.9828312	0.9767733	0.9888891
phosphate + nitrate	Indian	(28.05,28.1]	0.9861167	0.9799520	0.9922814
phosphate + nitrate	Indian	(28.1, Inf]	0.9513993	0.9353616	0.9674370
phosphate + nitrate	Pacific	(-Inf,26]	0.9558483	0.9513737	0.9603230
phosphate + nitrate	Pacific	(26,26.5]	0.9614766	0.9499052	0.9730479
phosphate + nitrate	Pacific	(26.5,26.75]	0.9584264	0.9533430	0.9635098
phosphate + nitrate	Pacific	(26.75,27]	0.9811291	0.9807192	0.9815390
phosphate + nitrate	Pacific	(27,27.25]	0.9903276	0.9899586	0.9906967
phosphate + nitrate	Pacific	(27.25,27.5]	0.9921176	0.9916613	0.9925738
phosphate + nitrate	Pacific	(27.5,27.75]	0.9937006	0.9933620	0.9940392
phosphate + nitrate	Pacific	(27.75,27.85]	0.9927353	0.9920022	0.9934684
phosphate + nitrate	Pacific	(27.85,27.95]	0.9915002	0.9892599	0.9937406
phosphate + nitrate	Pacific	(27.95,28.05]	0.9805640	0.9694817	0.9916464
phosphate + nitrate	Pacific	(28.05,28.1]	0.9706587	0.9553252	0.9859922
phosphate + nitrate	Pacific	(28.1, Inf]	0.9774346	0.9734597	0.9814095
phosphate + silicate	Atlantic	(-Inf,26]	0.7928419	0.7374635	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9323212	0.9019935	0.9626489
phosphate + silicate	Atlantic	(26.5,26.75]	0.9425407	0.9281827	0.9568987
phosphate + silicate	Atlantic	(26.75,27]	0.9096940	0.8996609	0.9197270
phosphate + silicate	Atlantic	(27,27.25]	0.9137708	0.8982495	0.9292922
phosphate + silicate	Atlantic	(27.25,27.5]	0.8635041	0.8268689	0.9001393
phosphate + silicate	Atlantic	(27.5,27.75]	0.8726304	0.8511681	0.8940926
phosphate + silicate	Atlantic	(27.75,27.85]	0.9449616	0.9358964	0.9540268
phosphate + silicate	Atlantic	(27.85,27.95]	0.9710580	0.9707356	0.9713804
phosphate + silicate	Atlantic	(27.95,28.05]	0.9845322	0.9832764	0.9857880
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908568	0.9894828	0.9922308
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919324	0.9911574	0.9927074
phosphate + silicate	Atlantic	(28.15,28.2]	0.9932848	0.9921161	0.9944535
phosphate + silicate	Atlantic	(28.2, Inf]	0.9773517	0.9672505	0.9874529
phosphate + silicate	Indian	(-Inf,26]	0.9159846	0.8682849	0.9636843
phosphate + silicate	Indian	(26,26.5]	0.9497693	0.9356250	0.9639136
phosphate + silicate	Indian	(26.5,26.75]	0.9508357	0.9484464	0.9532250
phosphate + silicate	Indian	(26.75,27]	0.9487881	0.9378522	0.9597240
phosphate + silicate	Indian	(27,27.25]	0.9380255	0.9232582	0.9527928
phosphate + silicate	Indian	(27.25,27.5]	0.9078362	0.8690985	0.9465738
phosphate + silicate	Indian	(27.5,27.75]	0.8547756	0.8107507	0.8988004
phosphate + silicate	Indian	(27.75,27.85]	0.8785497	0.8737516	0.8833478
phosphate + silicate	Indian	(27.85,27.95]	0.9034931	0.9017493	0.9052370
phosphate + silicate	Indian	(27.95,28.05]	0.9135902	0.9128085	0.9143719
phosphate + silicate	Indian	(28.05,28.1]	0.9539152	0.9446481	0.9631823
phosphate + silicate	Indian	(28.1, Inf]	0.7868275	0.7611285	0.8125265
phosphate + silicate	Pacific	(-Inf,26]	0.7588949	0.7517155	0.7660742
phosphate + silicate	Pacific	(26,26.5]	0.7671716	0.7503778	0.7839655
phosphate + silicate	Pacific	(26.5,26.75]	0.7196239	0.6807744	0.7584735
phosphate + silicate	Pacific	(26.75,27]	0.8353677	0.8100943	0.8606412
phosphate + silicate	Pacific	(27,27.25]	0.9217124	0.9084563	0.9349686
phosphate + silicate	Pacific	(27.25,27.5]	0.9094715	0.8986897	0.9202533
phosphate + silicate	Pacific	(27.5,27.75]	0.9048233	0.8926311	0.9170156
phosphate + silicate	Pacific	(27.75,27.85]	0.9553153	0.9552323	0.9553983
phosphate + silicate	Pacific	(27.85,27.95]	0.9680618	0.9646792	0.9714445
phosphate + silicate	Pacific	(27.95,28.05]	0.9594035	0.9482388	0.9705682
phosphate + silicate	Pacific	(28.05,28.1]	0.9560521	0.9408740	0.9712301
phosphate + silicate	Pacific	(28.1, Inf]	0.8908793	0.8701299	0.9116287
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1890216	-0.2064854	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2551606	-0.2749773	-0.2353439
sal + aou	Atlantic	(26.75,27]	-0.0660407	-0.1247449	-0.0073366
sal + aou	Atlantic	(27,27.25]	0.0267408	-0.0373403	0.0908218
sal + aou	Atlantic	(27.25,27.5]	0.0535509	-0.1786487	0.2857505
sal + aou	Atlantic	(27.5,27.75]	-0.3030075	-0.3468397	-0.2591752
sal + aou	Atlantic	(27.75,27.85]	-0.3705580	-0.4460442	-0.2950719
sal + aou	Atlantic	(27.85,27.95]	-0.4436453	-0.4883565	-0.3989342
sal + aou	Atlantic	(27.95,28.05]	-0.5936768	-0.6045463	-0.5828072
sal + aou	Atlantic	(28.05,28.1]	-0.7435926	-0.7697559	-0.7174292
sal + aou	Atlantic	(28.1,28.15]	-0.7787301	-0.7981082	-0.7593520
sal + aou	Atlantic	(28.15,28.2]	-0.9190770	-0.9258712	-0.9122828
sal + aou	Atlantic	(28.2, Inf]	-0.6115258	-0.7186611	-0.5043905
sal + aou	Indian	(-Inf,26]	-0.5470909	-0.7813637	-0.3128180
sal + aou	Indian	(26,26.5]	-0.7096190	-0.7929611	-0.6262769
sal + aou	Indian	(26.5,26.75]	-0.0900421	-0.2868096	0.1067253
sal + aou	Indian	(26.75,27]	0.4969967	0.3387669	0.6552265
sal + aou	Indian	(27,27.25]	0.8779997	0.8733142	0.8826852
sal + aou	Indian	(27.25,27.5]	0.9504473	0.9273732	0.9735213
sal + aou	Indian	(27.5,27.75]	0.9631271	0.9573475	0.9689067
sal + aou	Indian	(27.75,27.85]	0.9547386	0.9399148	0.9695624
sal + aou	Indian	(27.85,27.95]	0.9233496	0.9034257	0.9432736
sal + aou	Indian	(27.95,28.05]	0.7670858	0.7315016	0.8026699
sal + aou	Indian	(28.05,28.1]	0.4171819	0.3852421	0.4491218
sal + aou	Indian	(28.1, Inf]	0.7216323	0.6249641	0.8183006
sal + aou	Pacific	(-Inf,26]	-0.1296969	-0.1466869	-0.1127069
sal + aou	Pacific	(26,26.5]	-0.0688855	-0.1195823	-0.0181887
sal + aou	Pacific	(26.5,26.75]	0.2047596	0.1230295	0.2864897
sal + aou	Pacific	(26.75,27]	-0.1220882	-0.1558615	-0.0883150
sal + aou	Pacific	(27,27.25]	-0.2215009	-0.2461077	-0.1968942
sal + aou	Pacific	(27.25,27.5]	0.0336335	0.0144912	0.0527758
sal + aou	Pacific	(27.5,27.75]	0.1506853	0.0361230	0.2652476
sal + aou	Pacific	(27.75,27.85]	0.0523797	-0.1596605	0.2644199
sal + aou	Pacific	(27.85,27.95]	-0.1260359	-0.4174903	0.1654185
sal + aou	Pacific	(27.95,28.05]	-0.5435321	-0.7668110	-0.3202533
sal + aou	Pacific	(28.05,28.1]	-0.8609515	-0.8840720	-0.8378311
sal + aou	Pacific	(28.1, Inf]	-0.5878006	-0.7288572	-0.4467440
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4054841	-0.4345152	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5088949	-0.5290902	-0.4886995
sal + nitrate	Atlantic	(26.75,27]	-0.4607695	-0.5258631	-0.3956759
sal + nitrate	Atlantic	(27,27.25]	-0.5109036	-0.6023247	-0.4194825
sal + nitrate	Atlantic	(27.25,27.5]	-0.6068718	-0.7199181	-0.4938256
sal + nitrate	Atlantic	(27.5,27.75]	-0.7412877	-0.7555208	-0.7270546
sal + nitrate	Atlantic	(27.75,27.85]	-0.6749529	-0.7311604	-0.6187455
sal + nitrate	Atlantic	(27.85,27.95]	-0.7063556	-0.7657727	-0.6469385
sal + nitrate	Atlantic	(27.95,28.05]	-0.8041258	-0.8405075	-0.7677441
sal + nitrate	Atlantic	(28.05,28.1]	-0.8650923	-0.8781411	-0.8520435
sal + nitrate	Atlantic	(28.1,28.15]	-0.8710706	-0.8907979	-0.8513433
sal + nitrate	Atlantic	(28.15,28.2]	-0.9480621	-0.9497009	-0.9464234
sal + nitrate	Atlantic	(28.2, Inf]	-0.9215311	-0.9424974	-0.9005649
sal + nitrate	Indian	(-Inf,26]	-0.5710782	-0.7936464	-0.3485099
sal + nitrate	Indian	(26,26.5]	-0.8165505	-0.8577315	-0.7753696
sal + nitrate	Indian	(26.5,26.75]	-0.3669477	-0.5336807	-0.2002147
sal + nitrate	Indian	(26.75,27]	0.1398340	-0.0677631	0.3474311
sal + nitrate	Indian	(27,27.25]	0.5633625	0.5266106	0.6001143
sal + nitrate	Indian	(27.25,27.5]	0.7823913	0.7463958	0.8183869
sal + nitrate	Indian	(27.5,27.75]	0.8793165	0.8611194	0.8975135
sal + nitrate	Indian	(27.75,27.85]	0.7667580	0.6908900	0.8426260
sal + nitrate	Indian	(27.85,27.95]	0.6532545	0.5432710	0.7632380
sal + nitrate	Indian	(27.95,28.05]	0.2745644	0.0992041	0.4499247
sal + nitrate	Indian	(28.05,28.1]	-0.0074573	-0.2242040	0.2092895
sal + nitrate	Indian	(28.1, Inf]	0.0304240	-0.2205233	0.2813714
sal + nitrate	Pacific	(-Inf,26]	-0.4292694	-0.4612745	-0.3972642
sal + nitrate	Pacific	(26,26.5]	-0.4849820	-0.5150266	-0.4549375
sal + nitrate	Pacific	(26.5,26.75]	-0.3259290	-0.4518029	-0.2000551
sal + nitrate	Pacific	(26.75,27]	-0.4279884	-0.4892026	-0.3667743
sal + nitrate	Pacific	(27,27.25]	-0.3491300	-0.3752236	-0.3230364
sal + nitrate	Pacific	(27.25,27.5]	-0.0003212	-0.0202359	0.0195936
sal + nitrate	Pacific	(27.5,27.75]	0.1280017	0.0236153	0.2323880
sal + nitrate	Pacific	(27.75,27.85]	0.0300741	-0.1634053	0.2235534
sal + nitrate	Pacific	(27.85,27.95]	-0.1741542	-0.4397474	0.0914390
sal + nitrate	Pacific	(27.95,28.05]	-0.6140697	-0.7908254	-0.4373141
sal + nitrate	Pacific	(28.05,28.1]	-0.8969251	-0.9157496	-0.8781006
sal + nitrate	Pacific	(28.1, Inf]	-0.7339045	-0.8316041	-0.6362049
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0923559	-0.1394337	-0.0452782
sal + oxygen	Atlantic	(26.5,26.75]	0.0228575	-0.0108523	0.0565673
sal + oxygen	Atlantic	(26.75,27]	-0.1969723	-0.2197046	-0.1742400
sal + oxygen	Atlantic	(27,27.25]	-0.2827243	-0.3125529	-0.2528956
sal + oxygen	Atlantic	(27.25,27.5]	-0.3496353	-0.5236845	-0.1755861
sal + oxygen	Atlantic	(27.5,27.75]	-0.0653499	-0.0994424	-0.0312575
sal + oxygen	Atlantic	(27.75,27.85]	0.0965778	0.0015576	0.1915980
sal + oxygen	Atlantic	(27.85,27.95]	0.2373993	0.2014113	0.2733874
sal + oxygen	Atlantic	(27.95,28.05]	0.3953984	0.3334581	0.4573387
sal + oxygen	Atlantic	(28.05,28.1]	0.6204867	0.5605898	0.6803837
sal + oxygen	Atlantic	(28.1,28.15]	0.6840566	0.6638426	0.7042706
sal + oxygen	Atlantic	(28.15,28.2]	0.8855243	0.8765926	0.8944560
sal + oxygen	Atlantic	(28.2, Inf]	0.4772404	0.3405753	0.6139054
sal + oxygen	Indian	(-Inf,26]	0.5382739	0.2807955	0.7957522
sal + oxygen	Indian	(26,26.5]	0.6647207	0.5774678	0.7519737
sal + oxygen	Indian	(26.5,26.75]	0.0082825	-0.1804949	0.1970598
sal + oxygen	Indian	(26.75,27]	-0.5803845	-0.7106762	-0.4500927
sal + oxygen	Indian	(27,27.25]	-0.9167767	-0.9201177	-0.9134358
sal + oxygen	Indian	(27.25,27.5]	-0.9658288	-0.9860143	-0.9456433
sal + oxygen	Indian	(27.5,27.75]	-0.9652898	-0.9673702	-0.9632095
sal + oxygen	Indian	(27.75,27.85]	-0.9605905	-0.9744360	-0.9467451
sal + oxygen	Indian	(27.85,27.95]	-0.9412065	-0.9537179	-0.9286951
sal + oxygen	Indian	(27.95,28.05]	-0.8336879	-0.8550482	-0.8123277
sal + oxygen	Indian	(28.05,28.1]	-0.5264528	-0.5294882	-0.5234174
sal + oxygen	Indian	(28.1, Inf]	-0.8002309	-0.8726100	-0.7278518
sal + oxygen	Pacific	(-Inf,26]	-0.2939912	-0.3554471	-0.2325353
sal + oxygen	Pacific	(26,26.5]	-0.1550574	-0.2131164	-0.0969984
sal + oxygen	Pacific	(26.5,26.75]	-0.4122572	-0.4798977	-0.3446167
sal + oxygen	Pacific	(26.75,27]	-0.0716873	-0.0976164	-0.0457582
sal + oxygen	Pacific	(27,27.25]	0.1245341	0.0955026	0.1535656
sal + oxygen	Pacific	(27.25,27.5]	-0.1064028	-0.1203069	-0.0924987
sal + oxygen	Pacific	(27.5,27.75]	-0.2085846	-0.3374541	-0.0797151
sal + oxygen	Pacific	(27.75,27.85]	-0.1171148	-0.3427798	0.1085502
sal + oxygen	Pacific	(27.85,27.95]	0.0703668	-0.2438459	0.3845794
sal + oxygen	Pacific	(27.95,28.05]	0.5108650	0.2572747	0.7644553
sal + oxygen	Pacific	(28.05,28.1]	0.8464033	0.8147714	0.8780352
sal + oxygen	Pacific	(28.1, Inf]	0.5221369	0.3668631	0.6774107
sal + phosphate	Atlantic	(-Inf,26]	-0.4984430	-0.5360908	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6475240	-0.6562545	-0.6387934
sal + phosphate	Atlantic	(26.5,26.75]	-0.6641103	-0.6766828	-0.6515377
sal + phosphate	Atlantic	(26.75,27]	-0.6034508	-0.6529108	-0.5539908
sal + phosphate	Atlantic	(27,27.25]	-0.6261177	-0.6977450	-0.5544904
sal + phosphate	Atlantic	(27.25,27.5]	-0.6949521	-0.7753333	-0.6145708
sal + phosphate	Atlantic	(27.5,27.75]	-0.7817154	-0.7921015	-0.7713293
sal + phosphate	Atlantic	(27.75,27.85]	-0.7070044	-0.7596583	-0.6543504
sal + phosphate	Atlantic	(27.85,27.95]	-0.7205086	-0.7803321	-0.6606850
sal + phosphate	Atlantic	(27.95,28.05]	-0.8123635	-0.8510977	-0.7736292
sal + phosphate	Atlantic	(28.05,28.1]	-0.8756481	-0.8898526	-0.8614435
sal + phosphate	Atlantic	(28.1,28.15]	-0.8858671	-0.9072683	-0.8644660
sal + phosphate	Atlantic	(28.15,28.2]	-0.9529588	-0.9543170	-0.9516006
sal + phosphate	Atlantic	(28.2, Inf]	-0.9254806	-0.9461092	-0.9048519
sal + phosphate	Indian	(-Inf,26]	-0.5197571	-0.7887468	-0.2507674
sal + phosphate	Indian	(26,26.5]	-0.7476446	-0.8513841	-0.6439052
sal + phosphate	Indian	(26.5,26.75]	-0.2932328	-0.5234970	-0.0629685
sal + phosphate	Indian	(26.75,27]	0.2224575	-0.0378952	0.4828102
sal + phosphate	Indian	(27,27.25]	0.6700684	0.5734535	0.7666833
sal + phosphate	Indian	(27.25,27.5]	0.8635900	0.8548862	0.8722939
sal + phosphate	Indian	(27.5,27.75]	0.9243807	0.9098875	0.9388739
sal + phosphate	Indian	(27.75,27.85]	0.8429322	0.8020721	0.8837924
sal + phosphate	Indian	(27.85,27.95]	0.6854661	0.5915846	0.7793475
sal + phosphate	Indian	(27.95,28.05]	0.2984260	0.1505967	0.4462553
sal + phosphate	Indian	(28.05,28.1]	0.0200277	-0.1729672	0.2130227
sal + phosphate	Indian	(28.1, Inf]	0.0217167	-0.1838490	0.2272824
sal + phosphate	Pacific	(-Inf,26]	-0.3333309	-0.3411973	-0.3254646
sal + phosphate	Pacific	(26,26.5]	-0.4330908	-0.4393472	-0.4268344
sal + phosphate	Pacific	(26.5,26.75]	-0.3168471	-0.4186439	-0.2150503
sal + phosphate	Pacific	(26.75,27]	-0.4363182	-0.4984262	-0.3742102
sal + phosphate	Pacific	(27,27.25]	-0.3481850	-0.3775825	-0.3187875
sal + phosphate	Pacific	(27.25,27.5]	-0.0016288	-0.0151276	0.0118700
sal + phosphate	Pacific	(27.5,27.75]	0.1291842	0.0294100	0.2289584
sal + phosphate	Pacific	(27.75,27.85]	0.0342890	-0.1583866	0.2269645
sal + phosphate	Pacific	(27.85,27.95]	-0.1797350	-0.4435652	0.0840951
sal + phosphate	Pacific	(27.95,28.05]	-0.6185521	-0.7971037	-0.4400005
sal + phosphate	Pacific	(28.05,28.1]	-0.9012033	-0.9182528	-0.8841538
sal + phosphate	Pacific	(28.1, Inf]	-0.7323173	-0.8329347	-0.6316999
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6027791	-0.6043792	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.5319751	-0.5464659	-0.5174842
sal + silicate	Atlantic	(26.75,27]	-0.4446305	-0.5192630	-0.3699980
sal + silicate	Atlantic	(27,27.25]	-0.5832464	-0.6330809	-0.5334118
sal + silicate	Atlantic	(27.25,27.5]	-0.7452420	-0.7955591	-0.6949249
sal + silicate	Atlantic	(27.5,27.75]	-0.8073246	-0.8155493	-0.7990999
sal + silicate	Atlantic	(27.75,27.85]	-0.7512039	-0.8423772	-0.6600305
sal + silicate	Atlantic	(27.85,27.95]	-0.7848487	-0.8479315	-0.7217660
sal + silicate	Atlantic	(27.95,28.05]	-0.8348201	-0.8681138	-0.8015264
sal + silicate	Atlantic	(28.05,28.1]	-0.8783419	-0.8840122	-0.8726716
sal + silicate	Atlantic	(28.1,28.15]	-0.8856266	-0.9025161	-0.8687371
sal + silicate	Atlantic	(28.15,28.2]	-0.9352875	-0.9366593	-0.9339158
sal + silicate	Atlantic	(28.2, Inf]	-0.8980253	-0.9337515	-0.8622990
sal + silicate	Indian	(-Inf,26]	-0.6966071	-0.8285959	-0.5646182
sal + silicate	Indian	(26,26.5]	-0.8296630	-0.8551435	-0.8041824
sal + silicate	Indian	(26.5,26.75]	-0.2052555	-0.3559204	-0.0545906
sal + silicate	Indian	(26.75,27]	0.4005931	0.2493680	0.5518182
sal + silicate	Indian	(27,27.25]	0.6792293	0.6626430	0.6958156
sal + silicate	Indian	(27.25,27.5]	0.7149513	0.6335854	0.7963171
sal + silicate	Indian	(27.5,27.75]	0.7738671	0.7048017	0.8429324
sal + silicate	Indian	(27.75,27.85]	0.8411961	0.8029882	0.8794041
sal + silicate	Indian	(27.85,27.95]	0.7405766	0.6486890	0.8324643
sal + silicate	Indian	(27.95,28.05]	0.4683462	0.3355116	0.6011808
sal + silicate	Indian	(28.05,28.1]	0.1838101	0.0605446	0.3070757
sal + silicate	Indian	(28.1, Inf]	0.0681744	-0.0633368	0.1996855
sal + silicate	Pacific	(-Inf,26]	-0.6261160	-0.6542274	-0.5980046
sal + silicate	Pacific	(26,26.5]	-0.6937830	-0.7129007	-0.6746654
sal + silicate	Pacific	(26.5,26.75]	-0.7084031	-0.7697691	-0.6470372
sal + silicate	Pacific	(26.75,27]	-0.7273811	-0.7537583	-0.7010039
sal + silicate	Pacific	(27,27.25]	-0.5466158	-0.5611531	-0.5320784
sal + silicate	Pacific	(27.25,27.5]	-0.2253902	-0.2533003	-0.1974800
sal + silicate	Pacific	(27.5,27.75]	0.0361047	-0.0233811	0.0955905
sal + silicate	Pacific	(27.75,27.85]	-0.0165771	-0.2038491	0.1706950
sal + silicate	Pacific	(27.85,27.95]	-0.1653644	-0.4098269	0.0790982
sal + silicate	Pacific	(27.95,28.05]	-0.5165650	-0.6713656	-0.3617645
sal + silicate	Pacific	(28.05,28.1]	-0.8284037	-0.8408531	-0.8159543
sal + silicate	Pacific	(28.1, Inf]	-0.7371885	-0.8553858	-0.6189912
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627531	0.9626434	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9854407	0.9829722	0.9879092
sal + temp	Atlantic	(26.75,27]	0.9735570	0.9717655	0.9753485
sal + temp	Atlantic	(27,27.25]	0.9786786	0.9776061	0.9797511
sal + temp	Atlantic	(27.25,27.5]	0.9743748	0.9714372	0.9773124
sal + temp	Atlantic	(27.5,27.75]	0.9618622	0.9572156	0.9665088
sal + temp	Atlantic	(27.75,27.85]	0.9731026	0.9666754	0.9795298
sal + temp	Atlantic	(27.85,27.95]	0.9593813	0.9593774	0.9593852
sal + temp	Atlantic	(27.95,28.05]	0.9407669	0.9271385	0.9543953
sal + temp	Atlantic	(28.05,28.1]	0.9652438	0.9560061	0.9744814
sal + temp	Atlantic	(28.1,28.15]	0.9541190	0.9288504	0.9793875
sal + temp	Atlantic	(28.15,28.2]	0.7396328	0.5536179	0.9256477
sal + temp	Atlantic	(28.2, Inf]	0.3324955	0.1924461	0.4725450
sal + temp	Indian	(-Inf,26]	0.1572946	0.0805594	0.2340297
sal + temp	Indian	(26,26.5]	0.8559980	0.8512782	0.8607178
sal + temp	Indian	(26.5,26.75]	0.9570194	0.9520963	0.9619425
sal + temp	Indian	(26.75,27]	0.9687675	0.9618344	0.9757005
sal + temp	Indian	(27,27.25]	0.9570409	0.9537404	0.9603414
sal + temp	Indian	(27.25,27.5]	0.9488000	0.9342358	0.9633642
sal + temp	Indian	(27.5,27.75]	0.9089772	0.8790699	0.9388844
sal + temp	Indian	(27.75,27.85]	0.9417890	0.9230529	0.9605250
sal + temp	Indian	(27.85,27.95]	0.9446802	0.9430264	0.9463340
sal + temp	Indian	(27.95,28.05]	0.9505588	0.9423308	0.9587869
sal + temp	Indian	(28.05,28.1]	0.9401242	0.9207212	0.9595272
sal + temp	Indian	(28.1, Inf]	0.9370963	0.9198216	0.9543709
sal + temp	Pacific	(-Inf,26]	0.6972121	0.6136981	0.7807261
sal + temp	Pacific	(26,26.5]	0.9433915	0.9359780	0.9508050
sal + temp	Pacific	(26.5,26.75]	0.9762890	0.9742088	0.9783692
sal + temp	Pacific	(26.75,27]	0.9724790	0.9691224	0.9758357
sal + temp	Pacific	(27,27.25]	0.9345873	0.9299714	0.9392032
sal + temp	Pacific	(27.25,27.5]	0.8017300	0.8003158	0.8031441
sal + temp	Pacific	(27.5,27.75]	0.6334153	0.5473990	0.7194315
sal + temp	Pacific	(27.75,27.85]	0.8209146	0.7564862	0.8853430
sal + temp	Pacific	(27.85,27.95]	0.7182471	0.5908679	0.8456263
sal + temp	Pacific	(27.95,28.05]	0.4403108	0.2567089	0.6239127
sal + temp	Pacific	(28.05,28.1]	0.1146219	0.0793318	0.1499119
sal + temp	Pacific	(28.1, Inf]	-0.1505236	-0.2996162	-0.0014310
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2431474	-0.2671005	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2537414	-0.2729637	-0.2345191
temp + aou	Atlantic	(26.75,27]	-0.0150127	-0.0657497	0.0357243
temp + aou	Atlantic	(27,27.25]	0.0963169	0.0283415	0.1642922
temp + aou	Atlantic	(27.25,27.5]	0.1093804	-0.1293722	0.3481329
temp + aou	Atlantic	(27.5,27.75]	-0.2267669	-0.2974235	-0.1561103
temp + aou	Atlantic	(27.75,27.85]	-0.2938773	-0.3178373	-0.2699172
temp + aou	Atlantic	(27.85,27.95]	-0.3638213	-0.3774241	-0.3502185
temp + aou	Atlantic	(27.95,28.05]	-0.4732632	-0.5221246	-0.4244017
temp + aou	Atlantic	(28.05,28.1]	-0.6256284	-0.6487040	-0.6025527
temp + aou	Atlantic	(28.1,28.15]	-0.6039178	-0.6864778	-0.5213578
temp + aou	Atlantic	(28.15,28.2]	-0.5636690	-0.7804732	-0.3468649
temp + aou	Atlantic	(28.2, Inf]	0.3270497	0.3143998	0.3396996
temp + aou	Indian	(-Inf,26]	-0.3249686	-0.3588739	-0.2910633
temp + aou	Indian	(26,26.5]	-0.5321740	-0.5709265	-0.4934216
temp + aou	Indian	(26.5,26.75]	-0.0326366	-0.2035918	0.1383186
temp + aou	Indian	(26.75,27]	0.3723711	0.2033877	0.5413544
temp + aou	Indian	(27,27.25]	0.7697132	0.7229441	0.8164823
temp + aou	Indian	(27.25,27.5]	0.8833219	0.8625460	0.9040979
temp + aou	Indian	(27.5,27.75]	0.9128761	0.8950038	0.9307484
temp + aou	Indian	(27.75,27.85]	0.9378658	0.9234669	0.9522647
temp + aou	Indian	(27.85,27.95]	0.9133768	0.8993680	0.9273856
temp + aou	Indian	(27.95,28.05]	0.7997140	0.7881098	0.8113182
temp + aou	Indian	(28.05,28.1]	0.5852006	0.5619054	0.6084959
temp + aou	Indian	(28.1, Inf]	0.8372617	0.7993012	0.8752221
temp + aou	Pacific	(-Inf,26]	-0.2733806	-0.2802359	-0.2665253
temp + aou	Pacific	(26,26.5]	-0.1094764	-0.1684936	-0.0504592
temp + aou	Pacific	(26.5,26.75]	0.2248607	0.1662142	0.2835071
temp + aou	Pacific	(26.75,27]	-0.1132597	-0.1370708	-0.0894486
temp + aou	Pacific	(27,27.25]	-0.2665788	-0.2676759	-0.2654816
temp + aou	Pacific	(27.25,27.5]	-0.0512710	-0.0609605	-0.0415816
temp + aou	Pacific	(27.5,27.75]	0.2013762	0.0540038	0.3487486
temp + aou	Pacific	(27.75,27.85]	0.2116069	0.0291829	0.3940310
temp + aou	Pacific	(27.85,27.95]	0.1610185	-0.0951144	0.4171514
temp + aou	Pacific	(27.95,28.05]	0.0185600	-0.2355215	0.2726416
temp + aou	Pacific	(28.05,28.1]	0.0567937	-0.1494244	0.2630117
temp + aou	Pacific	(28.1, Inf]	0.8094551	0.7939117	0.8249986
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4757085	-0.5021547	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5131296	-0.5369649	-0.4892944
temp + nitrate	Atlantic	(26.75,27]	-0.3982085	-0.4482211	-0.3481959
temp + nitrate	Atlantic	(27,27.25]	-0.4448715	-0.5427897	-0.3469532
temp + nitrate	Atlantic	(27.25,27.5]	-0.5494351	-0.6697623	-0.4291079
temp + nitrate	Atlantic	(27.5,27.75]	-0.6799754	-0.7176394	-0.6423114
temp + nitrate	Atlantic	(27.75,27.85]	-0.6276202	-0.6412688	-0.6139715
temp + nitrate	Atlantic	(27.85,27.95]	-0.6527892	-0.6889864	-0.6165920
temp + nitrate	Atlantic	(27.95,28.05]	-0.7135832	-0.7294566	-0.6977097
temp + nitrate	Atlantic	(28.05,28.1]	-0.7750878	-0.7973449	-0.7528308
temp + nitrate	Atlantic	(28.1,28.15]	-0.7282249	-0.8021413	-0.6543086
temp + nitrate	Atlantic	(28.15,28.2]	-0.5903606	-0.8039351	-0.3767860
temp + nitrate	Atlantic	(28.2, Inf]	-0.0513219	-0.1427618	0.0401180
temp + nitrate	Indian	(-Inf,26]	-0.3755783	-0.4043056	-0.3468511
temp + nitrate	Indian	(26,26.5]	-0.6465665	-0.6527615	-0.6403715
temp + nitrate	Indian	(26.5,26.75]	-0.3084878	-0.4588244	-0.1581512
temp + nitrate	Indian	(26.75,27]	0.0046682	-0.2065201	0.2158565
temp + nitrate	Indian	(27,27.25]	0.3912933	0.2940936	0.4884929
temp + nitrate	Indian	(27.25,27.5]	0.6396575	0.5999430	0.6793719
temp + nitrate	Indian	(27.5,27.75]	0.7883438	0.7391552	0.8375324
temp + nitrate	Indian	(27.75,27.85]	0.7614063	0.7062161	0.8165965
temp + nitrate	Indian	(27.85,27.95]	0.6478350	0.5582102	0.7374598
temp + nitrate	Indian	(27.95,28.05]	0.3292635	0.1911052	0.4674219
temp + nitrate	Indian	(28.05,28.1]	0.1893470	-0.0171287	0.3958228
temp + nitrate	Indian	(28.1, Inf]	0.1701094	-0.0085738	0.3487925
temp + nitrate	Pacific	(-Inf,26]	-0.5429861	-0.5761817	-0.5097905
temp + nitrate	Pacific	(26,26.5]	-0.5464369	-0.5781040	-0.5147699
temp + nitrate	Pacific	(26.5,26.75]	-0.3312224	-0.4356858	-0.2267589
temp + nitrate	Pacific	(26.75,27]	-0.4443833	-0.4945213	-0.3942452
temp + nitrate	Pacific	(27,27.25]	-0.4240770	-0.4243027	-0.4238512
temp + nitrate	Pacific	(27.25,27.5]	-0.1345460	-0.1474824	-0.1216096
temp + nitrate	Pacific	(27.5,27.75]	0.1628681	0.0228002	0.3029360
temp + nitrate	Pacific	(27.75,27.85]	0.1875003	0.0160821	0.3589185
temp + nitrate	Pacific	(27.85,27.95]	0.1162268	-0.1193034	0.3517571
temp + nitrate	Pacific	(27.95,28.05]	-0.0480901	-0.2574146	0.1612344
temp + nitrate	Pacific	(28.05,28.1]	0.0073613	-0.1932362	0.2079589
temp + nitrate	Pacific	(28.1, Inf]	0.6544273	0.6461679	0.6626867
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0464463	-0.1013846	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0162076	-0.0190124	0.0514275
temp + oxygen	Atlantic	(26.75,27]	-0.2577757	-0.2696688	-0.2458827
temp + oxygen	Atlantic	(27,27.25]	-0.3549888	-0.3875502	-0.3224274
temp + oxygen	Atlantic	(27.25,27.5]	-0.4096733	-0.5866303	-0.2327162
temp + oxygen	Atlantic	(27.5,27.75]	-0.1576160	-0.2172458	-0.0979862
temp + oxygen	Atlantic	(27.75,27.85]	0.0052281	-0.0340856	0.0445417
temp + oxygen	Atlantic	(27.85,27.95]	0.1405999	0.1386701	0.1425296
temp + oxygen	Atlantic	(27.95,28.05]	0.2472214	0.1452507	0.3491920
temp + oxygen	Atlantic	(28.05,28.1]	0.4799540	0.4223117	0.5375963
temp + oxygen	Atlantic	(28.1,28.15]	0.4872382	0.3984070	0.5760695
temp + oxygen	Atlantic	(28.15,28.2]	0.4836144	0.2390735	0.7281552
temp + oxygen	Atlantic	(28.2, Inf]	-0.4954196	-0.5153159	-0.4755234
temp + oxygen	Indian	(-Inf,26]	0.2074239	0.1572976	0.2575503
temp + oxygen	Indian	(26,26.5]	0.4673356	0.4291174	0.5055538
temp + oxygen	Indian	(26.5,26.75]	-0.0526775	-0.2149520	0.1095970
temp + oxygen	Indian	(26.75,27]	-0.4643189	-0.6066578	-0.3219801
temp + oxygen	Indian	(27,27.25]	-0.8286026	-0.8616910	-0.7955141
temp + oxygen	Indian	(27.25,27.5]	-0.9191846	-0.9343605	-0.9040087
temp + oxygen	Indian	(27.5,27.75]	-0.9416939	-0.9551616	-0.9282262
temp + oxygen	Indian	(27.75,27.85]	-0.9609225	-0.9700350	-0.9518101
temp + oxygen	Indian	(27.85,27.95]	-0.9476336	-0.9558711	-0.9393960
temp + oxygen	Indian	(27.95,28.05]	-0.8710139	-0.8739756	-0.8680523
temp + oxygen	Indian	(28.05,28.1]	-0.6844477	-0.6910751	-0.6778203
temp + oxygen	Indian	(28.1, Inf]	-0.9035172	-0.9254714	-0.8815630
temp + oxygen	Pacific	(-Inf,26]	-0.2834975	-0.2976387	-0.2693564
temp + oxygen	Pacific	(26,26.5]	-0.1285378	-0.1981177	-0.0589579
temp + oxygen	Pacific	(26.5,26.75]	-0.4381626	-0.4846509	-0.3916744
temp + oxygen	Pacific	(26.75,27]	-0.0859853	-0.1021959	-0.0697748
temp + oxygen	Pacific	(27,27.25]	0.1642633	0.1608159	0.1677107
temp + oxygen	Pacific	(27.25,27.5]	-0.0382752	-0.0417842	-0.0347662
temp + oxygen	Pacific	(27.5,27.75]	-0.2896803	-0.4482692	-0.1310914
temp + oxygen	Pacific	(27.75,27.85]	-0.2868224	-0.4781778	-0.0954670
temp + oxygen	Pacific	(27.85,27.95]	-0.2312226	-0.4994042	0.0369591
temp + oxygen	Pacific	(27.95,28.05]	-0.0815797	-0.3516943	0.1885348
temp + oxygen	Pacific	(28.05,28.1]	-0.0911882	-0.3049686	0.1225922
temp + oxygen	Pacific	(28.1, Inf]	-0.8555782	-0.8734402	-0.8377161
temp + phosphate	Atlantic	(-Inf,26]	-0.4312768	-0.4724050	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.6778778	-0.6859232	-0.6698325
temp + phosphate	Atlantic	(26.5,26.75]	-0.6595892	-0.6770715	-0.6421070
temp + phosphate	Atlantic	(26.75,27]	-0.5349817	-0.5711782	-0.4987853
temp + phosphate	Atlantic	(27,27.25]	-0.5590229	-0.6367575	-0.4812884
temp + phosphate	Atlantic	(27.25,27.5]	-0.6427123	-0.7291722	-0.5562524
temp + phosphate	Atlantic	(27.5,27.75]	-0.7247576	-0.7551300	-0.6943852
temp + phosphate	Atlantic	(27.75,27.85]	-0.6619277	-0.6740984	-0.6497570
temp + phosphate	Atlantic	(27.85,27.95]	-0.6681421	-0.7062545	-0.6300297
temp + phosphate	Atlantic	(27.95,28.05]	-0.7242298	-0.7419197	-0.7065399
temp + phosphate	Atlantic	(28.05,28.1]	-0.7874926	-0.8096253	-0.7653600
temp + phosphate	Atlantic	(28.1,28.15]	-0.7482229	-0.8231887	-0.6732571
temp + phosphate	Atlantic	(28.15,28.2]	-0.6000478	-0.8106814	-0.3894142
temp + phosphate	Atlantic	(28.2, Inf]	-0.0573857	-0.1535691	0.0387976
temp + phosphate	Indian	(-Inf,26]	-0.3525238	-0.3988877	-0.3061598
temp + phosphate	Indian	(26,26.5]	-0.5906501	-0.6527314	-0.5285688
temp + phosphate	Indian	(26.5,26.75]	-0.2466743	-0.4461840	-0.0471647
temp + phosphate	Indian	(26.75,27]	0.0791717	-0.1743250	0.3326685
temp + phosphate	Indian	(27,27.25]	0.4917340	0.3469604	0.6365076
temp + phosphate	Indian	(27.25,27.5]	0.7186322	0.6508080	0.7864565
temp + phosphate	Indian	(27.5,27.75]	0.8351996	0.8023281	0.8680710
temp + phosphate	Indian	(27.75,27.85]	0.7912915	0.7538436	0.8287394
temp + phosphate	Indian	(27.85,27.95]	0.6346007	0.5615143	0.7076872
temp + phosphate	Indian	(27.95,28.05]	0.3417551	0.2346796	0.4488306
temp + phosphate	Indian	(28.05,28.1]	0.2178022	0.0388548	0.3967496
temp + phosphate	Indian	(28.1, Inf]	0.1628641	0.0342515	0.2914767
temp + phosphate	Pacific	(-Inf,26]	-0.4454196	-0.4638602	-0.4269791
temp + phosphate	Pacific	(26,26.5]	-0.4969462	-0.5031323	-0.4907601
temp + phosphate	Pacific	(26.5,26.75]	-0.3256682	-0.4072411	-0.2440953
temp + phosphate	Pacific	(26.75,27]	-0.4460425	-0.4983073	-0.3937776
temp + phosphate	Pacific	(27,27.25]	-0.4135620	-0.4182683	-0.4088557
temp + phosphate	Pacific	(27.25,27.5]	-0.1252631	-0.1299203	-0.1206058
temp + phosphate	Pacific	(27.5,27.75]	0.1662644	0.0331643	0.2993645
temp + phosphate	Pacific	(27.75,27.85]	0.1854580	0.0156851	0.3552310
temp + phosphate	Pacific	(27.85,27.95]	0.1126017	-0.1206743	0.3458778
temp + phosphate	Pacific	(27.95,28.05]	-0.0505370	-0.2615202	0.1604462
temp + phosphate	Pacific	(28.05,28.1]	0.0234123	-0.1624109	0.2092355
temp + phosphate	Pacific	(28.1, Inf]	0.6633830	0.6611987	0.6655673
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223244	-0.6232738	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5347515	-0.5499218	-0.5195811
temp + silicate	Atlantic	(26.75,27]	-0.4078225	-0.4710196	-0.3446255
temp + silicate	Atlantic	(27,27.25]	-0.5542004	-0.6128792	-0.4955217
temp + silicate	Atlantic	(27.25,27.5]	-0.7636542	-0.8068393	-0.7204691
temp + silicate	Atlantic	(27.5,27.75]	-0.8337522	-0.8395012	-0.8280032
temp + silicate	Atlantic	(27.75,27.85]	-0.7519880	-0.8138132	-0.6901628
temp + silicate	Atlantic	(27.85,27.95]	-0.7604357	-0.8009808	-0.7198907
temp + silicate	Atlantic	(27.95,28.05]	-0.7644654	-0.7741373	-0.7547935
temp + silicate	Atlantic	(28.05,28.1]	-0.7919901	-0.8017920	-0.7821882
temp + silicate	Atlantic	(28.1,28.15]	-0.7461487	-0.8149152	-0.6773823
temp + silicate	Atlantic	(28.15,28.2]	-0.5675461	-0.7820816	-0.3530105
temp + silicate	Atlantic	(28.2, Inf]	-0.0403155	-0.1209223	0.0402914
temp + silicate	Indian	(-Inf,26]	-0.5133353	-0.5709118	-0.4557588
temp + silicate	Indian	(26,26.5]	-0.6368662	-0.6538078	-0.6199247
temp + silicate	Indian	(26.5,26.75]	-0.1325008	-0.2633379	-0.0016636
temp + silicate	Indian	(26.75,27]	0.2743433	0.1183067	0.4303800
temp + silicate	Indian	(27,27.25]	0.5207135	0.4937185	0.5477084
temp + silicate	Indian	(27.25,27.5]	0.5755888	0.5653476	0.5858301
temp + silicate	Indian	(27.5,27.75]	0.6142056	0.6140722	0.6143389
temp + silicate	Indian	(27.75,27.85]	0.7245191	0.6364122	0.8126260
temp + silicate	Indian	(27.85,27.95]	0.6167330	0.5217097	0.7117563
temp + silicate	Indian	(27.95,28.05]	0.4337134	0.3353176	0.5321092
temp + silicate	Indian	(28.05,28.1]	0.3640604	0.2474757	0.4806450
temp + silicate	Indian	(28.1, Inf]	0.1475315	0.0818445	0.2132186
temp + silicate	Pacific	(-Inf,26]	-0.5945311	-0.6456509	-0.5434113
temp + silicate	Pacific	(26,26.5]	-0.7227096	-0.7512159	-0.6942033
temp + silicate	Pacific	(26.5,26.75]	-0.6958546	-0.7499790	-0.6417301
temp + silicate	Pacific	(26.75,27]	-0.7152455	-0.7384906	-0.6920005
temp + silicate	Pacific	(27,27.25]	-0.5794872	-0.5877345	-0.5712399
temp + silicate	Pacific	(27.25,27.5]	-0.3594320	-0.3819200	-0.3369440
temp + silicate	Pacific	(27.5,27.75]	-0.0855823	-0.1900540	0.0188894
temp + silicate	Pacific	(27.75,27.85]	0.0626159	-0.1131926	0.2384244
temp + silicate	Pacific	(27.85,27.95]	0.0172120	-0.2313548	0.2657788
temp + silicate	Pacific	(27.95,28.05]	-0.1427712	-0.4098264	0.1242839
temp + silicate	Pacific	(28.05,28.1]	0.0108440	-0.1865490	0.2082370
temp + silicate	Pacific	(28.1, Inf]	0.4307604	0.4096622	0.4518587

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
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
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
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6450fc1	jens-daniel-mueller	2022-01-05
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8900388	jens-daniel-mueller	2021-12-23
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a7c514b	jens-daniel-mueller	2021-12-07
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6a78608	jens-daniel-mueller	2021-12-02
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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
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d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
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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
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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]	0.4630337	0.4254655	0.5006019
aou	Atlantic	(26,26.5]	-0.3987818	-0.4820557	-0.3155078
aou	Atlantic	(26.5,26.75]	-0.5890584	-0.6009727	-0.5771441
aou	Atlantic	(26.75,27]	-0.4127909	-0.4372512	-0.3883306
aou	Atlantic	(27,27.25]	-0.3543251	-0.3736227	-0.3350274
aou	Atlantic	(27.25,27.5]	-0.3779034	-0.5326229	-0.2231840
aou	Atlantic	(27.5,27.75]	-0.7285348	-0.7360725	-0.7209972
aou	Atlantic	(27.75,27.85]	-0.8784474	-0.8991781	-0.8577166
aou	Atlantic	(27.85,27.95]	-0.9093621	-0.9194912	-0.8992331
aou	Atlantic	(27.95,28.05]	-0.8870660	-0.9192947	-0.8548374
aou	Atlantic	(28.05,28.1]	-0.9029072	-0.9139700	-0.8918444
aou	Atlantic	(28.1,28.15]	-0.9222135	-0.9243778	-0.9200492
aou	Atlantic	(28.15,28.2]	-0.9585719	-0.9600687	-0.9570751
aou	Atlantic	(28.2, Inf]	-0.7476674	-0.8360787	-0.6592562
aou	Indian	(-Inf,26]	-0.8512689	-0.8767066	-0.8258312
aou	Indian	(26,26.5]	-0.9725819	-0.9805805	-0.9645834
aou	Indian	(26.5,26.75]	-0.8741209	-0.8974401	-0.8508016
aou	Indian	(26.75,27]	-0.7328961	-0.8140445	-0.6517478
aou	Indian	(27,27.25]	-0.4714042	-0.6445166	-0.2982918
aou	Indian	(27.25,27.5]	-0.1157532	-0.1961769	-0.0353296
aou	Indian	(27.5,27.75]	0.0302424	-0.1364158	0.1969006
aou	Indian	(27.75,27.85]	-0.2107365	-0.3601536	-0.0613194
aou	Indian	(27.85,27.95]	-0.1632003	-0.3677129	0.0413123
aou	Indian	(27.95,28.05]	-0.2187350	-0.3515544	-0.0859156
aou	Indian	(28.05,28.1]	-0.2976066	-0.3979661	-0.1972471
aou	Indian	(28.1, Inf]	0.2720787	0.2298293	0.3143281
aou	Pacific	(-Inf,26]	-0.2449005	-0.2658962	-0.2239049
aou	Pacific	(26,26.5]	-0.7072535	-0.7371642	-0.6773427
aou	Pacific	(26.5,26.75]	-0.5006154	-0.5691489	-0.4320818
aou	Pacific	(26.75,27]	-0.7727839	-0.8396075	-0.7059603
aou	Pacific	(27,27.25]	-0.6709675	-0.7018710	-0.6400640
aou	Pacific	(27.25,27.5]	0.0840953	0.0309202	0.1372704
aou	Pacific	(27.5,27.75]	0.4113482	0.3176689	0.5050275
aou	Pacific	(27.75,27.85]	0.4730187	0.3949599	0.5510775
aou	Pacific	(27.85,27.95]	0.2961247	0.1400547	0.4521947
aou	Pacific	(27.95,28.05]	-0.1054525	-0.2574087	0.0465037
aou	Pacific	(28.05,28.1]	-0.3105168	-0.4497029	-0.1713306
aou	Pacific	(28.1, Inf]	-0.2197093	-0.2917079	-0.1477107
nitrate	Atlantic	(-Inf,26]	0.2168094	0.1874178	0.2462011
nitrate	Atlantic	(26,26.5]	-0.6120087	-0.6867416	-0.5372758
nitrate	Atlantic	(26.5,26.75]	-0.7864493	-0.8005235	-0.7723751
nitrate	Atlantic	(26.75,27]	-0.7704860	-0.8026229	-0.7383491
nitrate	Atlantic	(27,27.25]	-0.8156137	-0.8543609	-0.7768664
nitrate	Atlantic	(27.25,27.5]	-0.8999348	-0.9389734	-0.8608963
nitrate	Atlantic	(27.5,27.75]	-0.9777784	-0.9785804	-0.9769764
nitrate	Atlantic	(27.75,27.85]	-0.9803547	-0.9816475	-0.9790619
nitrate	Atlantic	(27.85,27.95]	-0.9685523	-0.9693253	-0.9677794
nitrate	Atlantic	(27.95,28.05]	-0.9535327	-0.9559841	-0.9510813
nitrate	Atlantic	(28.05,28.1]	-0.9439054	-0.9510859	-0.9367250
nitrate	Atlantic	(28.1,28.15]	-0.9524967	-0.9537811	-0.9512123
nitrate	Atlantic	(28.15,28.2]	-0.9784216	-0.9811552	-0.9756880
nitrate	Atlantic	(28.2, Inf]	-0.9696239	-0.9799484	-0.9592995
nitrate	Indian	(-Inf,26]	-0.8344318	-0.8544375	-0.8144261
nitrate	Indian	(26,26.5]	-0.9632472	-0.9708797	-0.9556146
nitrate	Indian	(26.5,26.75]	-0.9459797	-0.9520120	-0.9399475
nitrate	Indian	(26.75,27]	-0.8918876	-0.9012258	-0.8825493
nitrate	Indian	(27,27.25]	-0.7189653	-0.7545120	-0.6834187
nitrate	Indian	(27.25,27.5]	-0.2430290	-0.2693023	-0.2167557
nitrate	Indian	(27.5,27.75]	0.0073133	-0.1338759	0.1485025
nitrate	Indian	(27.75,27.85]	-0.3416916	-0.4806372	-0.2027459
nitrate	Indian	(27.85,27.95]	-0.4330138	-0.5537117	-0.3123158
nitrate	Indian	(27.95,28.05]	-0.5996175	-0.6187100	-0.5805251
nitrate	Indian	(28.05,28.1]	-0.5374624	-0.5506885	-0.5242362
nitrate	Indian	(28.1, Inf]	-0.2388622	-0.3445814	-0.1331429
nitrate	Pacific	(-Inf,26]	-0.3099189	-0.3139757	-0.3058621
nitrate	Pacific	(26,26.5]	-0.8885004	-0.9044642	-0.8725366
nitrate	Pacific	(26.5,26.75]	-0.8294841	-0.8493957	-0.8095725
nitrate	Pacific	(26.75,27]	-0.8936979	-0.9159623	-0.8714336
nitrate	Pacific	(27,27.25]	-0.7166481	-0.7397112	-0.6935850
nitrate	Pacific	(27.25,27.5]	0.0062139	-0.0471695	0.0595973
nitrate	Pacific	(27.5,27.75]	0.3294992	0.2385400	0.4204584
nitrate	Pacific	(27.75,27.85]	0.4241028	0.3517445	0.4964611
nitrate	Pacific	(27.85,27.95]	0.2574322	0.1140762	0.4007882
nitrate	Pacific	(27.95,28.05]	-0.1550726	-0.3088605	-0.0012848
nitrate	Pacific	(28.05,28.1]	-0.3363743	-0.4758197	-0.1969289
nitrate	Pacific	(28.1, Inf]	-0.2929443	-0.3568986	-0.2289899
oxygen	Atlantic	(-Inf,26]	-0.3670572	-0.4356656	-0.2984487
oxygen	Atlantic	(26,26.5]	0.1751395	0.0656604	0.2846185
oxygen	Atlantic	(26.5,26.75]	0.4065391	0.3923209	0.4207572
oxygen	Atlantic	(26.75,27]	0.2159328	0.2067987	0.2250668
oxygen	Atlantic	(27,27.25]	0.1287226	0.1185208	0.1389244
oxygen	Atlantic	(27.25,27.5]	0.1018398	-0.0267889	0.2304684
oxygen	Atlantic	(27.5,27.75]	0.4448211	0.4434998	0.4461424
oxygen	Atlantic	(27.75,27.85]	0.7196884	0.6790413	0.7603355
oxygen	Atlantic	(27.85,27.95]	0.8124542	0.7890938	0.8358146
oxygen	Atlantic	(27.95,28.05]	0.7875179	0.7081205	0.8669153
oxygen	Atlantic	(28.05,28.1]	0.8568766	0.8196795	0.8940738
oxygen	Atlantic	(28.1,28.15]	0.8926206	0.8864864	0.8987547
oxygen	Atlantic	(28.15,28.2]	0.9552105	0.9545488	0.9558722
oxygen	Atlantic	(28.2, Inf]	0.6417026	0.5265534	0.7568517
oxygen	Indian	(-Inf,26]	0.8902829	0.8640294	0.9165364
oxygen	Indian	(26,26.5]	0.9687568	0.9614532	0.9760604
oxygen	Indian	(26.5,26.75]	0.8371682	0.8060170	0.8683194
oxygen	Indian	(26.75,27]	0.6680621	0.5623486	0.7737757
oxygen	Indian	(27,27.25]	0.4016302	0.2014365	0.6018239
oxygen	Indian	(27.25,27.5]	0.0886740	-0.0123594	0.1897073
oxygen	Indian	(27.5,27.75]	-0.0057539	-0.1756393	0.1641316
oxygen	Indian	(27.75,27.85]	0.2062378	0.0581480	0.3543276
oxygen	Indian	(27.85,27.95]	0.1246550	-0.0845105	0.3338205
oxygen	Indian	(27.95,28.05]	0.1435190	-0.0023417	0.2893797
oxygen	Indian	(28.05,28.1]	0.2428830	0.1120311	0.3737349
oxygen	Indian	(28.1, Inf]	-0.3342042	-0.3644458	-0.3039626
oxygen	Pacific	(-Inf,26]	0.4137036	0.3425971	0.4848100
oxygen	Pacific	(26,26.5]	0.5534203	0.5028562	0.6039843
oxygen	Pacific	(26.5,26.75]	0.3220543	0.2387370	0.4053716
oxygen	Pacific	(26.75,27]	0.6748893	0.5860404	0.7637383
oxygen	Pacific	(27,27.25]	0.6672507	0.6317028	0.7027986
oxygen	Pacific	(27.25,27.5]	-0.0411340	-0.0987033	0.0164353
oxygen	Pacific	(27.5,27.75]	-0.3600678	-0.4649566	-0.2551790
oxygen	Pacific	(27.75,27.85]	-0.4340437	-0.5181008	-0.3499866
oxygen	Pacific	(27.85,27.95]	-0.2679806	-0.4304756	-0.1054857
oxygen	Pacific	(27.95,28.05]	0.1072074	-0.0399747	0.2543895
oxygen	Pacific	(28.05,28.1]	0.3024740	0.1646941	0.4402539
oxygen	Pacific	(28.1, Inf]	0.1954994	0.1251907	0.2658081
phosphate	Atlantic	(-Inf,26]	-0.0078134	-0.0725173	0.0568905
phosphate	Atlantic	(26,26.5]	-0.7840807	-0.8247567	-0.7434048
phosphate	Atlantic	(26.5,26.75]	-0.8781259	-0.8870528	-0.8691991
phosphate	Atlantic	(26.75,27]	-0.8547686	-0.8723325	-0.8372047
phosphate	Atlantic	(27,27.25]	-0.8881661	-0.9106512	-0.8656810
phosphate	Atlantic	(27.25,27.5]	-0.9456558	-0.9644575	-0.9268541
phosphate	Atlantic	(27.5,27.75]	-0.9880499	-0.9888528	-0.9872469
phosphate	Atlantic	(27.75,27.85]	-0.9855648	-0.9870561	-0.9840735
phosphate	Atlantic	(27.85,27.95]	-0.9736168	-0.9768650	-0.9703686
phosphate	Atlantic	(27.95,28.05]	-0.9602675	-0.9610425	-0.9594926
phosphate	Atlantic	(28.05,28.1]	-0.9516996	-0.9544863	-0.9489129
phosphate	Atlantic	(28.1,28.15]	-0.9589052	-0.9594489	-0.9583615
phosphate	Atlantic	(28.15,28.2]	-0.9804997	-0.9833526	-0.9776467
phosphate	Atlantic	(28.2, Inf]	-0.9768733	-0.9857597	-0.9679868
phosphate	Indian	(-Inf,26]	-0.8543171	-0.8848813	-0.8237529
phosphate	Indian	(26,26.5]	-0.9791343	-0.9882135	-0.9700552
phosphate	Indian	(26.5,26.75]	-0.9601764	-0.9676338	-0.9527191
phosphate	Indian	(26.75,27]	-0.9068707	-0.9318886	-0.8818528
phosphate	Indian	(27,27.25]	-0.7505943	-0.8261536	-0.6750351
phosphate	Indian	(27.25,27.5]	-0.3349989	-0.3768970	-0.2931009
phosphate	Indian	(27.5,27.75]	-0.1091028	-0.2660149	0.0478092
phosphate	Indian	(27.75,27.85]	-0.4268332	-0.5436952	-0.3099713
phosphate	Indian	(27.85,27.95]	-0.4951733	-0.6108515	-0.3794951
phosphate	Indian	(27.95,28.05]	-0.6297776	-0.6567612	-0.6027939
phosphate	Indian	(28.05,28.1]	-0.5771814	-0.5966361	-0.5577266
phosphate	Indian	(28.1, Inf]	-0.3500623	-0.4469462	-0.2531784
phosphate	Pacific	(-Inf,26]	-0.3749349	-0.3841333	-0.3657365
phosphate	Pacific	(26,26.5]	-0.9218860	-0.9233497	-0.9204222
phosphate	Pacific	(26.5,26.75]	-0.8780960	-0.8943581	-0.8618338
phosphate	Pacific	(26.75,27]	-0.9199389	-0.9355717	-0.9043062
phosphate	Pacific	(27,27.25]	-0.7361268	-0.7554800	-0.7167736
phosphate	Pacific	(27.25,27.5]	-0.0082209	-0.0610760	0.0446343
phosphate	Pacific	(27.5,27.75]	0.3071865	0.2209580	0.3934151
phosphate	Pacific	(27.75,27.85]	0.3857972	0.3150965	0.4564980
phosphate	Pacific	(27.85,27.95]	0.2071159	0.0664999	0.3477319
phosphate	Pacific	(27.95,28.05]	-0.2393046	-0.3699223	-0.1086868
phosphate	Pacific	(28.05,28.1]	-0.4519621	-0.5572477	-0.3466766
phosphate	Pacific	(28.1, Inf]	-0.3941366	-0.4376581	-0.3506151
sal	Atlantic	(-Inf,26]	0.1548759	0.0823831	0.2273686
sal	Atlantic	(26,26.5]	0.8168346	0.8014278	0.8322413
sal	Atlantic	(26.5,26.75]	0.8499282	0.8267230	0.8731333
sal	Atlantic	(26.75,27]	0.8019525	0.7972873	0.8066178
sal	Atlantic	(27,27.25]	0.8394870	0.8156764	0.8632976
sal	Atlantic	(27.25,27.5]	0.8439936	0.8225017	0.8654856
sal	Atlantic	(27.5,27.75]	0.8137660	0.8017333	0.8257987
sal	Atlantic	(27.75,27.85]	0.7036940	0.6768313	0.7305566
sal	Atlantic	(27.85,27.95]	0.6565517	0.6045885	0.7085148
sal	Atlantic	(27.95,28.05]	0.7294477	0.6704727	0.7884227
sal	Atlantic	(28.05,28.1]	0.7729098	0.7434497	0.8023699
sal	Atlantic	(28.1,28.15]	0.7941800	0.7624817	0.8258783
sal	Atlantic	(28.15,28.2]	0.9054696	0.8978575	0.9130816
sal	Atlantic	(28.2, Inf]	0.9366858	0.9166851	0.9566866
sal	Indian	(-Inf,26]	0.5712605	0.2785507	0.8639702
sal	Indian	(26,26.5]	0.7393280	0.6569453	0.8217107
sal	Indian	(26.5,26.75]	0.4451026	0.2205045	0.6697008
sal	Indian	(26.75,27]	0.0990027	-0.2324584	0.4304638
sal	Indian	(27,27.25]	-0.1731041	-0.4822320	0.1360239
sal	Indian	(27.25,27.5]	-0.1370522	-0.3404080	0.0663036
sal	Indian	(27.5,27.75]	-0.0184273	-0.2936479	0.2567933
sal	Indian	(27.75,27.85]	-0.1582766	-0.3551204	0.0385671
sal	Indian	(27.85,27.95]	0.0220686	-0.2340440	0.2781813
sal	Indian	(27.95,28.05]	0.2338254	0.0447703	0.4228805
sal	Indian	(28.05,28.1]	0.2382857	0.0322982	0.4442731
sal	Indian	(28.1, Inf]	0.4812979	0.4435014	0.5190944
sal	Pacific	(-Inf,26]	0.0606542	0.0512138	0.0700945
sal	Pacific	(26,26.5]	0.5877449	0.5661755	0.6093143
sal	Pacific	(26.5,26.75]	0.5621235	0.4613880	0.6628590
sal	Pacific	(26.75,27]	0.4695065	0.3589482	0.5800647
sal	Pacific	(27,27.25]	0.0378093	-0.0145760	0.0901946
sal	Pacific	(27.25,27.5]	-0.5872040	-0.6037329	-0.5706752
sal	Pacific	(27.5,27.75]	-0.3594203	-0.3631660	-0.3556746
sal	Pacific	(27.75,27.85]	-0.3979099	-0.4974906	-0.2983293
sal	Pacific	(27.85,27.95]	-0.2739430	-0.3367325	-0.2111535
sal	Pacific	(27.95,28.05]	0.1935804	0.1319634	0.2551973
sal	Pacific	(28.05,28.1]	0.3927660	0.3074834	0.4780486
sal	Pacific	(28.1, Inf]	0.2841357	0.2771203	0.2911511
silicate	Atlantic	(-Inf,26]	-0.0447133	-0.0495101	-0.0399164
silicate	Atlantic	(26,26.5]	-0.7536278	-0.7960522	-0.7112035
silicate	Atlantic	(26.5,26.75]	-0.7815128	-0.8046432	-0.7583824
silicate	Atlantic	(26.75,27]	-0.6800576	-0.6933634	-0.6667518
silicate	Atlantic	(27,27.25]	-0.8150543	-0.8275690	-0.8025396
silicate	Atlantic	(27.25,27.5]	-0.8767184	-0.8974402	-0.8559965
silicate	Atlantic	(27.5,27.75]	-0.8651117	-0.8896865	-0.8405368
silicate	Atlantic	(27.75,27.85]	-0.9065361	-0.9227729	-0.8902993
silicate	Atlantic	(27.85,27.95]	-0.9157347	-0.9221550	-0.9093143
silicate	Atlantic	(27.95,28.05]	-0.9198526	-0.9211082	-0.9185969
silicate	Atlantic	(28.05,28.1]	-0.9231623	-0.9293808	-0.9169437
silicate	Atlantic	(28.1,28.15]	-0.9407430	-0.9424026	-0.9390834
silicate	Atlantic	(28.15,28.2]	-0.9737363	-0.9792025	-0.9682701
silicate	Atlantic	(28.2, Inf]	-0.9523188	-0.9746057	-0.9300319
silicate	Indian	(-Inf,26]	-0.7573574	-0.8002098	-0.7145050
silicate	Indian	(26,26.5]	-0.9449551	-0.9503817	-0.9395285
silicate	Indian	(26.5,26.75]	-0.8798048	-0.8982865	-0.8613231
silicate	Indian	(26.75,27]	-0.7681105	-0.8369214	-0.6992996
silicate	Indian	(27,27.25]	-0.6091716	-0.7150638	-0.5032794
silicate	Indian	(27.25,27.5]	-0.1324094	-0.1785316	-0.0862872
silicate	Indian	(27.5,27.75]	0.2229781	0.1836785	0.2622776
silicate	Indian	(27.75,27.85]	-0.1678715	-0.2317239	-0.1040192
silicate	Indian	(27.85,27.95]	-0.2780750	-0.3912677	-0.1648822
silicate	Indian	(27.95,28.05]	-0.4167763	-0.4633445	-0.3702080
silicate	Indian	(28.05,28.1]	-0.4382107	-0.4786123	-0.3978091
silicate	Indian	(28.1, Inf]	-0.2551577	-0.3276727	-0.1826427
silicate	Pacific	(-Inf,26]	-0.2886419	-0.2916476	-0.2856362
silicate	Pacific	(26,26.5]	-0.7957390	-0.7996201	-0.7918579
silicate	Pacific	(26.5,26.75]	-0.7347853	-0.7626537	-0.7069169
silicate	Pacific	(26.75,27]	-0.7302854	-0.7557716	-0.7047991
silicate	Pacific	(27,27.25]	-0.4931891	-0.4965581	-0.4898202
silicate	Pacific	(27.25,27.5]	0.3556311	0.3244907	0.3867714
silicate	Pacific	(27.5,27.75]	0.6229702	0.5710820	0.6748584
silicate	Pacific	(27.75,27.85]	0.5591437	0.4913069	0.6269806
silicate	Pacific	(27.85,27.95]	0.3212979	0.1749719	0.4676240
silicate	Pacific	(27.95,28.05]	-0.1192302	-0.2757566	0.0372962
silicate	Pacific	(28.05,28.1]	-0.3390778	-0.4847268	-0.1934289
silicate	Pacific	(28.1, Inf]	-0.3196353	-0.4042388	-0.2350318
temp	Atlantic	(-Inf,26]	-0.2606450	-0.3690619	-0.1522282
temp	Atlantic	(26,26.5]	0.7930174	0.7878895	0.7981453
temp	Atlantic	(26.5,26.75]	0.8315039	0.7922474	0.8707603
temp	Atlantic	(26.75,27]	0.7168239	0.6922056	0.7414423
temp	Atlantic	(27,27.25]	0.7821185	0.7579204	0.8063166
temp	Atlantic	(27.25,27.5]	0.7919714	0.7699698	0.8139730
temp	Atlantic	(27.5,27.75]	0.7485797	0.7178834	0.7792760
temp	Atlantic	(27.75,27.85]	0.6536950	0.6401453	0.6672447
temp	Atlantic	(27.85,27.95]	0.6188515	0.5846975	0.6530054
temp	Atlantic	(27.95,28.05]	0.6679586	0.6314074	0.7045099
temp	Atlantic	(28.05,28.1]	0.6853178	0.6421129	0.7285227
temp	Atlantic	(28.1,28.15]	0.6408631	0.5504894	0.7312368
temp	Atlantic	(28.15,28.2]	0.4984574	0.2884784	0.7084365
temp	Atlantic	(28.2, Inf]	0.1286963	0.0094152	0.2479774
temp	Indian	(-Inf,26]	-0.0944727	-0.0968914	-0.0920540
temp	Indian	(26,26.5]	0.5256581	0.5042543	0.5470618
temp	Indian	(26.5,26.75]	0.3925843	0.1999715	0.5851970
temp	Indian	(26.75,27]	0.2415878	-0.0534918	0.5366675
temp	Indian	(27,27.25]	0.0531401	-0.2641811	0.3704613
temp	Indian	(27.25,27.5]	0.0322616	-0.1762959	0.2408192
temp	Indian	(27.5,27.75]	-0.1079282	-0.2804956	0.0646393
temp	Indian	(27.75,27.85]	-0.1865040	-0.3267985	-0.0462095
temp	Indian	(27.85,27.95]	0.0070892	-0.2054409	0.2196193
temp	Indian	(27.95,28.05]	0.1541066	0.0039000	0.3043132
temp	Indian	(28.05,28.1]	0.1049859	-0.0807361	0.2907079
temp	Indian	(28.1, Inf]	0.4555666	0.4443116	0.4668217
temp	Pacific	(-Inf,26]	-0.3929189	-0.4799199	-0.3059178
temp	Pacific	(26,26.5]	0.6230699	0.6071183	0.6390216
temp	Pacific	(26.5,26.75]	0.5854523	0.4918076	0.6790969
temp	Pacific	(26.75,27]	0.4950509	0.3924072	0.5976945
temp	Pacific	(27,27.25]	0.1899318	0.1502695	0.2295941
temp	Pacific	(27.25,27.5]	-0.4737474	-0.4883393	-0.4591556
temp	Pacific	(27.5,27.75]	-0.4465678	-0.4734340	-0.4197017
temp	Pacific	(27.75,27.85]	-0.3700888	-0.4658543	-0.2743233
temp	Pacific	(27.85,27.95]	-0.3488228	-0.4105792	-0.2870664
temp	Pacific	(27.95,28.05]	-0.1267306	-0.1673857	-0.0860756
temp	Pacific	(28.05,28.1]	-0.0666719	-0.1210909	-0.0122528
temp	Pacific	(28.1, Inf]	-0.0929094	-0.1541680	-0.0316507

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