Last updated: 2022-07-05

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: cc1bd5d

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 cc1bd5d. 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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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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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
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

1 Version ID

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

2 Required data

Required are:

cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9499100	0.9460617	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9495883	0.9477982	0.9513784
aou + nitrate	Atlantic	(26.75,27]	0.8764600	0.8601546	0.8927655
aou + nitrate	Atlantic	(27,27.25]	0.8060326	0.7766531	0.8354121
aou + nitrate	Atlantic	(27.25,27.5]	0.7193777	0.6625304	0.7762251
aou + nitrate	Atlantic	(27.5,27.75]	0.8199511	0.8057286	0.8341737
aou + nitrate	Atlantic	(27.75,27.85]	0.9160357	0.9131773	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9267808	0.9176576	0.9359040
aou + nitrate	Atlantic	(27.95,28.05]	0.9343081	0.9130206	0.9555956
aou + nitrate	Atlantic	(28.05,28.1]	0.9601187	0.9468548	0.9733827
aou + nitrate	Atlantic	(28.1,28.15]	0.9722365	0.9697048	0.9747682
aou + nitrate	Atlantic	(28.15,28.2]	0.9868628	0.9850018	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8477853	0.7990887	0.8964819
aou + nitrate	Indian	(-Inf,26]	0.9899245	0.9852746	0.9945744
aou + nitrate	Indian	(26,26.5]	0.9794168	0.9698077	0.9890259
aou + nitrate	Indian	(26.5,26.75]	0.9510019	0.9460989	0.9559050
aou + nitrate	Indian	(26.75,27]	0.9212113	0.9113580	0.9310647
aou + nitrate	Indian	(27,27.25]	0.8798328	0.8648383	0.8948274
aou + nitrate	Indian	(27.25,27.5]	0.9131366	0.9068408	0.9194325
aou + nitrate	Indian	(27.5,27.75]	0.9396512	0.9175445	0.9617580
aou + nitrate	Indian	(27.75,27.85]	0.8905947	0.8525182	0.9286713
aou + nitrate	Indian	(27.85,27.95]	0.8682540	0.8195773	0.9169307
aou + nitrate	Indian	(27.95,28.05]	0.8169770	0.7396721	0.8942819
aou + nitrate	Indian	(28.05,28.1]	0.9073175	0.8494837	0.9651513
aou + nitrate	Indian	(28.1, Inf]	0.6434993	0.5514636	0.7355351
aou + nitrate	Pacific	(-Inf,26]	0.8750810	0.8554325	0.8947294
aou + nitrate	Pacific	(26,26.5]	0.8585882	0.8544318	0.8627446
aou + nitrate	Pacific	(26.5,26.75]	0.8020494	0.7679597	0.8361391
aou + nitrate	Pacific	(26.75,27]	0.9185955	0.9074635	0.9297275
aou + nitrate	Pacific	(27,27.25]	0.9736128	0.9722814	0.9749441
aou + nitrate	Pacific	(27.25,27.5]	0.9800977	0.9780142	0.9821813
aou + nitrate	Pacific	(27.5,27.75]	0.9824488	0.9809249	0.9839727
aou + nitrate	Pacific	(27.75,27.85]	0.9897132	0.9895249	0.9899016
aou + nitrate	Pacific	(27.85,27.95]	0.9889510	0.9875180	0.9903839
aou + nitrate	Pacific	(27.95,28.05]	0.9787882	0.9740634	0.9835131
aou + nitrate	Pacific	(28.05,28.1]	0.9772794	0.9664322	0.9881265
aou + nitrate	Pacific	(28.1, Inf]	0.9578237	0.9513856	0.9642619
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9570752	-0.9658492	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9706274	-0.9747021	-0.9665526
aou + oxygen	Atlantic	(26.75,27]	-0.9604155	-0.9716545	-0.9491764
aou + oxygen	Atlantic	(27,27.25]	-0.9641622	-0.9729805	-0.9553438
aou + oxygen	Atlantic	(27.25,27.5]	-0.9490620	-0.9632313	-0.9348926
aou + oxygen	Atlantic	(27.5,27.75]	-0.9254741	-0.9303705	-0.9205778
aou + oxygen	Atlantic	(27.75,27.85]	-0.9579133	-0.9613130	-0.9545135
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731866	-0.9760982	-0.9702750
aou + oxygen	Atlantic	(27.95,28.05]	-0.9690787	-0.9810711	-0.9570863
aou + oxygen	Atlantic	(28.05,28.1]	-0.9837648	-0.9901002	-0.9774294
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897156	-0.9899860	-0.9894452
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949826	-0.9965560	-0.9934091
aou + oxygen	Atlantic	(28.2, Inf]	-0.9815176	-0.9834985	-0.9795366
aou + oxygen	Indian	(-Inf,26]	-0.9922191	-0.9941205	-0.9903178
aou + oxygen	Indian	(26,26.5]	-0.9971141	-0.9973662	-0.9968619
aou + oxygen	Indian	(26.5,26.75]	-0.9961746	-0.9969565	-0.9953928
aou + oxygen	Indian	(26.75,27]	-0.9946056	-0.9968053	-0.9924060
aou + oxygen	Indian	(27,27.25]	-0.9950123	-0.9964925	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9964027	-0.9969613	-0.9958441
aou + oxygen	Indian	(27.5,27.75]	-0.9969058	-0.9972257	-0.9965858
aou + oxygen	Indian	(27.75,27.85]	-0.9971116	-0.9978476	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9952304	-0.9961567	-0.9943042
aou + oxygen	Indian	(27.95,28.05]	-0.9905449	-0.9933584	-0.9877314
aou + oxygen	Indian	(28.05,28.1]	-0.9915527	-0.9966869	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9871449	-0.9913984	-0.9828913
aou + oxygen	Pacific	(-Inf,26]	-0.8420284	-0.8463000	-0.8377569
aou + oxygen	Pacific	(26,26.5]	-0.9713379	-0.9739496	-0.9687261
aou + oxygen	Pacific	(26.5,26.75]	-0.9741536	-0.9766881	-0.9716190
aou + oxygen	Pacific	(26.75,27]	-0.9799005	-0.9818378	-0.9779632
aou + oxygen	Pacific	(27,27.25]	-0.9944798	-0.9949486	-0.9940111
aou + oxygen	Pacific	(27.25,27.5]	-0.9959724	-0.9965191	-0.9954257
aou + oxygen	Pacific	(27.5,27.75]	-0.9956799	-0.9969877	-0.9943721
aou + oxygen	Pacific	(27.75,27.85]	-0.9967542	-0.9977879	-0.9957204
aou + oxygen	Pacific	(27.85,27.95]	-0.9970595	-0.9982938	-0.9958252
aou + oxygen	Pacific	(27.95,28.05]	-0.9977968	-0.9987363	-0.9968574
aou + oxygen	Pacific	(28.05,28.1]	-0.9989951	-0.9991059	-0.9988842
aou + oxygen	Pacific	(28.1, Inf]	-0.9953768	-0.9962249	-0.9945288
aou + phosphate	Atlantic	(-Inf,26]	0.6487047	0.5711671	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8427329	0.8204169	0.8650489
aou + phosphate	Atlantic	(26.5,26.75]	0.8821840	0.8782738	0.8860942
aou + phosphate	Atlantic	(26.75,27]	0.7999231	0.7908124	0.8090337
aou + phosphate	Atlantic	(27,27.25]	0.7268880	0.7071370	0.7466389
aou + phosphate	Atlantic	(27.25,27.5]	0.6382654	0.5506573	0.7258735
aou + phosphate	Atlantic	(27.5,27.75]	0.7886251	0.7712706	0.8059796
aou + phosphate	Atlantic	(27.75,27.85]	0.8985982	0.8939655	0.9032309
aou + phosphate	Atlantic	(27.85,27.95]	0.9216295	0.9104440	0.9328150
aou + phosphate	Atlantic	(27.95,28.05]	0.9301132	0.9052750	0.9549513
aou + phosphate	Atlantic	(28.05,28.1]	0.9561779	0.9415745	0.9707813
aou + phosphate	Atlantic	(28.1,28.15]	0.9680454	0.9675271	0.9685638
aou + phosphate	Atlantic	(28.15,28.2]	0.9864345	0.9849628	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8454222	0.7944266	0.8964177
aou + phosphate	Indian	(-Inf,26]	0.9945228	0.9929039	0.9961417
aou + phosphate	Indian	(26,26.5]	0.9939479	0.9915428	0.9963529
aou + phosphate	Indian	(26.5,26.75]	0.9675963	0.9608278	0.9743648
aou + phosphate	Indian	(26.75,27]	0.9432625	0.9227109	0.9638141
aou + phosphate	Indian	(27,27.25]	0.9193366	0.8892209	0.9494523
aou + phosphate	Indian	(27.25,27.5]	0.9430750	0.9315744	0.9545755
aou + phosphate	Indian	(27.5,27.75]	0.9578368	0.9510790	0.9645946
aou + phosphate	Indian	(27.75,27.85]	0.9238133	0.9055534	0.9420731
aou + phosphate	Indian	(27.85,27.95]	0.8729828	0.8370119	0.9089538
aou + phosphate	Indian	(27.95,28.05]	0.8305135	0.7723912	0.8886359
aou + phosphate	Indian	(28.05,28.1]	0.9147390	0.8650477	0.9644302
aou + phosphate	Indian	(28.1, Inf]	0.6275165	0.5581167	0.6969162
aou + phosphate	Pacific	(-Inf,26]	0.8792936	0.8625317	0.8960554
aou + phosphate	Pacific	(26,26.5]	0.8966053	0.8736647	0.9195458
aou + phosphate	Pacific	(26.5,26.75]	0.8255419	0.8020870	0.8489968
aou + phosphate	Pacific	(26.75,27]	0.9273280	0.9116492	0.9430067
aou + phosphate	Pacific	(27,27.25]	0.9801299	0.9791841	0.9810757
aou + phosphate	Pacific	(27.25,27.5]	0.9840272	0.9840208	0.9840336
aou + phosphate	Pacific	(27.5,27.75]	0.9821733	0.9807847	0.9835619
aou + phosphate	Pacific	(27.75,27.85]	0.9871527	0.9870310	0.9872745
aou + phosphate	Pacific	(27.85,27.95]	0.9864703	0.9863244	0.9866162
aou + phosphate	Pacific	(27.95,28.05]	0.9804005	0.9791883	0.9816126
aou + phosphate	Pacific	(28.05,28.1]	0.9773739	0.9708318	0.9839160
aou + phosphate	Pacific	(28.1, Inf]	0.9548671	0.9534568	0.9562775
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845607	0.7213543	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8960180	0.8784075	0.9136285
aou + silicate	Atlantic	(26.75,27]	0.8430838	0.8188354	0.8673322
aou + silicate	Atlantic	(27,27.25]	0.6551980	0.6318059	0.6785900
aou + silicate	Atlantic	(27.25,27.5]	0.3784849	0.2287334	0.5282365
aou + silicate	Atlantic	(27.5,27.75]	0.5032098	0.4406494	0.5657702
aou + silicate	Atlantic	(27.75,27.85]	0.7658382	0.7350044	0.7966721
aou + silicate	Atlantic	(27.85,27.95]	0.8427764	0.8236973	0.8618555
aou + silicate	Atlantic	(27.95,28.05]	0.9118592	0.8857090	0.9380094
aou + silicate	Atlantic	(28.05,28.1]	0.9605134	0.9497441	0.9712827
aou + silicate	Atlantic	(28.1,28.15]	0.9682111	0.9679078	0.9685144
aou + silicate	Atlantic	(28.15,28.2]	0.9860849	0.9854123	0.9867575
aou + silicate	Atlantic	(28.2, Inf]	0.8331862	0.7835554	0.8828170
aou + silicate	Indian	(-Inf,26]	0.9092431	0.8647374	0.9537487
aou + silicate	Indian	(26,26.5]	0.9413343	0.9246281	0.9580405
aou + silicate	Indian	(26.5,26.75]	0.9636476	0.9559966	0.9712986
aou + silicate	Indian	(26.75,27]	0.9762812	0.9744924	0.9780700
aou + silicate	Indian	(27,27.25]	0.9224491	0.9061245	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8707902	0.8460691	0.8955113
aou + silicate	Indian	(27.5,27.75]	0.8530625	0.8360523	0.8700727
aou + silicate	Indian	(27.75,27.85]	0.8708252	0.8246495	0.9170010
aou + silicate	Indian	(27.85,27.95]	0.8468558	0.8015974	0.8921141
aou + silicate	Indian	(27.95,28.05]	0.8602875	0.8246097	0.8959652
aou + silicate	Indian	(28.05,28.1]	0.9497196	0.9406044	0.9588348
aou + silicate	Indian	(28.1, Inf]	0.4566207	0.4559324	0.4573090
aou + silicate	Pacific	(-Inf,26]	0.6441711	0.6008549	0.6874873
aou + silicate	Pacific	(26,26.5]	0.5668194	0.5373048	0.5963340
aou + silicate	Pacific	(26.5,26.75]	0.3852756	0.3839487	0.3866025
aou + silicate	Pacific	(26.75,27]	0.6901620	0.6859498	0.6943742
aou + silicate	Pacific	(27,27.25]	0.9036653	0.8933568	0.9139737
aou + silicate	Pacific	(27.25,27.5]	0.9246400	0.9161725	0.9331076
aou + silicate	Pacific	(27.5,27.75]	0.9325905	0.9182135	0.9469675
aou + silicate	Pacific	(27.75,27.85]	0.9680536	0.9664090	0.9696982
aou + silicate	Pacific	(27.85,27.95]	0.9655844	0.9650841	0.9660847
aou + silicate	Pacific	(27.95,28.05]	0.9524093	0.9442653	0.9605534
aou + silicate	Pacific	(28.05,28.1]	0.9577404	0.9469280	0.9685528
aou + silicate	Pacific	(28.1, Inf]	0.8214454	0.7844203	0.8584705
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8886957	0.8482174	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462515	0.9282231	0.9642799
nitrate + silicate	Atlantic	(26.75,27]	0.9077216	0.8882080	0.9272353
nitrate + silicate	Atlantic	(27,27.25]	0.8922328	0.8837978	0.9006677
nitrate + silicate	Atlantic	(27.25,27.5]	0.8213605	0.7624621	0.8802589
nitrate + silicate	Atlantic	(27.5,27.75]	0.8496689	0.8215671	0.8777708
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348837	0.9226460	0.9471215
nitrate + silicate	Atlantic	(27.85,27.95]	0.9669106	0.9648651	0.9689560
nitrate + silicate	Atlantic	(27.95,28.05]	0.9828721	0.9821177	0.9836264
nitrate + silicate	Atlantic	(28.05,28.1]	0.9897206	0.9883656	0.9910756
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897574	0.9885798	0.9909350
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930938	0.9927769	0.9934106
nitrate + silicate	Atlantic	(28.2, Inf]	0.9773125	0.9681492	0.9864758
nitrate + silicate	Indian	(-Inf,26]	0.9291500	0.8952548	0.9630451
nitrate + silicate	Indian	(26,26.5]	0.9498129	0.9398950	0.9597308
nitrate + silicate	Indian	(26.5,26.75]	0.9436468	0.9396951	0.9475985
nitrate + silicate	Indian	(26.75,27]	0.9348887	0.9246888	0.9450885
nitrate + silicate	Indian	(27,27.25]	0.9327689	0.9316509	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9269953	0.9167135	0.9372772
nitrate + silicate	Indian	(27.5,27.75]	0.8505919	0.8434224	0.8577613
nitrate + silicate	Indian	(27.75,27.85]	0.7980929	0.7560988	0.8400870
nitrate + silicate	Indian	(27.85,27.95]	0.8459149	0.8275882	0.8642416
nitrate + silicate	Indian	(27.95,28.05]	0.8960088	0.8851857	0.9068320
nitrate + silicate	Indian	(28.05,28.1]	0.9556838	0.9389078	0.9724599
nitrate + silicate	Indian	(28.1, Inf]	0.8125591	0.8037477	0.8213705
nitrate + silicate	Pacific	(-Inf,26]	0.8446126	0.8445239	0.8447014
nitrate + silicate	Pacific	(26,26.5]	0.8046717	0.7926845	0.8166589
nitrate + silicate	Pacific	(26.5,26.75]	0.7435969	0.7028779	0.7843158
nitrate + silicate	Pacific	(26.75,27]	0.8296296	0.8055374	0.8537219
nitrate + silicate	Pacific	(27,27.25]	0.9134365	0.8991522	0.9277207
nitrate + silicate	Pacific	(27.25,27.5]	0.9026105	0.8914782	0.9137428
nitrate + silicate	Pacific	(27.5,27.75]	0.9026339	0.8885715	0.9166963
nitrate + silicate	Pacific	(27.75,27.85]	0.9500596	0.9478679	0.9522514
nitrate + silicate	Pacific	(27.85,27.95]	0.9617747	0.9566312	0.9669183
nitrate + silicate	Pacific	(27.95,28.05]	0.9443944	0.9187901	0.9699987
nitrate + silicate	Pacific	(28.05,28.1]	0.9437029	0.9154995	0.9719063
nitrate + silicate	Pacific	(28.1, Inf]	0.9051776	0.8934675	0.9168877
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8367976	-0.8544367	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8546335	-0.8622324	-0.8470347
oxygen + nitrate	Atlantic	(26.75,27]	-0.7403732	-0.7805719	-0.7001745
oxygen + nitrate	Atlantic	(27,27.25]	-0.6393246	-0.7013563	-0.5772929
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4864674	-0.5238271	-0.4491078
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5642926	-0.5735169	-0.5550683
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7700544	-0.7811391	-0.7589697
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8234857	-0.8463251	-0.8006463
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8278188	-0.8917225	-0.7639151
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9031295	-0.9408341	-0.8654250
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9356071	-0.9372090	-0.9340052
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9758636	-0.9790901	-0.9726371
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7538119	-0.8271824	-0.6804414
oxygen + nitrate	Indian	(-Inf,26]	-0.9745038	-0.9827715	-0.9662360
oxygen + nitrate	Indian	(26,26.5]	-0.9653465	-0.9771230	-0.9535701
oxygen + nitrate	Indian	(26.5,26.75]	-0.9230308	-0.9255085	-0.9205531
oxygen + nitrate	Indian	(26.75,27]	-0.8780297	-0.9009505	-0.8551089
oxygen + nitrate	Indian	(27,27.25]	-0.8301263	-0.8567189	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8784873	-0.8890176	-0.8679571
oxygen + nitrate	Indian	(27.5,27.75]	-0.9222466	-0.9476600	-0.8968332
oxygen + nitrate	Indian	(27.75,27.85]	-0.8710945	-0.9131832	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8274938	-0.8871663	-0.7678214
oxygen + nitrate	Indian	(27.95,28.05]	-0.7391968	-0.8424592	-0.6359343
oxygen + nitrate	Indian	(28.05,28.1]	-0.8526784	-0.9445652	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.5252637	-0.6456063	-0.4049211
oxygen + nitrate	Pacific	(-Inf,26]	-0.5489149	-0.5955634	-0.5022665
oxygen + nitrate	Pacific	(26,26.5]	-0.7249714	-0.7403305	-0.7096122
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6599522	-0.7122437	-0.6076607
oxygen + nitrate	Pacific	(26.75,27]	-0.8315909	-0.8541028	-0.8090789
oxygen + nitrate	Pacific	(27,27.25]	-0.9505498	-0.9530484	-0.9480512
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9687217	-0.9721164	-0.9653270
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9746069	-0.9786421	-0.9705717
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9845936	-0.9868458	-0.9823414
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9824172	-0.9842277	-0.9806067
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9711776	-0.9717113	-0.9706439
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9717826	-0.9830124	-0.9605528
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9305772	-0.9433346	-0.9178198
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4695392	-0.5599394	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6650097	-0.7169125	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7489204	-0.7620061	-0.7358346
oxygen + phosphate	Atlantic	(26.75,27]	-0.6295760	-0.6645681	-0.5945840
oxygen + phosphate	Atlantic	(27,27.25]	-0.5357595	-0.5873627	-0.4841562
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3848687	-0.4533764	-0.3163611
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5157180	-0.5291338	-0.5023022
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7417035	-0.7553145	-0.7280926
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8143653	-0.8401693	-0.7885613
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8202848	-0.8890577	-0.7515119
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8960855	-0.9357791	-0.8563919
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9274531	-0.9298065	-0.9250998
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9742124	-0.9773076	-0.9711172
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7505280	-0.8265251	-0.6745309
oxygen + phosphate	Indian	(-Inf,26]	-0.9830961	-0.9851352	-0.9810570
oxygen + phosphate	Indian	(26,26.5]	-0.9852641	-0.9906675	-0.9798607
oxygen + phosphate	Indian	(26.5,26.75]	-0.9441295	-0.9567007	-0.9315582
oxygen + phosphate	Indian	(26.75,27]	-0.9061481	-0.9423668	-0.8699293
oxygen + phosphate	Indian	(27,27.25]	-0.8792324	-0.9249212	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9171322	-0.9360212	-0.8982432
oxygen + phosphate	Indian	(27.5,27.75]	-0.9455895	-0.9546167	-0.9365623
oxygen + phosphate	Indian	(27.75,27.85]	-0.9032114	-0.9249796	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8281084	-0.8735814	-0.7826354
oxygen + phosphate	Indian	(27.95,28.05]	-0.7539228	-0.8350877	-0.6727579
oxygen + phosphate	Indian	(28.05,28.1]	-0.8629083	-0.9448272	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.5097568	-0.6055434	-0.4139702
oxygen + phosphate	Pacific	(-Inf,26]	-0.6034565	-0.6393239	-0.5675891
oxygen + phosphate	Pacific	(26,26.5]	-0.7739741	-0.8142967	-0.7336515
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6845362	-0.7227615	-0.6463110
oxygen + phosphate	Pacific	(26.75,27]	-0.8401694	-0.8681832	-0.8121555
oxygen + phosphate	Pacific	(27,27.25]	-0.9584417	-0.9589760	-0.9579073
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9735802	-0.9739012	-0.9732593
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9747450	-0.9789713	-0.9705187
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9818531	-0.9838889	-0.9798173
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9795194	-0.9828775	-0.9761613
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9727376	-0.9757060	-0.9697693
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9721077	-0.9780604	-0.9661549
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9285650	-0.9347988	-0.9223312
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6225442	-0.7117835	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7933870	-0.8210376	-0.7657365
oxygen + silicate	Atlantic	(26.75,27]	-0.7008766	-0.7549750	-0.6467782
oxygen + silicate	Atlantic	(27,27.25]	-0.4687589	-0.5198356	-0.4176822
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1105871	-0.2305114	0.0093372
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1823572	-0.2440797	-0.1206346
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5736327	-0.6107809	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7075591	-0.7437157	-0.6714025
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7904669	-0.8603484	-0.7205853
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9007229	-0.9335808	-0.8678650
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9281301	-0.9285766	-0.9276836
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9775498	-0.9778313	-0.9772682
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7399979	-0.8120426	-0.6679533
oxygen + silicate	Indian	(-Inf,26]	-0.8701077	-0.9339360	-0.8062793
oxygen + silicate	Indian	(26,26.5]	-0.9261140	-0.9474153	-0.9048127
oxygen + silicate	Indian	(26.5,26.75]	-0.9514905	-0.9602249	-0.9427561
oxygen + silicate	Indian	(26.75,27]	-0.9614177	-0.9624364	-0.9603990
oxygen + silicate	Indian	(27,27.25]	-0.8894616	-0.9028356	-0.8760875
oxygen + silicate	Indian	(27.25,27.5]	-0.8333742	-0.8585966	-0.8081518
oxygen + silicate	Indian	(27.5,27.75]	-0.8184234	-0.8356749	-0.8011718
oxygen + silicate	Indian	(27.75,27.85]	-0.8462791	-0.9013707	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.8035315	-0.8619720	-0.7450910
oxygen + silicate	Indian	(27.95,28.05]	-0.7960356	-0.8529307	-0.7391406
oxygen + silicate	Indian	(28.05,28.1]	-0.9134841	-0.9427293	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.3355045	-0.3582931	-0.3127160
oxygen + silicate	Pacific	(-Inf,26]	-0.2803820	-0.3584404	-0.2023237
oxygen + silicate	Pacific	(26,26.5]	-0.3908431	-0.4292270	-0.3524592
oxygen + silicate	Pacific	(26.5,26.75]	-0.1925461	-0.2094007	-0.1756915
oxygen + silicate	Pacific	(26.75,27]	-0.5474533	-0.5528446	-0.5420621
oxygen + silicate	Pacific	(27,27.25]	-0.8615687	-0.8748448	-0.8482926
oxygen + silicate	Pacific	(27.25,27.5]	-0.8929848	-0.9050728	-0.8808969
oxygen + silicate	Pacific	(27.5,27.75]	-0.9030219	-0.9256193	-0.8804245
oxygen + silicate	Pacific	(27.75,27.85]	-0.9530619	-0.9580278	-0.9480959
oxygen + silicate	Pacific	(27.85,27.95]	-0.9518437	-0.9547799	-0.9489076
oxygen + silicate	Pacific	(27.95,28.05]	-0.9379006	-0.9443190	-0.9314821
oxygen + silicate	Pacific	(28.05,28.1]	-0.9487845	-0.9598522	-0.9377169
oxygen + silicate	Pacific	(28.1, Inf]	-0.7711609	-0.8161828	-0.7261390
phosphate + nitrate	Atlantic	(-Inf,26]	0.8264536	0.7715051	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9469356	0.9322228	0.9616485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9771979	0.9747262	0.9796696
phosphate + nitrate	Atlantic	(26.75,27]	0.9803593	0.9792629	0.9814557
phosphate + nitrate	Atlantic	(27,27.25]	0.9857725	0.9839917	0.9875534
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9891786	0.9851358	0.9932213
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9950876	0.9949515	0.9952237
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9964433	0.9958139	0.9970726
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9956739	0.9945869	0.9967610
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9953806	0.9938812	0.9968800
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943245	0.9924058	0.9962432
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946180	0.9928476	0.9963885
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978892	0.9974905	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9957932	0.9957390	0.9958473
phosphate + nitrate	Indian	(-Inf,26]	0.9899921	0.9824001	0.9975840
phosphate + nitrate	Indian	(26,26.5]	0.9824763	0.9683293	0.9966233
phosphate + nitrate	Indian	(26.5,26.75]	0.9831070	0.9689277	0.9972864
phosphate + nitrate	Indian	(26.75,27]	0.9816358	0.9676358	0.9956358
phosphate + nitrate	Indian	(27,27.25]	0.9713360	0.9509200	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9694776	0.9551209	0.9838343
phosphate + nitrate	Indian	(27.5,27.75]	0.9630850	0.9538013	0.9723687
phosphate + nitrate	Indian	(27.75,27.85]	0.9499318	0.9253443	0.9745194
phosphate + nitrate	Indian	(27.85,27.95]	0.9665022	0.9560538	0.9769505
phosphate + nitrate	Indian	(27.95,28.05]	0.9834136	0.9774976	0.9893295
phosphate + nitrate	Indian	(28.05,28.1]	0.9876705	0.9829883	0.9923528
phosphate + nitrate	Indian	(28.1, Inf]	0.9523077	0.9357144	0.9689010
phosphate + nitrate	Pacific	(-Inf,26]	0.9562175	0.9516104	0.9608245
phosphate + nitrate	Pacific	(26,26.5]	0.9601946	0.9481512	0.9722380
phosphate + nitrate	Pacific	(26.5,26.75]	0.9537431	0.9499259	0.9575603
phosphate + nitrate	Pacific	(26.75,27]	0.9809066	0.9805458	0.9812675
phosphate + nitrate	Pacific	(27,27.25]	0.9903624	0.9897738	0.9909510
phosphate + nitrate	Pacific	(27.25,27.5]	0.9923542	0.9915540	0.9931545
phosphate + nitrate	Pacific	(27.5,27.75]	0.9936566	0.9931729	0.9941403
phosphate + nitrate	Pacific	(27.75,27.85]	0.9927147	0.9920268	0.9934026
phosphate + nitrate	Pacific	(27.85,27.95]	0.9915234	0.9892723	0.9937745
phosphate + nitrate	Pacific	(27.95,28.05]	0.9806207	0.9695823	0.9916590
phosphate + nitrate	Pacific	(28.05,28.1]	0.9709433	0.9552911	0.9865955
phosphate + nitrate	Pacific	(28.1, Inf]	0.9776722	0.9738379	0.9815065
phosphate + silicate	Atlantic	(-Inf,26]	0.7928419	0.7374635	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9323212	0.9019935	0.9626489
phosphate + silicate	Atlantic	(26.5,26.75]	0.9421135	0.9275975	0.9566296
phosphate + silicate	Atlantic	(26.75,27]	0.9090600	0.8994368	0.9186831
phosphate + silicate	Atlantic	(27,27.25]	0.9135392	0.8981392	0.9289392
phosphate + silicate	Atlantic	(27.25,27.5]	0.8650320	0.8264361	0.9036279
phosphate + silicate	Atlantic	(27.5,27.75]	0.8728629	0.8514790	0.8942467
phosphate + silicate	Atlantic	(27.75,27.85]	0.9448311	0.9359626	0.9536996
phosphate + silicate	Atlantic	(27.85,27.95]	0.9709482	0.9706193	0.9712772
phosphate + silicate	Atlantic	(27.95,28.05]	0.9845566	0.9833262	0.9857871
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908598	0.9895039	0.9922157
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919504	0.9911790	0.9927217
phosphate + silicate	Atlantic	(28.15,28.2]	0.9932917	0.9921100	0.9944735
phosphate + silicate	Atlantic	(28.2, Inf]	0.9770077	0.9658723	0.9881432
phosphate + silicate	Indian	(-Inf,26]	0.9146678	0.8656357	0.9636998
phosphate + silicate	Indian	(26,26.5]	0.9494998	0.9356250	0.9633746
phosphate + silicate	Indian	(26.5,26.75]	0.9506969	0.9484464	0.9529473
phosphate + silicate	Indian	(26.75,27]	0.9486663	0.9376087	0.9597240
phosphate + silicate	Indian	(27,27.25]	0.9360686	0.9236121	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9065509	0.8690969	0.9440049
phosphate + silicate	Indian	(27.5,27.75]	0.8526375	0.8087986	0.8964764
phosphate + silicate	Indian	(27.75,27.85]	0.8779363	0.8737516	0.8821209
phosphate + silicate	Indian	(27.85,27.95]	0.9023705	0.9015728	0.9031682
phosphate + silicate	Indian	(27.95,28.05]	0.9122813	0.9106725	0.9138902
phosphate + silicate	Indian	(28.05,28.1]	0.9568645	0.9487560	0.9649730
phosphate + silicate	Indian	(28.1, Inf]	0.7938342	0.7785758	0.8090926
phosphate + silicate	Pacific	(-Inf,26]	0.7627619	0.7522458	0.7732781
phosphate + silicate	Pacific	(26,26.5]	0.7630805	0.7488752	0.7772858
phosphate + silicate	Pacific	(26.5,26.75]	0.7068554	0.6658542	0.7478565
phosphate + silicate	Pacific	(26.75,27]	0.8300465	0.8045352	0.8555577
phosphate + silicate	Pacific	(27,27.25]	0.9205767	0.9069684	0.9341851
phosphate + silicate	Pacific	(27.25,27.5]	0.9085771	0.8967224	0.9204318
phosphate + silicate	Pacific	(27.5,27.75]	0.9042253	0.8916425	0.9168082
phosphate + silicate	Pacific	(27.75,27.85]	0.9543061	0.9535102	0.9551019
phosphate + silicate	Pacific	(27.85,27.95]	0.9678462	0.9645172	0.9711751
phosphate + silicate	Pacific	(27.95,28.05]	0.9590748	0.9481137	0.9700359
phosphate + silicate	Pacific	(28.05,28.1]	0.9568011	0.9411612	0.9724409
phosphate + silicate	Pacific	(28.1, Inf]	0.8912728	0.8710975	0.9114482
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1890216	-0.2064854	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2513776	-0.2714195	-0.2313356
sal + aou	Atlantic	(26.75,27]	-0.0574072	-0.1195335	0.0047190
sal + aou	Atlantic	(27,27.25]	0.0273827	-0.0379109	0.0926764
sal + aou	Atlantic	(27.25,27.5]	0.0491883	-0.1864124	0.2847891
sal + aou	Atlantic	(27.5,27.75]	-0.3035709	-0.3491094	-0.2580323
sal + aou	Atlantic	(27.75,27.85]	-0.3749463	-0.4477392	-0.3021535
sal + aou	Atlantic	(27.85,27.95]	-0.4438803	-0.4870928	-0.4006677
sal + aou	Atlantic	(27.95,28.05]	-0.5913498	-0.6011626	-0.5815371
sal + aou	Atlantic	(28.05,28.1]	-0.7433743	-0.7694736	-0.7172751
sal + aou	Atlantic	(28.1,28.15]	-0.7798686	-0.7993139	-0.7604234
sal + aou	Atlantic	(28.15,28.2]	-0.9191980	-0.9259554	-0.9124407
sal + aou	Atlantic	(28.2, Inf]	-0.6138043	-0.7243534	-0.5032552
sal + aou	Indian	(-Inf,26]	-0.5442498	-0.7804993	-0.3080003
sal + aou	Indian	(26,26.5]	-0.7093917	-0.7925065	-0.6262769
sal + aou	Indian	(26.5,26.75]	-0.0900504	-0.2868261	0.1067253
sal + aou	Indian	(26.75,27]	0.4976270	0.3400275	0.6552265
sal + aou	Indian	(27,27.25]	0.8748126	0.8672415	0.8823836
sal + aou	Indian	(27.25,27.5]	0.9493077	0.9273403	0.9712751
sal + aou	Indian	(27.5,27.75]	0.9623145	0.9574237	0.9672054
sal + aou	Indian	(27.75,27.85]	0.9524525	0.9353426	0.9695624
sal + aou	Indian	(27.85,27.95]	0.9163359	0.8945043	0.9381675
sal + aou	Indian	(27.95,28.05]	0.7292666	0.6833350	0.7751981
sal + aou	Indian	(28.05,28.1]	0.3012611	0.1914565	0.4110657
sal + aou	Indian	(28.1, Inf]	0.6899077	0.5736374	0.8061780
sal + aou	Pacific	(-Inf,26]	-0.1354779	-0.1593322	-0.1116237
sal + aou	Pacific	(26,26.5]	-0.0613862	-0.1075110	-0.0152614
sal + aou	Pacific	(26.5,26.75]	0.2112363	0.1378298	0.2846428
sal + aou	Pacific	(26.75,27]	-0.1195478	-0.1514954	-0.0876003
sal + aou	Pacific	(27,27.25]	-0.2226071	-0.2493495	-0.1958646
sal + aou	Pacific	(27.25,27.5]	0.0336141	0.0157666	0.0514616
sal + aou	Pacific	(27.5,27.75]	0.1418622	0.0370237	0.2467008
sal + aou	Pacific	(27.75,27.85]	0.0464715	-0.1607602	0.2537033
sal + aou	Pacific	(27.85,27.95]	-0.1484471	-0.4185248	0.1216305
sal + aou	Pacific	(27.95,28.05]	-0.5758355	-0.7669517	-0.3847192
sal + aou	Pacific	(28.05,28.1]	-0.8855723	-0.8870385	-0.8841060
sal + aou	Pacific	(28.1, Inf]	-0.6076648	-0.7212781	-0.4940515
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4054841	-0.4345152	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5066900	-0.5264326	-0.4869474
sal + nitrate	Atlantic	(26.75,27]	-0.4555347	-0.5251059	-0.3859635
sal + nitrate	Atlantic	(27,27.25]	-0.5097242	-0.6019311	-0.4175174
sal + nitrate	Atlantic	(27.25,27.5]	-0.6080628	-0.7212764	-0.4948491
sal + nitrate	Atlantic	(27.5,27.75]	-0.7425800	-0.7563535	-0.7288065
sal + nitrate	Atlantic	(27.75,27.85]	-0.6752213	-0.7324682	-0.6179744
sal + nitrate	Atlantic	(27.85,27.95]	-0.7067894	-0.7650001	-0.6485788
sal + nitrate	Atlantic	(27.95,28.05]	-0.8037128	-0.8404605	-0.7669652
sal + nitrate	Atlantic	(28.05,28.1]	-0.8659347	-0.8784743	-0.8533951
sal + nitrate	Atlantic	(28.1,28.15]	-0.8719080	-0.8915096	-0.8523064
sal + nitrate	Atlantic	(28.15,28.2]	-0.9482367	-0.9497611	-0.9467123
sal + nitrate	Atlantic	(28.2, Inf]	-0.9223132	-0.9440390	-0.9005874
sal + nitrate	Indian	(-Inf,26]	-0.5684647	-0.7927326	-0.3441967
sal + nitrate	Indian	(26,26.5]	-0.8166728	-0.8579760	-0.7753696
sal + nitrate	Indian	(26.5,26.75]	-0.3671990	-0.5341833	-0.2002147
sal + nitrate	Indian	(26.75,27]	0.1401280	-0.0671750	0.3474311
sal + nitrate	Indian	(27,27.25]	0.5545491	0.5094825	0.5996157
sal + nitrate	Indian	(27.25,27.5]	0.7746108	0.7463887	0.8028328
sal + nitrate	Indian	(27.5,27.75]	0.8700241	0.8423703	0.8976779
sal + nitrate	Indian	(27.75,27.85]	0.7512137	0.6598014	0.8426260
sal + nitrate	Indian	(27.85,27.95]	0.6266865	0.5051033	0.7482697
sal + nitrate	Indian	(27.95,28.05]	0.2381727	0.0406766	0.4356688
sal + nitrate	Indian	(28.05,28.1]	-0.0573985	-0.3170397	0.2022428
sal + nitrate	Indian	(28.1, Inf]	-0.0139073	-0.2784686	0.2506540
sal + nitrate	Pacific	(-Inf,26]	-0.4351347	-0.4626604	-0.4076090
sal + nitrate	Pacific	(26,26.5]	-0.4793210	-0.5049853	-0.4536567
sal + nitrate	Pacific	(26.5,26.75]	-0.3266471	-0.4498540	-0.2034401
sal + nitrate	Pacific	(26.75,27]	-0.4260406	-0.4875046	-0.3645765
sal + nitrate	Pacific	(27,27.25]	-0.3493014	-0.3769652	-0.3216375
sal + nitrate	Pacific	(27.25,27.5]	-0.0001225	-0.0185964	0.0183514
sal + nitrate	Pacific	(27.5,27.75]	0.1176835	0.0243473	0.2110197
sal + nitrate	Pacific	(27.75,27.85]	0.0239144	-0.1646904	0.2125192
sal + nitrate	Pacific	(27.85,27.95]	-0.1934809	-0.4407488	0.0537869
sal + nitrate	Pacific	(27.95,28.05]	-0.6395471	-0.7912643	-0.4878298
sal + nitrate	Pacific	(28.05,28.1]	-0.9152791	-0.9156714	-0.9148868
sal + nitrate	Pacific	(28.1, Inf]	-0.7513111	-0.8250920	-0.6775301
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0923559	-0.1394337	-0.0452782
sal + oxygen	Atlantic	(26.5,26.75]	0.0178031	-0.0171121	0.0527182
sal + oxygen	Atlantic	(26.75,27]	-0.2074000	-0.2316603	-0.1831397
sal + oxygen	Atlantic	(27,27.25]	-0.2828867	-0.3139558	-0.2518175
sal + oxygen	Atlantic	(27.25,27.5]	-0.3445553	-0.5231245	-0.1659860
sal + oxygen	Atlantic	(27.5,27.75]	-0.0645006	-0.0998491	-0.0291521
sal + oxygen	Atlantic	(27.75,27.85]	0.1034745	0.0131596	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2376917	0.2034271	0.2719564
sal + oxygen	Atlantic	(27.95,28.05]	0.3912635	0.3307796	0.4517474
sal + oxygen	Atlantic	(28.05,28.1]	0.6190183	0.5590746	0.6789621
sal + oxygen	Atlantic	(28.1,28.15]	0.6855058	0.6651257	0.7058859
sal + oxygen	Atlantic	(28.15,28.2]	0.8856729	0.8767703	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4809080	0.3399992	0.6218168
sal + oxygen	Indian	(-Inf,26]	0.5353235	0.2754804	0.7951666
sal + oxygen	Indian	(26,26.5]	0.6641188	0.5774678	0.7507699
sal + oxygen	Indian	(26.5,26.75]	0.0080075	-0.1804949	0.1965099
sal + oxygen	Indian	(26.75,27]	-0.5810330	-0.7106762	-0.4513898
sal + oxygen	Indian	(27,27.25]	-0.9145334	-0.9158363	-0.9132306
sal + oxygen	Indian	(27.25,27.5]	-0.9651770	-0.9847299	-0.9456241
sal + oxygen	Indian	(27.5,27.75]	-0.9647075	-0.9661441	-0.9632710
sal + oxygen	Indian	(27.75,27.85]	-0.9590147	-0.9744360	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9363129	-0.9498320	-0.9227938
sal + oxygen	Indian	(27.95,28.05]	-0.8034082	-0.8282866	-0.7785299
sal + oxygen	Indian	(28.05,28.1]	-0.4104585	-0.4761938	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7845837	-0.8677212	-0.7014463
sal + oxygen	Pacific	(-Inf,26]	-0.2893931	-0.3574317	-0.2213545
sal + oxygen	Pacific	(26,26.5]	-0.1624033	-0.2159579	-0.1088487
sal + oxygen	Pacific	(26.5,26.75]	-0.4185318	-0.4759645	-0.3610991
sal + oxygen	Pacific	(26.75,27]	-0.0750120	-0.0971606	-0.0528634
sal + oxygen	Pacific	(27,27.25]	0.1255169	0.0944793	0.1565544
sal + oxygen	Pacific	(27.25,27.5]	-0.1063760	-0.1190708	-0.0936812
sal + oxygen	Pacific	(27.5,27.75]	-0.1987058	-0.3168505	-0.0805610
sal + oxygen	Pacific	(27.75,27.85]	-0.1106944	-0.3310381	0.1096493
sal + oxygen	Pacific	(27.85,27.95]	0.0934621	-0.1987647	0.3856889
sal + oxygen	Pacific	(27.95,28.05]	0.5472397	0.3298729	0.7646065
sal + oxygen	Pacific	(28.05,28.1]	0.8753621	0.8726637	0.8780605
sal + oxygen	Pacific	(28.1, Inf]	0.5421537	0.4148670	0.6694403
sal + phosphate	Atlantic	(-Inf,26]	-0.4984430	-0.5360908	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6475240	-0.6562545	-0.6387934
sal + phosphate	Atlantic	(26.5,26.75]	-0.6635060	-0.6750217	-0.6519902
sal + phosphate	Atlantic	(26.75,27]	-0.6013804	-0.6545956	-0.5481653
sal + phosphate	Atlantic	(27,27.25]	-0.6250088	-0.6973656	-0.5526521
sal + phosphate	Atlantic	(27.25,27.5]	-0.6957659	-0.7762766	-0.6152552
sal + phosphate	Atlantic	(27.5,27.75]	-0.7822091	-0.7926678	-0.7717504
sal + phosphate	Atlantic	(27.75,27.85]	-0.7065583	-0.7604595	-0.6526572
sal + phosphate	Atlantic	(27.85,27.95]	-0.7199811	-0.7788145	-0.6611478
sal + phosphate	Atlantic	(27.95,28.05]	-0.8121752	-0.8511494	-0.7732010
sal + phosphate	Atlantic	(28.05,28.1]	-0.8766916	-0.8899786	-0.8634046
sal + phosphate	Atlantic	(28.1,28.15]	-0.8865198	-0.9077867	-0.8652530
sal + phosphate	Atlantic	(28.15,28.2]	-0.9532319	-0.9543719	-0.9520920
sal + phosphate	Atlantic	(28.2, Inf]	-0.9261161	-0.9479201	-0.9043121
sal + phosphate	Indian	(-Inf,26]	-0.5164827	-0.7879325	-0.2450330
sal + phosphate	Indian	(26,26.5]	-0.7476682	-0.8514312	-0.6439052
sal + phosphate	Indian	(26.5,26.75]	-0.2937938	-0.5246190	-0.0629685
sal + phosphate	Indian	(26.75,27]	0.2225889	-0.0376324	0.4828102
sal + phosphate	Indian	(27,27.25]	0.6619645	0.5576223	0.7663067
sal + phosphate	Indian	(27.25,27.5]	0.8578285	0.8434351	0.8722220
sal + phosphate	Indian	(27.5,27.75]	0.9190447	0.8990732	0.9390162
sal + phosphate	Indian	(27.75,27.85]	0.8337527	0.7837131	0.8837924
sal + phosphate	Indian	(27.85,27.95]	0.6668031	0.5635676	0.7700386
sal + phosphate	Indian	(27.95,28.05]	0.2695545	0.0990600	0.4400490
sal + phosphate	Indian	(28.05,28.1]	-0.0359024	-0.2816146	0.2098099
sal + phosphate	Indian	(28.1, Inf]	-0.0290086	-0.2646303	0.2066132
sal + phosphate	Pacific	(-Inf,26]	-0.3402001	-0.3430349	-0.3373653
sal + phosphate	Pacific	(26,26.5]	-0.4263384	-0.4279559	-0.4247209
sal + phosphate	Pacific	(26.5,26.75]	-0.3075948	-0.4120830	-0.2031067
sal + phosphate	Pacific	(26.75,27]	-0.4325449	-0.4969811	-0.3681087
sal + phosphate	Pacific	(27,27.25]	-0.3480754	-0.3803228	-0.3158279
sal + phosphate	Pacific	(27.25,27.5]	-0.0001138	-0.0101366	0.0099089
sal + phosphate	Pacific	(27.5,27.75]	0.1222753	0.0300659	0.2144847
sal + phosphate	Pacific	(27.75,27.85]	0.0298185	-0.1591708	0.2188079
sal + phosphate	Pacific	(27.85,27.95]	-0.1985387	-0.4443639	0.0472865
sal + phosphate	Pacific	(27.95,28.05]	-0.6425390	-0.7973995	-0.4876785
sal + phosphate	Pacific	(28.05,28.1]	-0.9187395	-0.9192807	-0.9181984
sal + phosphate	Pacific	(28.1, Inf]	-0.7511571	-0.8272652	-0.6750490
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6027791	-0.6043792	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.5314637	-0.5439941	-0.5189333
sal + silicate	Atlantic	(26.75,27]	-0.4441388	-0.5245426	-0.3637350
sal + silicate	Atlantic	(27,27.25]	-0.5821262	-0.6325658	-0.5316866
sal + silicate	Atlantic	(27.25,27.5]	-0.7457506	-0.7958696	-0.6956316
sal + silicate	Atlantic	(27.5,27.75]	-0.8072851	-0.8153518	-0.7992184
sal + silicate	Atlantic	(27.75,27.85]	-0.7506962	-0.8427603	-0.6586321
sal + silicate	Atlantic	(27.85,27.95]	-0.7849486	-0.8470791	-0.7228182
sal + silicate	Atlantic	(27.95,28.05]	-0.8340500	-0.8679818	-0.8001183
sal + silicate	Atlantic	(28.05,28.1]	-0.8783004	-0.8838398	-0.8727610
sal + silicate	Atlantic	(28.1,28.15]	-0.8860582	-0.9028408	-0.8692757
sal + silicate	Atlantic	(28.15,28.2]	-0.9354426	-0.9367180	-0.9341672
sal + silicate	Atlantic	(28.2, Inf]	-0.8992472	-0.9377259	-0.8607686
sal + silicate	Indian	(-Inf,26]	-0.6954538	-0.8281115	-0.5627962
sal + silicate	Indian	(26,26.5]	-0.8287466	-0.8533107	-0.8041824
sal + silicate	Indian	(26.5,26.75]	-0.2058946	-0.3571986	-0.0545906
sal + silicate	Indian	(26.75,27]	0.4009227	0.2500272	0.5518182
sal + silicate	Indian	(27,27.25]	0.6764407	0.6624728	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7130920	0.6335418	0.7926421
sal + silicate	Indian	(27.5,27.75]	0.7712031	0.7028651	0.8395410
sal + silicate	Indian	(27.75,27.85]	0.8366039	0.7938038	0.8794041
sal + silicate	Indian	(27.85,27.95]	0.7311276	0.6287899	0.8334652
sal + silicate	Indian	(27.95,28.05]	0.4496485	0.2993028	0.5999942
sal + silicate	Indian	(28.05,28.1]	0.1131870	-0.0562069	0.2825808
sal + silicate	Indian	(28.1, Inf]	-0.0622772	-0.1895917	0.0650372
sal + silicate	Pacific	(-Inf,26]	-0.6308303	-0.6572254	-0.6044352
sal + silicate	Pacific	(26,26.5]	-0.6931024	-0.7082740	-0.6779308
sal + silicate	Pacific	(26.5,26.75]	-0.7143217	-0.7728187	-0.6558246
sal + silicate	Pacific	(26.75,27]	-0.7298185	-0.7567755	-0.7028614
sal + silicate	Pacific	(27,27.25]	-0.5482801	-0.5650066	-0.5315536
sal + silicate	Pacific	(27.25,27.5]	-0.2252644	-0.2518898	-0.1986390
sal + silicate	Pacific	(27.5,27.75]	0.0327523	-0.0222343	0.0877390
sal + silicate	Pacific	(27.75,27.85]	-0.0200034	-0.2046511	0.1646444
sal + silicate	Pacific	(27.85,27.95]	-0.1789826	-0.4105566	0.0525914
sal + silicate	Pacific	(27.95,28.05]	-0.5382955	-0.6715008	-0.4050901
sal + silicate	Pacific	(28.05,28.1]	-0.8470247	-0.8776578	-0.8163916
sal + silicate	Pacific	(28.1, Inf]	-0.7649117	-0.8466307	-0.6831928
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627531	0.9626434	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9854113	0.9829258	0.9878968
sal + temp	Atlantic	(26.75,27]	0.9735052	0.9717988	0.9752117
sal + temp	Atlantic	(27,27.25]	0.9786328	0.9775895	0.9796761
sal + temp	Atlantic	(27.25,27.5]	0.9744899	0.9713598	0.9776201
sal + temp	Atlantic	(27.5,27.75]	0.9619015	0.9572998	0.9665033
sal + temp	Atlantic	(27.75,27.85]	0.9738768	0.9665841	0.9811695
sal + temp	Atlantic	(27.85,27.95]	0.9592459	0.9591174	0.9593745
sal + temp	Atlantic	(27.95,28.05]	0.9412459	0.9279653	0.9545266
sal + temp	Atlantic	(28.05,28.1]	0.9657916	0.9568913	0.9746918
sal + temp	Atlantic	(28.1,28.15]	0.9543328	0.9293371	0.9793285
sal + temp	Atlantic	(28.15,28.2]	0.7410596	0.5563990	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3259095	0.1814745	0.4703445
sal + temp	Indian	(-Inf,26]	0.1527387	0.0733573	0.2321200
sal + temp	Indian	(26,26.5]	0.8539755	0.8472333	0.8607178
sal + temp	Indian	(26.5,26.75]	0.9564843	0.9520963	0.9608723
sal + temp	Indian	(26.75,27]	0.9685676	0.9618344	0.9753008
sal + temp	Indian	(27,27.25]	0.9568606	0.9534499	0.9602713
sal + temp	Indian	(27.25,27.5]	0.9481694	0.9330549	0.9632840
sal + temp	Indian	(27.5,27.75]	0.9086787	0.8782059	0.9391516
sal + temp	Indian	(27.75,27.85]	0.9414183	0.9223115	0.9605250
sal + temp	Indian	(27.85,27.95]	0.9430094	0.9400552	0.9459635
sal + temp	Indian	(27.95,28.05]	0.9413766	0.9271184	0.9556347
sal + temp	Indian	(28.05,28.1]	0.9190740	0.8928878	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9487018	0.9356123	0.9617912
sal + temp	Pacific	(-Inf,26]	0.6991729	0.6167852	0.7815607
sal + temp	Pacific	(26,26.5]	0.9431702	0.9360214	0.9503190
sal + temp	Pacific	(26.5,26.75]	0.9765410	0.9743515	0.9787305
sal + temp	Pacific	(26.75,27]	0.9726782	0.9692416	0.9761147
sal + temp	Pacific	(27,27.25]	0.9347168	0.9298029	0.9396306
sal + temp	Pacific	(27.25,27.5]	0.8022114	0.8010363	0.8033864
sal + temp	Pacific	(27.5,27.75]	0.6268785	0.5458030	0.7079541
sal + temp	Pacific	(27.75,27.85]	0.8186162	0.7566972	0.8805353
sal + temp	Pacific	(27.85,27.95]	0.7116068	0.5903707	0.8328430
sal + temp	Pacific	(27.95,28.05]	0.4184380	0.2560960	0.5807801
sal + temp	Pacific	(28.05,28.1]	0.0572268	-0.0370087	0.1514624
sal + temp	Pacific	(28.1, Inf]	-0.1678641	-0.2903623	-0.0453660
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2431474	-0.2671005	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2501968	-0.2696562	-0.2307374
temp + aou	Atlantic	(26.75,27]	-0.0078569	-0.0615047	0.0457908
temp + aou	Atlantic	(27,27.25]	0.0968122	0.0279938	0.1656306
temp + aou	Atlantic	(27.25,27.5]	0.1045071	-0.1382960	0.3473101
temp + aou	Atlantic	(27.5,27.75]	-0.2281247	-0.3007603	-0.1554891
temp + aou	Atlantic	(27.75,27.85]	-0.2999382	-0.3193515	-0.2805249
temp + aou	Atlantic	(27.85,27.95]	-0.3636406	-0.3755523	-0.3517288
temp + aou	Atlantic	(27.95,28.05]	-0.4712200	-0.5188718	-0.4235683
temp + aou	Atlantic	(28.05,28.1]	-0.6260315	-0.6501557	-0.6019074
temp + aou	Atlantic	(28.1,28.15]	-0.6054739	-0.6876065	-0.5233413
temp + aou	Atlantic	(28.15,28.2]	-0.5655595	-0.7806998	-0.3504192
temp + aou	Atlantic	(28.2, Inf]	0.3276035	0.3118477	0.3433594
temp + aou	Indian	(-Inf,26]	-0.3181365	-0.3517104	-0.2845626
temp + aou	Indian	(26,26.5]	-0.5291771	-0.5649327	-0.4934216
temp + aou	Indian	(26.5,26.75]	-0.0318649	-0.2020485	0.1383186
temp + aou	Indian	(26.75,27]	0.3729373	0.2045203	0.5413544
temp + aou	Indian	(27,27.25]	0.7656744	0.7158196	0.8155291
temp + aou	Indian	(27.25,27.5]	0.8806471	0.8573785	0.9039156
temp + aou	Indian	(27.5,27.75]	0.9120462	0.8928955	0.9311970
temp + aou	Indian	(27.75,27.85]	0.9358440	0.9194233	0.9522647
temp + aou	Indian	(27.85,27.95]	0.9065097	0.8922979	0.9207215
temp + aou	Indian	(27.95,28.05]	0.7670161	0.7458376	0.7881947
temp + aou	Indian	(28.05,28.1]	0.5081632	0.4138561	0.6024703
temp + aou	Indian	(28.1, Inf]	0.8044738	0.7480500	0.8608976
temp + aou	Pacific	(-Inf,26]	-0.2746626	-0.2847228	-0.2646024
temp + aou	Pacific	(26,26.5]	-0.1022825	-0.1556686	-0.0488964
temp + aou	Pacific	(26.5,26.75]	0.2300905	0.1785864	0.2815946
temp + aou	Pacific	(26.75,27]	-0.1121769	-0.1354485	-0.0889054
temp + aou	Pacific	(27,27.25]	-0.2689229	-0.2698634	-0.2679824
temp + aou	Pacific	(27.25,27.5]	-0.0513258	-0.0609090	-0.0417426
temp + aou	Pacific	(27.5,27.75]	0.1899428	0.0489983	0.3308872
temp + aou	Pacific	(27.75,27.85]	0.2060956	0.0266585	0.3855328
temp + aou	Pacific	(27.85,27.95]	0.1442843	-0.0963047	0.3848732
temp + aou	Pacific	(27.95,28.05]	-0.0021856	-0.2357833	0.2314122
temp + aou	Pacific	(28.05,28.1]	0.0383219	-0.1533910	0.2300348
temp + aou	Pacific	(28.1, Inf]	0.8077984	0.7943024	0.8212943
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4757085	-0.5021547	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5112016	-0.5346397	-0.4877636
temp + nitrate	Atlantic	(26.75,27]	-0.3938997	-0.4480080	-0.3397915
temp + nitrate	Atlantic	(27,27.25]	-0.4437244	-0.5421639	-0.3452850
temp + nitrate	Atlantic	(27.25,27.5]	-0.5510166	-0.6722233	-0.4298099
temp + nitrate	Atlantic	(27.5,27.75]	-0.6816939	-0.7191987	-0.6441892
temp + nitrate	Atlantic	(27.75,27.85]	-0.6281820	-0.6424718	-0.6138922
temp + nitrate	Atlantic	(27.85,27.95]	-0.6527575	-0.6878883	-0.6176266
temp + nitrate	Atlantic	(27.95,28.05]	-0.7138017	-0.7300934	-0.6975100
temp + nitrate	Atlantic	(28.05,28.1]	-0.7767747	-0.7971935	-0.7563558
temp + nitrate	Atlantic	(28.1,28.15]	-0.7293843	-0.8028078	-0.6559608
temp + nitrate	Atlantic	(28.15,28.2]	-0.5922564	-0.8041534	-0.3803594
temp + nitrate	Atlantic	(28.2, Inf]	-0.0469544	-0.1389454	0.0450366
temp + nitrate	Indian	(-Inf,26]	-0.3698277	-0.3982740	-0.3413814
temp + nitrate	Indian	(26,26.5]	-0.6445132	-0.6486548	-0.6403715
temp + nitrate	Indian	(26.5,26.75]	-0.3078187	-0.4574863	-0.1581512
temp + nitrate	Indian	(26.75,27]	0.0048466	-0.2061633	0.2158565
temp + nitrate	Indian	(27,27.25]	0.3822427	0.2773634	0.4871220
temp + nitrate	Indian	(27.25,27.5]	0.6295303	0.5799322	0.6791285
temp + nitrate	Indian	(27.5,27.75]	0.7806265	0.7227926	0.8384604
temp + nitrate	Indian	(27.75,27.85]	0.7470957	0.6775949	0.8165965
temp + nitrate	Indian	(27.85,27.95]	0.6229771	0.5242736	0.7216806
temp + nitrate	Indian	(27.95,28.05]	0.3017010	0.1442778	0.4591241
temp + nitrate	Indian	(28.05,28.1]	0.1736863	-0.0745206	0.4218932
temp + nitrate	Indian	(28.1, Inf]	0.1328024	-0.0605901	0.3261950
temp + nitrate	Pacific	(-Inf,26]	-0.5456271	-0.5766149	-0.5146394
temp + nitrate	Pacific	(26,26.5]	-0.5416733	-0.5683186	-0.5150280
temp + nitrate	Pacific	(26.5,26.75]	-0.3327278	-0.4359549	-0.2295007
temp + nitrate	Pacific	(26.75,27]	-0.4437866	-0.4954264	-0.3921469
temp + nitrate	Pacific	(27,27.25]	-0.4252731	-0.4269907	-0.4235555
temp + nitrate	Pacific	(27.25,27.5]	-0.1340070	-0.1468187	-0.1211953
temp + nitrate	Pacific	(27.5,27.75]	0.1491755	0.0180423	0.2803086
temp + nitrate	Pacific	(27.75,27.85]	0.1818323	0.0134631	0.3502014
temp + nitrate	Pacific	(27.85,27.95]	0.1023534	-0.1203854	0.3250922
temp + nitrate	Pacific	(27.95,28.05]	-0.0623780	-0.2576495	0.1328934
temp + nitrate	Pacific	(28.05,28.1]	-0.0018886	-0.1978793	0.1941021
temp + nitrate	Pacific	(28.1, Inf]	0.6545593	0.6450293	0.6640892
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0464463	-0.1013846	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0113596	-0.0251160	0.0478353
temp + oxygen	Atlantic	(26.75,27]	-0.2667808	-0.2796777	-0.2538840
temp + oxygen	Atlantic	(27,27.25]	-0.3550220	-0.3884531	-0.3215909
temp + oxygen	Atlantic	(27.25,27.5]	-0.4040716	-0.5862265	-0.2219166
temp + oxygen	Atlantic	(27.5,27.75]	-0.1559699	-0.2170583	-0.0948814
temp + oxygen	Atlantic	(27.75,27.85]	0.0143159	-0.0178302	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1404433	0.1403642	0.1405225
temp + oxygen	Atlantic	(27.95,28.05]	0.2434346	0.1430469	0.3438222
temp + oxygen	Atlantic	(28.05,28.1]	0.4791062	0.4202190	0.5379934
temp + oxygen	Atlantic	(28.1,28.15]	0.4891094	0.4006414	0.5775774
temp + oxygen	Atlantic	(28.15,28.2]	0.4855626	0.2426898	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.4951628	-0.5177201	-0.4726055
temp + oxygen	Indian	(-Inf,26]	0.1988856	0.1492261	0.2485451
temp + oxygen	Indian	(26,26.5]	0.4635187	0.4291174	0.4979200
temp + oxygen	Indian	(26.5,26.75]	-0.0537841	-0.2149520	0.1073839
temp + oxygen	Indian	(26.75,27]	-0.4649434	-0.6066578	-0.3232289
temp + oxygen	Indian	(27,27.25]	-0.8256043	-0.8609013	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9173640	-0.9342266	-0.9005014
temp + oxygen	Indian	(27.5,27.75]	-0.9411781	-0.9554952	-0.9268610
temp + oxygen	Indian	(27.75,27.85]	-0.9596368	-0.9700350	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9430391	-0.9510305	-0.9350477
temp + oxygen	Indian	(27.95,28.05]	-0.8466921	-0.8531659	-0.8402183
temp + oxygen	Indian	(28.05,28.1]	-0.6097027	-0.6634145	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8840037	-0.9162638	-0.8517436
temp + oxygen	Pacific	(-Inf,26]	-0.2824395	-0.3000912	-0.2647879
temp + oxygen	Pacific	(26,26.5]	-0.1357175	-0.1996411	-0.0717939
temp + oxygen	Pacific	(26.5,26.75]	-0.4431226	-0.4805013	-0.4057439
temp + oxygen	Pacific	(26.75,27]	-0.0877787	-0.1014635	-0.0740940
temp + oxygen	Pacific	(27,27.25]	0.1665249	0.1611524	0.1718974
temp + oxygen	Pacific	(27.25,27.5]	-0.0381558	-0.0416431	-0.0346684
temp + oxygen	Pacific	(27.5,27.75]	-0.2775515	-0.4288699	-0.1262331
temp + oxygen	Pacific	(27.75,27.85]	-0.2810103	-0.4690526	-0.0929680
temp + oxygen	Pacific	(27.85,27.95]	-0.2145581	-0.4672993	0.0381831
temp + oxygen	Pacific	(27.95,28.05]	-0.0587159	-0.3061546	0.1887229
temp + oxygen	Pacific	(28.05,28.1]	-0.0678054	-0.2623867	0.1267758
temp + oxygen	Pacific	(28.1, Inf]	-0.8539974	-0.8700510	-0.8379439
temp + phosphate	Atlantic	(-Inf,26]	-0.4312768	-0.4724050	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.6778778	-0.6859232	-0.6698325
temp + phosphate	Atlantic	(26.5,26.75]	-0.6591614	-0.6757178	-0.6426050
temp + phosphate	Atlantic	(26.75,27]	-0.5336519	-0.5732647	-0.4940391
temp + phosphate	Atlantic	(27,27.25]	-0.5579489	-0.6361543	-0.4797435
temp + phosphate	Atlantic	(27.25,27.5]	-0.6439357	-0.7311159	-0.5567555
temp + phosphate	Atlantic	(27.5,27.75]	-0.7255935	-0.7563775	-0.6948095
temp + phosphate	Atlantic	(27.75,27.85]	-0.6618846	-0.6747972	-0.6489720
temp + phosphate	Atlantic	(27.85,27.95]	-0.6672088	-0.7044504	-0.6299673
temp + phosphate	Atlantic	(27.95,28.05]	-0.7246440	-0.7426034	-0.7066846
temp + phosphate	Atlantic	(28.05,28.1]	-0.7893687	-0.8094051	-0.7693324
temp + phosphate	Atlantic	(28.1,28.15]	-0.7492247	-0.8236779	-0.6747715
temp + phosphate	Atlantic	(28.15,28.2]	-0.6019160	-0.8108916	-0.3929405
temp + phosphate	Atlantic	(28.2, Inf]	-0.0528654	-0.1490069	0.0432761
temp + phosphate	Indian	(-Inf,26]	-0.3460679	-0.3921548	-0.2999810
temp + phosphate	Indian	(26,26.5]	-0.5886000	-0.6486311	-0.5285688
temp + phosphate	Indian	(26.5,26.75]	-0.2465869	-0.4460092	-0.0471647
temp + phosphate	Indian	(26.75,27]	0.0791621	-0.1743443	0.3326685
temp + phosphate	Indian	(27,27.25]	0.4834044	0.3313380	0.6354708
temp + phosphate	Indian	(27.25,27.5]	0.7107127	0.6352510	0.7861744
temp + phosphate	Indian	(27.5,27.75]	0.8302108	0.7915625	0.8688592
temp + phosphate	Indian	(27.75,27.85]	0.7832958	0.7378523	0.8287394
temp + phosphate	Indian	(27.85,27.95]	0.6176079	0.5380846	0.6971311
temp + phosphate	Indian	(27.95,28.05]	0.3209761	0.1937787	0.4481735
temp + phosphate	Indian	(28.05,28.1]	0.1964972	-0.0338728	0.4268672
temp + phosphate	Indian	(28.1, Inf]	0.1198971	-0.0410845	0.2808787
temp + phosphate	Pacific	(-Inf,26]	-0.4483484	-0.4642013	-0.4324955
temp + phosphate	Pacific	(26,26.5]	-0.4908270	-0.4922333	-0.4894206
temp + phosphate	Pacific	(26.5,26.75]	-0.3170284	-0.4029183	-0.2311385
temp + phosphate	Pacific	(26.75,27]	-0.4429979	-0.4991389	-0.3868570
temp + phosphate	Pacific	(27,27.25]	-0.4144079	-0.4220346	-0.4067813
temp + phosphate	Pacific	(27.25,27.5]	-0.1238465	-0.1261993	-0.1214937
temp + phosphate	Pacific	(27.5,27.75]	0.1556953	0.0281745	0.2832162
temp + phosphate	Pacific	(27.75,27.85]	0.1809928	0.0134111	0.3485744
temp + phosphate	Pacific	(27.85,27.95]	0.0986391	-0.1214232	0.3187015
temp + phosphate	Pacific	(27.95,28.05]	-0.0643910	-0.2614843	0.1327022
temp + phosphate	Pacific	(28.05,28.1]	0.0145833	-0.1657528	0.1949194
temp + phosphate	Pacific	(28.1, Inf]	0.6634193	0.6619532	0.6648853
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223244	-0.6232738	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5346134	-0.5479805	-0.5212463
temp + silicate	Atlantic	(26.75,27]	-0.4088232	-0.4770807	-0.3405657
temp + silicate	Atlantic	(27,27.25]	-0.5532367	-0.6122462	-0.4942272
temp + silicate	Atlantic	(27.25,27.5]	-0.7636560	-0.8058383	-0.7214738
temp + silicate	Atlantic	(27.5,27.75]	-0.8336642	-0.8388604	-0.8284679
temp + silicate	Atlantic	(27.75,27.85]	-0.7518516	-0.8141657	-0.6895376
temp + silicate	Atlantic	(27.85,27.95]	-0.7601834	-0.7999094	-0.7204574
temp + silicate	Atlantic	(27.95,28.05]	-0.7638078	-0.7743725	-0.7532431
temp + silicate	Atlantic	(28.05,28.1]	-0.7924801	-0.8011699	-0.7837903
temp + silicate	Atlantic	(28.1,28.15]	-0.7468692	-0.8152243	-0.6785140
temp + silicate	Atlantic	(28.15,28.2]	-0.5694239	-0.7823070	-0.3565408
temp + silicate	Atlantic	(28.2, Inf]	-0.0350210	-0.1122254	0.0421833
temp + silicate	Indian	(-Inf,26]	-0.5073872	-0.5691789	-0.4455955
temp + silicate	Indian	(26,26.5]	-0.6333291	-0.6538078	-0.6128504
temp + silicate	Indian	(26.5,26.75]	-0.1323368	-0.2630100	-0.0016636
temp + silicate	Indian	(26.75,27]	0.2744308	0.1184817	0.4303800
temp + silicate	Indian	(27,27.25]	0.5168834	0.4867802	0.5469866
temp + silicate	Indian	(27.25,27.5]	0.5716192	0.5649893	0.5782490
temp + silicate	Indian	(27.5,27.75]	0.6108481	0.6092296	0.6124667
temp + silicate	Indian	(27.75,27.85]	0.7201925	0.6277590	0.8126260
temp + silicate	Indian	(27.85,27.95]	0.6094701	0.5055008	0.7134393
temp + silicate	Indian	(27.95,28.05]	0.4153896	0.3056521	0.5251271
temp + silicate	Indian	(28.05,28.1]	0.3299072	0.1699302	0.4898842
temp + silicate	Indian	(28.1, Inf]	0.0199826	-0.0605091	0.1004744
temp + silicate	Pacific	(-Inf,26]	-0.5972601	-0.6466293	-0.5478910
temp + silicate	Pacific	(26,26.5]	-0.7227428	-0.7458871	-0.6995985
temp + silicate	Pacific	(26.5,26.75]	-0.7022589	-0.7541053	-0.6504126
temp + silicate	Pacific	(26.75,27]	-0.7186986	-0.7430481	-0.6943492
temp + silicate	Pacific	(27,27.25]	-0.5825179	-0.5891222	-0.5759135
temp + silicate	Pacific	(27.25,27.5]	-0.3589927	-0.3813123	-0.3366730
temp + silicate	Pacific	(27.5,27.75]	-0.0927032	-0.1948986	0.0094921
temp + silicate	Pacific	(27.75,27.85]	0.0587530	-0.1153824	0.2328884
temp + silicate	Pacific	(27.85,27.95]	0.0072416	-0.2323947	0.2468779
temp + silicate	Pacific	(27.95,28.05]	-0.1577494	-0.4104381	0.0949394
temp + silicate	Pacific	(28.05,28.1]	-0.0017036	-0.1925423	0.1891351
temp + silicate	Pacific	(28.1, Inf]	0.4283977	0.4004965	0.4562989

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
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]	0.4630337	0.4254655	0.5006019
aou	Atlantic	(26,26.5]	-0.3987818	-0.4820557	-0.3155078
aou	Atlantic	(26.5,26.75]	-0.5866403	-0.5989409	-0.5743396
aou	Atlantic	(26.75,27]	-0.4060741	-0.4334400	-0.3787082
aou	Atlantic	(27,27.25]	-0.3544252	-0.3745070	-0.3343434
aou	Atlantic	(27.25,27.5]	-0.3813899	-0.5387487	-0.2240311
aou	Atlantic	(27.5,27.75]	-0.7282123	-0.7366727	-0.7197519
aou	Atlantic	(27.75,27.85]	-0.8821781	-0.8995620	-0.8647943
aou	Atlantic	(27.85,27.95]	-0.9089757	-0.9189330	-0.8990184
aou	Atlantic	(27.95,28.05]	-0.8860553	-0.9178825	-0.8542282
aou	Atlantic	(28.05,28.1]	-0.9028332	-0.9140277	-0.8916387
aou	Atlantic	(28.1,28.15]	-0.9228417	-0.9252777	-0.9204056
aou	Atlantic	(28.15,28.2]	-0.9587382	-0.9603596	-0.9571167
aou	Atlantic	(28.2, Inf]	-0.7490812	-0.8372611	-0.6609012
aou	Indian	(-Inf,26]	-0.8480307	-0.8753642	-0.8206971
aou	Indian	(26,26.5]	-0.9718473	-0.9805805	-0.9631142
aou	Indian	(26.5,26.75]	-0.8732148	-0.8974401	-0.8489894
aou	Indian	(26.75,27]	-0.7315637	-0.8140445	-0.6490829
aou	Indian	(27,27.25]	-0.4711944	-0.6468745	-0.2955142
aou	Indian	(27.25,27.5]	-0.1148546	-0.1987614	-0.0309478
aou	Indian	(27.5,27.75]	0.0233377	-0.1418951	0.1885704
aou	Indian	(27.75,27.85]	-0.2132437	-0.3601536	-0.0663339
aou	Indian	(27.85,27.95]	-0.1754157	-0.3773887	0.0265573
aou	Indian	(27.95,28.05]	-0.2831501	-0.4202772	-0.1460230
aou	Indian	(28.05,28.1]	-0.3533098	-0.4262356	-0.2803841
aou	Indian	(28.1, Inf]	0.2957174	0.2879236	0.3035112
aou	Pacific	(-Inf,26]	-0.2527324	-0.2817002	-0.2237646
aou	Pacific	(26,26.5]	-0.7084552	-0.7393029	-0.6776076
aou	Pacific	(26.5,26.75]	-0.5091553	-0.5887501	-0.4295605
aou	Pacific	(26.75,27]	-0.7803729	-0.8543071	-0.7064386
aou	Pacific	(27,27.25]	-0.6842289	-0.7278948	-0.6405630
aou	Pacific	(27.25,27.5]	0.0521443	-0.0353800	0.1396685
aou	Pacific	(27.5,27.75]	0.3832329	0.2601669	0.5062989
aou	Pacific	(27.75,27.85]	0.4381757	0.3245095	0.5518419
aou	Pacific	(27.85,27.95]	0.2591141	0.0629194	0.4553087
aou	Pacific	(27.95,28.05]	-0.1668182	-0.3798334	0.0461970
aou	Pacific	(28.05,28.1]	-0.3702014	-0.5712618	-0.1691409
aou	Pacific	(28.1, Inf]	-0.2909558	-0.4369398	-0.1449719
nitrate	Atlantic	(-Inf,26]	0.2168094	0.1874178	0.2462011
nitrate	Atlantic	(26,26.5]	-0.6120087	-0.6867416	-0.5372758
nitrate	Atlantic	(26.5,26.75]	-0.7853458	-0.7993651	-0.7713264
nitrate	Atlantic	(26.75,27]	-0.7677080	-0.8024704	-0.7329456
nitrate	Atlantic	(27,27.25]	-0.8153323	-0.8544078	-0.7762568
nitrate	Atlantic	(27.25,27.5]	-0.9004378	-0.9393735	-0.8615021
nitrate	Atlantic	(27.5,27.75]	-0.9780049	-0.9791198	-0.9768900
nitrate	Atlantic	(27.75,27.85]	-0.9804687	-0.9817593	-0.9791781
nitrate	Atlantic	(27.85,27.95]	-0.9680936	-0.9689936	-0.9671935
nitrate	Atlantic	(27.95,28.05]	-0.9537057	-0.9560123	-0.9513991
nitrate	Atlantic	(28.05,28.1]	-0.9442453	-0.9509497	-0.9375408
nitrate	Atlantic	(28.1,28.15]	-0.9528491	-0.9539363	-0.9517619
nitrate	Atlantic	(28.15,28.2]	-0.9785926	-0.9814775	-0.9757076
nitrate	Atlantic	(28.2, Inf]	-0.9700243	-0.9797833	-0.9602653
nitrate	Indian	(-Inf,26]	-0.8304642	-0.8525441	-0.8083842
nitrate	Indian	(26,26.5]	-0.9621631	-0.9687116	-0.9556146
nitrate	Indian	(26.5,26.75]	-0.9455539	-0.9511604	-0.9399475
nitrate	Indian	(26.75,27]	-0.8913531	-0.9012258	-0.8814804
nitrate	Indian	(27,27.25]	-0.7216482	-0.7564209	-0.6868756
nitrate	Indian	(27.25,27.5]	-0.2506586	-0.2812263	-0.2200910
nitrate	Indian	(27.5,27.75]	-0.0163259	-0.1392014	0.1065497
nitrate	Indian	(27.75,27.85]	-0.3602186	-0.4806372	-0.2398000
nitrate	Indian	(27.85,27.95]	-0.4578397	-0.5630988	-0.3525806
nitrate	Indian	(27.95,28.05]	-0.6332935	-0.6495066	-0.6170805
nitrate	Indian	(28.05,28.1]	-0.5623429	-0.5906417	-0.5340442
nitrate	Indian	(28.1, Inf]	-0.2361594	-0.3244969	-0.1478219
nitrate	Pacific	(-Inf,26]	-0.3188688	-0.3238146	-0.3139229
nitrate	Pacific	(26,26.5]	-0.8904208	-0.9077205	-0.8731211
nitrate	Pacific	(26.5,26.75]	-0.8348667	-0.8576498	-0.8120836
nitrate	Pacific	(26.75,27]	-0.8990254	-0.9260305	-0.8720203
nitrate	Pacific	(27,27.25]	-0.7281846	-0.7626095	-0.6937597
nitrate	Pacific	(27.25,27.5]	-0.0256734	-0.1124536	0.0611068
nitrate	Pacific	(27.5,27.75]	0.3000645	0.1788344	0.4212946
nitrate	Pacific	(27.75,27.85]	0.3872549	0.2772751	0.4972348
nitrate	Pacific	(27.85,27.95]	0.2156287	0.0273181	0.4039393
nitrate	Pacific	(27.95,28.05]	-0.2142425	-0.4269540	-0.0015310
nitrate	Pacific	(28.05,28.1]	-0.3907803	-0.5868849	-0.1946757
nitrate	Pacific	(28.1, Inf]	-0.3609203	-0.4974030	-0.2244375
oxygen	Atlantic	(-Inf,26]	-0.3670572	-0.4356656	-0.2984487
oxygen	Atlantic	(26,26.5]	0.1751395	0.0656604	0.2846185
oxygen	Atlantic	(26.5,26.75]	0.4029109	0.3874794	0.4183424
oxygen	Atlantic	(26.75,27]	0.2076755	0.1972180	0.2181330
oxygen	Atlantic	(27,27.25]	0.1293438	0.1199967	0.1386909
oxygen	Atlantic	(27.25,27.5]	0.1064448	-0.0262588	0.2391485
oxygen	Atlantic	(27.5,27.75]	0.4447925	0.4426399	0.4469451
oxygen	Atlantic	(27.75,27.85]	0.7275883	0.6940268	0.7611498
oxygen	Atlantic	(27.85,27.95]	0.8123150	0.7891799	0.8354501
oxygen	Atlantic	(27.95,28.05]	0.7849676	0.7059885	0.8639467
oxygen	Atlantic	(28.05,28.1]	0.8560159	0.8190209	0.8930108
oxygen	Atlantic	(28.1,28.15]	0.8933584	0.8869765	0.8997404
oxygen	Atlantic	(28.15,28.2]	0.9553827	0.9545904	0.9561750
oxygen	Atlantic	(28.2, Inf]	0.6441463	0.5290003	0.7592923
oxygen	Indian	(-Inf,26]	0.8880782	0.8604568	0.9156995
oxygen	Indian	(26,26.5]	0.9679998	0.9599392	0.9760604
oxygen	Indian	(26.5,26.75]	0.8359468	0.8035743	0.8683194
oxygen	Indian	(26.75,27]	0.6665481	0.5593206	0.7737757
oxygen	Indian	(27,27.25]	0.4007330	0.1972050	0.6042611
oxygen	Indian	(27.25,27.5]	0.0867218	-0.0187566	0.1922002
oxygen	Indian	(27.5,27.75]	-0.0003025	-0.1700200	0.1694151
oxygen	Indian	(27.75,27.85]	0.2072643	0.0602010	0.3543276
oxygen	Indian	(27.85,27.95]	0.1348628	-0.0739977	0.3437233
oxygen	Indian	(27.95,28.05]	0.2087269	0.0507285	0.3667253
oxygen	Indian	(28.05,28.1]	0.3025519	0.1948786	0.4102252
oxygen	Indian	(28.1, Inf]	-0.3638372	-0.3708651	-0.3568094
oxygen	Pacific	(-Inf,26]	0.4162260	0.3416571	0.4907948
oxygen	Pacific	(26,26.5]	0.5531782	0.5011432	0.6052132
oxygen	Pacific	(26.5,26.75]	0.3306271	0.2331828	0.4280714
oxygen	Pacific	(26.75,27]	0.6824464	0.5851368	0.7797560
oxygen	Pacific	(27,27.25]	0.6806513	0.6328020	0.7285007
oxygen	Pacific	(27.25,27.5]	-0.0091690	-0.1011449	0.0828068
oxygen	Pacific	(27.5,27.75]	-0.3330752	-0.4661468	-0.2000036
oxygen	Pacific	(27.75,27.85]	-0.3992634	-0.5187958	-0.2797311
oxygen	Pacific	(27.85,27.95]	-0.2328144	-0.4334302	-0.0321985
oxygen	Pacific	(27.95,28.05]	0.1679235	-0.0395791	0.3754262
oxygen	Pacific	(28.05,28.1]	0.3620644	0.1623895	0.5617393
oxygen	Pacific	(28.1, Inf]	0.2644138	0.1229292	0.4058984
phosphate	Atlantic	(-Inf,26]	-0.0078134	-0.0725173	0.0568905
phosphate	Atlantic	(26,26.5]	-0.7840807	-0.8247567	-0.7434048
phosphate	Atlantic	(26.5,26.75]	-0.8782245	-0.8865874	-0.8698617
phosphate	Atlantic	(26.75,27]	-0.8543593	-0.8742367	-0.8344818
phosphate	Atlantic	(27,27.25]	-0.8879012	-0.9106013	-0.8652012
phosphate	Atlantic	(27.25,27.5]	-0.9459281	-0.9646840	-0.9271722
phosphate	Atlantic	(27.5,27.75]	-0.9880158	-0.9889591	-0.9870724
phosphate	Atlantic	(27.75,27.85]	-0.9854678	-0.9868522	-0.9840835
phosphate	Atlantic	(27.85,27.95]	-0.9733937	-0.9769628	-0.9698246
phosphate	Atlantic	(27.95,28.05]	-0.9603659	-0.9611158	-0.9596160
phosphate	Atlantic	(28.05,28.1]	-0.9518209	-0.9543488	-0.9492930
phosphate	Atlantic	(28.1,28.15]	-0.9592434	-0.9599974	-0.9584894
phosphate	Atlantic	(28.15,28.2]	-0.9805338	-0.9834051	-0.9776625
phosphate	Atlantic	(28.2, Inf]	-0.9769982	-0.9855353	-0.9684612
phosphate	Indian	(-Inf,26]	-0.8510220	-0.8836519	-0.8183921
phosphate	Indian	(26,26.5]	-0.9784391	-0.9882135	-0.9686647
phosphate	Indian	(26.5,26.75]	-0.9598820	-0.9676338	-0.9521302
phosphate	Indian	(26.75,27]	-0.9063355	-0.9318886	-0.8807824
phosphate	Indian	(27,27.25]	-0.7527028	-0.8277747	-0.6776309
phosphate	Indian	(27.25,27.5]	-0.3404327	-0.3796309	-0.3012344
phosphate	Indian	(27.5,27.75]	-0.1237455	-0.2709477	0.0234566
phosphate	Indian	(27.75,27.85]	-0.4362625	-0.5436952	-0.3288297
phosphate	Indian	(27.85,27.95]	-0.5118795	-0.6177343	-0.4060247
phosphate	Indian	(27.95,28.05]	-0.6607642	-0.6824238	-0.6391046
phosphate	Indian	(28.05,28.1]	-0.5981644	-0.6294745	-0.5668543
phosphate	Indian	(28.1, Inf]	-0.3467051	-0.4315262	-0.2618841
phosphate	Pacific	(-Inf,26]	-0.3835015	-0.3848557	-0.3821474
phosphate	Pacific	(26,26.5]	-0.9236364	-0.9255302	-0.9217426
phosphate	Pacific	(26.5,26.75]	-0.8830444	-0.9008474	-0.8652414
phosphate	Pacific	(26.75,27]	-0.9247576	-0.9440017	-0.9055134
phosphate	Pacific	(27,27.25]	-0.7481371	-0.7801091	-0.7161652
phosphate	Pacific	(27.25,27.5]	-0.0420198	-0.1315046	0.0474650
phosphate	Pacific	(27.5,27.75]	0.2731967	0.1514605	0.3949328
phosphate	Pacific	(27.75,27.85]	0.3463279	0.2352606	0.4573953
phosphate	Pacific	(27.85,27.95]	0.1639890	-0.0229808	0.3509588
phosphate	Pacific	(27.95,28.05]	-0.2976848	-0.4867564	-0.1086132
phosphate	Pacific	(28.05,28.1]	-0.5035486	-0.6625598	-0.3445374
phosphate	Pacific	(28.1, Inf]	-0.4628619	-0.5797590	-0.3459648
sal	Atlantic	(-Inf,26]	0.1548759	0.0823831	0.2273686
sal	Atlantic	(26,26.5]	0.8168346	0.8014278	0.8322413
sal	Atlantic	(26.5,26.75]	0.8492272	0.8261135	0.8723410
sal	Atlantic	(26.75,27]	0.7999204	0.7967286	0.8031123
sal	Atlantic	(27,27.25]	0.8389227	0.8147077	0.8631376
sal	Atlantic	(27.25,27.5]	0.8442369	0.8225087	0.8659650
sal	Atlantic	(27.5,27.75]	0.8140632	0.8019607	0.8261657
sal	Atlantic	(27.75,27.85]	0.7018437	0.6725887	0.7310987
sal	Atlantic	(27.85,27.95]	0.6558245	0.6056404	0.7060085
sal	Atlantic	(27.95,28.05]	0.7299497	0.6710169	0.7888824
sal	Atlantic	(28.05,28.1]	0.7747175	0.7473163	0.8021187
sal	Atlantic	(28.1,28.15]	0.7956493	0.7645114	0.8267872
sal	Atlantic	(28.15,28.2]	0.9060705	0.8979636	0.9141775
sal	Atlantic	(28.2, Inf]	0.9372973	0.9170629	0.9575318
sal	Indian	(-Inf,26]	0.5673587	0.2734366	0.8612807
sal	Indian	(26,26.5]	0.7381831	0.6569453	0.8194210
sal	Indian	(26.5,26.75]	0.4463912	0.2205045	0.6722779
sal	Indian	(26.75,27]	0.0999915	-0.2324584	0.4324413
sal	Indian	(27,27.25]	-0.1659177	-0.4835379	0.1517025
sal	Indian	(27.25,27.5]	-0.1302120	-0.3426259	0.0822019
sal	Indian	(27.5,27.75]	-0.0200048	-0.2990188	0.2590092
sal	Indian	(27.75,27.85]	-0.1520055	-0.3551204	0.0511094
sal	Indian	(27.85,27.95]	0.0257471	-0.2362694	0.2877636
sal	Indian	(27.95,28.05]	0.2050308	-0.0112094	0.4212710
sal	Indian	(28.05,28.1]	0.2453589	-0.0150554	0.5057732
sal	Indian	(28.1, Inf]	0.5041417	0.4441986	0.5640849
sal	Pacific	(-Inf,26]	0.0711643	0.0514362	0.0908925
sal	Pacific	(26,26.5]	0.5894972	0.5614923	0.6175021
sal	Pacific	(26.5,26.75]	0.5566336	0.4539859	0.6592813
sal	Pacific	(26.75,27]	0.4681485	0.3594112	0.5768857
sal	Pacific	(27,27.25]	0.0419793	-0.0017299	0.0856885
sal	Pacific	(27.25,27.5]	-0.5888423	-0.6075754	-0.5701092
sal	Pacific	(27.5,27.75]	-0.3681673	-0.3836901	-0.3526446
sal	Pacific	(27.75,27.85]	-0.4134004	-0.4997249	-0.3270758
sal	Pacific	(27.85,27.95]	-0.2718385	-0.3394921	-0.2041850
sal	Pacific	(27.95,28.05]	0.2257539	0.1330203	0.3184875
sal	Pacific	(28.05,28.1]	0.4454850	0.3048822	0.5860878
sal	Pacific	(28.1, Inf]	0.3439341	0.2861763	0.4016920
silicate	Atlantic	(-Inf,26]	-0.0447133	-0.0495101	-0.0399164
silicate	Atlantic	(26,26.5]	-0.7536278	-0.7960522	-0.7112035
silicate	Atlantic	(26.5,26.75]	-0.7822076	-0.8037775	-0.7606377
silicate	Atlantic	(26.75,27]	-0.6805071	-0.6985014	-0.6625129
silicate	Atlantic	(27,27.25]	-0.8147058	-0.8269985	-0.8024131
silicate	Atlantic	(27.25,27.5]	-0.8781416	-0.9001974	-0.8560858
silicate	Atlantic	(27.5,27.75]	-0.8654859	-0.8896840	-0.8412878
silicate	Atlantic	(27.75,27.85]	-0.9059749	-0.9216414	-0.8903084
silicate	Atlantic	(27.85,27.95]	-0.9152889	-0.9220124	-0.9085653
silicate	Atlantic	(27.95,28.05]	-0.9200515	-0.9212959	-0.9188072
silicate	Atlantic	(28.05,28.1]	-0.9234940	-0.9291713	-0.9178166
silicate	Atlantic	(28.1,28.15]	-0.9411234	-0.9425842	-0.9396627
silicate	Atlantic	(28.15,28.2]	-0.9738659	-0.9794342	-0.9682975
silicate	Atlantic	(28.2, Inf]	-0.9520059	-0.9755659	-0.9284458
silicate	Indian	(-Inf,26]	-0.7531733	-0.7964673	-0.7098794
silicate	Indian	(26,26.5]	-0.9445192	-0.9495098	-0.9395285
silicate	Indian	(26.5,26.75]	-0.8790940	-0.8982865	-0.8599015
silicate	Indian	(26.75,27]	-0.7672357	-0.8369214	-0.6975499
silicate	Indian	(27,27.25]	-0.6047352	-0.7157519	-0.4937185
silicate	Indian	(27.25,27.5]	-0.1309304	-0.1733479	-0.0885129
silicate	Indian	(27.5,27.75]	0.2149321	0.1803337	0.2495306
silicate	Indian	(27.75,27.85]	-0.1734105	-0.2317239	-0.1150971
silicate	Indian	(27.85,27.95]	-0.2892565	-0.3915180	-0.1869950
silicate	Indian	(27.95,28.05]	-0.4476809	-0.4914687	-0.4038931
silicate	Indian	(28.05,28.1]	-0.4707406	-0.4958562	-0.4456249
silicate	Indian	(28.1, Inf]	-0.2752473	-0.3107303	-0.2397643
silicate	Pacific	(-Inf,26]	-0.2999291	-0.3073335	-0.2925247
silicate	Pacific	(26,26.5]	-0.7991248	-0.8076737	-0.7905759
silicate	Pacific	(26.5,26.75]	-0.7334330	-0.7605160	-0.7063500
silicate	Pacific	(26.75,27]	-0.7317862	-0.7510127	-0.7125596
silicate	Pacific	(27,27.25]	-0.5047107	-0.5159058	-0.4935156
silicate	Pacific	(27.25,27.5]	0.3285925	0.2682660	0.3889189
silicate	Pacific	(27.5,27.75]	0.5989184	0.5209524	0.6768844
silicate	Pacific	(27.75,27.85]	0.5288455	0.4294760	0.6282151
silicate	Pacific	(27.85,27.95]	0.2799589	0.0885697	0.4713481
silicate	Pacific	(27.95,28.05]	-0.1782911	-0.3942073	0.0376251
silicate	Pacific	(28.05,28.1]	-0.3986506	-0.6045991	-0.1927021
silicate	Pacific	(28.1, Inf]	-0.3705064	-0.5100039	-0.2310089
temp	Atlantic	(-Inf,26]	-0.2606450	-0.3690619	-0.1522282
temp	Atlantic	(26,26.5]	0.7930174	0.7878895	0.7981453
temp	Atlantic	(26.5,26.75]	0.8308732	0.7915951	0.8701512
temp	Atlantic	(26.75,27]	0.7148341	0.6917270	0.7379413
temp	Atlantic	(27,27.25]	0.7814986	0.7570364	0.8059609
temp	Atlantic	(27.25,27.5]	0.7926264	0.7699218	0.8153310
temp	Atlantic	(27.5,27.75]	0.7491225	0.7182974	0.7799477
temp	Atlantic	(27.75,27.85]	0.6516545	0.6405724	0.6627366
temp	Atlantic	(27.85,27.95]	0.6176988	0.5851467	0.6502510
temp	Atlantic	(27.95,28.05]	0.6691128	0.6320940	0.7061317
temp	Atlantic	(28.05,28.1]	0.6876487	0.6479852	0.7273121
temp	Atlantic	(28.1,28.15]	0.6426268	0.5529492	0.7323045
temp	Atlantic	(28.15,28.2]	0.5004406	0.2921506	0.7087307
temp	Atlantic	(28.2, Inf]	0.1245703	0.0048086	0.2443320
temp	Indian	(-Inf,26]	-0.1072943	-0.1144254	-0.1001633
temp	Indian	(26,26.5]	0.5219812	0.5042543	0.5397081
temp	Indian	(26.5,26.75]	0.3933834	0.1999715	0.5867954
temp	Indian	(26.75,27]	0.2424736	-0.0534918	0.5384389
temp	Indian	(27,27.25]	0.0572426	-0.2659486	0.3804339
temp	Indian	(27.25,27.5]	0.0381172	-0.1781399	0.2543744
temp	Indian	(27.5,27.75]	-0.1067811	-0.2843976	0.0708354
temp	Indian	(27.75,27.85]	-0.1817680	-0.3267985	-0.0367375
temp	Indian	(27.85,27.95]	0.0070839	-0.2101548	0.2243226
temp	Indian	(27.95,28.05]	0.1109220	-0.0676101	0.2894541
temp	Indian	(28.05,28.1]	0.0892277	-0.1497182	0.3281735
temp	Indian	(28.1, Inf]	0.4850463	0.4644705	0.5056221
temp	Pacific	(-Inf,26]	-0.3835490	-0.4615583	-0.3055397
temp	Pacific	(26,26.5]	0.6246352	0.6028766	0.6463938
temp	Pacific	(26.5,26.75]	0.5789692	0.4820541	0.6758843
temp	Pacific	(26.75,27]	0.4919177	0.3885799	0.5952556
temp	Pacific	(27,27.25]	0.1928854	0.1592248	0.2265460
temp	Pacific	(27.25,27.5]	-0.4737395	-0.4889567	-0.4585223
temp	Pacific	(27.5,27.75]	-0.4603759	-0.4762758	-0.4444761
temp	Pacific	(27.75,27.85]	-0.3911244	-0.4682513	-0.3139976
temp	Pacific	(27.85,27.95]	-0.3561408	-0.4143490	-0.2979325
temp	Pacific	(27.95,28.05]	-0.1282079	-0.1689101	-0.0875057
temp	Pacific	(28.05,28.1]	-0.0742712	-0.1352727	-0.0132696
temp	Pacific	(28.1, Inf]	-0.1405155	-0.2488993	-0.0321316

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  colorspace_2.0-2
 [9] marelac_2.1.10   shape_1.4.6      ggforce_0.3.3    metR_0.11.0     
[13] scico_1.3.0      patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1   
[17] stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4      readr_2.1.1     
[21] tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1 
[25] workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1

eMLR - assumption testing

Jens Daniel Müller

05 July, 2022