eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-06-16

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

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R Markdown file: up-to-date

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: de2943b

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 de2943b. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
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html	42feabc	jens-daniel-mueller	2022-05-23	Build site.
html	7290e93	jens-daniel-mueller	2022-05-20	Build site.
Rmd	f3895c6	jens-daniel-mueller	2022-05-20	testrun with annual CESM subset from RECCAP2
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html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
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html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
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Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
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
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
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
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
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]	0.8802999	0.8748928	0.8857069
aou + nitrate	Atlantic	(26,26.5]	0.7938284	0.7517479	0.8359089
aou + nitrate	Atlantic	(26.5,26.75]	0.7412375	0.7209676	0.7615075
aou + nitrate	Atlantic	(26.75,27]	0.8044035	0.7912525	0.8175545
aou + nitrate	Atlantic	(27,27.25]	0.7836583	0.7790016	0.7883150
aou + nitrate	Atlantic	(27.25,27.5]	0.7364089	0.7028491	0.7699686
aou + nitrate	Atlantic	(27.5,27.75]	0.7850595	0.7746065	0.7955126
aou + nitrate	Atlantic	(27.75,27.85]	0.8403452	0.8178140	0.8628763
aou + nitrate	Atlantic	(27.85,27.95]	0.8880975	0.8652071	0.9109878
aou + nitrate	Atlantic	(27.95,28.05]	0.8989364	0.8694689	0.9284040
aou + nitrate	Atlantic	(28.05,28.1]	0.9479692	0.9474756	0.9484628
aou + nitrate	Atlantic	(28.1,28.15]	0.9679411	0.9611878	0.9746943
aou + nitrate	Atlantic	(28.15,28.2]	0.9869746	0.9852254	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8441459	0.7927674	0.8955245
aou + nitrate	Indian	(-Inf,26]	0.9848692	0.9837524	0.9859861
aou + nitrate	Indian	(26,26.5]	0.8779938	0.8632622	0.8927254
aou + nitrate	Indian	(26.5,26.75]	0.7948340	0.7832377	0.8064303
aou + nitrate	Indian	(26.75,27]	0.8004313	0.7773439	0.8235188
aou + nitrate	Indian	(27,27.25]	0.8166178	0.7699316	0.8633039
aou + nitrate	Indian	(27.25,27.5]	0.9397625	0.9239113	0.9556138
aou + nitrate	Indian	(27.5,27.75]	0.9578836	0.9485839	0.9671833
aou + nitrate	Indian	(27.75,27.85]	0.9266468	0.9149160	0.9383775
aou + nitrate	Indian	(27.85,27.95]	0.8739560	0.8486409	0.8992711
aou + nitrate	Indian	(27.95,28.05]	0.8025232	0.7354928	0.8695536
aou + nitrate	Indian	(28.05,28.1]	0.9054460	0.8494837	0.9614083
aou + nitrate	Indian	(28.1, Inf]	0.5896678	0.5445350	0.6348006
aou + nitrate	Pacific	(-Inf,26]	0.6625753	0.6513353	0.6738152
aou + nitrate	Pacific	(26,26.5]	0.7217379	0.6755213	0.7679545
aou + nitrate	Pacific	(26.5,26.75]	0.7504095	0.6784884	0.8223306
aou + nitrate	Pacific	(26.75,27]	0.9086312	0.8961949	0.9210675
aou + nitrate	Pacific	(27,27.25]	0.9679731	0.9643859	0.9715603
aou + nitrate	Pacific	(27.25,27.5]	0.9827034	0.9823412	0.9830656
aou + nitrate	Pacific	(27.5,27.75]	0.9857434	0.9854799	0.9860069
aou + nitrate	Pacific	(27.75,27.85]	0.9901688	0.9898529	0.9904847
aou + nitrate	Pacific	(27.85,27.95]	0.9886915	0.9872808	0.9901023
aou + nitrate	Pacific	(27.95,28.05]	0.9787904	0.9741559	0.9834249
aou + nitrate	Pacific	(28.05,28.1]	0.9773111	0.9664262	0.9881960
aou + nitrate	Pacific	(28.1, Inf]	0.9577463	0.9510760	0.9644166
aou + oxygen	Atlantic	(-Inf,26]	-0.7489573	-0.7739752	-0.7239394
aou + oxygen	Atlantic	(26,26.5]	-0.8955899	-0.8962368	-0.8949430
aou + oxygen	Atlantic	(26.5,26.75]	-0.9384748	-0.9421451	-0.9348045
aou + oxygen	Atlantic	(26.75,27]	-0.9565297	-0.9618779	-0.9511814
aou + oxygen	Atlantic	(27,27.25]	-0.9620202	-0.9737012	-0.9503393
aou + oxygen	Atlantic	(27.25,27.5]	-0.9547299	-0.9720341	-0.9374257
aou + oxygen	Atlantic	(27.5,27.75]	-0.9420592	-0.9514213	-0.9326970
aou + oxygen	Atlantic	(27.75,27.85]	-0.9438215	-0.9468641	-0.9407789
aou + oxygen	Atlantic	(27.85,27.95]	-0.9619584	-0.9699267	-0.9539900
aou + oxygen	Atlantic	(27.95,28.05]	-0.9545373	-0.9700522	-0.9390225
aou + oxygen	Atlantic	(28.05,28.1]	-0.9796650	-0.9817722	-0.9775578
aou + oxygen	Atlantic	(28.1,28.15]	-0.9887194	-0.9894198	-0.9880191
aou + oxygen	Atlantic	(28.15,28.2]	-0.9950220	-0.9965560	-0.9934879
aou + oxygen	Atlantic	(28.2, Inf]	-0.9814859	-0.9836903	-0.9792816
aou + oxygen	Indian	(-Inf,26]	-0.9705316	-0.9733804	-0.9676829
aou + oxygen	Indian	(26,26.5]	-0.9859834	-0.9878311	-0.9841358
aou + oxygen	Indian	(26.5,26.75]	-0.9799549	-0.9819190	-0.9779908
aou + oxygen	Indian	(26.75,27]	-0.9851209	-0.9913802	-0.9788617
aou + oxygen	Indian	(27,27.25]	-0.9927857	-0.9952144	-0.9903570
aou + oxygen	Indian	(27.25,27.5]	-0.9965820	-0.9976557	-0.9955082
aou + oxygen	Indian	(27.5,27.75]	-0.9976685	-0.9979575	-0.9973794
aou + oxygen	Indian	(27.75,27.85]	-0.9975302	-0.9976829	-0.9973776
aou + oxygen	Indian	(27.85,27.95]	-0.9957240	-0.9958106	-0.9956374
aou + oxygen	Indian	(27.95,28.05]	-0.9898383	-0.9914946	-0.9881819
aou + oxygen	Indian	(28.05,28.1]	-0.9913117	-0.9962050	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9851475	-0.9879182	-0.9823768
aou + oxygen	Pacific	(-Inf,26]	-0.7589294	-0.7700644	-0.7477943
aou + oxygen	Pacific	(26,26.5]	-0.9621228	-0.9632744	-0.9609713
aou + oxygen	Pacific	(26.5,26.75]	-0.9747978	-0.9776086	-0.9719869
aou + oxygen	Pacific	(26.75,27]	-0.9810031	-0.9812329	-0.9807732
aou + oxygen	Pacific	(27,27.25]	-0.9911639	-0.9941092	-0.9882185
aou + oxygen	Pacific	(27.25,27.5]	-0.9938866	-0.9962000	-0.9915732
aou + oxygen	Pacific	(27.5,27.75]	-0.9949951	-0.9956925	-0.9942976
aou + oxygen	Pacific	(27.75,27.85]	-0.9958459	-0.9969865	-0.9947053
aou + oxygen	Pacific	(27.85,27.95]	-0.9967152	-0.9981933	-0.9952371
aou + oxygen	Pacific	(27.95,28.05]	-0.9977939	-0.9987350	-0.9968528
aou + oxygen	Pacific	(28.05,28.1]	-0.9989913	-0.9991020	-0.9988805
aou + oxygen	Pacific	(28.1, Inf]	-0.9953791	-0.9962537	-0.9945046
aou + phosphate	Atlantic	(-Inf,26]	0.6813159	0.6780197	0.6846122
aou + phosphate	Atlantic	(26,26.5]	0.7028740	0.6702029	0.7355452
aou + phosphate	Atlantic	(26.5,26.75]	0.6504186	0.6056479	0.6951893
aou + phosphate	Atlantic	(26.75,27]	0.7345457	0.7262308	0.7428606
aou + phosphate	Atlantic	(27,27.25]	0.7077871	0.6940670	0.7215073
aou + phosphate	Atlantic	(27.25,27.5]	0.6705073	0.6151559	0.7258587
aou + phosphate	Atlantic	(27.5,27.75]	0.7499094	0.7352248	0.7645940
aou + phosphate	Atlantic	(27.75,27.85]	0.8108260	0.7849089	0.8367430
aou + phosphate	Atlantic	(27.85,27.95]	0.8754337	0.8448730	0.9059944
aou + phosphate	Atlantic	(27.95,28.05]	0.8902919	0.8556564	0.9249273
aou + phosphate	Atlantic	(28.05,28.1]	0.9426036	0.9422652	0.9429419
aou + phosphate	Atlantic	(28.1,28.15]	0.9639086	0.9604436	0.9673736
aou + phosphate	Atlantic	(28.15,28.2]	0.9865131	0.9851200	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8411705	0.7868006	0.8955403
aou + phosphate	Indian	(-Inf,26]	0.9845728	0.9842657	0.9848799
aou + phosphate	Indian	(26,26.5]	0.9018733	0.8933107	0.9104358
aou + phosphate	Indian	(26.5,26.75]	0.8247042	0.7902052	0.8592032
aou + phosphate	Indian	(26.75,27]	0.8482964	0.8103626	0.8862302
aou + phosphate	Indian	(27,27.25]	0.8685209	0.8246454	0.9123964
aou + phosphate	Indian	(27.25,27.5]	0.9554938	0.9428089	0.9681788
aou + phosphate	Indian	(27.5,27.75]	0.9726965	0.9711297	0.9742632
aou + phosphate	Indian	(27.75,27.85]	0.9324660	0.9267948	0.9381372
aou + phosphate	Indian	(27.85,27.95]	0.8721728	0.8551466	0.8891990
aou + phosphate	Indian	(27.95,28.05]	0.8195923	0.7646601	0.8745245
aou + phosphate	Indian	(28.05,28.1]	0.9131171	0.8650477	0.9611864
aou + phosphate	Indian	(28.1, Inf]	0.5854164	0.5563701	0.6144627
aou + phosphate	Pacific	(-Inf,26]	0.5746521	0.5604017	0.5889024
aou + phosphate	Pacific	(26,26.5]	0.7071910	0.6684693	0.7459127
aou + phosphate	Pacific	(26.5,26.75]	0.7599548	0.6894759	0.8304338
aou + phosphate	Pacific	(26.75,27]	0.9171025	0.9007044	0.9335005
aou + phosphate	Pacific	(27,27.25]	0.9744117	0.9723851	0.9764384
aou + phosphate	Pacific	(27.25,27.5]	0.9835422	0.9829938	0.9840905
aou + phosphate	Pacific	(27.5,27.75]	0.9849235	0.9844726	0.9853745
aou + phosphate	Pacific	(27.75,27.85]	0.9871943	0.9860588	0.9883297
aou + phosphate	Pacific	(27.85,27.95]	0.9860178	0.9858914	0.9861442
aou + phosphate	Pacific	(27.95,28.05]	0.9799480	0.9791807	0.9807153
aou + phosphate	Pacific	(28.05,28.1]	0.9762860	0.9708546	0.9817173
aou + phosphate	Pacific	(28.1, Inf]	0.9536560	0.9508137	0.9564983
aou + silicate	Atlantic	(-Inf,26]	0.3481484	0.3253520	0.3709449
aou + silicate	Atlantic	(26,26.5]	0.7408008	0.7335880	0.7480137
aou + silicate	Atlantic	(26.5,26.75]	0.8677513	0.8552465	0.8802562
aou + silicate	Atlantic	(26.75,27]	0.6686232	0.6367785	0.7004678
aou + silicate	Atlantic	(27,27.25]	0.3779411	0.3723194	0.3835628
aou + silicate	Atlantic	(27.25,27.5]	0.1284795	-0.0338096	0.2907687
aou + silicate	Atlantic	(27.5,27.75]	0.2572502	0.1219144	0.3925860
aou + silicate	Atlantic	(27.75,27.85]	0.5870589	0.4856460	0.6884718
aou + silicate	Atlantic	(27.85,27.95]	0.7755558	0.7201536	0.8309579
aou + silicate	Atlantic	(27.95,28.05]	0.8700759	0.8320871	0.9080646
aou + silicate	Atlantic	(28.05,28.1]	0.9482354	0.9462544	0.9502163
aou + silicate	Atlantic	(28.1,28.15]	0.9650677	0.9618866	0.9682488
aou + silicate	Atlantic	(28.15,28.2]	0.9858803	0.9854123	0.9863483
aou + silicate	Atlantic	(28.2, Inf]	0.8275383	0.7708758	0.8842008
aou + silicate	Indian	(-Inf,26]	0.9337075	0.9268957	0.9405192
aou + silicate	Indian	(26,26.5]	0.9287901	0.9184278	0.9391524
aou + silicate	Indian	(26.5,26.75]	0.9078845	0.8547904	0.9609785
aou + silicate	Indian	(26.75,27]	0.9316988	0.9084022	0.9549954
aou + silicate	Indian	(27,27.25]	0.7411738	0.7148413	0.7675062
aou + silicate	Indian	(27.25,27.5]	0.7486208	0.7088260	0.7884156
aou + silicate	Indian	(27.5,27.75]	0.8105871	0.7809787	0.8401955
aou + silicate	Indian	(27.75,27.85]	0.8498928	0.8091673	0.8906183
aou + silicate	Indian	(27.85,27.95]	0.8370193	0.7967983	0.8772402
aou + silicate	Indian	(27.95,28.05]	0.8584856	0.8213828	0.8955883
aou + silicate	Indian	(28.05,28.1]	0.9515066	0.9406044	0.9624087
aou + silicate	Indian	(28.1, Inf]	0.3668600	0.2994989	0.4342211
aou + silicate	Pacific	(-Inf,26]	0.3307041	0.3093897	0.3520185
aou + silicate	Pacific	(26,26.5]	0.3706326	0.3027270	0.4385382
aou + silicate	Pacific	(26.5,26.75]	0.3801793	0.3163091	0.4440496
aou + silicate	Pacific	(26.75,27]	0.7076230	0.6932755	0.7219704
aou + silicate	Pacific	(27,27.25]	0.8890050	0.8675447	0.9104653
aou + silicate	Pacific	(27.25,27.5]	0.8910483	0.8598115	0.9222850
aou + silicate	Pacific	(27.5,27.75]	0.9130489	0.8901207	0.9359771
aou + silicate	Pacific	(27.75,27.85]	0.9625475	0.9609020	0.9641930
aou + silicate	Pacific	(27.85,27.95]	0.9643927	0.9643522	0.9644331
aou + silicate	Pacific	(27.95,28.05]	0.9523983	0.9442295	0.9605671
aou + silicate	Pacific	(28.05,28.1]	0.9575948	0.9465386	0.9686509
aou + silicate	Pacific	(28.1, Inf]	0.8208111	0.7824440	0.8591782
nitrate + silicate	Atlantic	(-Inf,26]	0.4304110	0.4087676	0.4520543
nitrate + silicate	Atlantic	(26,26.5]	0.7164512	0.6786612	0.7542412
nitrate + silicate	Atlantic	(26.5,26.75]	0.7798996	0.7699953	0.7898040
nitrate + silicate	Atlantic	(26.75,27]	0.7479852	0.7474767	0.7484937
nitrate + silicate	Atlantic	(27,27.25]	0.6785254	0.6542054	0.7028455
nitrate + silicate	Atlantic	(27.25,27.5]	0.6069875	0.4758612	0.7381137
nitrate + silicate	Atlantic	(27.5,27.75]	0.7465390	0.6673193	0.8257587
nitrate + silicate	Atlantic	(27.75,27.85]	0.9067067	0.8783752	0.9350381
nitrate + silicate	Atlantic	(27.85,27.95]	0.9608028	0.9541506	0.9674551
nitrate + silicate	Atlantic	(27.95,28.05]	0.9829463	0.9824675	0.9834252
nitrate + silicate	Atlantic	(28.05,28.1]	0.9899224	0.9886439	0.9912009
nitrate + silicate	Atlantic	(28.1,28.15]	0.9891573	0.9874536	0.9908610
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930207	0.9927769	0.9932645
nitrate + silicate	Atlantic	(28.2, Inf]	0.9768627	0.9682545	0.9854709
nitrate + silicate	Indian	(-Inf,26]	0.9482899	0.9396695	0.9569103
nitrate + silicate	Indian	(26,26.5]	0.8820945	0.8799401	0.8842489
nitrate + silicate	Indian	(26.5,26.75]	0.8320868	0.8213112	0.8428624
nitrate + silicate	Indian	(26.75,27]	0.8592036	0.8353534	0.8830538
nitrate + silicate	Indian	(27,27.25]	0.8700813	0.8572609	0.8829016
nitrate + silicate	Indian	(27.25,27.5]	0.7758476	0.7548690	0.7968261
nitrate + silicate	Indian	(27.5,27.75]	0.7464772	0.6967356	0.7962188
nitrate + silicate	Indian	(27.75,27.85]	0.7862466	0.7517159	0.8207774
nitrate + silicate	Indian	(27.85,27.95]	0.8440019	0.8290355	0.8589684
nitrate + silicate	Indian	(27.95,28.05]	0.8922753	0.8852231	0.8993276
nitrate + silicate	Indian	(28.05,28.1]	0.9544693	0.9389078	0.9700308
nitrate + silicate	Indian	(28.1, Inf]	0.8145053	0.8090545	0.8199561
nitrate + silicate	Pacific	(-Inf,26]	0.8268971	0.8255901	0.8282041
nitrate + silicate	Pacific	(26,26.5]	0.7996369	0.7978996	0.8013743
nitrate + silicate	Pacific	(26.5,26.75]	0.7555578	0.7251685	0.7859471
nitrate + silicate	Pacific	(26.75,27]	0.8362019	0.8126924	0.8597115
nitrate + silicate	Pacific	(27,27.25]	0.9106823	0.8926886	0.9286760
nitrate + silicate	Pacific	(27.25,27.5]	0.8805637	0.8516286	0.9094988
nitrate + silicate	Pacific	(27.5,27.75]	0.8878936	0.8675500	0.9082372
nitrate + silicate	Pacific	(27.75,27.85]	0.9482620	0.9460863	0.9504378
nitrate + silicate	Pacific	(27.85,27.95]	0.9618753	0.9565589	0.9671917
nitrate + silicate	Pacific	(27.95,28.05]	0.9444894	0.9189956	0.9699831
nitrate + silicate	Pacific	(28.05,28.1]	0.9434716	0.9151251	0.9718181
nitrate + silicate	Pacific	(28.1, Inf]	0.9043990	0.8915506	0.9172474
oxygen + nitrate	Atlantic	(-Inf,26]	-0.5450625	-0.5756615	-0.5144635
oxygen + nitrate	Atlantic	(26,26.5]	-0.5384853	-0.5917043	-0.4852662
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.5318140	-0.5542658	-0.5093622
oxygen + nitrate	Atlantic	(26.75,27]	-0.6495215	-0.6875017	-0.6115414
oxygen + nitrate	Atlantic	(27,27.25]	-0.6168474	-0.6544916	-0.5792032
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5366357	-0.5430192	-0.5302522
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5540475	-0.5629051	-0.5451899
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.6244594	-0.6504179	-0.5985008
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7388274	-0.7949843	-0.6826706
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7383297	-0.8216665	-0.6549928
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8734045	-0.8802323	-0.8665766
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9266591	-0.9370331	-0.9162851
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9759929	-0.9790901	-0.9728957
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7488804	-0.8258038	-0.6719570
oxygen + nitrate	Indian	(-Inf,26]	-0.9410178	-0.9416748	-0.9403609
oxygen + nitrate	Indian	(26,26.5]	-0.7939222	-0.8048292	-0.7830153
oxygen + nitrate	Indian	(26.5,26.75]	-0.6676370	-0.6951502	-0.6401238
oxygen + nitrate	Indian	(26.75,27]	-0.6927248	-0.7465941	-0.6388555
oxygen + nitrate	Indian	(27,27.25]	-0.7499877	-0.8183132	-0.6816621
oxygen + nitrate	Indian	(27.25,27.5]	-0.9205528	-0.9427080	-0.8983975
oxygen + nitrate	Indian	(27.5,27.75]	-0.9527677	-0.9626273	-0.9429081
oxygen + nitrate	Indian	(27.75,27.85]	-0.9153678	-0.9291359	-0.9015996
oxygen + nitrate	Indian	(27.85,27.95]	-0.8361220	-0.8646537	-0.8075902
oxygen + nitrate	Indian	(27.95,28.05]	-0.7183750	-0.8036514	-0.6330986
oxygen + nitrate	Indian	(28.05,28.1]	-0.8492319	-0.9376721	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4540328	-0.5130172	-0.3950484
oxygen + nitrate	Pacific	(-Inf,26]	-0.1531326	-0.1594058	-0.1468594
oxygen + nitrate	Pacific	(26,26.5]	-0.5212447	-0.5808309	-0.4616584
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6004550	-0.6994523	-0.5014576
oxygen + nitrate	Pacific	(26.75,27]	-0.8212965	-0.8398993	-0.8026937
oxygen + nitrate	Pacific	(27,27.25]	-0.9348436	-0.9460316	-0.9236556
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9693136	-0.9718927	-0.9667345
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9789742	-0.9795234	-0.9784251
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9836272	-0.9847786	-0.9824758
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9811377	-0.9835312	-0.9787441
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9711479	-0.9715639	-0.9707318
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9718110	-0.9830869	-0.9605351
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9304853	-0.9436004	-0.9173702
oxygen + phosphate	Atlantic	(-Inf,26]	-0.2184143	-0.2502187	-0.1866099
oxygen + phosphate	Atlantic	(26,26.5]	-0.3858403	-0.4316652	-0.3400153
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.4006248	-0.4488458	-0.3524037
oxygen + phosphate	Atlantic	(26.75,27]	-0.5521347	-0.5873804	-0.5168890
oxygen + phosphate	Atlantic	(27,27.25]	-0.5188516	-0.5385809	-0.4991222
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4533429	-0.4680691	-0.4386167
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5031312	-0.5069955	-0.4992670
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.5818139	-0.6110212	-0.5526066
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7189842	-0.7857027	-0.6522657
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7247001	-0.8148137	-0.6345864
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8642978	-0.8708536	-0.8577419
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9185293	-0.9247928	-0.9122658
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9742881	-0.9773076	-0.9712685
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7447957	-0.8251258	-0.6644657
oxygen + phosphate	Indian	(-Inf,26]	-0.9390014	-0.9456657	-0.9323370
oxygen + phosphate	Indian	(26,26.5]	-0.8243292	-0.8434940	-0.8051644
oxygen + phosphate	Indian	(26.5,26.75]	-0.7043816	-0.7601554	-0.6486078
oxygen + phosphate	Indian	(26.75,27]	-0.7514589	-0.8227818	-0.6801360
oxygen + phosphate	Indian	(27,27.25]	-0.8118911	-0.8772961	-0.7464861
oxygen + phosphate	Indian	(27.25,27.5]	-0.9364904	-0.9562624	-0.9167184
oxygen + phosphate	Indian	(27.5,27.75]	-0.9647038	-0.9667900	-0.9626177
oxygen + phosphate	Indian	(27.75,27.85]	-0.9137984	-0.9194769	-0.9081199
oxygen + phosphate	Indian	(27.85,27.95]	-0.8296528	-0.8482877	-0.8110178
oxygen + phosphate	Indian	(27.95,28.05]	-0.7376113	-0.8094425	-0.6657801
oxygen + phosphate	Indian	(28.05,28.1]	-0.8599081	-0.9388267	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.4520580	-0.4943352	-0.4097808
oxygen + phosphate	Pacific	(-Inf,26]	-0.0595603	-0.0684781	-0.0506425
oxygen + phosphate	Pacific	(26,26.5]	-0.5008788	-0.5516913	-0.4500664
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6067002	-0.7034926	-0.5099078
oxygen + phosphate	Pacific	(26.75,27]	-0.8300945	-0.8537078	-0.8064811
oxygen + phosphate	Pacific	(27,27.25]	-0.9428740	-0.9521043	-0.9336437
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9673896	-0.9710483	-0.9637309
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9757962	-0.9771490	-0.9744433
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9794264	-0.9799329	-0.9789199
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9778128	-0.9818732	-0.9737523
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9722459	-0.9757012	-0.9687906
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9709738	-0.9757826	-0.9661650
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9272356	-0.9352376	-0.9192336
oxygen + silicate	Atlantic	(-Inf,26]	-0.2136408	-0.2244295	-0.2028520
oxygen + silicate	Atlantic	(26,26.5]	-0.4729887	-0.4884669	-0.4575104
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6960309	-0.7121308	-0.6799310
oxygen + silicate	Atlantic	(26.75,27]	-0.5244780	-0.5794439	-0.4695122
oxygen + silicate	Atlantic	(27,27.25]	-0.1926190	-0.2245904	-0.1606475
oxygen + silicate	Atlantic	(27.25,27.5]	0.1144647	0.0071133	0.2218160
oxygen + silicate	Atlantic	(27.5,27.75]	0.0448246	-0.0734604	0.1631096
oxygen + silicate	Atlantic	(27.75,27.85]	-0.3134029	-0.4312828	-0.1955231
oxygen + silicate	Atlantic	(27.85,27.95]	-0.5868401	-0.6840732	-0.4896071
oxygen + silicate	Atlantic	(27.95,28.05]	-0.6930392	-0.7871246	-0.5989538
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8710055	-0.8730045	-0.8690065
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9208639	-0.9272217	-0.9145060
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9773091	-0.9778313	-0.9767869
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7332423	-0.8139267	-0.6525579
oxygen + silicate	Indian	(-Inf,26]	-0.8880183	-0.8982833	-0.8777532
oxygen + silicate	Indian	(26,26.5]	-0.8849164	-0.8995032	-0.8703297
oxygen + silicate	Indian	(26.5,26.75]	-0.8382725	-0.9135277	-0.7630173
oxygen + silicate	Indian	(26.75,27]	-0.8765150	-0.9210395	-0.8319906
oxygen + silicate	Indian	(27,27.25]	-0.6682183	-0.7112861	-0.6251506
oxygen + silicate	Indian	(27.25,27.5]	-0.7078273	-0.7591479	-0.6565068
oxygen + silicate	Indian	(27.5,27.75]	-0.7833002	-0.8171241	-0.7494763
oxygen + silicate	Indian	(27.75,27.85]	-0.8254167	-0.8695633	-0.7812702
oxygen + silicate	Indian	(27.85,27.95]	-0.7959373	-0.8420967	-0.7497778
oxygen + silicate	Indian	(27.95,28.05]	-0.7914338	-0.8455596	-0.7373079
oxygen + silicate	Indian	(28.05,28.1]	-0.9150305	-0.9458221	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2273239	-0.2866461	-0.1680017
oxygen + silicate	Pacific	(-Inf,26]	0.1806965	0.1540180	0.2073751
oxygen + silicate	Pacific	(26,26.5]	-0.1387855	-0.2215057	-0.0560653
oxygen + silicate	Pacific	(26.5,26.75]	-0.1913036	-0.2753594	-0.1072477
oxygen + silicate	Pacific	(26.75,27]	-0.5750100	-0.5873749	-0.5626450
oxygen + silicate	Pacific	(27,27.25]	-0.8325259	-0.8674557	-0.7975962
oxygen + silicate	Pacific	(27.25,27.5]	-0.8436622	-0.8905016	-0.7968228
oxygen + silicate	Pacific	(27.5,27.75]	-0.8762752	-0.9074265	-0.8451240
oxygen + silicate	Pacific	(27.75,27.85]	-0.9421404	-0.9476247	-0.9366561
oxygen + silicate	Pacific	(27.85,27.95]	-0.9490001	-0.9534227	-0.9445774
oxygen + silicate	Pacific	(27.95,28.05]	-0.9378825	-0.9443350	-0.9314300
oxygen + silicate	Pacific	(28.05,28.1]	-0.9486009	-0.9599406	-0.9372611
oxygen + silicate	Pacific	(28.1, Inf]	-0.7705369	-0.8170658	-0.7240080
phosphate + nitrate	Atlantic	(-Inf,26]	0.8539813	0.8509761	0.8569866
phosphate + nitrate	Atlantic	(26,26.5]	0.9566024	0.9508586	0.9623463
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9742128	0.9728404	0.9755852
phosphate + nitrate	Atlantic	(26.75,27]	0.9823480	0.9819928	0.9827033
phosphate + nitrate	Atlantic	(27,27.25]	0.9852276	0.9818821	0.9885732
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9894800	0.9861802	0.9927798
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9936385	0.9931775	0.9940995
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9953633	0.9952443	0.9954823
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9950043	0.9945397	0.9954690
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9952522	0.9940362	0.9964681
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9944910	0.9925372	0.9964448
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9945194	0.9926784	0.9963603
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978430	0.9973982	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9956690	0.9956684	0.9956696
phosphate + nitrate	Indian	(-Inf,26]	0.9916029	0.9883524	0.9948535
phosphate + nitrate	Indian	(26,26.5]	0.9765497	0.9569491	0.9961504
phosphate + nitrate	Indian	(26.5,26.75]	0.9789172	0.9620988	0.9957355
phosphate + nitrate	Indian	(26.75,27]	0.9774017	0.9618917	0.9929116
phosphate + nitrate	Indian	(27,27.25]	0.9734020	0.9604820	0.9863221
phosphate + nitrate	Indian	(27.25,27.5]	0.9804023	0.9771777	0.9836269
phosphate + nitrate	Indian	(27.5,27.75]	0.9678338	0.9661905	0.9694770
phosphate + nitrate	Indian	(27.75,27.85]	0.9549328	0.9499916	0.9598739
phosphate + nitrate	Indian	(27.85,27.95]	0.9669133	0.9610294	0.9727973
phosphate + nitrate	Indian	(27.95,28.05]	0.9817148	0.9769492	0.9864804
phosphate + nitrate	Indian	(28.05,28.1]	0.9871173	0.9829883	0.9912463
phosphate + nitrate	Indian	(28.1, Inf]	0.9477419	0.9350168	0.9604670
phosphate + nitrate	Pacific	(-Inf,26]	0.9541660	0.9519832	0.9563488
phosphate + nitrate	Pacific	(26,26.5]	0.9597425	0.9536592	0.9658259
phosphate + nitrate	Pacific	(26.5,26.75]	0.9512155	0.9479489	0.9544820
phosphate + nitrate	Pacific	(26.75,27]	0.9815014	0.9811613	0.9818415
phosphate + nitrate	Pacific	(27,27.25]	0.9907192	0.9905002	0.9909382
phosphate + nitrate	Pacific	(27.25,27.5]	0.9929779	0.9925765	0.9933793
phosphate + nitrate	Pacific	(27.5,27.75]	0.9941701	0.9941451	0.9941950
phosphate + nitrate	Pacific	(27.75,27.85]	0.9929529	0.9920597	0.9938460
phosphate + nitrate	Pacific	(27.85,27.95]	0.9915096	0.9892839	0.9937352
phosphate + nitrate	Pacific	(27.95,28.05]	0.9806556	0.9697013	0.9916099
phosphate + nitrate	Pacific	(28.05,28.1]	0.9706388	0.9554188	0.9858587
phosphate + nitrate	Pacific	(28.1, Inf]	0.9774786	0.9735791	0.9813781
phosphate + silicate	Atlantic	(-Inf,26]	0.4541135	0.3824027	0.5258243
phosphate + silicate	Atlantic	(26,26.5]	0.7653618	0.7314662	0.7992574
phosphate + silicate	Atlantic	(26.5,26.75]	0.7645537	0.7521125	0.7769950
phosphate + silicate	Atlantic	(26.75,27]	0.7418070	0.7393241	0.7442898
phosphate + silicate	Atlantic	(27,27.25]	0.6938279	0.6775370	0.7101188
phosphate + silicate	Atlantic	(27.25,27.5]	0.6437136	0.5293784	0.7580487
phosphate + silicate	Atlantic	(27.5,27.75]	0.7791518	0.7128039	0.8454998
phosphate + silicate	Atlantic	(27.75,27.85]	0.9239910	0.9033049	0.9446771
phosphate + silicate	Atlantic	(27.85,27.95]	0.9680884	0.9656329	0.9705440
phosphate + silicate	Atlantic	(27.95,28.05]	0.9849730	0.9837060	0.9862401
phosphate + silicate	Atlantic	(28.05,28.1]	0.9909846	0.9896780	0.9922911
phosphate + silicate	Atlantic	(28.1,28.15]	0.9914006	0.9900851	0.9927161
phosphate + silicate	Atlantic	(28.15,28.2]	0.9930947	0.9921100	0.9940794
phosphate + silicate	Atlantic	(28.2, Inf]	0.9761664	0.9657257	0.9866070
phosphate + silicate	Indian	(-Inf,26]	0.9353721	0.9224725	0.9482717
phosphate + silicate	Indian	(26,26.5]	0.8880539	0.8870487	0.8890592
phosphate + silicate	Indian	(26.5,26.75]	0.8424220	0.8280147	0.8568293
phosphate + silicate	Indian	(26.75,27]	0.8898977	0.8606318	0.9191635
phosphate + silicate	Indian	(27,27.25]	0.8662876	0.8597855	0.8727898
phosphate + silicate	Indian	(27.25,27.5]	0.7964259	0.7869064	0.8059455
phosphate + silicate	Indian	(27.5,27.75]	0.8120551	0.7917343	0.8323758
phosphate + silicate	Indian	(27.75,27.85]	0.8714484	0.8545415	0.8883552
phosphate + silicate	Indian	(27.85,27.95]	0.8992604	0.8927206	0.9058002
phosphate + silicate	Indian	(27.95,28.05]	0.9133368	0.9128188	0.9138548
phosphate + silicate	Indian	(28.05,28.1]	0.9579573	0.9487560	0.9671587
phosphate + silicate	Indian	(28.1, Inf]	0.7954338	0.7812067	0.8096609
phosphate + silicate	Pacific	(-Inf,26]	0.8241705	0.8096508	0.8386901
phosphate + silicate	Pacific	(26,26.5]	0.7863392	0.7717936	0.8008848
phosphate + silicate	Pacific	(26.5,26.75]	0.7301444	0.6957400	0.7645487
phosphate + silicate	Pacific	(26.75,27]	0.8371309	0.8119751	0.8622868
phosphate + silicate	Pacific	(27,27.25]	0.9172290	0.8995024	0.9349555
phosphate + silicate	Pacific	(27.25,27.5]	0.8931062	0.8697991	0.9164134
phosphate + silicate	Pacific	(27.5,27.75]	0.8967190	0.8807583	0.9126796
phosphate + silicate	Pacific	(27.75,27.85]	0.9546274	0.9543551	0.9548997
phosphate + silicate	Pacific	(27.85,27.95]	0.9683819	0.9645782	0.9721856
phosphate + silicate	Pacific	(27.95,28.05]	0.9589713	0.9481819	0.9697607
phosphate + silicate	Pacific	(28.05,28.1]	0.9556681	0.9407740	0.9705621
phosphate + silicate	Pacific	(28.1, Inf]	0.8921222	0.8732421	0.9110023
sal + aou	Atlantic	(-Inf,26]	0.0923161	0.0860504	0.0985818
sal + aou	Atlantic	(26,26.5]	0.0966288	0.0378950	0.1553626
sal + aou	Atlantic	(26.5,26.75]	0.1983255	0.1609867	0.2356644
sal + aou	Atlantic	(26.75,27]	0.2172353	0.1168338	0.3176367
sal + aou	Atlantic	(27,27.25]	0.1968663	0.0355457	0.3581869
sal + aou	Atlantic	(27.25,27.5]	0.1874725	-0.0611606	0.4361056
sal + aou	Atlantic	(27.5,27.75]	-0.0351362	-0.1374667	0.0671944
sal + aou	Atlantic	(27.75,27.85]	-0.1836574	-0.2116670	-0.1556477
sal + aou	Atlantic	(27.85,27.95]	-0.3417432	-0.3562989	-0.3271876
sal + aou	Atlantic	(27.95,28.05]	-0.4924413	-0.5211413	-0.4637412
sal + aou	Atlantic	(28.05,28.1]	-0.6983387	-0.7191722	-0.6775053
sal + aou	Atlantic	(28.1,28.15]	-0.7643022	-0.7983797	-0.7302247
sal + aou	Atlantic	(28.15,28.2]	-0.9197073	-0.9259554	-0.9134592
sal + aou	Atlantic	(28.2, Inf]	-0.6045311	-0.7190856	-0.4899767
sal + aou	Indian	(-Inf,26]	-0.0361798	-0.1746391	0.1022794
sal + aou	Indian	(26,26.5]	-0.0348209	-0.1959326	0.1262908
sal + aou	Indian	(26.5,26.75]	0.2304223	0.0958907	0.3649539
sal + aou	Indian	(26.75,27]	0.5181053	0.3760755	0.6601352
sal + aou	Indian	(27,27.25]	0.9149404	0.8902886	0.9395922
sal + aou	Indian	(27.25,27.5]	0.9693134	0.9636303	0.9749965
sal + aou	Indian	(27.5,27.75]	0.9711164	0.9689046	0.9733281
sal + aou	Indian	(27.75,27.85]	0.9598591	0.9508007	0.9689176
sal + aou	Indian	(27.85,27.95]	0.9225847	0.9189345	0.9262348
sal + aou	Indian	(27.95,28.05]	0.6935602	0.6878596	0.6992608
sal + aou	Indian	(28.05,28.1]	0.2497252	0.1914565	0.3079939
sal + aou	Indian	(28.1, Inf]	0.6598934	0.5709166	0.7488703
sal + aou	Pacific	(-Inf,26]	0.1414073	0.1361910	0.1466235
sal + aou	Pacific	(26,26.5]	0.1845415	0.1639067	0.2051763
sal + aou	Pacific	(26.5,26.75]	0.3132365	0.3054413	0.3210317
sal + aou	Pacific	(26.75,27]	-0.0420459	-0.0689010	-0.0151908
sal + aou	Pacific	(27,27.25]	-0.0186520	-0.1434819	0.1061779
sal + aou	Pacific	(27.25,27.5]	0.3526683	0.2033434	0.5019931
sal + aou	Pacific	(27.5,27.75]	0.3944558	0.2083431	0.5805684
sal + aou	Pacific	(27.75,27.85]	0.1973039	-0.0123179	0.4069257
sal + aou	Pacific	(27.85,27.95]	-0.0858414	-0.3899064	0.2182236
sal + aou	Pacific	(27.95,28.05]	-0.5706857	-0.7676568	-0.3737145
sal + aou	Pacific	(28.05,28.1]	-0.8856820	-0.8869770	-0.8843869
sal + aou	Pacific	(28.1, Inf]	-0.6069499	-0.7234023	-0.4904974
sal + nitrate	Atlantic	(-Inf,26]	-0.0665056	-0.0724058	-0.0606055
sal + nitrate	Atlantic	(26,26.5]	-0.3444650	-0.4235885	-0.2653415
sal + nitrate	Atlantic	(26.5,26.75]	-0.3648913	-0.3697277	-0.3600549
sal + nitrate	Atlantic	(26.75,27]	-0.2660338	-0.3925954	-0.1394721
sal + nitrate	Atlantic	(27,27.25]	-0.3579130	-0.5101276	-0.2056985
sal + nitrate	Atlantic	(27.25,27.5]	-0.4292302	-0.6101917	-0.2482688
sal + nitrate	Atlantic	(27.5,27.75]	-0.5737507	-0.6397737	-0.5077277
sal + nitrate	Atlantic	(27.75,27.85]	-0.6342398	-0.6549140	-0.6135655
sal + nitrate	Atlantic	(27.85,27.95]	-0.6906920	-0.7295234	-0.6518606
sal + nitrate	Atlantic	(27.95,28.05]	-0.7908752	-0.8208130	-0.7609374
sal + nitrate	Atlantic	(28.05,28.1]	-0.8565240	-0.8790831	-0.8339649
sal + nitrate	Atlantic	(28.1,28.15]	-0.8675194	-0.8909688	-0.8440701
sal + nitrate	Atlantic	(28.15,28.2]	-0.9483280	-0.9497611	-0.9468948
sal + nitrate	Atlantic	(28.2, Inf]	-0.9190949	-0.9422098	-0.8959800
sal + nitrate	Indian	(-Inf,26]	-0.0423531	-0.1752415	0.0905353
sal + nitrate	Indian	(26,26.5]	-0.4827044	-0.5987429	-0.3666659
sal + nitrate	Indian	(26.5,26.75]	-0.3804571	-0.5276299	-0.2332844
sal + nitrate	Indian	(26.75,27]	-0.0718241	-0.2765223	0.1328741
sal + nitrate	Indian	(27,27.25]	0.5371434	0.4129978	0.6612890
sal + nitrate	Indian	(27.25,27.5]	0.8682293	0.8613683	0.8750904
sal + nitrate	Indian	(27.5,27.75]	0.8994731	0.8882928	0.9106534
sal + nitrate	Indian	(27.75,27.85]	0.8148489	0.7787331	0.8509647
sal + nitrate	Indian	(27.85,27.95]	0.6443578	0.5965910	0.6921247
sal + nitrate	Indian	(27.95,28.05]	0.1595227	0.0571029	0.2619425
sal + nitrate	Indian	(28.05,28.1]	-0.1215001	-0.3170397	0.0740396
sal + nitrate	Indian	(28.1, Inf]	-0.1298450	-0.2844160	0.0247259
sal + nitrate	Pacific	(-Inf,26]	-0.3785155	-0.3837829	-0.3732480
sal + nitrate	Pacific	(26,26.5]	-0.4648159	-0.4971976	-0.4324343
sal + nitrate	Pacific	(26.5,26.75]	-0.2993791	-0.4010934	-0.1976648
sal + nitrate	Pacific	(26.75,27]	-0.3763303	-0.4328047	-0.3198559
sal + nitrate	Pacific	(27,27.25]	-0.1846987	-0.2943712	-0.0750262
sal + nitrate	Pacific	(27.25,27.5]	0.3112081	0.1579262	0.4644901
sal + nitrate	Pacific	(27.5,27.75]	0.3787432	0.1978564	0.5596299
sal + nitrate	Pacific	(27.75,27.85]	0.1705010	-0.0307469	0.3717488
sal + nitrate	Pacific	(27.85,27.95]	-0.1360195	-0.4173267	0.1452877
sal + nitrate	Pacific	(27.95,28.05]	-0.6343639	-0.7912491	-0.4774787
sal + nitrate	Pacific	(28.05,28.1]	-0.9153489	-0.9157870	-0.9149108
sal + nitrate	Pacific	(28.1, Inf]	-0.7510521	-0.8266374	-0.6754668
sal + oxygen	Atlantic	(-Inf,26]	-0.4246099	-0.5111735	-0.3380463
sal + oxygen	Atlantic	(26,26.5]	-0.5013589	-0.5531635	-0.4495544
sal + oxygen	Atlantic	(26.5,26.75]	-0.5089135	-0.5344967	-0.4833303
sal + oxygen	Atlantic	(26.75,27]	-0.4794422	-0.5550622	-0.4038222
sal + oxygen	Atlantic	(27,27.25]	-0.4453770	-0.5554651	-0.3352890
sal + oxygen	Atlantic	(27.25,27.5]	-0.4526433	-0.6247905	-0.2804961
sal + oxygen	Atlantic	(27.5,27.75]	-0.2851351	-0.3570532	-0.2132169
sal + oxygen	Atlantic	(27.75,27.85]	-0.1374082	-0.1594321	-0.1153844
sal + oxygen	Atlantic	(27.85,27.95]	0.0856291	0.0394170	0.1318411
sal + oxygen	Atlantic	(27.95,28.05]	0.2270655	0.1397183	0.3144127
sal + oxygen	Atlantic	(28.05,28.1]	0.5472919	0.5327052	0.5618786
sal + oxygen	Atlantic	(28.1,28.15]	0.6623482	0.6200366	0.7046598
sal + oxygen	Atlantic	(28.15,28.2]	0.8863821	0.8781888	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4698584	0.3242543	0.6154626
sal + oxygen	Indian	(-Inf,26]	0.1558329	-0.0194229	0.3310887
sal + oxygen	Indian	(26,26.5]	-0.1200759	-0.2703602	0.0302084
sal + oxygen	Indian	(26.5,26.75]	-0.4110821	-0.5241895	-0.2979746
sal + oxygen	Indian	(26.75,27]	-0.6518665	-0.7497602	-0.5539728
sal + oxygen	Indian	(27,27.25]	-0.9527056	-0.9631972	-0.9422140
sal + oxygen	Indian	(27.25,27.5]	-0.9791675	-0.9861359	-0.9721991
sal + oxygen	Indian	(27.5,27.75]	-0.9714092	-0.9718789	-0.9709395
sal + oxygen	Indian	(27.75,27.85]	-0.9647261	-0.9720951	-0.9573570
sal + oxygen	Indian	(27.85,27.95]	-0.9417443	-0.9428789	-0.9406096
sal + oxygen	Indian	(27.95,28.05]	-0.7763019	-0.7907828	-0.7618210
sal + oxygen	Indian	(28.05,28.1]	-0.3632412	-0.3817592	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7663695	-0.8326318	-0.7001071
sal + oxygen	Pacific	(-Inf,26]	-0.5633403	-0.6051768	-0.5215039
sal + oxygen	Pacific	(26,26.5]	-0.4324802	-0.4562457	-0.4087147
sal + oxygen	Pacific	(26.5,26.75]	-0.5098358	-0.5280801	-0.4915915
sal + oxygen	Pacific	(26.75,27]	-0.1454448	-0.1692573	-0.1216324
sal + oxygen	Pacific	(27,27.25]	-0.1023282	-0.2463099	0.0416535
sal + oxygen	Pacific	(27.25,27.5]	-0.4353001	-0.5967744	-0.2738258
sal + oxygen	Pacific	(27.5,27.75]	-0.4573202	-0.6463653	-0.2682750
sal + oxygen	Pacific	(27.75,27.85]	-0.2710058	-0.4896733	-0.0523383
sal + oxygen	Pacific	(27.85,27.95]	0.0267412	-0.3008859	0.3543684
sal + oxygen	Pacific	(27.95,28.05]	0.5419254	0.3183710	0.7654798
sal + oxygen	Pacific	(28.05,28.1]	0.8754735	0.8725476	0.8783994
sal + oxygen	Pacific	(28.1, Inf]	0.5412620	0.4107243	0.6717997
sal + phosphate	Atlantic	(-Inf,26]	-0.2532958	-0.3110262	-0.1955654
sal + phosphate	Atlantic	(26,26.5]	-0.5423084	-0.6177975	-0.4668193
sal + phosphate	Atlantic	(26.5,26.75]	-0.5293100	-0.5506258	-0.5079942
sal + phosphate	Atlantic	(26.75,27]	-0.4009174	-0.5211275	-0.2807074
sal + phosphate	Atlantic	(27,27.25]	-0.4756729	-0.6039163	-0.3474295
sal + phosphate	Atlantic	(27.25,27.5]	-0.5199598	-0.6715878	-0.3683318
sal + phosphate	Atlantic	(27.5,27.75]	-0.6312605	-0.6889010	-0.5736199
sal + phosphate	Atlantic	(27.75,27.85]	-0.6758972	-0.6986981	-0.6530963
sal + phosphate	Atlantic	(27.85,27.95]	-0.7115267	-0.7564472	-0.6666061
sal + phosphate	Atlantic	(27.95,28.05]	-0.8025588	-0.8355574	-0.7695602
sal + phosphate	Atlantic	(28.05,28.1]	-0.8682429	-0.8902148	-0.8462710
sal + phosphate	Atlantic	(28.1,28.15]	-0.8827070	-0.9074337	-0.8579803
sal + phosphate	Atlantic	(28.15,28.2]	-0.9532760	-0.9543719	-0.9521801
sal + phosphate	Atlantic	(28.2, Inf]	-0.9235658	-0.9462402	-0.9008914
sal + phosphate	Indian	(-Inf,26]	0.0005758	-0.1519329	0.1530845
sal + phosphate	Indian	(26,26.5]	-0.4264711	-0.6011455	-0.2517968
sal + phosphate	Indian	(26.5,26.75]	-0.3260620	-0.5235790	-0.1285449
sal + phosphate	Indian	(26.75,27]	0.0260487	-0.2245162	0.2766135
sal + phosphate	Indian	(27,27.25]	0.6350395	0.4981621	0.7719169
sal + phosphate	Indian	(27.25,27.5]	0.9031522	0.8820690	0.9242354
sal + phosphate	Indian	(27.5,27.75]	0.9386340	0.9289296	0.9483384
sal + phosphate	Indian	(27.75,27.85]	0.8513783	0.8265848	0.8761717
sal + phosphate	Indian	(27.85,27.95]	0.6724374	0.6341189	0.7107559
sal + phosphate	Indian	(27.95,28.05]	0.2031177	0.1106593	0.2955760
sal + phosphate	Indian	(28.05,28.1]	-0.0946789	-0.2816146	0.0922567
sal + phosphate	Indian	(28.1, Inf]	-0.1270455	-0.2651802	0.0110892
sal + phosphate	Pacific	(-Inf,26]	-0.4547792	-0.4574104	-0.4521481
sal + phosphate	Pacific	(26,26.5]	-0.4809355	-0.5061531	-0.4557180
sal + phosphate	Pacific	(26.5,26.75]	-0.3009275	-0.3954238	-0.2064311
sal + phosphate	Pacific	(26.75,27]	-0.3816877	-0.4417282	-0.3216471
sal + phosphate	Pacific	(27,27.25]	-0.1802458	-0.2938111	-0.0666804
sal + phosphate	Pacific	(27.25,27.5]	0.2902912	0.1435283	0.4370542
sal + phosphate	Pacific	(27.5,27.75]	0.3620281	0.1867353	0.5373208
sal + phosphate	Pacific	(27.75,27.85]	0.1644958	-0.0373791	0.3663707
sal + phosphate	Pacific	(27.85,27.95]	-0.1440008	-0.4221860	0.1341843
sal + phosphate	Pacific	(27.95,28.05]	-0.6387173	-0.7972819	-0.4801527
sal + phosphate	Pacific	(28.05,28.1]	-0.9200759	-0.9218404	-0.9183113
sal + phosphate	Pacific	(28.1, Inf]	-0.7520229	-0.8281751	-0.6758707
sal + silicate	Atlantic	(-Inf,26]	-0.3988790	-0.6365202	-0.1612379
sal + silicate	Atlantic	(26,26.5]	-0.3375977	-0.3473561	-0.3278393
sal + silicate	Atlantic	(26.5,26.75]	-0.1564610	-0.1845649	-0.1283571
sal + silicate	Atlantic	(26.75,27]	-0.2095267	-0.3249850	-0.0940684
sal + silicate	Atlantic	(27,27.25]	-0.4748850	-0.5702627	-0.3795073
sal + silicate	Atlantic	(27.25,27.5]	-0.6906670	-0.7533932	-0.6279409
sal + silicate	Atlantic	(27.5,27.75]	-0.8020713	-0.8218050	-0.7823377
sal + silicate	Atlantic	(27.75,27.85]	-0.7725741	-0.8577323	-0.6874159
sal + silicate	Atlantic	(27.85,27.95]	-0.7890859	-0.8479316	-0.7302402
sal + silicate	Atlantic	(27.95,28.05]	-0.8235556	-0.8545437	-0.7925675
sal + silicate	Atlantic	(28.05,28.1]	-0.8678858	-0.8839270	-0.8518446
sal + silicate	Atlantic	(28.1,28.15]	-0.8801513	-0.9026187	-0.8576838
sal + silicate	Atlantic	(28.15,28.2]	-0.9355406	-0.9367180	-0.9343632
sal + silicate	Atlantic	(28.2, Inf]	-0.8938564	-0.9311391	-0.8565737
sal + silicate	Indian	(-Inf,26]	-0.0852911	-0.1963724	0.0257903
sal + silicate	Indian	(26,26.5]	-0.2038850	-0.3098178	-0.0979523
sal + silicate	Indian	(26.5,26.75]	-0.0096562	-0.0306670	0.0113546
sal + silicate	Indian	(26.75,27]	0.3033100	0.1161606	0.4904595
sal + silicate	Indian	(27,27.25]	0.4818288	0.3903076	0.5733501
sal + silicate	Indian	(27.25,27.5]	0.6527776	0.6210537	0.6845015
sal + silicate	Indian	(27.5,27.75]	0.7934256	0.7912115	0.7956396
sal + silicate	Indian	(27.75,27.85]	0.8351874	0.8013558	0.8690189
sal + silicate	Indian	(27.85,27.95]	0.7254676	0.6616765	0.7892586
sal + silicate	Indian	(27.95,28.05]	0.4021326	0.3132904	0.4909747
sal + silicate	Indian	(28.05,28.1]	0.0695925	-0.0562069	0.1953919
sal + silicate	Indian	(28.1, Inf]	-0.2001204	-0.2072272	-0.1930135
sal + silicate	Pacific	(-Inf,26]	-0.5919430	-0.6049827	-0.5789032
sal + silicate	Pacific	(26,26.5]	-0.6985122	-0.7374128	-0.6596115
sal + silicate	Pacific	(26.5,26.75]	-0.6493188	-0.7006536	-0.5979840
sal + silicate	Pacific	(26.75,27]	-0.6577112	-0.6711293	-0.6442931
sal + silicate	Pacific	(27,27.25]	-0.4018618	-0.4840632	-0.3196604
sal + silicate	Pacific	(27.25,27.5]	0.0021791	-0.0848260	0.0891842
sal + silicate	Pacific	(27.5,27.75]	0.1960048	0.0781812	0.3138284
sal + silicate	Pacific	(27.75,27.85]	0.0850269	-0.1065292	0.2765829
sal + silicate	Pacific	(27.85,27.95]	-0.1314016	-0.3903417	0.1275384
sal + silicate	Pacific	(27.95,28.05]	-0.5331452	-0.6717032	-0.3945872
sal + silicate	Pacific	(28.05,28.1]	-0.8465699	-0.8774541	-0.8156858
sal + silicate	Pacific	(28.1, Inf]	-0.7659039	-0.8477582	-0.6840495
sal + temp	Atlantic	(-Inf,26]	0.4055439	0.2778859	0.5332020
sal + temp	Atlantic	(26,26.5]	0.9695962	0.9658033	0.9733890
sal + temp	Atlantic	(26.5,26.75]	0.9801103	0.9777867	0.9824338
sal + temp	Atlantic	(26.75,27]	0.9775279	0.9756707	0.9793851
sal + temp	Atlantic	(27,27.25]	0.9795051	0.9779921	0.9810182
sal + temp	Atlantic	(27.25,27.5]	0.9706380	0.9662032	0.9750727
sal + temp	Atlantic	(27.5,27.75]	0.9563746	0.9500087	0.9627404
sal + temp	Atlantic	(27.75,27.85]	0.9666015	0.9639951	0.9692079
sal + temp	Atlantic	(27.85,27.95]	0.9596857	0.9559301	0.9634412
sal + temp	Atlantic	(27.95,28.05]	0.9501271	0.9380332	0.9622210
sal + temp	Atlantic	(28.05,28.1]	0.9632800	0.9515288	0.9750313
sal + temp	Atlantic	(28.1,28.15]	0.9550111	0.9306940	0.9793281
sal + temp	Atlantic	(28.15,28.2]	0.7427471	0.5597741	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3322775	0.1845081	0.4800469
sal + temp	Indian	(-Inf,26]	-0.5339049	-0.6370258	-0.4307841
sal + temp	Indian	(26,26.5]	0.9449443	0.9349394	0.9549493
sal + temp	Indian	(26.5,26.75]	0.9772792	0.9695592	0.9849993
sal + temp	Indian	(26.75,27]	0.9817926	0.9790084	0.9845768
sal + temp	Indian	(27,27.25]	0.9725557	0.9721030	0.9730084
sal + temp	Indian	(27.25,27.5]	0.9589420	0.9483574	0.9695265
sal + temp	Indian	(27.5,27.75]	0.9376265	0.9223004	0.9529525
sal + temp	Indian	(27.75,27.85]	0.9538367	0.9489151	0.9587582
sal + temp	Indian	(27.85,27.95]	0.9532761	0.9484478	0.9581044
sal + temp	Indian	(27.95,28.05]	0.9440040	0.9295261	0.9584818
sal + temp	Indian	(28.05,28.1]	0.9246352	0.9040103	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9486395	0.9342516	0.9630274
sal + temp	Pacific	(-Inf,26]	0.5929421	0.5049089	0.6809753
sal + temp	Pacific	(26,26.5]	0.9608248	0.9550736	0.9665759
sal + temp	Pacific	(26.5,26.75]	0.9790177	0.9756096	0.9824259
sal + temp	Pacific	(26.75,27]	0.9678080	0.9610151	0.9746010
sal + temp	Pacific	(27,27.25]	0.9400465	0.9385602	0.9415328
sal + temp	Pacific	(27.25,27.5]	0.8745497	0.8327132	0.9163861
sal + temp	Pacific	(27.5,27.75]	0.7702037	0.6761614	0.8642460
sal + temp	Pacific	(27.75,27.85]	0.8672669	0.8162280	0.9183058
sal + temp	Pacific	(27.85,27.95]	0.7369760	0.6083925	0.8655596
sal + temp	Pacific	(27.95,28.05]	0.4220359	0.2559847	0.5880870
sal + temp	Pacific	(28.05,28.1]	0.0559127	-0.0408798	0.1527052
sal + temp	Pacific	(28.1, Inf]	-0.1692722	-0.2922998	-0.0462446
temp + aou	Atlantic	(-Inf,26]	-0.0874114	-0.1038720	-0.0709509
temp + aou	Atlantic	(26,26.5]	0.0879631	0.0295718	0.1463543
temp + aou	Atlantic	(26.5,26.75]	0.2324163	0.1889720	0.2758606
temp + aou	Atlantic	(26.75,27]	0.2732690	0.1654561	0.3810818
temp + aou	Atlantic	(27,27.25]	0.2629233	0.1035369	0.4223096
temp + aou	Atlantic	(27.25,27.5]	0.2670052	0.0142806	0.5197298
temp + aou	Atlantic	(27.5,27.75]	0.0847126	-0.0591891	0.2286144
temp + aou	Atlantic	(27.75,27.85]	-0.0751125	-0.1525254	0.0023005
temp + aou	Atlantic	(27.85,27.95]	-0.2420782	-0.2879896	-0.1961668
temp + aou	Atlantic	(27.95,28.05]	-0.3597580	-0.4166526	-0.3028633
temp + aou	Atlantic	(28.05,28.1]	-0.5552994	-0.6054118	-0.5051870
temp + aou	Atlantic	(28.1,28.15]	-0.5849029	-0.6864412	-0.4833647
temp + aou	Atlantic	(28.15,28.2]	-0.5681520	-0.7806998	-0.3556042
temp + aou	Atlantic	(28.2, Inf]	0.3347824	0.3225462	0.3470186
temp + aou	Indian	(-Inf,26]	-0.3950042	-0.5204966	-0.2695118
temp + aou	Indian	(26,26.5]	0.0060819	-0.1374326	0.1495964
temp + aou	Indian	(26.5,26.75]	0.2193241	0.1089857	0.3296625
temp + aou	Indian	(26.75,27]	0.4319863	0.2910650	0.5729075
temp + aou	Indian	(27,27.25]	0.8397309	0.7916018	0.8878600
temp + aou	Indian	(27.25,27.5]	0.9194932	0.8958151	0.9431714
temp + aou	Indian	(27.5,27.75]	0.9481475	0.9385767	0.9577184
temp + aou	Indian	(27.75,27.85]	0.9546742	0.9502436	0.9591049
temp + aou	Indian	(27.85,27.95]	0.9191652	0.9189380	0.9193924
temp + aou	Indian	(27.95,28.05]	0.7415295	0.7240732	0.7589857
temp + aou	Indian	(28.05,28.1]	0.4609852	0.4138561	0.5081143
temp + aou	Indian	(28.1, Inf]	0.7828246	0.7438462	0.8218030
temp + aou	Pacific	(-Inf,26]	-0.1634321	-0.1663643	-0.1604999
temp + aou	Pacific	(26,26.5]	0.1669340	0.1357364	0.1981317
temp + aou	Pacific	(26.5,26.75]	0.3269899	0.3048477	0.3491321
temp + aou	Pacific	(26.75,27]	-0.0206295	-0.0509340	0.0096750
temp + aou	Pacific	(27,27.25]	-0.0043822	-0.1403189	0.1315545
temp + aou	Pacific	(27.25,27.5]	0.3368529	0.1399480	0.5337578
temp + aou	Pacific	(27.5,27.75]	0.4524118	0.2639673	0.6408563
temp + aou	Pacific	(27.75,27.85]	0.3458732	0.1744345	0.5173120
temp + aou	Pacific	(27.85,27.95]	0.1896073	-0.0716536	0.4508682
temp + aou	Pacific	(27.95,28.05]	-0.0017471	-0.2389492	0.2354549
temp + aou	Pacific	(28.05,28.1]	0.0413207	-0.1543241	0.2369656
temp + aou	Pacific	(28.1, Inf]	0.8094474	0.7948941	0.8240007
temp + nitrate	Atlantic	(-Inf,26]	-0.2370197	-0.2550814	-0.2189580
temp + nitrate	Atlantic	(26,26.5]	-0.3400968	-0.4235476	-0.2566459
temp + nitrate	Atlantic	(26.5,26.75]	-0.3149985	-0.3150607	-0.3149363
temp + nitrate	Atlantic	(26.75,27]	-0.1913512	-0.3365461	-0.0461563
temp + nitrate	Atlantic	(27,27.25]	-0.2839471	-0.4415017	-0.1263924
temp + nitrate	Atlantic	(27.25,27.5]	-0.3430303	-0.5399209	-0.1461397
temp + nitrate	Atlantic	(27.5,27.75]	-0.4764966	-0.5845278	-0.3684654
temp + nitrate	Atlantic	(27.75,27.85]	-0.5690826	-0.5951668	-0.5429985
temp + nitrate	Atlantic	(27.85,27.95]	-0.6231690	-0.6368382	-0.6094998
temp + nitrate	Atlantic	(27.95,28.05]	-0.6961949	-0.7108448	-0.6815451
temp + nitrate	Atlantic	(28.05,28.1]	-0.7538160	-0.7991634	-0.7084686
temp + nitrate	Atlantic	(28.1,28.15]	-0.7233973	-0.8020865	-0.6447081
temp + nitrate	Atlantic	(28.15,28.2]	-0.5950693	-0.8041534	-0.3859852
temp + nitrate	Atlantic	(28.2, Inf]	-0.0466933	-0.1431747	0.0497881
temp + nitrate	Indian	(-Inf,26]	-0.4369969	-0.5627236	-0.3112702
temp + nitrate	Indian	(26,26.5]	-0.4298564	-0.5327801	-0.3269327
temp + nitrate	Indian	(26.5,26.75]	-0.3772407	-0.5163604	-0.2381211
temp + nitrate	Indian	(26.75,27]	-0.1622598	-0.3533054	0.0287858
temp + nitrate	Indian	(27,27.25]	0.4066740	0.2471056	0.5662424
temp + nitrate	Indian	(27.25,27.5]	0.7807541	0.7199297	0.8415785
temp + nitrate	Indian	(27.5,27.75]	0.8868355	0.8664336	0.9072375
temp + nitrate	Indian	(27.75,27.85]	0.8378154	0.8136757	0.8619551
temp + nitrate	Indian	(27.85,27.95]	0.6516331	0.6157205	0.6875456
temp + nitrate	Indian	(27.95,28.05]	0.2373907	0.1567864	0.3179949
temp + nitrate	Indian	(28.05,28.1]	0.1122592	-0.0745206	0.2990389
temp + nitrate	Indian	(28.1, Inf]	0.0274025	-0.0724814	0.1272864
temp + nitrate	Pacific	(-Inf,26]	-0.5887023	-0.5940084	-0.5833962
temp + nitrate	Pacific	(26,26.5]	-0.5047463	-0.5285166	-0.4809760
temp + nitrate	Pacific	(26.5,26.75]	-0.3076278	-0.3927443	-0.2225112
temp + nitrate	Pacific	(26.75,27]	-0.3811871	-0.4379356	-0.3244386
temp + nitrate	Pacific	(27,27.25]	-0.1936671	-0.3192705	-0.0680638
temp + nitrate	Pacific	(27.25,27.5]	0.2632585	0.0526027	0.4739142
temp + nitrate	Pacific	(27.5,27.75]	0.4290678	0.2417202	0.6164155
temp + nitrate	Pacific	(27.75,27.85]	0.3171267	0.1464101	0.4878433
temp + nitrate	Pacific	(27.85,27.95]	0.1426089	-0.1012032	0.3864210
temp + nitrate	Pacific	(27.95,28.05]	-0.0622296	-0.2607696	0.1363104
temp + nitrate	Pacific	(28.05,28.1]	0.0007276	-0.1992157	0.2006709
temp + nitrate	Pacific	(28.1, Inf]	0.6570412	0.6485950	0.6654875
temp + oxygen	Atlantic	(-Inf,26]	-0.5790617	-0.6215063	-0.5366171
temp + oxygen	Atlantic	(26,26.5]	-0.5169634	-0.5662268	-0.4676999
temp + oxygen	Atlantic	(26.5,26.75]	-0.5515229	-0.5801420	-0.5229039
temp + oxygen	Atlantic	(26.75,27]	-0.5393007	-0.6184252	-0.4601763
temp + oxygen	Atlantic	(27,27.25]	-0.5122032	-0.6172930	-0.4071134
temp + oxygen	Atlantic	(27.25,27.5]	-0.5332250	-0.7053947	-0.3610552
temp + oxygen	Atlantic	(27.5,27.75]	-0.4103163	-0.5166819	-0.3039507
temp + oxygen	Atlantic	(27.75,27.85]	-0.2568237	-0.3232925	-0.1903550
temp + oxygen	Atlantic	(27.85,27.95]	-0.0298124	-0.1064661	0.0468414
temp + oxygen	Atlantic	(27.95,28.05]	0.0702495	-0.0431490	0.1836480
temp + oxygen	Atlantic	(28.05,28.1]	0.3787943	0.3328183	0.4247703
temp + oxygen	Atlantic	(28.1,28.15]	0.4606996	0.3452812	0.5761181
temp + oxygen	Atlantic	(28.15,28.2]	0.4885730	0.2487107	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.5018018	-0.5219245	-0.4816792
temp + oxygen	Indian	(-Inf,26]	0.1659251	0.0193419	0.3125084
temp + oxygen	Indian	(26,26.5]	-0.1698911	-0.3004169	-0.0393653
temp + oxygen	Indian	(26.5,26.75]	-0.4074628	-0.5013675	-0.3135580
temp + oxygen	Indian	(26.75,27]	-0.5775259	-0.6750722	-0.4799797
temp + oxygen	Indian	(27,27.25]	-0.8983343	-0.9282991	-0.8683695
temp + oxygen	Indian	(27.25,27.5]	-0.9484948	-0.9633892	-0.9336005
temp + oxygen	Indian	(27.5,27.75]	-0.9673263	-0.9738277	-0.9608249
temp + oxygen	Indian	(27.75,27.85]	-0.9730019	-0.9759062	-0.9700976
temp + oxygen	Indian	(27.85,27.95]	-0.9513489	-0.9515201	-0.9511776
temp + oxygen	Indian	(27.95,28.05]	-0.8281232	-0.8493398	-0.8069065
temp + oxygen	Indian	(28.05,28.1]	-0.5673972	-0.5788035	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8726065	-0.8955965	-0.8496164
temp + oxygen	Pacific	(-Inf,26]	-0.5103297	-0.5214775	-0.4991819
temp + oxygen	Pacific	(26,26.5]	-0.4283182	-0.4607849	-0.3958514
temp + oxygen	Pacific	(26.5,26.75]	-0.5284840	-0.5590601	-0.4979080
temp + oxygen	Pacific	(26.75,27]	-0.1732938	-0.2019568	-0.1446308
temp + oxygen	Pacific	(27,27.25]	-0.1245526	-0.2814200	0.0323148
temp + oxygen	Pacific	(27.25,27.5]	-0.4321183	-0.6386484	-0.2255883
temp + oxygen	Pacific	(27.5,27.75]	-0.5355520	-0.7189707	-0.3521332
temp + oxygen	Pacific	(27.75,27.85]	-0.4263200	-0.6024282	-0.2502118
temp + oxygen	Pacific	(27.85,27.95]	-0.2618927	-0.5355416	0.0117562
temp + oxygen	Pacific	(27.95,28.05]	-0.0591209	-0.3101664	0.1919245
temp + oxygen	Pacific	(28.05,28.1]	-0.0708679	-0.2693791	0.1276433
temp + oxygen	Pacific	(28.1, Inf]	-0.8553485	-0.8724392	-0.8382578
temp + phosphate	Atlantic	(-Inf,26]	-0.4835053	-0.4913661	-0.4756445
temp + phosphate	Atlantic	(26,26.5]	-0.5149458	-0.5946488	-0.4352427
temp + phosphate	Atlantic	(26.5,26.75]	-0.4719098	-0.4900952	-0.4537243
temp + phosphate	Atlantic	(26.75,27]	-0.3161635	-0.4568149	-0.1755120
temp + phosphate	Atlantic	(27,27.25]	-0.3985810	-0.5320699	-0.2650922
temp + phosphate	Atlantic	(27.25,27.5]	-0.4333783	-0.6022778	-0.2644787
temp + phosphate	Atlantic	(27.5,27.75]	-0.5348624	-0.6320476	-0.4376771
temp + phosphate	Atlantic	(27.75,27.85]	-0.6124862	-0.6351042	-0.5898683
temp + phosphate	Atlantic	(27.85,27.95]	-0.6469617	-0.6686272	-0.6252962
temp + phosphate	Atlantic	(27.95,28.05]	-0.7105754	-0.7275871	-0.6935637
temp + phosphate	Atlantic	(28.05,28.1]	-0.7678349	-0.8108925	-0.7247772
temp + phosphate	Atlantic	(28.1,28.15]	-0.7436252	-0.8231734	-0.6640770
temp + phosphate	Atlantic	(28.15,28.2]	-0.6048973	-0.8108916	-0.3989031
temp + phosphate	Atlantic	(28.2, Inf]	-0.0538267	-0.1549747	0.0473213
temp + phosphate	Indian	(-Inf,26]	-0.4468320	-0.5553778	-0.3382863
temp + phosphate	Indian	(26,26.5]	-0.3796065	-0.5358175	-0.2233955
temp + phosphate	Indian	(26.5,26.75]	-0.3278318	-0.5075280	-0.1481356
temp + phosphate	Indian	(26.75,27]	-0.0710295	-0.3010032	0.1589442
temp + phosphate	Indian	(27,27.25]	0.5017467	0.3382250	0.6652684
temp + phosphate	Indian	(27.25,27.5]	0.8029016	0.7383939	0.8674093
temp + phosphate	Indian	(27.5,27.75]	0.8963700	0.8818893	0.9108508
temp + phosphate	Indian	(27.75,27.85]	0.8208057	0.8104030	0.8312085
temp + phosphate	Indian	(27.85,27.95]	0.6376960	0.6159330	0.6594591
temp + phosphate	Indian	(27.95,28.05]	0.2663309	0.2013346	0.3313272
temp + phosphate	Indian	(28.05,28.1]	0.1382507	-0.0338728	0.3103742
temp + phosphate	Indian	(28.1, Inf]	0.0316489	-0.0461651	0.1094630
temp + phosphate	Pacific	(-Inf,26]	-0.6031912	-0.6258769	-0.5805055
temp + phosphate	Pacific	(26,26.5]	-0.5239694	-0.5407715	-0.5071673
temp + phosphate	Pacific	(26.5,26.75]	-0.3128887	-0.3927502	-0.2330272
temp + phosphate	Pacific	(26.75,27]	-0.3778901	-0.4400866	-0.3156937
temp + phosphate	Pacific	(27,27.25]	-0.1811556	-0.3092605	-0.0530508
temp + phosphate	Pacific	(27.25,27.5]	0.2449326	0.0442473	0.4456180
temp + phosphate	Pacific	(27.5,27.75]	0.4110759	0.2286485	0.5935033
temp + phosphate	Pacific	(27.75,27.85]	0.3051400	0.1337439	0.4765361
temp + phosphate	Pacific	(27.85,27.95]	0.1364345	-0.1039964	0.3768653
temp + phosphate	Pacific	(27.95,28.05]	-0.0640981	-0.2643778	0.1361816
temp + phosphate	Pacific	(28.05,28.1]	0.0178921	-0.1670100	0.2027942
temp + phosphate	Pacific	(28.1, Inf]	0.6640287	0.6639994	0.6640580
temp + silicate	Atlantic	(-Inf,26]	-0.0461429	-0.0849515	-0.0073342
temp + silicate	Atlantic	(26,26.5]	-0.3530185	-0.3724248	-0.3336123
temp + silicate	Atlantic	(26.5,26.75]	-0.1326893	-0.1690032	-0.0963754
temp + silicate	Atlantic	(26.75,27]	-0.1870862	-0.3210344	-0.0531379
temp + silicate	Atlantic	(27,27.25]	-0.4882033	-0.5929056	-0.3835009
temp + silicate	Atlantic	(27.25,27.5]	-0.7361525	-0.7854323	-0.6868727
temp + silicate	Atlantic	(27.5,27.75]	-0.8282508	-0.8432856	-0.8132161
temp + silicate	Atlantic	(27.75,27.85]	-0.7679783	-0.8181016	-0.7178549
temp + silicate	Atlantic	(27.85,27.95]	-0.7528186	-0.7888594	-0.7167779
temp + silicate	Atlantic	(27.95,28.05]	-0.7453015	-0.7595431	-0.7310600
temp + silicate	Atlantic	(28.05,28.1]	-0.7671142	-0.8024945	-0.7317339
temp + silicate	Atlantic	(28.1,28.15]	-0.7381340	-0.8148921	-0.6613759
temp + silicate	Atlantic	(28.15,28.2]	-0.5725403	-0.7823070	-0.3627736
temp + silicate	Atlantic	(28.2, Inf]	-0.0339958	-0.1204852	0.0524935
temp + silicate	Indian	(-Inf,26]	-0.4225413	-0.5569589	-0.2881236
temp + silicate	Indian	(26,26.5]	-0.1679427	-0.2524582	-0.0834271
temp + silicate	Indian	(26.5,26.75]	-0.0469869	-0.0758149	-0.0181589
temp + silicate	Indian	(26.75,27]	0.1995124	0.0115944	0.3874304
temp + silicate	Indian	(27,27.25]	0.3217827	0.2088193	0.4347460
temp + silicate	Indian	(27.25,27.5]	0.5073521	0.4070632	0.6076410
temp + silicate	Indian	(27.5,27.75]	0.6535345	0.5997535	0.7073154
temp + silicate	Indian	(27.75,27.85]	0.7243721	0.6672155	0.7815287
temp + silicate	Indian	(27.85,27.95]	0.6197671	0.5572252	0.6823090
temp + silicate	Indian	(27.95,28.05]	0.3812781	0.3195810	0.4429752
temp + silicate	Indian	(28.05,28.1]	0.2848423	0.1699302	0.3997544
temp + silicate	Indian	(28.1, Inf]	-0.1138677	-0.1409481	-0.0867872
temp + silicate	Pacific	(-Inf,26]	-0.6371387	-0.6775856	-0.5966917
temp + silicate	Pacific	(26,26.5]	-0.7205708	-0.7637470	-0.6773946
temp + silicate	Pacific	(26.5,26.75]	-0.6383395	-0.6882786	-0.5884005
temp + silicate	Pacific	(26.75,27]	-0.6304122	-0.6528729	-0.6079515
temp + silicate	Pacific	(27,27.25]	-0.3761006	-0.4720958	-0.2801055
temp + silicate	Pacific	(27.25,27.5]	-0.0517111	-0.1936147	0.0901925
temp + silicate	Pacific	(27.5,27.75]	0.1337990	-0.0127975	0.2803955
temp + silicate	Pacific	(27.75,27.85]	0.1677900	-0.0035004	0.3390804
temp + silicate	Pacific	(27.85,27.95]	0.0442100	-0.2135466	0.3019666
temp + silicate	Pacific	(27.95,28.05]	-0.1571005	-0.4133409	0.0991398
temp + silicate	Pacific	(28.05,28.1]	0.0011922	-0.1932666	0.1956509
temp + silicate	Pacific	(28.1, Inf]	0.4299274	0.4025313	0.4573236

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
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
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2094103	0.1904797	0.2283409
aou	Atlantic	(26,26.5]	-0.1373933	-0.1934826	-0.0813040
aou	Atlantic	(26.5,26.75]	-0.1445446	-0.2403533	-0.0487359
aou	Atlantic	(26.75,27]	-0.2880265	-0.3270296	-0.2490233
aou	Atlantic	(27,27.25]	-0.3190451	-0.4127221	-0.2253681
aou	Atlantic	(27.25,27.5]	-0.4285324	-0.5410940	-0.3159708
aou	Atlantic	(27.5,27.75]	-0.6523711	-0.6662105	-0.6385317
aou	Atlantic	(27.75,27.85]	-0.7529712	-0.7855332	-0.7204091
aou	Atlantic	(27.85,27.95]	-0.8424405	-0.8837357	-0.8011454
aou	Atlantic	(27.95,28.05]	-0.8428494	-0.8852016	-0.8004971
aou	Atlantic	(28.05,28.1]	-0.8891168	-0.8930970	-0.8851365
aou	Atlantic	(28.1,28.15]	-0.9174971	-0.9203953	-0.9145989
aou	Atlantic	(28.15,28.2]	-0.9588020	-0.9604880	-0.9571160
aou	Atlantic	(28.2, Inf]	-0.7416661	-0.8373403	-0.6459920
aou	Indian	(-Inf,26]	-0.2285789	-0.2934069	-0.1637509
aou	Indian	(26,26.5]	-0.6825638	-0.6944866	-0.6706410
aou	Indian	(26.5,26.75]	-0.4506434	-0.4955366	-0.4057503
aou	Indian	(26.75,27]	-0.4372731	-0.5105038	-0.3640424
aou	Indian	(27,27.25]	-0.2350300	-0.4130746	-0.0569854
aou	Indian	(27.25,27.5]	-0.4148859	-0.5432307	-0.2865411
aou	Indian	(27.5,27.75]	-0.3128508	-0.4077148	-0.2179867
aou	Indian	(27.75,27.85]	-0.2889788	-0.4193999	-0.1585577
aou	Indian	(27.85,27.95]	-0.1910208	-0.3708063	-0.0112353
aou	Indian	(27.95,28.05]	-0.2910107	-0.4687814	-0.1132399
aou	Indian	(28.05,28.1]	-0.3976566	-0.5149290	-0.2803841
aou	Indian	(28.1, Inf]	0.2879309	0.2818019	0.2940599
aou	Pacific	(-Inf,26]	0.1044597	0.0704354	0.1384841
aou	Pacific	(26,26.5]	-0.2753437	-0.3827803	-0.1679071
aou	Pacific	(26.5,26.75]	-0.3122166	-0.4924310	-0.1320023
aou	Pacific	(26.75,27]	-0.6803168	-0.7798969	-0.5807368
aou	Pacific	(27,27.25]	-0.6428874	-0.6648852	-0.6208895
aou	Pacific	(27.25,27.5]	-0.0900928	-0.2626769	0.0824912
aou	Pacific	(27.5,27.75]	0.2214206	0.0296470	0.4131942
aou	Pacific	(27.75,27.85]	0.4156139	0.3149293	0.5162986
aou	Pacific	(27.85,27.95]	0.3052915	0.1572871	0.4532959
aou	Pacific	(27.95,28.05]	-0.0960102	-0.2430279	0.0510076
aou	Pacific	(28.05,28.1]	-0.3081585	-0.4484951	-0.1678220
aou	Pacific	(28.1, Inf]	-0.2206621	-0.2895630	-0.1517613
nitrate	Atlantic	(-Inf,26]	0.1461084	0.1176175	0.1745994
nitrate	Atlantic	(26,26.5]	-0.6237071	-0.6252674	-0.6221469
nitrate	Atlantic	(26.5,26.75]	-0.7359233	-0.7718570	-0.6999896
nitrate	Atlantic	(26.75,27]	-0.7645509	-0.7983601	-0.7307417
nitrate	Atlantic	(27,27.25]	-0.8061172	-0.8661321	-0.7461023
nitrate	Atlantic	(27.25,27.5]	-0.9029822	-0.9377715	-0.8681929
nitrate	Atlantic	(27.5,27.75]	-0.9639149	-0.9673181	-0.9605116
nitrate	Atlantic	(27.75,27.85]	-0.9694558	-0.9749081	-0.9640036
nitrate	Atlantic	(27.85,27.95]	-0.9630110	-0.9687718	-0.9572502
nitrate	Atlantic	(27.95,28.05]	-0.9545311	-0.9556254	-0.9534369
nitrate	Atlantic	(28.05,28.1]	-0.9450621	-0.9513308	-0.9387934
nitrate	Atlantic	(28.1,28.15]	-0.9530305	-0.9539915	-0.9520695
nitrate	Atlantic	(28.15,28.2]	-0.9785448	-0.9813823	-0.9757072
nitrate	Atlantic	(28.2, Inf]	-0.9688574	-0.9803510	-0.9573637
nitrate	Indian	(-Inf,26]	-0.2176780	-0.2771940	-0.1581620
nitrate	Indian	(26,26.5]	-0.8993605	-0.9103337	-0.8883873
nitrate	Indian	(26.5,26.75]	-0.8616045	-0.8692992	-0.8539098
nitrate	Indian	(26.75,27]	-0.8388404	-0.8406722	-0.8370086
nitrate	Indian	(27,27.25]	-0.6201187	-0.6610107	-0.5792266
nitrate	Indian	(27.25,27.5]	-0.5378520	-0.6305688	-0.4451352
nitrate	Indian	(27.5,27.75]	-0.3911547	-0.4675107	-0.3147987
nitrate	Indian	(27.75,27.85]	-0.4280682	-0.5432470	-0.3128894
nitrate	Indian	(27.85,27.95]	-0.4689158	-0.5920702	-0.3457615
nitrate	Indian	(27.95,28.05]	-0.6578851	-0.7159142	-0.5998561
nitrate	Indian	(28.05,28.1]	-0.6071660	-0.6236904	-0.5906417
nitrate	Indian	(28.1, Inf]	-0.3146536	-0.3267517	-0.3025555
nitrate	Pacific	(-Inf,26]	-0.2389733	-0.2599281	-0.2180185
nitrate	Pacific	(26,26.5]	-0.7892061	-0.8239780	-0.7544342
nitrate	Pacific	(26.5,26.75]	-0.7685080	-0.8102995	-0.7267166
nitrate	Pacific	(26.75,27]	-0.8528244	-0.8926247	-0.8130242
nitrate	Pacific	(27,27.25]	-0.7036908	-0.7225761	-0.6848055
nitrate	Pacific	(27.25,27.5]	-0.1513604	-0.3157890	0.0130682
nitrate	Pacific	(27.5,27.75]	0.1486797	-0.0345107	0.3318701
nitrate	Pacific	(27.75,27.85]	0.3727044	0.2764863	0.4689225
nitrate	Pacific	(27.85,27.95]	0.2657793	0.1288059	0.4027528
nitrate	Pacific	(27.95,28.05]	-0.1467376	-0.2966617	0.0031865
nitrate	Pacific	(28.05,28.1]	-0.3346233	-0.4751770	-0.1940697
nitrate	Pacific	(28.1, Inf]	-0.2955411	-0.3608469	-0.2302354
oxygen	Atlantic	(-Inf,26]	0.1292906	0.0829293	0.1756518
oxygen	Atlantic	(26,26.5]	-0.0834439	-0.1668338	-0.0000541
oxygen	Atlantic	(26.5,26.75]	-0.0849440	-0.1886074	0.0187193
oxygen	Atlantic	(26.75,27]	0.0919555	0.0778087	0.1061022
oxygen	Atlantic	(27,27.25]	0.1057670	0.0462782	0.1652557
oxygen	Atlantic	(27.25,27.5]	0.1925154	0.1253551	0.2596757
oxygen	Atlantic	(27.5,27.75]	0.3883608	0.3819785	0.3947430
oxygen	Atlantic	(27.75,27.85]	0.5154494	0.4835678	0.5473310
oxygen	Atlantic	(27.85,27.95]	0.6898384	0.6093874	0.7702895
oxygen	Atlantic	(27.95,28.05]	0.6846004	0.5845353	0.7846655
oxygen	Atlantic	(28.05,28.1]	0.8241873	0.8213254	0.8270492
oxygen	Atlantic	(28.1,28.15]	0.8832363	0.8796246	0.8868480
oxygen	Atlantic	(28.15,28.2]	0.9552617	0.9545902	0.9559332
oxygen	Atlantic	(28.2, Inf]	0.6352331	0.5113063	0.7591600
oxygen	Indian	(-Inf,26]	0.4201948	0.3463255	0.4940642
oxygen	Indian	(26,26.5]	0.5727679	0.5523783	0.5931575
oxygen	Indian	(26.5,26.75]	0.2819669	0.2159501	0.3479837
oxygen	Indian	(26.75,27]	0.2951199	0.1839960	0.4062439
oxygen	Indian	(27,27.25]	0.1591038	-0.0452056	0.3634131
oxygen	Indian	(27.25,27.5]	0.3992240	0.2623647	0.5360833
oxygen	Indian	(27.5,27.75]	0.3270246	0.2341416	0.4199076
oxygen	Indian	(27.75,27.85]	0.2764441	0.1454617	0.4074265
oxygen	Indian	(27.85,27.95]	0.1493762	-0.0295663	0.3283188
oxygen	Indian	(27.95,28.05]	0.2090307	0.0179301	0.4001313
oxygen	Indian	(28.05,28.1]	0.3433527	0.1948786	0.4918269
oxygen	Indian	(28.1, Inf]	-0.3710395	-0.3784500	-0.3636291
oxygen	Pacific	(-Inf,26]	-0.0010517	-0.0943595	0.0922561
oxygen	Pacific	(26,26.5]	0.0382621	-0.0761947	0.1527189
oxygen	Pacific	(26.5,26.75]	0.1280156	-0.0762216	0.3322528
oxygen	Pacific	(26.75,27]	0.5756219	0.4587353	0.6925086
oxygen	Pacific	(27,27.25]	0.6282310	0.6074608	0.6490013
oxygen	Pacific	(27.25,27.5]	0.1429817	-0.0427682	0.3287317
oxygen	Pacific	(27.5,27.75]	-0.1603965	-0.3612202	0.0404272
oxygen	Pacific	(27.75,27.85]	-0.3671201	-0.4757301	-0.2585101
oxygen	Pacific	(27.85,27.95]	-0.2768670	-0.4310511	-0.1226828
oxygen	Pacific	(27.95,28.05]	0.0982954	-0.0443804	0.2409713
oxygen	Pacific	(28.05,28.1]	0.3001073	0.1610511	0.4391634
oxygen	Pacific	(28.1, Inf]	0.1957969	0.1300766	0.2615172
phosphate	Atlantic	(-Inf,26]	0.1877754	0.1674059	0.2081448
phosphate	Atlantic	(26,26.5]	-0.7140283	-0.7172027	-0.7108538
phosphate	Atlantic	(26.5,26.75]	-0.8109835	-0.8259136	-0.7960534
phosphate	Atlantic	(26.75,27]	-0.8370543	-0.8635277	-0.8105810
phosphate	Atlantic	(27,27.25]	-0.8787887	-0.9149706	-0.8426068
phosphate	Atlantic	(27.25,27.5]	-0.9456456	-0.9632324	-0.9280589
phosphate	Atlantic	(27.5,27.75]	-0.9805730	-0.9819310	-0.9792150
phosphate	Atlantic	(27.75,27.85]	-0.9801704	-0.9851232	-0.9752176
phosphate	Atlantic	(27.85,27.95]	-0.9713389	-0.9763425	-0.9663352
phosphate	Atlantic	(27.95,28.05]	-0.9616547	-0.9630466	-0.9602628
phosphate	Atlantic	(28.05,28.1]	-0.9523888	-0.9544222	-0.9503554
phosphate	Atlantic	(28.1,28.15]	-0.9589090	-0.9592771	-0.9585409
phosphate	Atlantic	(28.15,28.2]	-0.9806263	-0.9835906	-0.9776619
phosphate	Atlantic	(28.2, Inf]	-0.9761827	-0.9861147	-0.9662506
phosphate	Indian	(-Inf,26]	-0.2061057	-0.2526515	-0.1595600
phosphate	Indian	(26,26.5]	-0.9166147	-0.9217104	-0.9115189
phosphate	Indian	(26.5,26.75]	-0.8682682	-0.8720464	-0.8644899
phosphate	Indian	(26.75,27]	-0.8341830	-0.8421686	-0.8261974
phosphate	Indian	(27,27.25]	-0.6318718	-0.7116639	-0.5520797
phosphate	Indian	(27.25,27.5]	-0.5717652	-0.6700006	-0.4735299
phosphate	Indian	(27.5,27.75]	-0.4262194	-0.5125743	-0.3398645
phosphate	Indian	(27.75,27.85]	-0.5035292	-0.6046011	-0.4024572
phosphate	Indian	(27.85,27.95]	-0.5300012	-0.6502697	-0.4097328
phosphate	Indian	(27.95,28.05]	-0.6862019	-0.7458110	-0.6265927
phosphate	Indian	(28.05,28.1]	-0.6442771	-0.6590797	-0.6294745
phosphate	Indian	(28.1, Inf]	-0.4153370	-0.4334041	-0.3972700
phosphate	Pacific	(-Inf,26]	-0.3215915	-0.3463009	-0.2968822
phosphate	Pacific	(26,26.5]	-0.8518521	-0.8777878	-0.8259165
phosphate	Pacific	(26.5,26.75]	-0.8282227	-0.8646848	-0.7917606
phosphate	Pacific	(26.75,27]	-0.8779934	-0.9117559	-0.8442309
phosphate	Pacific	(27,27.25]	-0.7236448	-0.7399368	-0.7073528
phosphate	Pacific	(27.25,27.5]	-0.1559251	-0.3095072	-0.0023429
phosphate	Pacific	(27.5,27.75]	0.1408727	-0.0349416	0.3166870
phosphate	Pacific	(27.75,27.85]	0.3403285	0.2463209	0.4343361
phosphate	Pacific	(27.85,27.95]	0.2157357	0.0813402	0.3501312
phosphate	Pacific	(27.95,28.05]	-0.2308672	-0.3578056	-0.1039288
phosphate	Pacific	(28.05,28.1]	-0.4502239	-0.5571579	-0.3432900
phosphate	Pacific	(28.1, Inf]	-0.3968419	-0.4420448	-0.3516390
sal	Atlantic	(-Inf,26]	0.3872031	0.1866347	0.5877716
sal	Atlantic	(26,26.5]	0.6073891	0.5365816	0.6781967
sal	Atlantic	(26.5,26.75]	0.7039945	0.6489731	0.7590158
sal	Atlantic	(26.75,27]	0.6562967	0.6026161	0.7099773
sal	Atlantic	(27,27.25]	0.7304815	0.6844186	0.7765445
sal	Atlantic	(27.25,27.5]	0.6971205	0.6127187	0.7815223
sal	Atlantic	(27.5,27.75]	0.7086179	0.6580553	0.7591806
sal	Atlantic	(27.75,27.85]	0.6999117	0.6869533	0.7128702
sal	Atlantic	(27.85,27.95]	0.6691522	0.6190044	0.7192999
sal	Atlantic	(27.95,28.05]	0.7353283	0.6853643	0.7852924
sal	Atlantic	(28.05,28.1]	0.7705160	0.7398915	0.8011404
sal	Atlantic	(28.1,28.15]	0.7925438	0.7586602	0.8264274
sal	Atlantic	(28.15,28.2]	0.9061169	0.8979613	0.9142724
sal	Atlantic	(28.2, Inf]	0.9352682	0.9137588	0.9567776
sal	Indian	(-Inf,26]	0.7151770	0.5950606	0.8352935
sal	Indian	(26,26.5]	0.6715757	0.5429938	0.8001575
sal	Indian	(26.5,26.75]	0.7021177	0.5621527	0.8420826
sal	Indian	(26.75,27]	0.4456022	0.2164358	0.6747685
sal	Indian	(27,27.25]	0.0159452	-0.2677218	0.2996122
sal	Indian	(27.25,27.5]	-0.3839660	-0.5559090	-0.2120229
sal	Indian	(27.5,27.75]	-0.2697866	-0.4273142	-0.1122591
sal	Indian	(27.75,27.85]	-0.1877822	-0.3602370	-0.0153273
sal	Indian	(27.85,27.95]	0.0220266	-0.1730311	0.2170844
sal	Indian	(27.95,28.05]	0.2507497	0.0675906	0.4339088
sal	Indian	(28.05,28.1]	0.2899145	0.0740558	0.5057732
sal	Indian	(28.1, Inf]	0.5428298	0.5236317	0.5620278
sal	Pacific	(-Inf,26]	0.3643059	0.3257479	0.4028639
sal	Pacific	(26,26.5]	0.7398382	0.7125843	0.7670922
sal	Pacific	(26.5,26.75]	0.6146823	0.4869582	0.7424064
sal	Pacific	(26.75,27]	0.4669981	0.3516948	0.5823014
sal	Pacific	(27,27.25]	-0.0215846	-0.1133145	0.0701452
sal	Pacific	(27.25,27.5]	-0.6057727	-0.6745550	-0.5369903
sal	Pacific	(27.5,27.75]	-0.4076959	-0.4549045	-0.3604873
sal	Pacific	(27.75,27.85]	-0.3947091	-0.4654664	-0.3239519
sal	Pacific	(27.85,27.95]	-0.2617157	-0.3288920	-0.1945393
sal	Pacific	(27.95,28.05]	0.1946446	0.1271090	0.2621801
sal	Pacific	(28.05,28.1]	0.4012363	0.3030157	0.4994568
sal	Pacific	(28.1, Inf]	0.3075422	0.2895064	0.3255779
silicate	Atlantic	(-Inf,26]	-0.3034335	-0.5655160	-0.0413510
silicate	Atlantic	(26,26.5]	-0.3076827	-0.3559250	-0.2594404
silicate	Atlantic	(26.5,26.75]	-0.3338376	-0.3891593	-0.2785159
silicate	Atlantic	(26.75,27]	-0.5120094	-0.5428384	-0.4811803
silicate	Atlantic	(27,27.25]	-0.6512405	-0.6759637	-0.6265173
silicate	Atlantic	(27.25,27.5]	-0.6937572	-0.7862101	-0.6013043
silicate	Atlantic	(27.5,27.75]	-0.8121220	-0.8651560	-0.7590880
silicate	Atlantic	(27.75,27.85]	-0.9040226	-0.9235026	-0.8845425
silicate	Atlantic	(27.85,27.95]	-0.9172164	-0.9213249	-0.9131079
silicate	Atlantic	(27.95,28.05]	-0.9233533	-0.9241225	-0.9225842
silicate	Atlantic	(28.05,28.1]	-0.9245659	-0.9296779	-0.9194540
silicate	Atlantic	(28.1,28.15]	-0.9400945	-0.9426513	-0.9375377
silicate	Atlantic	(28.15,28.2]	-0.9738022	-0.9793064	-0.9682979
silicate	Atlantic	(28.2, Inf]	-0.9507223	-0.9738436	-0.9276010
silicate	Indian	(-Inf,26]	-0.2269031	-0.3007742	-0.1530319
silicate	Indian	(26,26.5]	-0.7233764	-0.7384326	-0.7083201
silicate	Indian	(26.5,26.75]	-0.5629838	-0.6335115	-0.4924560
silicate	Indian	(26.75,27]	-0.5659234	-0.6200213	-0.5118254
silicate	Indian	(27,27.25]	-0.4894068	-0.5921832	-0.3866305
silicate	Indian	(27.25,27.5]	-0.2150856	-0.2630975	-0.1670738
silicate	Indian	(27.5,27.75]	-0.0173297	-0.0919143	0.0572550
silicate	Indian	(27.75,27.85]	-0.2307034	-0.3251321	-0.1362748
silicate	Indian	(27.85,27.95]	-0.3007099	-0.4266396	-0.1747803
silicate	Indian	(27.95,28.05]	-0.4736045	-0.5566329	-0.3905760
silicate	Indian	(28.05,28.1]	-0.5151357	-0.5846465	-0.4456249
silicate	Indian	(28.1, Inf]	-0.3794072	-0.4333283	-0.3254860
silicate	Pacific	(-Inf,26]	-0.3474615	-0.3839628	-0.3109602
silicate	Pacific	(26,26.5]	-0.7968722	-0.8066018	-0.7871425
silicate	Pacific	(26.5,26.75]	-0.6902993	-0.7181471	-0.6624515
silicate	Pacific	(26.75,27]	-0.6776916	-0.6816843	-0.6736988
silicate	Pacific	(27,27.25]	-0.4810188	-0.4917076	-0.4703299
silicate	Pacific	(27.25,27.5]	0.2427874	0.1351422	0.3504327
silicate	Pacific	(27.5,27.75]	0.5031827	0.3814697	0.6248958
silicate	Pacific	(27.75,27.85]	0.5238088	0.4368562	0.6107615
silicate	Pacific	(27.85,27.95]	0.3281988	0.1859592	0.4704384
silicate	Pacific	(27.95,28.05]	-0.1093479	-0.2600299	0.0413341
silicate	Pacific	(28.05,28.1]	-0.3371385	-0.4832408	-0.1910362
silicate	Pacific	(28.1, Inf]	-0.3184162	-0.4046493	-0.2321830
temp	Atlantic	(-Inf,26]	-0.5513842	-0.6068820	-0.4958865
temp	Atlantic	(26,26.5]	0.5150173	0.4326477	0.5973869
temp	Atlantic	(26.5,26.75]	0.6369473	0.5708488	0.7030458
temp	Atlantic	(26.75,27]	0.5653617	0.4956475	0.6350759
temp	Atlantic	(27,27.25]	0.6563765	0.6124424	0.7003107
temp	Atlantic	(27.25,27.5]	0.6073917	0.5068526	0.7079307
temp	Atlantic	(27.5,27.75]	0.6102947	0.5240328	0.6965565
temp	Atlantic	(27.75,27.85]	0.6423903	0.6129156	0.6718651
temp	Atlantic	(27.85,27.95]	0.6249915	0.5916048	0.6583782
temp	Atlantic	(27.95,28.05]	0.6712364	0.6402804	0.7021924
temp	Atlantic	(28.05,28.1]	0.6764522	0.6248907	0.7280137
temp	Atlantic	(28.1,28.15]	0.6399565	0.5481249	0.7317881
temp	Atlantic	(28.15,28.2]	0.5047047	0.3006827	0.7087267
temp	Atlantic	(28.2, Inf]	0.1271828	-0.0000479	0.2544136
temp	Indian	(-Inf,26]	-0.7036381	-0.7539484	-0.6533278
temp	Indian	(26,26.5]	0.5847589	0.4881109	0.6814070
temp	Indian	(26.5,26.75]	0.6841274	0.5515505	0.8167043
temp	Indian	(26.75,27]	0.5218715	0.3318347	0.7119082
temp	Indian	(27,27.25]	0.1388301	-0.1389952	0.4166554
temp	Indian	(27.25,27.5]	-0.3101742	-0.4863677	-0.1339807
temp	Indian	(27.5,27.75]	-0.3640326	-0.4529313	-0.2751339
temp	Indian	(27.75,27.85]	-0.2249090	-0.3560532	-0.0937648
temp	Indian	(27.85,27.95]	-0.0025862	-0.1675589	0.1623865
temp	Indian	(27.95,28.05]	0.1553310	-0.0010253	0.3116873
temp	Indian	(28.05,28.1]	0.1277972	-0.0725791	0.3281735
temp	Indian	(28.1, Inf]	0.5164652	0.5078847	0.5250457
temp	Pacific	(-Inf,26]	-0.2587012	-0.3625104	-0.1548920
temp	Pacific	(26,26.5]	0.7628164	0.7325049	0.7931280
temp	Pacific	(26.5,26.75]	0.6390599	0.5182957	0.7598242
temp	Pacific	(26.75,27]	0.4859237	0.3725293	0.5993181
temp	Pacific	(27,27.25]	0.0772851	-0.0315393	0.1861094
temp	Pacific	(27.25,27.5]	-0.5135304	-0.5906814	-0.4363794
temp	Pacific	(27.5,27.75]	-0.4551232	-0.4889152	-0.4213312
temp	Pacific	(27.75,27.85]	-0.3540031	-0.4105799	-0.2974263
temp	Pacific	(27.85,27.95]	-0.3252500	-0.3989911	-0.2515089
temp	Pacific	(27.95,28.05]	-0.1266716	-0.1692966	-0.0840466
temp	Pacific	(28.05,28.1]	-0.0666064	-0.1219264	-0.0112865
temp	Pacific	(28.1, Inf]	-0.0918599	-0.1424156	-0.0413041

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