Last updated: 2022-11-01

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

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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

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Repository version: 690c36f

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 690c36f. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

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

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

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

File	Version	Author	Date	Message
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
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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	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
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.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
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
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
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html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

1 Version ID

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

2 Required data

Required are:

cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Version	Author	Date
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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]	0.9061370	0.8981893	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9451218	0.9440155	0.9462280
aou + nitrate	Atlantic	(26.5,26.75]	0.9504127	0.9478385	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.8829025	0.8603958	0.9054091
aou + nitrate	Atlantic	(27,27.25]	0.8281797	0.7755085	0.8808509
aou + nitrate	Atlantic	(27.25,27.5]	0.7996217	0.7655620	0.8336813
aou + nitrate	Atlantic	(27.5,27.75]	0.8553249	0.8293012	0.8813486
aou + nitrate	Atlantic	(27.75,27.85]	0.9255212	0.9116021	0.9394403
aou + nitrate	Atlantic	(27.85,27.95]	0.9435762	0.9346247	0.9525278
aou + nitrate	Atlantic	(27.95,28.05]	0.9542295	0.9542015	0.9542574
aou + nitrate	Atlantic	(28.05,28.1]	0.9728713	0.9726579	0.9730846
aou + nitrate	Atlantic	(28.1,28.15]	0.9801225	0.9693634	0.9908816
aou + nitrate	Atlantic	(28.15,28.2]	0.9898997	0.9842225	0.9955768
aou + nitrate	Atlantic	(28.2, Inf]	0.7668551	0.6370654	0.8966448
aou + nitrate	Indian	(-Inf,26]	0.9911834	0.9876513	0.9947155
aou + nitrate	Indian	(26,26.5]	0.9841353	0.9788933	0.9893773
aou + nitrate	Indian	(26.5,26.75]	0.9662014	0.9579504	0.9744523
aou + nitrate	Indian	(26.75,27]	0.9280233	0.9114981	0.9445485
aou + nitrate	Indian	(27,27.25]	0.8730900	0.8684470	0.8777331
aou + nitrate	Indian	(27.25,27.5]	0.8783473	0.8524516	0.9042429
aou + nitrate	Indian	(27.5,27.75]	0.9062230	0.8934763	0.9189698
aou + nitrate	Indian	(27.75,27.85]	0.8758579	0.8529414	0.8987744
aou + nitrate	Indian	(27.85,27.95]	0.8608278	0.8251609	0.8964948
aou + nitrate	Indian	(27.95,28.05]	0.8218089	0.7486322	0.8949855
aou + nitrate	Indian	(28.05,28.1]	0.8945003	0.8495094	0.9394912
aou + nitrate	Indian	(28.1, Inf]	0.6404084	0.5501154	0.7307013
aou + nitrate	Pacific	(-Inf,26]	0.8771225	0.8553222	0.8989228
aou + nitrate	Pacific	(26,26.5]	0.8391120	0.8178684	0.8603556
aou + nitrate	Pacific	(26.5,26.75]	0.7787179	0.7633155	0.7941203
aou + nitrate	Pacific	(26.75,27]	0.8989241	0.8922613	0.9055869
aou + nitrate	Pacific	(27,27.25]	0.9734517	0.9723974	0.9745061
aou + nitrate	Pacific	(27.25,27.5]	0.9763238	0.9711211	0.9815265
aou + nitrate	Pacific	(27.5,27.75]	0.9758097	0.9678663	0.9837531
aou + nitrate	Pacific	(27.75,27.85]	0.9808954	0.9719308	0.9898600
aou + nitrate	Pacific	(27.85,27.95]	0.9786345	0.9700946	0.9871745
aou + nitrate	Pacific	(27.95,28.05]	0.9670016	0.9602903	0.9737129
aou + nitrate	Pacific	(28.05,28.1]	0.9482188	0.9298483	0.9665893
aou + nitrate	Pacific	(28.1, Inf]	0.9465330	0.9265698	0.9664962
aou + oxygen	Atlantic	(-Inf,26]	-0.9376221	-0.9401856	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9480431	-0.9483550	-0.9477312
aou + oxygen	Atlantic	(26.5,26.75]	-0.9575106	-0.9664136	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9566604	-0.9640140	-0.9493068
aou + oxygen	Atlantic	(27,27.25]	-0.9582047	-0.9610097	-0.9553997
aou + oxygen	Atlantic	(27.25,27.5]	-0.9424840	-0.9502372	-0.9347308
aou + oxygen	Atlantic	(27.5,27.75]	-0.9309867	-0.9437010	-0.9182723
aou + oxygen	Atlantic	(27.75,27.85]	-0.9572973	-0.9642488	-0.9503458
aou + oxygen	Atlantic	(27.85,27.95]	-0.9782297	-0.9817455	-0.9747139
aou + oxygen	Atlantic	(27.95,28.05]	-0.9822220	-0.9841711	-0.9802730
aou + oxygen	Atlantic	(28.05,28.1]	-0.9882209	-0.9899375	-0.9865043
aou + oxygen	Atlantic	(28.1,28.15]	-0.9921011	-0.9944107	-0.9897915
aou + oxygen	Atlantic	(28.15,28.2]	-0.9955857	-0.9980731	-0.9930984
aou + oxygen	Atlantic	(28.2, Inf]	-0.9784946	-0.9822548	-0.9747344
aou + oxygen	Indian	(-Inf,26]	-0.9928082	-0.9942329	-0.9913834
aou + oxygen	Indian	(26,26.5]	-0.9968605	-0.9969873	-0.9967337
aou + oxygen	Indian	(26.5,26.75]	-0.9966216	-0.9976533	-0.9955900
aou + oxygen	Indian	(26.75,27]	-0.9946054	-0.9969096	-0.9923011
aou + oxygen	Indian	(27,27.25]	-0.9944662	-0.9954388	-0.9934937
aou + oxygen	Indian	(27.25,27.5]	-0.9952779	-0.9956522	-0.9949037
aou + oxygen	Indian	(27.5,27.75]	-0.9960647	-0.9965198	-0.9956097
aou + oxygen	Indian	(27.75,27.85]	-0.9971344	-0.9978940	-0.9963748
aou + oxygen	Indian	(27.85,27.95]	-0.9947478	-0.9951433	-0.9943523
aou + oxygen	Indian	(27.95,28.05]	-0.9898791	-0.9922514	-0.9875067
aou + oxygen	Indian	(28.05,28.1]	-0.9912862	-0.9961668	-0.9864056
aou + oxygen	Indian	(28.1, Inf]	-0.9849019	-0.9881146	-0.9816893
aou + oxygen	Pacific	(-Inf,26]	-0.8511251	-0.8619053	-0.8403448
aou + oxygen	Pacific	(26,26.5]	-0.9765482	-0.9785578	-0.9745386
aou + oxygen	Pacific	(26.5,26.75]	-0.9760119	-0.9793944	-0.9726293
aou + oxygen	Pacific	(26.75,27]	-0.9749428	-0.9778853	-0.9720003
aou + oxygen	Pacific	(27,27.25]	-0.9939493	-0.9948556	-0.9930429
aou + oxygen	Pacific	(27.25,27.5]	-0.9958115	-0.9964385	-0.9951845
aou + oxygen	Pacific	(27.5,27.75]	-0.9960180	-0.9968982	-0.9951377
aou + oxygen	Pacific	(27.75,27.85]	-0.9977367	-0.9977817	-0.9976916
aou + oxygen	Pacific	(27.85,27.95]	-0.9985951	-0.9989437	-0.9982464
aou + oxygen	Pacific	(27.95,28.05]	-0.9984281	-0.9987516	-0.9981046
aou + oxygen	Pacific	(28.05,28.1]	-0.9991236	-0.9991280	-0.9991191
aou + oxygen	Pacific	(28.1, Inf]	-0.9958337	-0.9964516	-0.9952159
aou + phosphate	Atlantic	(-Inf,26]	0.7116407	0.6981686	0.7251128
aou + phosphate	Atlantic	(26,26.5]	0.8312892	0.8216358	0.8409425
aou + phosphate	Atlantic	(26.5,26.75]	0.8815240	0.8782186	0.8848295
aou + phosphate	Atlantic	(26.75,27]	0.8112292	0.7930748	0.8293836
aou + phosphate	Atlantic	(27,27.25]	0.7690721	0.7086707	0.8294734
aou + phosphate	Atlantic	(27.25,27.5]	0.7513408	0.7133756	0.7893059
aou + phosphate	Atlantic	(27.5,27.75]	0.8292310	0.8008683	0.8575937
aou + phosphate	Atlantic	(27.75,27.85]	0.9085435	0.8938103	0.9232767
aou + phosphate	Atlantic	(27.85,27.95]	0.9406286	0.9315766	0.9496805
aou + phosphate	Atlantic	(27.95,28.05]	0.9533415	0.9523307	0.9543524
aou + phosphate	Atlantic	(28.05,28.1]	0.9690111	0.9671041	0.9709180
aou + phosphate	Atlantic	(28.1,28.15]	0.9767184	0.9683952	0.9850415
aou + phosphate	Atlantic	(28.15,28.2]	0.9898939	0.9840065	0.9957814
aou + phosphate	Atlantic	(28.2, Inf]	0.7709358	0.6425187	0.8993530
aou + phosphate	Indian	(-Inf,26]	0.9933085	0.9903682	0.9962488
aou + phosphate	Indian	(26,26.5]	0.9938166	0.9917919	0.9958414
aou + phosphate	Indian	(26.5,26.75]	0.9773685	0.9620514	0.9926855
aou + phosphate	Indian	(26.75,27]	0.9479206	0.9217265	0.9741147
aou + phosphate	Indian	(27,27.25]	0.9252593	0.8914009	0.9591177
aou + phosphate	Indian	(27.25,27.5]	0.9416978	0.9288091	0.9545865
aou + phosphate	Indian	(27.5,27.75]	0.9533779	0.9499401	0.9568157
aou + phosphate	Indian	(27.75,27.85]	0.9286519	0.9056642	0.9516396
aou + phosphate	Indian	(27.85,27.95]	0.8830933	0.8397399	0.9264468
aou + phosphate	Indian	(27.95,28.05]	0.8496369	0.7792169	0.9200568
aou + phosphate	Indian	(28.05,28.1]	0.9103687	0.8649958	0.9557415
aou + phosphate	Indian	(28.1, Inf]	0.6580358	0.5672736	0.7487980
aou + phosphate	Pacific	(-Inf,26]	0.8711119	0.8618228	0.8804011
aou + phosphate	Pacific	(26,26.5]	0.8953361	0.8716418	0.9190304
aou + phosphate	Pacific	(26.5,26.75]	0.8269866	0.8075535	0.8464197
aou + phosphate	Pacific	(26.75,27]	0.9059767	0.9017514	0.9102020
aou + phosphate	Pacific	(27,27.25]	0.9801649	0.9795086	0.9808212
aou + phosphate	Pacific	(27.25,27.5]	0.9823220	0.9810666	0.9835774
aou + phosphate	Pacific	(27.5,27.75]	0.9778389	0.9725219	0.9831559
aou + phosphate	Pacific	(27.75,27.85]	0.9805238	0.9740670	0.9869807
aou + phosphate	Pacific	(27.85,27.95]	0.9806712	0.9753998	0.9859426
aou + phosphate	Pacific	(27.95,28.05]	0.9743839	0.9695466	0.9792212
aou + phosphate	Pacific	(28.05,28.1]	0.9658783	0.9605502	0.9712065
aou + phosphate	Pacific	(28.1, Inf]	0.9404277	0.9229204	0.9579350
aou + silicate	Atlantic	(-Inf,26]	0.4073316	0.3009804	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7543424	0.7217060	0.7869789
aou + silicate	Atlantic	(26.5,26.75]	0.8747181	0.8709701	0.8784662
aou + silicate	Atlantic	(26.75,27]	0.8322437	0.8192477	0.8452396
aou + silicate	Atlantic	(27,27.25]	0.7198042	0.6261388	0.8134695
aou + silicate	Atlantic	(27.25,27.5]	0.5841748	0.5084635	0.6598860
aou + silicate	Atlantic	(27.5,27.75]	0.6049674	0.5555910	0.6543437
aou + silicate	Atlantic	(27.75,27.85]	0.7983155	0.7961061	0.8005249
aou + silicate	Atlantic	(27.85,27.95]	0.8681497	0.8611870	0.8751125
aou + silicate	Atlantic	(27.95,28.05]	0.9318753	0.9277218	0.9360287
aou + silicate	Atlantic	(28.05,28.1]	0.9702791	0.9696579	0.9709003
aou + silicate	Atlantic	(28.1,28.15]	0.9747001	0.9670653	0.9823349
aou + silicate	Atlantic	(28.15,28.2]	0.9882225	0.9856156	0.9908295
aou + silicate	Atlantic	(28.2, Inf]	0.7965334	0.7133439	0.8797228
aou + silicate	Indian	(-Inf,26]	0.9074995	0.8614063	0.9535927
aou + silicate	Indian	(26,26.5]	0.9322959	0.9060740	0.9585179
aou + silicate	Indian	(26.5,26.75]	0.9507954	0.9298940	0.9716969
aou + silicate	Indian	(26.75,27]	0.9641801	0.9510445	0.9773157
aou + silicate	Indian	(27,27.25]	0.9157619	0.8932855	0.9382384
aou + silicate	Indian	(27.25,27.5]	0.8634505	0.8326866	0.8942144
aou + silicate	Indian	(27.5,27.75]	0.8222086	0.7768828	0.8675343
aou + silicate	Indian	(27.75,27.85]	0.8523107	0.8247249	0.8798965
aou + silicate	Indian	(27.85,27.95]	0.8410939	0.8037100	0.8784779
aou + silicate	Indian	(27.95,28.05]	0.8688980	0.8326898	0.9051061
aou + silicate	Indian	(28.05,28.1]	0.9458342	0.9406219	0.9510465
aou + silicate	Indian	(28.1, Inf]	0.5011432	0.4553434	0.5469430
aou + silicate	Pacific	(-Inf,26]	0.6039102	0.6013200	0.6065004
aou + silicate	Pacific	(26,26.5]	0.4759017	0.3596232	0.5921803
aou + silicate	Pacific	(26.5,26.75]	0.3213571	0.2565676	0.3861465
aou + silicate	Pacific	(26.75,27]	0.6131803	0.5360827	0.6902779
aou + silicate	Pacific	(27,27.25]	0.8796134	0.8498892	0.9093375
aou + silicate	Pacific	(27.25,27.5]	0.9022383	0.8735357	0.9309408
aou + silicate	Pacific	(27.5,27.75]	0.9168457	0.8880100	0.9456815
aou + silicate	Pacific	(27.75,27.85]	0.9671667	0.9647472	0.9695862
aou + silicate	Pacific	(27.85,27.95]	0.9633930	0.9620290	0.9647570
aou + silicate	Pacific	(27.95,28.05]	0.9457317	0.9447576	0.9467058
aou + silicate	Pacific	(28.05,28.1]	0.9519570	0.9497655	0.9541484
aou + silicate	Pacific	(28.1, Inf]	0.8570310	0.8494456	0.8646163
nitrate + silicate	Atlantic	(-Inf,26]	0.5580177	0.5244257	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8574210	0.8482287	0.8666133
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352520	0.9281830	0.9423210
nitrate + silicate	Atlantic	(26.75,27]	0.9163228	0.8882057	0.9444399
nitrate + silicate	Atlantic	(27,27.25]	0.9105430	0.8775120	0.9435740
nitrate + silicate	Atlantic	(27.25,27.5]	0.8931156	0.8750800	0.9111512
nitrate + silicate	Atlantic	(27.5,27.75]	0.8837910	0.8752313	0.8923508
nitrate + silicate	Atlantic	(27.75,27.85]	0.9418698	0.9369855	0.9467540
nitrate + silicate	Atlantic	(27.85,27.95]	0.9665548	0.9640344	0.9690752
nitrate + silicate	Atlantic	(27.95,28.05]	0.9812132	0.9805567	0.9818698
nitrate + silicate	Atlantic	(28.05,28.1]	0.9886368	0.9882372	0.9890364
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897547	0.9882783	0.9912311
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930836	0.9927176	0.9934497
nitrate + silicate	Atlantic	(28.2, Inf]	0.9471278	0.9071975	0.9870581
nitrate + silicate	Indian	(-Inf,26]	0.9293303	0.8953915	0.9632691
nitrate + silicate	Indian	(26,26.5]	0.9511564	0.9412612	0.9610516
nitrate + silicate	Indian	(26.5,26.75]	0.9488549	0.9484509	0.9492589
nitrate + silicate	Indian	(26.75,27]	0.9340124	0.9249126	0.9431122
nitrate + silicate	Indian	(27,27.25]	0.9277621	0.9212238	0.9343004
nitrate + silicate	Indian	(27.25,27.5]	0.9258745	0.9136710	0.9380779
nitrate + silicate	Indian	(27.5,27.75]	0.8423698	0.8256829	0.8590566
nitrate + silicate	Indian	(27.75,27.85]	0.7808886	0.7571828	0.8045944
nitrate + silicate	Indian	(27.85,27.95]	0.8497763	0.8414402	0.8581125
nitrate + silicate	Indian	(27.95,28.05]	0.9035444	0.8925788	0.9145100
nitrate + silicate	Indian	(28.05,28.1]	0.9514948	0.9393673	0.9636222
nitrate + silicate	Indian	(28.1, Inf]	0.8275978	0.8188872	0.8363085
nitrate + silicate	Pacific	(-Inf,26]	0.8250023	0.8038284	0.8461761
nitrate + silicate	Pacific	(26,26.5]	0.7678362	0.7221811	0.8134912
nitrate + silicate	Pacific	(26.5,26.75]	0.7220243	0.6615315	0.7825171
nitrate + silicate	Pacific	(26.75,27]	0.8121827	0.7731492	0.8512162
nitrate + silicate	Pacific	(27,27.25]	0.8930411	0.8630326	0.9230496
nitrate + silicate	Pacific	(27.25,27.5]	0.8643472	0.8183660	0.9103283
nitrate + silicate	Pacific	(27.5,27.75]	0.8666829	0.8178237	0.9155420
nitrate + silicate	Pacific	(27.75,27.85]	0.9361543	0.9201716	0.9521371
nitrate + silicate	Pacific	(27.85,27.95]	0.9448575	0.9335379	0.9561771
nitrate + silicate	Pacific	(27.95,28.05]	0.9215794	0.9180769	0.9250818
nitrate + silicate	Pacific	(28.05,28.1]	0.9048383	0.8920154	0.9176611
nitrate + silicate	Pacific	(28.1, Inf]	0.9074331	0.8968862	0.9179800
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8463011	-0.8711973	-0.8214049
oxygen + nitrate	Atlantic	(26,26.5]	-0.8171458	-0.8195606	-0.8147311
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8361047	-0.8470465	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7371251	-0.7730883	-0.7011619
oxygen + nitrate	Atlantic	(27,27.25]	-0.6561490	-0.7361815	-0.5761164
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5701897	-0.6307991	-0.5095802
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6281259	-0.6948631	-0.5613888
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7848124	-0.8218276	-0.7477972
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8621652	-0.8827390	-0.8415915
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8924890	-0.8978966	-0.8870814
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9340955	-0.9397776	-0.9284134
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9539588	-0.9752774	-0.9326403
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9814617	-0.9916893	-0.9712340
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6482250	-0.8240995	-0.4723504
oxygen + nitrate	Indian	(-Inf,26]	-0.9788918	-0.9832714	-0.9745122
oxygen + nitrate	Indian	(26,26.5]	-0.9696600	-0.9778916	-0.9614285
oxygen + nitrate	Indian	(26.5,26.75]	-0.9436044	-0.9584161	-0.9287926
oxygen + nitrate	Indian	(26.75,27]	-0.8861874	-0.9175890	-0.8547858
oxygen + nitrate	Indian	(27,27.25]	-0.8200653	-0.8325007	-0.8076299
oxygen + nitrate	Indian	(27.25,27.5]	-0.8322898	-0.8638624	-0.8007171
oxygen + nitrate	Indian	(27.5,27.75]	-0.8797462	-0.8979045	-0.8615880
oxygen + nitrate	Indian	(27.75,27.85]	-0.8557927	-0.8821642	-0.8294213
oxygen + nitrate	Indian	(27.85,27.95]	-0.8165835	-0.8591925	-0.7739745
oxygen + nitrate	Indian	(27.95,28.05]	-0.7431061	-0.8411619	-0.6450503
oxygen + nitrate	Indian	(28.05,28.1]	-0.8373832	-0.9140393	-0.7607271
oxygen + nitrate	Indian	(28.1, Inf]	-0.5147441	-0.6326884	-0.3967998
oxygen + nitrate	Pacific	(-Inf,26]	-0.5742721	-0.6414723	-0.5070719
oxygen + nitrate	Pacific	(26,26.5]	-0.7209544	-0.7393676	-0.7025412
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6416660	-0.6768111	-0.6065210
oxygen + nitrate	Pacific	(26.75,27]	-0.7921390	-0.8065350	-0.7777430
oxygen + nitrate	Pacific	(27,27.25]	-0.9509788	-0.9525083	-0.9494493
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9672543	-0.9712881	-0.9632204
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9712375	-0.9781571	-0.9643179
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9783559	-0.9867697	-0.9699422
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9769863	-0.9837801	-0.9701925
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9623653	-0.9702990	-0.9544315
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9422332	-0.9607895	-0.9236770
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9241663	-0.9473340	-0.9009986
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5589229	-0.5589283	-0.5589175
oxygen + phosphate	Atlantic	(26,26.5]	-0.6278995	-0.6407106	-0.6150884
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7215802	-0.7353498	-0.7078105
oxygen + phosphate	Atlantic	(26.75,27]	-0.6295635	-0.6611440	-0.5979829
oxygen + phosphate	Atlantic	(27,27.25]	-0.5726791	-0.6591176	-0.4862406
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5024245	-0.5676059	-0.4372430
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5859487	-0.6550603	-0.5168371
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7562883	-0.7936874	-0.7188892
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8564511	-0.8774281	-0.8354742
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8903340	-0.8946221	-0.8860460
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9286361	-0.9356641	-0.9216082
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9476177	-0.9662113	-0.9290241
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9808355	-0.9921334	-0.9695376
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6517967	-0.8273529	-0.4762405
oxygen + phosphate	Indian	(-Inf,26]	-0.9851293	-0.9855194	-0.9847392
oxygen + phosphate	Indian	(26,26.5]	-0.9847957	-0.9890548	-0.9805367
oxygen + phosphate	Indian	(26.5,26.75]	-0.9594401	-0.9850482	-0.9338319
oxygen + phosphate	Indian	(26.75,27]	-0.9126450	-0.9570638	-0.8682263
oxygen + phosphate	Indian	(27,27.25]	-0.8847949	-0.9335824	-0.8360074
oxygen + phosphate	Indian	(27.25,27.5]	-0.9108118	-0.9276253	-0.8939983
oxygen + phosphate	Indian	(27.5,27.75]	-0.9382935	-0.9415053	-0.9350816
oxygen + phosphate	Indian	(27.75,27.85]	-0.9098984	-0.9382466	-0.8815501
oxygen + phosphate	Indian	(27.85,27.95]	-0.8387332	-0.8919610	-0.7855053
oxygen + phosphate	Indian	(27.95,28.05]	-0.7755271	-0.8715806	-0.6794737
oxygen + phosphate	Indian	(28.05,28.1]	-0.8569579	-0.9330651	-0.7808507
oxygen + phosphate	Indian	(28.1, Inf]	-0.5351810	-0.6530192	-0.4173428
oxygen + phosphate	Pacific	(-Inf,26]	-0.6177711	-0.6667911	-0.5687511
oxygen + phosphate	Pacific	(26,26.5]	-0.7872113	-0.8151997	-0.7592228
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6928771	-0.7289940	-0.6567603
oxygen + phosphate	Pacific	(26.75,27]	-0.7957382	-0.8101531	-0.7813234
oxygen + phosphate	Pacific	(27,27.25]	-0.9577367	-0.9583757	-0.9570977
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9721139	-0.9733178	-0.9709101
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9733925	-0.9783200	-0.9684650
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9775268	-0.9838052	-0.9712484
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9784825	-0.9823812	-0.9745838
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9698479	-0.9757219	-0.9639739
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9621125	-0.9666996	-0.9575255
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9165854	-0.9379740	-0.8951968
oxygen + silicate	Atlantic	(-Inf,26]	-0.2574041	-0.3920757	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.5648243	-0.5957161	-0.5339324
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7312593	-0.7662289	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.6724272	-0.6972374	-0.6476169
oxygen + silicate	Atlantic	(27,27.25]	-0.5312384	-0.6487758	-0.4137009
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3133694	-0.4185401	-0.2081988
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3165814	-0.4062583	-0.2269044
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6186991	-0.6367814	-0.6006167
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7575476	-0.7758652	-0.7392300
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8542757	-0.8551522	-0.8533992
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9269269	-0.9325007	-0.9213530
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9446744	-0.9624203	-0.9269285
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9819103	-0.9882323	-0.9755883
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6882926	-0.8045029	-0.5720822
oxygen + silicate	Indian	(-Inf,26]	-0.8795782	-0.9335355	-0.8256209
oxygen + silicate	Indian	(26,26.5]	-0.9141354	-0.9479274	-0.8803434
oxygen + silicate	Indian	(26.5,26.75]	-0.9360994	-0.9607769	-0.9114218
oxygen + silicate	Indian	(26.75,27]	-0.9474385	-0.9591023	-0.9357746
oxygen + silicate	Indian	(27,27.25]	-0.8800496	-0.9022888	-0.8578103
oxygen + silicate	Indian	(27.25,27.5]	-0.8185899	-0.8560174	-0.7811623
oxygen + silicate	Indian	(27.5,27.75]	-0.7791589	-0.8326344	-0.7256833
oxygen + silicate	Indian	(27.75,27.85]	-0.8261206	-0.8609998	-0.7912413
oxygen + silicate	Indian	(27.85,27.95]	-0.7973271	-0.8479240	-0.7467301
oxygen + silicate	Indian	(27.95,28.05]	-0.8050944	-0.8625852	-0.7476036
oxygen + silicate	Indian	(28.05,28.1]	-0.9083563	-0.9325219	-0.8841907
oxygen + silicate	Indian	(28.1, Inf]	-0.3670955	-0.4310859	-0.3031052
oxygen + silicate	Pacific	(-Inf,26]	-0.2381043	-0.2648345	-0.2113741
oxygen + silicate	Pacific	(26,26.5]	-0.3057167	-0.4266859	-0.1847476
oxygen + silicate	Pacific	(26.5,26.75]	-0.1306307	-0.1821010	-0.0791604
oxygen + silicate	Pacific	(26.75,27]	-0.4376854	-0.5371621	-0.3382087
oxygen + silicate	Pacific	(27,27.25]	-0.8293796	-0.8688446	-0.7899145
oxygen + silicate	Pacific	(27.25,27.5]	-0.8655761	-0.9022122	-0.8289400
oxygen + silicate	Pacific	(27.5,27.75]	-0.8851557	-0.9237513	-0.8465601
oxygen + silicate	Pacific	(27.75,27.85]	-0.9551412	-0.9578973	-0.9523850
oxygen + silicate	Pacific	(27.85,27.95]	-0.9543891	-0.9545899	-0.9541882
oxygen + silicate	Pacific	(27.95,28.05]	-0.9322484	-0.9322548	-0.9322420
oxygen + silicate	Pacific	(28.05,28.1]	-0.9439431	-0.9468381	-0.9410482
oxygen + silicate	Pacific	(28.1, Inf]	-0.8124657	-0.8239923	-0.8009390
phosphate + nitrate	Atlantic	(-Inf,26]	0.8270862	0.7735586	0.8806139
phosphate + nitrate	Atlantic	(26,26.5]	0.9306210	0.9285978	0.9326441
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9742535	0.9742496	0.9742574
phosphate + nitrate	Atlantic	(26.75,27]	0.9811587	0.9806204	0.9816970
phosphate + nitrate	Atlantic	(27,27.25]	0.9891233	0.9877952	0.9904515
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9935237	0.9925553	0.9944922
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9953010	0.9949145	0.9956874
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9953246	0.9948918	0.9957575
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9947183	0.9947116	0.9947251
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9940007	0.9935503	0.9944511
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9924049	0.9919075	0.9929023
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9942892	0.9928841	0.9956943
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9974076	0.9969734	0.9978417
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9882406	0.9824874	0.9939938
phosphate + nitrate	Indian	(-Inf,26]	0.9940172	0.9903885	0.9976459
phosphate + nitrate	Indian	(26,26.5]	0.9890849	0.9812867	0.9968831
phosphate + nitrate	Indian	(26.5,26.75]	0.9898941	0.9823892	0.9973989
phosphate + nitrate	Indian	(26.75,27]	0.9855037	0.9752581	0.9957493
phosphate + nitrate	Indian	(27,27.25]	0.9602005	0.9285540	0.9918470
phosphate + nitrate	Indian	(27.25,27.5]	0.9514433	0.9187771	0.9841095
phosphate + nitrate	Indian	(27.5,27.75]	0.9397814	0.9254329	0.9541299
phosphate + nitrate	Indian	(27.75,27.85]	0.9285569	0.9254429	0.9316709
phosphate + nitrate	Indian	(27.85,27.95]	0.9572536	0.9566659	0.9578412
phosphate + nitrate	Indian	(27.95,28.05]	0.9775499	0.9763012	0.9787986
phosphate + nitrate	Indian	(28.05,28.1]	0.9834369	0.9833024	0.9835713
phosphate + nitrate	Indian	(28.1, Inf]	0.9305270	0.9193783	0.9416756
phosphate + nitrate	Pacific	(-Inf,26]	0.9485898	0.9442593	0.9529202
phosphate + nitrate	Pacific	(26,26.5]	0.9346739	0.9234864	0.9458615
phosphate + nitrate	Pacific	(26.5,26.75]	0.9315554	0.9191789	0.9439320
phosphate + nitrate	Pacific	(26.75,27]	0.9732707	0.9659605	0.9805809
phosphate + nitrate	Pacific	(27,27.25]	0.9872617	0.9843181	0.9902052
phosphate + nitrate	Pacific	(27.25,27.5]	0.9885866	0.9842866	0.9928866
phosphate + nitrate	Pacific	(27.5,27.75]	0.9871892	0.9803866	0.9939919
phosphate + nitrate	Pacific	(27.75,27.85]	0.9800581	0.9681141	0.9920020
phosphate + nitrate	Pacific	(27.85,27.95]	0.9744458	0.9599154	0.9889762
phosphate + nitrate	Pacific	(27.95,28.05]	0.9596797	0.9505758	0.9687835
phosphate + nitrate	Pacific	(28.05,28.1]	0.9310273	0.9071172	0.9549373
phosphate + nitrate	Pacific	(28.1, Inf]	0.9496162	0.9266416	0.9725907
phosphate + silicate	Atlantic	(-Inf,26]	0.7709892	0.7372129	0.8047655
phosphate + silicate	Atlantic	(26,26.5]	0.9214015	0.9021424	0.9406607
phosphate + silicate	Atlantic	(26.5,26.75]	0.9428671	0.9268685	0.9588657
phosphate + silicate	Atlantic	(26.75,27]	0.9241699	0.9000574	0.9482824
phosphate + silicate	Atlantic	(27,27.25]	0.9211552	0.8909356	0.9513749
phosphate + silicate	Atlantic	(27.25,27.5]	0.9132076	0.8989932	0.9274220
phosphate + silicate	Atlantic	(27.5,27.75]	0.8989098	0.8912492	0.9065704
phosphate + silicate	Atlantic	(27.75,27.85]	0.9484103	0.9444808	0.9523399
phosphate + silicate	Atlantic	(27.85,27.95]	0.9685783	0.9658270	0.9713295
phosphate + silicate	Atlantic	(27.95,28.05]	0.9820474	0.9814765	0.9826183
phosphate + silicate	Atlantic	(28.05,28.1]	0.9887169	0.9882389	0.9891950
phosphate + silicate	Atlantic	(28.1,28.15]	0.9917829	0.9905890	0.9929768
phosphate + silicate	Atlantic	(28.15,28.2]	0.9939708	0.9937428	0.9941987
phosphate + silicate	Atlantic	(28.2, Inf]	0.9560310	0.9231093	0.9889528
phosphate + silicate	Indian	(-Inf,26]	0.9156790	0.8676839	0.9636742
phosphate + silicate	Indian	(26,26.5]	0.9426857	0.9214702	0.9639011
phosphate + silicate	Indian	(26.5,26.75]	0.9481177	0.9422708	0.9539645
phosphate + silicate	Indian	(26.75,27]	0.9429767	0.9368975	0.9490559
phosphate + silicate	Indian	(27,27.25]	0.9316224	0.9150002	0.9482446
phosphate + silicate	Indian	(27.25,27.5]	0.9081246	0.8717664	0.9444829
phosphate + silicate	Indian	(27.5,27.75]	0.8394979	0.7829985	0.8959973
phosphate + silicate	Indian	(27.75,27.85]	0.8690006	0.8553204	0.8826808
phosphate + silicate	Indian	(27.85,27.95]	0.9059329	0.9024241	0.9094417
phosphate + silicate	Indian	(27.95,28.05]	0.9255221	0.9191277	0.9319164
phosphate + silicate	Indian	(28.05,28.1]	0.9598904	0.9490877	0.9706931
phosphate + silicate	Indian	(28.1, Inf]	0.8118056	0.7967226	0.8268886
phosphate + silicate	Pacific	(-Inf,26]	0.7223111	0.6865304	0.7580919
phosphate + silicate	Pacific	(26,26.5]	0.7288085	0.6840107	0.7736063
phosphate + silicate	Pacific	(26.5,26.75]	0.6834931	0.6238952	0.7430910
phosphate + silicate	Pacific	(26.75,27]	0.8160907	0.7797987	0.8523827
phosphate + silicate	Pacific	(27,27.25]	0.9053539	0.8810789	0.9296290
phosphate + silicate	Pacific	(27.25,27.5]	0.8819181	0.8465331	0.9173032
phosphate + silicate	Pacific	(27.5,27.75]	0.8725303	0.8297264	0.9153343
phosphate + silicate	Pacific	(27.75,27.85]	0.9435881	0.9321719	0.9550044
phosphate + silicate	Pacific	(27.85,27.95]	0.9566177	0.9489360	0.9642995
phosphate + silicate	Pacific	(27.95,28.05]	0.9441686	0.9394600	0.9488771
phosphate + silicate	Pacific	(28.05,28.1]	0.9379042	0.9321566	0.9436518
phosphate + silicate	Pacific	(28.1, Inf]	0.9073591	0.9011905	0.9135278
sal + aou	Atlantic	(-Inf,26]	-0.1828846	-0.3739854	0.0082163
sal + aou	Atlantic	(26,26.5]	-0.2270613	-0.2821915	-0.1719311
sal + aou	Atlantic	(26.5,26.75]	-0.3102101	-0.3914307	-0.2289895
sal + aou	Atlantic	(26.75,27]	-0.1671047	-0.2154692	-0.1187402
sal + aou	Atlantic	(27,27.25]	-0.1719228	-0.3074146	-0.0364311
sal + aou	Atlantic	(27.25,27.5]	-0.2340468	-0.3112374	-0.1568562
sal + aou	Atlantic	(27.5,27.75]	-0.3686559	-0.3975801	-0.3397317
sal + aou	Atlantic	(27.75,27.85]	-0.3570501	-0.3869131	-0.3271870
sal + aou	Atlantic	(27.85,27.95]	-0.3749469	-0.4306388	-0.3192550
sal + aou	Atlantic	(27.95,28.05]	-0.5245792	-0.6054971	-0.4436613
sal + aou	Atlantic	(28.05,28.1]	-0.7452829	-0.7734433	-0.7171225
sal + aou	Atlantic	(28.1,28.15]	-0.8086749	-0.8557315	-0.7616184
sal + aou	Atlantic	(28.15,28.2]	-0.9280081	-0.9480294	-0.9079868
sal + aou	Atlantic	(28.2, Inf]	-0.3971616	-0.7236117	-0.0707115
sal + aou	Indian	(-Inf,26]	-0.6084206	-0.7792687	-0.4375725
sal + aou	Indian	(26,26.5]	-0.6223515	-0.7934640	-0.4512389
sal + aou	Indian	(26.5,26.75]	-0.1790072	-0.2738624	-0.0841519
sal + aou	Indian	(26.75,27]	0.4651078	0.3453742	0.5848414
sal + aou	Indian	(27,27.25]	0.8325868	0.8021056	0.8630680
sal + aou	Indian	(27.25,27.5]	0.9005402	0.8313321	0.9697482
sal + aou	Indian	(27.5,27.75]	0.9171617	0.8679483	0.9663751
sal + aou	Indian	(27.75,27.85]	0.9448220	0.9354930	0.9541511
sal + aou	Indian	(27.85,27.95]	0.8977120	0.8973671	0.8980569
sal + aou	Indian	(27.95,28.05]	0.6246153	0.5797852	0.6694453
sal + aou	Indian	(28.05,28.1]	0.0654281	-0.0613722	0.1922284
sal + aou	Indian	(28.1, Inf]	0.5392995	0.5245626	0.5540364
sal + aou	Pacific	(-Inf,26]	-0.1028580	-0.1076322	-0.0980837
sal + aou	Pacific	(26,26.5]	0.1238700	-0.0849534	0.3326933
sal + aou	Pacific	(26.5,26.75]	0.2728449	0.1424065	0.4032833
sal + aou	Pacific	(26.75,27]	-0.0327201	-0.1398248	0.0743845
sal + aou	Pacific	(27,27.25]	-0.1931436	-0.2404886	-0.1457985
sal + aou	Pacific	(27.25,27.5]	0.1105269	0.0496023	0.1714516
sal + aou	Pacific	(27.5,27.75]	0.0603026	0.0576704	0.0629347
sal + aou	Pacific	(27.75,27.85]	-0.1553922	-0.1562324	-0.1545519
sal + aou	Pacific	(27.85,27.95]	-0.4817393	-0.5609062	-0.4025723
sal + aou	Pacific	(27.95,28.05]	-0.7026247	-0.7612496	-0.6439999
sal + aou	Pacific	(28.05,28.1]	-0.8834682	-0.8844190	-0.8825173
sal + aou	Pacific	(28.1, Inf]	-0.7385746	-0.7541528	-0.7229964
sal + nitrate	Atlantic	(-Inf,26]	-0.2519956	-0.3385087	-0.1654825
sal + nitrate	Atlantic	(26,26.5]	-0.4250553	-0.4737934	-0.3763171
sal + nitrate	Atlantic	(26.5,26.75]	-0.5513183	-0.6185079	-0.4841287
sal + nitrate	Atlantic	(26.75,27]	-0.5476317	-0.5726773	-0.5225862
sal + nitrate	Atlantic	(27,27.25]	-0.6376301	-0.6733652	-0.6018949
sal + nitrate	Atlantic	(27.25,27.5]	-0.7350721	-0.7590126	-0.7111317
sal + nitrate	Atlantic	(27.5,27.75]	-0.7480805	-0.7551244	-0.7410366
sal + nitrate	Atlantic	(27.75,27.85]	-0.6437339	-0.6482899	-0.6391779
sal + nitrate	Atlantic	(27.85,27.95]	-0.6148672	-0.6719700	-0.5577645
sal + nitrate	Atlantic	(27.95,28.05]	-0.7143776	-0.7750531	-0.6537020
sal + nitrate	Atlantic	(28.05,28.1]	-0.8430982	-0.8589841	-0.8272123
sal + nitrate	Atlantic	(28.1,28.15]	-0.8759867	-0.8961331	-0.8558404
sal + nitrate	Atlantic	(28.15,28.2]	-0.9493639	-0.9542841	-0.9444437
sal + nitrate	Atlantic	(28.2, Inf]	-0.8585247	-0.9426469	-0.7744026
sal + nitrate	Indian	(-Inf,26]	-0.6385907	-0.7917319	-0.4854495
sal + nitrate	Indian	(26,26.5]	-0.7324069	-0.8580399	-0.6067739
sal + nitrate	Indian	(26.5,26.75]	-0.4003484	-0.5179907	-0.2827061
sal + nitrate	Indian	(26.75,27]	0.1244713	-0.0615765	0.3105191
sal + nitrate	Indian	(27,27.25]	0.4838948	0.4590683	0.5087212
sal + nitrate	Indian	(27.25,27.5]	0.6357098	0.4757126	0.7957070
sal + nitrate	Indian	(27.5,27.75]	0.7335893	0.6244326	0.8427460
sal + nitrate	Indian	(27.75,27.85]	0.7172582	0.6608093	0.7737072
sal + nitrate	Indian	(27.85,27.95]	0.5824133	0.5196043	0.6452223
sal + nitrate	Indian	(27.95,28.05]	0.1112597	0.0354093	0.1871101
sal + nitrate	Indian	(28.05,28.1]	-0.3300739	-0.3436351	-0.3165127
sal + nitrate	Indian	(28.1, Inf]	-0.2057328	-0.3382450	-0.0732206
sal + nitrate	Pacific	(-Inf,26]	-0.3988124	-0.4576447	-0.3399801
sal + nitrate	Pacific	(26,26.5]	-0.3138783	-0.4866632	-0.1410934
sal + nitrate	Pacific	(26.5,26.75]	-0.2862345	-0.4464709	-0.1259981
sal + nitrate	Pacific	(26.75,27]	-0.3923338	-0.4791641	-0.3055035
sal + nitrate	Pacific	(27,27.25]	-0.3088275	-0.3667934	-0.2508615
sal + nitrate	Pacific	(27.25,27.5]	0.0994168	0.0171855	0.1816481
sal + nitrate	Pacific	(27.5,27.75]	0.0648068	0.0429934	0.0866201
sal + nitrate	Pacific	(27.75,27.85]	-0.1527795	-0.1604757	-0.1450834
sal + nitrate	Pacific	(27.85,27.95]	-0.4817167	-0.5374630	-0.4259704
sal + nitrate	Pacific	(27.95,28.05]	-0.7337870	-0.7874499	-0.6801241
sal + nitrate	Pacific	(28.05,28.1]	-0.9045833	-0.9150548	-0.8941118
sal + nitrate	Pacific	(28.1, Inf]	-0.8337445	-0.8448687	-0.8226202
sal + oxygen	Atlantic	(-Inf,26]	-0.0998030	-0.2928631	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0829815	-0.1388831	-0.0270798
sal + oxygen	Atlantic	(26.5,26.75]	0.0377503	-0.0200791	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1138532	-0.1835369	-0.0441694
sal + oxygen	Atlantic	(27,27.25]	-0.1067937	-0.2530244	0.0394371
sal + oxygen	Atlantic	(27.25,27.5]	-0.0946411	-0.1957691	0.0064869
sal + oxygen	Atlantic	(27.5,27.75]	0.0193988	-0.0449261	0.0837238
sal + oxygen	Atlantic	(27.75,27.85]	0.0806010	0.0262258	0.1349761
sal + oxygen	Atlantic	(27.85,27.95]	0.1863700	0.1432368	0.2295031
sal + oxygen	Atlantic	(27.95,28.05]	0.3753718	0.2979179	0.4528256
sal + oxygen	Atlantic	(28.05,28.1]	0.6416880	0.6007254	0.6826505
sal + oxygen	Atlantic	(28.1,28.15]	0.7321932	0.6654543	0.7989320
sal + oxygen	Atlantic	(28.15,28.2]	0.8990090	0.8701849	0.9278331
sal + oxygen	Atlantic	(28.2, Inf]	0.2392422	-0.1375784	0.6160628
sal + oxygen	Indian	(-Inf,26]	0.6077776	0.4215552	0.7940000
sal + oxygen	Indian	(26,26.5]	0.5693483	0.3862124	0.7524843
sal + oxygen	Indian	(26.5,26.75]	0.1019220	0.0187418	0.1851022
sal + oxygen	Indian	(26.75,27]	-0.5502482	-0.6432269	-0.4572695
sal + oxygen	Indian	(27,27.25]	-0.8804976	-0.9126172	-0.8483780
sal + oxygen	Indian	(27.25,27.5]	-0.9288244	-0.9838981	-0.8737508
sal + oxygen	Indian	(27.5,27.75]	-0.9302787	-0.9653880	-0.8951694
sal + oxygen	Indian	(27.75,27.85]	-0.9521002	-0.9604491	-0.9437513
sal + oxygen	Indian	(27.85,27.95]	-0.9229713	-0.9256592	-0.9202835
sal + oxygen	Indian	(27.95,28.05]	-0.7145974	-0.7678115	-0.6613833
sal + oxygen	Indian	(28.05,28.1]	-0.1817752	-0.3455645	-0.0179860
sal + oxygen	Indian	(28.1, Inf]	-0.6644900	-0.6650920	-0.6638881
sal + oxygen	Pacific	(-Inf,26]	-0.3469908	-0.3589320	-0.3350496
sal + oxygen	Pacific	(26,26.5]	-0.3196305	-0.5104872	-0.1287739
sal + oxygen	Pacific	(26.5,26.75]	-0.4669913	-0.5723539	-0.3616288
sal + oxygen	Pacific	(26.75,27]	-0.1832423	-0.3015123	-0.0649723
sal + oxygen	Pacific	(27,27.25]	0.0899724	0.0332601	0.1466848
sal + oxygen	Pacific	(27.25,27.5]	-0.1855989	-0.2532703	-0.1179275
sal + oxygen	Pacific	(27.5,27.75]	-0.1154325	-0.1285364	-0.1023287
sal + oxygen	Pacific	(27.75,27.85]	0.1030659	0.1011487	0.1049831
sal + oxygen	Pacific	(27.85,27.95]	0.4574006	0.3686362	0.5461649
sal + oxygen	Pacific	(27.95,28.05]	0.6926324	0.6271648	0.7581001
sal + oxygen	Pacific	(28.05,28.1]	0.8762570	0.8762311	0.8762829
sal + oxygen	Pacific	(28.1, Inf]	0.6844662	0.6618979	0.7070345
sal + phosphate	Atlantic	(-Inf,26]	-0.5693678	-0.6780860	-0.4606496
sal + phosphate	Atlantic	(26,26.5]	-0.6879189	-0.7211338	-0.6547040
sal + phosphate	Atlantic	(26.5,26.75]	-0.7050022	-0.7595291	-0.6504753
sal + phosphate	Atlantic	(26.75,27]	-0.6787302	-0.7065272	-0.6509333
sal + phosphate	Atlantic	(27,27.25]	-0.7255571	-0.7563047	-0.6948096
sal + phosphate	Atlantic	(27.25,27.5]	-0.7887166	-0.8094586	-0.7679746
sal + phosphate	Atlantic	(27.5,27.75]	-0.7854910	-0.7912283	-0.7797538
sal + phosphate	Atlantic	(27.75,27.85]	-0.6780902	-0.6859752	-0.6702053
sal + phosphate	Atlantic	(27.85,27.95]	-0.6272534	-0.6842318	-0.5702749
sal + phosphate	Atlantic	(27.95,28.05]	-0.7176816	-0.7777526	-0.6576107
sal + phosphate	Atlantic	(28.05,28.1]	-0.8495682	-0.8662112	-0.8329253
sal + phosphate	Atlantic	(28.1,28.15]	-0.8871332	-0.9076574	-0.8666089
sal + phosphate	Atlantic	(28.15,28.2]	-0.9511661	-0.9529436	-0.9493887
sal + phosphate	Atlantic	(28.2, Inf]	-0.8600021	-0.9438834	-0.7761207
sal + phosphate	Indian	(-Inf,26]	-0.6022461	-0.7869210	-0.4175712
sal + phosphate	Indian	(26,26.5]	-0.6630145	-0.8517791	-0.4742498
sal + phosphate	Indian	(26.5,26.75]	-0.3280098	-0.5098529	-0.1461666
sal + phosphate	Indian	(26.75,27]	0.2104915	-0.0346128	0.4555959
sal + phosphate	Indian	(27,27.25]	0.6206271	0.5550583	0.6861958
sal + phosphate	Indian	(27.25,27.5]	0.7777670	0.7193177	0.8362163
sal + phosphate	Indian	(27.5,27.75]	0.8465465	0.7971530	0.8959400
sal + phosphate	Indian	(27.75,27.85]	0.8341584	0.7842090	0.8841078
sal + phosphate	Indian	(27.85,27.95]	0.6549048	0.5716202	0.7381894
sal + phosphate	Indian	(27.95,28.05]	0.1783454	0.0906191	0.2660717
sal + phosphate	Indian	(28.05,28.1]	-0.2884878	-0.2959005	-0.2810752
sal + phosphate	Indian	(28.1, Inf]	-0.1791877	-0.3122863	-0.0460890
sal + phosphate	Pacific	(-Inf,26]	-0.2920628	-0.3460235	-0.2381020
sal + phosphate	Pacific	(26,26.5]	-0.2571162	-0.4077251	-0.1065073
sal + phosphate	Pacific	(26.5,26.75]	-0.2455143	-0.3988719	-0.0921567
sal + phosphate	Pacific	(26.75,27]	-0.4057535	-0.4880040	-0.3235031
sal + phosphate	Pacific	(27,27.25]	-0.3165713	-0.3683997	-0.2647429
sal + phosphate	Pacific	(27.25,27.5]	0.0809889	0.0096916	0.1522863
sal + phosphate	Pacific	(27.5,27.75]	0.0655528	0.0493012	0.0818044
sal + phosphate	Pacific	(27.75,27.85]	-0.1545669	-0.1550615	-0.1540722
sal + phosphate	Pacific	(27.85,27.95]	-0.4935376	-0.5574685	-0.4296068
sal + phosphate	Pacific	(27.95,28.05]	-0.7428833	-0.7934252	-0.6923414
sal + phosphate	Pacific	(28.05,28.1]	-0.8991790	-0.9176712	-0.8806867
sal + phosphate	Pacific	(28.1, Inf]	-0.8352905	-0.8468086	-0.8237723
sal + silicate	Atlantic	(-Inf,26]	-0.5856444	-0.6044599	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6546907	-0.7052527	-0.6041287
sal + silicate	Atlantic	(26.5,26.75]	-0.6171459	-0.7195788	-0.5147129
sal + silicate	Atlantic	(26.75,27]	-0.5667570	-0.6101586	-0.5233554
sal + silicate	Atlantic	(27,27.25]	-0.6683779	-0.7077607	-0.6289952
sal + silicate	Atlantic	(27.25,27.5]	-0.7949915	-0.8006683	-0.7893148
sal + silicate	Atlantic	(27.5,27.75]	-0.8040041	-0.8101569	-0.7978514
sal + silicate	Atlantic	(27.75,27.85]	-0.7086479	-0.7449992	-0.6722965
sal + silicate	Atlantic	(27.85,27.95]	-0.7072790	-0.7406797	-0.6738784
sal + silicate	Atlantic	(27.95,28.05]	-0.7597440	-0.8065442	-0.7129438
sal + silicate	Atlantic	(28.05,28.1]	-0.8626893	-0.8773925	-0.8479861
sal + silicate	Atlantic	(28.1,28.15]	-0.8907164	-0.9099224	-0.8715105
sal + silicate	Atlantic	(28.15,28.2]	-0.9360397	-0.9408908	-0.9311885
sal + silicate	Atlantic	(28.2, Inf]	-0.7868043	-0.9409898	-0.6326187
sal + silicate	Indian	(-Inf,26]	-0.7704500	-0.8275496	-0.7133504
sal + silicate	Indian	(26,26.5]	-0.7668171	-0.8556432	-0.6779910
sal + silicate	Indian	(26.5,26.75]	-0.3350178	-0.3470075	-0.3230281
sal + silicate	Indian	(26.75,27]	0.3358614	0.2524064	0.4193165
sal + silicate	Indian	(27,27.25]	0.6074731	0.5299482	0.6849980
sal + silicate	Indian	(27.25,27.5]	0.6308049	0.4742416	0.7873683
sal + silicate	Indian	(27.5,27.75]	0.6644990	0.4934666	0.8355313
sal + silicate	Indian	(27.75,27.85]	0.7984875	0.7935580	0.8034171
sal + silicate	Indian	(27.85,27.95]	0.6920026	0.6276052	0.7563999
sal + silicate	Indian	(27.95,28.05]	0.3348155	0.2898637	0.3797674
sal + silicate	Indian	(28.05,28.1]	-0.1338380	-0.2117722	-0.0559039
sal + silicate	Indian	(28.1, Inf]	-0.2283475	-0.2674442	-0.1892507
sal + silicate	Pacific	(-Inf,26]	-0.6307433	-0.6517344	-0.6097522
sal + silicate	Pacific	(26,26.5]	-0.6543132	-0.6975520	-0.6110744
sal + silicate	Pacific	(26.5,26.75]	-0.7266677	-0.7677302	-0.6856052
sal + silicate	Pacific	(26.75,27]	-0.7517402	-0.7522723	-0.7512082
sal + silicate	Pacific	(27,27.25]	-0.5757167	-0.5868964	-0.5645370
sal + silicate	Pacific	(27.25,27.5]	-0.2089321	-0.2144738	-0.2033904
sal + silicate	Pacific	(27.5,27.75]	-0.0682345	-0.1316825	-0.0047865
sal + silicate	Pacific	(27.75,27.85]	-0.2066574	-0.2129560	-0.2003588
sal + silicate	Pacific	(27.85,27.95]	-0.4447907	-0.4909497	-0.3986316
sal + silicate	Pacific	(27.95,28.05]	-0.6205805	-0.6686838	-0.5724773
sal + silicate	Pacific	(28.05,28.1]	-0.8179933	-0.8199448	-0.8160417
sal + silicate	Pacific	(28.1, Inf]	-0.8709586	-0.8776018	-0.8643154
sal + temp	Atlantic	(-Inf,26]	0.7844354	0.7734916	0.7953792
sal + temp	Atlantic	(26,26.5]	0.9610734	0.9595484	0.9625984
sal + temp	Atlantic	(26.5,26.75]	0.9808448	0.9787372	0.9829524
sal + temp	Atlantic	(26.75,27]	0.9764583	0.9717939	0.9811228
sal + temp	Atlantic	(27,27.25]	0.9786228	0.9776727	0.9795729
sal + temp	Atlantic	(27.25,27.5]	0.9781133	0.9773823	0.9788443
sal + temp	Atlantic	(27.5,27.75]	0.9657194	0.9648050	0.9666338
sal + temp	Atlantic	(27.75,27.85]	0.9800577	0.9785247	0.9815908
sal + temp	Atlantic	(27.85,27.95]	0.9545687	0.9489598	0.9601777
sal + temp	Atlantic	(27.95,28.05]	0.9205197	0.9117987	0.9292407
sal + temp	Atlantic	(28.05,28.1]	0.9589902	0.9569902	0.9609902
sal + temp	Atlantic	(28.1,28.15]	0.9517000	0.9301410	0.9732589
sal + temp	Atlantic	(28.15,28.2]	0.7428584	0.5398188	0.9458979
sal + temp	Atlantic	(28.2, Inf]	0.4998772	0.2222865	0.7774680
sal + temp	Indian	(-Inf,26]	0.1540271	0.0813360	0.2267182
sal + temp	Indian	(26,26.5]	0.8704671	0.8518378	0.8890963
sal + temp	Indian	(26.5,26.75]	0.9578083	0.9533982	0.9622185
sal + temp	Indian	(26.75,27]	0.9683220	0.9603860	0.9762580
sal + temp	Indian	(27,27.25]	0.9551701	0.9520402	0.9583000
sal + temp	Indian	(27.25,27.5]	0.9451036	0.9299923	0.9602150
sal + temp	Indian	(27.5,27.75]	0.9059983	0.8765948	0.9354019
sal + temp	Indian	(27.75,27.85]	0.9342825	0.9224277	0.9461374
sal + temp	Indian	(27.85,27.95]	0.9329973	0.9198577	0.9461368
sal + temp	Indian	(27.95,28.05]	0.9349778	0.9141172	0.9558383
sal + temp	Indian	(28.05,28.1]	0.9078340	0.8695993	0.9460686
sal + temp	Indian	(28.1, Inf]	0.9217036	0.9163255	0.9270817
sal + temp	Pacific	(-Inf,26]	0.7825931	0.7803316	0.7848547
sal + temp	Pacific	(26,26.5]	0.9527344	0.9496916	0.9557772
sal + temp	Pacific	(26.5,26.75]	0.9781029	0.9772942	0.9789115
sal + temp	Pacific	(26.75,27]	0.9785744	0.9760404	0.9811085
sal + temp	Pacific	(27,27.25]	0.9455225	0.9390842	0.9519607
sal + temp	Pacific	(27.25,27.5]	0.8244492	0.8006273	0.8482711
sal + temp	Pacific	(27.5,27.75]	0.6063025	0.5541756	0.6584293
sal + temp	Pacific	(27.75,27.85]	0.7691447	0.7572079	0.7810814
sal + temp	Pacific	(27.85,27.95]	0.5280419	0.4606582	0.5954256
sal + temp	Pacific	(27.95,28.05]	0.3194291	0.2627829	0.3760752
sal + temp	Pacific	(28.05,28.1]	0.1396181	0.1261966	0.1530396
sal + temp	Pacific	(28.1, Inf]	-0.2853218	-0.3368955	-0.2337481
temp + aou	Atlantic	(-Inf,26]	-0.2754057	-0.4812694	-0.0695421
temp + aou	Atlantic	(26,26.5]	-0.2612777	-0.3029734	-0.2195819
temp + aou	Atlantic	(26.5,26.75]	-0.2989626	-0.3699791	-0.2279461
temp + aou	Atlantic	(26.75,27]	-0.1245296	-0.1885139	-0.0605452
temp + aou	Atlantic	(27,27.25]	-0.0982153	-0.2256577	0.0292272
temp + aou	Atlantic	(27.25,27.5]	-0.1921826	-0.2754901	-0.1088751
temp + aou	Atlantic	(27.5,27.75]	-0.3186514	-0.3494542	-0.2878486
temp + aou	Atlantic	(27.75,27.85]	-0.3110177	-0.3127118	-0.3093236
temp + aou	Atlantic	(27.85,27.95]	-0.2900527	-0.3763293	-0.2037762
temp + aou	Atlantic	(27.95,28.05]	-0.4794050	-0.5186496	-0.4401604
temp + aou	Atlantic	(28.05,28.1]	-0.6243341	-0.6529547	-0.5957135
temp + aou	Atlantic	(28.1,28.15]	-0.6352301	-0.7434061	-0.5270542
temp + aou	Atlantic	(28.15,28.2]	-0.5719293	-0.8221645	-0.3216941
temp + aou	Atlantic	(28.2, Inf]	0.3473897	0.2740824	0.4206971
temp + aou	Indian	(-Inf,26]	-0.4161411	-0.4685885	-0.3636937
temp + aou	Indian	(26,26.5]	-0.4860915	-0.5705795	-0.4016034
temp + aou	Indian	(26.5,26.75]	-0.1290119	-0.1888758	-0.0691481
temp + aou	Indian	(26.75,27]	0.3560477	0.2136265	0.4984690
temp + aou	Indian	(27,27.25]	0.7266188	0.7069852	0.7462523
temp + aou	Indian	(27.25,27.5]	0.8401486	0.8297516	0.8505455
temp + aou	Indian	(27.5,27.75]	0.8851279	0.8789380	0.8913177
temp + aou	Indian	(27.75,27.85]	0.9291038	0.9194052	0.9388024
temp + aou	Indian	(27.85,27.95]	0.8737067	0.8548828	0.8925307
temp + aou	Indian	(27.95,28.05]	0.6732522	0.6151981	0.7313063
temp + aou	Indian	(28.05,28.1]	0.3394884	0.2658529	0.4131238
temp + aou	Indian	(28.1, Inf]	0.7501736	0.7295482	0.7707990
temp + aou	Pacific	(-Inf,26]	-0.2514384	-0.2541053	-0.2487714
temp + aou	Pacific	(26,26.5]	0.0538816	-0.1357085	0.2434717
temp + aou	Pacific	(26.5,26.75]	0.2873481	0.1817881	0.3929081
temp + aou	Pacific	(26.75,27]	-0.0354570	-0.1245536	0.0536396
temp + aou	Pacific	(27,27.25]	-0.2346895	-0.2608535	-0.2085255
temp + aou	Pacific	(27.25,27.5]	0.0310169	-0.0376888	0.0997226
temp + aou	Pacific	(27.5,27.75]	0.0928920	0.0677371	0.1180470
temp + aou	Pacific	(27.75,27.85]	0.0124670	-0.0061619	0.0310960
temp + aou	Pacific	(27.85,27.95]	-0.1740795	-0.2637416	-0.0844173
temp + aou	Pacific	(27.95,28.05]	-0.1580529	-0.2275000	-0.0886059
temp + aou	Pacific	(28.05,28.1]	-0.0872645	-0.1564232	-0.0181058
temp + aou	Pacific	(28.1, Inf]	0.7762356	0.7592139	0.7932574
temp + nitrate	Atlantic	(-Inf,26]	-0.2557327	-0.3463706	-0.1650948
temp + nitrate	Atlantic	(26,26.5]	-0.4877005	-0.5262294	-0.4491716
temp + nitrate	Atlantic	(26.5,26.75]	-0.5405688	-0.5967973	-0.4843404
temp + nitrate	Atlantic	(26.75,27]	-0.4968453	-0.5483687	-0.4453219
temp + nitrate	Atlantic	(27,27.25]	-0.5697957	-0.5975487	-0.5420427
temp + nitrate	Atlantic	(27.25,27.5]	-0.6940209	-0.7266983	-0.6613435
temp + nitrate	Atlantic	(27.5,27.75]	-0.7034322	-0.7162994	-0.6905650
temp + nitrate	Atlantic	(27.75,27.85]	-0.6156001	-0.6391115	-0.5920887
temp + nitrate	Atlantic	(27.85,27.95]	-0.5504530	-0.6379701	-0.4629359
temp + nitrate	Atlantic	(27.95,28.05]	-0.6675052	-0.7033528	-0.6316577
temp + nitrate	Atlantic	(28.05,28.1]	-0.7468501	-0.7608764	-0.7328238
temp + nitrate	Atlantic	(28.1,28.15]	-0.7309633	-0.7993758	-0.6625507
temp + nitrate	Atlantic	(28.15,28.2]	-0.5917496	-0.8303092	-0.3531900
temp + nitrate	Atlantic	(28.2, Inf]	-0.1488690	-0.3023755	0.0046374
temp + nitrate	Indian	(-Inf,26]	-0.4468993	-0.4854624	-0.4083363
temp + nitrate	Indian	(26,26.5]	-0.6028723	-0.6528193	-0.5529254
temp + nitrate	Indian	(26.5,26.75]	-0.3543393	-0.4408060	-0.2678726
temp + nitrate	Indian	(26.75,27]	0.0041911	-0.1972404	0.2056226
temp + nitrate	Indian	(27,27.25]	0.3190876	0.2724042	0.3657711
temp + nitrate	Indian	(27.25,27.5]	0.5045167	0.4449022	0.5641311
temp + nitrate	Indian	(27.5,27.75]	0.6793788	0.6375458	0.7212119
temp + nitrate	Indian	(27.75,27.85]	0.7189921	0.6780102	0.7599740
temp + nitrate	Indian	(27.85,27.95]	0.5600325	0.5319591	0.5881059
temp + nitrate	Indian	(27.95,28.05]	0.1934492	0.1360579	0.2508405
temp + nitrate	Indian	(28.05,28.1]	-0.0304975	-0.0754021	0.0144072
temp + nitrate	Indian	(28.1, Inf]	0.0575573	-0.0927352	0.2078497
temp + nitrate	Pacific	(-Inf,26]	-0.5090474	-0.5661860	-0.4519089
temp + nitrate	Pacific	(26,26.5]	-0.4056266	-0.5531712	-0.2580820
temp + nitrate	Pacific	(26.5,26.75]	-0.2917016	-0.4335469	-0.1498562
temp + nitrate	Pacific	(26.75,27]	-0.4118187	-0.4882139	-0.3354236
temp + nitrate	Pacific	(27,27.25]	-0.3785128	-0.4171807	-0.3398448
temp + nitrate	Pacific	(27.25,27.5]	-0.0270567	-0.1174232	0.0633097
temp + nitrate	Pacific	(27.5,27.75]	0.0809331	0.0347186	0.1271475
temp + nitrate	Pacific	(27.75,27.85]	0.0078948	-0.0016421	0.0174317
temp + nitrate	Pacific	(27.85,27.95]	-0.1704792	-0.2317921	-0.1091663
temp + nitrate	Pacific	(27.95,28.05]	-0.1932778	-0.2504440	-0.1361117
temp + nitrate	Pacific	(28.05,28.1]	-0.1349838	-0.1998343	-0.0701334
temp + nitrate	Pacific	(28.1, Inf]	0.6283536	0.5857107	0.6709965
temp + oxygen	Atlantic	(-Inf,26]	-0.0665057	-0.2734555	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0587134	-0.1008207	-0.0166061
temp + oxygen	Atlantic	(26.5,26.75]	0.0154578	-0.0285293	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1664360	-0.2544102	-0.0784618
temp + oxygen	Atlantic	(27,27.25]	-0.1872719	-0.3225796	-0.0519642
temp + oxygen	Atlantic	(27.25,27.5]	-0.1443206	-0.2511625	-0.0374787
temp + oxygen	Atlantic	(27.5,27.75]	-0.0469197	-0.1141365	0.0202970
temp + oxygen	Atlantic	(27.75,27.85]	0.0243691	-0.0013350	0.0500732
temp + oxygen	Atlantic	(27.85,27.95]	0.0872358	0.0142216	0.1602500
temp + oxygen	Atlantic	(27.95,28.05]	0.3070790	0.2744128	0.3397453
temp + oxygen	Atlantic	(28.05,28.1]	0.4985601	0.4569868	0.5401333
temp + oxygen	Atlantic	(28.1,28.15]	0.5371941	0.4033206	0.6710675
temp + oxygen	Atlantic	(28.15,28.2]	0.4986732	0.2104098	0.7869366
temp + oxygen	Atlantic	(28.2, Inf]	-0.5250150	-0.6063753	-0.4436547
temp + oxygen	Indian	(-Inf,26]	0.3056958	0.2619651	0.3494265
temp + oxygen	Indian	(26,26.5]	0.4158389	0.3264393	0.5052385
temp + oxygen	Indian	(26.5,26.75]	0.0484135	0.0007362	0.0960909
temp + oxygen	Indian	(26.75,27]	-0.4488799	-0.5649430	-0.3328168
temp + oxygen	Indian	(27,27.25]	-0.7944168	-0.8060797	-0.7827539
temp + oxygen	Indian	(27.25,27.5]	-0.8885794	-0.8956476	-0.8815111
temp + oxygen	Indian	(27.5,27.75]	-0.9226134	-0.9258443	-0.9193825
temp + oxygen	Indian	(27.75,27.85]	-0.9540993	-0.9589708	-0.9492277
temp + oxygen	Indian	(27.85,27.95]	-0.9182838	-0.9350980	-0.9014697
temp + oxygen	Indian	(27.95,28.05]	-0.7684535	-0.8291764	-0.7077306
temp + oxygen	Indian	(28.05,28.1]	-0.4511949	-0.5554353	-0.3469544
temp + oxygen	Indian	(28.1, Inf]	-0.8483797	-0.8557701	-0.8409892
temp + oxygen	Pacific	(-Inf,26]	-0.2891772	-0.3058924	-0.2724621
temp + oxygen	Pacific	(26,26.5]	-0.2633157	-0.4373315	-0.0892999
temp + oxygen	Pacific	(26.5,26.75]	-0.4873857	-0.5699734	-0.4047980
temp + oxygen	Pacific	(26.75,27]	-0.1859316	-0.2864498	-0.0854134
temp + oxygen	Pacific	(27,27.25]	0.1268899	0.0920052	0.1617745
temp + oxygen	Pacific	(27.25,27.5]	-0.1216840	-0.1967124	-0.0466556
temp + oxygen	Pacific	(27.5,27.75]	-0.1805690	-0.2151763	-0.1459617
temp + oxygen	Pacific	(27.75,27.85]	-0.0795784	-0.0974799	-0.0616769
temp + oxygen	Pacific	(27.85,27.95]	0.1224327	0.0254460	0.2194193
temp + oxygen	Pacific	(27.95,28.05]	0.1050055	0.0294730	0.1805380
temp + oxygen	Pacific	(28.05,28.1]	0.0592734	-0.0116184	0.1301653
temp + oxygen	Pacific	(28.1, Inf]	-0.8238818	-0.8357367	-0.8120269
temp + phosphate	Atlantic	(-Inf,26]	-0.4646877	-0.5394119	-0.3899635
temp + phosphate	Atlantic	(26,26.5]	-0.7010068	-0.7176944	-0.6843191
temp + phosphate	Atlantic	(26.5,26.75]	-0.6858079	-0.7308880	-0.6407277
temp + phosphate	Atlantic	(26.75,27]	-0.6236128	-0.6778590	-0.5693665
temp + phosphate	Atlantic	(27,27.25]	-0.6584684	-0.6832971	-0.6336396
temp + phosphate	Atlantic	(27.25,27.5]	-0.7508064	-0.7794563	-0.7221565
temp + phosphate	Atlantic	(27.5,27.75]	-0.7425253	-0.7533835	-0.7316672
temp + phosphate	Atlantic	(27.75,27.85]	-0.6513118	-0.6704436	-0.6321800
temp + phosphate	Atlantic	(27.85,27.95]	-0.5628047	-0.6500370	-0.4755724
temp + phosphate	Atlantic	(27.95,28.05]	-0.6731827	-0.7090551	-0.6373103
temp + phosphate	Atlantic	(28.05,28.1]	-0.7537874	-0.7712006	-0.7363741
temp + phosphate	Atlantic	(28.1,28.15]	-0.7470274	-0.8151779	-0.6788769
temp + phosphate	Atlantic	(28.15,28.2]	-0.5959400	-0.8267379	-0.3651422
temp + phosphate	Atlantic	(28.2, Inf]	-0.1434460	-0.2982783	0.0113863
temp + phosphate	Indian	(-Inf,26]	-0.4216018	-0.4403188	-0.4028848
temp + phosphate	Indian	(26,26.5]	-0.5461957	-0.6525622	-0.4398292
temp + phosphate	Indian	(26.5,26.75]	-0.2878587	-0.4308357	-0.1448817
temp + phosphate	Indian	(26.75,27]	0.0831756	-0.1678788	0.3342301
temp + phosphate	Indian	(27,27.25]	0.4498341	0.3242122	0.5754560
temp + phosphate	Indian	(27.25,27.5]	0.6475266	0.6191807	0.6758725
temp + phosphate	Indian	(27.5,27.75]	0.7873415	0.7870101	0.7876729
temp + phosphate	Indian	(27.75,27.85]	0.7866885	0.7379600	0.8354171
temp + phosphate	Indian	(27.85,27.95]	0.5892863	0.5404147	0.6381580
temp + phosphate	Indian	(27.95,28.05]	0.2454073	0.1823973	0.3084173
temp + phosphate	Indian	(28.05,28.1]	0.0112111	-0.0349922	0.0574145
temp + phosphate	Indian	(28.1, Inf]	0.0876269	-0.0610122	0.2362661
temp + phosphate	Pacific	(-Inf,26]	-0.4094111	-0.4575924	-0.3612298
temp + phosphate	Pacific	(26,26.5]	-0.3476918	-0.4749640	-0.2204196
temp + phosphate	Pacific	(26.5,26.75]	-0.2550979	-0.3905327	-0.1196630
temp + phosphate	Pacific	(26.75,27]	-0.4233525	-0.4912907	-0.3554142
temp + phosphate	Pacific	(27,27.25]	-0.3778663	-0.4100196	-0.3457131
temp + phosphate	Pacific	(27.25,27.5]	-0.0373185	-0.1172961	0.0426592
temp + phosphate	Pacific	(27.5,27.75]	0.0845320	0.0449640	0.1241000
temp + phosphate	Pacific	(27.75,27.85]	0.0021747	-0.0130385	0.0173880
temp + phosphate	Pacific	(27.85,27.95]	-0.1796522	-0.2489741	-0.1103303
temp + phosphate	Pacific	(27.95,28.05]	-0.1997310	-0.2547393	-0.1447226
temp + phosphate	Pacific	(28.05,28.1]	-0.1083510	-0.1665239	-0.0501782
temp + phosphate	Pacific	(28.1, Inf]	0.6126343	0.5588658	0.6664028
temp + silicate	Atlantic	(-Inf,26]	-0.4520950	-0.4732001	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6519933	-0.6828473	-0.6211393
temp + silicate	Atlantic	(26.5,26.75]	-0.6118058	-0.7073827	-0.5162289
temp + silicate	Atlantic	(26.75,27]	-0.5375992	-0.5995053	-0.4756930
temp + silicate	Atlantic	(27,27.25]	-0.6336002	-0.6597814	-0.6074191
temp + silicate	Atlantic	(27.25,27.5]	-0.8112783	-0.8221540	-0.8004027
temp + silicate	Atlantic	(27.5,27.75]	-0.8203946	-0.8274078	-0.8133815
temp + silicate	Atlantic	(27.75,27.85]	-0.7159344	-0.7249662	-0.7069027
temp + silicate	Atlantic	(27.85,27.95]	-0.6711437	-0.7363211	-0.6059662
temp + silicate	Atlantic	(27.95,28.05]	-0.7357755	-0.7575728	-0.7139782
temp + silicate	Atlantic	(28.05,28.1]	-0.7695060	-0.7875698	-0.7514422
temp + silicate	Atlantic	(28.1,28.15]	-0.7491495	-0.8145993	-0.6836997
temp + silicate	Atlantic	(28.15,28.2]	-0.5676607	-0.8064805	-0.3288410
temp + silicate	Atlantic	(28.2, Inf]	-0.0690648	-0.1339403	-0.0041894
temp + silicate	Indian	(-Inf,26]	-0.5106950	-0.5610168	-0.4603732
temp + silicate	Indian	(26,26.5]	-0.6151355	-0.6205258	-0.6097452
temp + silicate	Indian	(26.5,26.75]	-0.2736930	-0.2950018	-0.2523842
temp + silicate	Indian	(26.75,27]	0.2301099	0.1242434	0.3359764
temp + silicate	Indian	(27,27.25]	0.4594467	0.4425608	0.4763327
temp + silicate	Indian	(27.25,27.5]	0.4968640	0.4285352	0.5651927
temp + silicate	Indian	(27.5,27.75]	0.5220583	0.4403120	0.6038047
temp + silicate	Indian	(27.75,27.85]	0.6820511	0.6276645	0.7364376
temp + silicate	Indian	(27.85,27.95]	0.5628196	0.5032080	0.6224311
temp + silicate	Indian	(27.95,28.05]	0.3224942	0.2970196	0.3479688
temp + silicate	Indian	(28.05,28.1]	0.1474517	0.1262442	0.1686592
temp + silicate	Indian	(28.1, Inf]	-0.0403772	-0.1041447	0.0233902
temp + silicate	Pacific	(-Inf,26]	-0.6156700	-0.6421792	-0.5891608
temp + silicate	Pacific	(26,26.5]	-0.7147376	-0.7376449	-0.6918302
temp + silicate	Pacific	(26.5,26.75]	-0.7201025	-0.7499711	-0.6902339
temp + silicate	Pacific	(26.75,27]	-0.7457979	-0.7526809	-0.7389148
temp + silicate	Pacific	(27,27.25]	-0.6013026	-0.6258750	-0.5767301
temp + silicate	Pacific	(27.25,27.5]	-0.3305667	-0.3369663	-0.3241671
temp + silicate	Pacific	(27.5,27.75]	-0.2259039	-0.2718095	-0.1799983
temp + silicate	Pacific	(27.75,27.85]	-0.1320549	-0.1530861	-0.1110237
temp + silicate	Pacific	(27.85,27.95]	-0.2977889	-0.3727101	-0.2228677
temp + silicate	Pacific	(27.95,28.05]	-0.3233116	-0.4001068	-0.2465164
temp + silicate	Pacific	(28.05,28.1]	-0.1356814	-0.1926845	-0.0786783
temp + silicate	Pacific	(28.1, Inf]	0.4312367	0.4022660	0.4602073

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
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
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]	0.4810169	0.4190596	0.5429742
aou	Atlantic	(26,26.5]	-0.3585744	-0.3885146	-0.3286342
aou	Atlantic	(26.5,26.75]	-0.5847612	-0.5855361	-0.5839863
aou	Atlantic	(26.75,27]	-0.4551815	-0.4650666	-0.4452964
aou	Atlantic	(27,27.25]	-0.4770220	-0.5728493	-0.3811947
aou	Atlantic	(27.25,27.5]	-0.5562619	-0.5908711	-0.5216526
aou	Atlantic	(27.5,27.75]	-0.7608580	-0.7881261	-0.7335899
aou	Atlantic	(27.75,27.85]	-0.8848102	-0.9036056	-0.8660149
aou	Atlantic	(27.85,27.95]	-0.9233364	-0.9289742	-0.9176987
aou	Atlantic	(27.95,28.05]	-0.9161090	-0.9165253	-0.9156928
aou	Atlantic	(28.05,28.1]	-0.9045949	-0.9121617	-0.8970280
aou	Atlantic	(28.1,28.15]	-0.9350935	-0.9434613	-0.9267257
aou	Atlantic	(28.15,28.2]	-0.9627817	-0.9687181	-0.9568453
aou	Atlantic	(28.2, Inf]	-0.5946421	-0.8400036	-0.3492805
aou	Indian	(-Inf,26]	-0.7762522	-0.8191403	-0.7333641
aou	Indian	(26,26.5]	-0.9677236	-0.9710742	-0.9643730
aou	Indian	(26.5,26.75]	-0.9039359	-0.9558293	-0.8520424
aou	Indian	(26.75,27]	-0.7298334	-0.8214803	-0.6381865
aou	Indian	(27,27.25]	-0.4557579	-0.6001141	-0.3114017
aou	Indian	(27.25,27.5]	-0.1007286	-0.1794058	-0.0220514
aou	Indian	(27.5,27.75]	0.0252015	-0.1484042	0.1988072
aou	Indian	(27.75,27.85]	-0.2164566	-0.3797562	-0.0531570
aou	Indian	(27.85,27.95]	-0.1835111	-0.3859631	0.0189409
aou	Indian	(27.95,28.05]	-0.3029625	-0.4442727	-0.1616524
aou	Indian	(28.05,28.1]	-0.3304341	-0.3745705	-0.2862978
aou	Indian	(28.1, Inf]	0.1844495	0.1421125	0.2267866
aou	Pacific	(-Inf,26]	-0.1948149	-0.2437848	-0.1458450
aou	Pacific	(26,26.5]	-0.6296685	-0.7360390	-0.5232980
aou	Pacific	(26.5,26.75]	-0.4473160	-0.4571369	-0.4374950
aou	Pacific	(26.75,27]	-0.6769990	-0.6985972	-0.6554009
aou	Pacific	(27,27.25]	-0.6178296	-0.6342899	-0.6013693
aou	Pacific	(27.25,27.5]	0.0879745	0.0485988	0.1273501
aou	Pacific	(27.5,27.75]	0.4470755	0.3975029	0.4966480
aou	Pacific	(27.75,27.85]	0.5427418	0.5364345	0.5490491
aou	Pacific	(27.85,27.95]	0.4396243	0.4316476	0.4476011
aou	Pacific	(27.95,28.05]	0.0852678	0.0479393	0.1225962
aou	Pacific	(28.05,28.1]	-0.1204913	-0.1746014	-0.0663813
aou	Pacific	(28.1, Inf]	0.0033578	-0.1343044	0.1410200
nitrate	Atlantic	(-Inf,26]	0.2210395	0.1798690	0.2622101
nitrate	Atlantic	(26,26.5]	-0.5643695	-0.5806539	-0.5480851
nitrate	Atlantic	(26.5,26.75]	-0.7747668	-0.7779058	-0.7716277
nitrate	Atlantic	(26.75,27]	-0.7911594	-0.8094063	-0.7729125
nitrate	Atlantic	(27,27.25]	-0.8683747	-0.8778209	-0.8589284
nitrate	Atlantic	(27.25,27.5]	-0.9337781	-0.9374307	-0.9301254
nitrate	Atlantic	(27.5,27.75]	-0.9762638	-0.9769600	-0.9755676
nitrate	Atlantic	(27.75,27.85]	-0.9783293	-0.9791084	-0.9775503
nitrate	Atlantic	(27.85,27.95]	-0.9634021	-0.9689015	-0.9579026
nitrate	Atlantic	(27.95,28.05]	-0.9466033	-0.9479374	-0.9452691
nitrate	Atlantic	(28.05,28.1]	-0.9349832	-0.9360072	-0.9339592
nitrate	Atlantic	(28.1,28.15]	-0.9561156	-0.9597868	-0.9524444
nitrate	Atlantic	(28.15,28.2]	-0.9772456	-0.9786502	-0.9758409
nitrate	Atlantic	(28.2, Inf]	-0.9332031	-0.9754394	-0.8909668
nitrate	Indian	(-Inf,26]	-0.7800510	-0.8075689	-0.7525331
nitrate	Indian	(26,26.5]	-0.9693066	-0.9702197	-0.9683935
nitrate	Indian	(26.5,26.75]	-0.9602242	-0.9693619	-0.9510865
nitrate	Indian	(26.75,27]	-0.8910580	-0.9082692	-0.8738468
nitrate	Indian	(27,27.25]	-0.7044167	-0.7153902	-0.6934433
nitrate	Indian	(27.25,27.5]	-0.2711042	-0.2720944	-0.2701140
nitrate	Indian	(27.5,27.75]	-0.0220363	-0.1645468	0.1204741
nitrate	Indian	(27.75,27.85]	-0.3334650	-0.4346761	-0.2322538
nitrate	Indian	(27.85,27.95]	-0.4440884	-0.5329347	-0.3552421
nitrate	Indian	(27.95,28.05]	-0.6311975	-0.6361250	-0.6262700
nitrate	Indian	(28.05,28.1]	-0.5682608	-0.5947397	-0.5417820
nitrate	Indian	(28.1, Inf]	-0.2955869	-0.3874998	-0.2036739
nitrate	Pacific	(-Inf,26]	-0.2872164	-0.3399210	-0.2345117
nitrate	Pacific	(26,26.5]	-0.8025577	-0.8691031	-0.7360124
nitrate	Pacific	(26.5,26.75]	-0.7697737	-0.8114614	-0.7280859
nitrate	Pacific	(26.75,27]	-0.8361827	-0.8675116	-0.8048539
nitrate	Pacific	(27,27.25]	-0.6604431	-0.6837472	-0.6371391
nitrate	Pacific	(27.25,27.5]	-0.0103389	-0.0661878	0.0455100
nitrate	Pacific	(27.5,27.75]	0.3434340	0.2762366	0.4106313
nitrate	Pacific	(27.75,27.85]	0.4790728	0.4640637	0.4940820
nitrate	Pacific	(27.85,27.95]	0.3900547	0.3848663	0.3952431
nitrate	Pacific	(27.95,28.05]	0.0408305	0.0024486	0.0792123
nitrate	Pacific	(28.05,28.1]	-0.1398594	-0.1966768	-0.0830421
nitrate	Pacific	(28.1, Inf]	-0.0806612	-0.2093476	0.0480252
oxygen	Atlantic	(-Inf,26]	-0.3727619	-0.4523796	-0.2931442
oxygen	Atlantic	(26,26.5]	0.1063399	0.0799041	0.1327756
oxygen	Atlantic	(26.5,26.75]	0.3833454	0.3692805	0.3974102
oxygen	Atlantic	(26.75,27]	0.2398222	0.2310437	0.2486007
oxygen	Atlantic	(27,27.25]	0.2470103	0.1272107	0.3668100
oxygen	Atlantic	(27.25,27.5]	0.2747335	0.2197225	0.3297444
oxygen	Atlantic	(27.5,27.75]	0.5044390	0.4371957	0.5716822
oxygen	Atlantic	(27.75,27.85]	0.7300519	0.6865262	0.7735777
oxygen	Atlantic	(27.85,27.95]	0.8492250	0.8312189	0.8672312
oxygen	Atlantic	(27.95,28.05]	0.8658080	0.8595203	0.8720956
oxygen	Atlantic	(28.05,28.1]	0.8749543	0.8588809	0.8910277
oxygen	Atlantic	(28.1,28.15]	0.9149350	0.9003636	0.9295064
oxygen	Atlantic	(28.15,28.2]	0.9609611	0.9526356	0.9692866
oxygen	Atlantic	(28.2, Inf]	0.4678873	0.1752400	0.7605347
oxygen	Indian	(-Inf,26]	0.8228880	0.7871568	0.8586192
oxygen	Indian	(26,26.5]	0.9618396	0.9611496	0.9625296
oxygen	Indian	(26.5,26.75]	0.8745316	0.8078282	0.9412350
oxygen	Indian	(26.75,27]	0.6659202	0.5466706	0.7851699
oxygen	Indian	(27,27.25]	0.3811199	0.2133522	0.5488875
oxygen	Indian	(27.25,27.5]	0.0641716	-0.0266398	0.1549829
oxygen	Indian	(27.5,27.75]	-0.0061031	-0.1797734	0.1675671
oxygen	Indian	(27.75,27.85]	0.2112214	0.0468450	0.3755977
oxygen	Indian	(27.85,27.95]	0.1387746	-0.0666851	0.3442342
oxygen	Indian	(27.95,28.05]	0.2265445	0.0633952	0.3896939
oxygen	Indian	(28.05,28.1]	0.2749967	0.2017197	0.3482737
oxygen	Indian	(28.1, Inf]	-0.2636187	-0.3213210	-0.2059164
oxygen	Pacific	(-Inf,26]	0.3413988	0.3320834	0.3507142
oxygen	Pacific	(26,26.5]	0.4905936	0.3773673	0.6038199
oxygen	Pacific	(26.5,26.75]	0.2768715	0.2462511	0.3074919
oxygen	Pacific	(26.75,27]	0.5491030	0.5213424	0.5768636
oxygen	Pacific	(27,27.25]	0.6194123	0.6094569	0.6293677
oxygen	Pacific	(27.25,27.5]	-0.0439165	-0.0888246	0.0009916
oxygen	Pacific	(27.5,27.75]	-0.3971817	-0.4561128	-0.3382507
oxygen	Pacific	(27.75,27.85]	-0.5143998	-0.5160817	-0.5127179
oxygen	Pacific	(27.85,27.95]	-0.4227201	-0.4254463	-0.4199939
oxygen	Pacific	(27.95,28.05]	-0.0802906	-0.1190595	-0.0415218
oxygen	Pacific	(28.05,28.1]	0.1164951	0.0647075	0.1682827
oxygen	Pacific	(28.1, Inf]	-0.0203624	-0.1535540	0.1128292
phosphate	Atlantic	(-Inf,26]	0.0390589	0.0320418	0.0460759
phosphate	Atlantic	(26,26.5]	-0.7699017	-0.7884060	-0.7513974
phosphate	Atlantic	(26.5,26.75]	-0.8725537	-0.8756312	-0.8694762
phosphate	Atlantic	(26.75,27]	-0.8721233	-0.8788892	-0.8653573
phosphate	Atlantic	(27,27.25]	-0.9175650	-0.9223880	-0.9127421
phosphate	Atlantic	(27.25,27.5]	-0.9603141	-0.9639991	-0.9566292
phosphate	Atlantic	(27.5,27.75]	-0.9870666	-0.9876099	-0.9865234
phosphate	Atlantic	(27.75,27.85]	-0.9876523	-0.9883015	-0.9870031
phosphate	Atlantic	(27.85,27.95]	-0.9737404	-0.9766275	-0.9708532
phosphate	Atlantic	(27.95,28.05]	-0.9598208	-0.9601386	-0.9595030
phosphate	Atlantic	(28.05,28.1]	-0.9511876	-0.9539640	-0.9484113
phosphate	Atlantic	(28.1,28.15]	-0.9658141	-0.9701550	-0.9614731
phosphate	Atlantic	(28.15,28.2]	-0.9816789	-0.9820583	-0.9812994
phosphate	Atlantic	(28.2, Inf]	-0.9487035	-0.9845713	-0.9128356
phosphate	Indian	(-Inf,26]	-0.7935742	-0.8170220	-0.7701263
phosphate	Indian	(26,26.5]	-0.9748171	-0.9798299	-0.9698042
phosphate	Indian	(26.5,26.75]	-0.9657452	-0.9785726	-0.9529177
phosphate	Indian	(26.75,27]	-0.8966536	-0.9191745	-0.8741327
phosphate	Indian	(27,27.25]	-0.7331649	-0.7799830	-0.6863469
phosphate	Indian	(27.25,27.5]	-0.3336508	-0.3776988	-0.2896028
phosphate	Indian	(27.5,27.75]	-0.1463104	-0.3247070	0.0320862
phosphate	Indian	(27.75,27.85]	-0.4393623	-0.5610439	-0.3176807
phosphate	Indian	(27.85,27.95]	-0.5032824	-0.5997842	-0.4067806
phosphate	Indian	(27.95,28.05]	-0.6613693	-0.6753769	-0.6473617
phosphate	Indian	(28.05,28.1]	-0.5996605	-0.6330130	-0.5663079
phosphate	Indian	(28.1, Inf]	-0.4244004	-0.4827621	-0.3660387
phosphate	Pacific	(-Inf,26]	-0.3629353	-0.4119202	-0.3139504
phosphate	Pacific	(26,26.5]	-0.8760451	-0.9203735	-0.8317166
phosphate	Pacific	(26.5,26.75]	-0.8421122	-0.8649715	-0.8192528
phosphate	Pacific	(26.75,27]	-0.8796749	-0.9023392	-0.8570106
phosphate	Pacific	(27,27.25]	-0.6838024	-0.7082882	-0.6593167
phosphate	Pacific	(27.25,27.5]	-0.0170231	-0.0655608	0.0315146
phosphate	Pacific	(27.5,27.75]	0.3116709	0.2407470	0.3825948
phosphate	Pacific	(27.75,27.85]	0.4190437	0.3839972	0.4540902
phosphate	Pacific	(27.85,27.95]	0.3082946	0.2755850	0.3410041
phosphate	Pacific	(27.95,28.05]	-0.0789040	-0.1068449	-0.0509632
phosphate	Pacific	(28.05,28.1]	-0.3010241	-0.3490312	-0.2530171
phosphate	Pacific	(28.1, Inf]	-0.2130325	-0.3360125	-0.0900526
sal	Atlantic	(-Inf,26]	0.0593811	0.0339878	0.0847744
sal	Atlantic	(26,26.5]	0.8296480	0.7987326	0.8605635
sal	Atlantic	(26.5,26.75]	0.8455694	0.8225500	0.8685887
sal	Atlantic	(26.75,27]	0.8418405	0.7923282	0.8913528
sal	Atlantic	(27,27.25]	0.8633354	0.8605703	0.8661005
sal	Atlantic	(27.25,27.5]	0.8849195	0.8603392	0.9094999
sal	Atlantic	(27.5,27.75]	0.8203281	0.8169297	0.8237266
sal	Atlantic	(27.75,27.85]	0.6881000	0.6880282	0.6881717
sal	Atlantic	(27.85,27.95]	0.5612875	0.4933990	0.6291760
sal	Atlantic	(27.95,28.05]	0.6061991	0.5378108	0.6745874
sal	Atlantic	(28.05,28.1]	0.7452412	0.7412185	0.7492640
sal	Atlantic	(28.1,28.15]	0.8036607	0.7690454	0.8382761
sal	Atlantic	(28.15,28.2]	0.9072280	0.9062635	0.9081924
sal	Atlantic	(28.2, Inf]	0.9002116	0.8503217	0.9501014
sal	Indian	(-Inf,26]	0.7151297	0.5681637	0.8620957
sal	Indian	(26,26.5]	0.6729849	0.5254676	0.8205021
sal	Indian	(26.5,26.75]	0.4550323	0.2490476	0.6610171
sal	Indian	(26.75,27]	0.1229093	-0.1929215	0.4387402
sal	Indian	(27,27.25]	-0.0850885	-0.3117867	0.1416098
sal	Indian	(27.25,27.5]	-0.0043005	-0.0994890	0.0908879
sal	Indian	(27.5,27.75]	0.0509470	-0.1685800	0.2704739
sal	Indian	(27.75,27.85]	-0.1386117	-0.3432599	0.0660364
sal	Indian	(27.85,27.95]	0.0436951	-0.1932521	0.2806423
sal	Indian	(27.95,28.05]	0.2775482	0.1320879	0.4230086
sal	Indian	(28.05,28.1]	0.4580409	0.4170636	0.4990181
sal	Indian	(28.1, Inf]	0.4939181	0.4221518	0.5656845
sal	Pacific	(-Inf,26]	-0.0404572	-0.1358485	0.0549341
sal	Pacific	(26,26.5]	0.4685466	0.3934869	0.5436064
sal	Pacific	(26.5,26.75]	0.5389450	0.4298969	0.6479932
sal	Pacific	(26.75,27]	0.4936384	0.4187020	0.5685748
sal	Pacific	(27,27.25]	-0.0280821	-0.1100281	0.0538639
sal	Pacific	(27.25,27.5]	-0.5788403	-0.5878666	-0.5698140
sal	Pacific	(27.5,27.75]	-0.3921056	-0.4424824	-0.3417288
sal	Pacific	(27.75,27.85]	-0.4163509	-0.4943973	-0.3383045
sal	Pacific	(27.85,27.95]	-0.2836862	-0.3326213	-0.2347512
sal	Pacific	(27.95,28.05]	0.1036715	0.0762247	0.1311183
sal	Pacific	(28.05,28.1]	0.2235154	0.1359000	0.3111308
sal	Pacific	(28.1, Inf]	0.1599529	0.0411094	0.2787965
silicate	Atlantic	(-Inf,26]	-0.0492649	-0.0533299	-0.0451998
silicate	Atlantic	(26,26.5]	-0.7385364	-0.7592155	-0.7178573
silicate	Atlantic	(26.5,26.75]	-0.7856017	-0.8047862	-0.7664172
silicate	Atlantic	(26.75,27]	-0.7348088	-0.7639482	-0.7056694
silicate	Atlantic	(27,27.25]	-0.8267208	-0.8539410	-0.7995007
silicate	Atlantic	(27.25,27.5]	-0.9009905	-0.9064095	-0.8955715
silicate	Atlantic	(27.5,27.75]	-0.8952985	-0.9048015	-0.8857954
silicate	Atlantic	(27.75,27.85]	-0.9162800	-0.9195183	-0.9130417
silicate	Atlantic	(27.85,27.95]	-0.9115911	-0.9213048	-0.9018773
silicate	Atlantic	(27.95,28.05]	-0.9128781	-0.9153731	-0.9103830
silicate	Atlantic	(28.05,28.1]	-0.9148971	-0.9150067	-0.9147874
silicate	Atlantic	(28.1,28.15]	-0.9475906	-0.9551064	-0.9400748
silicate	Atlantic	(28.15,28.2]	-0.9761644	-0.9776317	-0.9746971
silicate	Atlantic	(28.2, Inf]	-0.8807356	-0.9755469	-0.7859243
silicate	Indian	(-Inf,26]	-0.7499129	-0.7939934	-0.7058325
silicate	Indian	(26,26.5]	-0.9432405	-0.9503622	-0.9361189
silicate	Indian	(26.5,26.75]	-0.9021993	-0.9419248	-0.8624738
silicate	Indian	(26.75,27]	-0.7605557	-0.8338177	-0.6872937
silicate	Indian	(27,27.25]	-0.5794793	-0.6542131	-0.5047455
silicate	Indian	(27.25,27.5]	-0.1488288	-0.1592433	-0.1384144
silicate	Indian	(27.5,27.75]	0.1706459	0.0847058	0.2565859
silicate	Indian	(27.75,27.85]	-0.1880851	-0.2690172	-0.1071529
silicate	Indian	(27.85,27.95]	-0.3120957	-0.4224264	-0.2017649
silicate	Indian	(27.95,28.05]	-0.4831349	-0.5400117	-0.4262582
silicate	Indian	(28.05,28.1]	-0.4854735	-0.5196314	-0.4513157
silicate	Indian	(28.1, Inf]	-0.3172696	-0.3798530	-0.2546862
silicate	Pacific	(-Inf,26]	-0.2351795	-0.3089578	-0.1614013
silicate	Pacific	(26,26.5]	-0.7646045	-0.7855096	-0.7436994
silicate	Pacific	(26.5,26.75]	-0.7165572	-0.7562758	-0.6768386
silicate	Pacific	(26.75,27]	-0.7095350	-0.7434010	-0.6756690
silicate	Pacific	(27,27.25]	-0.4131912	-0.4738465	-0.3525358
silicate	Pacific	(27.25,27.5]	0.3878156	0.3809270	0.3947042
silicate	Pacific	(27.5,27.75]	0.6636378	0.6574631	0.6698126
silicate	Pacific	(27.75,27.85]	0.6114593	0.5971059	0.6258127
silicate	Pacific	(27.85,27.95]	0.4477106	0.4318641	0.4635571
silicate	Pacific	(27.95,28.05]	0.0795916	0.0379806	0.1212026
silicate	Pacific	(28.05,28.1]	-0.1295800	-0.1976829	-0.0614770
silicate	Pacific	(28.1, Inf]	-0.0820354	-0.2162194	0.0521485
temp	Atlantic	(-Inf,26]	-0.4040121	-0.4414084	-0.3666159
temp	Atlantic	(26,26.5]	0.8008984	0.7857256	0.8160712
temp	Atlantic	(26.5,26.75]	0.7968973	0.7883937	0.8054009
temp	Atlantic	(26.75,27]	0.7669549	0.6871187	0.8467911
temp	Atlantic	(27,27.25]	0.7978726	0.7927231	0.8030221
temp	Atlantic	(27.25,27.5]	0.8422968	0.8089625	0.8756311
temp	Atlantic	(27.5,27.75]	0.7666492	0.7565213	0.7767770
temp	Atlantic	(27.75,27.85]	0.6566616	0.6312776	0.6820457
temp	Atlantic	(27.85,27.95]	0.5104394	0.4161731	0.6047058
temp	Atlantic	(27.95,28.05]	0.5920070	0.5498968	0.6341173
temp	Atlantic	(28.05,28.1]	0.6521269	0.6488115	0.6554422
temp	Atlantic	(28.1,28.15]	0.6514081	0.5607754	0.7420408
temp	Atlantic	(28.15,28.2]	0.5059773	0.2599123	0.7520424
temp	Atlantic	(28.2, Inf]	0.2492853	0.0299546	0.4686161
temp	Indian	(-Inf,26]	-0.0993920	-0.1040542	-0.0947298
temp	Indian	(26,26.5]	0.4962312	0.4448449	0.5476175
temp	Indian	(26.5,26.75]	0.4086730	0.2415952	0.5757507
temp	Indian	(26.75,27]	0.2481413	-0.0456124	0.5418950
temp	Indian	(27,27.25]	0.1229306	-0.1291611	0.3750223
temp	Indian	(27.25,27.5]	0.1127921	-0.0312640	0.2568481
temp	Indian	(27.5,27.75]	-0.0756567	-0.2289438	0.0776303
temp	Indian	(27.75,27.85]	-0.1833402	-0.3435379	-0.0231425
temp	Indian	(27.85,27.95]	0.0434177	-0.1328706	0.2197059
temp	Indian	(27.95,28.05]	0.1657497	0.0345462	0.2969532
temp	Indian	(28.05,28.1]	0.2236849	0.1267322	0.3206376
temp	Indian	(28.1, Inf]	0.4122950	0.3373343	0.4872556
temp	Pacific	(-Inf,26]	-0.3628442	-0.4338462	-0.2918422
temp	Pacific	(26,26.5]	0.5363846	0.4842465	0.5885227
temp	Pacific	(26.5,26.75]	0.5589472	0.4527505	0.6651439
temp	Pacific	(26.75,27]	0.5221385	0.4553225	0.5889544
temp	Pacific	(27,27.25]	0.1108173	0.0300925	0.1915421
temp	Pacific	(27.25,27.5]	-0.4736961	-0.4944591	-0.4529331
temp	Pacific	(27.5,27.75]	-0.4998967	-0.5350844	-0.4647089
temp	Pacific	(27.75,27.85]	-0.4005772	-0.4638818	-0.3372726
temp	Pacific	(27.85,27.95]	-0.3813772	-0.4086095	-0.3541449
temp	Pacific	(27.95,28.05]	-0.1004170	-0.1647424	-0.0360916
temp	Pacific	(28.05,28.1]	0.0240057	-0.0203696	0.0683811
temp	Pacific	(28.1, Inf]	0.0738955	-0.0187697	0.1665606

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

01 November, 2022