Last updated: 2022-10-24

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.

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: 364b52e

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 364b52e. 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

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

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

File	Version	Author	Date	Message
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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Rmd	ae3b4d7	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
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
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html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
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Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
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Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
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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]]

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
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]]

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
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]]

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[4]]

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[5]]

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[6]]

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/observations/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

      GLODAP_highlight <- GLODAP_basin_era %>%
        mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                         "in", "out")) %>%
        arrange(desc(gamma_highlight))
      
      p <- GLODAP_highlight %>%
        ggpairs(
          columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

3.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9497265	0.9460617	0.9533913
aou + nitrate	Atlantic	(26.5,26.75]	0.9496084	0.9478385	0.9513784
aou + nitrate	Atlantic	(26.75,27]	0.8764647	0.8603958	0.8925336
aou + nitrate	Atlantic	(27,27.25]	0.8050025	0.7756273	0.8343777
aou + nitrate	Atlantic	(27.25,27.5]	0.7182951	0.6605079	0.7760823
aou + nitrate	Atlantic	(27.5,27.75]	0.8198819	0.8057422	0.8340215
aou + nitrate	Atlantic	(27.75,27.85]	0.9158645	0.9128347	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9257112	0.9176120	0.9338103
aou + nitrate	Atlantic	(27.95,28.05]	0.9344263	0.9130699	0.9557826
aou + nitrate	Atlantic	(28.05,28.1]	0.9600428	0.9467224	0.9733632
aou + nitrate	Atlantic	(28.1,28.15]	0.9714424	0.9682204	0.9746645
aou + nitrate	Atlantic	(28.15,28.2]	0.9867983	0.9848727	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8491763	0.8012548	0.8970979
aou + nitrate	Indian	(-Inf,26]	0.9891277	0.9836452	0.9946101
aou + nitrate	Indian	(26,26.5]	0.9710203	0.9529441	0.9890964
aou + nitrate	Indian	(26.5,26.75]	0.9461355	0.9366952	0.9555758
aou + nitrate	Indian	(26.75,27]	0.9123688	0.9097948	0.9149428
aou + nitrate	Indian	(27,27.25]	0.8730029	0.8648383	0.8811676
aou + nitrate	Indian	(27.25,27.5]	0.9147641	0.9068451	0.9226831
aou + nitrate	Indian	(27.5,27.75]	0.9378926	0.9173187	0.9584665
aou + nitrate	Indian	(27.75,27.85]	0.8831974	0.8525182	0.9138766
aou + nitrate	Indian	(27.85,27.95]	0.8545352	0.8183521	0.8907184
aou + nitrate	Indian	(27.95,28.05]	0.8055486	0.7400348	0.8710624
aou + nitrate	Indian	(28.05,28.1]	0.9054460	0.8494837	0.9614083
aou + nitrate	Indian	(28.1, Inf]	0.5932002	0.5464422	0.6399581
aou + nitrate	Pacific	(-Inf,26]	0.8759362	0.8553210	0.8965513
aou + nitrate	Pacific	(26,26.5]	0.8557820	0.8500581	0.8615059
aou + nitrate	Pacific	(26.5,26.75]	0.7978391	0.7625952	0.8330831
aou + nitrate	Pacific	(26.75,27]	0.9175870	0.9065806	0.9285935
aou + nitrate	Pacific	(27,27.25]	0.9734304	0.9721467	0.9747140
aou + nitrate	Pacific	(27.25,27.5]	0.9749635	0.9678917	0.9820352
aou + nitrate	Pacific	(27.5,27.75]	0.9587978	0.9336503	0.9839454
aou + nitrate	Pacific	(27.75,27.85]	0.9897201	0.9895339	0.9899063
aou + nitrate	Pacific	(27.85,27.95]	0.9889538	0.9875149	0.9903927
aou + nitrate	Pacific	(27.95,28.05]	0.9786877	0.9739901	0.9833854
aou + nitrate	Pacific	(28.05,28.1]	0.9772246	0.9663470	0.9881021
aou + nitrate	Pacific	(28.1, Inf]	0.9578839	0.9512627	0.9645051
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9571284	-0.9659555	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9705578	-0.9747021	-0.9664136
aou + oxygen	Atlantic	(26.75,27]	-0.9604759	-0.9716451	-0.9493068
aou + oxygen	Atlantic	(27,27.25]	-0.9641748	-0.9729789	-0.9553706
aou + oxygen	Atlantic	(27.25,27.5]	-0.9491509	-0.9632375	-0.9350644
aou + oxygen	Atlantic	(27.5,27.75]	-0.9252625	-0.9302303	-0.9202946
aou + oxygen	Atlantic	(27.75,27.85]	-0.9579886	-0.9613130	-0.9546642
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731065	-0.9759670	-0.9702461
aou + oxygen	Atlantic	(27.95,28.05]	-0.9691576	-0.9811433	-0.9571719
aou + oxygen	Atlantic	(28.05,28.1]	-0.9837363	-0.9900536	-0.9774190
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897253	-0.9900147	-0.9894358
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949700	-0.9965560	-0.9933840
aou + oxygen	Atlantic	(28.2, Inf]	-0.9814892	-0.9834351	-0.9795433
aou + oxygen	Indian	(-Inf,26]	-0.9924990	-0.9941567	-0.9908413
aou + oxygen	Indian	(26,26.5]	-0.9971159	-0.9973558	-0.9968759
aou + oxygen	Indian	(26.5,26.75]	-0.9958481	-0.9963479	-0.9953483
aou + oxygen	Indian	(26.75,27]	-0.9940044	-0.9957686	-0.9922401
aou + oxygen	Indian	(27,27.25]	-0.9948484	-0.9961647	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9965478	-0.9972567	-0.9958389
aou + oxygen	Indian	(27.5,27.75]	-0.9970025	-0.9974407	-0.9965643
aou + oxygen	Indian	(27.75,27.85]	-0.9969834	-0.9975912	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9948231	-0.9953184	-0.9943278
aou + oxygen	Indian	(27.95,28.05]	-0.9896268	-0.9915328	-0.9877208
aou + oxygen	Indian	(28.05,28.1]	-0.9913117	-0.9962050	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9853508	-0.9880391	-0.9826625
aou + oxygen	Pacific	(-Inf,26]	-0.8418879	-0.8455109	-0.8382648
aou + oxygen	Pacific	(26,26.5]	-0.9719838	-0.9742383	-0.9697292
aou + oxygen	Pacific	(26.5,26.75]	-0.9746943	-0.9771705	-0.9722180
aou + oxygen	Pacific	(26.75,27]	-0.9796078	-0.9814533	-0.9777623
aou + oxygen	Pacific	(27,27.25]	-0.9944748	-0.9949100	-0.9940397
aou + oxygen	Pacific	(27.25,27.5]	-0.9958878	-0.9965034	-0.9952722
aou + oxygen	Pacific	(27.5,27.75]	-0.9956118	-0.9969614	-0.9942623
aou + oxygen	Pacific	(27.75,27.85]	-0.9967585	-0.9977886	-0.9957285
aou + oxygen	Pacific	(27.85,27.95]	-0.9970589	-0.9982935	-0.9958244
aou + oxygen	Pacific	(27.95,28.05]	-0.9978049	-0.9987393	-0.9968706
aou + oxygen	Pacific	(28.05,28.1]	-0.9990006	-0.9991061	-0.9988950
aou + oxygen	Pacific	(28.1, Inf]	-0.9954268	-0.9962787	-0.9945750
aou + phosphate	Atlantic	(-Inf,26]	0.6487047	0.5711671	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8428247	0.8204169	0.8652324
aou + phosphate	Atlantic	(26.5,26.75]	0.8818086	0.8775229	0.8860942
aou + phosphate	Atlantic	(26.75,27]	0.8001543	0.7913943	0.8089143
aou + phosphate	Atlantic	(27,27.25]	0.7259919	0.7067041	0.7452797
aou + phosphate	Atlantic	(27.25,27.5]	0.6367816	0.5480907	0.7254725
aou + phosphate	Atlantic	(27.5,27.75]	0.7885376	0.7712600	0.8058152
aou + phosphate	Atlantic	(27.75,27.85]	0.8982373	0.8932437	0.9032309
aou + phosphate	Atlantic	(27.85,27.95]	0.9201472	0.9103604	0.9299340
aou + phosphate	Atlantic	(27.95,28.05]	0.9303183	0.9053559	0.9552806
aou + phosphate	Atlantic	(28.05,28.1]	0.9561445	0.9413941	0.9708949
aou + phosphate	Atlantic	(28.1,28.15]	0.9675637	0.9673492	0.9677782
aou + phosphate	Atlantic	(28.15,28.2]	0.9863742	0.9848422	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8469239	0.7967371	0.8971107
aou + phosphate	Indian	(-Inf,26]	0.9946845	0.9932503	0.9961188
aou + phosphate	Indian	(26,26.5]	0.9933972	0.9915579	0.9952364
aou + phosphate	Indian	(26.5,26.75]	0.9661817	0.9605968	0.9717666
aou + phosphate	Indian	(26.75,27]	0.9355768	0.9214021	0.9497515
aou + phosphate	Indian	(27,27.25]	0.9115600	0.8892209	0.9338991
aou + phosphate	Indian	(27.25,27.5]	0.9430752	0.9315712	0.9545792
aou + phosphate	Indian	(27.5,27.75]	0.9578098	0.9509717	0.9646479
aou + phosphate	Indian	(27.75,27.85]	0.9194785	0.9055534	0.9334037
aou + phosphate	Indian	(27.85,27.95]	0.8631068	0.8362989	0.8899147
aou + phosphate	Indian	(27.95,28.05]	0.8233941	0.7705072	0.8762809
aou + phosphate	Indian	(28.05,28.1]	0.9131171	0.8650477	0.9611864
aou + phosphate	Indian	(28.1, Inf]	0.5872766	0.5569904	0.6175628
aou + phosphate	Pacific	(-Inf,26]	0.8802056	0.8625562	0.8978550
aou + phosphate	Pacific	(26,26.5]	0.8993071	0.8785172	0.9200971
aou + phosphate	Pacific	(26.5,26.75]	0.8284432	0.8042150	0.8526713
aou + phosphate	Pacific	(26.75,27]	0.9261366	0.9107227	0.9415504
aou + phosphate	Pacific	(27,27.25]	0.9800450	0.9789362	0.9811539
aou + phosphate	Pacific	(27.25,27.5]	0.9818753	0.9798203	0.9839303
aou + phosphate	Pacific	(27.5,27.75]	0.9730139	0.9625229	0.9835049
aou + phosphate	Pacific	(27.75,27.85]	0.9871363	0.9870323	0.9872403
aou + phosphate	Pacific	(27.85,27.95]	0.9864430	0.9863304	0.9865555
aou + phosphate	Pacific	(27.95,28.05]	0.9802951	0.9791663	0.9814240
aou + phosphate	Pacific	(28.05,28.1]	0.9773591	0.9708148	0.9839034
aou + phosphate	Pacific	(28.1, Inf]	0.9555008	0.9543165	0.9566851
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845513	0.7213543	0.8477483
aou + silicate	Atlantic	(26.5,26.75]	0.8960474	0.8784662	0.9136285
aou + silicate	Atlantic	(26.75,27]	0.8431981	0.8192477	0.8671486
aou + silicate	Atlantic	(27,27.25]	0.6519545	0.6263902	0.6775188
aou + silicate	Atlantic	(27.25,27.5]	0.3770215	0.2281895	0.5258535
aou + silicate	Atlantic	(27.5,27.75]	0.5028989	0.4405937	0.5652040
aou + silicate	Atlantic	(27.75,27.85]	0.7657573	0.7350044	0.7965102
aou + silicate	Atlantic	(27.85,27.95]	0.8414800	0.8236138	0.8593461
aou + silicate	Atlantic	(27.95,28.05]	0.9116574	0.8856604	0.9376544
aou + silicate	Atlantic	(28.05,28.1]	0.9605015	0.9496499	0.9713532
aou + silicate	Atlantic	(28.1,28.15]	0.9673640	0.9665023	0.9682258
aou + silicate	Atlantic	(28.15,28.2]	0.9851979	0.9849836	0.9854123
aou + silicate	Atlantic	(28.2, Inf]	0.8334911	0.7831634	0.8838188
aou + silicate	Indian	(-Inf,26]	0.9142818	0.8748899	0.9536736
aou + silicate	Indian	(26,26.5]	0.9471734	0.9361746	0.9581723
aou + silicate	Indian	(26.5,26.75]	0.9664144	0.9615478	0.9712810
aou + silicate	Indian	(26.75,27]	0.9761490	0.9742810	0.9780170
aou + silicate	Indian	(27,27.25]	0.9255399	0.9123061	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8731052	0.8508498	0.8953605
aou + silicate	Indian	(27.5,27.75]	0.8559591	0.8425475	0.8693706
aou + silicate	Indian	(27.75,27.85]	0.8634815	0.8246495	0.9023135
aou + silicate	Indian	(27.85,27.95]	0.8418776	0.8023358	0.8814195
aou + silicate	Indian	(27.95,28.05]	0.8601961	0.8247180	0.8956741
aou + silicate	Indian	(28.05,28.1]	0.9515066	0.9406044	0.9624087
aou + silicate	Indian	(28.1, Inf]	0.3741860	0.3081434	0.4402287
aou + silicate	Pacific	(-Inf,26]	0.6461625	0.6013080	0.6910169
aou + silicate	Pacific	(26,26.5]	0.5694859	0.5420030	0.5969688
aou + silicate	Pacific	(26.5,26.75]	0.3872427	0.3839761	0.3905093
aou + silicate	Pacific	(26.75,27]	0.6895696	0.6849635	0.6941756
aou + silicate	Pacific	(27,27.25]	0.9035778	0.8934671	0.9136885
aou + silicate	Pacific	(27.25,27.5]	0.9247906	0.9166192	0.9329621
aou + silicate	Pacific	(27.5,27.75]	0.9358572	0.9248471	0.9468673
aou + silicate	Pacific	(27.75,27.85]	0.9680676	0.9664077	0.9697275
aou + silicate	Pacific	(27.85,27.95]	0.9656124	0.9650589	0.9661658
aou + silicate	Pacific	(27.95,28.05]	0.9522888	0.9443768	0.9602007
aou + silicate	Pacific	(28.05,28.1]	0.9578931	0.9468382	0.9689481
aou + silicate	Pacific	(28.1, Inf]	0.8236740	0.7863382	0.8610099
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8879221	0.8482174	0.9276268
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462314	0.9281830	0.9642799
nitrate + silicate	Atlantic	(26.75,27]	0.9077444	0.8882057	0.9272830
nitrate + silicate	Atlantic	(27,27.25]	0.8892528	0.8776571	0.9008486
nitrate + silicate	Atlantic	(27.25,27.5]	0.8210765	0.7634876	0.8786653
nitrate + silicate	Atlantic	(27.5,27.75]	0.8493179	0.8215648	0.8770710
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348242	0.9226460	0.9470025
nitrate + silicate	Atlantic	(27.85,27.95]	0.9668945	0.9647883	0.9690006
nitrate + silicate	Atlantic	(27.95,28.05]	0.9826800	0.9816464	0.9837136
nitrate + silicate	Atlantic	(28.05,28.1]	0.9896929	0.9883143	0.9910715
nitrate + silicate	Atlantic	(28.1,28.15]	0.9889770	0.9870959	0.9908582
nitrate + silicate	Atlantic	(28.15,28.2]	0.9925896	0.9924022	0.9927769
nitrate + silicate	Atlantic	(28.2, Inf]	0.9766534	0.9675319	0.9857750
nitrate + silicate	Indian	(-Inf,26]	0.9320425	0.9010839	0.9630010
nitrate + silicate	Indian	(26,26.5]	0.9511795	0.9422744	0.9600845
nitrate + silicate	Indian	(26.5,26.75]	0.9409635	0.9347881	0.9471390
nitrate + silicate	Indian	(26.75,27]	0.9298849	0.9233656	0.9364042
nitrate + silicate	Indian	(27,27.25]	0.9330642	0.9322416	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9241991	0.9106464	0.9377519
nitrate + silicate	Indian	(27.5,27.75]	0.8490327	0.8406934	0.8573719
nitrate + silicate	Indian	(27.75,27.85]	0.7933027	0.7560988	0.8305066
nitrate + silicate	Indian	(27.85,27.95]	0.8402079	0.8274593	0.8529565
nitrate + silicate	Indian	(27.95,28.05]	0.8942178	0.8877635	0.9006722
nitrate + silicate	Indian	(28.05,28.1]	0.9544693	0.9389078	0.9700308
nitrate + silicate	Indian	(28.1, Inf]	0.8191658	0.8141843	0.8241474
nitrate + silicate	Pacific	(-Inf,26]	0.8452440	0.8449034	0.8455845
nitrate + silicate	Pacific	(26,26.5]	0.8054003	0.7943502	0.8164504
nitrate + silicate	Pacific	(26.5,26.75]	0.7438903	0.7039144	0.7838663
nitrate + silicate	Pacific	(26.75,27]	0.8294303	0.8048781	0.8539826
nitrate + silicate	Pacific	(27,27.25]	0.9131658	0.8989272	0.9274045
nitrate + silicate	Pacific	(27.25,27.5]	0.8957315	0.8778568	0.9136062
nitrate + silicate	Pacific	(27.5,27.75]	0.8894234	0.8621098	0.9167371
nitrate + silicate	Pacific	(27.75,27.85]	0.9500782	0.9478763	0.9522801
nitrate + silicate	Pacific	(27.85,27.95]	0.9617913	0.9565898	0.9669928
nitrate + silicate	Pacific	(27.95,28.05]	0.9443887	0.9188788	0.9698985
nitrate + silicate	Pacific	(28.05,28.1]	0.9436065	0.9154096	0.9718035
nitrate + silicate	Pacific	(28.1, Inf]	0.9061625	0.8945418	0.9177832
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8368876	-0.8546166	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8546394	-0.8622324	-0.8470465
oxygen + nitrate	Atlantic	(26.75,27]	-0.7408238	-0.7804857	-0.7011619
oxygen + nitrate	Atlantic	(27,27.25]	-0.6381398	-0.7001044	-0.5761752
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4854573	-0.5241315	-0.4467830
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5637306	-0.5727715	-0.5546898
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7700095	-0.7811391	-0.7588799
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8219926	-0.8433459	-0.8006393
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8281382	-0.8921621	-0.7641143
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9030746	-0.9409557	-0.8651935
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9347962	-0.9370532	-0.9325392
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9757567	-0.9790901	-0.9724234
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7556324	-0.8276183	-0.6836466
oxygen + nitrate	Indian	(-Inf,26]	-0.9742445	-0.9829415	-0.9655476
oxygen + nitrate	Indian	(26,26.5]	-0.9550223	-0.9772878	-0.9327569
oxygen + nitrate	Indian	(26.5,26.75]	-0.9160405	-0.9248916	-0.9071895
oxygen + nitrate	Indian	(26.75,27]	-0.8643741	-0.8763219	-0.8524264
oxygen + nitrate	Indian	(27,27.25]	-0.8210744	-0.8386151	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8812832	-0.8946429	-0.8679235
oxygen + nitrate	Indian	(27.5,27.75]	-0.9212837	-0.9460734	-0.8964940
oxygen + nitrate	Indian	(27.75,27.85]	-0.8623763	-0.8957469	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8093766	-0.8521976	-0.7665557
oxygen + nitrate	Indian	(27.95,28.05]	-0.7209025	-0.8056830	-0.6361220
oxygen + nitrate	Indian	(28.05,28.1]	-0.8492319	-0.9376721	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4586112	-0.5193540	-0.3978685
oxygen + nitrate	Pacific	(-Inf,26]	-0.5504169	-0.5978129	-0.5030208
oxygen + nitrate	Pacific	(26,26.5]	-0.7239411	-0.7397987	-0.7080836
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6577666	-0.7115699	-0.6039633
oxygen + nitrate	Pacific	(26.75,27]	-0.8298297	-0.8522871	-0.8073724
oxygen + nitrate	Pacific	(27,27.25]	-0.9503446	-0.9526070	-0.9480823
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9656222	-0.9718755	-0.9593688
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9571373	-0.9785190	-0.9357555
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846243	-0.9868508	-0.9823978
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9824264	-0.9842294	-0.9806234
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9710687	-0.9715747	-0.9705627
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9717499	-0.9830482	-0.9604516
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9308691	-0.9439049	-0.9178333
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4695392	-0.5599394	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6655030	-0.7178991	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7481889	-0.7620061	-0.7343716
oxygen + phosphate	Atlantic	(26.75,27]	-0.6301850	-0.6645688	-0.5958013
oxygen + phosphate	Atlantic	(27,27.25]	-0.5347551	-0.5858064	-0.4837038
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3834629	-0.4533043	-0.3136216
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5151504	-0.5283939	-0.5019069
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7414114	-0.7553145	-0.7275083
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8122197	-0.8360203	-0.7884191
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8207567	-0.8896655	-0.7518480
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8960431	-0.9359596	-0.8561266
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9269351	-0.9290290	-0.9248412
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9740439	-0.9773076	-0.9707801
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7523260	-0.8268175	-0.6778345
oxygen + phosphate	Indian	(-Inf,26]	-0.9835277	-0.9851442	-0.9819111
oxygen + phosphate	Indian	(26,26.5]	-0.9848616	-0.9898109	-0.9799123
oxygen + phosphate	Indian	(26.5,26.75]	-0.9411809	-0.9512846	-0.9310773
oxygen + phosphate	Indian	(26.75,27]	-0.8937366	-0.9198812	-0.8675920
oxygen + phosphate	Indian	(27,27.25]	-0.8685252	-0.9035069	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9174007	-0.9365737	-0.8982277
oxygen + phosphate	Indian	(27.5,27.75]	-0.9456782	-0.9548777	-0.9364788
oxygen + phosphate	Indian	(27.75,27.85]	-0.8975070	-0.9135707	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8142584	-0.8465377	-0.7819790
oxygen + phosphate	Indian	(27.95,28.05]	-0.7410475	-0.8117298	-0.6703651
oxygen + phosphate	Indian	(28.05,28.1]	-0.8599081	-0.9388267	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.4548587	-0.4984919	-0.4112255
oxygen + phosphate	Pacific	(-Inf,26]	-0.6052136	-0.6420929	-0.5683343
oxygen + phosphate	Pacific	(26,26.5]	-0.7796595	-0.8158838	-0.7434351
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6902852	-0.7296464	-0.6509239
oxygen + phosphate	Pacific	(26.75,27]	-0.8379985	-0.8656351	-0.8103618
oxygen + phosphate	Pacific	(27,27.25]	-0.9583669	-0.9593018	-0.9574321
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9727214	-0.9737286	-0.9717142
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9694961	-0.9788073	-0.9601849
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9818621	-0.9838889	-0.9798353
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9795102	-0.9828814	-0.9761391
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9726177	-0.9756778	-0.9695575
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9721373	-0.9781256	-0.9661491
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9296629	-0.9356036	-0.9237222
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6226766	-0.7120482	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7936332	-0.8210376	-0.7662289
oxygen + silicate	Atlantic	(26.75,27]	-0.7012697	-0.7549224	-0.6476169
oxygen + silicate	Atlantic	(27,27.25]	-0.4662136	-0.5185462	-0.4138810
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1094340	-0.2287427	0.0098746
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1816180	-0.2429469	-0.1202890
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5736878	-0.6108910	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7057689	-0.7402581	-0.6712796
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7905451	-0.8603729	-0.7207173
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9006905	-0.9336909	-0.8676901
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9273216	-0.9273804	-0.9272628
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9766307	-0.9778313	-0.9754300
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7410650	-0.8134090	-0.6687210
oxygen + silicate	Indian	(-Inf,26]	-0.8777070	-0.9338429	-0.8215711
oxygen + silicate	Indian	(26,26.5]	-0.9327206	-0.9474986	-0.9179427
oxygen + silicate	Indian	(26.5,26.75]	-0.9548173	-0.9601978	-0.9494367
oxygen + silicate	Indian	(26.75,27]	-0.9597312	-0.9600815	-0.9593809
oxygen + silicate	Indian	(27,27.25]	-0.8921725	-0.9028356	-0.8815093
oxygen + silicate	Indian	(27.25,27.5]	-0.8375678	-0.8583489	-0.8167868
oxygen + silicate	Indian	(27.5,27.75]	-0.8228878	-0.8347948	-0.8109808
oxygen + silicate	Indian	(27.75,27.85]	-0.8374255	-0.8836635	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7956630	-0.8452599	-0.7460662
oxygen + silicate	Indian	(27.95,28.05]	-0.7923751	-0.8456071	-0.7391431
oxygen + silicate	Indian	(28.05,28.1]	-0.9150305	-0.9458221	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2357247	-0.2941362	-0.1773133
oxygen + silicate	Pacific	(-Inf,26]	-0.2826966	-0.3616624	-0.2037308
oxygen + silicate	Pacific	(26,26.5]	-0.3960987	-0.4309704	-0.3612271
oxygen + silicate	Pacific	(26.5,26.75]	-0.1966437	-0.2152610	-0.1780265
oxygen + silicate	Pacific	(26.75,27]	-0.5455721	-0.5500689	-0.5410753
oxygen + silicate	Pacific	(27,27.25]	-0.8614673	-0.8743985	-0.8485362
oxygen + silicate	Pacific	(27.25,27.5]	-0.8929602	-0.9048389	-0.8810816
oxygen + silicate	Pacific	(27.5,27.75]	-0.9081226	-0.9253918	-0.8908535
oxygen + silicate	Pacific	(27.75,27.85]	-0.9531085	-0.9580639	-0.9481532
oxygen + silicate	Pacific	(27.85,27.95]	-0.9518700	-0.9547483	-0.9489918
oxygen + silicate	Pacific	(27.95,28.05]	-0.9377882	-0.9439425	-0.9316339
oxygen + silicate	Pacific	(28.05,28.1]	-0.9489972	-0.9603714	-0.9376230
oxygen + silicate	Pacific	(28.1, Inf]	-0.7740658	-0.8194035	-0.7287280
phosphate + nitrate	Atlantic	(-Inf,26]	0.8264536	0.7715051	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9470932	0.9322228	0.9619636
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9768315	0.9739934	0.9796696
phosphate + nitrate	Atlantic	(26.75,27]	0.9803222	0.9792630	0.9813814
phosphate + nitrate	Atlantic	(27,27.25]	0.9857078	0.9839514	0.9874642
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9889108	0.9848111	0.9930105
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9950961	0.9949618	0.9952304
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9964142	0.9957557	0.9970726
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9956177	0.9945091	0.9967262
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9954521	0.9939246	0.9969795
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943476	0.9924660	0.9962292
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9944787	0.9925927	0.9963647
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9977665	0.9972452	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9957017	0.9955736	0.9958297
phosphate + nitrate	Indian	(-Inf,26]	0.9886967	0.9798340	0.9975595
phosphate + nitrate	Indian	(26,26.5]	0.9726777	0.9487004	0.9966550
phosphate + nitrate	Indian	(26.5,26.75]	0.9793465	0.9614428	0.9972503
phosphate + nitrate	Indian	(26.75,27]	0.9809302	0.9662098	0.9956506
phosphate + nitrate	Indian	(27,27.25]	0.9742993	0.9568465	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9723684	0.9609289	0.9838079
phosphate + nitrate	Indian	(27.5,27.75]	0.9620765	0.9532569	0.9708960
phosphate + nitrate	Indian	(27.75,27.85]	0.9471995	0.9253443	0.9690547
phosphate + nitrate	Indian	(27.85,27.95]	0.9646386	0.9564243	0.9728529
phosphate + nitrate	Indian	(27.95,28.05]	0.9819904	0.9774712	0.9865095
phosphate + nitrate	Indian	(28.05,28.1]	0.9871173	0.9829883	0.9912463
phosphate + nitrate	Indian	(28.1, Inf]	0.9483094	0.9359759	0.9606429
phosphate + nitrate	Pacific	(-Inf,26]	0.9561396	0.9516570	0.9606222
phosphate + nitrate	Pacific	(26,26.5]	0.9569964	0.9471213	0.9668715
phosphate + nitrate	Pacific	(26.5,26.75]	0.9491923	0.9453697	0.9530149
phosphate + nitrate	Pacific	(26.75,27]	0.9810425	0.9807505	0.9813346
phosphate + nitrate	Pacific	(27,27.25]	0.9903520	0.9897929	0.9909111
phosphate + nitrate	Pacific	(27.25,27.5]	0.9920175	0.9908864	0.9931485
phosphate + nitrate	Pacific	(27.5,27.75]	0.9911897	0.9882314	0.9941480
phosphate + nitrate	Pacific	(27.75,27.85]	0.9927017	0.9920249	0.9933784
phosphate + nitrate	Pacific	(27.85,27.95]	0.9915019	0.9892656	0.9937381
phosphate + nitrate	Pacific	(27.95,28.05]	0.9805973	0.9694981	0.9916964
phosphate + nitrate	Pacific	(28.05,28.1]	0.9708740	0.9553285	0.9864194
phosphate + nitrate	Pacific	(28.1, Inf]	0.9773874	0.9733806	0.9813941
phosphate + silicate	Atlantic	(-Inf,26]	0.7928419	0.7374635	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9315169	0.9019935	0.9610403
phosphate + silicate	Atlantic	(26.5,26.75]	0.9413922	0.9261549	0.9566296
phosphate + silicate	Atlantic	(26.75,27]	0.9091834	0.8996424	0.9187243
phosphate + silicate	Atlantic	(27,27.25]	0.9104776	0.8917842	0.9291710
phosphate + silicate	Atlantic	(27.25,27.5]	0.8646418	0.8269798	0.9023038
phosphate + silicate	Atlantic	(27.5,27.75]	0.8724251	0.8513748	0.8934753
phosphate + silicate	Atlantic	(27.75,27.85]	0.9447546	0.9359626	0.9535466
phosphate + silicate	Atlantic	(27.85,27.95]	0.9710897	0.9706069	0.9715725
phosphate + silicate	Atlantic	(27.95,28.05]	0.9843376	0.9829256	0.9857496
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908693	0.9895580	0.9921805
phosphate + silicate	Atlantic	(28.1,28.15]	0.9912328	0.9897564	0.9927092
phosphate + silicate	Atlantic	(28.15,28.2]	0.9923021	0.9921100	0.9924942
phosphate + silicate	Atlantic	(28.2, Inf]	0.9760987	0.9652923	0.9869052
phosphate + silicate	Indian	(-Inf,26]	0.9195350	0.8753756	0.9636944
phosphate + silicate	Indian	(26,26.5]	0.9531073	0.9426593	0.9635552
phosphate + silicate	Indian	(26.5,26.75]	0.9505344	0.9484867	0.9525821
phosphate + silicate	Indian	(26.75,27]	0.9446841	0.9365764	0.9527918
phosphate + silicate	Indian	(27,27.25]	0.9388247	0.9291243	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9117628	0.8792121	0.9443135
phosphate + silicate	Indian	(27.5,27.75]	0.8647610	0.8335154	0.8960067
phosphate + silicate	Indian	(27.75,27.85]	0.8821582	0.8821209	0.8821954
phosphate + silicate	Indian	(27.85,27.95]	0.9012158	0.9010240	0.9014077
phosphate + silicate	Indian	(27.95,28.05]	0.9152914	0.9145412	0.9160416
phosphate + silicate	Indian	(28.05,28.1]	0.9579573	0.9487560	0.9671587
phosphate + silicate	Indian	(28.1, Inf]	0.7983037	0.7842367	0.8123706
phosphate + silicate	Pacific	(-Inf,26]	0.7628063	0.7521390	0.7734737
phosphate + silicate	Pacific	(26,26.5]	0.7628888	0.7486884	0.7770892
phosphate + silicate	Pacific	(26.5,26.75]	0.7063365	0.6663711	0.7463019
phosphate + silicate	Pacific	(26.75,27]	0.8302916	0.8047380	0.8558453
phosphate + silicate	Pacific	(27,27.25]	0.9204090	0.9068057	0.9340123
phosphate + silicate	Pacific	(27.25,27.5]	0.9052456	0.8901468	0.9203445
phosphate + silicate	Pacific	(27.5,27.75]	0.9022748	0.8877692	0.9167804
phosphate + silicate	Pacific	(27.75,27.85]	0.9543849	0.9536264	0.9551435
phosphate + silicate	Pacific	(27.85,27.95]	0.9678188	0.9644896	0.9711480
phosphate + silicate	Pacific	(27.95,28.05]	0.9590635	0.9482695	0.9698576
phosphate + silicate	Pacific	(28.05,28.1]	0.9567537	0.9409809	0.9725265
phosphate + silicate	Pacific	(28.1, Inf]	0.8909913	0.8701541	0.9118285
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1894448	-0.2073320	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2502045	-0.2714195	-0.2289895
sal + aou	Atlantic	(26.75,27]	-0.0569636	-0.1187402	0.0048130
sal + aou	Atlantic	(27,27.25]	0.0279259	-0.0371172	0.0929690
sal + aou	Atlantic	(27.25,27.5]	0.0497992	-0.1864059	0.2860044
sal + aou	Atlantic	(27.5,27.75]	-0.3039938	-0.3498925	-0.2580951
sal + aou	Atlantic	(27.75,27.85]	-0.3741102	-0.4477392	-0.3004811
sal + aou	Atlantic	(27.85,27.95]	-0.4439581	-0.4884417	-0.3994745
sal + aou	Atlantic	(27.95,28.05]	-0.5924638	-0.6035103	-0.5814174
sal + aou	Atlantic	(28.05,28.1]	-0.7430937	-0.7694694	-0.7167181
sal + aou	Atlantic	(28.1,28.15]	-0.7800055	-0.7989275	-0.7610834
sal + aou	Atlantic	(28.15,28.2]	-0.9192177	-0.9259554	-0.9124800
sal + aou	Atlantic	(28.2, Inf]	-0.6153075	-0.7237957	-0.5068194
sal + aou	Indian	(-Inf,26]	-0.5533902	-0.7803891	-0.3263913
sal + aou	Indian	(26,26.5]	-0.6566990	-0.7927255	-0.5206724
sal + aou	Indian	(26.5,26.75]	-0.1015252	-0.2882194	0.0851689
sal + aou	Indian	(26.75,27]	0.4890059	0.3409990	0.6370129
sal + aou	Indian	(27,27.25]	0.8796903	0.8672415	0.8921391
sal + aou	Indian	(27.25,27.5]	0.9545776	0.9379104	0.9712449
sal + aou	Indian	(27.5,27.75]	0.9632142	0.9592268	0.9672016
sal + aou	Indian	(27.75,27.85]	0.9488571	0.9353426	0.9623715
sal + aou	Indian	(27.85,27.95]	0.9038461	0.8944294	0.9132627
sal + aou	Indian	(27.95,28.05]	0.6850792	0.6831600	0.6869983
sal + aou	Indian	(28.05,28.1]	0.2497252	0.1914565	0.3079939
sal + aou	Indian	(28.1, Inf]	0.6569130	0.5665008	0.7473253
sal + aou	Pacific	(-Inf,26]	-0.1357368	-0.1592545	-0.1122191
sal + aou	Pacific	(26,26.5]	-0.0582019	-0.1053124	-0.0110913
sal + aou	Pacific	(26.5,26.75]	0.2165597	0.1442378	0.2888816
sal + aou	Pacific	(26.75,27]	-0.1180259	-0.1521950	-0.0838568
sal + aou	Pacific	(27,27.25]	-0.2238155	-0.2487920	-0.1988389
sal + aou	Pacific	(27.25,27.5]	0.0455944	0.0407516	0.0504373
sal + aou	Pacific	(27.5,27.75]	0.1919293	0.0379334	0.3459252
sal + aou	Pacific	(27.75,27.85]	0.0446469	-0.1614817	0.2507756
sal + aou	Pacific	(27.85,27.95]	-0.1482004	-0.4186205	0.1222198
sal + aou	Pacific	(27.95,28.05]	-0.5766259	-0.7666911	-0.3865607
sal + aou	Pacific	(28.05,28.1]	-0.8857283	-0.8874156	-0.8840410
sal + aou	Pacific	(28.1, Inf]	-0.6096904	-0.7277693	-0.4916114
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4055149	-0.4345766	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5052807	-0.5264326	-0.4841287
sal + nitrate	Atlantic	(26.75,27]	-0.4538055	-0.5225862	-0.3850247
sal + nitrate	Atlantic	(27,27.25]	-0.5104049	-0.6023335	-0.4184762
sal + nitrate	Atlantic	(27.25,27.5]	-0.6083417	-0.7210769	-0.4956066
sal + nitrate	Atlantic	(27.5,27.75]	-0.7430166	-0.7570474	-0.7289858
sal + nitrate	Atlantic	(27.75,27.85]	-0.6744872	-0.7324682	-0.6165063
sal + nitrate	Atlantic	(27.85,27.95]	-0.7074756	-0.7658540	-0.6490971
sal + nitrate	Atlantic	(27.95,28.05]	-0.8046096	-0.8406714	-0.7685479
sal + nitrate	Atlantic	(28.05,28.1]	-0.8652051	-0.8782629	-0.8521473
sal + nitrate	Atlantic	(28.1,28.15]	-0.8716326	-0.8913251	-0.8519402
sal + nitrate	Atlantic	(28.15,28.2]	-0.9481180	-0.9497611	-0.9464750
sal + nitrate	Atlantic	(28.2, Inf]	-0.9207965	-0.9428946	-0.8986984
sal + nitrate	Indian	(-Inf,26]	-0.5795388	-0.7926240	-0.3664536
sal + nitrate	Indian	(26,26.5]	-0.7944089	-0.8579586	-0.7308592
sal + nitrate	Indian	(26.5,26.75]	-0.3884749	-0.5364679	-0.2404818
sal + nitrate	Indian	(26.75,27]	0.1073787	-0.0700381	0.2847955
sal + nitrate	Indian	(27,27.25]	0.5508013	0.5094825	0.5921200
sal + nitrate	Indian	(27.25,27.5]	0.7873631	0.7718946	0.8028316
sal + nitrate	Indian	(27.5,27.75]	0.8677433	0.8421210	0.8933656
sal + nitrate	Indian	(27.75,27.85]	0.7307880	0.6598014	0.8017746
sal + nitrate	Indian	(27.85,27.95]	0.5776881	0.5029577	0.6524184
sal + nitrate	Indian	(27.95,28.05]	0.1525139	0.0411370	0.2638907
sal + nitrate	Indian	(28.05,28.1]	-0.1215001	-0.3170397	0.0740396
sal + nitrate	Indian	(28.1, Inf]	-0.1309795	-0.2891942	0.0272353
sal + nitrate	Pacific	(-Inf,26]	-0.4352740	-0.4625489	-0.4079992
sal + nitrate	Pacific	(26,26.5]	-0.4769625	-0.5034907	-0.4504342
sal + nitrate	Pacific	(26.5,26.75]	-0.3218068	-0.4475988	-0.1960149
sal + nitrate	Pacific	(26.75,27]	-0.4241922	-0.4892133	-0.3591711
sal + nitrate	Pacific	(27,27.25]	-0.3503464	-0.3771678	-0.3235249
sal + nitrate	Pacific	(27.25,27.5]	0.0244449	0.0167587	0.0321310
sal + nitrate	Pacific	(27.5,27.75]	0.2344648	0.0245890	0.4443405
sal + nitrate	Pacific	(27.75,27.85]	0.0222969	-0.1653700	0.2099639
sal + nitrate	Pacific	(27.85,27.95]	-0.1932063	-0.4408086	0.0543960
sal + nitrate	Pacific	(27.95,28.05]	-0.6399835	-0.7907950	-0.4891720
sal + nitrate	Pacific	(28.05,28.1]	-0.9154364	-0.9156005	-0.9152722
sal + nitrate	Pacific	(28.1, Inf]	-0.7526124	-0.8291815	-0.6760434
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0917118	-0.1394337	-0.0439900
sal + oxygen	Atlantic	(26.5,26.75]	0.0163196	-0.0200791	0.0527182
sal + oxygen	Atlantic	(26.75,27]	-0.2076639	-0.2317909	-0.1835369
sal + oxygen	Atlantic	(27,27.25]	-0.2833576	-0.3142550	-0.2524603
sal + oxygen	Atlantic	(27.25,27.5]	-0.3448784	-0.5242057	-0.1655511
sal + oxygen	Atlantic	(27.5,27.75]	-0.0645947	-0.1001589	-0.0290304
sal + oxygen	Atlantic	(27.75,27.85]	0.1028412	0.0118930	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2374483	0.2014990	0.2733975
sal + oxygen	Atlantic	(27.95,28.05]	0.3928208	0.3308826	0.4547590
sal + oxygen	Atlantic	(28.05,28.1]	0.6185478	0.5584309	0.6786646
sal + oxygen	Atlantic	(28.1,28.15]	0.6857467	0.6661084	0.7053850
sal + oxygen	Atlantic	(28.15,28.2]	0.8855841	0.8765926	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4822163	0.3440009	0.6204316
sal + oxygen	Indian	(-Inf,26]	0.5463707	0.2976214	0.7951201
sal + oxygen	Indian	(26,26.5]	0.6086785	0.4661984	0.7511587
sal + oxygen	Indian	(26.5,26.75]	0.0153571	-0.1667621	0.1974762
sal + oxygen	Indian	(26.75,27]	-0.5780306	-0.7025294	-0.4535318
sal + oxygen	Indian	(27,27.25]	-0.9194895	-0.9231427	-0.9158363
sal + oxygen	Indian	(27.25,27.5]	-0.9690875	-0.9847189	-0.9534562
sal + oxygen	Indian	(27.5,27.75]	-0.9649091	-0.9661812	-0.9636370
sal + oxygen	Indian	(27.75,27.85]	-0.9561327	-0.9686720	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9274098	-0.9321783	-0.9226414
sal + oxygen	Indian	(27.95,28.05]	-0.7696456	-0.7785651	-0.7607261
sal + oxygen	Indian	(28.05,28.1]	-0.3632412	-0.3817592	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7636815	-0.8314553	-0.6959076
sal + oxygen	Pacific	(-Inf,26]	-0.2889223	-0.3560632	-0.2217814
sal + oxygen	Pacific	(26,26.5]	-0.1630801	-0.2163408	-0.1098195
sal + oxygen	Pacific	(26.5,26.75]	-0.4213815	-0.4779073	-0.3648557
sal + oxygen	Pacific	(26.75,27]	-0.0779316	-0.1027579	-0.0531054
sal + oxygen	Pacific	(27,27.25]	0.1267156	0.0977863	0.1556449
sal + oxygen	Pacific	(27.25,27.5]	-0.1190809	-0.1199966	-0.1181651
sal + oxygen	Pacific	(27.5,27.75]	-0.2498850	-0.4178219	-0.0819482
sal + oxygen	Pacific	(27.75,27.85]	-0.1089112	-0.3281871	0.1103646
sal + oxygen	Pacific	(27.85,27.95]	0.0932485	-0.1993171	0.3858140
sal + oxygen	Pacific	(27.95,28.05]	0.5480894	0.3318729	0.7643060
sal + oxygen	Pacific	(28.05,28.1]	0.8755941	0.8731889	0.8779992
sal + oxygen	Pacific	(28.1, Inf]	0.5446377	0.4125034	0.6767719
sal + phosphate	Atlantic	(-Inf,26]	-0.4984430	-0.5360908	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6471308	-0.6562545	-0.6380072
sal + phosphate	Atlantic	(26.5,26.75]	-0.6632045	-0.6750217	-0.6513872
sal + phosphate	Atlantic	(26.75,27]	-0.6000046	-0.6526999	-0.5473093
sal + phosphate	Atlantic	(27,27.25]	-0.6254492	-0.6972690	-0.5536295
sal + phosphate	Atlantic	(27.25,27.5]	-0.6962648	-0.7765442	-0.6159855
sal + phosphate	Atlantic	(27.5,27.75]	-0.7825808	-0.7932621	-0.7718995
sal + phosphate	Atlantic	(27.75,27.85]	-0.7059989	-0.7604595	-0.6515384
sal + phosphate	Atlantic	(27.85,27.95]	-0.7216001	-0.7798771	-0.6633231
sal + phosphate	Atlantic	(27.95,28.05]	-0.8128029	-0.8510391	-0.7745666
sal + phosphate	Atlantic	(28.05,28.1]	-0.8761875	-0.8897856	-0.8625895
sal + phosphate	Atlantic	(28.1,28.15]	-0.8865877	-0.9076818	-0.8654936
sal + phosphate	Atlantic	(28.15,28.2]	-0.9531826	-0.9543719	-0.9519934
sal + phosphate	Atlantic	(28.2, Inf]	-0.9249676	-0.9471348	-0.9028004
sal + phosphate	Indian	(-Inf,26]	-0.5262650	-0.7877330	-0.2647971
sal + phosphate	Indian	(26,26.5]	-0.6919871	-0.8515475	-0.5324268
sal + phosphate	Indian	(26.5,26.75]	-0.3108873	-0.5266619	-0.0951126
sal + phosphate	Indian	(26.75,27]	0.1857985	-0.0400152	0.4116122
sal + phosphate	Indian	(27,27.25]	0.6487619	0.5576223	0.7399015
sal + phosphate	Indian	(27.25,27.5]	0.8621210	0.8433658	0.8808762
sal + phosphate	Indian	(27.5,27.75]	0.9178521	0.8988688	0.9368354
sal + phosphate	Indian	(27.75,27.85]	0.8202906	0.7837131	0.8568680
sal + phosphate	Indian	(27.85,27.95]	0.6261402	0.5621602	0.6901201
sal + phosphate	Indian	(27.95,28.05]	0.1976030	0.0968258	0.2983803
sal + phosphate	Indian	(28.05,28.1]	-0.0946789	-0.2816146	0.0922567
sal + phosphate	Indian	(28.1, Inf]	-0.1288500	-0.2692150	0.0115150
sal + phosphate	Pacific	(-Inf,26]	-0.3400021	-0.3431605	-0.3368437
sal + phosphate	Pacific	(26,26.5]	-0.4181581	-0.4245435	-0.4117728
sal + phosphate	Pacific	(26.5,26.75]	-0.2968225	-0.4034675	-0.1901776
sal + phosphate	Pacific	(26.75,27]	-0.4315551	-0.4987576	-0.3643527
sal + phosphate	Pacific	(27,27.25]	-0.3489155	-0.3809311	-0.3168999
sal + phosphate	Pacific	(27.25,27.5]	0.0201878	0.0086298	0.0317459
sal + phosphate	Pacific	(27.5,27.75]	0.2173650	0.0301395	0.4045905
sal + phosphate	Pacific	(27.75,27.85]	0.0283451	-0.1598846	0.2165747
sal + phosphate	Pacific	(27.85,27.95]	-0.1982670	-0.4445143	0.0479802
sal + phosphate	Pacific	(27.95,28.05]	-0.6430458	-0.7971531	-0.4889384
sal + phosphate	Pacific	(28.05,28.1]	-0.9187776	-0.9193109	-0.9182443
sal + phosphate	Pacific	(28.1, Inf]	-0.7507753	-0.8307883	-0.6707623
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6028998	-0.6043792	-0.6014204
sal + silicate	Atlantic	(26.5,26.75]	-0.5293535	-0.5439941	-0.5147129
sal + silicate	Atlantic	(26.75,27]	-0.4431187	-0.5233554	-0.3628820
sal + silicate	Atlantic	(27,27.25]	-0.5810771	-0.6293814	-0.5327728
sal + silicate	Atlantic	(27.25,27.5]	-0.7453857	-0.7954234	-0.6953480
sal + silicate	Atlantic	(27.5,27.75]	-0.8072549	-0.8153873	-0.7991224
sal + silicate	Atlantic	(27.75,27.85]	-0.7502725	-0.8427603	-0.6577848
sal + silicate	Atlantic	(27.85,27.95]	-0.7856719	-0.8479082	-0.7234357
sal + silicate	Atlantic	(27.95,28.05]	-0.8346091	-0.8680603	-0.8011579
sal + silicate	Atlantic	(28.05,28.1]	-0.8778352	-0.8836234	-0.8720470
sal + silicate	Atlantic	(28.1,28.15]	-0.8854061	-0.9028772	-0.8679350
sal + silicate	Atlantic	(28.15,28.2]	-0.9344497	-0.9367180	-0.9321814
sal + silicate	Atlantic	(28.2, Inf]	-0.8954847	-0.9344097	-0.8565598
sal + silicate	Indian	(-Inf,26]	-0.6982463	-0.8276957	-0.5687970
sal + silicate	Indian	(26,26.5]	-0.7792701	-0.8539386	-0.7046017
sal + silicate	Indian	(26.5,26.75]	-0.1995111	-0.3576384	-0.0413839
sal + silicate	Indian	(26.75,27]	0.3895466	0.2510137	0.5280795
sal + silicate	Indian	(27,27.25]	0.6871094	0.6838102	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7331099	0.6740052	0.7922146
sal + silicate	Indian	(27.5,27.75]	0.7898601	0.7413361	0.8383842
sal + silicate	Indian	(27.75,27.85]	0.8279833	0.7938038	0.8621628
sal + silicate	Indian	(27.85,27.95]	0.7066434	0.6300936	0.7831931
sal + silicate	Indian	(27.95,28.05]	0.3935200	0.2975025	0.4895376
sal + silicate	Indian	(28.05,28.1]	0.0695925	-0.0562069	0.1953919
sal + silicate	Indian	(28.1, Inf]	-0.2038303	-0.2146882	-0.1929724
sal + silicate	Pacific	(-Inf,26]	-0.6295569	-0.6560910	-0.6030229
sal + silicate	Pacific	(26,26.5]	-0.6886180	-0.7066164	-0.6706195
sal + silicate	Pacific	(26.5,26.75]	-0.7098388	-0.7695719	-0.6501057
sal + silicate	Pacific	(26.75,27]	-0.7296607	-0.7574311	-0.7018904
sal + silicate	Pacific	(27,27.25]	-0.5496237	-0.5647247	-0.5345228
sal + silicate	Pacific	(27.25,27.5]	-0.2139971	-0.2283540	-0.1996401
sal + silicate	Pacific	(27.5,27.75]	0.0976845	-0.0226841	0.2180532
sal + silicate	Pacific	(27.75,27.85]	-0.0217644	-0.2055445	0.1620157
sal + silicate	Pacific	(27.85,27.95]	-0.1787527	-0.4104873	0.0529819
sal + silicate	Pacific	(27.95,28.05]	-0.5391066	-0.6716216	-0.4065917
sal + silicate	Pacific	(28.05,28.1]	-0.8469546	-0.8777907	-0.8161186
sal + silicate	Pacific	(28.1, Inf]	-0.7649648	-0.8490476	-0.6808820
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627250	0.9626434	0.9628066
sal + temp	Atlantic	(26.5,26.75]	0.9854246	0.9829524	0.9878968
sal + temp	Atlantic	(26.75,27]	0.9735077	0.9717939	0.9752215
sal + temp	Atlantic	(27,27.25]	0.9786081	0.9776317	0.9795846
sal + temp	Atlantic	(27.25,27.5]	0.9745313	0.9714793	0.9775832
sal + temp	Atlantic	(27.5,27.75]	0.9619395	0.9573308	0.9665482
sal + temp	Atlantic	(27.75,27.85]	0.9738954	0.9665841	0.9812068
sal + temp	Atlantic	(27.85,27.95]	0.9592249	0.9592217	0.9592281
sal + temp	Atlantic	(27.95,28.05]	0.9412119	0.9279216	0.9545022
sal + temp	Atlantic	(28.05,28.1]	0.9657223	0.9567386	0.9747060
sal + temp	Atlantic	(28.1,28.15]	0.9545239	0.9296479	0.9793999
sal + temp	Atlantic	(28.15,28.2]	0.7409555	0.5561909	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3294693	0.1884240	0.4705146
sal + temp	Indian	(-Inf,26]	0.1394424	0.0739423	0.2049424
sal + temp	Indian	(26,26.5]	0.8526677	0.8469120	0.8584233
sal + temp	Indian	(26.5,26.75]	0.9609729	0.9606015	0.9613442
sal + temp	Indian	(26.75,27]	0.9717935	0.9676808	0.9759062
sal + temp	Indian	(27,27.25]	0.9580024	0.9534499	0.9625549
sal + temp	Indian	(27.25,27.5]	0.9487275	0.9329233	0.9645318
sal + temp	Indian	(27.5,27.75]	0.9080898	0.8780790	0.9381005
sal + temp	Indian	(27.75,27.85]	0.9399524	0.9223115	0.9575932
sal + temp	Indian	(27.85,27.95]	0.9416246	0.9373069	0.9459422
sal + temp	Indian	(27.95,28.05]	0.9422969	0.9284212	0.9561726
sal + temp	Indian	(28.05,28.1]	0.9246352	0.9040103	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9486893	0.9335128	0.9638658
sal + temp	Pacific	(-Inf,26]	0.6982533	0.6151253	0.7813813
sal + temp	Pacific	(26,26.5]	0.9430306	0.9359081	0.9501531
sal + temp	Pacific	(26.5,26.75]	0.9765069	0.9741663	0.9788474
sal + temp	Pacific	(26.75,27]	0.9726958	0.9691352	0.9762565
sal + temp	Pacific	(27,27.25]	0.9345483	0.9297491	0.9393475
sal + temp	Pacific	(27.25,27.5]	0.8039421	0.8006932	0.8071909
sal + temp	Pacific	(27.5,27.75]	0.6559998	0.5496430	0.7623566
sal + temp	Pacific	(27.75,27.85]	0.8189228	0.7569462	0.8808994
sal + temp	Pacific	(27.85,27.95]	0.7113040	0.5898518	0.8327562
sal + temp	Pacific	(27.95,28.05]	0.4193815	0.2583572	0.5804058
sal + temp	Pacific	(28.05,28.1]	0.0557525	-0.0401308	0.1516358
sal + temp	Pacific	(28.1, Inf]	-0.1713561	-0.2992283	-0.0434839
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2432153	-0.2672363	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2488011	-0.2696562	-0.2279461
temp + aou	Atlantic	(26.75,27]	-0.0073406	-0.0605452	0.0458640
temp + aou	Atlantic	(27,27.25]	0.0974013	0.0285745	0.1662280
temp + aou	Atlantic	(27.25,27.5]	0.1054763	-0.1371276	0.3480803
temp + aou	Atlantic	(27.5,27.75]	-0.2287178	-0.3018084	-0.1556271
temp + aou	Atlantic	(27.75,27.85]	-0.2998051	-0.3193515	-0.2802588
temp + aou	Atlantic	(27.85,27.95]	-0.3632694	-0.3774552	-0.3490835
temp + aou	Atlantic	(27.95,28.05]	-0.4723300	-0.5217785	-0.4228815
temp + aou	Atlantic	(28.05,28.1]	-0.6251047	-0.6485365	-0.6016729
temp + aou	Atlantic	(28.1,28.15]	-0.6064749	-0.6874663	-0.5254835
temp + aou	Atlantic	(28.15,28.2]	-0.5647984	-0.7806998	-0.3488970
temp + aou	Atlantic	(28.2, Inf]	0.3247341	0.3093564	0.3401118
temp + aou	Indian	(-Inf,26]	-0.2987715	-0.3534362	-0.2441068
temp + aou	Indian	(26,26.5]	-0.4717664	-0.5657010	-0.3778317
temp + aou	Indian	(26.5,26.75]	-0.0586575	-0.2041166	0.0868016
temp + aou	Indian	(26.75,27]	0.3665455	0.2072585	0.5258325
temp + aou	Indian	(27,27.25]	0.7683889	0.7158196	0.8209583
temp + aou	Indian	(27.25,27.5]	0.8848624	0.8571086	0.9126163
temp + aou	Indian	(27.5,27.75]	0.9140052	0.8924277	0.9355826
temp + aou	Indian	(27.75,27.85]	0.9328976	0.9194233	0.9463718
temp + aou	Indian	(27.85,27.95]	0.8972320	0.8927900	0.9016739
temp + aou	Indian	(27.95,28.05]	0.7340645	0.7229379	0.7451912
temp + aou	Indian	(28.05,28.1]	0.4609852	0.4138561	0.5081143
temp + aou	Indian	(28.1, Inf]	0.7841879	0.7474699	0.8209059
temp + aou	Pacific	(-Inf,26]	-0.2759465	-0.2859195	-0.2659735
temp + aou	Pacific	(26,26.5]	-0.1000820	-0.1529321	-0.0472319
temp + aou	Pacific	(26.5,26.75]	0.2349304	0.1849144	0.2849465
temp + aou	Pacific	(26.75,27]	-0.1108545	-0.1363250	-0.0853839
temp + aou	Pacific	(27,27.25]	-0.2693729	-0.2695996	-0.2691463
temp + aou	Pacific	(27.25,27.5]	-0.0317436	-0.0414917	-0.0219956
temp + aou	Pacific	(27.5,27.75]	0.2247406	0.0519572	0.3975239
temp + aou	Pacific	(27.75,27.85]	0.2056586	0.0265656	0.3847516
temp + aou	Pacific	(27.85,27.95]	0.1438756	-0.0963722	0.3841234
temp + aou	Pacific	(27.95,28.05]	-0.0032828	-0.2371334	0.2305679
temp + aou	Pacific	(28.05,28.1]	0.0395896	-0.1531130	0.2322922
temp + aou	Pacific	(28.1, Inf]	0.8085632	0.7950264	0.8220999
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4751044	-0.5009466	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5094900	-0.5346397	-0.4843404
temp + nitrate	Atlantic	(26.75,27]	-0.3921524	-0.4453219	-0.3389828
temp + nitrate	Atlantic	(27,27.25]	-0.4442408	-0.5424796	-0.3460020
temp + nitrate	Atlantic	(27.25,27.5]	-0.5512253	-0.6712488	-0.4312018
temp + nitrate	Atlantic	(27.5,27.75]	-0.6822443	-0.7199500	-0.6445386
temp + nitrate	Atlantic	(27.75,27.85]	-0.6281596	-0.6424718	-0.6138473
temp + nitrate	Atlantic	(27.85,27.95]	-0.6531501	-0.6889217	-0.6173786
temp + nitrate	Atlantic	(27.95,28.05]	-0.7146218	-0.7297095	-0.6995341
temp + nitrate	Atlantic	(28.05,28.1]	-0.7754351	-0.7973195	-0.7535506
temp + nitrate	Atlantic	(28.1,28.15]	-0.7301993	-0.8028580	-0.6575407
temp + nitrate	Atlantic	(28.15,28.2]	-0.5916196	-0.8041534	-0.3790858
temp + nitrate	Atlantic	(28.2, Inf]	-0.0472699	-0.1365133	0.0419736
temp + nitrate	Indian	(-Inf,26]	-0.3498249	-0.3992837	-0.3003661
temp + nitrate	Indian	(26,26.5]	-0.6154745	-0.6487484	-0.5822007
temp + nitrate	Indian	(26.5,26.75]	-0.3426017	-0.4605537	-0.2246496
temp + nitrate	Indian	(26.75,27]	-0.0254805	-0.2073216	0.1563606
temp + nitrate	Indian	(27,27.25]	0.3722316	0.2773634	0.4670998
temp + nitrate	Indian	(27.25,27.5]	0.6401627	0.5794715	0.7008538
temp + nitrate	Indian	(27.5,27.75]	0.7833339	0.7217904	0.8448775
temp + nitrate	Indian	(27.75,27.85]	0.7306369	0.6775949	0.7836789
temp + nitrate	Indian	(27.85,27.95]	0.5828311	0.5233165	0.6423456
temp + nitrate	Indian	(27.95,28.05]	0.2314485	0.1433142	0.3195828
temp + nitrate	Indian	(28.05,28.1]	0.1122592	-0.0745206	0.2990389
temp + nitrate	Indian	(28.1, Inf]	0.0319385	-0.0680278	0.1319048
temp + nitrate	Pacific	(-Inf,26]	-0.5452294	-0.5775035	-0.5129553
temp + nitrate	Pacific	(26,26.5]	-0.5401499	-0.5665393	-0.5137606
temp + nitrate	Pacific	(26.5,26.75]	-0.3283776	-0.4333483	-0.2234069
temp + nitrate	Pacific	(26.75,27]	-0.4424596	-0.4974872	-0.3874319
temp + nitrate	Pacific	(27,27.25]	-0.4257354	-0.4273246	-0.4241462
temp + nitrate	Pacific	(27.25,27.5]	-0.0930944	-0.1217122	-0.0644766
temp + nitrate	Pacific	(27.5,27.75]	0.2268753	0.0202272	0.4335235
temp + nitrate	Pacific	(27.75,27.85]	0.1815828	0.0133671	0.3497984
temp + nitrate	Pacific	(27.85,27.95]	0.1020396	-0.1203558	0.3244351
temp + nitrate	Pacific	(27.95,28.05]	-0.0635778	-0.2588788	0.1317231
temp + nitrate	Pacific	(28.05,28.1]	-0.0009788	-0.1980877	0.1961302
temp + nitrate	Pacific	(28.1, Inf]	0.6560956	0.6457979	0.6663933
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0461707	-0.1013846	0.0090432
temp + oxygen	Atlantic	(26.5,26.75]	0.0096530	-0.0285293	0.0478353
temp + oxygen	Atlantic	(26.75,27]	-0.2670983	-0.2797864	-0.2544102
temp + oxygen	Atlantic	(27,27.25]	-0.3555359	-0.3890168	-0.3220551
temp + oxygen	Atlantic	(27.25,27.5]	-0.4047330	-0.5868729	-0.2225931
temp + oxygen	Atlantic	(27.5,27.75]	-0.1559011	-0.2172951	-0.0945072
temp + oxygen	Atlantic	(27.75,27.85]	0.0144295	-0.0176029	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1396989	0.1369672	0.1424305
temp + oxygen	Atlantic	(27.95,28.05]	0.2449801	0.1425921	0.3473681
temp + oxygen	Atlantic	(28.05,28.1]	0.4779203	0.4199233	0.5359173
temp + oxygen	Atlantic	(28.1,28.15]	0.4902459	0.4031335	0.5773583
temp + oxygen	Atlantic	(28.15,28.2]	0.4846643	0.2408931	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.4926756	-0.5146982	-0.4706529
temp + oxygen	Indian	(-Inf,26]	0.1810309	0.1114062	0.2506556
temp + oxygen	Indian	(26,26.5]	0.4042531	0.3096253	0.4988809
temp + oxygen	Indian	(26.5,26.75]	-0.0311800	-0.1713833	0.1090234
temp + oxygen	Indian	(26.75,27]	-0.4643746	-0.6016115	-0.3271377
temp + oxygen	Indian	(27,27.25]	-0.8289357	-0.8675641	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9202196	-0.9401407	-0.9002985
temp + oxygen	Indian	(27.5,27.75]	-0.9423705	-0.9581730	-0.9265681
temp + oxygen	Indian	(27.75,27.85]	-0.9577468	-0.9662550	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9371113	-0.9388660	-0.9353565
temp + oxygen	Indian	(27.95,28.05]	-0.8227448	-0.8397283	-0.8057613
temp + oxygen	Indian	(28.05,28.1]	-0.5673972	-0.5788035	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8732693	-0.8946693	-0.8518693
temp + oxygen	Pacific	(-Inf,26]	-0.2814319	-0.2978721	-0.2649917
temp + oxygen	Pacific	(26,26.5]	-0.1352912	-0.1972964	-0.0732861
temp + oxygen	Pacific	(26.5,26.75]	-0.4454477	-0.4815945	-0.4093008
temp + oxygen	Pacific	(26.75,27]	-0.0905730	-0.1069798	-0.0741661
temp + oxygen	Pacific	(27,27.25]	0.1669260	0.1630653	0.1707867
temp + oxygen	Pacific	(27.25,27.5]	-0.0586148	-0.0751467	-0.0420829
temp + oxygen	Pacific	(27.5,27.75]	-0.3113939	-0.4932814	-0.1295064
temp + oxygen	Pacific	(27.75,27.85]	-0.2805465	-0.4682275	-0.0928655
temp + oxygen	Pacific	(27.85,27.95]	-0.2141715	-0.4665883	0.0382453
temp + oxygen	Pacific	(27.95,28.05]	-0.0574988	-0.3051603	0.1901627
temp + oxygen	Pacific	(28.05,28.1]	-0.0690416	-0.2645859	0.1265027
temp + oxygen	Pacific	(28.1, Inf]	-0.8544398	-0.8705435	-0.8383361
temp + phosphate	Atlantic	(-Inf,26]	-0.4312768	-0.4724050	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.6769587	-0.6859232	-0.6679942
temp + phosphate	Atlantic	(26.5,26.75]	-0.6587090	-0.6757178	-0.6417002
temp + phosphate	Atlantic	(26.75,27]	-0.5322510	-0.5711941	-0.4933080
temp + phosphate	Atlantic	(27,27.25]	-0.5583293	-0.6361477	-0.4805109
temp + phosphate	Atlantic	(27.25,27.5]	-0.6443456	-0.7306017	-0.5580895
temp + phosphate	Atlantic	(27.5,27.75]	-0.7260383	-0.7569833	-0.6950933
temp + phosphate	Atlantic	(27.75,27.85]	-0.6620501	-0.6747972	-0.6493031
temp + phosphate	Atlantic	(27.85,27.95]	-0.6685216	-0.7058330	-0.6312102
temp + phosphate	Atlantic	(27.95,28.05]	-0.7252822	-0.7419116	-0.7086529
temp + phosphate	Atlantic	(28.05,28.1]	-0.7882647	-0.8094369	-0.7670925
temp + phosphate	Atlantic	(28.1,28.15]	-0.7502386	-0.8237868	-0.6766904
temp + phosphate	Atlantic	(28.15,28.2]	-0.6018396	-0.8108916	-0.3927875
temp + phosphate	Atlantic	(28.2, Inf]	-0.0539692	-0.1466188	0.0386804
temp + phosphate	Indian	(-Inf,26]	-0.3273013	-0.3939931	-0.2606095
temp + phosphate	Indian	(26,26.5]	-0.5308239	-0.6492997	-0.4123481
temp + phosphate	Indian	(26.5,26.75]	-0.2784696	-0.4487641	-0.1081750
temp + phosphate	Indian	(26.75,27]	0.0449168	-0.1750120	0.2648455
temp + phosphate	Indian	(27,27.25]	0.4654395	0.3313380	0.5995411
temp + phosphate	Indian	(27.25,27.5]	0.7147527	0.6349233	0.7945822
temp + phosphate	Indian	(27.5,27.75]	0.8317371	0.7913472	0.8721270
temp + phosphate	Indian	(27.75,27.85]	0.7704271	0.7378523	0.8030018
temp + phosphate	Indian	(27.85,27.95]	0.5836071	0.5379404	0.6292738
temp + phosphate	Indian	(27.95,28.05]	0.2614617	0.1896857	0.3332378
temp + phosphate	Indian	(28.05,28.1]	0.1382507	-0.0338728	0.3103742
temp + phosphate	Indian	(28.1, Inf]	0.0347394	-0.0428828	0.1123617
temp + phosphate	Pacific	(-Inf,26]	-0.4476831	-0.4652597	-0.4301065
temp + phosphate	Pacific	(26,26.5]	-0.4834199	-0.4885038	-0.4783361
temp + phosphate	Pacific	(26.5,26.75]	-0.3062266	-0.3939639	-0.2184894
temp + phosphate	Pacific	(26.75,27]	-0.4427751	-0.5013533	-0.3841969
temp + phosphate	Pacific	(27,27.25]	-0.4146290	-0.4225093	-0.4067486
temp + phosphate	Pacific	(27.25,27.5]	-0.0903305	-0.1218535	-0.0588074
temp + phosphate	Pacific	(27.5,27.75]	0.2202394	0.0301801	0.4102987
temp + phosphate	Pacific	(27.75,27.85]	0.1807413	0.0132859	0.3481967
temp + phosphate	Pacific	(27.85,27.95]	0.0984081	-0.1215241	0.3183403
temp + phosphate	Pacific	(27.95,28.05]	-0.0658071	-0.2629619	0.1313477
temp + phosphate	Pacific	(28.05,28.1]	0.0160112	-0.1656316	0.1976539
temp + phosphate	Pacific	(28.1, Inf]	0.6666417	0.6649078	0.6683756
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223184	-0.6232618	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5321047	-0.5479805	-0.5162289
temp + silicate	Atlantic	(26.75,27]	-0.4077566	-0.4756930	-0.3398202
temp + silicate	Atlantic	(27,27.25]	-0.5514069	-0.6077735	-0.4950403
temp + silicate	Atlantic	(27.25,27.5]	-0.7631360	-0.8048941	-0.7213779
temp + silicate	Atlantic	(27.5,27.75]	-0.8336696	-0.8387630	-0.8285763
temp + silicate	Atlantic	(27.75,27.85]	-0.7519012	-0.8141657	-0.6896367
temp + silicate	Atlantic	(27.85,27.95]	-0.7606648	-0.8009319	-0.7203978
temp + silicate	Atlantic	(27.95,28.05]	-0.7642511	-0.7739699	-0.7545323
temp + silicate	Atlantic	(28.05,28.1]	-0.7914114	-0.8011987	-0.7816241
temp + silicate	Atlantic	(28.1,28.15]	-0.7472164	-0.8154917	-0.6789410
temp + silicate	Atlantic	(28.15,28.2]	-0.5683071	-0.7823070	-0.3543071
temp + silicate	Atlantic	(28.2, Inf]	-0.0334273	-0.1092478	0.0423932
temp + silicate	Indian	(-Inf,26]	-0.4821675	-0.5164377	-0.4478973
temp + silicate	Indian	(26,26.5]	-0.5797380	-0.6143888	-0.5450872
temp + silicate	Indian	(26.5,26.75]	-0.1414587	-0.2642837	-0.0186336
temp + silicate	Indian	(26.75,27]	0.2653206	0.1212262	0.4094150
temp + silicate	Indian	(27,27.25]	0.5259945	0.4867802	0.5652089
temp + silicate	Indian	(27.25,27.5]	0.5875441	0.5773163	0.5977720
temp + silicate	Indian	(27.5,27.75]	0.6236792	0.6074939	0.6398645
temp + silicate	Indian	(27.75,27.85]	0.7053052	0.6277590	0.7828514
temp + silicate	Indian	(27.85,27.95]	0.5855424	0.5074746	0.6636102
temp + silicate	Indian	(27.95,28.05]	0.3726063	0.3045906	0.4406221
temp + silicate	Indian	(28.05,28.1]	0.2848423	0.1699302	0.3997544
temp + silicate	Indian	(28.1, Inf]	-0.1073906	-0.1350691	-0.0797121
temp + silicate	Pacific	(-Inf,26]	-0.5974371	-0.6472074	-0.5476668
temp + silicate	Pacific	(26,26.5]	-0.7195486	-0.7441052	-0.6949919
temp + silicate	Pacific	(26.5,26.75]	-0.6983684	-0.7506219	-0.6461150
temp + silicate	Pacific	(26.75,27]	-0.7187251	-0.7438037	-0.6936464
temp + silicate	Pacific	(27,27.25]	-0.5827321	-0.5902400	-0.5752242
temp + silicate	Pacific	(27.25,27.5]	-0.3395741	-0.3424806	-0.3366676
temp + silicate	Pacific	(27.5,27.75]	-0.0372535	-0.1923812	0.1178742
temp + silicate	Pacific	(27.75,27.85]	0.0585314	-0.1153963	0.2324591
temp + silicate	Pacific	(27.85,27.95]	0.0068190	-0.2325450	0.2461831
temp + silicate	Pacific	(27.95,28.05]	-0.1587897	-0.4111568	0.0935774
temp + silicate	Pacific	(28.05,28.1]	-0.0003133	-0.1919665	0.1913398
temp + silicate	Pacific	(28.1, Inf]	0.4329072	0.4050327	0.4607816

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")

Version	Author	Date
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
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]	0.4631284	0.4254655	0.5007913
aou	Atlantic	(26,26.5]	-0.3996634	-0.4838190	-0.3155078
aou	Atlantic	(26.5,26.75]	-0.5856972	-0.5989185	-0.5724759
aou	Atlantic	(26.75,27]	-0.4065811	-0.4349210	-0.3782411
aou	Atlantic	(27,27.25]	-0.3525007	-0.3734741	-0.3315273
aou	Atlantic	(27.25,27.5]	-0.3794359	-0.5382086	-0.2206632
aou	Atlantic	(27.5,27.75]	-0.7283445	-0.7370781	-0.7196109
aou	Atlantic	(27.75,27.85]	-0.8818938	-0.8995689	-0.8642187
aou	Atlantic	(27.85,27.95]	-0.9078465	-0.9169531	-0.8987400
aou	Atlantic	(27.95,28.05]	-0.8863057	-0.9182426	-0.8543688
aou	Atlantic	(28.05,28.1]	-0.9025834	-0.9135750	-0.8915918
aou	Atlantic	(28.1,28.15]	-0.9207899	-0.9210956	-0.9204843
aou	Atlantic	(28.15,28.2]	-0.9585654	-0.9600148	-0.9571161
aou	Atlantic	(28.2, Inf]	-0.7509028	-0.8382371	-0.6635685
aou	Indian	(-Inf,26]	-0.8525627	-0.8835296	-0.8215958
aou	Indian	(26,26.5]	-0.9704920	-0.9778358	-0.9631483
aou	Indian	(26.5,26.75]	-0.8656810	-0.8827523	-0.8486097
aou	Indian	(26.75,27]	-0.6954974	-0.7528269	-0.6381678
aou	Indian	(27,27.25]	-0.4322756	-0.5690370	-0.2955142
aou	Indian	(27.25,27.5]	-0.1229689	-0.2255984	-0.0203394
aou	Indian	(27.5,27.75]	-0.0103726	-0.2099153	0.1891700
aou	Indian	(27.75,27.85]	-0.2344876	-0.4026413	-0.0663339
aou	Indian	(27.85,27.95]	-0.1825832	-0.3937448	0.0285785
aou	Indian	(27.95,28.05]	-0.3048465	-0.4743831	-0.1353099
aou	Indian	(28.05,28.1]	-0.3976568	-0.5149295	-0.2803841
aou	Indian	(28.1, Inf]	0.2722201	0.2635584	0.2808818
aou	Pacific	(-Inf,26]	-0.2531412	-0.2806618	-0.2256206
aou	Pacific	(26,26.5]	-0.7119683	-0.7401012	-0.6838355
aou	Pacific	(26.5,26.75]	-0.5143990	-0.5984484	-0.4303496
aou	Pacific	(26.75,27]	-0.7770483	-0.8492778	-0.7048189
aou	Pacific	(27,27.25]	-0.6836026	-0.7277778	-0.6394274
aou	Pacific	(27.25,27.5]	0.0099897	-0.1217341	0.1417134
aou	Pacific	(27.5,27.75]	0.2144046	-0.0772334	0.5060426
aou	Pacific	(27.75,27.85]	0.4399155	0.3287194	0.5511116
aou	Pacific	(27.85,27.95]	0.2619625	0.0689379	0.4549871
aou	Pacific	(27.95,28.05]	-0.1621015	-0.3701554	0.0459523
aou	Pacific	(28.05,28.1]	-0.3690022	-0.5687527	-0.1692517
aou	Pacific	(28.1, Inf]	-0.2926291	-0.4399605	-0.1452978
nitrate	Atlantic	(-Inf,26]	0.2168694	0.1874178	0.2463210
nitrate	Atlantic	(26,26.5]	-0.6127489	-0.6882220	-0.5372758
nitrate	Atlantic	(26.5,26.75]	-0.7843387	-0.7993518	-0.7693257
nitrate	Atlantic	(26.75,27]	-0.7680030	-0.8030304	-0.7329756
nitrate	Atlantic	(27,27.25]	-0.8148837	-0.8545197	-0.7752478
nitrate	Atlantic	(27.25,27.5]	-0.8997231	-0.9389879	-0.8604583
nitrate	Atlantic	(27.5,27.75]	-0.9781072	-0.9791341	-0.9770804
nitrate	Atlantic	(27.75,27.85]	-0.9805032	-0.9817604	-0.9792459
nitrate	Atlantic	(27.85,27.95]	-0.9684214	-0.9695087	-0.9673341
nitrate	Atlantic	(27.95,28.05]	-0.9535219	-0.9556228	-0.9514211
nitrate	Atlantic	(28.05,28.1]	-0.9443511	-0.9510646	-0.9376375
nitrate	Atlantic	(28.1,28.15]	-0.9526548	-0.9540205	-0.9512891
nitrate	Atlantic	(28.15,28.2]	-0.9784226	-0.9811379	-0.9757072
nitrate	Atlantic	(28.2, Inf]	-0.9696383	-0.9796291	-0.9596475
nitrate	Indian	(-Inf,26]	-0.8339655	-0.8581201	-0.8098108
nitrate	Indian	(26,26.5]	-0.9507252	-0.9689595	-0.9324910
nitrate	Indian	(26.5,26.75]	-0.9390334	-0.9510105	-0.9270563
nitrate	Indian	(26.75,27]	-0.8798477	-0.8837648	-0.8759305
nitrate	Indian	(27,27.25]	-0.7182960	-0.7497164	-0.6868756
nitrate	Indian	(27.25,27.5]	-0.2733800	-0.2849033	-0.2618567
nitrate	Indian	(27.5,27.75]	-0.0621736	-0.2330721	0.1087248
nitrate	Indian	(27.75,27.85]	-0.3931343	-0.5464685	-0.2398000
nitrate	Indian	(27.85,27.95]	-0.4841096	-0.6158606	-0.3523587
nitrate	Indian	(27.95,28.05]	-0.6647071	-0.7178924	-0.6115217
nitrate	Indian	(28.05,28.1]	-0.6071661	-0.6236905	-0.5906417
nitrate	Indian	(28.1, Inf]	-0.3225730	-0.3490905	-0.2960556
nitrate	Pacific	(-Inf,26]	-0.3202348	-0.3222953	-0.3181743
nitrate	Pacific	(26,26.5]	-0.8890722	-0.9053773	-0.8727670
nitrate	Pacific	(26.5,26.75]	-0.8341373	-0.8575443	-0.8107303
nitrate	Pacific	(26.75,27]	-0.8987383	-0.9250070	-0.8724696
nitrate	Pacific	(27,27.25]	-0.7284397	-0.7631658	-0.6937136
nitrate	Pacific	(27.25,27.5]	-0.1023151	-0.2673470	0.0627168
nitrate	Pacific	(27.5,27.75]	0.0246199	-0.3715744	0.4208141
nitrate	Pacific	(27.75,27.85]	0.3887826	0.2809481	0.4966171
nitrate	Pacific	(27.85,27.95]	0.2184553	0.0332971	0.4036135
nitrate	Pacific	(27.95,28.05]	-0.2102853	-0.4190317	-0.0015388
nitrate	Pacific	(28.05,28.1]	-0.3898495	-0.5844642	-0.1952349
nitrate	Pacific	(28.1, Inf]	-0.3609266	-0.4976274	-0.2242258
oxygen	Atlantic	(-Inf,26]	-0.3672083	-0.4359679	-0.2984487
oxygen	Atlantic	(26,26.5]	0.1763523	0.0656604	0.2870442
oxygen	Atlantic	(26.5,26.75]	0.4015393	0.3847638	0.4183147
oxygen	Atlantic	(26.75,27]	0.2088108	0.1973568	0.2202649
oxygen	Atlantic	(27,27.25]	0.1275037	0.1190025	0.1360049
oxygen	Atlantic	(27.25,27.5]	0.1048056	-0.0293967	0.2390079
oxygen	Atlantic	(27.5,27.75]	0.4444626	0.4420652	0.4468600
oxygen	Atlantic	(27.75,27.85]	0.7271659	0.6931713	0.7611605
oxygen	Atlantic	(27.85,27.95]	0.8104234	0.7887621	0.8320847
oxygen	Atlantic	(27.95,28.05]	0.7856252	0.7066939	0.8645566
oxygen	Atlantic	(28.05,28.1]	0.8558830	0.8187923	0.8929737
oxygen	Atlantic	(28.1,28.15]	0.8911654	0.8870702	0.8952607
oxygen	Atlantic	(28.15,28.2]	0.9550373	0.9545902	0.9554844
oxygen	Atlantic	(28.2, Inf]	0.6464447	0.5327509	0.7601384
oxygen	Indian	(-Inf,26]	0.8915427	0.8609762	0.9221092
oxygen	Indian	(26,26.5]	0.9667952	0.9599678	0.9736225
oxygen	Indian	(26.5,26.75]	0.8258000	0.8028733	0.8487267
oxygen	Indian	(26.75,27]	0.6220121	0.5463315	0.6976927
oxygen	Indian	(27,27.25]	0.3561356	0.1972050	0.5150662
oxygen	Indian	(27.25,27.5]	0.0931909	-0.0272174	0.2135992
oxygen	Indian	(27.5,27.75]	0.0314275	-0.1701597	0.2330146
oxygen	Indian	(27.75,27.85]	0.2261645	0.0602010	0.3921281
oxygen	Indian	(27.85,27.95]	0.1367950	-0.0759071	0.3494970
oxygen	Indian	(27.95,28.05]	0.2223253	0.0383003	0.4063502
oxygen	Indian	(28.05,28.1]	0.3433530	0.1948786	0.4918274
oxygen	Indian	(28.1, Inf]	-0.3558554	-0.3614133	-0.3502976
oxygen	Pacific	(-Inf,26]	0.4164585	0.3405152	0.4924019
oxygen	Pacific	(26,26.5]	0.5598283	0.5123101	0.6073465
oxygen	Pacific	(26.5,26.75]	0.3393276	0.2362101	0.4424451
oxygen	Pacific	(26.75,27]	0.6786437	0.5826867	0.7746008
oxygen	Pacific	(27,27.25]	0.6800196	0.6311321	0.7289072
oxygen	Pacific	(27.25,27.5]	0.0348767	-0.1033106	0.1730640
oxygen	Pacific	(27.5,27.75]	-0.1638883	-0.4658639	0.1380874
oxygen	Pacific	(27.75,27.85]	-0.4010327	-0.5180888	-0.2839766
oxygen	Pacific	(27.85,27.95]	-0.2355634	-0.4331301	-0.0379966
oxygen	Pacific	(27.95,28.05]	0.1632129	-0.0392573	0.3656831
oxygen	Pacific	(28.05,28.1]	0.3609178	0.1625313	0.5593043
oxygen	Pacific	(28.1, Inf]	0.2669922	0.1234558	0.4105287
phosphate	Atlantic	(-Inf,26]	-0.0078577	-0.0726059	0.0568905
phosphate	Atlantic	(26,26.5]	-0.7844124	-0.8254199	-0.7434048
phosphate	Atlantic	(26.5,26.75]	-0.8780680	-0.8865773	-0.8695587
phosphate	Atlantic	(26.75,27]	-0.8543465	-0.8746042	-0.8340887
phosphate	Atlantic	(27,27.25]	-0.8874572	-0.9103906	-0.8645237
phosphate	Atlantic	(27.25,27.5]	-0.9457944	-0.9646214	-0.9269675
phosphate	Atlantic	(27.5,27.75]	-0.9881126	-0.9889827	-0.9872426
phosphate	Atlantic	(27.75,27.85]	-0.9855634	-0.9870441	-0.9840828
phosphate	Atlantic	(27.85,27.95]	-0.9734820	-0.9770488	-0.9699152
phosphate	Atlantic	(27.95,28.05]	-0.9601743	-0.9609642	-0.9593844
phosphate	Atlantic	(28.05,28.1]	-0.9517185	-0.9545574	-0.9488795
phosphate	Atlantic	(28.1,28.15]	-0.9586991	-0.9588628	-0.9585355
phosphate	Atlantic	(28.15,28.2]	-0.9804939	-0.9833259	-0.9776620
phosphate	Atlantic	(28.2, Inf]	-0.9767957	-0.9855964	-0.9679950
phosphate	Indian	(-Inf,26]	-0.8548696	-0.8902910	-0.8194481
phosphate	Indian	(26,26.5]	-0.9783943	-0.9880969	-0.9686917
phosphate	Indian	(26.5,26.75]	-0.9574638	-0.9627847	-0.9521428
phosphate	Indian	(26.75,27]	-0.8938458	-0.9130427	-0.8746490
phosphate	Indian	(27,27.25]	-0.7393000	-0.8009690	-0.6776309
phosphate	Indian	(27.25,27.5]	-0.3456978	-0.4087168	-0.2826787
phosphate	Indian	(27.5,27.75]	-0.1532670	-0.3302203	0.0236863
phosphate	Indian	(27.75,27.85]	-0.4613335	-0.5938373	-0.3288297
phosphate	Indian	(27.85,27.95]	-0.5361539	-0.6670024	-0.4053054
phosphate	Indian	(27.95,28.05]	-0.6916833	-0.7474488	-0.6359177
phosphate	Indian	(28.05,28.1]	-0.6442772	-0.6590798	-0.6294745
phosphate	Indian	(28.1, Inf]	-0.4230110	-0.4530473	-0.3929747
phosphate	Pacific	(-Inf,26]	-0.3846324	-0.3884727	-0.3807921
phosphate	Pacific	(26,26.5]	-0.9233918	-0.9250885	-0.9216951
phosphate	Pacific	(26.5,26.75]	-0.8833000	-0.9025728	-0.8640273
phosphate	Pacific	(26.75,27]	-0.9239614	-0.9423795	-0.9055432
phosphate	Pacific	(27,27.25]	-0.7481975	-0.7803657	-0.7160293
phosphate	Pacific	(27.25,27.5]	-0.1022758	-0.2536625	0.0491108
phosphate	Pacific	(27.5,27.75]	0.0473577	-0.2995373	0.3942527
phosphate	Pacific	(27.75,27.85]	0.3477815	0.2389460	0.4566169
phosphate	Pacific	(27.85,27.95]	0.1665501	-0.0175666	0.3506667
phosphate	Pacific	(27.95,28.05]	-0.2937860	-0.4787061	-0.1088660
phosphate	Pacific	(28.05,28.1]	-0.5025916	-0.6602625	-0.3449206
phosphate	Pacific	(28.1, Inf]	-0.4622622	-0.5780236	-0.3465008
sal	Atlantic	(-Inf,26]	0.1550515	0.0823831	0.2277199
sal	Atlantic	(26,26.5]	0.8166219	0.8014278	0.8318160
sal	Atlantic	(26.5,26.75]	0.8493533	0.8263430	0.8723636
sal	Atlantic	(26.75,27]	0.7974072	0.7949105	0.7999038
sal	Atlantic	(27,27.25]	0.8390522	0.8147533	0.8633512
sal	Atlantic	(27.25,27.5]	0.8443302	0.8224994	0.8661611
sal	Atlantic	(27.5,27.75]	0.8143386	0.8022037	0.8264736
sal	Atlantic	(27.75,27.85]	0.7019853	0.6728794	0.7310913
sal	Atlantic	(27.85,27.95]	0.6580437	0.6086695	0.7074180
sal	Atlantic	(27.95,28.05]	0.7299503	0.6717691	0.7881316
sal	Atlantic	(28.05,28.1]	0.7732352	0.7443328	0.8021376
sal	Atlantic	(28.1,28.15]	0.7949901	0.7635446	0.8264356
sal	Atlantic	(28.15,28.2]	0.9058333	0.8979614	0.9137052
sal	Atlantic	(28.2, Inf]	0.9357467	0.9146618	0.9568316
sal	Indian	(-Inf,26]	0.5804385	0.2984872	0.8623899
sal	Indian	(26,26.5]	0.6799477	0.5400022	0.8198933
sal	Indian	(26.5,26.75]	0.4687252	0.2637407	0.6737098
sal	Indian	(26.75,27]	0.1748341	-0.0932940	0.4429622
sal	Indian	(27,27.25]	-0.1065779	-0.3648584	0.1517025
sal	Indian	(27.25,27.5]	-0.1179165	-0.3251151	0.0892821
sal	Indian	(27.5,27.75]	-0.0266365	-0.3124550	0.2591819
sal	Indian	(27.75,27.85]	-0.1502062	-0.3515219	0.0511094
sal	Indian	(27.85,27.95]	0.0548237	-0.1795596	0.2892070
sal	Indian	(27.95,28.05]	0.2456043	0.0607046	0.4305040
sal	Indian	(28.05,28.1]	0.2899137	0.0740543	0.5057732
sal	Indian	(28.1, Inf]	0.5367370	0.5215599	0.5519141
sal	Pacific	(-Inf,26]	0.0742784	0.0550225	0.0935344
sal	Pacific	(26,26.5]	0.5821734	0.5574204	0.6069264
sal	Pacific	(26.5,26.75]	0.5450273	0.4344442	0.6556104
sal	Pacific	(26.75,27]	0.4637900	0.3502690	0.5773111
sal	Pacific	(27,27.25]	0.0429260	-0.0036996	0.0895516
sal	Pacific	(27.25,27.5]	-0.5732623	-0.5779963	-0.5685283
sal	Pacific	(27.5,27.75]	-0.4819777	-0.6142736	-0.3496818
sal	Pacific	(27.75,27.85]	-0.4148598	-0.4988881	-0.3308316
sal	Pacific	(27.85,27.95]	-0.2726453	-0.3394088	-0.2058818
sal	Pacific	(27.95,28.05]	0.2229039	0.1343000	0.3115078
sal	Pacific	(28.05,28.1]	0.4443390	0.3053185	0.5833594
sal	Pacific	(28.1, Inf]	0.3401831	0.2857709	0.3945953
silicate	Atlantic	(-Inf,26]	-0.0447755	-0.0496346	-0.0399164
silicate	Atlantic	(26,26.5]	-0.7535885	-0.7959735	-0.7112035
silicate	Atlantic	(26.5,26.75]	-0.7806586	-0.8037747	-0.7575425
silicate	Atlantic	(26.75,27]	-0.6809179	-0.6992165	-0.6626193
silicate	Atlantic	(27,27.25]	-0.8120734	-0.8265326	-0.7976141
silicate	Atlantic	(27.25,27.5]	-0.8773818	-0.8994105	-0.8553532
silicate	Atlantic	(27.5,27.75]	-0.8650549	-0.8886748	-0.8414350
silicate	Atlantic	(27.75,27.85]	-0.9062164	-0.9221289	-0.8903038
silicate	Atlantic	(27.85,27.95]	-0.9157295	-0.9228217	-0.9086373
silicate	Atlantic	(27.95,28.05]	-0.9195489	-0.9207093	-0.9183884
silicate	Atlantic	(28.05,28.1]	-0.9234492	-0.9293209	-0.9175776
silicate	Atlantic	(28.1,28.15]	-0.9399388	-0.9426311	-0.9372464
silicate	Atlantic	(28.15,28.2]	-0.9730357	-0.9777735	-0.9682979
silicate	Atlantic	(28.2, Inf]	-0.9507706	-0.9740788	-0.9274625
silicate	Indian	(-Inf,26]	-0.7652013	-0.7971899	-0.7332127
silicate	Indian	(26,26.5]	-0.9454895	-0.9495905	-0.9413886
silicate	Indian	(26.5,26.75]	-0.8719611	-0.8845160	-0.8594062
silicate	Indian	(26.75,27]	-0.7384612	-0.7896004	-0.6873220
silicate	Indian	(27,27.25]	-0.5841598	-0.6746010	-0.4937185
silicate	Indian	(27.25,27.5]	-0.1474763	-0.1575477	-0.1374048
silicate	Indian	(27.5,27.75]	0.1663074	0.0823043	0.2503106
silicate	Indian	(27.75,27.85]	-0.2084341	-0.3017710	-0.1150971
silicate	Indian	(27.85,27.95]	-0.3112168	-0.4374940	-0.1849396
silicate	Indian	(27.95,28.05]	-0.4850611	-0.5629227	-0.4071995
silicate	Indian	(28.05,28.1]	-0.5151358	-0.5846468	-0.4456249
silicate	Indian	(28.1, Inf]	-0.3884387	-0.4238602	-0.3530172
silicate	Pacific	(-Inf,26]	-0.2991482	-0.3021742	-0.2961223
silicate	Pacific	(26,26.5]	-0.7982733	-0.8068342	-0.7897123
silicate	Pacific	(26.5,26.75]	-0.7329778	-0.7605043	-0.7054513
silicate	Pacific	(26.75,27]	-0.7300181	-0.7504720	-0.7095642
silicate	Pacific	(27,27.25]	-0.5043420	-0.5155485	-0.4931355
silicate	Pacific	(27.25,27.5]	0.2685887	0.1467684	0.3904090
silicate	Pacific	(27.5,27.75]	0.3721527	0.0671161	0.6771892
silicate	Pacific	(27.75,27.85]	0.5297881	0.4320640	0.6275121
silicate	Pacific	(27.85,27.95]	0.2825696	0.0942023	0.4709369
silicate	Pacific	(27.95,28.05]	-0.1735455	-0.3848571	0.0377661
silicate	Pacific	(28.05,28.1]	-0.3970764	-0.6019109	-0.1922418
silicate	Pacific	(28.1, Inf]	-0.3663776	-0.5030952	-0.2296600
temp	Atlantic	(-Inf,26]	-0.2604575	-0.3690619	-0.1518532
temp	Atlantic	(26,26.5]	0.7925414	0.7878895	0.7971933
temp	Atlantic	(26.5,26.75]	0.8309792	0.7917867	0.8701717
temp	Atlantic	(26.75,27]	0.7124235	0.6897614	0.7350856
temp	Atlantic	(27,27.25]	0.7815838	0.7570795	0.8060880
temp	Atlantic	(27.25,27.5]	0.7926889	0.7705055	0.8148724
temp	Atlantic	(27.5,27.75]	0.7494955	0.7186976	0.7802934
temp	Atlantic	(27.75,27.85]	0.6525170	0.6405613	0.6644727
temp	Atlantic	(27.85,27.95]	0.6196086	0.5872767	0.6519405
temp	Atlantic	(27.95,28.05]	0.6691975	0.6339933	0.7044017
temp	Atlantic	(28.05,28.1]	0.6856676	0.6436372	0.7276979
temp	Atlantic	(28.1,28.15]	0.6436118	0.5552235	0.7320000
temp	Atlantic	(28.15,28.2]	0.5009480	0.2931692	0.7087269
temp	Atlantic	(28.2, Inf]	0.1240459	0.0075770	0.2405148
temp	Indian	(-Inf,26]	-0.1206087	-0.1310042	-0.1102131
temp	Indian	(26,26.5]	0.4644679	0.3883129	0.5406229
temp	Indian	(26.5,26.75]	0.4300382	0.2708322	0.5892443
temp	Indian	(26.75,27]	0.3107614	0.0747710	0.5467518
temp	Indian	(27,27.25]	0.1170637	-0.1463064	0.3804339
temp	Indian	(27.25,27.5]	0.0408488	-0.1699982	0.2516958
temp	Indian	(27.5,27.75]	-0.1276264	-0.3241021	0.0688494
temp	Indian	(27.75,27.85]	-0.1881492	-0.3395610	-0.0367375
temp	Indian	(27.85,27.95]	0.0282025	-0.1693181	0.2257231
temp	Indian	(27.95,28.05]	0.1485935	-0.0071128	0.3042998
temp	Indian	(28.05,28.1]	0.1277964	-0.0725807	0.3281735
temp	Indian	(28.1, Inf]	0.5069883	0.4934191	0.5205575
temp	Pacific	(-Inf,26]	-0.3824367	-0.4650363	-0.2998370
temp	Pacific	(26,26.5]	0.6182755	0.5990168	0.6375343
temp	Pacific	(26.5,26.75]	0.5670498	0.4622790	0.6718205
temp	Pacific	(26.75,27]	0.4888960	0.3811191	0.5966728
temp	Pacific	(27,27.25]	0.1931220	0.1557639	0.2304801
temp	Pacific	(27.25,27.5]	-0.4897741	-0.5235039	-0.4560444
temp	Pacific	(27.5,27.75]	-0.5161701	-0.5593802	-0.4729600
temp	Pacific	(27.75,27.85]	-0.3903428	-0.4680364	-0.3126492
temp	Pacific	(27.85,27.95]	-0.3558735	-0.4139081	-0.2978388
temp	Pacific	(27.95,28.05]	-0.1271240	-0.1699894	-0.0842587
temp	Pacific	(28.05,28.1]	-0.0752870	-0.1391223	-0.0114516
temp	Pacific	(28.1, Inf]	-0.1469390	-0.2600729	-0.0338050

rm(cor_target_predictor, cor_target_predictor_stats)

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    geomtextpath_0.1.0
 [9] colorspace_2.0-2   marelac_2.1.10     shape_1.4.6        ggforce_0.3.3     
[13] metR_0.11.0        scico_1.3.0        patchwork_1.1.1    collapse_1.7.0    
[17] forcats_0.5.1      stringr_1.4.0      dplyr_1.0.7        purrr_0.3.4       
[21] readr_2.1.1        tidyr_1.1.4        tibble_3.1.6       ggplot2_3.3.5     
[25] tidyverse_1.3.1    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] textshaping_0.3.6  munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1

eMLR - assumption testing

Jens Daniel Müller

24 October, 2022