eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-11-03

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: e86d7e2

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 e86d7e2. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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

File	Version	Author	Date	Message
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html	42feabc	jens-daniel-mueller	2022-05-23	Build site.
html	7290e93	jens-daniel-mueller	2022-05-20	Build site.
Rmd	f3895c6	jens-daniel-mueller	2022-05-20	testrun with annual CESM subset from RECCAP2
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html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
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html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
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html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
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html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
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Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
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html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
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html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
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html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
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html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
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Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
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Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
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Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
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
123716c	jens-daniel-mueller	2022-11-01
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
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1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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2dc49a1	jens-daniel-mueller	2022-01-06
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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
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98d9e33	jens-daniel-mueller	2021-11-11
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3879a6d	jens-daniel-mueller	2021-11-08
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290c8fc	jens-daniel-mueller	2021-11-02
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3992e41	jens-daniel-mueller	2021-10-27
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439ee80	jens-daniel-mueller	2021-06-11
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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
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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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98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
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0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
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585b07f	jens-daniel-mueller	2021-03-11
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af70b94	jens-daniel-mueller	2021-03-04
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33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
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2886da0	jens-daniel-mueller	2020-12-19
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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
bdc56ba	jens-daniel-mueller	2022-11-01
123716c	jens-daniel-mueller	2022-11-01
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
123716c	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
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
123716c	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
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
123716c	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
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
bdc56ba	jens-daniel-mueller	2022-11-01
123716c	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
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
bdc56ba	jens-daniel-mueller	2022-11-01
123716c	jens-daniel-mueller	2022-11-01
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
cb147cc	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
013c119	jens-daniel-mueller	2022-01-08
8d17c91	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9061370	0.8981893	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9451218	0.9440155	0.9462280
aou + nitrate	Atlantic	(26.5,26.75]	0.9504127	0.9478385	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.8829025	0.8603958	0.9054091
aou + nitrate	Atlantic	(27,27.25]	0.8281797	0.7755085	0.8808509
aou + nitrate	Atlantic	(27.25,27.5]	0.7996217	0.7655620	0.8336813
aou + nitrate	Atlantic	(27.5,27.75]	0.8553249	0.8293012	0.8813486
aou + nitrate	Atlantic	(27.75,27.85]	0.9255212	0.9116021	0.9394403
aou + nitrate	Atlantic	(27.85,27.95]	0.9435762	0.9346247	0.9525278
aou + nitrate	Atlantic	(27.95,28.05]	0.9542295	0.9542015	0.9542574
aou + nitrate	Atlantic	(28.05,28.1]	0.9728713	0.9726579	0.9730846
aou + nitrate	Atlantic	(28.1,28.15]	0.9801225	0.9693634	0.9908816
aou + nitrate	Atlantic	(28.15,28.2]	0.9898997	0.9842225	0.9955768
aou + nitrate	Atlantic	(28.2, Inf]	0.7668551	0.6370654	0.8966448
aou + nitrate	Indian	(-Inf,26]	0.9911834	0.9876513	0.9947155
aou + nitrate	Indian	(26,26.5]	0.9841353	0.9788933	0.9893773
aou + nitrate	Indian	(26.5,26.75]	0.9662014	0.9579504	0.9744523
aou + nitrate	Indian	(26.75,27]	0.9280233	0.9114981	0.9445485
aou + nitrate	Indian	(27,27.25]	0.8730900	0.8684470	0.8777331
aou + nitrate	Indian	(27.25,27.5]	0.8783473	0.8524516	0.9042429
aou + nitrate	Indian	(27.5,27.75]	0.9062230	0.8934763	0.9189698
aou + nitrate	Indian	(27.75,27.85]	0.8758579	0.8529414	0.8987744
aou + nitrate	Indian	(27.85,27.95]	0.8608278	0.8251609	0.8964948
aou + nitrate	Indian	(27.95,28.05]	0.8218089	0.7486322	0.8949855
aou + nitrate	Indian	(28.05,28.1]	0.8945003	0.8495094	0.9394912
aou + nitrate	Indian	(28.1, Inf]	0.6404084	0.5501154	0.7307013
aou + nitrate	Pacific	(-Inf,26]	0.8771225	0.8553222	0.8989228
aou + nitrate	Pacific	(26,26.5]	0.8391120	0.8178684	0.8603556
aou + nitrate	Pacific	(26.5,26.75]	0.7787179	0.7633155	0.7941203
aou + nitrate	Pacific	(26.75,27]	0.8989241	0.8922613	0.9055869
aou + nitrate	Pacific	(27,27.25]	0.9734517	0.9723974	0.9745061
aou + nitrate	Pacific	(27.25,27.5]	0.9763238	0.9711211	0.9815265
aou + nitrate	Pacific	(27.5,27.75]	0.9758097	0.9678663	0.9837531
aou + nitrate	Pacific	(27.75,27.85]	0.9808954	0.9719308	0.9898600
aou + nitrate	Pacific	(27.85,27.95]	0.9786345	0.9700946	0.9871745
aou + nitrate	Pacific	(27.95,28.05]	0.9670016	0.9602903	0.9737129
aou + nitrate	Pacific	(28.05,28.1]	0.9482188	0.9298483	0.9665893
aou + nitrate	Pacific	(28.1, Inf]	0.9465330	0.9265698	0.9664962
aou + oxygen	Atlantic	(-Inf,26]	-0.9376221	-0.9401856	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9480431	-0.9483550	-0.9477312
aou + oxygen	Atlantic	(26.5,26.75]	-0.9575106	-0.9664136	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9566604	-0.9640140	-0.9493068
aou + oxygen	Atlantic	(27,27.25]	-0.9582047	-0.9610097	-0.9553997
aou + oxygen	Atlantic	(27.25,27.5]	-0.9424840	-0.9502372	-0.9347308
aou + oxygen	Atlantic	(27.5,27.75]	-0.9309867	-0.9437010	-0.9182723
aou + oxygen	Atlantic	(27.75,27.85]	-0.9572973	-0.9642488	-0.9503458
aou + oxygen	Atlantic	(27.85,27.95]	-0.9782297	-0.9817455	-0.9747139
aou + oxygen	Atlantic	(27.95,28.05]	-0.9822220	-0.9841711	-0.9802730
aou + oxygen	Atlantic	(28.05,28.1]	-0.9882209	-0.9899375	-0.9865043
aou + oxygen	Atlantic	(28.1,28.15]	-0.9921011	-0.9944107	-0.9897915
aou + oxygen	Atlantic	(28.15,28.2]	-0.9955857	-0.9980731	-0.9930984
aou + oxygen	Atlantic	(28.2, Inf]	-0.9784946	-0.9822548	-0.9747344
aou + oxygen	Indian	(-Inf,26]	-0.9928082	-0.9942329	-0.9913834
aou + oxygen	Indian	(26,26.5]	-0.9968605	-0.9969873	-0.9967337
aou + oxygen	Indian	(26.5,26.75]	-0.9966216	-0.9976533	-0.9955900
aou + oxygen	Indian	(26.75,27]	-0.9946054	-0.9969096	-0.9923011
aou + oxygen	Indian	(27,27.25]	-0.9944662	-0.9954388	-0.9934937
aou + oxygen	Indian	(27.25,27.5]	-0.9952779	-0.9956522	-0.9949037
aou + oxygen	Indian	(27.5,27.75]	-0.9960647	-0.9965198	-0.9956097
aou + oxygen	Indian	(27.75,27.85]	-0.9971344	-0.9978940	-0.9963748
aou + oxygen	Indian	(27.85,27.95]	-0.9947478	-0.9951433	-0.9943523
aou + oxygen	Indian	(27.95,28.05]	-0.9898791	-0.9922514	-0.9875067
aou + oxygen	Indian	(28.05,28.1]	-0.9912862	-0.9961668	-0.9864056
aou + oxygen	Indian	(28.1, Inf]	-0.9849019	-0.9881146	-0.9816893
aou + oxygen	Pacific	(-Inf,26]	-0.8511251	-0.8619053	-0.8403448
aou + oxygen	Pacific	(26,26.5]	-0.9765482	-0.9785578	-0.9745386
aou + oxygen	Pacific	(26.5,26.75]	-0.9760119	-0.9793944	-0.9726293
aou + oxygen	Pacific	(26.75,27]	-0.9749428	-0.9778853	-0.9720003
aou + oxygen	Pacific	(27,27.25]	-0.9939493	-0.9948556	-0.9930429
aou + oxygen	Pacific	(27.25,27.5]	-0.9958115	-0.9964385	-0.9951845
aou + oxygen	Pacific	(27.5,27.75]	-0.9960180	-0.9968982	-0.9951377
aou + oxygen	Pacific	(27.75,27.85]	-0.9977367	-0.9977817	-0.9976916
aou + oxygen	Pacific	(27.85,27.95]	-0.9985951	-0.9989437	-0.9982464
aou + oxygen	Pacific	(27.95,28.05]	-0.9984281	-0.9987516	-0.9981046
aou + oxygen	Pacific	(28.05,28.1]	-0.9991236	-0.9991280	-0.9991191
aou + oxygen	Pacific	(28.1, Inf]	-0.9958337	-0.9964516	-0.9952159
aou + phosphate	Atlantic	(-Inf,26]	0.7122058	0.6981694	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8308918	0.8208948	0.8408889
aou + phosphate	Atlantic	(26.5,26.75]	0.8810704	0.8775229	0.8846178
aou + phosphate	Atlantic	(26.75,27]	0.8100848	0.7913943	0.8287752
aou + phosphate	Atlantic	(27,27.25]	0.7677134	0.7065279	0.8288989
aou + phosphate	Atlantic	(27.25,27.5]	0.7505238	0.7125937	0.7884540
aou + phosphate	Atlantic	(27.5,27.75]	0.8286592	0.8005620	0.8567563
aou + phosphate	Atlantic	(27.75,27.85]	0.9077315	0.8931276	0.9223354
aou + phosphate	Atlantic	(27.85,27.95]	0.9396826	0.9304841	0.9488811
aou + phosphate	Atlantic	(27.95,28.05]	0.9525835	0.9516132	0.9535539
aou + phosphate	Atlantic	(28.05,28.1]	0.9685997	0.9666065	0.9705930
aou + phosphate	Atlantic	(28.1,28.15]	0.9763045	0.9680565	0.9845524
aou + phosphate	Atlantic	(28.15,28.2]	0.9900736	0.9843658	0.9957814
aou + phosphate	Atlantic	(28.2, Inf]	0.7701085	0.6425187	0.8976983
aou + phosphate	Indian	(-Inf,26]	0.9933085	0.9903682	0.9962488
aou + phosphate	Indian	(26,26.5]	0.9938166	0.9917919	0.9958414
aou + phosphate	Indian	(26.5,26.75]	0.9773685	0.9620514	0.9926855
aou + phosphate	Indian	(26.75,27]	0.9479206	0.9217265	0.9741147
aou + phosphate	Indian	(27,27.25]	0.9252593	0.8914009	0.9591177
aou + phosphate	Indian	(27.25,27.5]	0.9416978	0.9288091	0.9545865
aou + phosphate	Indian	(27.5,27.75]	0.9533779	0.9499401	0.9568157
aou + phosphate	Indian	(27.75,27.85]	0.9286519	0.9056642	0.9516396
aou + phosphate	Indian	(27.85,27.95]	0.8830933	0.8397399	0.9264468
aou + phosphate	Indian	(27.95,28.05]	0.8496369	0.7792169	0.9200568
aou + phosphate	Indian	(28.05,28.1]	0.9103687	0.8649958	0.9557415
aou + phosphate	Indian	(28.1, Inf]	0.6580358	0.5672736	0.7487980
aou + phosphate	Pacific	(-Inf,26]	0.8711119	0.8618228	0.8804011
aou + phosphate	Pacific	(26,26.5]	0.8953361	0.8716418	0.9190304
aou + phosphate	Pacific	(26.5,26.75]	0.8269866	0.8075535	0.8464197
aou + phosphate	Pacific	(26.75,27]	0.9059767	0.9017514	0.9102020
aou + phosphate	Pacific	(27,27.25]	0.9801649	0.9795086	0.9808212
aou + phosphate	Pacific	(27.25,27.5]	0.9823220	0.9810666	0.9835774
aou + phosphate	Pacific	(27.5,27.75]	0.9778389	0.9725219	0.9831559
aou + phosphate	Pacific	(27.75,27.85]	0.9805238	0.9740670	0.9869807
aou + phosphate	Pacific	(27.85,27.95]	0.9806712	0.9753998	0.9859426
aou + phosphate	Pacific	(27.95,28.05]	0.9743839	0.9695466	0.9792212
aou + phosphate	Pacific	(28.05,28.1]	0.9658783	0.9605502	0.9712065
aou + phosphate	Pacific	(28.1, Inf]	0.9404277	0.9229204	0.9579350
aou + silicate	Atlantic	(-Inf,26]	0.4073316	0.3009804	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7543424	0.7217060	0.7869789
aou + silicate	Atlantic	(26.5,26.75]	0.8747181	0.8709701	0.8784662
aou + silicate	Atlantic	(26.75,27]	0.8322437	0.8192477	0.8452396
aou + silicate	Atlantic	(27,27.25]	0.7198042	0.6261388	0.8134695
aou + silicate	Atlantic	(27.25,27.5]	0.5841748	0.5084635	0.6598860
aou + silicate	Atlantic	(27.5,27.75]	0.6049674	0.5555910	0.6543437
aou + silicate	Atlantic	(27.75,27.85]	0.7983155	0.7961061	0.8005249
aou + silicate	Atlantic	(27.85,27.95]	0.8681497	0.8611870	0.8751125
aou + silicate	Atlantic	(27.95,28.05]	0.9318753	0.9277218	0.9360287
aou + silicate	Atlantic	(28.05,28.1]	0.9702791	0.9696579	0.9709003
aou + silicate	Atlantic	(28.1,28.15]	0.9747001	0.9670653	0.9823349
aou + silicate	Atlantic	(28.15,28.2]	0.9882225	0.9856156	0.9908295
aou + silicate	Atlantic	(28.2, Inf]	0.7965334	0.7133439	0.8797228
aou + silicate	Indian	(-Inf,26]	0.9074995	0.8614063	0.9535927
aou + silicate	Indian	(26,26.5]	0.9322959	0.9060740	0.9585179
aou + silicate	Indian	(26.5,26.75]	0.9507954	0.9298940	0.9716969
aou + silicate	Indian	(26.75,27]	0.9641801	0.9510445	0.9773157
aou + silicate	Indian	(27,27.25]	0.9157619	0.8932855	0.9382384
aou + silicate	Indian	(27.25,27.5]	0.8634505	0.8326866	0.8942144
aou + silicate	Indian	(27.5,27.75]	0.8222086	0.7768828	0.8675343
aou + silicate	Indian	(27.75,27.85]	0.8523107	0.8247249	0.8798965
aou + silicate	Indian	(27.85,27.95]	0.8410939	0.8037100	0.8784779
aou + silicate	Indian	(27.95,28.05]	0.8688980	0.8326898	0.9051061
aou + silicate	Indian	(28.05,28.1]	0.9458342	0.9406219	0.9510465
aou + silicate	Indian	(28.1, Inf]	0.5011432	0.4553434	0.5469430
aou + silicate	Pacific	(-Inf,26]	0.6039102	0.6013200	0.6065004
aou + silicate	Pacific	(26,26.5]	0.4759017	0.3596232	0.5921803
aou + silicate	Pacific	(26.5,26.75]	0.3213571	0.2565676	0.3861465
aou + silicate	Pacific	(26.75,27]	0.6131803	0.5360827	0.6902779
aou + silicate	Pacific	(27,27.25]	0.8796134	0.8498892	0.9093375
aou + silicate	Pacific	(27.25,27.5]	0.9022383	0.8735357	0.9309408
aou + silicate	Pacific	(27.5,27.75]	0.9168457	0.8880100	0.9456815
aou + silicate	Pacific	(27.75,27.85]	0.9671667	0.9647472	0.9695862
aou + silicate	Pacific	(27.85,27.95]	0.9633930	0.9620290	0.9647570
aou + silicate	Pacific	(27.95,28.05]	0.9457317	0.9447576	0.9467058
aou + silicate	Pacific	(28.05,28.1]	0.9519570	0.9497655	0.9541484
aou + silicate	Pacific	(28.1, Inf]	0.8570310	0.8494456	0.8646163
nitrate + silicate	Atlantic	(-Inf,26]	0.5580177	0.5244257	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8574210	0.8482287	0.8666133
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352520	0.9281830	0.9423210
nitrate + silicate	Atlantic	(26.75,27]	0.9163228	0.8882057	0.9444399
nitrate + silicate	Atlantic	(27,27.25]	0.9105430	0.8775120	0.9435740
nitrate + silicate	Atlantic	(27.25,27.5]	0.8931156	0.8750800	0.9111512
nitrate + silicate	Atlantic	(27.5,27.75]	0.8837910	0.8752313	0.8923508
nitrate + silicate	Atlantic	(27.75,27.85]	0.9418698	0.9369855	0.9467540
nitrate + silicate	Atlantic	(27.85,27.95]	0.9665548	0.9640344	0.9690752
nitrate + silicate	Atlantic	(27.95,28.05]	0.9812132	0.9805567	0.9818698
nitrate + silicate	Atlantic	(28.05,28.1]	0.9886368	0.9882372	0.9890364
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897547	0.9882783	0.9912311
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930836	0.9927176	0.9934497
nitrate + silicate	Atlantic	(28.2, Inf]	0.9471278	0.9071975	0.9870581
nitrate + silicate	Indian	(-Inf,26]	0.9293303	0.8953915	0.9632691
nitrate + silicate	Indian	(26,26.5]	0.9511564	0.9412612	0.9610516
nitrate + silicate	Indian	(26.5,26.75]	0.9488549	0.9484509	0.9492589
nitrate + silicate	Indian	(26.75,27]	0.9340124	0.9249126	0.9431122
nitrate + silicate	Indian	(27,27.25]	0.9277621	0.9212238	0.9343004
nitrate + silicate	Indian	(27.25,27.5]	0.9258745	0.9136710	0.9380779
nitrate + silicate	Indian	(27.5,27.75]	0.8423698	0.8256829	0.8590566
nitrate + silicate	Indian	(27.75,27.85]	0.7808886	0.7571828	0.8045944
nitrate + silicate	Indian	(27.85,27.95]	0.8497763	0.8414402	0.8581125
nitrate + silicate	Indian	(27.95,28.05]	0.9035444	0.8925788	0.9145100
nitrate + silicate	Indian	(28.05,28.1]	0.9514948	0.9393673	0.9636222
nitrate + silicate	Indian	(28.1, Inf]	0.8275978	0.8188872	0.8363085
nitrate + silicate	Pacific	(-Inf,26]	0.8250023	0.8038284	0.8461761
nitrate + silicate	Pacific	(26,26.5]	0.7678362	0.7221811	0.8134912
nitrate + silicate	Pacific	(26.5,26.75]	0.7220243	0.6615315	0.7825171
nitrate + silicate	Pacific	(26.75,27]	0.8121827	0.7731492	0.8512162
nitrate + silicate	Pacific	(27,27.25]	0.8930411	0.8630326	0.9230496
nitrate + silicate	Pacific	(27.25,27.5]	0.8643472	0.8183660	0.9103283
nitrate + silicate	Pacific	(27.5,27.75]	0.8666829	0.8178237	0.9155420
nitrate + silicate	Pacific	(27.75,27.85]	0.9361543	0.9201716	0.9521371
nitrate + silicate	Pacific	(27.85,27.95]	0.9448575	0.9335379	0.9561771
nitrate + silicate	Pacific	(27.95,28.05]	0.9215794	0.9180769	0.9250818
nitrate + silicate	Pacific	(28.05,28.1]	0.9048383	0.8920154	0.9176611
nitrate + silicate	Pacific	(28.1, Inf]	0.9074331	0.8968862	0.9179800
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8463011	-0.8711973	-0.8214049
oxygen + nitrate	Atlantic	(26,26.5]	-0.8171458	-0.8195606	-0.8147311
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8361047	-0.8470465	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7371251	-0.7730883	-0.7011619
oxygen + nitrate	Atlantic	(27,27.25]	-0.6561490	-0.7361815	-0.5761164
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5701897	-0.6307991	-0.5095802
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6281259	-0.6948631	-0.5613888
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7848124	-0.8218276	-0.7477972
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8621652	-0.8827390	-0.8415915
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8924890	-0.8978966	-0.8870814
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9340955	-0.9397776	-0.9284134
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9539588	-0.9752774	-0.9326403
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9814617	-0.9916893	-0.9712340
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6482250	-0.8240995	-0.4723504
oxygen + nitrate	Indian	(-Inf,26]	-0.9788918	-0.9832714	-0.9745122
oxygen + nitrate	Indian	(26,26.5]	-0.9696600	-0.9778916	-0.9614285
oxygen + nitrate	Indian	(26.5,26.75]	-0.9436044	-0.9584161	-0.9287926
oxygen + nitrate	Indian	(26.75,27]	-0.8861874	-0.9175890	-0.8547858
oxygen + nitrate	Indian	(27,27.25]	-0.8200653	-0.8325007	-0.8076299
oxygen + nitrate	Indian	(27.25,27.5]	-0.8322898	-0.8638624	-0.8007171
oxygen + nitrate	Indian	(27.5,27.75]	-0.8797462	-0.8979045	-0.8615880
oxygen + nitrate	Indian	(27.75,27.85]	-0.8557927	-0.8821642	-0.8294213
oxygen + nitrate	Indian	(27.85,27.95]	-0.8165835	-0.8591925	-0.7739745
oxygen + nitrate	Indian	(27.95,28.05]	-0.7431061	-0.8411619	-0.6450503
oxygen + nitrate	Indian	(28.05,28.1]	-0.8373832	-0.9140393	-0.7607271
oxygen + nitrate	Indian	(28.1, Inf]	-0.5147441	-0.6326884	-0.3967998
oxygen + nitrate	Pacific	(-Inf,26]	-0.5742721	-0.6414723	-0.5070719
oxygen + nitrate	Pacific	(26,26.5]	-0.7209544	-0.7393676	-0.7025412
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6416660	-0.6768111	-0.6065210
oxygen + nitrate	Pacific	(26.75,27]	-0.7921390	-0.8065350	-0.7777430
oxygen + nitrate	Pacific	(27,27.25]	-0.9509788	-0.9525083	-0.9494493
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9672543	-0.9712881	-0.9632204
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9712375	-0.9781571	-0.9643179
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9783559	-0.9867697	-0.9699422
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9769863	-0.9837801	-0.9701925
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9623653	-0.9702990	-0.9544315
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9422332	-0.9607895	-0.9236770
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9241663	-0.9473340	-0.9009986
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5594345	-0.5599394	-0.5589296
oxygen + phosphate	Atlantic	(26,26.5]	-0.6272517	-0.6406122	-0.6138912
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7209383	-0.7343716	-0.7075049
oxygen + phosphate	Atlantic	(26.75,27]	-0.6280693	-0.6603372	-0.5958013
oxygen + phosphate	Atlantic	(27,27.25]	-0.5709674	-0.6583506	-0.4835843
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5013244	-0.5664516	-0.4361973
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5849606	-0.6536759	-0.5162453
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7549160	-0.7921050	-0.7177270
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8549519	-0.8761475	-0.8337563
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8890567	-0.8935036	-0.8846098
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9278619	-0.9348838	-0.9208400
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9468111	-0.9653270	-0.9282952
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9809290	-0.9921334	-0.9697246
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6503669	-0.8244933	-0.4762405
oxygen + phosphate	Indian	(-Inf,26]	-0.9851293	-0.9855194	-0.9847392
oxygen + phosphate	Indian	(26,26.5]	-0.9847957	-0.9890548	-0.9805367
oxygen + phosphate	Indian	(26.5,26.75]	-0.9594401	-0.9850482	-0.9338319
oxygen + phosphate	Indian	(26.75,27]	-0.9126450	-0.9570638	-0.8682263
oxygen + phosphate	Indian	(27,27.25]	-0.8847949	-0.9335824	-0.8360074
oxygen + phosphate	Indian	(27.25,27.5]	-0.9108118	-0.9276253	-0.8939983
oxygen + phosphate	Indian	(27.5,27.75]	-0.9382935	-0.9415053	-0.9350816
oxygen + phosphate	Indian	(27.75,27.85]	-0.9098984	-0.9382466	-0.8815501
oxygen + phosphate	Indian	(27.85,27.95]	-0.8387332	-0.8919610	-0.7855053
oxygen + phosphate	Indian	(27.95,28.05]	-0.7755271	-0.8715806	-0.6794737
oxygen + phosphate	Indian	(28.05,28.1]	-0.8569579	-0.9330651	-0.7808507
oxygen + phosphate	Indian	(28.1, Inf]	-0.5351810	-0.6530192	-0.4173428
oxygen + phosphate	Pacific	(-Inf,26]	-0.6177711	-0.6667911	-0.5687511
oxygen + phosphate	Pacific	(26,26.5]	-0.7872113	-0.8151997	-0.7592228
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6928771	-0.7289940	-0.6567603
oxygen + phosphate	Pacific	(26.75,27]	-0.7957382	-0.8101531	-0.7813234
oxygen + phosphate	Pacific	(27,27.25]	-0.9577367	-0.9583757	-0.9570977
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9721139	-0.9733178	-0.9709101
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9733925	-0.9783200	-0.9684650
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9775268	-0.9838052	-0.9712484
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9784825	-0.9823812	-0.9745838
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9698479	-0.9757219	-0.9639739
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9621125	-0.9666996	-0.9575255
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9165854	-0.9379740	-0.8951968
oxygen + silicate	Atlantic	(-Inf,26]	-0.2574041	-0.3920757	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.5648243	-0.5957161	-0.5339324
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7312593	-0.7662289	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.6724272	-0.6972374	-0.6476169
oxygen + silicate	Atlantic	(27,27.25]	-0.5312384	-0.6487758	-0.4137009
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3133694	-0.4185401	-0.2081988
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3165814	-0.4062583	-0.2269044
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6186991	-0.6367814	-0.6006167
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7575476	-0.7758652	-0.7392300
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8542757	-0.8551522	-0.8533992
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9269269	-0.9325007	-0.9213530
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9446744	-0.9624203	-0.9269285
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9819103	-0.9882323	-0.9755883
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6882926	-0.8045029	-0.5720822
oxygen + silicate	Indian	(-Inf,26]	-0.8795782	-0.9335355	-0.8256209
oxygen + silicate	Indian	(26,26.5]	-0.9141354	-0.9479274	-0.8803434
oxygen + silicate	Indian	(26.5,26.75]	-0.9360994	-0.9607769	-0.9114218
oxygen + silicate	Indian	(26.75,27]	-0.9474385	-0.9591023	-0.9357746
oxygen + silicate	Indian	(27,27.25]	-0.8800496	-0.9022888	-0.8578103
oxygen + silicate	Indian	(27.25,27.5]	-0.8185899	-0.8560174	-0.7811623
oxygen + silicate	Indian	(27.5,27.75]	-0.7791589	-0.8326344	-0.7256833
oxygen + silicate	Indian	(27.75,27.85]	-0.8261206	-0.8609998	-0.7912413
oxygen + silicate	Indian	(27.85,27.95]	-0.7973271	-0.8479240	-0.7467301
oxygen + silicate	Indian	(27.95,28.05]	-0.8050944	-0.8625852	-0.7476036
oxygen + silicate	Indian	(28.05,28.1]	-0.9083563	-0.9325219	-0.8841907
oxygen + silicate	Indian	(28.1, Inf]	-0.3670955	-0.4310859	-0.3031052
oxygen + silicate	Pacific	(-Inf,26]	-0.2381043	-0.2648345	-0.2113741
oxygen + silicate	Pacific	(26,26.5]	-0.3057167	-0.4266859	-0.1847476
oxygen + silicate	Pacific	(26.5,26.75]	-0.1306307	-0.1821010	-0.0791604
oxygen + silicate	Pacific	(26.75,27]	-0.4376854	-0.5371621	-0.3382087
oxygen + silicate	Pacific	(27,27.25]	-0.8293796	-0.8688446	-0.7899145
oxygen + silicate	Pacific	(27.25,27.5]	-0.8655761	-0.9022122	-0.8289400
oxygen + silicate	Pacific	(27.5,27.75]	-0.8851557	-0.9237513	-0.8465601
oxygen + silicate	Pacific	(27.75,27.85]	-0.9551412	-0.9578973	-0.9523850
oxygen + silicate	Pacific	(27.85,27.95]	-0.9543891	-0.9545899	-0.9541882
oxygen + silicate	Pacific	(27.95,28.05]	-0.9322484	-0.9322548	-0.9322420
oxygen + silicate	Pacific	(28.05,28.1]	-0.9439431	-0.9468381	-0.9410482
oxygen + silicate	Pacific	(28.1, Inf]	-0.8124657	-0.8239923	-0.8009390
phosphate + nitrate	Atlantic	(-Inf,26]	0.8274791	0.7735562	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9304370	0.9285739	0.9323001
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9740987	0.9739934	0.9742041
phosphate + nitrate	Atlantic	(26.75,27]	0.9809178	0.9804541	0.9813814
phosphate + nitrate	Atlantic	(27,27.25]	0.9888831	0.9874487	0.9903175
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9934980	0.9926842	0.9943117
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9953073	0.9951128	0.9955018
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9952672	0.9946703	0.9958642
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9946168	0.9944257	0.9948079
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9940772	0.9939021	0.9942524
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9926142	0.9924601	0.9927683
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9942851	0.9931235	0.9954466
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9976281	0.9974145	0.9978417
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9889230	0.9824874	0.9953587
phosphate + nitrate	Indian	(-Inf,26]	0.9940172	0.9903885	0.9976459
phosphate + nitrate	Indian	(26,26.5]	0.9890849	0.9812867	0.9968831
phosphate + nitrate	Indian	(26.5,26.75]	0.9898941	0.9823892	0.9973989
phosphate + nitrate	Indian	(26.75,27]	0.9855037	0.9752581	0.9957493
phosphate + nitrate	Indian	(27,27.25]	0.9602005	0.9285540	0.9918470
phosphate + nitrate	Indian	(27.25,27.5]	0.9514433	0.9187771	0.9841095
phosphate + nitrate	Indian	(27.5,27.75]	0.9397814	0.9254329	0.9541299
phosphate + nitrate	Indian	(27.75,27.85]	0.9285569	0.9254429	0.9316709
phosphate + nitrate	Indian	(27.85,27.95]	0.9572536	0.9566659	0.9578412
phosphate + nitrate	Indian	(27.95,28.05]	0.9775499	0.9763012	0.9787986
phosphate + nitrate	Indian	(28.05,28.1]	0.9834369	0.9833024	0.9835713
phosphate + nitrate	Indian	(28.1, Inf]	0.9305270	0.9193783	0.9416756
phosphate + nitrate	Pacific	(-Inf,26]	0.9485898	0.9442593	0.9529202
phosphate + nitrate	Pacific	(26,26.5]	0.9346739	0.9234864	0.9458615
phosphate + nitrate	Pacific	(26.5,26.75]	0.9315554	0.9191789	0.9439320
phosphate + nitrate	Pacific	(26.75,27]	0.9732707	0.9659605	0.9805809
phosphate + nitrate	Pacific	(27,27.25]	0.9872617	0.9843181	0.9902052
phosphate + nitrate	Pacific	(27.25,27.5]	0.9885866	0.9842866	0.9928866
phosphate + nitrate	Pacific	(27.5,27.75]	0.9871892	0.9803866	0.9939919
phosphate + nitrate	Pacific	(27.75,27.85]	0.9800581	0.9681141	0.9920020
phosphate + nitrate	Pacific	(27.85,27.95]	0.9744458	0.9599154	0.9889762
phosphate + nitrate	Pacific	(27.95,28.05]	0.9596797	0.9505758	0.9687835
phosphate + nitrate	Pacific	(28.05,28.1]	0.9310273	0.9071172	0.9549373
phosphate + nitrate	Pacific	(28.1, Inf]	0.9496162	0.9266416	0.9725907
phosphate + silicate	Atlantic	(-Inf,26]	0.7711146	0.7374635	0.8047657
phosphate + silicate	Atlantic	(26,26.5]	0.9213355	0.9019450	0.9407260
phosphate + silicate	Atlantic	(26.5,26.75]	0.9425662	0.9261549	0.9589774
phosphate + silicate	Atlantic	(26.75,27]	0.9240959	0.8996424	0.9485494
phosphate + silicate	Atlantic	(27,27.25]	0.9216551	0.8916549	0.9516553
phosphate + silicate	Atlantic	(27.25,27.5]	0.9137339	0.8997123	0.9277555
phosphate + silicate	Atlantic	(27.5,27.75]	0.8994944	0.8919271	0.9070618
phosphate + silicate	Atlantic	(27.75,27.85]	0.9488442	0.9449205	0.9527680
phosphate + silicate	Atlantic	(27.85,27.95]	0.9689978	0.9660962	0.9718994
phosphate + silicate	Atlantic	(27.95,28.05]	0.9823778	0.9817363	0.9830194
phosphate + silicate	Atlantic	(28.05,28.1]	0.9889053	0.9883809	0.9894298
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919102	0.9906247	0.9931957
phosphate + silicate	Atlantic	(28.15,28.2]	0.9938648	0.9937428	0.9939867
phosphate + silicate	Atlantic	(28.2, Inf]	0.9560730	0.9231093	0.9890368
phosphate + silicate	Indian	(-Inf,26]	0.9156790	0.8676839	0.9636742
phosphate + silicate	Indian	(26,26.5]	0.9426857	0.9214702	0.9639011
phosphate + silicate	Indian	(26.5,26.75]	0.9481177	0.9422708	0.9539645
phosphate + silicate	Indian	(26.75,27]	0.9429767	0.9368975	0.9490559
phosphate + silicate	Indian	(27,27.25]	0.9316224	0.9150002	0.9482446
phosphate + silicate	Indian	(27.25,27.5]	0.9081246	0.8717664	0.9444829
phosphate + silicate	Indian	(27.5,27.75]	0.8394979	0.7829985	0.8959973
phosphate + silicate	Indian	(27.75,27.85]	0.8690006	0.8553204	0.8826808
phosphate + silicate	Indian	(27.85,27.95]	0.9059329	0.9024241	0.9094417
phosphate + silicate	Indian	(27.95,28.05]	0.9255221	0.9191277	0.9319164
phosphate + silicate	Indian	(28.05,28.1]	0.9598904	0.9490877	0.9706931
phosphate + silicate	Indian	(28.1, Inf]	0.8118056	0.7967226	0.8268886
phosphate + silicate	Pacific	(-Inf,26]	0.7223111	0.6865304	0.7580919
phosphate + silicate	Pacific	(26,26.5]	0.7288085	0.6840107	0.7736063
phosphate + silicate	Pacific	(26.5,26.75]	0.6834931	0.6238952	0.7430910
phosphate + silicate	Pacific	(26.75,27]	0.8160907	0.7797987	0.8523827
phosphate + silicate	Pacific	(27,27.25]	0.9053539	0.8810789	0.9296290
phosphate + silicate	Pacific	(27.25,27.5]	0.8819181	0.8465331	0.9173032
phosphate + silicate	Pacific	(27.5,27.75]	0.8725303	0.8297264	0.9153343
phosphate + silicate	Pacific	(27.75,27.85]	0.9435881	0.9321719	0.9550044
phosphate + silicate	Pacific	(27.85,27.95]	0.9566177	0.9489360	0.9642995
phosphate + silicate	Pacific	(27.95,28.05]	0.9441686	0.9394600	0.9488771
phosphate + silicate	Pacific	(28.05,28.1]	0.9379042	0.9321566	0.9436518
phosphate + silicate	Pacific	(28.1, Inf]	0.9073591	0.9011905	0.9135278
sal + aou	Atlantic	(-Inf,26]	-0.1828846	-0.3739854	0.0082163
sal + aou	Atlantic	(26,26.5]	-0.2270613	-0.2821915	-0.1719311
sal + aou	Atlantic	(26.5,26.75]	-0.3102101	-0.3914307	-0.2289895
sal + aou	Atlantic	(26.75,27]	-0.1671047	-0.2154692	-0.1187402
sal + aou	Atlantic	(27,27.25]	-0.1719228	-0.3074146	-0.0364311
sal + aou	Atlantic	(27.25,27.5]	-0.2340468	-0.3112374	-0.1568562
sal + aou	Atlantic	(27.5,27.75]	-0.3686559	-0.3975801	-0.3397317
sal + aou	Atlantic	(27.75,27.85]	-0.3570501	-0.3869131	-0.3271870
sal + aou	Atlantic	(27.85,27.95]	-0.3749469	-0.4306388	-0.3192550
sal + aou	Atlantic	(27.95,28.05]	-0.5245792	-0.6054971	-0.4436613
sal + aou	Atlantic	(28.05,28.1]	-0.7452829	-0.7734433	-0.7171225
sal + aou	Atlantic	(28.1,28.15]	-0.8086749	-0.8557315	-0.7616184
sal + aou	Atlantic	(28.15,28.2]	-0.9280081	-0.9480294	-0.9079868
sal + aou	Atlantic	(28.2, Inf]	-0.3971616	-0.7236117	-0.0707115
sal + aou	Indian	(-Inf,26]	-0.6084206	-0.7792687	-0.4375725
sal + aou	Indian	(26,26.5]	-0.6223515	-0.7934640	-0.4512389
sal + aou	Indian	(26.5,26.75]	-0.1790072	-0.2738624	-0.0841519
sal + aou	Indian	(26.75,27]	0.4651078	0.3453742	0.5848414
sal + aou	Indian	(27,27.25]	0.8325868	0.8021056	0.8630680
sal + aou	Indian	(27.25,27.5]	0.9005402	0.8313321	0.9697482
sal + aou	Indian	(27.5,27.75]	0.9171617	0.8679483	0.9663751
sal + aou	Indian	(27.75,27.85]	0.9448220	0.9354930	0.9541511
sal + aou	Indian	(27.85,27.95]	0.8977120	0.8973671	0.8980569
sal + aou	Indian	(27.95,28.05]	0.6246153	0.5797852	0.6694453
sal + aou	Indian	(28.05,28.1]	0.0654281	-0.0613722	0.1922284
sal + aou	Indian	(28.1, Inf]	0.5392995	0.5245626	0.5540364
sal + aou	Pacific	(-Inf,26]	-0.1028580	-0.1076322	-0.0980837
sal + aou	Pacific	(26,26.5]	0.1238700	-0.0849534	0.3326933
sal + aou	Pacific	(26.5,26.75]	0.2728449	0.1424065	0.4032833
sal + aou	Pacific	(26.75,27]	-0.0327201	-0.1398248	0.0743845
sal + aou	Pacific	(27,27.25]	-0.1931436	-0.2404886	-0.1457985
sal + aou	Pacific	(27.25,27.5]	0.1105269	0.0496023	0.1714516
sal + aou	Pacific	(27.5,27.75]	0.0603026	0.0576704	0.0629347
sal + aou	Pacific	(27.75,27.85]	-0.1553922	-0.1562324	-0.1545519
sal + aou	Pacific	(27.85,27.95]	-0.4817393	-0.5609062	-0.4025723
sal + aou	Pacific	(27.95,28.05]	-0.7026247	-0.7612496	-0.6439999
sal + aou	Pacific	(28.05,28.1]	-0.8834682	-0.8844190	-0.8825173
sal + aou	Pacific	(28.1, Inf]	-0.7385746	-0.7541528	-0.7229964
sal + nitrate	Atlantic	(-Inf,26]	-0.2519956	-0.3385087	-0.1654825
sal + nitrate	Atlantic	(26,26.5]	-0.4250553	-0.4737934	-0.3763171
sal + nitrate	Atlantic	(26.5,26.75]	-0.5513183	-0.6185079	-0.4841287
sal + nitrate	Atlantic	(26.75,27]	-0.5476317	-0.5726773	-0.5225862
sal + nitrate	Atlantic	(27,27.25]	-0.6376301	-0.6733652	-0.6018949
sal + nitrate	Atlantic	(27.25,27.5]	-0.7350721	-0.7590126	-0.7111317
sal + nitrate	Atlantic	(27.5,27.75]	-0.7480805	-0.7551244	-0.7410366
sal + nitrate	Atlantic	(27.75,27.85]	-0.6437339	-0.6482899	-0.6391779
sal + nitrate	Atlantic	(27.85,27.95]	-0.6148672	-0.6719700	-0.5577645
sal + nitrate	Atlantic	(27.95,28.05]	-0.7143776	-0.7750531	-0.6537020
sal + nitrate	Atlantic	(28.05,28.1]	-0.8430982	-0.8589841	-0.8272123
sal + nitrate	Atlantic	(28.1,28.15]	-0.8759867	-0.8961331	-0.8558404
sal + nitrate	Atlantic	(28.15,28.2]	-0.9493639	-0.9542841	-0.9444437
sal + nitrate	Atlantic	(28.2, Inf]	-0.8585247	-0.9426469	-0.7744026
sal + nitrate	Indian	(-Inf,26]	-0.6385907	-0.7917319	-0.4854495
sal + nitrate	Indian	(26,26.5]	-0.7324069	-0.8580399	-0.6067739
sal + nitrate	Indian	(26.5,26.75]	-0.4003484	-0.5179907	-0.2827061
sal + nitrate	Indian	(26.75,27]	0.1244713	-0.0615765	0.3105191
sal + nitrate	Indian	(27,27.25]	0.4838948	0.4590683	0.5087212
sal + nitrate	Indian	(27.25,27.5]	0.6357098	0.4757126	0.7957070
sal + nitrate	Indian	(27.5,27.75]	0.7335893	0.6244326	0.8427460
sal + nitrate	Indian	(27.75,27.85]	0.7172582	0.6608093	0.7737072
sal + nitrate	Indian	(27.85,27.95]	0.5824133	0.5196043	0.6452223
sal + nitrate	Indian	(27.95,28.05]	0.1112597	0.0354093	0.1871101
sal + nitrate	Indian	(28.05,28.1]	-0.3300739	-0.3436351	-0.3165127
sal + nitrate	Indian	(28.1, Inf]	-0.2057328	-0.3382450	-0.0732206
sal + nitrate	Pacific	(-Inf,26]	-0.3988124	-0.4576447	-0.3399801
sal + nitrate	Pacific	(26,26.5]	-0.3138783	-0.4866632	-0.1410934
sal + nitrate	Pacific	(26.5,26.75]	-0.2862345	-0.4464709	-0.1259981
sal + nitrate	Pacific	(26.75,27]	-0.3923338	-0.4791641	-0.3055035
sal + nitrate	Pacific	(27,27.25]	-0.3088275	-0.3667934	-0.2508615
sal + nitrate	Pacific	(27.25,27.5]	0.0994168	0.0171855	0.1816481
sal + nitrate	Pacific	(27.5,27.75]	0.0648068	0.0429934	0.0866201
sal + nitrate	Pacific	(27.75,27.85]	-0.1527795	-0.1604757	-0.1450834
sal + nitrate	Pacific	(27.85,27.95]	-0.4817167	-0.5374630	-0.4259704
sal + nitrate	Pacific	(27.95,28.05]	-0.7337870	-0.7874499	-0.6801241
sal + nitrate	Pacific	(28.05,28.1]	-0.9045833	-0.9150548	-0.8941118
sal + nitrate	Pacific	(28.1, Inf]	-0.8337445	-0.8448687	-0.8226202
sal + oxygen	Atlantic	(-Inf,26]	-0.0998030	-0.2928631	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0829815	-0.1388831	-0.0270798
sal + oxygen	Atlantic	(26.5,26.75]	0.0377503	-0.0200791	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1138532	-0.1835369	-0.0441694
sal + oxygen	Atlantic	(27,27.25]	-0.1067937	-0.2530244	0.0394371
sal + oxygen	Atlantic	(27.25,27.5]	-0.0946411	-0.1957691	0.0064869
sal + oxygen	Atlantic	(27.5,27.75]	0.0193988	-0.0449261	0.0837238
sal + oxygen	Atlantic	(27.75,27.85]	0.0806010	0.0262258	0.1349761
sal + oxygen	Atlantic	(27.85,27.95]	0.1863700	0.1432368	0.2295031
sal + oxygen	Atlantic	(27.95,28.05]	0.3753718	0.2979179	0.4528256
sal + oxygen	Atlantic	(28.05,28.1]	0.6416880	0.6007254	0.6826505
sal + oxygen	Atlantic	(28.1,28.15]	0.7321932	0.6654543	0.7989320
sal + oxygen	Atlantic	(28.15,28.2]	0.8990090	0.8701849	0.9278331
sal + oxygen	Atlantic	(28.2, Inf]	0.2392422	-0.1375784	0.6160628
sal + oxygen	Indian	(-Inf,26]	0.6077776	0.4215552	0.7940000
sal + oxygen	Indian	(26,26.5]	0.5693483	0.3862124	0.7524843
sal + oxygen	Indian	(26.5,26.75]	0.1019220	0.0187418	0.1851022
sal + oxygen	Indian	(26.75,27]	-0.5502482	-0.6432269	-0.4572695
sal + oxygen	Indian	(27,27.25]	-0.8804976	-0.9126172	-0.8483780
sal + oxygen	Indian	(27.25,27.5]	-0.9288244	-0.9838981	-0.8737508
sal + oxygen	Indian	(27.5,27.75]	-0.9302787	-0.9653880	-0.8951694
sal + oxygen	Indian	(27.75,27.85]	-0.9521002	-0.9604491	-0.9437513
sal + oxygen	Indian	(27.85,27.95]	-0.9229713	-0.9256592	-0.9202835
sal + oxygen	Indian	(27.95,28.05]	-0.7145974	-0.7678115	-0.6613833
sal + oxygen	Indian	(28.05,28.1]	-0.1817752	-0.3455645	-0.0179860
sal + oxygen	Indian	(28.1, Inf]	-0.6644900	-0.6650920	-0.6638881
sal + oxygen	Pacific	(-Inf,26]	-0.3469908	-0.3589320	-0.3350496
sal + oxygen	Pacific	(26,26.5]	-0.3196305	-0.5104872	-0.1287739
sal + oxygen	Pacific	(26.5,26.75]	-0.4669913	-0.5723539	-0.3616288
sal + oxygen	Pacific	(26.75,27]	-0.1832423	-0.3015123	-0.0649723
sal + oxygen	Pacific	(27,27.25]	0.0899724	0.0332601	0.1466848
sal + oxygen	Pacific	(27.25,27.5]	-0.1855989	-0.2532703	-0.1179275
sal + oxygen	Pacific	(27.5,27.75]	-0.1154325	-0.1285364	-0.1023287
sal + oxygen	Pacific	(27.75,27.85]	0.1030659	0.1011487	0.1049831
sal + oxygen	Pacific	(27.85,27.95]	0.4574006	0.3686362	0.5461649
sal + oxygen	Pacific	(27.95,28.05]	0.6926324	0.6271648	0.7581001
sal + oxygen	Pacific	(28.05,28.1]	0.8762570	0.8762311	0.8762829
sal + oxygen	Pacific	(28.1, Inf]	0.6844662	0.6618979	0.7070345
sal + phosphate	Atlantic	(-Inf,26]	-0.5694457	-0.6780962	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6886339	-0.7212932	-0.6559745
sal + phosphate	Atlantic	(26.5,26.75]	-0.7056253	-0.7598633	-0.6513872
sal + phosphate	Atlantic	(26.75,27]	-0.6800302	-0.7073605	-0.6526999
sal + phosphate	Atlantic	(27,27.25]	-0.7269790	-0.7570294	-0.6969285
sal + phosphate	Atlantic	(27.25,27.5]	-0.7896062	-0.8103389	-0.7688735
sal + phosphate	Atlantic	(27.5,27.75]	-0.7864789	-0.7918865	-0.7810713
sal + phosphate	Atlantic	(27.75,27.85]	-0.6798235	-0.6881613	-0.6714856
sal + phosphate	Atlantic	(27.85,27.95]	-0.6297978	-0.6864607	-0.5731349
sal + phosphate	Atlantic	(27.95,28.05]	-0.7202228	-0.7802551	-0.6601905
sal + phosphate	Atlantic	(28.05,28.1]	-0.8516487	-0.8685271	-0.8347704
sal + phosphate	Atlantic	(28.1,28.15]	-0.8890206	-0.9095240	-0.8685172
sal + phosphate	Atlantic	(28.15,28.2]	-0.9515672	-0.9529436	-0.9501908
sal + phosphate	Atlantic	(28.2, Inf]	-0.8612912	-0.9464616	-0.7761207
sal + phosphate	Indian	(-Inf,26]	-0.6022461	-0.7869210	-0.4175712
sal + phosphate	Indian	(26,26.5]	-0.6630145	-0.8517791	-0.4742498
sal + phosphate	Indian	(26.5,26.75]	-0.3280098	-0.5098529	-0.1461666
sal + phosphate	Indian	(26.75,27]	0.2104915	-0.0346128	0.4555959
sal + phosphate	Indian	(27,27.25]	0.6206271	0.5550583	0.6861958
sal + phosphate	Indian	(27.25,27.5]	0.7777670	0.7193177	0.8362163
sal + phosphate	Indian	(27.5,27.75]	0.8465465	0.7971530	0.8959400
sal + phosphate	Indian	(27.75,27.85]	0.8341584	0.7842090	0.8841078
sal + phosphate	Indian	(27.85,27.95]	0.6549048	0.5716202	0.7381894
sal + phosphate	Indian	(27.95,28.05]	0.1783454	0.0906191	0.2660717
sal + phosphate	Indian	(28.05,28.1]	-0.2884878	-0.2959005	-0.2810752
sal + phosphate	Indian	(28.1, Inf]	-0.1791877	-0.3122863	-0.0460890
sal + phosphate	Pacific	(-Inf,26]	-0.2920628	-0.3460235	-0.2381020
sal + phosphate	Pacific	(26,26.5]	-0.2571162	-0.4077251	-0.1065073
sal + phosphate	Pacific	(26.5,26.75]	-0.2455143	-0.3988719	-0.0921567
sal + phosphate	Pacific	(26.75,27]	-0.4057535	-0.4880040	-0.3235031
sal + phosphate	Pacific	(27,27.25]	-0.3165713	-0.3683997	-0.2647429
sal + phosphate	Pacific	(27.25,27.5]	0.0809889	0.0096916	0.1522863
sal + phosphate	Pacific	(27.5,27.75]	0.0655528	0.0493012	0.0818044
sal + phosphate	Pacific	(27.75,27.85]	-0.1545669	-0.1550615	-0.1540722
sal + phosphate	Pacific	(27.85,27.95]	-0.4935376	-0.5574685	-0.4296068
sal + phosphate	Pacific	(27.95,28.05]	-0.7428833	-0.7934252	-0.6923414
sal + phosphate	Pacific	(28.05,28.1]	-0.8991790	-0.9176712	-0.8806867
sal + phosphate	Pacific	(28.1, Inf]	-0.8352905	-0.8468086	-0.8237723
sal + silicate	Atlantic	(-Inf,26]	-0.5856444	-0.6044599	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6546907	-0.7052527	-0.6041287
sal + silicate	Atlantic	(26.5,26.75]	-0.6171459	-0.7195788	-0.5147129
sal + silicate	Atlantic	(26.75,27]	-0.5667570	-0.6101586	-0.5233554
sal + silicate	Atlantic	(27,27.25]	-0.6683779	-0.7077607	-0.6289952
sal + silicate	Atlantic	(27.25,27.5]	-0.7949915	-0.8006683	-0.7893148
sal + silicate	Atlantic	(27.5,27.75]	-0.8040041	-0.8101569	-0.7978514
sal + silicate	Atlantic	(27.75,27.85]	-0.7086479	-0.7449992	-0.6722965
sal + silicate	Atlantic	(27.85,27.95]	-0.7072790	-0.7406797	-0.6738784
sal + silicate	Atlantic	(27.95,28.05]	-0.7597440	-0.8065442	-0.7129438
sal + silicate	Atlantic	(28.05,28.1]	-0.8626893	-0.8773925	-0.8479861
sal + silicate	Atlantic	(28.1,28.15]	-0.8907164	-0.9099224	-0.8715105
sal + silicate	Atlantic	(28.15,28.2]	-0.9360397	-0.9408908	-0.9311885
sal + silicate	Atlantic	(28.2, Inf]	-0.7868043	-0.9409898	-0.6326187
sal + silicate	Indian	(-Inf,26]	-0.7704500	-0.8275496	-0.7133504
sal + silicate	Indian	(26,26.5]	-0.7668171	-0.8556432	-0.6779910
sal + silicate	Indian	(26.5,26.75]	-0.3350178	-0.3470075	-0.3230281
sal + silicate	Indian	(26.75,27]	0.3358614	0.2524064	0.4193165
sal + silicate	Indian	(27,27.25]	0.6074731	0.5299482	0.6849980
sal + silicate	Indian	(27.25,27.5]	0.6308049	0.4742416	0.7873683
sal + silicate	Indian	(27.5,27.75]	0.6644990	0.4934666	0.8355313
sal + silicate	Indian	(27.75,27.85]	0.7984875	0.7935580	0.8034171
sal + silicate	Indian	(27.85,27.95]	0.6920026	0.6276052	0.7563999
sal + silicate	Indian	(27.95,28.05]	0.3348155	0.2898637	0.3797674
sal + silicate	Indian	(28.05,28.1]	-0.1338380	-0.2117722	-0.0559039
sal + silicate	Indian	(28.1, Inf]	-0.2283475	-0.2674442	-0.1892507
sal + silicate	Pacific	(-Inf,26]	-0.6307433	-0.6517344	-0.6097522
sal + silicate	Pacific	(26,26.5]	-0.6543132	-0.6975520	-0.6110744
sal + silicate	Pacific	(26.5,26.75]	-0.7266677	-0.7677302	-0.6856052
sal + silicate	Pacific	(26.75,27]	-0.7517402	-0.7522723	-0.7512082
sal + silicate	Pacific	(27,27.25]	-0.5757167	-0.5868964	-0.5645370
sal + silicate	Pacific	(27.25,27.5]	-0.2089321	-0.2144738	-0.2033904
sal + silicate	Pacific	(27.5,27.75]	-0.0682345	-0.1316825	-0.0047865
sal + silicate	Pacific	(27.75,27.85]	-0.2066574	-0.2129560	-0.2003588
sal + silicate	Pacific	(27.85,27.95]	-0.4447907	-0.4909497	-0.3986316
sal + silicate	Pacific	(27.95,28.05]	-0.6205805	-0.6686838	-0.5724773
sal + silicate	Pacific	(28.05,28.1]	-0.8179933	-0.8199448	-0.8160417
sal + silicate	Pacific	(28.1, Inf]	-0.8709586	-0.8776018	-0.8643154
sal + temp	Atlantic	(-Inf,26]	0.7844354	0.7734916	0.7953792
sal + temp	Atlantic	(26,26.5]	0.9610734	0.9595484	0.9625984
sal + temp	Atlantic	(26.5,26.75]	0.9808448	0.9787372	0.9829524
sal + temp	Atlantic	(26.75,27]	0.9764583	0.9717939	0.9811228
sal + temp	Atlantic	(27,27.25]	0.9786228	0.9776727	0.9795729
sal + temp	Atlantic	(27.25,27.5]	0.9781133	0.9773823	0.9788443
sal + temp	Atlantic	(27.5,27.75]	0.9657194	0.9648050	0.9666338
sal + temp	Atlantic	(27.75,27.85]	0.9800577	0.9785247	0.9815908
sal + temp	Atlantic	(27.85,27.95]	0.9545687	0.9489598	0.9601777
sal + temp	Atlantic	(27.95,28.05]	0.9205197	0.9117987	0.9292407
sal + temp	Atlantic	(28.05,28.1]	0.9589902	0.9569902	0.9609902
sal + temp	Atlantic	(28.1,28.15]	0.9517000	0.9301410	0.9732589
sal + temp	Atlantic	(28.15,28.2]	0.7428584	0.5398188	0.9458979
sal + temp	Atlantic	(28.2, Inf]	0.4998772	0.2222865	0.7774680
sal + temp	Indian	(-Inf,26]	0.1540271	0.0813360	0.2267182
sal + temp	Indian	(26,26.5]	0.8704671	0.8518378	0.8890963
sal + temp	Indian	(26.5,26.75]	0.9578083	0.9533982	0.9622185
sal + temp	Indian	(26.75,27]	0.9683220	0.9603860	0.9762580
sal + temp	Indian	(27,27.25]	0.9551701	0.9520402	0.9583000
sal + temp	Indian	(27.25,27.5]	0.9451036	0.9299923	0.9602150
sal + temp	Indian	(27.5,27.75]	0.9059983	0.8765948	0.9354019
sal + temp	Indian	(27.75,27.85]	0.9342825	0.9224277	0.9461374
sal + temp	Indian	(27.85,27.95]	0.9329973	0.9198577	0.9461368
sal + temp	Indian	(27.95,28.05]	0.9349778	0.9141172	0.9558383
sal + temp	Indian	(28.05,28.1]	0.9078340	0.8695993	0.9460686
sal + temp	Indian	(28.1, Inf]	0.9217036	0.9163255	0.9270817
sal + temp	Pacific	(-Inf,26]	0.7825931	0.7803316	0.7848547
sal + temp	Pacific	(26,26.5]	0.9527344	0.9496916	0.9557772
sal + temp	Pacific	(26.5,26.75]	0.9781029	0.9772942	0.9789115
sal + temp	Pacific	(26.75,27]	0.9785744	0.9760404	0.9811085
sal + temp	Pacific	(27,27.25]	0.9455225	0.9390842	0.9519607
sal + temp	Pacific	(27.25,27.5]	0.8244492	0.8006273	0.8482711
sal + temp	Pacific	(27.5,27.75]	0.6063025	0.5541756	0.6584293
sal + temp	Pacific	(27.75,27.85]	0.7691447	0.7572079	0.7810814
sal + temp	Pacific	(27.85,27.95]	0.5280419	0.4606582	0.5954256
sal + temp	Pacific	(27.95,28.05]	0.3194291	0.2627829	0.3760752
sal + temp	Pacific	(28.05,28.1]	0.1396181	0.1261966	0.1530396
sal + temp	Pacific	(28.1, Inf]	-0.2853218	-0.3368955	-0.2337481
temp + aou	Atlantic	(-Inf,26]	-0.2754057	-0.4812694	-0.0695421
temp + aou	Atlantic	(26,26.5]	-0.2612777	-0.3029734	-0.2195819
temp + aou	Atlantic	(26.5,26.75]	-0.2989626	-0.3699791	-0.2279461
temp + aou	Atlantic	(26.75,27]	-0.1245296	-0.1885139	-0.0605452
temp + aou	Atlantic	(27,27.25]	-0.0982153	-0.2256577	0.0292272
temp + aou	Atlantic	(27.25,27.5]	-0.1921826	-0.2754901	-0.1088751
temp + aou	Atlantic	(27.5,27.75]	-0.3186514	-0.3494542	-0.2878486
temp + aou	Atlantic	(27.75,27.85]	-0.3110177	-0.3127118	-0.3093236
temp + aou	Atlantic	(27.85,27.95]	-0.2900527	-0.3763293	-0.2037762
temp + aou	Atlantic	(27.95,28.05]	-0.4794050	-0.5186496	-0.4401604
temp + aou	Atlantic	(28.05,28.1]	-0.6243341	-0.6529547	-0.5957135
temp + aou	Atlantic	(28.1,28.15]	-0.6352301	-0.7434061	-0.5270542
temp + aou	Atlantic	(28.15,28.2]	-0.5719293	-0.8221645	-0.3216941
temp + aou	Atlantic	(28.2, Inf]	0.3473897	0.2740824	0.4206971
temp + aou	Indian	(-Inf,26]	-0.4161411	-0.4685885	-0.3636937
temp + aou	Indian	(26,26.5]	-0.4860915	-0.5705795	-0.4016034
temp + aou	Indian	(26.5,26.75]	-0.1290119	-0.1888758	-0.0691481
temp + aou	Indian	(26.75,27]	0.3560477	0.2136265	0.4984690
temp + aou	Indian	(27,27.25]	0.7266188	0.7069852	0.7462523
temp + aou	Indian	(27.25,27.5]	0.8401486	0.8297516	0.8505455
temp + aou	Indian	(27.5,27.75]	0.8851279	0.8789380	0.8913177
temp + aou	Indian	(27.75,27.85]	0.9291038	0.9194052	0.9388024
temp + aou	Indian	(27.85,27.95]	0.8737067	0.8548828	0.8925307
temp + aou	Indian	(27.95,28.05]	0.6732522	0.6151981	0.7313063
temp + aou	Indian	(28.05,28.1]	0.3394884	0.2658529	0.4131238
temp + aou	Indian	(28.1, Inf]	0.7501736	0.7295482	0.7707990
temp + aou	Pacific	(-Inf,26]	-0.2514384	-0.2541053	-0.2487714
temp + aou	Pacific	(26,26.5]	0.0538816	-0.1357085	0.2434717
temp + aou	Pacific	(26.5,26.75]	0.2873481	0.1817881	0.3929081
temp + aou	Pacific	(26.75,27]	-0.0354570	-0.1245536	0.0536396
temp + aou	Pacific	(27,27.25]	-0.2346895	-0.2608535	-0.2085255
temp + aou	Pacific	(27.25,27.5]	0.0310169	-0.0376888	0.0997226
temp + aou	Pacific	(27.5,27.75]	0.0928920	0.0677371	0.1180470
temp + aou	Pacific	(27.75,27.85]	0.0124670	-0.0061619	0.0310960
temp + aou	Pacific	(27.85,27.95]	-0.1740795	-0.2637416	-0.0844173
temp + aou	Pacific	(27.95,28.05]	-0.1580529	-0.2275000	-0.0886059
temp + aou	Pacific	(28.05,28.1]	-0.0872645	-0.1564232	-0.0181058
temp + aou	Pacific	(28.1, Inf]	0.7762356	0.7592139	0.7932574
temp + nitrate	Atlantic	(-Inf,26]	-0.2557327	-0.3463706	-0.1650948
temp + nitrate	Atlantic	(26,26.5]	-0.4877005	-0.5262294	-0.4491716
temp + nitrate	Atlantic	(26.5,26.75]	-0.5405688	-0.5967973	-0.4843404
temp + nitrate	Atlantic	(26.75,27]	-0.4968453	-0.5483687	-0.4453219
temp + nitrate	Atlantic	(27,27.25]	-0.5697957	-0.5975487	-0.5420427
temp + nitrate	Atlantic	(27.25,27.5]	-0.6940209	-0.7266983	-0.6613435
temp + nitrate	Atlantic	(27.5,27.75]	-0.7034322	-0.7162994	-0.6905650
temp + nitrate	Atlantic	(27.75,27.85]	-0.6156001	-0.6391115	-0.5920887
temp + nitrate	Atlantic	(27.85,27.95]	-0.5504530	-0.6379701	-0.4629359
temp + nitrate	Atlantic	(27.95,28.05]	-0.6675052	-0.7033528	-0.6316577
temp + nitrate	Atlantic	(28.05,28.1]	-0.7468501	-0.7608764	-0.7328238
temp + nitrate	Atlantic	(28.1,28.15]	-0.7309633	-0.7993758	-0.6625507
temp + nitrate	Atlantic	(28.15,28.2]	-0.5917496	-0.8303092	-0.3531900
temp + nitrate	Atlantic	(28.2, Inf]	-0.1488690	-0.3023755	0.0046374
temp + nitrate	Indian	(-Inf,26]	-0.4468993	-0.4854624	-0.4083363
temp + nitrate	Indian	(26,26.5]	-0.6028723	-0.6528193	-0.5529254
temp + nitrate	Indian	(26.5,26.75]	-0.3543393	-0.4408060	-0.2678726
temp + nitrate	Indian	(26.75,27]	0.0041911	-0.1972404	0.2056226
temp + nitrate	Indian	(27,27.25]	0.3190876	0.2724042	0.3657711
temp + nitrate	Indian	(27.25,27.5]	0.5045167	0.4449022	0.5641311
temp + nitrate	Indian	(27.5,27.75]	0.6793788	0.6375458	0.7212119
temp + nitrate	Indian	(27.75,27.85]	0.7189921	0.6780102	0.7599740
temp + nitrate	Indian	(27.85,27.95]	0.5600325	0.5319591	0.5881059
temp + nitrate	Indian	(27.95,28.05]	0.1934492	0.1360579	0.2508405
temp + nitrate	Indian	(28.05,28.1]	-0.0304975	-0.0754021	0.0144072
temp + nitrate	Indian	(28.1, Inf]	0.0575573	-0.0927352	0.2078497
temp + nitrate	Pacific	(-Inf,26]	-0.5090474	-0.5661860	-0.4519089
temp + nitrate	Pacific	(26,26.5]	-0.4056266	-0.5531712	-0.2580820
temp + nitrate	Pacific	(26.5,26.75]	-0.2917016	-0.4335469	-0.1498562
temp + nitrate	Pacific	(26.75,27]	-0.4118187	-0.4882139	-0.3354236
temp + nitrate	Pacific	(27,27.25]	-0.3785128	-0.4171807	-0.3398448
temp + nitrate	Pacific	(27.25,27.5]	-0.0270567	-0.1174232	0.0633097
temp + nitrate	Pacific	(27.5,27.75]	0.0809331	0.0347186	0.1271475
temp + nitrate	Pacific	(27.75,27.85]	0.0078948	-0.0016421	0.0174317
temp + nitrate	Pacific	(27.85,27.95]	-0.1704792	-0.2317921	-0.1091663
temp + nitrate	Pacific	(27.95,28.05]	-0.1932778	-0.2504440	-0.1361117
temp + nitrate	Pacific	(28.05,28.1]	-0.1349838	-0.1998343	-0.0701334
temp + nitrate	Pacific	(28.1, Inf]	0.6283536	0.5857107	0.6709965
temp + oxygen	Atlantic	(-Inf,26]	-0.0665057	-0.2734555	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0587134	-0.1008207	-0.0166061
temp + oxygen	Atlantic	(26.5,26.75]	0.0154578	-0.0285293	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1664360	-0.2544102	-0.0784618
temp + oxygen	Atlantic	(27,27.25]	-0.1872719	-0.3225796	-0.0519642
temp + oxygen	Atlantic	(27.25,27.5]	-0.1443206	-0.2511625	-0.0374787
temp + oxygen	Atlantic	(27.5,27.75]	-0.0469197	-0.1141365	0.0202970
temp + oxygen	Atlantic	(27.75,27.85]	0.0243691	-0.0013350	0.0500732
temp + oxygen	Atlantic	(27.85,27.95]	0.0872358	0.0142216	0.1602500
temp + oxygen	Atlantic	(27.95,28.05]	0.3070790	0.2744128	0.3397453
temp + oxygen	Atlantic	(28.05,28.1]	0.4985601	0.4569868	0.5401333
temp + oxygen	Atlantic	(28.1,28.15]	0.5371941	0.4033206	0.6710675
temp + oxygen	Atlantic	(28.15,28.2]	0.4986732	0.2104098	0.7869366
temp + oxygen	Atlantic	(28.2, Inf]	-0.5250150	-0.6063753	-0.4436547
temp + oxygen	Indian	(-Inf,26]	0.3056958	0.2619651	0.3494265
temp + oxygen	Indian	(26,26.5]	0.4158389	0.3264393	0.5052385
temp + oxygen	Indian	(26.5,26.75]	0.0484135	0.0007362	0.0960909
temp + oxygen	Indian	(26.75,27]	-0.4488799	-0.5649430	-0.3328168
temp + oxygen	Indian	(27,27.25]	-0.7944168	-0.8060797	-0.7827539
temp + oxygen	Indian	(27.25,27.5]	-0.8885794	-0.8956476	-0.8815111
temp + oxygen	Indian	(27.5,27.75]	-0.9226134	-0.9258443	-0.9193825
temp + oxygen	Indian	(27.75,27.85]	-0.9540993	-0.9589708	-0.9492277
temp + oxygen	Indian	(27.85,27.95]	-0.9182838	-0.9350980	-0.9014697
temp + oxygen	Indian	(27.95,28.05]	-0.7684535	-0.8291764	-0.7077306
temp + oxygen	Indian	(28.05,28.1]	-0.4511949	-0.5554353	-0.3469544
temp + oxygen	Indian	(28.1, Inf]	-0.8483797	-0.8557701	-0.8409892
temp + oxygen	Pacific	(-Inf,26]	-0.2891772	-0.3058924	-0.2724621
temp + oxygen	Pacific	(26,26.5]	-0.2633157	-0.4373315	-0.0892999
temp + oxygen	Pacific	(26.5,26.75]	-0.4873857	-0.5699734	-0.4047980
temp + oxygen	Pacific	(26.75,27]	-0.1859316	-0.2864498	-0.0854134
temp + oxygen	Pacific	(27,27.25]	0.1268899	0.0920052	0.1617745
temp + oxygen	Pacific	(27.25,27.5]	-0.1216840	-0.1967124	-0.0466556
temp + oxygen	Pacific	(27.5,27.75]	-0.1805690	-0.2151763	-0.1459617
temp + oxygen	Pacific	(27.75,27.85]	-0.0795784	-0.0974799	-0.0616769
temp + oxygen	Pacific	(27.85,27.95]	0.1224327	0.0254460	0.2194193
temp + oxygen	Pacific	(27.95,28.05]	0.1050055	0.0294730	0.1805380
temp + oxygen	Pacific	(28.05,28.1]	0.0592734	-0.0116184	0.1301653
temp + oxygen	Pacific	(28.1, Inf]	-0.8238818	-0.8357367	-0.8120269
temp + phosphate	Atlantic	(-Inf,26]	-0.4647793	-0.5394100	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.7017471	-0.7178208	-0.6856735
temp + phosphate	Atlantic	(26.5,26.75]	-0.6864194	-0.7311386	-0.6417002
temp + phosphate	Atlantic	(26.75,27]	-0.6248959	-0.6785978	-0.5711941
temp + phosphate	Atlantic	(27,27.25]	-0.6598782	-0.6839565	-0.6357999
temp + phosphate	Atlantic	(27.25,27.5]	-0.7516490	-0.7803080	-0.7229900
temp + phosphate	Atlantic	(27.5,27.75]	-0.7435823	-0.7540751	-0.7330895
temp + phosphate	Atlantic	(27.75,27.85]	-0.6530478	-0.6717582	-0.6343374
temp + phosphate	Atlantic	(27.85,27.95]	-0.5651298	-0.6522482	-0.4780115
temp + phosphate	Atlantic	(27.95,28.05]	-0.6753066	-0.7114671	-0.6391460
temp + phosphate	Atlantic	(28.05,28.1]	-0.7555408	-0.7735372	-0.7375445
temp + phosphate	Atlantic	(28.1,28.15]	-0.7493527	-0.8175851	-0.6811204
temp + phosphate	Atlantic	(28.15,28.2]	-0.5968598	-0.8267379	-0.3669818
temp + phosphate	Atlantic	(28.2, Inf]	-0.1477245	-0.2982783	0.0028293
temp + phosphate	Indian	(-Inf,26]	-0.4216018	-0.4403188	-0.4028848
temp + phosphate	Indian	(26,26.5]	-0.5461957	-0.6525622	-0.4398292
temp + phosphate	Indian	(26.5,26.75]	-0.2878587	-0.4308357	-0.1448817
temp + phosphate	Indian	(26.75,27]	0.0831756	-0.1678788	0.3342301
temp + phosphate	Indian	(27,27.25]	0.4498341	0.3242122	0.5754560
temp + phosphate	Indian	(27.25,27.5]	0.6475266	0.6191807	0.6758725
temp + phosphate	Indian	(27.5,27.75]	0.7873415	0.7870101	0.7876729
temp + phosphate	Indian	(27.75,27.85]	0.7866885	0.7379600	0.8354171
temp + phosphate	Indian	(27.85,27.95]	0.5892863	0.5404147	0.6381580
temp + phosphate	Indian	(27.95,28.05]	0.2454073	0.1823973	0.3084173
temp + phosphate	Indian	(28.05,28.1]	0.0112111	-0.0349922	0.0574145
temp + phosphate	Indian	(28.1, Inf]	0.0876269	-0.0610122	0.2362661
temp + phosphate	Pacific	(-Inf,26]	-0.4094111	-0.4575924	-0.3612298
temp + phosphate	Pacific	(26,26.5]	-0.3476918	-0.4749640	-0.2204196
temp + phosphate	Pacific	(26.5,26.75]	-0.2550979	-0.3905327	-0.1196630
temp + phosphate	Pacific	(26.75,27]	-0.4233525	-0.4912907	-0.3554142
temp + phosphate	Pacific	(27,27.25]	-0.3778663	-0.4100196	-0.3457131
temp + phosphate	Pacific	(27.25,27.5]	-0.0373185	-0.1172961	0.0426592
temp + phosphate	Pacific	(27.5,27.75]	0.0845320	0.0449640	0.1241000
temp + phosphate	Pacific	(27.75,27.85]	0.0021747	-0.0130385	0.0173880
temp + phosphate	Pacific	(27.85,27.95]	-0.1796522	-0.2489741	-0.1103303
temp + phosphate	Pacific	(27.95,28.05]	-0.1997310	-0.2547393	-0.1447226
temp + phosphate	Pacific	(28.05,28.1]	-0.1083510	-0.1665239	-0.0501782
temp + phosphate	Pacific	(28.1, Inf]	0.6126343	0.5588658	0.6664028
temp + silicate	Atlantic	(-Inf,26]	-0.4520950	-0.4732001	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6519933	-0.6828473	-0.6211393
temp + silicate	Atlantic	(26.5,26.75]	-0.6118058	-0.7073827	-0.5162289
temp + silicate	Atlantic	(26.75,27]	-0.5375992	-0.5995053	-0.4756930
temp + silicate	Atlantic	(27,27.25]	-0.6336002	-0.6597814	-0.6074191
temp + silicate	Atlantic	(27.25,27.5]	-0.8112783	-0.8221540	-0.8004027
temp + silicate	Atlantic	(27.5,27.75]	-0.8203946	-0.8274078	-0.8133815
temp + silicate	Atlantic	(27.75,27.85]	-0.7159344	-0.7249662	-0.7069027
temp + silicate	Atlantic	(27.85,27.95]	-0.6711437	-0.7363211	-0.6059662
temp + silicate	Atlantic	(27.95,28.05]	-0.7357755	-0.7575728	-0.7139782
temp + silicate	Atlantic	(28.05,28.1]	-0.7695060	-0.7875698	-0.7514422
temp + silicate	Atlantic	(28.1,28.15]	-0.7491495	-0.8145993	-0.6836997
temp + silicate	Atlantic	(28.15,28.2]	-0.5676607	-0.8064805	-0.3288410
temp + silicate	Atlantic	(28.2, Inf]	-0.0690648	-0.1339403	-0.0041894
temp + silicate	Indian	(-Inf,26]	-0.5106950	-0.5610168	-0.4603732
temp + silicate	Indian	(26,26.5]	-0.6151355	-0.6205258	-0.6097452
temp + silicate	Indian	(26.5,26.75]	-0.2736930	-0.2950018	-0.2523842
temp + silicate	Indian	(26.75,27]	0.2301099	0.1242434	0.3359764
temp + silicate	Indian	(27,27.25]	0.4594467	0.4425608	0.4763327
temp + silicate	Indian	(27.25,27.5]	0.4968640	0.4285352	0.5651927
temp + silicate	Indian	(27.5,27.75]	0.5220583	0.4403120	0.6038047
temp + silicate	Indian	(27.75,27.85]	0.6820511	0.6276645	0.7364376
temp + silicate	Indian	(27.85,27.95]	0.5628196	0.5032080	0.6224311
temp + silicate	Indian	(27.95,28.05]	0.3224942	0.2970196	0.3479688
temp + silicate	Indian	(28.05,28.1]	0.1474517	0.1262442	0.1686592
temp + silicate	Indian	(28.1, Inf]	-0.0403772	-0.1041447	0.0233902
temp + silicate	Pacific	(-Inf,26]	-0.6156700	-0.6421792	-0.5891608
temp + silicate	Pacific	(26,26.5]	-0.7147376	-0.7376449	-0.6918302
temp + silicate	Pacific	(26.5,26.75]	-0.7201025	-0.7499711	-0.6902339
temp + silicate	Pacific	(26.75,27]	-0.7457979	-0.7526809	-0.7389148
temp + silicate	Pacific	(27,27.25]	-0.6013026	-0.6258750	-0.5767301
temp + silicate	Pacific	(27.25,27.5]	-0.3305667	-0.3369663	-0.3241671
temp + silicate	Pacific	(27.5,27.75]	-0.2259039	-0.2718095	-0.1799983
temp + silicate	Pacific	(27.75,27.85]	-0.1320549	-0.1530861	-0.1110237
temp + silicate	Pacific	(27.85,27.95]	-0.2977889	-0.3727101	-0.2228677
temp + silicate	Pacific	(27.95,28.05]	-0.3233116	-0.4001068	-0.2465164
temp + silicate	Pacific	(28.05,28.1]	-0.1356814	-0.1926845	-0.0786783
temp + silicate	Pacific	(28.1, Inf]	0.4312367	0.4022660	0.4602073

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

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

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

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

Past versions of correlation_predictors-1.png

Version	Author	Date
bdc56ba	jens-daniel-mueller	2022-11-01
123716c	jens-daniel-mueller	2022-11-01
f2f20ce	jens-daniel-mueller	2022-11-01
800243c	jens-daniel-mueller	2022-10-28
4ba3af5	jens-daniel-mueller	2022-10-25
28e3163	jens-daniel-mueller	2022-10-24
e8f1f22	jens-daniel-mueller	2022-10-24
e99ca0b	jens-daniel-mueller	2022-10-24
591702e	jens-daniel-mueller	2022-10-24
a4c6d61	jens-daniel-mueller	2022-10-18
12cb319	jens-daniel-mueller	2022-09-26
5ed1b6b	jens-daniel-mueller	2022-07-19
233fa96	jens-daniel-mueller	2022-07-19
b92af2e	jens-daniel-mueller	2022-07-13
5599f87	jens-daniel-mueller	2022-07-13
b9847f2	jens-daniel-mueller	2022-07-07
840dfb7	jens-daniel-mueller	2022-07-07
78dd2f2	jens-daniel-mueller	2022-07-05
2807f99	jens-daniel-mueller	2022-07-05
82cbd17	jens-daniel-mueller	2022-07-05
b661d5a	jens-daniel-mueller	2022-07-05
f96b063	jens-daniel-mueller	2022-07-04
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.8437015	0.8205503	0.8668527
aou	Atlantic	(26,26.5]	0.9262089	0.9174132	0.9350047
aou	Atlantic	(26.5,26.75]	0.9460492	0.9446843	0.9474141
aou	Atlantic	(26.75,27]	0.9369702	0.9301337	0.9438066
aou	Atlantic	(27,27.25]	0.9322209	0.9190623	0.9453796
aou	Atlantic	(27.25,27.5]	0.9140303	0.8957560	0.9323046
aou	Atlantic	(27.5,27.75]	0.8895711	0.8647529	0.9143893
aou	Atlantic	(27.75,27.85]	0.9072818	0.8947322	0.9198313
aou	Atlantic	(27.85,27.95]	0.9031143	0.8922702	0.9139584
aou	Atlantic	(27.95,28.05]	0.9149443	0.9142713	0.9156172
aou	Atlantic	(28.05,28.1]	0.9379029	0.9263032	0.9495027
aou	Atlantic	(28.1,28.15]	0.9544990	0.9348718	0.9741263
aou	Atlantic	(28.15,28.2]	0.9772926	0.9675816	0.9870035
aou	Atlantic	(28.2, Inf]	0.8877825	0.8400004	0.9355647
aou	Indian	(-Inf,26]	0.9719203	0.9689058	0.9749348
aou	Indian	(26,26.5]	0.9890296	0.9839394	0.9941198
aou	Indian	(26.5,26.75]	0.9893093	0.9830903	0.9955283
aou	Indian	(26.75,27]	0.9830938	0.9758943	0.9902933
aou	Indian	(27,27.25]	0.9746283	0.9647068	0.9845498
aou	Indian	(27.25,27.5]	0.9681364	0.9618859	0.9743868
aou	Indian	(27.5,27.75]	0.9655072	0.9624347	0.9685797
aou	Indian	(27.75,27.85]	0.9527395	0.9386725	0.9668064
aou	Indian	(27.85,27.95]	0.9349898	0.9199802	0.9499995
aou	Indian	(27.95,28.05]	0.9161206	0.8813569	0.9508842
aou	Indian	(28.05,28.1]	0.9517532	0.9273463	0.9761600
aou	Indian	(28.1, Inf]	0.8303655	0.7898353	0.8708956
aou	Pacific	(-Inf,26]	0.8438773	0.8375835	0.8501710
aou	Pacific	(26,26.5]	0.9418714	0.9309998	0.9527431
aou	Pacific	(26.5,26.75]	0.9151820	0.9123734	0.9179907
aou	Pacific	(26.75,27]	0.9358536	0.9275194	0.9441879
aou	Pacific	(27,27.25]	0.9805287	0.9788819	0.9821755
aou	Pacific	(27.25,27.5]	0.9830163	0.9813259	0.9847068
aou	Pacific	(27.5,27.75]	0.9843115	0.9800698	0.9885533
aou	Pacific	(27.75,27.85]	0.9895513	0.9879111	0.9911914
aou	Pacific	(27.85,27.95]	0.9891729	0.9867748	0.9915711
aou	Pacific	(27.95,28.05]	0.9830104	0.9762957	0.9897251
aou	Pacific	(28.05,28.1]	0.9715940	0.9599050	0.9832831
aou	Pacific	(28.1, Inf]	0.9570734	0.9389567	0.9751902
nitrate	Atlantic	(-Inf,26]	0.8065778	0.7851037	0.8280519
nitrate	Atlantic	(26,26.5]	0.9590321	0.9581707	0.9598934
nitrate	Atlantic	(26.5,26.75]	0.9830166	0.9830051	0.9830282
nitrate	Atlantic	(26.75,27]	0.9679433	0.9558598	0.9800267
nitrate	Atlantic	(27,27.25]	0.9524847	0.9371239	0.9678455
nitrate	Atlantic	(27.25,27.5]	0.9545108	0.9472005	0.9618211
nitrate	Atlantic	(27.5,27.75]	0.9781355	0.9749689	0.9813020
nitrate	Atlantic	(27.75,27.85]	0.9815852	0.9777984	0.9853720
nitrate	Atlantic	(27.85,27.95]	0.9689058	0.9656538	0.9721577
nitrate	Atlantic	(27.95,28.05]	0.9621512	0.9586799	0.9656226
nitrate	Atlantic	(28.05,28.1]	0.9518533	0.9441809	0.9595257
nitrate	Atlantic	(28.1,28.15]	0.9676069	0.9562114	0.9790025
nitrate	Atlantic	(28.15,28.2]	0.9764254	0.9686886	0.9841622
nitrate	Atlantic	(28.2, Inf]	0.9246222	0.8807073	0.9685372
nitrate	Indian	(-Inf,26]	0.9716712	0.9681350	0.9752074
nitrate	Indian	(26,26.5]	0.9815793	0.9745933	0.9885654
nitrate	Indian	(26.5,26.75]	0.9807672	0.9755414	0.9859930
nitrate	Indian	(26.75,27]	0.9656064	0.9629365	0.9682764
nitrate	Indian	(27,27.25]	0.9386491	0.9189359	0.9583622
nitrate	Indian	(27.25,27.5]	0.9419383	0.9172272	0.9666493
nitrate	Indian	(27.5,27.75]	0.9392610	0.9310510	0.9474711
nitrate	Indian	(27.75,27.85]	0.9162761	0.9063249	0.9262273
nitrate	Indian	(27.85,27.95]	0.9313166	0.9239371	0.9386962
nitrate	Indian	(27.95,28.05]	0.9423171	0.9317808	0.9528535
nitrate	Indian	(28.05,28.1]	0.9510856	0.9440444	0.9581267
nitrate	Indian	(28.1, Inf]	0.8520892	0.8239223	0.8802561
nitrate	Pacific	(-Inf,26]	0.8847450	0.8745952	0.8948949
nitrate	Pacific	(26,26.5]	0.9234154	0.9132933	0.9335376
nitrate	Pacific	(26.5,26.75]	0.9105859	0.9050395	0.9161324
nitrate	Pacific	(26.75,27]	0.9670759	0.9599195	0.9742322
nitrate	Pacific	(27,27.25]	0.9803157	0.9755287	0.9851027
nitrate	Pacific	(27.25,27.5]	0.9685324	0.9581484	0.9789163
nitrate	Pacific	(27.5,27.75]	0.9645156	0.9504605	0.9785707
nitrate	Pacific	(27.75,27.85]	0.9739995	0.9634797	0.9845192
nitrate	Pacific	(27.85,27.95]	0.9727023	0.9606764	0.9847283
nitrate	Pacific	(27.95,28.05]	0.9573471	0.9449245	0.9697696
nitrate	Pacific	(28.05,28.1]	0.9297040	0.8995723	0.9598357
nitrate	Pacific	(28.1, Inf]	0.9357344	0.9032380	0.9682308
oxygen	Atlantic	(-Inf,26]	-0.6601513	-0.7031127	-0.6171898
oxygen	Atlantic	(26,26.5]	-0.7780548	-0.7903759	-0.7657338
oxygen	Atlantic	(26.5,26.75]	-0.8208146	-0.8367358	-0.8048933
oxygen	Atlantic	(26.75,27]	-0.8036920	-0.8267768	-0.7806073
oxygen	Atlantic	(27,27.25]	-0.7981633	-0.8246916	-0.7716350
oxygen	Atlantic	(27.25,27.5]	-0.7349698	-0.7795618	-0.6903779
oxygen	Atlantic	(27.5,27.75]	-0.6758739	-0.7388668	-0.6128811
oxygen	Atlantic	(27.75,27.85]	-0.7641132	-0.7953245	-0.7329018
oxygen	Atlantic	(27.85,27.95]	-0.8131231	-0.8356247	-0.7906214
oxygen	Atlantic	(27.95,28.05]	-0.8444691	-0.8483798	-0.8405584
oxygen	Atlantic	(28.05,28.1]	-0.8907329	-0.9011814	-0.8802845
oxygen	Atlantic	(28.1,28.15]	-0.9188820	-0.9523053	-0.8854587
oxygen	Atlantic	(28.15,28.2]	-0.9602611	-0.9796523	-0.9408700
oxygen	Atlantic	(28.2, Inf]	-0.7979494	-0.8776760	-0.7182228
oxygen	Indian	(-Inf,26]	-0.9442294	-0.9487567	-0.9397022
oxygen	Indian	(26,26.5]	-0.9786469	-0.9881813	-0.9691126
oxygen	Indian	(26.5,26.75]	-0.9772662	-0.9908527	-0.9636796
oxygen	Indian	(26.75,27]	-0.9624490	-0.9802468	-0.9446513
oxygen	Indian	(27,27.25]	-0.9490862	-0.9673176	-0.9308547
oxygen	Indian	(27.25,27.5]	-0.9434495	-0.9508784	-0.9360206
oxygen	Indian	(27.5,27.75]	-0.9453477	-0.9471764	-0.9435191
oxygen	Indian	(27.75,27.85]	-0.9339756	-0.9528172	-0.9151339
oxygen	Indian	(27.85,27.95]	-0.9000548	-0.9232479	-0.8768616
oxygen	Indian	(27.95,28.05]	-0.8560420	-0.9114129	-0.8006711
oxygen	Indian	(28.05,28.1]	-0.9092554	-0.9581737	-0.8603372
oxygen	Indian	(28.1, Inf]	-0.7400374	-0.8004802	-0.6795946
oxygen	Pacific	(-Inf,26]	-0.5044083	-0.5402950	-0.4685216
oxygen	Pacific	(26,26.5]	-0.8542029	-0.8657799	-0.8426259
oxygen	Pacific	(26.5,26.75]	-0.8108660	-0.8248469	-0.7968850
oxygen	Pacific	(26.75,27]	-0.8380685	-0.8572087	-0.8189283
oxygen	Pacific	(27,27.25]	-0.9550490	-0.9593783	-0.9507196
oxygen	Pacific	(27.25,27.5]	-0.9638691	-0.9676673	-0.9600710
oxygen	Pacific	(27.5,27.75]	-0.9670088	-0.9749981	-0.9590194
oxygen	Pacific	(27.75,27.85]	-0.9805098	-0.9816743	-0.9793453
oxygen	Pacific	(27.85,27.95]	-0.9836278	-0.9842079	-0.9830478
oxygen	Pacific	(27.95,28.05]	-0.9773330	-0.9848821	-0.9697839
oxygen	Pacific	(28.05,28.1]	-0.9687682	-0.9802573	-0.9572791
oxygen	Pacific	(28.1, Inf]	-0.9391450	-0.9604683	-0.9178218
phosphate	Atlantic	(-Inf,26]	0.8582673	0.8563415	0.8601931
phosphate	Atlantic	(26,26.5]	0.9526097	0.9494361	0.9557832
phosphate	Atlantic	(26.5,26.75]	0.9711778	0.9702662	0.9720895
phosphate	Atlantic	(26.75,27]	0.9419652	0.9317995	0.9521310
phosphate	Atlantic	(27,27.25]	0.9244728	0.9020436	0.9469020
phosphate	Atlantic	(27.25,27.5]	0.9343438	0.9264101	0.9422774
phosphate	Atlantic	(27.5,27.75]	0.9740960	0.9716833	0.9765087
phosphate	Atlantic	(27.75,27.85]	0.9804074	0.9773235	0.9834913
phosphate	Atlantic	(27.85,27.95]	0.9687260	0.9683189	0.9691331
phosphate	Atlantic	(27.95,28.05]	0.9611780	0.9599375	0.9624184
phosphate	Atlantic	(28.05,28.1]	0.9508174	0.9464510	0.9551839
phosphate	Atlantic	(28.1,28.15]	0.9698367	0.9617220	0.9779513
phosphate	Atlantic	(28.15,28.2]	0.9776258	0.9720754	0.9831763
phosphate	Atlantic	(28.2, Inf]	0.9310236	0.8911993	0.9708478
phosphate	Indian	(-Inf,26]	0.9742213	0.9738669	0.9745758
phosphate	Indian	(26,26.5]	0.9947612	0.9932916	0.9962308
phosphate	Indian	(26.5,26.75]	0.9926385	0.9888825	0.9963944
phosphate	Indian	(26.75,27]	0.9827074	0.9740160	0.9913989
phosphate	Indian	(27,27.25]	0.9788463	0.9704834	0.9872093
phosphate	Indian	(27.25,27.5]	0.9802241	0.9790389	0.9814094
phosphate	Indian	(27.5,27.75]	0.9679896	0.9657968	0.9701823
phosphate	Indian	(27.75,27.85]	0.9615980	0.9595271	0.9636688
phosphate	Indian	(27.85,27.95]	0.9602146	0.9526537	0.9677755
phosphate	Indian	(27.95,28.05]	0.9583549	0.9488459	0.9678638
phosphate	Indian	(28.05,28.1]	0.9590413	0.9485523	0.9695304
phosphate	Indian	(28.1, Inf]	0.8573600	0.8295076	0.8852124
phosphate	Pacific	(-Inf,26]	0.9048349	0.8950578	0.9146119
phosphate	Pacific	(26,26.5]	0.9804406	0.9745534	0.9863278
phosphate	Pacific	(26.5,26.75]	0.9707898	0.9678889	0.9736907
phosphate	Pacific	(26.75,27]	0.9863670	0.9858072	0.9869268
phosphate	Pacific	(27,27.25]	0.9900921	0.9885968	0.9915873
phosphate	Pacific	(27.25,27.5]	0.9785763	0.9738289	0.9833237
phosphate	Pacific	(27.5,27.75]	0.9673723	0.9572234	0.9775213
phosphate	Pacific	(27.75,27.85]	0.9767370	0.9699360	0.9835379
phosphate	Pacific	(27.85,27.95]	0.9761786	0.9674501	0.9849071
phosphate	Pacific	(27.95,28.05]	0.9651420	0.9521373	0.9781467
phosphate	Pacific	(28.05,28.1]	0.9461862	0.9271653	0.9652071
phosphate	Pacific	(28.1, Inf]	0.9364165	0.9135166	0.9593164
sal	Atlantic	(-Inf,26]	-0.4467369	-0.5518914	-0.3415823
sal	Atlantic	(26,26.5]	-0.5128660	-0.5498504	-0.4758817
sal	Atlantic	(26.5,26.75]	-0.5723176	-0.6397048	-0.5049304
sal	Atlantic	(26.75,27]	-0.4714069	-0.5025626	-0.4402511
sal	Atlantic	(27,27.25]	-0.4831561	-0.5763367	-0.3899755
sal	Atlantic	(27.25,27.5]	-0.5751320	-0.6082097	-0.5420543
sal	Atlantic	(27.5,27.75]	-0.7015233	-0.7045792	-0.6984674
sal	Atlantic	(27.75,27.85]	-0.6404442	-0.6614577	-0.6194307
sal	Atlantic	(27.85,27.95]	-0.6607434	-0.7079487	-0.6135380
sal	Atlantic	(27.95,28.05]	-0.7704148	-0.8190529	-0.7217766
sal	Atlantic	(28.05,28.1]	-0.8699445	-0.8930791	-0.8468099
sal	Atlantic	(28.1,28.15]	-0.9100122	-0.9226611	-0.8973632
sal	Atlantic	(28.15,28.2]	-0.9578643	-0.9632062	-0.9525225
sal	Atlantic	(28.2, Inf]	-0.7065184	-0.8865297	-0.5265071
sal	Indian	(-Inf,26]	-0.5003077	-0.6817513	-0.3188642
sal	Indian	(26,26.5]	-0.6473889	-0.8486999	-0.4460780
sal	Indian	(26.5,26.75]	-0.2601206	-0.4182843	-0.1019568
sal	Indian	(26.75,27]	0.3417459	0.1567654	0.5267264
sal	Indian	(27,27.25]	0.7231519	0.7119626	0.7343413
sal	Indian	(27.25,27.5]	0.8155992	0.7416379	0.8895605
sal	Indian	(27.5,27.75]	0.8612388	0.7946334	0.9278441
sal	Indian	(27.75,27.85]	0.8736766	0.8460742	0.9012790
sal	Indian	(27.85,27.95]	0.7541396	0.7153581	0.7929211
sal	Indian	(27.95,28.05]	0.3246792	0.2855194	0.3638390
sal	Indian	(28.05,28.1]	-0.1740087	-0.2127290	-0.1352885
sal	Indian	(28.1, Inf]	0.0836801	0.0055671	0.1617931
sal	Pacific	(-Inf,26]	-0.3334999	-0.3553477	-0.3116522
sal	Pacific	(26,26.5]	-0.1559411	-0.3312046	0.0193224
sal	Pacific	(26.5,26.75]	-0.0916899	-0.2342909	0.0509112
sal	Pacific	(26.75,27]	-0.3531077	-0.4336765	-0.2725390
sal	Pacific	(27,27.25]	-0.3608649	-0.4032691	-0.3184606
sal	Pacific	(27.25,27.5]	-0.0383865	-0.0942056	0.0174327
sal	Pacific	(27.5,27.75]	-0.0457972	-0.0575007	-0.0340937
sal	Pacific	(27.75,27.85]	-0.2297638	-0.2385008	-0.2210269
sal	Pacific	(27.85,27.95]	-0.5079274	-0.5584630	-0.4573918
sal	Pacific	(27.95,28.05]	-0.7059825	-0.7663950	-0.6455701
sal	Pacific	(28.05,28.1]	-0.8702534	-0.8883002	-0.8522067
sal	Pacific	(28.1, Inf]	-0.7926855	-0.8140786	-0.7712925
silicate	Atlantic	(-Inf,26]	0.6206305	0.5929785	0.6482826
silicate	Atlantic	(26,26.5]	0.8642733	0.8376330	0.8909135
silicate	Atlantic	(26.5,26.75]	0.9340122	0.9220639	0.9459605
silicate	Atlantic	(26.75,27]	0.9209957	0.9039477	0.9380437
silicate	Atlantic	(27,27.25]	0.8700560	0.8192006	0.9209114
silicate	Atlantic	(27.25,27.5]	0.8222033	0.7921828	0.8522238
silicate	Atlantic	(27.5,27.75]	0.8639866	0.8572957	0.8706775
silicate	Atlantic	(27.75,27.85]	0.9547724	0.9519708	0.9575739
silicate	Atlantic	(27.85,27.95]	0.9721534	0.9720220	0.9722849
silicate	Atlantic	(27.95,28.05]	0.9725898	0.9706392	0.9745404
silicate	Atlantic	(28.05,28.1]	0.9650191	0.9585423	0.9714960
silicate	Atlantic	(28.1,28.15]	0.9711976	0.9642500	0.9781452
silicate	Atlantic	(28.15,28.2]	0.9707434	0.9638334	0.9776534
silicate	Atlantic	(28.2, Inf]	0.9216597	0.8867299	0.9565896
silicate	Indian	(-Inf,26]	0.8841041	0.8316190	0.9365893
silicate	Indian	(26,26.5]	0.9268124	0.9035708	0.9500540
silicate	Indian	(26.5,26.75]	0.9484477	0.9306965	0.9661990
silicate	Indian	(26.75,27]	0.9638262	0.9536965	0.9739560
silicate	Indian	(27,27.25]	0.9435720	0.9184477	0.9686962
silicate	Indian	(27.25,27.5]	0.9220615	0.8951192	0.9490037
silicate	Indian	(27.5,27.75]	0.8868370	0.8491426	0.9245314
silicate	Indian	(27.75,27.85]	0.8953479	0.8922817	0.8984140
silicate	Indian	(27.85,27.95]	0.9165504	0.9107413	0.9223594
silicate	Indian	(27.95,28.05]	0.9372319	0.9324474	0.9420164
silicate	Indian	(28.05,28.1]	0.9557243	0.9500569	0.9613917
silicate	Indian	(28.1, Inf]	0.7109896	0.6982424	0.7237368
silicate	Pacific	(-Inf,26]	0.6678020	0.6407729	0.6948311
silicate	Pacific	(26,26.5]	0.6644173	0.5967813	0.7320533
silicate	Pacific	(26.5,26.75]	0.6024205	0.5424790	0.6623620
silicate	Pacific	(26.75,27]	0.8087271	0.7665912	0.8508630
silicate	Pacific	(27,27.25]	0.9362427	0.9168286	0.9556567
silicate	Pacific	(27.25,27.5]	0.9465231	0.9269891	0.9660572
silicate	Pacific	(27.5,27.75]	0.9493004	0.9309073	0.9676936
silicate	Pacific	(27.75,27.85]	0.9729781	0.9677008	0.9782554
silicate	Pacific	(27.85,27.95]	0.9689683	0.9633853	0.9745513
silicate	Pacific	(27.95,28.05]	0.9521700	0.9470564	0.9572837
silicate	Pacific	(28.05,28.1]	0.9401607	0.9327585	0.9475630
silicate	Pacific	(28.1, Inf]	0.8915941	0.8796263	0.9035618
temp	Atlantic	(-Inf,26]	-0.5973287	-0.6810545	-0.5136028
temp	Atlantic	(26,26.5]	-0.5436202	-0.5664805	-0.5207599
temp	Atlantic	(26.5,26.75]	-0.5691189	-0.6299716	-0.5082662
temp	Atlantic	(26.75,27]	-0.4383184	-0.4870665	-0.3895703
temp	Atlantic	(27,27.25]	-0.4243251	-0.5121309	-0.3365192
temp	Atlantic	(27.25,27.5]	-0.5477462	-0.5857098	-0.5097827
temp	Atlantic	(27.5,27.75]	-0.6751724	-0.6823047	-0.6680401
temp	Atlantic	(27.75,27.85]	-0.6201390	-0.6280994	-0.6121785
temp	Atlantic	(27.85,27.95]	-0.5852395	-0.6643949	-0.5060841
temp	Atlantic	(27.95,28.05]	-0.6995171	-0.7272702	-0.6717640
temp	Atlantic	(28.05,28.1]	-0.7811070	-0.8139977	-0.7482164
temp	Atlantic	(28.1,28.15]	-0.7910985	-0.8372232	-0.7449739
temp	Atlantic	(28.15,28.2]	-0.6733594	-0.8671939	-0.4795250
temp	Atlantic	(28.2, Inf]	0.0168390	-0.0346662	0.0683442
temp	Indian	(-Inf,26]	-0.5721295	-0.5832763	-0.5609826
temp	Indian	(26,26.5]	-0.5603720	-0.6886006	-0.4321434
temp	Indian	(26.5,26.75]	-0.2241318	-0.3450344	-0.1032292
temp	Indian	(26.75,27]	0.2195140	0.0207429	0.4182851
temp	Indian	(27,27.25]	0.5811651	0.5127914	0.6495388
temp	Indian	(27.25,27.5]	0.7043776	0.6990144	0.7097408
temp	Indian	(27.5,27.75]	0.7721342	0.7673855	0.7768830
temp	Indian	(27.75,27.85]	0.8081500	0.7708470	0.8454530
temp	Indian	(27.85,27.95]	0.6786785	0.6611230	0.6962341
temp	Indian	(27.95,28.05]	0.3631554	0.3449961	0.3813147
temp	Indian	(28.05,28.1]	0.0959426	0.0888879	0.1029972
temp	Indian	(28.1, Inf]	0.3311737	0.2413448	0.4210027
temp	Pacific	(-Inf,26]	-0.6057426	-0.6316565	-0.5798287
temp	Pacific	(26,26.5]	-0.2489441	-0.4046752	-0.0932131
temp	Pacific	(26.5,26.75]	-0.0948929	-0.2140148	0.0242290
temp	Pacific	(26.75,27]	-0.3656197	-0.4304089	-0.3008304
temp	Pacific	(27,27.25]	-0.4028796	-0.4246993	-0.3810599
temp	Pacific	(27.25,27.5]	-0.1333282	-0.1970805	-0.0695759
temp	Pacific	(27.5,27.75]	-0.0567848	-0.0660186	-0.0475510
temp	Pacific	(27.75,27.85]	-0.0884161	-0.0982489	-0.0785832
temp	Pacific	(27.85,27.95]	-0.2457782	-0.3145854	-0.1769709
temp	Pacific	(27.95,28.05]	-0.2202899	-0.2893137	-0.1512660
temp	Pacific	(28.05,28.1]	-0.1047677	-0.1826319	-0.0269035
temp	Pacific	(28.1, Inf]	0.6535555	0.6063238	0.7007873

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    geomtextpath_0.1.0
 [9] colorspace_2.0-2   marelac_2.1.10     shape_1.4.6        ggforce_0.3.3     
[13] metR_0.11.0        scico_1.3.0        patchwork_1.1.1    collapse_1.7.0    
[17] forcats_0.5.1      stringr_1.4.0      dplyr_1.0.7        purrr_0.3.4       
[21] readr_2.1.1        tidyr_1.1.4        tibble_3.1.6       ggplot2_3.3.5     
[25] tidyverse_1.3.1    workflowr_1.7.0   

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] textshaping_0.3.6  munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1