eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-06-30

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: c4210be

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 c4210be. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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

File	Version	Author	Date	Message
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html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	207339d	jens-daniel-mueller	2021-06-03	Build site.
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html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
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html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
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html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
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Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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html	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.
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html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
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912d90e	jens-daniel-mueller	2021-07-23
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c9ccc00	jens-daniel-mueller	2021-07-22
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955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
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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
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03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

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

[[6]]

Past versions of predictor_correlation_per_basin-6.png

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

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9061370	0.8981893	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9450252	0.9440155	0.9460349
aou + nitrate	Atlantic	(26.5,26.75]	0.9504127	0.9478385	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.8856101	0.8603958	0.9108244
aou + nitrate	Atlantic	(27,27.25]	0.8330276	0.7756117	0.8904435
aou + nitrate	Atlantic	(27.25,27.5]	0.8043082	0.7653258	0.8432907
aou + nitrate	Atlantic	(27.5,27.75]	0.8575644	0.8289946	0.8861342
aou + nitrate	Atlantic	(27.75,27.85]	0.9251032	0.9116083	0.9385982
aou + nitrate	Atlantic	(27.85,27.95]	0.9421844	0.9346641	0.9497048
aou + nitrate	Atlantic	(27.95,28.05]	0.9532780	0.9524259	0.9541301
aou + nitrate	Atlantic	(28.05,28.1]	0.9734498	0.9729966	0.9739031
aou + nitrate	Atlantic	(28.1,28.15]	0.9789496	0.9693513	0.9885480
aou + nitrate	Atlantic	(28.15,28.2]	0.9898832	0.9842845	0.9954819
aou + nitrate	Atlantic	(28.2, Inf]	0.8151180	0.7374341	0.8928019
aou + nitrate	Indian	(-Inf,26]	0.9911930	0.9876558	0.9947301
aou + nitrate	Indian	(26,26.5]	0.9840529	0.9788933	0.9892125
aou + nitrate	Indian	(26.5,26.75]	0.9658401	0.9572278	0.9744523
aou + nitrate	Indian	(26.75,27]	0.9273548	0.9104922	0.9442174
aou + nitrate	Indian	(27,27.25]	0.8732493	0.8675925	0.8789061
aou + nitrate	Indian	(27.25,27.5]	0.8778650	0.8515369	0.9041932
aou + nitrate	Indian	(27.5,27.75]	0.9058750	0.8927622	0.9189877
aou + nitrate	Indian	(27.75,27.85]	0.8758473	0.8529202	0.8987744
aou + nitrate	Indian	(27.85,27.95]	0.8604429	0.8243910	0.8964948
aou + nitrate	Indian	(27.95,28.05]	0.8219460	0.7489802	0.8949118
aou + nitrate	Indian	(28.05,28.1]	0.8942169	0.8494337	0.9390002
aou + nitrate	Indian	(28.1, Inf]	0.6473633	0.5636136	0.7311131
aou + nitrate	Pacific	(-Inf,26]	0.8773234	0.8559963	0.8986505
aou + nitrate	Pacific	(26,26.5]	0.8387907	0.8175649	0.8600164
aou + nitrate	Pacific	(26.5,26.75]	0.7787837	0.7634513	0.7941162
aou + nitrate	Pacific	(26.75,27]	0.8991178	0.8918117	0.9064240
aou + nitrate	Pacific	(27,27.25]	0.9736002	0.9724479	0.9747524
aou + nitrate	Pacific	(27.25,27.5]	0.9763366	0.9710947	0.9815784
aou + nitrate	Pacific	(27.5,27.75]	0.9759037	0.9680308	0.9837766
aou + nitrate	Pacific	(27.75,27.85]	0.9808981	0.9719308	0.9898654
aou + nitrate	Pacific	(27.85,27.95]	0.9786423	0.9700946	0.9871900
aou + nitrate	Pacific	(27.95,28.05]	0.9668840	0.9602393	0.9735287
aou + nitrate	Pacific	(28.05,28.1]	0.9481398	0.9299200	0.9663596
aou + nitrate	Pacific	(28.1, Inf]	0.9457339	0.9260611	0.9654068
aou + oxygen	Atlantic	(-Inf,26]	-0.9376221	-0.9401856	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9480190	-0.9483068	-0.9477312
aou + oxygen	Atlantic	(26.5,26.75]	-0.9575106	-0.9664136	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9568870	-0.9644672	-0.9493068
aou + oxygen	Atlantic	(27,27.25]	-0.9587641	-0.9621320	-0.9553961
aou + oxygen	Atlantic	(27.25,27.5]	-0.9434020	-0.9516614	-0.9351425
aou + oxygen	Atlantic	(27.5,27.75]	-0.9319891	-0.9457416	-0.9182366
aou + oxygen	Atlantic	(27.75,27.85]	-0.9574902	-0.9649372	-0.9500432
aou + oxygen	Atlantic	(27.85,27.95]	-0.9780738	-0.9815416	-0.9746061
aou + oxygen	Atlantic	(27.95,28.05]	-0.9825591	-0.9848163	-0.9803020
aou + oxygen	Atlantic	(28.05,28.1]	-0.9896234	-0.9899148	-0.9893320
aou + oxygen	Atlantic	(28.1,28.15]	-0.9921488	-0.9944978	-0.9897997
aou + oxygen	Atlantic	(28.15,28.2]	-0.9953967	-0.9976793	-0.9931140
aou + oxygen	Atlantic	(28.2, Inf]	-0.9760604	-0.9823794	-0.9697414
aou + oxygen	Indian	(-Inf,26]	-0.9928189	-0.9942343	-0.9914035
aou + oxygen	Indian	(26,26.5]	-0.9968467	-0.9969598	-0.9967337
aou + oxygen	Indian	(26.5,26.75]	-0.9966126	-0.9976533	-0.9955719
aou + oxygen	Indian	(26.75,27]	-0.9946014	-0.9969073	-0.9922954
aou + oxygen	Indian	(27,27.25]	-0.9944983	-0.9955059	-0.9934907
aou + oxygen	Indian	(27.25,27.5]	-0.9952848	-0.9956747	-0.9948949
aou + oxygen	Indian	(27.5,27.75]	-0.9960674	-0.9965465	-0.9955882
aou + oxygen	Indian	(27.75,27.85]	-0.9971347	-0.9978940	-0.9963755
aou + oxygen	Indian	(27.85,27.95]	-0.9947242	-0.9951433	-0.9943051
aou + oxygen	Indian	(27.95,28.05]	-0.9898819	-0.9922497	-0.9875142
aou + oxygen	Indian	(28.05,28.1]	-0.9912861	-0.9961816	-0.9863906
aou + oxygen	Indian	(28.1, Inf]	-0.9847120	-0.9880816	-0.9813423
aou + oxygen	Pacific	(-Inf,26]	-0.8523154	-0.8621676	-0.8424632
aou + oxygen	Pacific	(26,26.5]	-0.9764691	-0.9785263	-0.9744118
aou + oxygen	Pacific	(26.5,26.75]	-0.9761370	-0.9794464	-0.9728276
aou + oxygen	Pacific	(26.75,27]	-0.9749472	-0.9780822	-0.9718122
aou + oxygen	Pacific	(27,27.25]	-0.9939714	-0.9948879	-0.9930548
aou + oxygen	Pacific	(27.25,27.5]	-0.9958040	-0.9964297	-0.9951783
aou + oxygen	Pacific	(27.5,27.75]	-0.9960313	-0.9969134	-0.9951492
aou + oxygen	Pacific	(27.75,27.85]	-0.9977371	-0.9977826	-0.9976916
aou + oxygen	Pacific	(27.85,27.95]	-0.9985990	-0.9989437	-0.9982543
aou + oxygen	Pacific	(27.95,28.05]	-0.9984232	-0.9987407	-0.9981058
aou + oxygen	Pacific	(28.05,28.1]	-0.9991222	-0.9991254	-0.9991191
aou + oxygen	Pacific	(28.1, Inf]	-0.9957794	-0.9963776	-0.9951812
aou + phosphate	Atlantic	(-Inf,26]	0.7122058	0.6981694	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8306034	0.8203180	0.8408889
aou + phosphate	Atlantic	(26.5,26.75]	0.8810704	0.8775229	0.8846178
aou + phosphate	Atlantic	(26.75,27]	0.8134500	0.7913943	0.8355057
aou + phosphate	Atlantic	(27,27.25]	0.7735223	0.7066821	0.8403625
aou + phosphate	Atlantic	(27.25,27.5]	0.7558030	0.7122354	0.7993705
aou + phosphate	Atlantic	(27.5,27.75]	0.8306125	0.8001444	0.8610806
aou + phosphate	Atlantic	(27.75,27.85]	0.9066017	0.8929164	0.9202870
aou + phosphate	Atlantic	(27.85,27.95]	0.9381166	0.9308130	0.9454201
aou + phosphate	Atlantic	(27.95,28.05]	0.9512279	0.9490760	0.9533798
aou + phosphate	Atlantic	(28.05,28.1]	0.9683437	0.9660869	0.9706004
aou + phosphate	Atlantic	(28.1,28.15]	0.9735437	0.9680480	0.9790393
aou + phosphate	Atlantic	(28.15,28.2]	0.9901471	0.9843614	0.9959329
aou + phosphate	Atlantic	(28.2, Inf]	0.8161683	0.7391925	0.8931440
aou + phosphate	Indian	(-Inf,26]	0.9933292	0.9903692	0.9962892
aou + phosphate	Indian	(26,26.5]	0.9938267	0.9918121	0.9958414
aou + phosphate	Indian	(26.5,26.75]	0.9772297	0.9617740	0.9926855
aou + phosphate	Indian	(26.75,27]	0.9472124	0.9209313	0.9734935
aou + phosphate	Indian	(27,27.25]	0.9254681	0.8906701	0.9602660
aou + phosphate	Indian	(27.25,27.5]	0.9415061	0.9287480	0.9542641
aou + phosphate	Indian	(27.5,27.75]	0.9538171	0.9507523	0.9568818
aou + phosphate	Indian	(27.75,27.85]	0.9286827	0.9057257	0.9516396
aou + phosphate	Indian	(27.85,27.95]	0.8829461	0.8394454	0.9264468
aou + phosphate	Indian	(27.95,28.05]	0.8499498	0.7800822	0.9198175
aou + phosphate	Indian	(28.05,28.1]	0.9104545	0.8649433	0.9559657
aou + phosphate	Indian	(28.1, Inf]	0.6648461	0.5796681	0.7500242
aou + phosphate	Pacific	(-Inf,26]	0.8716458	0.8628534	0.8804383
aou + phosphate	Pacific	(26,26.5]	0.8952243	0.8713900	0.9190587
aou + phosphate	Pacific	(26.5,26.75]	0.8268717	0.8073242	0.8464192
aou + phosphate	Pacific	(26.75,27]	0.9063714	0.9016600	0.9110828
aou + phosphate	Pacific	(27,27.25]	0.9803721	0.9798374	0.9809067
aou + phosphate	Pacific	(27.25,27.5]	0.9824077	0.9811344	0.9836811
aou + phosphate	Pacific	(27.5,27.75]	0.9779251	0.9726351	0.9832152
aou + phosphate	Pacific	(27.75,27.85]	0.9805139	0.9740670	0.9869608
aou + phosphate	Pacific	(27.85,27.95]	0.9806898	0.9753998	0.9859798
aou + phosphate	Pacific	(27.95,28.05]	0.9743420	0.9695395	0.9791445
aou + phosphate	Pacific	(28.05,28.1]	0.9657518	0.9605633	0.9709403
aou + phosphate	Pacific	(28.1, Inf]	0.9393425	0.9220883	0.9565967
aou + silicate	Atlantic	(-Inf,26]	0.4073316	0.3009804	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7540785	0.7211782	0.7869789
aou + silicate	Atlantic	(26.5,26.75]	0.8747181	0.8709701	0.8784662
aou + silicate	Atlantic	(26.75,27]	0.8322542	0.8192477	0.8452607
aou + silicate	Atlantic	(27,27.25]	0.7225058	0.6263096	0.8187021
aou + silicate	Atlantic	(27.25,27.5]	0.5888352	0.5074825	0.6701878
aou + silicate	Atlantic	(27.5,27.75]	0.6063853	0.5552822	0.6574884
aou + silicate	Atlantic	(27.75,27.85]	0.7945802	0.7926787	0.7964817
aou + silicate	Atlantic	(27.85,27.95]	0.8633864	0.8611724	0.8656003
aou + silicate	Atlantic	(27.95,28.05]	0.9279516	0.9199755	0.9359277
aou + silicate	Atlantic	(28.05,28.1]	0.9682344	0.9655352	0.9709337
aou + silicate	Atlantic	(28.1,28.15]	0.9709397	0.9670539	0.9748255
aou + silicate	Atlantic	(28.15,28.2]	0.9901245	0.9856630	0.9945859
aou + silicate	Atlantic	(28.2, Inf]	0.8479593	0.8182547	0.8776640
aou + silicate	Indian	(-Inf,26]	0.9074960	0.8615013	0.9534907
aou + silicate	Indian	(26,26.5]	0.9323107	0.9060740	0.9585474
aou + silicate	Indian	(26.5,26.75]	0.9508462	0.9298940	0.9717984
aou + silicate	Indian	(26.75,27]	0.9641609	0.9508257	0.9774962
aou + silicate	Indian	(27,27.25]	0.9156475	0.8931946	0.9381005
aou + silicate	Indian	(27.25,27.5]	0.8630246	0.8323190	0.8937302
aou + silicate	Indian	(27.5,27.75]	0.8216584	0.7763831	0.8669337
aou + silicate	Indian	(27.75,27.85]	0.8523043	0.8247121	0.8798965
aou + silicate	Indian	(27.85,27.95]	0.8412782	0.8040785	0.8784779
aou + silicate	Indian	(27.95,28.05]	0.8685888	0.8316234	0.9055542
aou + silicate	Indian	(28.05,28.1]	0.9459079	0.9408410	0.9509748
aou + silicate	Indian	(28.1, Inf]	0.5021489	0.4535441	0.5507537
aou + silicate	Pacific	(-Inf,26]	0.6017644	0.5995575	0.6039713
aou + silicate	Pacific	(26,26.5]	0.4755958	0.3592227	0.5919690
aou + silicate	Pacific	(26.5,26.75]	0.3213087	0.2562419	0.3863755
aou + silicate	Pacific	(26.75,27]	0.6139495	0.5369654	0.6909336
aou + silicate	Pacific	(27,27.25]	0.8794964	0.8495451	0.9094477
aou + silicate	Pacific	(27.25,27.5]	0.9020838	0.8733165	0.9308512
aou + silicate	Pacific	(27.5,27.75]	0.9176911	0.8891970	0.9461852
aou + silicate	Pacific	(27.75,27.85]	0.9671548	0.9647472	0.9695624
aou + silicate	Pacific	(27.85,27.95]	0.9633428	0.9620290	0.9646566
aou + silicate	Pacific	(27.95,28.05]	0.9457995	0.9447544	0.9468447
aou + silicate	Pacific	(28.05,28.1]	0.9518603	0.9495250	0.9541956
aou + silicate	Pacific	(28.1, Inf]	0.8563755	0.8488980	0.8638530
nitrate + silicate	Atlantic	(-Inf,26]	0.5580177	0.5244257	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8573752	0.8481371	0.8666133
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352520	0.9281830	0.9423210
nitrate + silicate	Atlantic	(26.75,27]	0.9174624	0.8882057	0.9467190
nitrate + silicate	Atlantic	(27,27.25]	0.9112751	0.8775748	0.9449753
nitrate + silicate	Atlantic	(27.25,27.5]	0.8935545	0.8745741	0.9125349
nitrate + silicate	Atlantic	(27.5,27.75]	0.8831384	0.8752454	0.8910315
nitrate + silicate	Atlantic	(27.75,27.85]	0.9395621	0.9322089	0.9469153
nitrate + silicate	Atlantic	(27.85,27.95]	0.9648239	0.9606321	0.9690156
nitrate + silicate	Atlantic	(27.95,28.05]	0.9792305	0.9765744	0.9818867
nitrate + silicate	Atlantic	(28.05,28.1]	0.9874061	0.9866296	0.9881827
nitrate + silicate	Atlantic	(28.1,28.15]	0.9887877	0.9881103	0.9894651
nitrate + silicate	Atlantic	(28.15,28.2]	0.9942340	0.9927191	0.9957489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9651216	0.9447400	0.9855031
nitrate + silicate	Indian	(-Inf,26]	0.9294235	0.8956573	0.9631896
nitrate + silicate	Indian	(26,26.5]	0.9510221	0.9412612	0.9607830
nitrate + silicate	Indian	(26.5,26.75]	0.9486417	0.9484509	0.9488325
nitrate + silicate	Indian	(26.75,27]	0.9342571	0.9256616	0.9428527
nitrate + silicate	Indian	(27,27.25]	0.9281200	0.9216016	0.9346383
nitrate + silicate	Indian	(27.25,27.5]	0.9254010	0.9134635	0.9373386
nitrate + silicate	Indian	(27.5,27.75]	0.8409568	0.8253149	0.8565988
nitrate + silicate	Indian	(27.75,27.85]	0.7807996	0.7570048	0.8045944
nitrate + silicate	Indian	(27.85,27.95]	0.8501377	0.8421630	0.8581125
nitrate + silicate	Indian	(27.95,28.05]	0.9038637	0.8932852	0.9144422
nitrate + silicate	Indian	(28.05,28.1]	0.9514909	0.9393338	0.9636480
nitrate + silicate	Indian	(28.1, Inf]	0.8289986	0.8214635	0.8365336
nitrate + silicate	Pacific	(-Inf,26]	0.8237097	0.8028244	0.8445949
nitrate + silicate	Pacific	(26,26.5]	0.7678778	0.7221082	0.8136473
nitrate + silicate	Pacific	(26.5,26.75]	0.7217270	0.6613054	0.7821486
nitrate + silicate	Pacific	(26.75,27]	0.8126982	0.7743710	0.8510253
nitrate + silicate	Pacific	(27,27.25]	0.8927921	0.8625855	0.9229986
nitrate + silicate	Pacific	(27.25,27.5]	0.8641066	0.8181136	0.9100996
nitrate + silicate	Pacific	(27.5,27.75]	0.8681681	0.8200248	0.9163113
nitrate + silicate	Pacific	(27.75,27.85]	0.9361320	0.9201716	0.9520923
nitrate + silicate	Pacific	(27.85,27.95]	0.9448013	0.9335379	0.9560647
nitrate + silicate	Pacific	(27.95,28.05]	0.9218673	0.9183213	0.9254132
nitrate + silicate	Pacific	(28.05,28.1]	0.9044629	0.8919403	0.9169854
nitrate + silicate	Pacific	(28.1, Inf]	0.9072331	0.8967361	0.9177301
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8463011	-0.8711973	-0.8214049
oxygen + nitrate	Atlantic	(26,26.5]	-0.8169176	-0.8191042	-0.8147311
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8361047	-0.8470465	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7417933	-0.7824247	-0.7011619
oxygen + nitrate	Atlantic	(27,27.25]	-0.6647576	-0.7532809	-0.5762342
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5792325	-0.6481608	-0.5103041
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6337417	-0.7066761	-0.5608072
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7846564	-0.8221722	-0.7471406
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8596211	-0.8778316	-0.8414106
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8929615	-0.8989232	-0.8869999
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9394817	-0.9397854	-0.9391781
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9529163	-0.9731466	-0.9326860
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9814510	-0.9915477	-0.9713544
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7005377	-0.8198353	-0.5812401
oxygen + nitrate	Indian	(-Inf,26]	-0.9789361	-0.9833283	-0.9745439
oxygen + nitrate	Indian	(26,26.5]	-0.9695023	-0.9775761	-0.9614285
oxygen + nitrate	Indian	(26.5,26.75]	-0.9431013	-0.9584161	-0.9277866
oxygen + nitrate	Indian	(26.75,27]	-0.8853446	-0.9171699	-0.8535194
oxygen + nitrate	Indian	(27,27.25]	-0.8204533	-0.8342874	-0.8066191
oxygen + nitrate	Indian	(27.25,27.5]	-0.8317761	-0.8639332	-0.7996190
oxygen + nitrate	Indian	(27.5,27.75]	-0.8794563	-0.8982656	-0.8606471
oxygen + nitrate	Indian	(27.75,27.85]	-0.8557925	-0.8821642	-0.8294209
oxygen + nitrate	Indian	(27.85,27.95]	-0.8159653	-0.8591925	-0.7727381
oxygen + nitrate	Indian	(27.95,28.05]	-0.7432642	-0.8411054	-0.6454230
oxygen + nitrate	Indian	(28.05,28.1]	-0.8371088	-0.9136065	-0.7606110
oxygen + nitrate	Indian	(28.1, Inf]	-0.5217190	-0.6332628	-0.4101752
oxygen + nitrate	Pacific	(-Inf,26]	-0.5760386	-0.6413252	-0.5107520
oxygen + nitrate	Pacific	(26,26.5]	-0.7203016	-0.7385580	-0.7020453
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6421721	-0.6770317	-0.6073125
oxygen + nitrate	Pacific	(26.75,27]	-0.7924136	-0.8082744	-0.7765528
oxygen + nitrate	Pacific	(27,27.25]	-0.9512633	-0.9529630	-0.9495636
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9672847	-0.9713758	-0.9631936
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9712678	-0.9781619	-0.9643737
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9783601	-0.9867780	-0.9699422
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9769990	-0.9838054	-0.9701925
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9621903	-0.9700341	-0.9543466
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9421484	-0.9605354	-0.9237614
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9229623	-0.9456324	-0.9002922
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5594345	-0.5599394	-0.5589296
oxygen + phosphate	Atlantic	(26,26.5]	-0.6268003	-0.6406122	-0.6129883
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7209383	-0.7343716	-0.7075049
oxygen + phosphate	Atlantic	(26.75,27]	-0.6333301	-0.6708590	-0.5958013
oxygen + phosphate	Atlantic	(27,27.25]	-0.5805649	-0.6773710	-0.4837588
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5109250	-0.5850659	-0.4367842
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5901531	-0.6647696	-0.5155366
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7536670	-0.7906939	-0.7166401
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8521449	-0.8703848	-0.8339051
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8886934	-0.8932398	-0.8841469
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9323436	-0.9349298	-0.9297574
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9435265	-0.9587908	-0.9282622
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9810439	-0.9922437	-0.9698441
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6995654	-0.8194086	-0.5797221
oxygen + phosphate	Indian	(-Inf,26]	-0.9851740	-0.9856204	-0.9847276
oxygen + phosphate	Indian	(26,26.5]	-0.9847744	-0.9890548	-0.9804940
oxygen + phosphate	Indian	(26.5,26.75]	-0.9592068	-0.9850482	-0.9333654
oxygen + phosphate	Indian	(26.75,27]	-0.9117188	-0.9562740	-0.8671636
oxygen + phosphate	Indian	(27,27.25]	-0.8852593	-0.9353821	-0.8351366
oxygen + phosphate	Indian	(27.25,27.5]	-0.9106178	-0.9271519	-0.8940837
oxygen + phosphate	Indian	(27.5,27.75]	-0.9389279	-0.9415008	-0.9363549
oxygen + phosphate	Indian	(27.75,27.85]	-0.9099177	-0.9382466	-0.8815889
oxygen + phosphate	Indian	(27.85,27.95]	-0.8385618	-0.8919610	-0.7851625
oxygen + phosphate	Indian	(27.95,28.05]	-0.7759484	-0.8713325	-0.6805644
oxygen + phosphate	Indian	(28.05,28.1]	-0.8570190	-0.9333226	-0.7807153
oxygen + phosphate	Indian	(28.1, Inf]	-0.5419351	-0.6543618	-0.4295083
oxygen + phosphate	Pacific	(-Inf,26]	-0.6191717	-0.6666797	-0.5716638
oxygen + phosphate	Pacific	(26,26.5]	-0.7868565	-0.8149002	-0.7588127
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6931311	-0.7291782	-0.6570841
oxygen + phosphate	Pacific	(26.75,27]	-0.7963371	-0.8119819	-0.7806924
oxygen + phosphate	Pacific	(27,27.25]	-0.9581098	-0.9589413	-0.9572783
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9722240	-0.9734709	-0.9709772
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9733976	-0.9783645	-0.9684307
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9775214	-0.9837944	-0.9712484
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9785007	-0.9824177	-0.9745838
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9697461	-0.9755874	-0.9639048
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9619646	-0.9663835	-0.9575456
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9150580	-0.9360039	-0.8941121
oxygen + silicate	Atlantic	(-Inf,26]	-0.2574041	-0.3920757	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.5644205	-0.5957161	-0.5331248
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7312593	-0.7662289	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.6726261	-0.6976353	-0.6476169
oxygen + silicate	Atlantic	(27,27.25]	-0.5362543	-0.6586278	-0.4138808
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3215053	-0.4348443	-0.2081663
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3211560	-0.4160064	-0.2263056
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6152013	-0.6298913	-0.6005112
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7509962	-0.7631284	-0.7388639
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8499017	-0.8550733	-0.8447302
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9271799	-0.9325686	-0.9217912
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9383091	-0.9497050	-0.9269131
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9833635	-0.9910614	-0.9756656
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7409927	-0.8028698	-0.6791157
oxygen + silicate	Indian	(-Inf,26]	-0.8795703	-0.9335473	-0.8255934
oxygen + silicate	Indian	(26,26.5]	-0.9141620	-0.9479806	-0.8803434
oxygen + silicate	Indian	(26.5,26.75]	-0.9360619	-0.9607020	-0.9114218
oxygen + silicate	Indian	(26.75,27]	-0.9472089	-0.9588952	-0.9355227
oxygen + silicate	Indian	(27,27.25]	-0.8799450	-0.9019987	-0.8578914
oxygen + silicate	Indian	(27.25,27.5]	-0.8181548	-0.8556235	-0.7806861
oxygen + silicate	Indian	(27.5,27.75]	-0.7786343	-0.8322732	-0.7249954
oxygen + silicate	Indian	(27.75,27.85]	-0.8261132	-0.8609998	-0.7912266
oxygen + silicate	Indian	(27.85,27.95]	-0.7975299	-0.8479240	-0.7471358
oxygen + silicate	Indian	(27.95,28.05]	-0.8046968	-0.8630875	-0.7463061
oxygen + silicate	Indian	(28.05,28.1]	-0.9084248	-0.9325222	-0.8843275
oxygen + silicate	Indian	(28.1, Inf]	-0.3670061	-0.4344307	-0.2995815
oxygen + silicate	Pacific	(-Inf,26]	-0.2376809	-0.2628497	-0.2125120
oxygen + silicate	Pacific	(26,26.5]	-0.3050607	-0.4259330	-0.1841884
oxygen + silicate	Pacific	(26.5,26.75]	-0.1310667	-0.1831078	-0.0790255
oxygen + silicate	Pacific	(26.75,27]	-0.4385083	-0.5385950	-0.3384215
oxygen + silicate	Pacific	(27,27.25]	-0.8293402	-0.8690996	-0.7895807
oxygen + silicate	Pacific	(27.25,27.5]	-0.8653372	-0.9020632	-0.8286112
oxygen + silicate	Pacific	(27.5,27.75]	-0.8862092	-0.9244254	-0.8479931
oxygen + silicate	Pacific	(27.75,27.85]	-0.9551290	-0.9578729	-0.9523850
oxygen + silicate	Pacific	(27.85,27.95]	-0.9543594	-0.9545899	-0.9541288
oxygen + silicate	Pacific	(27.95,28.05]	-0.9322812	-0.9324329	-0.9321294
oxygen + silicate	Pacific	(28.05,28.1]	-0.9438322	-0.9468905	-0.9407739
oxygen + silicate	Pacific	(28.1, Inf]	-0.8115573	-0.8230418	-0.8000728
phosphate + nitrate	Atlantic	(-Inf,26]	0.8274791	0.7735562	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9304148	0.9285739	0.9322558
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9740987	0.9739934	0.9742041
phosphate + nitrate	Atlantic	(26.75,27]	0.9809669	0.9805523	0.9813814
phosphate + nitrate	Atlantic	(27,27.25]	0.9889497	0.9874611	0.9904383
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9934854	0.9926232	0.9943476
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9952970	0.9951036	0.9954904
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9950411	0.9942288	0.9958533
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9942250	0.9937179	0.9947322
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9933193	0.9927734	0.9938652
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9912869	0.9902044	0.9923694
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9929152	0.9928985	0.9929318
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9971306	0.9969305	0.9973307
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9881711	0.9809349	0.9954072
phosphate + nitrate	Indian	(-Inf,26]	0.9940332	0.9903961	0.9976704
phosphate + nitrate	Indian	(26,26.5]	0.9890811	0.9812867	0.9968754
phosphate + nitrate	Indian	(26.5,26.75]	0.9898444	0.9823892	0.9972995
phosphate + nitrate	Indian	(26.75,27]	0.9854787	0.9752404	0.9957170
phosphate + nitrate	Indian	(27,27.25]	0.9601537	0.9283780	0.9919294
phosphate + nitrate	Indian	(27.25,27.5]	0.9512522	0.9186188	0.9838855
phosphate + nitrate	Indian	(27.5,27.75]	0.9388478	0.9250416	0.9526539
phosphate + nitrate	Indian	(27.75,27.85]	0.9291224	0.9265739	0.9316709
phosphate + nitrate	Indian	(27.85,27.95]	0.9578438	0.9566659	0.9590217
phosphate + nitrate	Indian	(27.95,28.05]	0.9775124	0.9761338	0.9788910
phosphate + nitrate	Indian	(28.05,28.1]	0.9833363	0.9831404	0.9835323
phosphate + nitrate	Indian	(28.1, Inf]	0.9310908	0.9201510	0.9420305
phosphate + nitrate	Pacific	(-Inf,26]	0.9490235	0.9445232	0.9535239
phosphate + nitrate	Pacific	(26,26.5]	0.9344974	0.9232636	0.9457311
phosphate + nitrate	Pacific	(26.5,26.75]	0.9314730	0.9189977	0.9439484
phosphate + nitrate	Pacific	(26.75,27]	0.9733356	0.9661423	0.9805289
phosphate + nitrate	Pacific	(27,27.25]	0.9872450	0.9842739	0.9902160
phosphate + nitrate	Pacific	(27.25,27.5]	0.9886166	0.9843253	0.9929079
phosphate + nitrate	Pacific	(27.5,27.75]	0.9872149	0.9804441	0.9939856
phosphate + nitrate	Pacific	(27.75,27.85]	0.9800561	0.9681141	0.9919981
phosphate + nitrate	Pacific	(27.85,27.95]	0.9744659	0.9599154	0.9890164
phosphate + nitrate	Pacific	(27.95,28.05]	0.9594551	0.9503737	0.9685365
phosphate + nitrate	Pacific	(28.05,28.1]	0.9310174	0.9071324	0.9549023
phosphate + nitrate	Pacific	(28.1, Inf]	0.9487227	0.9255467	0.9718986
phosphate + silicate	Atlantic	(-Inf,26]	0.7711146	0.7374635	0.8047657
phosphate + silicate	Atlantic	(26,26.5]	0.9213318	0.9019375	0.9407260
phosphate + silicate	Atlantic	(26.5,26.75]	0.9425662	0.9261549	0.9589774
phosphate + silicate	Atlantic	(26.75,27]	0.9257768	0.8996424	0.9519111
phosphate + silicate	Atlantic	(27,27.25]	0.9228104	0.8917082	0.9539125
phosphate + silicate	Atlantic	(27.25,27.5]	0.9143081	0.8993453	0.9292709
phosphate + silicate	Atlantic	(27.5,27.75]	0.8990621	0.8919641	0.9061601
phosphate + silicate	Atlantic	(27.75,27.85]	0.9469660	0.9409823	0.9529498
phosphate + silicate	Atlantic	(27.85,27.95]	0.9673483	0.9629659	0.9717308
phosphate + silicate	Atlantic	(27.95,28.05]	0.9807360	0.9782643	0.9832076
phosphate + silicate	Atlantic	(28.05,28.1]	0.9875755	0.9857515	0.9893995
phosphate + silicate	Atlantic	(28.1,28.15]	0.9916694	0.9905841	0.9927547
phosphate + silicate	Atlantic	(28.15,28.2]	0.9947504	0.9939274	0.9955734
phosphate + silicate	Atlantic	(28.2, Inf]	0.9720004	0.9566197	0.9873810
phosphate + silicate	Indian	(-Inf,26]	0.9156898	0.8678299	0.9635497
phosphate + silicate	Indian	(26,26.5]	0.9426496	0.9214702	0.9638290
phosphate + silicate	Indian	(26.5,26.75]	0.9481078	0.9422708	0.9539448
phosphate + silicate	Indian	(26.75,27]	0.9430838	0.9376191	0.9485485
phosphate + silicate	Indian	(27,27.25]	0.9319148	0.9152710	0.9485586
phosphate + silicate	Indian	(27.25,27.5]	0.9077126	0.8716939	0.9437314
phosphate + silicate	Indian	(27.5,27.75]	0.8389611	0.7827850	0.8951373
phosphate + silicate	Indian	(27.75,27.85]	0.8686818	0.8553204	0.8820432
phosphate + silicate	Indian	(27.85,27.95]	0.9055261	0.9024241	0.9086281
phosphate + silicate	Indian	(27.95,28.05]	0.9259491	0.9196747	0.9322234
phosphate + silicate	Indian	(28.05,28.1]	0.9598564	0.9488692	0.9708436
phosphate + silicate	Indian	(28.1, Inf]	0.8131880	0.8008816	0.8254943
phosphate + silicate	Pacific	(-Inf,26]	0.7209913	0.6854416	0.7565411
phosphate + silicate	Pacific	(26,26.5]	0.7286086	0.6839144	0.7733028
phosphate + silicate	Pacific	(26.5,26.75]	0.6832458	0.6236358	0.7428557
phosphate + silicate	Pacific	(26.75,27]	0.8164695	0.7807694	0.8521696
phosphate + silicate	Pacific	(27,27.25]	0.9051704	0.8806301	0.9297107
phosphate + silicate	Pacific	(27.25,27.5]	0.8817498	0.8463866	0.9171131
phosphate + silicate	Pacific	(27.5,27.75]	0.8740495	0.8320097	0.9160893
phosphate + silicate	Pacific	(27.75,27.85]	0.9435488	0.9321719	0.9549258
phosphate + silicate	Pacific	(27.85,27.95]	0.9565630	0.9489360	0.9641899
phosphate + silicate	Pacific	(27.95,28.05]	0.9445315	0.9398278	0.9492352
phosphate + silicate	Pacific	(28.05,28.1]	0.9378270	0.9321112	0.9435429
phosphate + silicate	Pacific	(28.1, Inf]	0.9067781	0.9009216	0.9126347
sal + aou	Atlantic	(-Inf,26]	-0.1828846	-0.3739854	0.0082163
sal + aou	Atlantic	(26,26.5]	-0.2265211	-0.2821915	-0.1708507
sal + aou	Atlantic	(26.5,26.75]	-0.3102101	-0.3914307	-0.2289895
sal + aou	Atlantic	(26.75,27]	-0.1751764	-0.2316125	-0.1187402
sal + aou	Atlantic	(27,27.25]	-0.1848941	-0.3330371	-0.0367511
sal + aou	Atlantic	(27.25,27.5]	-0.2436270	-0.3328362	-0.1544179
sal + aou	Atlantic	(27.5,27.75]	-0.3671647	-0.3950968	-0.3392326
sal + aou	Atlantic	(27.75,27.85]	-0.3420090	-0.3558465	-0.3281716
sal + aou	Atlantic	(27.85,27.95]	-0.3461638	-0.4294350	-0.2628927
sal + aou	Atlantic	(27.95,28.05]	-0.4818465	-0.6035597	-0.3601333
sal + aou	Atlantic	(28.05,28.1]	-0.7198823	-0.7738452	-0.6659194
sal + aou	Atlantic	(28.1,28.15]	-0.7755339	-0.7901303	-0.7609375
sal + aou	Atlantic	(28.15,28.2]	-0.9202107	-0.9324561	-0.9079653
sal + aou	Atlantic	(28.2, Inf]	-0.5009615	-0.7105493	-0.2913736
sal + aou	Indian	(-Inf,26]	-0.6077825	-0.7791453	-0.4364197
sal + aou	Indian	(26,26.5]	-0.6220681	-0.7928973	-0.4512389
sal + aou	Indian	(26.5,26.75]	-0.1809453	-0.2777387	-0.0841519
sal + aou	Indian	(26.75,27]	0.4691583	0.3522800	0.5860365
sal + aou	Indian	(27,27.25]	0.8328839	0.8015160	0.8642519
sal + aou	Indian	(27.25,27.5]	0.9005723	0.8313788	0.9697659
sal + aou	Indian	(27.5,27.75]	0.9169282	0.8678506	0.9660058
sal + aou	Indian	(27.75,27.85]	0.9447529	0.9353547	0.9541511
sal + aou	Indian	(27.85,27.95]	0.8973099	0.8972527	0.8973671
sal + aou	Indian	(27.95,28.05]	0.6233153	0.5793893	0.6672413
sal + aou	Indian	(28.05,28.1]	0.0653799	-0.0611939	0.1919537
sal + aou	Indian	(28.1, Inf]	0.5377913	0.5265035	0.5490792
sal + aou	Pacific	(-Inf,26]	-0.1006293	-0.1038321	-0.0974265
sal + aou	Pacific	(26,26.5]	0.1231476	-0.0859032	0.3321985
sal + aou	Pacific	(26.5,26.75]	0.2746223	0.1443708	0.4048738
sal + aou	Pacific	(26.75,27]	-0.0359182	-0.1416081	0.0697716
sal + aou	Pacific	(27,27.25]	-0.1925622	-0.2408702	-0.1442541
sal + aou	Pacific	(27.25,27.5]	0.1084597	0.0430992	0.1738201
sal + aou	Pacific	(27.5,27.75]	0.0578160	0.0547793	0.0608527
sal + aou	Pacific	(27.75,27.85]	-0.1556360	-0.1567201	-0.1545519
sal + aou	Pacific	(27.85,27.95]	-0.4834795	-0.5609062	-0.4060527
sal + aou	Pacific	(27.95,28.05]	-0.7027052	-0.7616526	-0.6437578
sal + aou	Pacific	(28.05,28.1]	-0.8833612	-0.8844478	-0.8822747
sal + aou	Pacific	(28.1, Inf]	-0.7317352	-0.7412287	-0.7222417
sal + nitrate	Atlantic	(-Inf,26]	-0.2519956	-0.3385087	-0.1654825
sal + nitrate	Atlantic	(26,26.5]	-0.4248935	-0.4737934	-0.3759936
sal + nitrate	Atlantic	(26.5,26.75]	-0.5513183	-0.6185079	-0.4841287
sal + nitrate	Atlantic	(26.75,27]	-0.5494545	-0.5763227	-0.5225862
sal + nitrate	Atlantic	(27,27.25]	-0.6400632	-0.6780891	-0.6020372
sal + nitrate	Atlantic	(27.25,27.5]	-0.7358598	-0.7622523	-0.7094674
sal + nitrate	Atlantic	(27.5,27.75]	-0.7439683	-0.7551002	-0.7328365
sal + nitrate	Atlantic	(27.75,27.85]	-0.6320408	-0.6400850	-0.6239965
sal + nitrate	Atlantic	(27.85,27.95]	-0.5932426	-0.6707512	-0.5157340
sal + nitrate	Atlantic	(27.95,28.05]	-0.6777514	-0.7734517	-0.5820511
sal + nitrate	Atlantic	(28.05,28.1]	-0.8148537	-0.8580881	-0.7716194
sal + nitrate	Atlantic	(28.1,28.15]	-0.8465838	-0.8552060	-0.8379616
sal + nitrate	Atlantic	(28.15,28.2]	-0.9400337	-0.9444780	-0.9355894
sal + nitrate	Atlantic	(28.2, Inf]	-0.8792252	-0.9395321	-0.8189183
sal + nitrate	Indian	(-Inf,26]	-0.6379925	-0.7915117	-0.4844734
sal + nitrate	Indian	(26,26.5]	-0.7323530	-0.8579320	-0.6067739
sal + nitrate	Indian	(26.5,26.75]	-0.4030962	-0.5234863	-0.2827061
sal + nitrate	Indian	(26.75,27]	0.1273296	-0.0565053	0.3111645
sal + nitrate	Indian	(27,27.25]	0.4848392	0.4603465	0.5093320
sal + nitrate	Indian	(27.25,27.5]	0.6351735	0.4746114	0.7957357
sal + nitrate	Indian	(27.5,27.75]	0.7333405	0.6234675	0.8432136
sal + nitrate	Indian	(27.75,27.85]	0.7170290	0.6603509	0.7737072
sal + nitrate	Indian	(27.85,27.95]	0.5815373	0.5178523	0.6452223
sal + nitrate	Indian	(27.95,28.05]	0.1097817	0.0329776	0.1865858
sal + nitrate	Indian	(28.05,28.1]	-0.3304771	-0.3438635	-0.3170907
sal + nitrate	Indian	(28.1, Inf]	-0.1996814	-0.3229763	-0.0763864
sal + nitrate	Pacific	(-Inf,26]	-0.3972496	-0.4545476	-0.3399516
sal + nitrate	Pacific	(26,26.5]	-0.3150245	-0.4880283	-0.1420207
sal + nitrate	Pacific	(26.5,26.75]	-0.2841928	-0.4443265	-0.1240592
sal + nitrate	Pacific	(26.75,27]	-0.3949098	-0.4787597	-0.3110598
sal + nitrate	Pacific	(27,27.25]	-0.3074127	-0.3658411	-0.2489843
sal + nitrate	Pacific	(27.25,27.5]	0.0978038	0.0115286	0.1840789
sal + nitrate	Pacific	(27.5,27.75]	0.0624412	0.0404571	0.0844253
sal + nitrate	Pacific	(27.75,27.85]	-0.1530564	-0.1610294	-0.1450834
sal + nitrate	Pacific	(27.85,27.95]	-0.4834235	-0.5374630	-0.4293841
sal + nitrate	Pacific	(27.95,28.05]	-0.7334758	-0.7873500	-0.6796016
sal + nitrate	Pacific	(28.05,28.1]	-0.9046397	-0.9151808	-0.8940986
sal + nitrate	Pacific	(28.1, Inf]	-0.8296519	-0.8369522	-0.8223515
sal + oxygen	Atlantic	(-Inf,26]	-0.0998030	-0.2928631	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0836119	-0.1401439	-0.0270798
sal + oxygen	Atlantic	(26.5,26.75]	0.0377503	-0.0200791	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1046614	-0.1835369	-0.0257859
sal + oxygen	Atlantic	(27,27.25]	-0.0911100	-0.2527297	0.0705097
sal + oxygen	Atlantic	(27.25,27.5]	-0.0816093	-0.1970387	0.0338202
sal + oxygen	Atlantic	(27.5,27.75]	0.0208767	-0.0455765	0.0873298
sal + oxygen	Atlantic	(27.75,27.85]	0.0653786	0.0263516	0.1044056
sal + oxygen	Atlantic	(27.85,27.95]	0.1559646	0.0841468	0.2277825
sal + oxygen	Atlantic	(27.95,28.05]	0.3325014	0.2141842	0.4508186
sal + oxygen	Atlantic	(28.05,28.1]	0.6213002	0.5596441	0.6829563
sal + oxygen	Atlantic	(28.1,28.15]	0.6949449	0.6647202	0.7251697
sal + oxygen	Atlantic	(28.15,28.2]	0.8886173	0.8702389	0.9069957
sal + oxygen	Atlantic	(28.2, Inf]	0.3365715	0.0708721	0.6022709
sal + oxygen	Indian	(-Inf,26]	0.6070719	0.4200539	0.7940899
sal + oxygen	Indian	(26,26.5]	0.5689445	0.3862124	0.7516766
sal + oxygen	Indian	(26.5,26.75]	0.1038532	0.0187418	0.1889647
sal + oxygen	Indian	(26.75,27]	-0.5540901	-0.6443474	-0.4638328
sal + oxygen	Indian	(27,27.25]	-0.8806035	-0.9135457	-0.8476612
sal + oxygen	Indian	(27.25,27.5]	-0.9288478	-0.9838919	-0.8738037
sal + oxygen	Indian	(27.5,27.75]	-0.9300295	-0.9649293	-0.8951298
sal + oxygen	Indian	(27.75,27.85]	-0.9520257	-0.9604491	-0.9436022
sal + oxygen	Indian	(27.85,27.95]	-0.9228423	-0.9254012	-0.9202835
sal + oxygen	Indian	(27.95,28.05]	-0.7134331	-0.7658360	-0.6610303
sal + oxygen	Indian	(28.05,28.1]	-0.1817058	-0.3454109	-0.0180008
sal + oxygen	Indian	(28.1, Inf]	-0.6631546	-0.6658739	-0.6604354
sal + oxygen	Pacific	(-Inf,26]	-0.3467816	-0.3579558	-0.3356073
sal + oxygen	Pacific	(26,26.5]	-0.3192613	-0.5101632	-0.1283594
sal + oxygen	Pacific	(26.5,26.75]	-0.4681180	-0.5735547	-0.3626813
sal + oxygen	Pacific	(26.75,27]	-0.1800357	-0.2978632	-0.0622082
sal + oxygen	Pacific	(27,27.25]	0.0896199	0.0318058	0.1474340
sal + oxygen	Pacific	(27.25,27.5]	-0.1835641	-0.2556806	-0.1114477
sal + oxygen	Pacific	(27.5,27.75]	-0.1129728	-0.1264278	-0.0995179
sal + oxygen	Pacific	(27.75,27.85]	0.1033226	0.1011487	0.1054965
sal + oxygen	Pacific	(27.85,27.95]	0.4592067	0.3722485	0.5461649
sal + oxygen	Pacific	(27.95,28.05]	0.6927332	0.6267914	0.7586751
sal + oxygen	Pacific	(28.05,28.1]	0.8761429	0.8759705	0.8763153
sal + oxygen	Pacific	(28.1, Inf]	0.6765848	0.6608511	0.6923184
sal + phosphate	Atlantic	(-Inf,26]	-0.5694457	-0.6780962	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6885526	-0.7212932	-0.6558120
sal + phosphate	Atlantic	(26.5,26.75]	-0.7056253	-0.7598633	-0.6513872
sal + phosphate	Atlantic	(26.75,27]	-0.6816005	-0.7105012	-0.6526999
sal + phosphate	Atlantic	(27,27.25]	-0.7289051	-0.7607998	-0.6970103
sal + phosphate	Atlantic	(27.25,27.5]	-0.7903272	-0.8130923	-0.7675622
sal + phosphate	Atlantic	(27.5,27.75]	-0.7830762	-0.7919003	-0.7742522
sal + phosphate	Atlantic	(27.75,27.85]	-0.6698268	-0.6727549	-0.6668986
sal + phosphate	Atlantic	(27.85,27.95]	-0.6087041	-0.6849928	-0.5324154
sal + phosphate	Atlantic	(27.95,28.05]	-0.6857216	-0.7801371	-0.5913061
sal + phosphate	Atlantic	(28.05,28.1]	-0.8248770	-0.8678346	-0.7819195
sal + phosphate	Atlantic	(28.1,28.15]	-0.8639247	-0.8681253	-0.8597242
sal + phosphate	Atlantic	(28.15,28.2]	-0.9421591	-0.9502483	-0.9340698
sal + phosphate	Atlantic	(28.2, Inf]	-0.8838414	-0.9436727	-0.8240101
sal + phosphate	Indian	(-Inf,26]	-0.6013940	-0.7866875	-0.4161005
sal + phosphate	Indian	(26,26.5]	-0.6628457	-0.8514416	-0.4742498
sal + phosphate	Indian	(26.5,26.75]	-0.3302648	-0.5143631	-0.1461666
sal + phosphate	Indian	(26.75,27]	0.2129837	-0.0294391	0.4554064
sal + phosphate	Indian	(27,27.25]	0.6217350	0.5555656	0.6879044
sal + phosphate	Indian	(27.25,27.5]	0.7775106	0.7188488	0.8361723
sal + phosphate	Indian	(27.5,27.75]	0.8471289	0.7970702	0.8971876
sal + phosphate	Indian	(27.75,27.85]	0.8338972	0.7836865	0.8841078
sal + phosphate	Indian	(27.85,27.95]	0.6543407	0.5704920	0.7381894
sal + phosphate	Indian	(27.95,28.05]	0.1771896	0.0891372	0.2652420
sal + phosphate	Indian	(28.05,28.1]	-0.2888168	-0.2956440	-0.2819896
sal + phosphate	Indian	(28.1, Inf]	-0.1748932	-0.3008586	-0.0489279
sal + phosphate	Pacific	(-Inf,26]	-0.2912485	-0.3439855	-0.2385116
sal + phosphate	Pacific	(26,26.5]	-0.2580403	-0.4086381	-0.1074426
sal + phosphate	Pacific	(26.5,26.75]	-0.2436539	-0.3969363	-0.0903714
sal + phosphate	Pacific	(26.75,27]	-0.4078661	-0.4875067	-0.3282256
sal + phosphate	Pacific	(27,27.25]	-0.3151170	-0.3674913	-0.2627427
sal + phosphate	Pacific	(27.25,27.5]	0.0792263	0.0039371	0.1545155
sal + phosphate	Pacific	(27.5,27.75]	0.0626993	0.0466801	0.0787186
sal + phosphate	Pacific	(27.75,27.85]	-0.1547494	-0.1554266	-0.1540722
sal + phosphate	Pacific	(27.85,27.95]	-0.4952988	-0.5574685	-0.4331292
sal + phosphate	Pacific	(27.95,28.05]	-0.7426602	-0.7935091	-0.6918113
sal + phosphate	Pacific	(28.05,28.1]	-0.8989361	-0.9172242	-0.8806481
sal + phosphate	Pacific	(28.1, Inf]	-0.8308373	-0.8383577	-0.8233168
sal + silicate	Atlantic	(-Inf,26]	-0.5856444	-0.6044599	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6546396	-0.7052527	-0.6040264
sal + silicate	Atlantic	(26.5,26.75]	-0.6171459	-0.7195788	-0.5147129
sal + silicate	Atlantic	(26.75,27]	-0.5738411	-0.6243267	-0.5233554
sal + silicate	Atlantic	(27,27.25]	-0.6749445	-0.7207798	-0.6291093
sal + silicate	Atlantic	(27.25,27.5]	-0.7975830	-0.8066690	-0.7884971
sal + silicate	Atlantic	(27.5,27.75]	-0.8020763	-0.8063584	-0.7977942
sal + silicate	Atlantic	(27.75,27.85]	-0.6995213	-0.7266160	-0.6724266
sal + silicate	Atlantic	(27.85,27.95]	-0.6907802	-0.7396729	-0.6418876
sal + silicate	Atlantic	(27.95,28.05]	-0.7318637	-0.8054597	-0.6582678
sal + silicate	Atlantic	(28.05,28.1]	-0.8468298	-0.8769337	-0.8167260
sal + silicate	Atlantic	(28.1,28.15]	-0.8768453	-0.8826592	-0.8710314
sal + silicate	Atlantic	(28.15,28.2]	-0.9306689	-0.9311472	-0.9301907
sal + silicate	Atlantic	(28.2, Inf]	-0.8311116	-0.9331309	-0.7290923
sal + silicate	Indian	(-Inf,26]	-0.7701456	-0.8273530	-0.7129382
sal + silicate	Indian	(26,26.5]	-0.7663908	-0.8547906	-0.6779910
sal + silicate	Indian	(26.5,26.75]	-0.3371175	-0.3512068	-0.3230281
sal + silicate	Indian	(26.75,27]	0.3381409	0.2562185	0.4200633
sal + silicate	Indian	(27,27.25]	0.6074054	0.5291180	0.6856928
sal + silicate	Indian	(27.25,27.5]	0.6303147	0.4737960	0.7868334
sal + silicate	Indian	(27.5,27.75]	0.6637755	0.4928619	0.8346891
sal + silicate	Indian	(27.75,27.85]	0.7985850	0.7937530	0.8034171
sal + silicate	Indian	(27.85,27.95]	0.6915893	0.6267787	0.7563999
sal + silicate	Indian	(27.95,28.05]	0.3325515	0.2854486	0.3796545
sal + silicate	Indian	(28.05,28.1]	-0.1340811	-0.2115200	-0.0566423
sal + silicate	Indian	(28.1, Inf]	-0.2234684	-0.2573043	-0.1896325
sal + silicate	Pacific	(-Inf,26]	-0.6306736	-0.6508963	-0.6104509
sal + silicate	Pacific	(26,26.5]	-0.6550157	-0.6984094	-0.6116221
sal + silicate	Pacific	(26.5,26.75]	-0.7258359	-0.7665006	-0.6851711
sal + silicate	Pacific	(26.75,27]	-0.7531812	-0.7534481	-0.7529143
sal + silicate	Pacific	(27,27.25]	-0.5756347	-0.5863331	-0.5649362
sal + silicate	Pacific	(27.25,27.5]	-0.2111372	-0.2132139	-0.2090604
sal + silicate	Pacific	(27.5,27.75]	-0.0705618	-0.1326993	-0.0084243
sal + silicate	Pacific	(27.75,27.85]	-0.2068591	-0.2129560	-0.2007622
sal + silicate	Pacific	(27.85,27.95]	-0.4460264	-0.4909497	-0.4011030
sal + silicate	Pacific	(27.95,28.05]	-0.6209495	-0.6691114	-0.5727876
sal + silicate	Pacific	(28.05,28.1]	-0.8177596	-0.8194932	-0.8160261
sal + silicate	Pacific	(28.1, Inf]	-0.8645231	-0.8773152	-0.8517309
sal + temp	Atlantic	(-Inf,26]	0.7844354	0.7734916	0.7953792
sal + temp	Atlantic	(26,26.5]	0.9611276	0.9595484	0.9627067
sal + temp	Atlantic	(26.5,26.75]	0.9808448	0.9787372	0.9829524
sal + temp	Atlantic	(26.75,27]	0.9763016	0.9717939	0.9808092
sal + temp	Atlantic	(27,27.25]	0.9785966	0.9776082	0.9795849
sal + temp	Atlantic	(27.25,27.5]	0.9780006	0.9772476	0.9787535
sal + temp	Atlantic	(27.5,27.75]	0.9653310	0.9639341	0.9667278
sal + temp	Atlantic	(27.75,27.85]	0.9795770	0.9775948	0.9815592
sal + temp	Atlantic	(27.85,27.95]	0.9530935	0.9462399	0.9599470
sal + temp	Atlantic	(27.95,28.05]	0.9144608	0.8995852	0.9293364
sal + temp	Atlantic	(28.05,28.1]	0.9505868	0.9442390	0.9569347
sal + temp	Atlantic	(28.1,28.15]	0.9424317	0.9300054	0.9548579
sal + temp	Atlantic	(28.15,28.2]	0.7287728	0.5394085	0.9181371
sal + temp	Atlantic	(28.2, Inf]	0.4646141	0.2187385	0.7104898
sal + temp	Indian	(-Inf,26]	0.1543176	0.0789451	0.2296902
sal + temp	Indian	(26,26.5]	0.8701517	0.8512071	0.8890963
sal + temp	Indian	(26.5,26.75]	0.9573652	0.9533982	0.9613322
sal + temp	Indian	(26.75,27]	0.9680570	0.9602691	0.9758449
sal + temp	Indian	(27,27.25]	0.9553523	0.9521263	0.9585783
sal + temp	Indian	(27.25,27.5]	0.9454337	0.9307120	0.9601555
sal + temp	Indian	(27.5,27.75]	0.9058945	0.8765683	0.9352208
sal + temp	Indian	(27.75,27.85]	0.9342156	0.9222938	0.9461374
sal + temp	Indian	(27.85,27.95]	0.9334986	0.9198577	0.9471394
sal + temp	Indian	(27.95,28.05]	0.9346780	0.9141121	0.9552439
sal + temp	Indian	(28.05,28.1]	0.9080437	0.8695532	0.9465342
sal + temp	Indian	(28.1, Inf]	0.9205551	0.9138554	0.9272548
sal + temp	Pacific	(-Inf,26]	0.7809134	0.7806991	0.7811276
sal + temp	Pacific	(26,26.5]	0.9527530	0.9497389	0.9557670
sal + temp	Pacific	(26.5,26.75]	0.9780258	0.9772229	0.9788286
sal + temp	Pacific	(26.75,27]	0.9784592	0.9757644	0.9811540
sal + temp	Pacific	(27,27.25]	0.9452062	0.9385752	0.9518372
sal + temp	Pacific	(27.25,27.5]	0.8238945	0.7992635	0.8485255
sal + temp	Pacific	(27.5,27.75]	0.6075458	0.5564665	0.6586251
sal + temp	Pacific	(27.75,27.85]	0.7689762	0.7568711	0.7810814
sal + temp	Pacific	(27.85,27.95]	0.5274386	0.4606582	0.5942190
sal + temp	Pacific	(27.95,28.05]	0.3204570	0.2630865	0.3778276
sal + temp	Pacific	(28.05,28.1]	0.1389353	0.1260552	0.1518154
sal + temp	Pacific	(28.1, Inf]	-0.2711384	-0.3134380	-0.2288389
temp + aou	Atlantic	(-Inf,26]	-0.2754057	-0.4812694	-0.0695421
temp + aou	Atlantic	(26,26.5]	-0.2608759	-0.3029734	-0.2187783
temp + aou	Atlantic	(26.5,26.75]	-0.2989626	-0.3699791	-0.2279461
temp + aou	Atlantic	(26.75,27]	-0.1330363	-0.2055274	-0.0605452
temp + aou	Atlantic	(27,27.25]	-0.1116004	-0.2520987	0.0288979
temp + aou	Atlantic	(27.25,27.5]	-0.2011045	-0.2966726	-0.1055364
temp + aou	Atlantic	(27.5,27.75]	-0.3165608	-0.3461169	-0.2870048
temp + aou	Atlantic	(27.75,27.85]	-0.2944960	-0.3114339	-0.2775582
temp + aou	Atlantic	(27.85,27.95]	-0.2593825	-0.3745217	-0.1442434
temp + aou	Atlantic	(27.95,28.05]	-0.4505152	-0.5197274	-0.3813029
temp + aou	Atlantic	(28.05,28.1]	-0.5896027	-0.6521279	-0.5270775
temp + aou	Atlantic	(28.1,28.15]	-0.5692510	-0.6126657	-0.5258363
temp + aou	Atlantic	(28.15,28.2]	-0.5276109	-0.7337227	-0.3214991
temp + aou	Atlantic	(28.2, Inf]	0.2985039	0.2887144	0.3082935
temp + aou	Indian	(-Inf,26]	-0.4169227	-0.4707886	-0.3630568
temp + aou	Indian	(26,26.5]	-0.4852930	-0.5689826	-0.4016034
temp + aou	Indian	(26.5,26.75]	-0.1305748	-0.1920016	-0.0691481
temp + aou	Indian	(26.75,27]	0.3593728	0.2179528	0.5007927
temp + aou	Indian	(27,27.25]	0.7274772	0.7090423	0.7459121
temp + aou	Indian	(27.25,27.5]	0.8408028	0.8299530	0.8516526
temp + aou	Indian	(27.5,27.75]	0.8853393	0.8784221	0.8922566
temp + aou	Indian	(27.75,27.85]	0.9291144	0.9194264	0.9388024
temp + aou	Indian	(27.85,27.95]	0.8733452	0.8548828	0.8918075
temp + aou	Indian	(27.95,28.05]	0.6727240	0.6153552	0.7300929
temp + aou	Indian	(28.05,28.1]	0.3390548	0.2656295	0.4124801
temp + aou	Indian	(28.1, Inf]	0.7455646	0.7233104	0.7678188
temp + aou	Pacific	(-Inf,26]	-0.2517806	-0.2549935	-0.2485677
temp + aou	Pacific	(26,26.5]	0.0529706	-0.1367401	0.2426812
temp + aou	Pacific	(26.5,26.75]	0.2896186	0.1846582	0.3945789
temp + aou	Pacific	(26.75,27]	-0.0383848	-0.1260122	0.0492426
temp + aou	Pacific	(27,27.25]	-0.2356917	-0.2639124	-0.2074709
temp + aou	Pacific	(27.25,27.5]	0.0276514	-0.0441564	0.0994593
temp + aou	Pacific	(27.5,27.75]	0.0930639	0.0698786	0.1162492
temp + aou	Pacific	(27.75,27.85]	0.0127146	-0.0061619	0.0315912
temp + aou	Pacific	(27.85,27.95]	-0.1730839	-0.2637416	-0.0824262
temp + aou	Pacific	(27.95,28.05]	-0.1615714	-0.2343371	-0.0888057
temp + aou	Pacific	(28.05,28.1]	-0.0864218	-0.1546793	-0.0181643
temp + aou	Pacific	(28.1, Inf]	0.7762488	0.7578100	0.7946876
temp + nitrate	Atlantic	(-Inf,26]	-0.2557327	-0.3463706	-0.1650948
temp + nitrate	Atlantic	(26,26.5]	-0.4876112	-0.5262294	-0.4489929
temp + nitrate	Atlantic	(26.5,26.75]	-0.5405688	-0.5967973	-0.4843404
temp + nitrate	Atlantic	(26.75,27]	-0.4989012	-0.5524804	-0.4453219
temp + nitrate	Atlantic	(27,27.25]	-0.5721096	-0.6020169	-0.5422022
temp + nitrate	Atlantic	(27.25,27.5]	-0.6940919	-0.7291906	-0.6589932
temp + nitrate	Atlantic	(27.5,27.75]	-0.6986674	-0.7162187	-0.6811161
temp + nitrate	Atlantic	(27.75,27.85]	-0.6020418	-0.6408500	-0.5632337
temp + nitrate	Atlantic	(27.85,27.95]	-0.5268227	-0.6362880	-0.4173574
temp + nitrate	Atlantic	(27.95,28.05]	-0.6391682	-0.7044375	-0.5738989
temp + nitrate	Atlantic	(28.05,28.1]	-0.7080871	-0.7591928	-0.6569814
temp + nitrate	Atlantic	(28.1,28.15]	-0.6706057	-0.6797671	-0.6614443
temp + nitrate	Atlantic	(28.15,28.2]	-0.5471408	-0.7415067	-0.3527748
temp + nitrate	Atlantic	(28.2, Inf]	-0.1225737	-0.2605610	0.0154136
temp + nitrate	Indian	(-Inf,26]	-0.4474706	-0.4875811	-0.4073600
temp + nitrate	Indian	(26,26.5]	-0.6025325	-0.6521395	-0.5529254
temp + nitrate	Indian	(26.5,26.75]	-0.3568390	-0.4458053	-0.2678726
temp + nitrate	Indian	(26.75,27]	0.0060721	-0.1951008	0.2072449
temp + nitrate	Indian	(27,27.25]	0.3207869	0.2735802	0.3679935
temp + nitrate	Indian	(27.25,27.5]	0.5047836	0.4437283	0.5658390
temp + nitrate	Indian	(27.5,27.75]	0.6796127	0.6354424	0.7237830
temp + nitrate	Indian	(27.75,27.85]	0.7190427	0.6781114	0.7599740
temp + nitrate	Indian	(27.85,27.95]	0.5586264	0.5291469	0.5881059
temp + nitrate	Indian	(27.95,28.05]	0.1928774	0.1347148	0.2510399
temp + nitrate	Indian	(28.05,28.1]	-0.0309479	-0.0761586	0.0142628
temp + nitrate	Indian	(28.1, Inf]	0.0594331	-0.0862307	0.2050970
temp + nitrate	Pacific	(-Inf,26]	-0.5096906	-0.5671535	-0.4522277
temp + nitrate	Pacific	(26,26.5]	-0.4069628	-0.5545051	-0.2594205
temp + nitrate	Pacific	(26.5,26.75]	-0.2893292	-0.4307651	-0.1478933
temp + nitrate	Pacific	(26.75,27]	-0.4141747	-0.4876772	-0.3406723
temp + nitrate	Pacific	(27,27.25]	-0.3787167	-0.4188973	-0.3385362
temp + nitrate	Pacific	(27.25,27.5]	-0.0300057	-0.1231416	0.0631303
temp + nitrate	Pacific	(27.5,27.75]	0.0802420	0.0362924	0.1241917
temp + nitrate	Pacific	(27.75,27.85]	0.0081561	-0.0016421	0.0179543
temp + nitrate	Pacific	(27.85,27.95]	-0.1695261	-0.2317921	-0.1072600
temp + nitrate	Pacific	(27.95,28.05]	-0.1972136	-0.2579443	-0.1364830
temp + nitrate	Pacific	(28.05,28.1]	-0.1345997	-0.1990479	-0.0701515
temp + nitrate	Pacific	(28.1, Inf]	0.6254586	0.5827255	0.6681917
temp + oxygen	Atlantic	(-Inf,26]	-0.0665057	-0.2734555	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0591992	-0.1017922	-0.0166061
temp + oxygen	Atlantic	(26.5,26.75]	0.0154578	-0.0285293	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1569213	-0.2544102	-0.0594325
temp + oxygen	Atlantic	(27,27.25]	-0.1714695	-0.3222793	-0.0206597
temp + oxygen	Atlantic	(27.25,27.5]	-0.1320314	-0.2532867	-0.0107762
temp + oxygen	Atlantic	(27.5,27.75]	-0.0460708	-0.1151013	0.0229597
temp + oxygen	Atlantic	(27.75,27.85]	0.0079142	-0.0000839	0.0159122
temp + oxygen	Atlantic	(27.85,27.95]	0.0552877	-0.0472567	0.1578321
temp + oxygen	Atlantic	(27.95,28.05]	0.2782216	0.2153787	0.3410645
temp + oxygen	Atlantic	(28.05,28.1]	0.4688319	0.3985815	0.5390823
temp + oxygen	Atlantic	(28.1,28.15]	0.4660651	0.4020771	0.5300531
temp + oxygen	Atlantic	(28.15,28.2]	0.4487859	0.2103306	0.6872413
temp + oxygen	Atlantic	(28.2, Inf]	-0.4910586	-0.5254664	-0.4566508
temp + oxygen	Indian	(-Inf,26]	0.3066105	0.2613175	0.3519034
temp + oxygen	Indian	(26,26.5]	0.4148470	0.3264393	0.5032548
temp + oxygen	Indian	(26.5,26.75]	0.0499019	0.0007362	0.0990676
temp + oxygen	Indian	(26.75,27]	-0.4521083	-0.5671797	-0.3370370
temp + oxygen	Indian	(27,27.25]	-0.7949788	-0.8053795	-0.7845782
temp + oxygen	Indian	(27.25,27.5]	-0.8890979	-0.8964738	-0.8817221
temp + oxygen	Indian	(27.5,27.75]	-0.9227752	-0.9265049	-0.9190455
temp + oxygen	Indian	(27.75,27.85]	-0.9541066	-0.9589708	-0.9492425
temp + oxygen	Indian	(27.85,27.95]	-0.9180779	-0.9346861	-0.9014697
temp + oxygen	Indian	(27.95,28.05]	-0.7680129	-0.8281453	-0.7078804
temp + oxygen	Indian	(28.05,28.1]	-0.4507543	-0.5549299	-0.3465786
temp + oxygen	Indian	(28.1, Inf]	-0.8451043	-0.8533897	-0.8368188
temp + oxygen	Pacific	(-Inf,26]	-0.2867347	-0.3012906	-0.2721789
temp + oxygen	Pacific	(26,26.5]	-0.2627815	-0.4367364	-0.0888266
temp + oxygen	Pacific	(26.5,26.75]	-0.4889706	-0.5712557	-0.4066855
temp + oxygen	Pacific	(26.75,27]	-0.1830045	-0.2829962	-0.0830127
temp + oxygen	Pacific	(27,27.25]	0.1281241	0.0910322	0.1652159
temp + oxygen	Pacific	(27.25,27.5]	-0.1184035	-0.1965149	-0.0402921
temp + oxygen	Pacific	(27.5,27.75]	-0.1805937	-0.2132940	-0.1478933
temp + oxygen	Pacific	(27.75,27.85]	-0.0798184	-0.0979600	-0.0616769
temp + oxygen	Pacific	(27.85,27.95]	0.1215015	0.0235837	0.2194193
temp + oxygen	Pacific	(27.95,28.05]	0.1084468	0.0296859	0.1872078
temp + oxygen	Pacific	(28.05,28.1]	0.0584176	-0.0115604	0.1283957
temp + oxygen	Pacific	(28.1, Inf]	-0.8244187	-0.8377010	-0.8111364
temp + phosphate	Atlantic	(-Inf,26]	-0.4647793	-0.5394100	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.7017792	-0.7178208	-0.6857375
temp + phosphate	Atlantic	(26.5,26.75]	-0.6864194	-0.7311386	-0.6417002
temp + phosphate	Atlantic	(26.75,27]	-0.6266907	-0.6821873	-0.5711941
temp + phosphate	Atlantic	(27,27.25]	-0.6617502	-0.6875932	-0.6359071
temp + phosphate	Atlantic	(27.25,27.5]	-0.7517403	-0.7824349	-0.7210458
temp + phosphate	Atlantic	(27.5,27.75]	-0.7396330	-0.7540559	-0.7252102
temp + phosphate	Atlantic	(27.75,27.85]	-0.6413855	-0.6739437	-0.6088273
temp + phosphate	Atlantic	(27.85,27.95]	-0.5421405	-0.6504801	-0.4338008
temp + phosphate	Atlantic	(27.95,28.05]	-0.6492591	-0.7137475	-0.5847707
temp + phosphate	Atlantic	(28.05,28.1]	-0.7176533	-0.7722173	-0.6630894
temp + phosphate	Atlantic	(28.1,28.15]	-0.6953749	-0.7103749	-0.6803750
temp + phosphate	Atlantic	(28.15,28.2]	-0.5518233	-0.7375449	-0.3661017
temp + phosphate	Atlantic	(28.2, Inf]	-0.1272485	-0.2673532	0.0128563
temp + phosphate	Indian	(-Inf,26]	-0.4222692	-0.4427554	-0.4017830
temp + phosphate	Indian	(26,26.5]	-0.5454570	-0.6510849	-0.4398292
temp + phosphate	Indian	(26.5,26.75]	-0.2899062	-0.4349307	-0.1448817
temp + phosphate	Indian	(26.75,27]	0.0844867	-0.1657221	0.3346956
temp + phosphate	Indian	(27,27.25]	0.4520943	0.3255313	0.5786572
temp + phosphate	Indian	(27.25,27.5]	0.6481268	0.6210712	0.6751825
temp + phosphate	Indian	(27.5,27.75]	0.7890243	0.7863625	0.7916862
temp + phosphate	Indian	(27.75,27.85]	0.7866199	0.7378227	0.8354171
temp + phosphate	Indian	(27.85,27.95]	0.5889978	0.5398376	0.6381580
temp + phosphate	Indian	(27.95,28.05]	0.2453278	0.1822013	0.3084542
temp + phosphate	Indian	(28.05,28.1]	0.0105971	-0.0359934	0.0571876
temp + phosphate	Indian	(28.1, Inf]	0.0897222	-0.0558907	0.2353351
temp + phosphate	Pacific	(-Inf,26]	-0.4111268	-0.4602473	-0.3620064
temp + phosphate	Pacific	(26,26.5]	-0.3487203	-0.4758742	-0.2215664
temp + phosphate	Pacific	(26.5,26.75]	-0.2529656	-0.3881074	-0.1178239
temp + phosphate	Pacific	(26.75,27]	-0.4251648	-0.4905740	-0.3597557
temp + phosphate	Pacific	(27,27.25]	-0.3778172	-0.4114912	-0.3441432
temp + phosphate	Pacific	(27.25,27.5]	-0.0401813	-0.1228704	0.0425079
temp + phosphate	Pacific	(27.5,27.75]	0.0836736	0.0466187	0.1207285
temp + phosphate	Pacific	(27.75,27.85]	0.0024832	-0.0130385	0.0180049
temp + phosphate	Pacific	(27.85,27.95]	-0.1787962	-0.2489741	-0.1086182
temp + phosphate	Pacific	(27.95,28.05]	-0.2037232	-0.2620540	-0.1453923
temp + phosphate	Pacific	(28.05,28.1]	-0.1077403	-0.1652889	-0.0501917
temp + phosphate	Pacific	(28.1, Inf]	0.6085360	0.5552432	0.6618287
temp + silicate	Atlantic	(-Inf,26]	-0.4520950	-0.4732001	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6520025	-0.6828473	-0.6211578
temp + silicate	Atlantic	(26.5,26.75]	-0.6118058	-0.7073827	-0.5162289
temp + silicate	Atlantic	(26.75,27]	-0.5453005	-0.6149080	-0.4756930
temp + silicate	Atlantic	(27,27.25]	-0.6400943	-0.6726502	-0.6075385
temp + silicate	Atlantic	(27.25,27.5]	-0.8130417	-0.8267941	-0.7992893
temp + silicate	Atlantic	(27.5,27.75]	-0.8178006	-0.8276393	-0.8079619
temp + silicate	Atlantic	(27.75,27.85]	-0.7056643	-0.7076087	-0.7037199
temp + silicate	Atlantic	(27.85,27.95]	-0.6531086	-0.7351877	-0.5710294
temp + silicate	Atlantic	(27.95,28.05]	-0.7193407	-0.7585369	-0.6801446
temp + silicate	Atlantic	(28.05,28.1]	-0.7462126	-0.7863389	-0.7060863
temp + silicate	Atlantic	(28.1,28.15]	-0.7112296	-0.7396945	-0.6827646
temp + silicate	Atlantic	(28.15,28.2]	-0.5313064	-0.7340411	-0.3285716
temp + silicate	Atlantic	(28.2, Inf]	-0.0685292	-0.1482081	0.0111498
temp + silicate	Indian	(-Inf,26]	-0.5113570	-0.5639333	-0.4587807
temp + silicate	Indian	(26,26.5]	-0.6140138	-0.6182823	-0.6097452
temp + silicate	Indian	(26.5,26.75]	-0.2759948	-0.2950018	-0.2569878
temp + silicate	Indian	(26.75,27]	0.2318156	0.1256013	0.3380298
temp + silicate	Indian	(27,27.25]	0.4597298	0.4416573	0.4778024
temp + silicate	Indian	(27.25,27.5]	0.4972260	0.4281727	0.5662793
temp + silicate	Indian	(27.5,27.75]	0.5220457	0.4387011	0.6053902
temp + silicate	Indian	(27.75,27.85]	0.6820459	0.6276542	0.7364376
temp + silicate	Indian	(27.85,27.95]	0.5630592	0.5036872	0.6224311
temp + silicate	Indian	(27.95,28.05]	0.3212086	0.2936164	0.3488008
temp + silicate	Indian	(28.05,28.1]	0.1470795	0.1264117	0.1677474
temp + silicate	Indian	(28.1, Inf]	-0.0439933	-0.1102802	0.0222936
temp + silicate	Pacific	(-Inf,26]	-0.6160184	-0.6414875	-0.5905493
temp + silicate	Pacific	(26,26.5]	-0.7156276	-0.7386908	-0.6925643
temp + silicate	Pacific	(26.5,26.75]	-0.7188728	-0.7481340	-0.6896116
temp + silicate	Pacific	(26.75,27]	-0.7471409	-0.7547816	-0.7395001
temp + silicate	Pacific	(27,27.25]	-0.6022884	-0.6254198	-0.5791569
temp + silicate	Pacific	(27.25,27.5]	-0.3341860	-0.3431357	-0.3252364
temp + silicate	Pacific	(27.5,27.75]	-0.2238787	-0.2713027	-0.1764547
temp + silicate	Pacific	(27.75,27.85]	-0.1318415	-0.1530861	-0.1105970
temp + silicate	Pacific	(27.85,27.95]	-0.2966853	-0.3727101	-0.2206605
temp + silicate	Pacific	(27.95,28.05]	-0.3267982	-0.4075441	-0.2460523
temp + silicate	Pacific	(28.05,28.1]	-0.1347828	-0.1909118	-0.0786538
temp + silicate	Pacific	(28.1, Inf]	0.4292175	0.3974217	0.4610133

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

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

Past versions of correlation_predictors-1.png

Version	Author	Date
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]	0.4838079	0.4246642	0.5429515
aou	Atlantic	(26,26.5]	-0.3519540	-0.3877509	-0.3161570
aou	Atlantic	(26.5,26.75]	-0.5792997	-0.5842572	-0.5743422
aou	Atlantic	(26.75,27]	-0.4562431	-0.4766890	-0.4357972
aou	Atlantic	(27,27.25]	-0.4835158	-0.5935736	-0.3734580
aou	Atlantic	(27.25,27.5]	-0.5621912	-0.6069403	-0.5174422
aou	Atlantic	(27.5,27.75]	-0.7614279	-0.7906847	-0.7321711
aou	Atlantic	(27.75,27.85]	-0.8801304	-0.8974456	-0.8628152
aou	Atlantic	(27.85,27.95]	-0.9191442	-0.9220596	-0.9162288
aou	Atlantic	(27.95,28.05]	-0.9137006	-0.9160732	-0.9113279
aou	Atlantic	(28.05,28.1]	-0.8993796	-0.9129630	-0.8857963
aou	Atlantic	(28.1,28.15]	-0.9238407	-0.9267145	-0.9209669
aou	Atlantic	(28.15,28.2]	-0.9639590	-0.9694471	-0.9584709
aou	Atlantic	(28.2, Inf]	-0.6764442	-0.8312599	-0.5216285
aou	Indian	(-Inf,26]	-0.7748610	-0.8189924	-0.7307295
aou	Indian	(26,26.5]	-0.9660571	-0.9676377	-0.9644766
aou	Indian	(26.5,26.75]	-0.9025709	-0.9538159	-0.8513259
aou	Indian	(26.75,27]	-0.7240341	-0.8145007	-0.6335675
aou	Indian	(27,27.25]	-0.4501716	-0.5936597	-0.3066835
aou	Indian	(27.25,27.5]	-0.0855353	-0.1594036	-0.0116670
aou	Indian	(27.5,27.75]	0.0220930	-0.1339351	0.1781211
aou	Indian	(27.75,27.85]	-0.2026998	-0.3528249	-0.0525746
aou	Indian	(27.85,27.95]	-0.1670222	-0.3534592	0.0194148
aou	Indian	(27.95,28.05]	-0.2853784	-0.4046563	-0.1661006
aou	Indian	(28.05,28.1]	-0.2882506	-0.2889266	-0.2875745
aou	Indian	(28.1, Inf]	0.1697549	0.1072346	0.2322753
aou	Pacific	(-Inf,26]	-0.1914410	-0.2403865	-0.1424954
aou	Pacific	(26,26.5]	-0.6290906	-0.7375235	-0.5206577
aou	Pacific	(26.5,26.75]	-0.4455994	-0.4554099	-0.4357890
aou	Pacific	(26.75,27]	-0.6769164	-0.7015641	-0.6522688
aou	Pacific	(27,27.25]	-0.6139967	-0.6367458	-0.5912476
aou	Pacific	(27.25,27.5]	0.0947251	0.0613392	0.1281109
aou	Pacific	(27.5,27.75]	0.4548241	0.4128997	0.4967484
aou	Pacific	(27.75,27.85]	0.5508433	0.5487341	0.5529526
aou	Pacific	(27.85,27.95]	0.4488091	0.4455142	0.4521040
aou	Pacific	(27.95,28.05]	0.1013911	0.0532374	0.1495448
aou	Pacific	(28.05,28.1]	-0.1081348	-0.1759332	-0.0403365
aou	Pacific	(28.1, Inf]	0.0227368	-0.1372764	0.1827501
nitrate	Atlantic	(-Inf,26]	0.2245315	0.1868663	0.2621968
nitrate	Atlantic	(26,26.5]	-0.5589922	-0.5801988	-0.5377855
nitrate	Atlantic	(26.5,26.75]	-0.7706867	-0.7707069	-0.7706665
nitrate	Atlantic	(26.75,27]	-0.7887373	-0.8037241	-0.7737504
nitrate	Atlantic	(27,27.25]	-0.8673540	-0.8801315	-0.8545764
nitrate	Atlantic	(27.25,27.5]	-0.9334974	-0.9361724	-0.9308225
nitrate	Atlantic	(27.5,27.75]	-0.9760620	-0.9773298	-0.9747943
nitrate	Atlantic	(27.75,27.85]	-0.9774833	-0.9788924	-0.9760741
nitrate	Atlantic	(27.85,27.95]	-0.9622893	-0.9697329	-0.9548458
nitrate	Atlantic	(27.95,28.05]	-0.9459565	-0.9508821	-0.9410309
nitrate	Atlantic	(28.05,28.1]	-0.9311615	-0.9368194	-0.9255035
nitrate	Atlantic	(28.1,28.15]	-0.9489965	-0.9533543	-0.9446386
nitrate	Atlantic	(28.15,28.2]	-0.9775913	-0.9803724	-0.9748103
nitrate	Atlantic	(28.2, Inf]	-0.9437242	-0.9784291	-0.9090193
nitrate	Indian	(-Inf,26]	-0.7798418	-0.8079393	-0.7517443
nitrate	Indian	(26,26.5]	-0.9690281	-0.9698683	-0.9681878
nitrate	Indian	(26.5,26.75]	-0.9608853	-0.9704969	-0.9512737
nitrate	Indian	(26.75,27]	-0.8905480	-0.9084808	-0.8726152
nitrate	Indian	(27,27.25]	-0.7098113	-0.7278860	-0.6917365
nitrate	Indian	(27.25,27.5]	-0.2814991	-0.3007518	-0.2622464
nitrate	Indian	(27.5,27.75]	-0.0366531	-0.1778456	0.1045394
nitrate	Indian	(27.75,27.85]	-0.3277340	-0.4216993	-0.2337688
nitrate	Indian	(27.85,27.95]	-0.4337455	-0.5103607	-0.3571302
nitrate	Indian	(27.95,28.05]	-0.6172064	-0.6291413	-0.6052714
nitrate	Indian	(28.05,28.1]	-0.5323466	-0.5958371	-0.4688561
nitrate	Indian	(28.1, Inf]	-0.3025898	-0.3796363	-0.2255434
nitrate	Pacific	(-Inf,26]	-0.2843998	-0.3358512	-0.2329484
nitrate	Pacific	(26,26.5]	-0.8015386	-0.8699895	-0.7330877
nitrate	Pacific	(26.5,26.75]	-0.7685220	-0.8108004	-0.7262436
nitrate	Pacific	(26.75,27]	-0.8355141	-0.8679417	-0.8030866
nitrate	Pacific	(27,27.25]	-0.6561349	-0.6851489	-0.6271209
nitrate	Pacific	(27.25,27.5]	-0.0040663	-0.0547478	0.0466152
nitrate	Pacific	(27.5,27.75]	0.3513706	0.2916197	0.4111216
nitrate	Pacific	(27.75,27.85]	0.4870410	0.4803331	0.4937489
nitrate	Pacific	(27.85,27.95]	0.3993205	0.3930869	0.4055542
nitrate	Pacific	(27.95,28.05]	0.0576503	0.0080687	0.1072319
nitrate	Pacific	(28.05,28.1]	-0.1277638	-0.1993798	-0.0561478
nitrate	Pacific	(28.1, Inf]	-0.0607612	-0.2102514	0.0887290
oxygen	Atlantic	(-Inf,26]	-0.3747570	-0.4523602	-0.2971538
oxygen	Atlantic	(26,26.5]	0.0992641	0.0665607	0.1319675
oxygen	Atlantic	(26.5,26.75]	0.3773109	0.3678156	0.3868062
oxygen	Atlantic	(26.75,27]	0.2422755	0.2209961	0.2635549
oxygen	Atlantic	(27,27.25]	0.2572715	0.1190382	0.3955047
oxygen	Atlantic	(27.25,27.5]	0.2846339	0.2160806	0.3531872
oxygen	Atlantic	(27.5,27.75]	0.5072812	0.4347394	0.5798230
oxygen	Atlantic	(27.75,27.85]	0.7233918	0.6807954	0.7659882
oxygen	Atlantic	(27.85,27.95]	0.8423047	0.8280860	0.8565235
oxygen	Atlantic	(27.95,28.05]	0.8640350	0.8581754	0.8698946
oxygen	Atlantic	(28.05,28.1]	0.8744721	0.8577859	0.8911582
oxygen	Atlantic	(28.1,28.15]	0.9024983	0.8996590	0.9053377
oxygen	Atlantic	(28.15,28.2]	0.9624768	0.9543252	0.9706284
oxygen	Atlantic	(28.2, Inf]	0.5517177	0.3540826	0.7493528
oxygen	Indian	(-Inf,26]	0.8207475	0.7829668	0.8585282
oxygen	Indian	(26,26.5]	0.9595961	0.9577922	0.9614000
oxygen	Indian	(26.5,26.75]	0.8722822	0.8066622	0.9379022
oxygen	Indian	(26.75,27]	0.6589680	0.5414646	0.7764713
oxygen	Indian	(27,27.25]	0.3742179	0.2085091	0.5399266
oxygen	Indian	(27.25,27.5]	0.0448792	-0.0367786	0.1265369
oxygen	Indian	(27.5,27.75]	-0.0058738	-0.1586238	0.1468762
oxygen	Indian	(27.75,27.85]	0.1960081	0.0462225	0.3457938
oxygen	Indian	(27.85,27.95]	0.1227108	-0.0670927	0.3125142
oxygen	Indian	(27.95,28.05]	0.2099785	0.0682220	0.3517350
oxygen	Indian	(28.05,28.1]	0.2331761	0.2043147	0.2620376
oxygen	Indian	(28.1, Inf]	-0.2487450	-0.3292440	-0.1682461
oxygen	Pacific	(-Inf,26]	0.3373164	0.3276189	0.3470139
oxygen	Pacific	(26,26.5]	0.4897677	0.3745478	0.6049876
oxygen	Pacific	(26.5,26.75]	0.2755700	0.2450511	0.3060889
oxygen	Pacific	(26.75,27]	0.5494909	0.5176848	0.5812970
oxygen	Pacific	(27,27.25]	0.6162515	0.6000707	0.6324323
oxygen	Pacific	(27.25,27.5]	-0.0504310	-0.0890399	-0.0118220
oxygen	Pacific	(27.5,27.75]	-0.4056724	-0.4564817	-0.3548631
oxygen	Pacific	(27.75,27.85]	-0.5228268	-0.5298690	-0.5157846
oxygen	Pacific	(27.85,27.95]	-0.4321113	-0.4407765	-0.4234460
oxygen	Pacific	(27.95,28.05]	-0.0962756	-0.1459344	-0.0466167
oxygen	Pacific	(28.05,28.1]	0.1043396	0.0392099	0.1694694
oxygen	Pacific	(28.1, Inf]	-0.0389474	-0.1942182	0.1163234
phosphate	Atlantic	(-Inf,26]	0.0444058	0.0320134	0.0567982
phosphate	Atlantic	(26,26.5]	-0.7658587	-0.7880119	-0.7437055
phosphate	Atlantic	(26.5,26.75]	-0.8697894	-0.8705527	-0.8690261
phosphate	Atlantic	(26.75,27]	-0.8708606	-0.8752069	-0.8665143
phosphate	Atlantic	(27,27.25]	-0.9174088	-0.9243794	-0.9104381
phosphate	Atlantic	(27.25,27.5]	-0.9603454	-0.9630716	-0.9576191
phosphate	Atlantic	(27.5,27.75]	-0.9869598	-0.9875397	-0.9863799
phosphate	Atlantic	(27.75,27.85]	-0.9874235	-0.9881252	-0.9867218
phosphate	Atlantic	(27.85,27.95]	-0.9734946	-0.9770900	-0.9698991
phosphate	Atlantic	(27.95,28.05]	-0.9592778	-0.9607043	-0.9578513
phosphate	Atlantic	(28.05,28.1]	-0.9490138	-0.9492232	-0.9488045
phosphate	Atlantic	(28.1,28.15]	-0.9613481	-0.9614190	-0.9612771
phosphate	Atlantic	(28.15,28.2]	-0.9820818	-0.9824249	-0.9817387
phosphate	Atlantic	(28.2, Inf]	-0.9589290	-0.9846999	-0.9331581
phosphate	Indian	(-Inf,26]	-0.7914796	-0.8171254	-0.7658338
phosphate	Indian	(26,26.5]	-0.9730367	-0.9764567	-0.9696166
phosphate	Indian	(26.5,26.75]	-0.9648595	-0.9767929	-0.9529260
phosphate	Indian	(26.75,27]	-0.8932761	-0.9142536	-0.8722986
phosphate	Indian	(27,27.25]	-0.7269220	-0.7701574	-0.6836866
phosphate	Indian	(27.25,27.5]	-0.3220393	-0.3631074	-0.2809712
phosphate	Indian	(27.5,27.75]	-0.1483137	-0.3087429	0.0121156
phosphate	Indian	(27.75,27.85]	-0.4231277	-0.5295698	-0.3166857
phosphate	Indian	(27.85,27.95]	-0.4850891	-0.5629206	-0.4072576
phosphate	Indian	(27.95,28.05]	-0.6425727	-0.6490711	-0.6360743
phosphate	Indian	(28.05,28.1]	-0.5588179	-0.6350142	-0.4826217
phosphate	Indian	(28.1, Inf]	-0.4255094	-0.4773366	-0.3736823
phosphate	Pacific	(-Inf,26]	-0.3591620	-0.4057591	-0.3125648
phosphate	Pacific	(26,26.5]	-0.8758260	-0.9212799	-0.8303721
phosphate	Pacific	(26.5,26.75]	-0.8411452	-0.8643530	-0.8179375
phosphate	Pacific	(26.75,27]	-0.8790628	-0.9029020	-0.8552236
phosphate	Pacific	(27,27.25]	-0.6794193	-0.7090889	-0.6497498
phosphate	Pacific	(27.25,27.5]	-0.0101893	-0.0532007	0.0328221
phosphate	Pacific	(27.5,27.75]	0.3197196	0.2563833	0.3830558
phosphate	Pacific	(27.75,27.85]	0.4272691	0.4010039	0.4535344
phosphate	Pacific	(27.85,27.95]	0.3179652	0.2966639	0.3392666
phosphate	Pacific	(27.95,28.05]	-0.0629959	-0.1015193	-0.0244725
phosphate	Pacific	(28.05,28.1]	-0.2903989	-0.3513242	-0.2294736
phosphate	Pacific	(28.1, Inf]	-0.1988474	-0.3394850	-0.0582097
sal	Atlantic	(-Inf,26]	0.0575577	0.0340146	0.0811009
sal	Atlantic	(26,26.5]	0.8305848	0.8006254	0.8605442
sal	Atlantic	(26.5,26.75]	0.8472293	0.8254427	0.8690159
sal	Atlantic	(26.75,27]	0.8433426	0.7950608	0.8916245
sal	Atlantic	(27,27.25]	0.8640039	0.8632884	0.8647194
sal	Atlantic	(27.25,27.5]	0.8857726	0.8612678	0.9102773
sal	Atlantic	(27.5,27.75]	0.8193970	0.8133608	0.8254331
sal	Atlantic	(27.75,27.85]	0.6836142	0.6735548	0.6936737
sal	Atlantic	(27.85,27.95]	0.5460724	0.4588091	0.6333357
sal	Atlantic	(27.95,28.05]	0.5731809	0.4656240	0.6807377
sal	Atlantic	(28.05,28.1]	0.7159332	0.6786977	0.7531686
sal	Atlantic	(28.1,28.15]	0.7730585	0.7722358	0.7738813
sal	Atlantic	(28.15,28.2]	0.8967534	0.8828663	0.9106405
sal	Atlantic	(28.2, Inf]	0.9055598	0.8571611	0.9539586
sal	Indian	(-Inf,26]	0.7247592	0.5863164	0.8632019
sal	Indian	(26,26.5]	0.6803750	0.5412792	0.8194709
sal	Indian	(26.5,26.75]	0.4680285	0.2692732	0.6667839
sal	Indian	(26.75,27]	0.1347091	-0.1692816	0.4386997
sal	Indian	(27,27.25]	-0.0645286	-0.2742161	0.1451589
sal	Indian	(27.25,27.5]	0.0378260	-0.0260917	0.1017438
sal	Indian	(27.5,27.75]	0.0700645	-0.1086443	0.2487733
sal	Indian	(27.75,27.85]	-0.1118576	-0.2910183	0.0673031
sal	Indian	(27.85,27.95]	0.0644282	-0.1509416	0.2797981
sal	Indian	(27.95,28.05]	0.2900097	0.1577088	0.4223106
sal	Indian	(28.05,28.1]	0.4631650	0.4277222	0.4986078
sal	Indian	(28.1, Inf]	0.4863867	0.3946183	0.5781550
sal	Pacific	(-Inf,26]	-0.0374674	-0.1350713	0.0601365
sal	Pacific	(26,26.5]	0.4693421	0.3951920	0.5434922
sal	Pacific	(26.5,26.75]	0.5383556	0.4291848	0.6475264
sal	Pacific	(26.75,27]	0.4943269	0.4229453	0.5657085
sal	Pacific	(27,27.25]	-0.0351476	-0.1195947	0.0492996
sal	Pacific	(27.25,27.5]	-0.5784646	-0.5823062	-0.5746230
sal	Pacific	(27.5,27.75]	-0.3903133	-0.4347405	-0.3458861
sal	Pacific	(27.75,27.85]	-0.4130085	-0.4947607	-0.3312564
sal	Pacific	(27.85,27.95]	-0.2843155	-0.3310212	-0.2376098
sal	Pacific	(27.95,28.05]	0.0952657	0.0606066	0.1299249
sal	Pacific	(28.05,28.1]	0.2098337	0.1090295	0.3106380
sal	Pacific	(28.1, Inf]	0.1344517	-0.0037407	0.2726441
silicate	Atlantic	(-Inf,26]	-0.0462417	-0.0533421	-0.0391414
silicate	Atlantic	(26,26.5]	-0.7345403	-0.7585054	-0.7105753
silicate	Atlantic	(26.5,26.75]	-0.7814900	-0.8043822	-0.7585978
silicate	Atlantic	(26.75,27]	-0.7370151	-0.7741666	-0.6998636
silicate	Atlantic	(27,27.25]	-0.8302018	-0.8628200	-0.7975836
silicate	Atlantic	(27.25,27.5]	-0.9030155	-0.9102480	-0.8957829
silicate	Atlantic	(27.5,27.75]	-0.8966935	-0.9064046	-0.8869824
silicate	Atlantic	(27.75,27.85]	-0.9155130	-0.9203139	-0.9107121
silicate	Atlantic	(27.85,27.95]	-0.9104245	-0.9229753	-0.8978736
silicate	Atlantic	(27.95,28.05]	-0.9105226	-0.9180724	-0.9029729
silicate	Atlantic	(28.05,28.1]	-0.9095994	-0.9169782	-0.9022207
silicate	Atlantic	(28.1,28.15]	-0.9404834	-0.9407496	-0.9402172
silicate	Atlantic	(28.15,28.2]	-0.9745272	-0.9782728	-0.9707816
silicate	Atlantic	(28.2, Inf]	-0.9045394	-0.9738676	-0.8352111
silicate	Indian	(-Inf,26]	-0.7554821	-0.7941230	-0.7168413
silicate	Indian	(26,26.5]	-0.9474023	-0.9506084	-0.9441962
silicate	Indian	(26.5,26.75]	-0.9047545	-0.9481165	-0.8613925
silicate	Indian	(26.75,27]	-0.7596618	-0.8337496	-0.6855740
silicate	Indian	(27,27.25]	-0.5845617	-0.6673374	-0.5017860
silicate	Indian	(27.25,27.5]	-0.1629805	-0.1766790	-0.1492820
silicate	Indian	(27.5,27.75]	0.1366804	0.0359680	0.2373929
silicate	Indian	(27.75,27.85]	-0.1968702	-0.2881602	-0.1055803
silicate	Indian	(27.85,27.95]	-0.3119809	-0.4218244	-0.2021375
silicate	Indian	(27.95,28.05]	-0.4745978	-0.5197786	-0.4294170
silicate	Indian	(28.05,28.1]	-0.4508557	-0.4540660	-0.4476453
silicate	Indian	(28.1, Inf]	-0.3194918	-0.3712060	-0.2677776
silicate	Pacific	(-Inf,26]	-0.2339312	-0.3091807	-0.1586817
silicate	Pacific	(26,26.5]	-0.7632104	-0.7850043	-0.7414164
silicate	Pacific	(26.5,26.75]	-0.7150180	-0.7557043	-0.6743316
silicate	Pacific	(26.75,27]	-0.7085906	-0.7432277	-0.6739535
silicate	Pacific	(27,27.25]	-0.4072826	-0.4745361	-0.3400291
silicate	Pacific	(27.25,27.5]	0.3945233	0.3830793	0.4059674
silicate	Pacific	(27.5,27.75]	0.6673787	0.6660508	0.6687065
silicate	Pacific	(27.75,27.85]	0.6192883	0.6130389	0.6255377
silicate	Pacific	(27.85,27.95]	0.4571741	0.4526040	0.4617443
silicate	Pacific	(27.95,28.05]	0.0954046	0.0429810	0.1478282
silicate	Pacific	(28.05,28.1]	-0.1183561	-0.2010701	-0.0356420
silicate	Pacific	(28.1, Inf]	-0.0627237	-0.2141921	0.0887448
temp	Atlantic	(-Inf,26]	-0.4060121	-0.4413946	-0.3706296
temp	Atlantic	(26,26.5]	0.8015939	0.7871446	0.8160433
temp	Atlantic	(26.5,26.75]	0.7984062	0.7911194	0.8056931
temp	Atlantic	(26.75,27]	0.7683581	0.6900532	0.8466631
temp	Atlantic	(27,27.25]	0.7978771	0.7897104	0.8060438
temp	Atlantic	(27.25,27.5]	0.8423871	0.8092000	0.8755741
temp	Atlantic	(27.5,27.75]	0.7655760	0.7525414	0.7786106
temp	Atlantic	(27.75,27.85]	0.6509961	0.6133712	0.6886209
temp	Atlantic	(27.85,27.95]	0.4946261	0.3806842	0.6085681
temp	Atlantic	(27.95,28.05]	0.5664704	0.4901687	0.6427722
temp	Atlantic	(28.05,28.1]	0.6110529	0.5703634	0.6517423
temp	Atlantic	(28.1,28.15]	0.5946799	0.5637606	0.6255992
temp	Atlantic	(28.15,28.2]	0.4604014	0.2605993	0.6602035
temp	Atlantic	(28.2, Inf]	0.2075011	0.0344891	0.3805131
temp	Indian	(-Inf,26]	-0.0950042	-0.1052489	-0.0847595
temp	Indian	(26,26.5]	0.5009132	0.4575295	0.5442969
temp	Indian	(26.5,26.75]	0.4212678	0.2606973	0.5818383
temp	Indian	(26.75,27]	0.2594634	-0.0252441	0.5441710
temp	Indian	(27,27.25]	0.1382837	-0.1005007	0.3770681
temp	Indian	(27.25,27.5]	0.1492760	0.0343010	0.2642510
temp	Indian	(27.5,27.75]	-0.0632572	-0.1829843	0.0564699
temp	Indian	(27.75,27.85]	-0.1617598	-0.3012898	-0.0222298
temp	Indian	(27.85,27.95]	0.0555586	-0.1079621	0.2190794
temp	Indian	(27.95,28.05]	0.1715739	0.0496242	0.2935237
temp	Indian	(28.05,28.1]	0.2321080	0.1456561	0.3185600
temp	Indian	(28.1, Inf]	0.3986599	0.2941076	0.5032122
temp	Pacific	(-Inf,26]	-0.3620420	-0.4319658	-0.2921181
temp	Pacific	(26,26.5]	0.5374170	0.4859005	0.5889334
temp	Pacific	(26.5,26.75]	0.5582749	0.4518024	0.6647474
temp	Pacific	(26.75,27]	0.5225519	0.4592388	0.5858650
temp	Pacific	(27,27.25]	0.1051774	0.0218172	0.1885377
temp	Pacific	(27.25,27.5]	-0.4755102	-0.4915900	-0.4594305
temp	Pacific	(27.5,27.75]	-0.4916038	-0.5218548	-0.4613529
temp	Pacific	(27.75,27.85]	-0.3954722	-0.4634845	-0.3274599
temp	Pacific	(27.85,27.95]	-0.3794986	-0.4069553	-0.3520419
temp	Pacific	(27.95,28.05]	-0.1035060	-0.1682707	-0.0387414
temp	Pacific	(28.05,28.1]	0.0218096	-0.0184248	0.0620441
temp	Pacific	(28.1, Inf]	0.0914377	-0.0187224	0.2015978

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4 knitr_1.37      
 [5] olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0  colorspace_2.0-2
 [9] marelac_2.1.10   shape_1.4.6      ggforce_0.3.3    metR_0.11.0     
[13] scico_1.3.0      patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1   
[17] stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4      readr_2.1.1     
[21] tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1 
[25] workflowr_1.7.0 

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