eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-03-21

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: f86b9b5

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 f86b9b5. 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	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
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Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
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html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
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html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
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Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
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Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
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Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
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Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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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	83203db	jens-daniel-mueller	2020-12-03	calculate cant 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
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9499100	0.9460617	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9495883	0.9477982	0.9513784
aou + nitrate	Atlantic	(26.75,27]	0.8764600	0.8601546	0.8927655
aou + nitrate	Atlantic	(27,27.25]	0.8060200	0.7766531	0.8353869
aou + nitrate	Atlantic	(27.25,27.5]	0.7202115	0.6631247	0.7772983
aou + nitrate	Atlantic	(27.5,27.75]	0.8194269	0.8047695	0.8340843
aou + nitrate	Atlantic	(27.75,27.85]	0.9159782	0.9130622	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9265730	0.9176225	0.9355235
aou + nitrate	Atlantic	(27.95,28.05]	0.9342110	0.9129463	0.9554757
aou + nitrate	Atlantic	(28.05,28.1]	0.9600907	0.9468102	0.9733711
aou + nitrate	Atlantic	(28.1,28.15]	0.9721899	0.9697153	0.9746645
aou + nitrate	Atlantic	(28.15,28.2]	0.9869348	0.9851456	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8503722	0.8058637	0.8948808
aou + nitrate	Indian	(-Inf,26]	0.9903292	0.9860655	0.9945929
aou + nitrate	Indian	(26,26.5]	0.9811528	0.9731739	0.9891318
aou + nitrate	Indian	(26.5,26.75]	0.9513085	0.9470927	0.9555244
aou + nitrate	Indian	(26.75,27]	0.9138254	0.9103418	0.9173089
aou + nitrate	Indian	(27,27.25]	0.8730029	0.8648383	0.8811676
aou + nitrate	Indian	(27.25,27.5]	0.9142912	0.9058994	0.9226831
aou + nitrate	Indian	(27.5,27.75]	0.9387056	0.9174773	0.9599339
aou + nitrate	Indian	(27.75,27.85]	0.8831974	0.8525182	0.9138766
aou + nitrate	Indian	(27.85,27.95]	0.8549942	0.8192699	0.8907184
aou + nitrate	Indian	(27.95,28.05]	0.8063731	0.7419163	0.8708299
aou + nitrate	Indian	(28.05,28.1]	0.9054460	0.8494837	0.9614083
aou + nitrate	Indian	(28.1, Inf]	0.5915680	0.5471394	0.6359967
aou + nitrate	Pacific	(-Inf,26]	0.8759694	0.8557853	0.8961536
aou + nitrate	Pacific	(26,26.5]	0.8587383	0.8548747	0.8626019
aou + nitrate	Pacific	(26.5,26.75]	0.8031452	0.7692222	0.8370681
aou + nitrate	Pacific	(26.75,27]	0.9178824	0.9066123	0.9291524
aou + nitrate	Pacific	(27,27.25]	0.9734268	0.9721911	0.9746625
aou + nitrate	Pacific	(27.25,27.5]	0.9800666	0.9780333	0.9821000
aou + nitrate	Pacific	(27.5,27.75]	0.9824878	0.9809717	0.9840040
aou + nitrate	Pacific	(27.75,27.85]	0.9897191	0.9895339	0.9899043
aou + nitrate	Pacific	(27.85,27.95]	0.9889529	0.9875102	0.9903956
aou + nitrate	Pacific	(27.95,28.05]	0.9787730	0.9739535	0.9835924
aou + nitrate	Pacific	(28.05,28.1]	0.9773137	0.9664813	0.9881461
aou + nitrate	Pacific	(28.1, Inf]	0.9574164	0.9506603	0.9641724
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9570752	-0.9658492	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9706274	-0.9747021	-0.9665526
aou + oxygen	Atlantic	(26.75,27]	-0.9604155	-0.9716545	-0.9491764
aou + oxygen	Atlantic	(27,27.25]	-0.9641524	-0.9729610	-0.9553438
aou + oxygen	Atlantic	(27.25,27.5]	-0.9491242	-0.9632608	-0.9349876
aou + oxygen	Atlantic	(27.5,27.75]	-0.9254869	-0.9304594	-0.9205143
aou + oxygen	Atlantic	(27.75,27.85]	-0.9579861	-0.9613130	-0.9546591
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731850	-0.9761123	-0.9702577
aou + oxygen	Atlantic	(27.95,28.05]	-0.9690901	-0.9810610	-0.9571193
aou + oxygen	Atlantic	(28.05,28.1]	-0.9837650	-0.9900737	-0.9774563
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897191	-0.9900025	-0.9894358
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949955	-0.9965560	-0.9934350
aou + oxygen	Atlantic	(28.2, Inf]	-0.9814719	-0.9835109	-0.9794329
aou + oxygen	Indian	(-Inf,26]	-0.9924429	-0.9941330	-0.9907528
aou + oxygen	Indian	(26,26.5]	-0.9972556	-0.9976315	-0.9968797
aou + oxygen	Indian	(26.5,26.75]	-0.9958313	-0.9963187	-0.9953440
aou + oxygen	Indian	(26.75,27]	-0.9940411	-0.9957727	-0.9923094
aou + oxygen	Indian	(27,27.25]	-0.9948484	-0.9961647	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9965470	-0.9972567	-0.9958372
aou + oxygen	Indian	(27.5,27.75]	-0.9970081	-0.9974480	-0.9965682
aou + oxygen	Indian	(27.75,27.85]	-0.9969834	-0.9975912	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9948222	-0.9953184	-0.9943261
aou + oxygen	Indian	(27.95,28.05]	-0.9896062	-0.9915408	-0.9876716
aou + oxygen	Indian	(28.05,28.1]	-0.9913117	-0.9962050	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9854438	-0.9879830	-0.9829045
aou + oxygen	Pacific	(-Inf,26]	-0.8419438	-0.8457875	-0.8381001
aou + oxygen	Pacific	(26,26.5]	-0.9711777	-0.9739106	-0.9684448
aou + oxygen	Pacific	(26.5,26.75]	-0.9744218	-0.9768205	-0.9720231
aou + oxygen	Pacific	(26.75,27]	-0.9796353	-0.9814848	-0.9777858
aou + oxygen	Pacific	(27,27.25]	-0.9944497	-0.9949229	-0.9939766
aou + oxygen	Pacific	(27.25,27.5]	-0.9959639	-0.9965065	-0.9954213
aou + oxygen	Pacific	(27.5,27.75]	-0.9956877	-0.9969866	-0.9943888
aou + oxygen	Pacific	(27.75,27.85]	-0.9967580	-0.9977896	-0.9957263
aou + oxygen	Pacific	(27.85,27.95]	-0.9970587	-0.9982899	-0.9958274
aou + oxygen	Pacific	(27.95,28.05]	-0.9978138	-0.9987357	-0.9968919
aou + oxygen	Pacific	(28.05,28.1]	-0.9989909	-0.9991049	-0.9988769
aou + oxygen	Pacific	(28.1, Inf]	-0.9954094	-0.9962612	-0.9945575
aou + phosphate	Atlantic	(-Inf,26]	0.6487047	0.5711671	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8427329	0.8204169	0.8650489
aou + phosphate	Atlantic	(26.5,26.75]	0.8821840	0.8782738	0.8860942
aou + phosphate	Atlantic	(26.75,27]	0.7999231	0.7908124	0.8090337
aou + phosphate	Atlantic	(27,27.25]	0.7268846	0.7071370	0.7466321
aou + phosphate	Atlantic	(27.25,27.5]	0.6393941	0.5516964	0.7270918
aou + phosphate	Atlantic	(27.5,27.75]	0.7881263	0.7703994	0.8058531
aou + phosphate	Atlantic	(27.75,27.85]	0.8984037	0.8935765	0.9032309
aou + phosphate	Atlantic	(27.85,27.95]	0.9213975	0.9102101	0.9325849
aou + phosphate	Atlantic	(27.95,28.05]	0.9300859	0.9052755	0.9548964
aou + phosphate	Atlantic	(28.05,28.1]	0.9562038	0.9414817	0.9709258
aou + phosphate	Atlantic	(28.1,28.15]	0.9679387	0.9673492	0.9685283
aou + phosphate	Atlantic	(28.15,28.2]	0.9864576	0.9850090	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8477112	0.8001244	0.8952980
aou + phosphate	Indian	(-Inf,26]	0.9947131	0.9933036	0.9961227
aou + phosphate	Indian	(26,26.5]	0.9933531	0.9915272	0.9951790
aou + phosphate	Indian	(26.5,26.75]	0.9656988	0.9605842	0.9708133
aou + phosphate	Indian	(26.75,27]	0.9358138	0.9220524	0.9495752
aou + phosphate	Indian	(27,27.25]	0.9115600	0.8892209	0.9338991
aou + phosphate	Indian	(27.25,27.5]	0.9428722	0.9311652	0.9545792
aou + phosphate	Indian	(27.5,27.75]	0.9579641	0.9505707	0.9653574
aou + phosphate	Indian	(27.75,27.85]	0.9194785	0.9055534	0.9334037
aou + phosphate	Indian	(27.85,27.95]	0.8632038	0.8364929	0.8899147
aou + phosphate	Indian	(27.95,28.05]	0.8243105	0.7729784	0.8756426
aou + phosphate	Indian	(28.05,28.1]	0.9131171	0.8650477	0.9611864
aou + phosphate	Indian	(28.1, Inf]	0.5846159	0.5527944	0.6164373
aou + phosphate	Pacific	(-Inf,26]	0.8800987	0.8628766	0.8973208
aou + phosphate	Pacific	(26,26.5]	0.8972988	0.8750953	0.9195022
aou + phosphate	Pacific	(26.5,26.75]	0.8267817	0.8032857	0.8502777
aou + phosphate	Pacific	(26.75,27]	0.9265129	0.9109064	0.9421193
aou + phosphate	Pacific	(27,27.25]	0.9797088	0.9789104	0.9805072
aou + phosphate	Pacific	(27.25,27.5]	0.9834531	0.9828661	0.9840401
aou + phosphate	Pacific	(27.5,27.75]	0.9815224	0.9794743	0.9835706
aou + phosphate	Pacific	(27.75,27.85]	0.9869639	0.9868864	0.9870415
aou + phosphate	Pacific	(27.85,27.95]	0.9866307	0.9863202	0.9869412
aou + phosphate	Pacific	(27.95,28.05]	0.9803595	0.9791536	0.9815655
aou + phosphate	Pacific	(28.05,28.1]	0.9774670	0.9707727	0.9841614
aou + phosphate	Pacific	(28.1, Inf]	0.9538708	0.9514787	0.9562629
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845607	0.7213543	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8960180	0.8784075	0.9136285
aou + silicate	Atlantic	(26.75,27]	0.8430838	0.8188354	0.8673322
aou + silicate	Atlantic	(27,27.25]	0.6552207	0.6318059	0.6786355
aou + silicate	Atlantic	(27.25,27.5]	0.3799431	0.2301267	0.5297594
aou + silicate	Atlantic	(27.5,27.75]	0.5027796	0.4398363	0.5657228
aou + silicate	Atlantic	(27.75,27.85]	0.7656770	0.7350044	0.7963496
aou + silicate	Atlantic	(27.85,27.95]	0.8425476	0.8235359	0.8615594
aou + silicate	Atlantic	(27.95,28.05]	0.9118475	0.8856721	0.9380228
aou + silicate	Atlantic	(28.05,28.1]	0.9605025	0.9497099	0.9712951
aou + silicate	Atlantic	(28.1,28.15]	0.9680502	0.9678745	0.9682258
aou + silicate	Atlantic	(28.15,28.2]	0.9861366	0.9854123	0.9868610
aou + silicate	Atlantic	(28.2, Inf]	0.8347014	0.7873329	0.8820699
aou + silicate	Indian	(-Inf,26]	0.9138814	0.8740459	0.9537168
aou + silicate	Indian	(26,26.5]	0.9478047	0.9373974	0.9582119
aou + silicate	Indian	(26.5,26.75]	0.9662583	0.9612722	0.9712445
aou + silicate	Indian	(26.75,27]	0.9761716	0.9743834	0.9779597
aou + silicate	Indian	(27,27.25]	0.9255399	0.9123061	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8730809	0.8508498	0.8953120
aou + silicate	Indian	(27.5,27.75]	0.8561487	0.8431296	0.8691677
aou + silicate	Indian	(27.75,27.85]	0.8634815	0.8246495	0.9023135
aou + silicate	Indian	(27.85,27.95]	0.8418643	0.8023092	0.8814195
aou + silicate	Indian	(27.95,28.05]	0.8599928	0.8238300	0.8961556
aou + silicate	Indian	(28.05,28.1]	0.9515066	0.9406044	0.9624087
aou + silicate	Indian	(28.1, Inf]	0.3654654	0.3037156	0.4272152
aou + silicate	Pacific	(-Inf,26]	0.6458287	0.6012156	0.6904419
aou + silicate	Pacific	(26,26.5]	0.5678252	0.5393897	0.5962607
aou + silicate	Pacific	(26.5,26.75]	0.3852545	0.3848114	0.3856976
aou + silicate	Pacific	(26.75,27]	0.6890607	0.6836960	0.6944253
aou + silicate	Pacific	(27,27.25]	0.9034729	0.8931132	0.9138325
aou + silicate	Pacific	(27.25,27.5]	0.9246105	0.9160945	0.9331265
aou + silicate	Pacific	(27.5,27.75]	0.9328684	0.9186943	0.9470426
aou + silicate	Pacific	(27.75,27.85]	0.9680523	0.9663819	0.9697227
aou + silicate	Pacific	(27.85,27.95]	0.9656176	0.9650755	0.9661597
aou + silicate	Pacific	(27.95,28.05]	0.9524088	0.9443494	0.9604682
aou + silicate	Pacific	(28.05,28.1]	0.9578275	0.9469989	0.9686561
aou + silicate	Pacific	(28.1, Inf]	0.8222465	0.7843724	0.8601207
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8886957	0.8482174	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462515	0.9282231	0.9642799
nitrate + silicate	Atlantic	(26.75,27]	0.9077216	0.8882080	0.9272353
nitrate + silicate	Atlantic	(27,27.25]	0.8922625	0.8837978	0.9007273
nitrate + silicate	Atlantic	(27.25,27.5]	0.8215793	0.7626973	0.8804613
nitrate + silicate	Atlantic	(27.5,27.75]	0.8495822	0.8213715	0.8777929
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348706	0.9226460	0.9470952
nitrate + silicate	Atlantic	(27.85,27.95]	0.9669454	0.9647985	0.9690922
nitrate + silicate	Atlantic	(27.95,28.05]	0.9829303	0.9820881	0.9837726
nitrate + silicate	Atlantic	(28.05,28.1]	0.9896945	0.9883341	0.9910548
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897280	0.9885977	0.9908582
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930929	0.9927769	0.9934088
nitrate + silicate	Atlantic	(28.2, Inf]	0.9780192	0.9704391	0.9855992
nitrate + silicate	Indian	(-Inf,26]	0.9325241	0.9020316	0.9630166
nitrate + silicate	Indian	(26,26.5]	0.9545240	0.9487449	0.9603032
nitrate + silicate	Indian	(26.5,26.75]	0.9438126	0.9404044	0.9472208
nitrate + silicate	Indian	(26.75,27]	0.9307980	0.9238615	0.9377345
nitrate + silicate	Indian	(27,27.25]	0.9330642	0.9322416	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9238369	0.9106464	0.9370275
nitrate + silicate	Indian	(27.5,27.75]	0.8486064	0.8396915	0.8575214
nitrate + silicate	Indian	(27.75,27.85]	0.7933027	0.7560988	0.8305066
nitrate + silicate	Indian	(27.85,27.95]	0.8412741	0.8295917	0.8529565
nitrate + silicate	Indian	(27.95,28.05]	0.8935969	0.8857262	0.9014676
nitrate + silicate	Indian	(28.05,28.1]	0.9544693	0.9389078	0.9700308
nitrate + silicate	Indian	(28.1, Inf]	0.8165067	0.8138962	0.8191172
nitrate + silicate	Pacific	(-Inf,26]	0.8451620	0.8444906	0.8458335
nitrate + silicate	Pacific	(26,26.5]	0.8052833	0.7938926	0.8166741
nitrate + silicate	Pacific	(26.5,26.75]	0.7429505	0.7024132	0.7834877
nitrate + silicate	Pacific	(26.75,27]	0.8298276	0.8050887	0.8545666
nitrate + silicate	Pacific	(27,27.25]	0.9134170	0.8992024	0.9276316
nitrate + silicate	Pacific	(27.25,27.5]	0.9025610	0.8914957	0.9136262
nitrate + silicate	Pacific	(27.5,27.75]	0.9029409	0.8891480	0.9167337
nitrate + silicate	Pacific	(27.75,27.85]	0.9500619	0.9478261	0.9522977
nitrate + silicate	Pacific	(27.85,27.95]	0.9617860	0.9565922	0.9669798
nitrate + silicate	Pacific	(27.95,28.05]	0.9445325	0.9188716	0.9701934
nitrate + silicate	Pacific	(28.05,28.1]	0.9434805	0.9152458	0.9717152
nitrate + silicate	Pacific	(28.1, Inf]	0.9058998	0.8939295	0.9178701
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8367976	-0.8544367	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8546335	-0.8622324	-0.8470347
oxygen + nitrate	Atlantic	(26.75,27]	-0.7403732	-0.7805719	-0.7001745
oxygen + nitrate	Atlantic	(27,27.25]	-0.6392738	-0.7012547	-0.5772929
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4876673	-0.5254174	-0.4499172
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5636351	-0.5733154	-0.5539548
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7701023	-0.7811391	-0.7590656
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8232221	-0.8458047	-0.8006396
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8277409	-0.8916649	-0.7638169
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9031142	-0.9408678	-0.8653606
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9355042	-0.9370532	-0.9339551
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9759436	-0.9790901	-0.9727971
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7567058	-0.8247324	-0.6886792
oxygen + nitrate	Indian	(-Inf,26]	-0.9752524	-0.9827596	-0.9677453
oxygen + nitrate	Indian	(26,26.5]	-0.9679388	-0.9773410	-0.9585367
oxygen + nitrate	Indian	(26.5,26.75]	-0.9219602	-0.9248033	-0.9191170
oxygen + nitrate	Indian	(26.75,27]	-0.8662222	-0.8790436	-0.8534007
oxygen + nitrate	Indian	(27,27.25]	-0.8210744	-0.8386151	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8807231	-0.8946429	-0.8668034
oxygen + nitrate	Indian	(27.5,27.75]	-0.9221661	-0.9477515	-0.8965807
oxygen + nitrate	Indian	(27.75,27.85]	-0.8623763	-0.8957469	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8098375	-0.8521976	-0.7674773
oxygen + nitrate	Indian	(27.95,28.05]	-0.7218305	-0.8053994	-0.6382616
oxygen + nitrate	Indian	(28.05,28.1]	-0.8492319	-0.9376721	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4570393	-0.5145444	-0.3995341
oxygen + nitrate	Pacific	(-Inf,26]	-0.5504089	-0.5975419	-0.5032759
oxygen + nitrate	Pacific	(26,26.5]	-0.7247128	-0.7400110	-0.7094146
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6622700	-0.7140521	-0.6104879
oxygen + nitrate	Pacific	(26.75,27]	-0.8298495	-0.8523462	-0.8073528
oxygen + nitrate	Pacific	(27,27.25]	-0.9501887	-0.9525664	-0.9478111
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9686676	-0.9719964	-0.9653388
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9746778	-0.9786840	-0.9706716
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846247	-0.9868469	-0.9824025
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9824208	-0.9842182	-0.9806234
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9712059	-0.9718961	-0.9705156
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9718287	-0.9830315	-0.9606260
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9301813	-0.9433664	-0.9169962
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4695392	-0.5599394	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6650097	-0.7169125	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7489204	-0.7620061	-0.7358346
oxygen + phosphate	Atlantic	(26.75,27]	-0.6295760	-0.6645681	-0.5945840
oxygen + phosphate	Atlantic	(27,27.25]	-0.5357176	-0.5872790	-0.4841562
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3863950	-0.4551302	-0.3176599
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5151232	-0.5288970	-0.5013494
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7415673	-0.7553145	-0.7278201
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8139918	-0.8398094	-0.7881742
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8203253	-0.8890121	-0.7516385
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8961400	-0.9359960	-0.8562841
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9272785	-0.9297159	-0.9248412
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9742176	-0.9773076	-0.9711276
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7530511	-0.8246763	-0.6814260
oxygen + phosphate	Indian	(-Inf,26]	-0.9835047	-0.9851445	-0.9818649
oxygen + phosphate	Indian	(26,26.5]	-0.9844661	-0.9890607	-0.9798715
oxygen + phosphate	Indian	(26.5,26.75]	-0.9402236	-0.9494060	-0.9310412
oxygen + phosphate	Indian	(26.75,27]	-0.8941345	-0.9195784	-0.8686906
oxygen + phosphate	Indian	(27,27.25]	-0.8685252	-0.9035069	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9171400	-0.9365737	-0.8977062
oxygen + phosphate	Indian	(27.5,27.75]	-0.9459539	-0.9557472	-0.9361606
oxygen + phosphate	Indian	(27.75,27.85]	-0.8975070	-0.9135707	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8143440	-0.8465377	-0.7821502
oxygen + phosphate	Indian	(27.95,28.05]	-0.7420437	-0.8110167	-0.6730707
oxygen + phosphate	Indian	(28.05,28.1]	-0.8599081	-0.9388267	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.4523825	-0.4970318	-0.4077332
oxygen + phosphate	Pacific	(-Inf,26]	-0.6050995	-0.6417394	-0.5684596
oxygen + phosphate	Pacific	(26,26.5]	-0.7747099	-0.8141152	-0.7353045
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6872200	-0.7252862	-0.6491539
oxygen + phosphate	Pacific	(26.75,27]	-0.8385173	-0.8664418	-0.8105928
oxygen + phosphate	Pacific	(27,27.25]	-0.9579436	-0.9584516	-0.9574357
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9730666	-0.9739218	-0.9722115
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9743172	-0.9789934	-0.9696410
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9818816	-0.9838924	-0.9798708
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9799261	-0.9828652	-0.9769869
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9729325	-0.9756730	-0.9701921
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9723109	-0.9785195	-0.9661023
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9275283	-0.9350594	-0.9199972
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6225442	-0.7117835	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7933870	-0.8210376	-0.7657365
oxygen + silicate	Atlantic	(26.75,27]	-0.7008766	-0.7549750	-0.6467782
oxygen + silicate	Atlantic	(27,27.25]	-0.4687448	-0.5198073	-0.4176822
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1123679	-0.2324794	0.0077436
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1819661	-0.2439041	-0.1200281
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5735716	-0.6106587	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7072669	-0.7433571	-0.6711767
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7905132	-0.8603879	-0.7206384
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9007174	-0.9335720	-0.8678628
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9278885	-0.9285142	-0.9272628
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9776087	-0.9778313	-0.9773860
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7414541	-0.8109081	-0.6720000
oxygen + silicate	Indian	(-Inf,26]	-0.8771012	-0.9339195	-0.8202830
oxygen + silicate	Indian	(26,26.5]	-0.9341806	-0.9474642	-0.9208969
oxygen + silicate	Indian	(26.5,26.75]	-0.9547392	-0.9601146	-0.9493638
oxygen + silicate	Indian	(26.75,27]	-0.9598393	-0.9601120	-0.9595666
oxygen + silicate	Indian	(27,27.25]	-0.8921725	-0.9028356	-0.8815093
oxygen + silicate	Indian	(27.25,27.5]	-0.8375625	-0.8583382	-0.8167868
oxygen + silicate	Indian	(27.5,27.75]	-0.8231638	-0.8346357	-0.8116918
oxygen + silicate	Indian	(27.75,27.85]	-0.8374255	-0.8836635	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7956022	-0.8452599	-0.7459446
oxygen + silicate	Indian	(27.95,28.05]	-0.7921022	-0.8461266	-0.7380777
oxygen + silicate	Indian	(28.05,28.1]	-0.9150305	-0.9458221	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2270764	-0.2814061	-0.1727467
oxygen + silicate	Pacific	(-Inf,26]	-0.2825593	-0.3614866	-0.2036321
oxygen + silicate	Pacific	(26,26.5]	-0.3914441	-0.4290383	-0.3538499
oxygen + silicate	Pacific	(26.5,26.75]	-0.1936485	-0.2092086	-0.1780885
oxygen + silicate	Pacific	(26.75,27]	-0.5451224	-0.5488798	-0.5413650
oxygen + silicate	Pacific	(27,27.25]	-0.8612139	-0.8746081	-0.8478197
oxygen + silicate	Pacific	(27.25,27.5]	-0.8929165	-0.9050510	-0.8807820
oxygen + silicate	Pacific	(27.5,27.75]	-0.9033758	-0.9257006	-0.8810509
oxygen + silicate	Pacific	(27.75,27.85]	-0.9530837	-0.9580661	-0.9481012
oxygen + silicate	Pacific	(27.85,27.95]	-0.9518691	-0.9547438	-0.9489945
oxygen + silicate	Pacific	(27.95,28.05]	-0.9379894	-0.9443928	-0.9315859
oxygen + silicate	Pacific	(28.05,28.1]	-0.9488784	-0.9599570	-0.9377999
oxygen + silicate	Pacific	(28.1, Inf]	-0.7722535	-0.8182177	-0.7262893
phosphate + nitrate	Atlantic	(-Inf,26]	0.8264536	0.7715051	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9469356	0.9322228	0.9616485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9771979	0.9747262	0.9796696
phosphate + nitrate	Atlantic	(26.75,27]	0.9803593	0.9792629	0.9814557
phosphate + nitrate	Atlantic	(27,27.25]	0.9857779	0.9840024	0.9875534
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9892132	0.9851885	0.9932379
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9950891	0.9949577	0.9952205
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9963986	0.9957247	0.9970726
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9956343	0.9946175	0.9966510
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9954051	0.9938548	0.9969554
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943390	0.9924515	0.9962265
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946136	0.9928624	0.9963647
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978512	0.9974145	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9957611	0.9956937	0.9958286
phosphate + nitrate	Indian	(-Inf,26]	0.9905415	0.9834862	0.9975967
phosphate + nitrate	Indian	(26,26.5]	0.9851109	0.9735579	0.9966639
phosphate + nitrate	Indian	(26.5,26.75]	0.9855736	0.9739015	0.9972458
phosphate + nitrate	Indian	(26.75,27]	0.9821812	0.9687751	0.9955873
phosphate + nitrate	Indian	(27,27.25]	0.9742993	0.9568465	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9723017	0.9609289	0.9836745
phosphate + nitrate	Indian	(27.5,27.75]	0.9619253	0.9529879	0.9708627
phosphate + nitrate	Indian	(27.75,27.85]	0.9471995	0.9253443	0.9690547
phosphate + nitrate	Indian	(27.85,27.95]	0.9643193	0.9557857	0.9728529
phosphate + nitrate	Indian	(27.95,28.05]	0.9821800	0.9778321	0.9865279
phosphate + nitrate	Indian	(28.05,28.1]	0.9871173	0.9829883	0.9912463
phosphate + nitrate	Indian	(28.1, Inf]	0.9478262	0.9354030	0.9602494
phosphate + nitrate	Pacific	(-Inf,26]	0.9557629	0.9516359	0.9598899
phosphate + nitrate	Pacific	(26,26.5]	0.9598504	0.9481650	0.9715358
phosphate + nitrate	Pacific	(26.5,26.75]	0.9529169	0.9497682	0.9560655
phosphate + nitrate	Pacific	(26.75,27]	0.9804226	0.9795688	0.9812763
phosphate + nitrate	Pacific	(27,27.25]	0.9902899	0.9896461	0.9909337
phosphate + nitrate	Pacific	(27.25,27.5]	0.9925013	0.9918522	0.9931504
phosphate + nitrate	Pacific	(27.5,27.75]	0.9939784	0.9938052	0.9941516
phosphate + nitrate	Pacific	(27.75,27.85]	0.9929392	0.9920218	0.9938565
phosphate + nitrate	Pacific	(27.85,27.95]	0.9916727	0.9892565	0.9940888
phosphate + nitrate	Pacific	(27.95,28.05]	0.9808696	0.9694818	0.9922575
phosphate + nitrate	Pacific	(28.05,28.1]	0.9711058	0.9552605	0.9869511
phosphate + nitrate	Pacific	(28.1, Inf]	0.9768827	0.9731101	0.9806554
phosphate + silicate	Atlantic	(-Inf,26]	0.7928419	0.7374635	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9323212	0.9019935	0.9626489
phosphate + silicate	Atlantic	(26.5,26.75]	0.9421135	0.9275975	0.9566296
phosphate + silicate	Atlantic	(26.75,27]	0.9090600	0.8994368	0.9186831
phosphate + silicate	Atlantic	(27,27.25]	0.9135598	0.8981392	0.9289803
phosphate + silicate	Atlantic	(27.25,27.5]	0.8650950	0.8264011	0.9037889
phosphate + silicate	Atlantic	(27.5,27.75]	0.8727304	0.8511846	0.8942762
phosphate + silicate	Atlantic	(27.75,27.85]	0.9448456	0.9359626	0.9537285
phosphate + silicate	Atlantic	(27.85,27.95]	0.9709880	0.9706762	0.9712998
phosphate + silicate	Atlantic	(27.95,28.05]	0.9845550	0.9833233	0.9857868
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908529	0.9894966	0.9922092
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919349	0.9911607	0.9927092
phosphate + silicate	Atlantic	(28.15,28.2]	0.9932812	0.9921100	0.9944524
phosphate + silicate	Atlantic	(28.2, Inf]	0.9777346	0.9681985	0.9872706
phosphate + silicate	Indian	(-Inf,26]	0.9192424	0.8747665	0.9637182
phosphate + silicate	Indian	(26,26.5]	0.9549066	0.9461625	0.9636507
phosphate + silicate	Indian	(26.5,26.75]	0.9504461	0.9482316	0.9526605
phosphate + silicate	Indian	(26.75,27]	0.9449776	0.9370906	0.9528647
phosphate + silicate	Indian	(27,27.25]	0.9388247	0.9291243	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9115978	0.8792121	0.9439835
phosphate + silicate	Indian	(27.5,27.75]	0.8640736	0.8326571	0.8954901
phosphate + silicate	Indian	(27.75,27.85]	0.8821582	0.8821209	0.8821954
phosphate + silicate	Indian	(27.85,27.95]	0.9022945	0.9014077	0.9031813
phosphate + silicate	Indian	(27.95,28.05]	0.9144400	0.9142968	0.9145831
phosphate + silicate	Indian	(28.05,28.1]	0.9579573	0.9487560	0.9671587
phosphate + silicate	Indian	(28.1, Inf]	0.7940124	0.7822939	0.8057309
phosphate + silicate	Pacific	(-Inf,26]	0.7621394	0.7516777	0.7726010
phosphate + silicate	Pacific	(26,26.5]	0.7616913	0.7461033	0.7772794
phosphate + silicate	Pacific	(26.5,26.75]	0.7036599	0.6604397	0.7468801
phosphate + silicate	Pacific	(26.75,27]	0.8282264	0.8001529	0.8563000
phosphate + silicate	Pacific	(27,27.25]	0.9192408	0.9043444	0.9341372
phosphate + silicate	Pacific	(27.25,27.5]	0.9065504	0.8928165	0.9202844
phosphate + silicate	Pacific	(27.5,27.75]	0.9018225	0.8868478	0.9167972
phosphate + silicate	Pacific	(27.75,27.85]	0.9527290	0.9502902	0.9551678
phosphate + silicate	Pacific	(27.85,27.95]	0.9671507	0.9644721	0.9698294
phosphate + silicate	Pacific	(27.95,28.05]	0.9587492	0.9482438	0.9692545
phosphate + silicate	Pacific	(28.05,28.1]	0.9560330	0.9409317	0.9711343
phosphate + silicate	Pacific	(28.1, Inf]	0.8922417	0.8728800	0.9116034
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1890216	-0.2064854	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2513776	-0.2714195	-0.2313356
sal + aou	Atlantic	(26.75,27]	-0.0574072	-0.1195335	0.0047190
sal + aou	Atlantic	(27,27.25]	0.0270884	-0.0379109	0.0920877
sal + aou	Atlantic	(27.25,27.5]	0.0477477	-0.1892230	0.2847184
sal + aou	Atlantic	(27.5,27.75]	-0.3027374	-0.3492646	-0.2562101
sal + aou	Atlantic	(27.75,27.85]	-0.3741044	-0.4477392	-0.3004696
sal + aou	Atlantic	(27.85,27.95]	-0.4435947	-0.4876220	-0.3995674
sal + aou	Atlantic	(27.95,28.05]	-0.5911040	-0.6007735	-0.5814345
sal + aou	Atlantic	(28.05,28.1]	-0.7432922	-0.7693634	-0.7172209
sal + aou	Atlantic	(28.1,28.15]	-0.7796405	-0.7989275	-0.7603534
sal + aou	Atlantic	(28.15,28.2]	-0.9190858	-0.9259554	-0.9122161
sal + aou	Atlantic	(28.2, Inf]	-0.6184766	-0.7184277	-0.5185256
sal + aou	Indian	(-Inf,26]	-0.5586574	-0.7806134	-0.3367013
sal + aou	Indian	(26,26.5]	-0.7185401	-0.7928723	-0.6442080
sal + aou	Indian	(26.5,26.75]	-0.1242985	-0.2887258	0.0401288
sal + aou	Indian	(26.75,27]	0.4873497	0.3390554	0.6356440
sal + aou	Indian	(27,27.25]	0.8796903	0.8672415	0.8921391
sal + aou	Indian	(27.25,27.5]	0.9545736	0.9379104	0.9712368
sal + aou	Indian	(27.5,27.75]	0.9631844	0.9592016	0.9671673
sal + aou	Indian	(27.75,27.85]	0.9488571	0.9353426	0.9623715
sal + aou	Indian	(27.85,27.95]	0.9041901	0.8951174	0.9132627
sal + aou	Indian	(27.95,28.05]	0.6851635	0.6818011	0.6885258
sal + aou	Indian	(28.05,28.1]	0.2497252	0.1914565	0.3079939
sal + aou	Indian	(28.1, Inf]	0.6619607	0.5765045	0.7474170
sal + aou	Pacific	(-Inf,26]	-0.1323063	-0.1539233	-0.1106893
sal + aou	Pacific	(26,26.5]	-0.0641477	-0.1077075	-0.0205880
sal + aou	Pacific	(26.5,26.75]	0.2165120	0.1374869	0.2955371
sal + aou	Pacific	(26.75,27]	-0.1179236	-0.1530020	-0.0828452
sal + aou	Pacific	(27,27.25]	-0.2227605	-0.2468505	-0.1986706
sal + aou	Pacific	(27.25,27.5]	0.0302247	0.0147812	0.0456682
sal + aou	Pacific	(27.5,27.75]	0.1407321	0.0358682	0.2455961
sal + aou	Pacific	(27.75,27.85]	0.0454829	-0.1616174	0.2525832
sal + aou	Pacific	(27.85,27.95]	-0.1475800	-0.4171695	0.1220094
sal + aou	Pacific	(27.95,28.05]	-0.5789285	-0.7660614	-0.3917956
sal + aou	Pacific	(28.05,28.1]	-0.8845275	-0.8852943	-0.8837606
sal + aou	Pacific	(28.1, Inf]	-0.6079509	-0.7256416	-0.4902602
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4054841	-0.4345152	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5066900	-0.5264326	-0.4869474
sal + nitrate	Atlantic	(26.75,27]	-0.4555347	-0.5251059	-0.3859635
sal + nitrate	Atlantic	(27,27.25]	-0.5100262	-0.6019311	-0.4181213
sal + nitrate	Atlantic	(27.25,27.5]	-0.6081618	-0.7221793	-0.4941442
sal + nitrate	Atlantic	(27.5,27.75]	-0.7424828	-0.7564602	-0.7285055
sal + nitrate	Atlantic	(27.75,27.85]	-0.6746908	-0.7324682	-0.6169134
sal + nitrate	Atlantic	(27.85,27.95]	-0.7069739	-0.7653285	-0.6486192
sal + nitrate	Atlantic	(27.95,28.05]	-0.8035904	-0.8406767	-0.7665041
sal + nitrate	Atlantic	(28.05,28.1]	-0.8655342	-0.8785342	-0.8525342
sal + nitrate	Atlantic	(28.1,28.15]	-0.8719929	-0.8913251	-0.8526607
sal + nitrate	Atlantic	(28.15,28.2]	-0.9481178	-0.9497611	-0.9464745
sal + nitrate	Atlantic	(28.2, Inf]	-0.9225737	-0.9423989	-0.9027486
sal + nitrate	Indian	(-Inf,26]	-0.5813811	-0.7928342	-0.3699280
sal + nitrate	Indian	(26,26.5]	-0.8197925	-0.8580696	-0.7815154
sal + nitrate	Indian	(26.5,26.75]	-0.3973626	-0.5370373	-0.2576879
sal + nitrate	Indian	(26.75,27]	0.1087879	-0.0707564	0.2883322
sal + nitrate	Indian	(27,27.25]	0.5508013	0.5094825	0.5921200
sal + nitrate	Indian	(27.25,27.5]	0.7866640	0.7718946	0.8014334
sal + nitrate	Indian	(27.5,27.75]	0.8685239	0.8422810	0.8947669
sal + nitrate	Indian	(27.75,27.85]	0.7307880	0.6598014	0.8017746
sal + nitrate	Indian	(27.85,27.95]	0.5790546	0.5056909	0.6524184
sal + nitrate	Indian	(27.95,28.05]	0.1540114	0.0426613	0.2653616
sal + nitrate	Indian	(28.05,28.1]	-0.1215001	-0.3170397	0.0740396
sal + nitrate	Indian	(28.1, Inf]	-0.1293515	-0.2791080	0.0204051
sal + nitrate	Pacific	(-Inf,26]	-0.4326429	-0.4615155	-0.4037704
sal + nitrate	Pacific	(26,26.5]	-0.4817148	-0.5055220	-0.4579077
sal + nitrate	Pacific	(26.5,26.75]	-0.3196196	-0.4485997	-0.1906394
sal + nitrate	Pacific	(26.75,27]	-0.4262012	-0.4904877	-0.3619147
sal + nitrate	Pacific	(27,27.25]	-0.3503343	-0.3756248	-0.3250438
sal + nitrate	Pacific	(27.25,27.5]	-0.0031716	-0.0194118	0.0130687
sal + nitrate	Pacific	(27.5,27.75]	0.1166765	0.0230460	0.2103070
sal + nitrate	Pacific	(27.75,27.85]	0.0230862	-0.1655161	0.2116885
sal + nitrate	Pacific	(27.85,27.95]	-0.1926935	-0.4394948	0.0541077
sal + nitrate	Pacific	(27.95,28.05]	-0.6414402	-0.7901062	-0.4927743
sal + nitrate	Pacific	(28.05,28.1]	-0.9145859	-0.9155612	-0.9136106
sal + nitrate	Pacific	(28.1, Inf]	-0.7522240	-0.8283178	-0.6761302
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0923559	-0.1394337	-0.0452782
sal + oxygen	Atlantic	(26.5,26.75]	0.0178031	-0.0171121	0.0527182
sal + oxygen	Atlantic	(26.75,27]	-0.2074000	-0.2316603	-0.1831397
sal + oxygen	Atlantic	(27,27.25]	-0.2826491	-0.3134807	-0.2518175
sal + oxygen	Atlantic	(27.25,27.5]	-0.3429558	-0.5229609	-0.1629507
sal + oxygen	Atlantic	(27.5,27.75]	-0.0653015	-0.1014655	-0.0291374
sal + oxygen	Atlantic	(27.75,27.85]	0.1028161	0.0118428	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2373418	0.2022061	0.2724775
sal + oxygen	Atlantic	(27.95,28.05]	0.3910927	0.3307713	0.4514140
sal + oxygen	Atlantic	(28.05,28.1]	0.6189104	0.5591858	0.6786350
sal + oxygen	Atlantic	(28.1,28.15]	0.6852892	0.6651934	0.7053850
sal + oxygen	Atlantic	(28.15,28.2]	0.8855549	0.8765344	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4855835	0.3566415	0.6145254
sal + oxygen	Indian	(-Inf,26]	0.5513444	0.3075054	0.7951833
sal + oxygen	Indian	(26,26.5]	0.6750930	0.5988633	0.7513228
sal + oxygen	Indian	(26.5,26.75]	0.0376724	-0.1225801	0.1979249
sal + oxygen	Indian	(26.75,27]	-0.5762172	-0.7012556	-0.4511788
sal + oxygen	Indian	(27,27.25]	-0.9194895	-0.9231427	-0.9158363
sal + oxygen	Indian	(27.25,27.5]	-0.9690909	-0.9847257	-0.9534562
sal + oxygen	Indian	(27.5,27.75]	-0.9649063	-0.9661983	-0.9636143
sal + oxygen	Indian	(27.75,27.85]	-0.9561327	-0.9686720	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9277468	-0.9321783	-0.9233153
sal + oxygen	Indian	(27.95,28.05]	-0.7698577	-0.7775140	-0.7622014
sal + oxygen	Indian	(28.05,28.1]	-0.3632412	-0.3817592	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7678536	-0.8322207	-0.7034864
sal + oxygen	Pacific	(-Inf,26]	-0.2915047	-0.3575789	-0.2254306
sal + oxygen	Pacific	(26,26.5]	-0.1603713	-0.2118816	-0.1088611
sal + oxygen	Pacific	(26.5,26.75]	-0.4224071	-0.4854622	-0.3593521
sal + oxygen	Pacific	(26.75,27]	-0.0779353	-0.1036721	-0.0521985
sal + oxygen	Pacific	(27,27.25]	0.1253890	0.0969732	0.1538048
sal + oxygen	Pacific	(27.25,27.5]	-0.1030199	-0.1133492	-0.0926905
sal + oxygen	Pacific	(27.5,27.75]	-0.1976628	-0.3157903	-0.0795353
sal + oxygen	Pacific	(27.75,27.85]	-0.1097290	-0.3299888	0.1105307
sal + oxygen	Pacific	(27.85,27.95]	0.0926074	-0.1990828	0.3842976
sal + oxygen	Pacific	(27.95,28.05]	0.5505729	0.3374016	0.7637442
sal + oxygen	Pacific	(28.05,28.1]	0.8741840	0.8706703	0.8776977
sal + oxygen	Pacific	(28.1, Inf]	0.5427783	0.4111978	0.6743588
sal + phosphate	Atlantic	(-Inf,26]	-0.4984430	-0.5360908	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6475240	-0.6562545	-0.6387934
sal + phosphate	Atlantic	(26.5,26.75]	-0.6635060	-0.6750217	-0.6519902
sal + phosphate	Atlantic	(26.75,27]	-0.6013804	-0.6545956	-0.5481653
sal + phosphate	Atlantic	(27,27.25]	-0.6252707	-0.6973656	-0.5531759
sal + phosphate	Atlantic	(27.25,27.5]	-0.6956010	-0.7769912	-0.6142108
sal + phosphate	Atlantic	(27.5,27.75]	-0.7820774	-0.7927704	-0.7713844
sal + phosphate	Atlantic	(27.75,27.85]	-0.7062270	-0.7604595	-0.6519944
sal + phosphate	Atlantic	(27.85,27.95]	-0.7203154	-0.7796271	-0.6610037
sal + phosphate	Atlantic	(27.95,28.05]	-0.8119713	-0.8510518	-0.7728909
sal + phosphate	Atlantic	(28.05,28.1]	-0.8763173	-0.8901656	-0.8624691
sal + phosphate	Atlantic	(28.1,28.15]	-0.8866528	-0.9076818	-0.8656239
sal + phosphate	Atlantic	(28.15,28.2]	-0.9529741	-0.9543719	-0.9515764
sal + phosphate	Atlantic	(28.2, Inf]	-0.9267120	-0.9459178	-0.9075061
sal + phosphate	Indian	(-Inf,26]	-0.5322424	-0.7881341	-0.2763506
sal + phosphate	Indian	(26,26.5]	-0.7597328	-0.8516634	-0.6678022
sal + phosphate	Indian	(26.5,26.75]	-0.3400068	-0.5271182	-0.1528955
sal + phosphate	Indian	(26.75,27]	0.1838326	-0.0404306	0.4080958
sal + phosphate	Indian	(27,27.25]	0.6487619	0.5576223	0.7399015
sal + phosphate	Indian	(27.25,27.5]	0.8618003	0.8427244	0.8808762
sal + phosphate	Indian	(27.5,27.75]	0.9178546	0.8980992	0.9376100
sal + phosphate	Indian	(27.75,27.85]	0.8202906	0.7837131	0.8568680
sal + phosphate	Indian	(27.85,27.95]	0.6270942	0.5640683	0.6901201
sal + phosphate	Indian	(27.95,28.05]	0.1985168	0.0983296	0.2987041
sal + phosphate	Indian	(28.05,28.1]	-0.0946789	-0.2816146	0.0922567
sal + phosphate	Indian	(28.1, Inf]	-0.1282738	-0.2664159	0.0098683
sal + phosphate	Pacific	(-Inf,26]	-0.3367743	-0.3420426	-0.3315061
sal + phosphate	Pacific	(26,26.5]	-0.4266782	-0.4283894	-0.4249669
sal + phosphate	Pacific	(26.5,26.75]	-0.2991687	-0.4104898	-0.1878475
sal + phosphate	Pacific	(26.75,27]	-0.4312336	-0.4997004	-0.3627669
sal + phosphate	Pacific	(27,27.25]	-0.3478267	-0.3791713	-0.3164821
sal + phosphate	Pacific	(27.25,27.5]	-0.0017216	-0.0085124	0.0050692
sal + phosphate	Pacific	(27.5,27.75]	0.1228197	0.0288822	0.2167571
sal + phosphate	Pacific	(27.75,27.85]	0.0303471	-0.1601712	0.2208655
sal + phosphate	Pacific	(27.85,27.95]	-0.1957954	-0.4432781	0.0516873
sal + phosphate	Pacific	(27.95,28.05]	-0.6441699	-0.7964752	-0.4918646
sal + phosphate	Pacific	(28.05,28.1]	-0.9182450	-0.9184023	-0.9180876
sal + phosphate	Pacific	(28.1, Inf]	-0.7513128	-0.8293209	-0.6733046
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6027791	-0.6043792	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.5314637	-0.5439941	-0.5189333
sal + silicate	Atlantic	(26.75,27]	-0.4441388	-0.5245426	-0.3637350
sal + silicate	Atlantic	(27,27.25]	-0.5823586	-0.6325658	-0.5321514
sal + silicate	Atlantic	(27.25,27.5]	-0.7454868	-0.7964363	-0.6945373
sal + silicate	Atlantic	(27.5,27.75]	-0.8069055	-0.8145695	-0.7992415
sal + silicate	Atlantic	(27.75,27.85]	-0.7503680	-0.8427603	-0.6579756
sal + silicate	Atlantic	(27.85,27.95]	-0.7849779	-0.8475264	-0.7224294
sal + silicate	Atlantic	(27.95,28.05]	-0.8338129	-0.8679463	-0.7996795
sal + silicate	Atlantic	(28.05,28.1]	-0.8780833	-0.8838727	-0.8722939
sal + silicate	Atlantic	(28.1,28.15]	-0.8861818	-0.9028772	-0.8694864
sal + silicate	Atlantic	(28.15,28.2]	-0.9352827	-0.9367180	-0.9338473
sal + silicate	Atlantic	(28.2, Inf]	-0.9003436	-0.9333535	-0.8673337
sal + silicate	Indian	(-Inf,26]	-0.7033434	-0.8281548	-0.5785319
sal + silicate	Indian	(26,26.5]	-0.8279293	-0.8542510	-0.8016077
sal + silicate	Indian	(26.5,26.75]	-0.2202622	-0.3583162	-0.0822081
sal + silicate	Indian	(26.75,27]	0.3881593	0.2488618	0.5274567
sal + silicate	Indian	(27,27.25]	0.6871094	0.6838102	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7331315	0.6740052	0.7922577
sal + silicate	Indian	(27.5,27.75]	0.7899082	0.7417668	0.8380496
sal + silicate	Indian	(27.75,27.85]	0.8279833	0.7938038	0.8621628
sal + silicate	Indian	(27.85,27.95]	0.7063318	0.6294704	0.7831931
sal + silicate	Indian	(27.95,28.05]	0.3935048	0.2969029	0.4901068
sal + silicate	Indian	(28.05,28.1]	0.0695925	-0.0562069	0.1953919
sal + silicate	Indian	(28.1, Inf]	-0.2058278	-0.2095631	-0.2020926
sal + silicate	Pacific	(-Inf,26]	-0.6285465	-0.6556727	-0.6014203
sal + silicate	Pacific	(26,26.5]	-0.6939952	-0.7084104	-0.6795800
sal + silicate	Pacific	(26.5,26.75]	-0.7104353	-0.7724739	-0.6483968
sal + silicate	Pacific	(26.75,27]	-0.7299599	-0.7579688	-0.7019511
sal + silicate	Pacific	(27,27.25]	-0.5490975	-0.5630465	-0.5351484
sal + silicate	Pacific	(27.25,27.5]	-0.2283293	-0.2529018	-0.2037569
sal + silicate	Pacific	(27.5,27.75]	0.0313452	-0.0236781	0.0863686
sal + silicate	Pacific	(27.75,27.85]	-0.0209518	-0.2054476	0.1635441
sal + silicate	Pacific	(27.85,27.95]	-0.1782772	-0.4094393	0.0528848
sal + silicate	Pacific	(27.95,28.05]	-0.5406375	-0.6707596	-0.4105154
sal + silicate	Pacific	(28.05,28.1]	-0.8459674	-0.8759229	-0.8160120
sal + silicate	Pacific	(28.1, Inf]	-0.7645232	-0.8489352	-0.6801112
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627531	0.9626434	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9854113	0.9829258	0.9878968
sal + temp	Atlantic	(26.75,27]	0.9735052	0.9717988	0.9752117
sal + temp	Atlantic	(27,27.25]	0.9786381	0.9776001	0.9796761
sal + temp	Atlantic	(27.25,27.5]	0.9745242	0.9713356	0.9777128
sal + temp	Atlantic	(27.5,27.75]	0.9618942	0.9572479	0.9665405
sal + temp	Atlantic	(27.75,27.85]	0.9739305	0.9665841	0.9812769
sal + temp	Atlantic	(27.85,27.95]	0.9592772	0.9591894	0.9593649
sal + temp	Atlantic	(27.95,28.05]	0.9409089	0.9273056	0.9545122
sal + temp	Atlantic	(28.05,28.1]	0.9658133	0.9568631	0.9747635
sal + temp	Atlantic	(28.1,28.15]	0.9545927	0.9297856	0.9793999
sal + temp	Atlantic	(28.15,28.2]	0.7399064	0.5540926	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3277176	0.1885556	0.4668797
sal + temp	Indian	(-Inf,26]	0.1401732	0.0715934	0.2087529
sal + temp	Indian	(26,26.5]	0.8498266	0.8473333	0.8523200
sal + temp	Indian	(26.5,26.75]	0.9612687	0.9607640	0.9617733
sal + temp	Indian	(26.75,27]	0.9715473	0.9674397	0.9756550
sal + temp	Indian	(27,27.25]	0.9580024	0.9534499	0.9625549
sal + temp	Indian	(27.25,27.5]	0.9488659	0.9332001	0.9645318
sal + temp	Indian	(27.5,27.75]	0.9084267	0.8786007	0.9382526
sal + temp	Indian	(27.75,27.85]	0.9399524	0.9223115	0.9575932
sal + temp	Indian	(27.85,27.95]	0.9418608	0.9373069	0.9464146
sal + temp	Indian	(27.95,28.05]	0.9426695	0.9293529	0.9559861
sal + temp	Indian	(28.05,28.1]	0.9246352	0.9040103	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9503005	0.9356609	0.9649402
sal + temp	Pacific	(-Inf,26]	0.6966569	0.6123463	0.7809676
sal + temp	Pacific	(26,26.5]	0.9433658	0.9361986	0.9505330
sal + temp	Pacific	(26.5,26.75]	0.9768460	0.9747213	0.9789708
sal + temp	Pacific	(26.75,27]	0.9728153	0.9693736	0.9762570
sal + temp	Pacific	(27,27.25]	0.9349505	0.9306948	0.9392061
sal + temp	Pacific	(27.25,27.5]	0.8015266	0.8000579	0.8029954
sal + temp	Pacific	(27.5,27.75]	0.6280828	0.5472885	0.7088771
sal + temp	Pacific	(27.75,27.85]	0.8190115	0.7565675	0.8814555
sal + temp	Pacific	(27.85,27.95]	0.7115190	0.5904069	0.8326310
sal + temp	Pacific	(27.95,28.05]	0.4181013	0.2571250	0.5790776
sal + temp	Pacific	(28.05,28.1]	0.0593500	-0.0337129	0.1524128
sal + temp	Pacific	(28.1, Inf]	-0.1694612	-0.2966178	-0.0423046
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2431474	-0.2671005	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2501968	-0.2696562	-0.2307374
temp + aou	Atlantic	(26.75,27]	-0.0078569	-0.0615047	0.0457908
temp + aou	Atlantic	(27,27.25]	0.0966092	0.0279938	0.1652245
temp + aou	Atlantic	(27.25,27.5]	0.1030731	-0.1407305	0.3468767
temp + aou	Atlantic	(27.5,27.75]	-0.2276865	-0.3014370	-0.1539360
temp + aou	Atlantic	(27.75,27.85]	-0.2998909	-0.3193515	-0.2804303
temp + aou	Atlantic	(27.85,27.95]	-0.3622147	-0.3760917	-0.3483378
temp + aou	Atlantic	(27.95,28.05]	-0.4710722	-0.5188036	-0.4233407
temp + aou	Atlantic	(28.05,28.1]	-0.6258481	-0.6488951	-0.6028011
temp + aou	Atlantic	(28.1,28.15]	-0.6061990	-0.6874663	-0.5249318
temp + aou	Atlantic	(28.15,28.2]	-0.5638713	-0.7806998	-0.3470427
temp + aou	Atlantic	(28.2, Inf]	0.3225912	0.3152353	0.3299471
temp + aou	Indian	(-Inf,26]	-0.2951370	-0.3487820	-0.2414919
temp + aou	Indian	(26,26.5]	-0.5201423	-0.5661734	-0.4741111
temp + aou	Indian	(26.5,26.75]	-0.0761551	-0.2051850	0.0528747
temp + aou	Indian	(26.75,27]	0.3640000	0.2045121	0.5234878
temp + aou	Indian	(27,27.25]	0.7683889	0.7158196	0.8209583
temp + aou	Indian	(27.25,27.5]	0.8850384	0.8574604	0.9126163
temp + aou	Indian	(27.5,27.75]	0.9142710	0.8927470	0.9357949
temp + aou	Indian	(27.75,27.85]	0.9328976	0.9194233	0.9463718
temp + aou	Indian	(27.85,27.95]	0.8972418	0.8928097	0.9016739
temp + aou	Indian	(27.95,28.05]	0.7339271	0.7238106	0.7440437
temp + aou	Indian	(28.05,28.1]	0.4609852	0.4138561	0.5081143
temp + aou	Indian	(28.1, Inf]	0.7864066	0.7511261	0.8216872
temp + aou	Pacific	(-Inf,26]	-0.2750450	-0.2841836	-0.2659064
temp + aou	Pacific	(26,26.5]	-0.1052550	-0.1558550	-0.0546550
temp + aou	Pacific	(26.5,26.75]	0.2354041	0.1783559	0.2924523
temp + aou	Pacific	(26.75,27]	-0.1096829	-0.1364140	-0.0829518
temp + aou	Pacific	(27,27.25]	-0.2672895	-0.2682833	-0.2662956
temp + aou	Pacific	(27.25,27.5]	-0.0533609	-0.0607863	-0.0459355
temp + aou	Pacific	(27.5,27.75]	0.1890090	0.0480266	0.3299913
temp + aou	Pacific	(27.75,27.85]	0.2056392	0.0269280	0.3843504
temp + aou	Pacific	(27.85,27.95]	0.1438325	-0.0968058	0.3844708
temp + aou	Pacific	(27.95,28.05]	-0.0047913	-0.2376884	0.2281057
temp + aou	Pacific	(28.05,28.1]	0.0402165	-0.1539609	0.2343939
temp + aou	Pacific	(28.1, Inf]	0.8084779	0.7949319	0.8220238
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4757085	-0.5021547	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5112016	-0.5346397	-0.4877636
temp + nitrate	Atlantic	(26.75,27]	-0.3938997	-0.4480080	-0.3397915
temp + nitrate	Atlantic	(27,27.25]	-0.4439570	-0.5421639	-0.3457501
temp + nitrate	Atlantic	(27.25,27.5]	-0.5512837	-0.6730686	-0.4294987
temp + nitrate	Atlantic	(27.5,27.75]	-0.6818150	-0.7196146	-0.6440153
temp + nitrate	Atlantic	(27.75,27.85]	-0.6282899	-0.6424718	-0.6141080
temp + nitrate	Atlantic	(27.85,27.95]	-0.6517305	-0.6880206	-0.6154405
temp + nitrate	Atlantic	(27.95,28.05]	-0.7135851	-0.7301812	-0.6969891
temp + nitrate	Atlantic	(28.05,28.1]	-0.7764388	-0.7981857	-0.7546919
temp + nitrate	Atlantic	(28.1,28.15]	-0.7304511	-0.8028580	-0.6580442
temp + nitrate	Atlantic	(28.15,28.2]	-0.5906794	-0.8041534	-0.3772055
temp + nitrate	Atlantic	(28.2, Inf]	-0.0493313	-0.1417041	0.0430415
temp + nitrate	Indian	(-Inf,26]	-0.3476988	-0.3958594	-0.2995382
temp + nitrate	Indian	(26,26.5]	-0.6331237	-0.6491192	-0.6171282
temp + nitrate	Indian	(26.5,26.75]	-0.3487193	-0.4617469	-0.2356916
temp + nitrate	Indian	(26.75,27]	-0.0251570	-0.2087540	0.1584399
temp + nitrate	Indian	(27,27.25]	0.3722316	0.2773634	0.4670998
temp + nitrate	Indian	(27.25,27.5]	0.6395770	0.5783002	0.7008538
temp + nitrate	Indian	(27.5,27.75]	0.7846626	0.7218903	0.8474350
temp + nitrate	Indian	(27.75,27.85]	0.7306369	0.6775949	0.7836789
temp + nitrate	Indian	(27.85,27.95]	0.5833523	0.5243590	0.6423456
temp + nitrate	Indian	(27.95,28.05]	0.2324561	0.1447414	0.3201708
temp + nitrate	Indian	(28.05,28.1]	0.1122592	-0.0745206	0.2990389
temp + nitrate	Indian	(28.1, Inf]	0.0325358	-0.0629274	0.1279989
temp + nitrate	Pacific	(-Inf,26]	-0.5445959	-0.5773949	-0.5117970
temp + nitrate	Pacific	(26,26.5]	-0.5440379	-0.5687669	-0.5193089
temp + nitrate	Pacific	(26.5,26.75]	-0.3255021	-0.4344803	-0.2165239
temp + nitrate	Pacific	(26.75,27]	-0.4432398	-0.4981091	-0.3883705
temp + nitrate	Pacific	(27,27.25]	-0.4245989	-0.4248593	-0.4243385
temp + nitrate	Pacific	(27.25,27.5]	-0.1360770	-0.1466821	-0.1254720
temp + nitrate	Pacific	(27.5,27.75]	0.1484772	0.0172515	0.2797030
temp + nitrate	Pacific	(27.75,27.85]	0.1815750	0.0136740	0.3494760
temp + nitrate	Pacific	(27.85,27.95]	0.1019473	-0.1208051	0.3246996
temp + nitrate	Pacific	(27.95,28.05]	-0.0646833	-0.2595163	0.1301497
temp + nitrate	Pacific	(28.05,28.1]	-0.0002711	-0.1984558	0.1979136
temp + nitrate	Pacific	(28.1, Inf]	0.6545118	0.6443368	0.6646868
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0464463	-0.1013846	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0113596	-0.0251160	0.0478353
temp + oxygen	Atlantic	(26.75,27]	-0.2667808	-0.2796777	-0.2538840
temp + oxygen	Atlantic	(27,27.25]	-0.3548714	-0.3881518	-0.3215909
temp + oxygen	Atlantic	(27.25,27.5]	-0.4025111	-0.5857638	-0.2192583
temp + oxygen	Atlantic	(27.5,27.75]	-0.1563468	-0.2183561	-0.0943375
temp + oxygen	Atlantic	(27.75,27.85]	0.0145106	-0.0174408	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1389290	0.1368360	0.1410220
temp + oxygen	Atlantic	(27.95,28.05]	0.2433061	0.1429144	0.3436977
temp + oxygen	Atlantic	(28.05,28.1]	0.4788978	0.4213609	0.5364348
temp + oxygen	Atlantic	(28.1,28.15]	0.4899079	0.4024576	0.5773583
temp + oxygen	Atlantic	(28.15,28.2]	0.4839199	0.2394045	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.4908507	-0.5059950	-0.4757065
temp + oxygen	Indian	(-Inf,26]	0.1768511	0.1080743	0.2456279
temp + oxygen	Indian	(26,26.5]	0.4559612	0.4125035	0.4994188
temp + oxygen	Indian	(26.5,26.75]	-0.0140298	-0.1381233	0.1100637
temp + oxygen	Indian	(26.75,27]	-0.4616697	-0.5993771	-0.3239622
temp + oxygen	Indian	(27,27.25]	-0.8289357	-0.8675641	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9203719	-0.9401407	-0.9006032
temp + oxygen	Indian	(27.5,27.75]	-0.9425657	-0.9583150	-0.9268164
temp + oxygen	Indian	(27.75,27.85]	-0.9577468	-0.9662550	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9371224	-0.9388660	-0.9353788
temp + oxygen	Indian	(27.95,28.05]	-0.8227185	-0.8389618	-0.8064753
temp + oxygen	Indian	(28.05,28.1]	-0.5673972	-0.5788035	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8747327	-0.8954152	-0.8540502
temp + oxygen	Pacific	(-Inf,26]	-0.2822196	-0.2982225	-0.2662167
temp + oxygen	Pacific	(26,26.5]	-0.1334383	-0.1951010	-0.0717756
temp + oxygen	Pacific	(26.5,26.75]	-0.4469246	-0.4898759	-0.4039734
temp + oxygen	Pacific	(26.75,27]	-0.0916040	-0.1092406	-0.0739674
temp + oxygen	Pacific	(27,27.25]	0.1645721	0.1611487	0.1679955
temp + oxygen	Pacific	(27.25,27.5]	-0.0362191	-0.0376011	-0.0348371
temp + oxygen	Pacific	(27.5,27.75]	-0.2765755	-0.4278695	-0.1252814
temp + oxygen	Pacific	(27.75,27.85]	-0.2805377	-0.4678639	-0.0932116
temp + oxygen	Pacific	(27.85,27.95]	-0.2141362	-0.4668923	0.0386198
temp + oxygen	Pacific	(27.95,28.05]	-0.0559182	-0.3024903	0.1906539
temp + oxygen	Pacific	(28.05,28.1]	-0.0698707	-0.2670769	0.1273355
temp + oxygen	Pacific	(28.1, Inf]	-0.8544994	-0.8706997	-0.8382991
temp + phosphate	Atlantic	(-Inf,26]	-0.4312768	-0.4724050	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.6778778	-0.6859232	-0.6698325
temp + phosphate	Atlantic	(26.5,26.75]	-0.6591614	-0.6757178	-0.6426050
temp + phosphate	Atlantic	(26.75,27]	-0.5336519	-0.5732647	-0.4940391
temp + phosphate	Atlantic	(27,27.25]	-0.5581457	-0.6361543	-0.4801371
temp + phosphate	Atlantic	(27.25,27.5]	-0.6439285	-0.7317878	-0.5560692
temp + phosphate	Atlantic	(27.5,27.75]	-0.7256371	-0.7567402	-0.6945339
temp + phosphate	Atlantic	(27.75,27.85]	-0.6621503	-0.6747972	-0.6495035
temp + phosphate	Atlantic	(27.85,27.95]	-0.6665413	-0.7052588	-0.6278237
temp + phosphate	Atlantic	(27.95,28.05]	-0.7243268	-0.7422383	-0.7064154
temp + phosphate	Atlantic	(28.05,28.1]	-0.7890007	-0.8103585	-0.7676430
temp + phosphate	Atlantic	(28.1,28.15]	-0.7503131	-0.8237868	-0.6768393
temp + phosphate	Atlantic	(28.15,28.2]	-0.6004930	-0.8108916	-0.3900945
temp + phosphate	Atlantic	(28.2, Inf]	-0.0555809	-0.1531935	0.0420317
temp + phosphate	Indian	(-Inf,26]	-0.3235391	-0.3891739	-0.2579042
temp + phosphate	Indian	(26,26.5]	-0.5852195	-0.6499074	-0.5205316
temp + phosphate	Indian	(26.5,26.75]	-0.3008664	-0.4498363	-0.1518965
temp + phosphate	Indian	(26.75,27]	0.0422332	-0.1761005	0.2605669
temp + phosphate	Indian	(27,27.25]	0.4654395	0.3313380	0.5995411
temp + phosphate	Indian	(27.25,27.5]	0.7145331	0.6344840	0.7945822
temp + phosphate	Indian	(27.5,27.75]	0.8327775	0.7918040	0.8737510
temp + phosphate	Indian	(27.75,27.85]	0.7704271	0.7378523	0.8030018
temp + phosphate	Indian	(27.85,27.95]	0.5837845	0.5382951	0.6292738
temp + phosphate	Indian	(27.95,28.05]	0.2623768	0.1914558	0.3332977
temp + phosphate	Indian	(28.05,28.1]	0.1382507	-0.0338728	0.3103742
temp + phosphate	Indian	(28.1, Inf]	0.0343056	-0.0443978	0.1130090
temp + phosphate	Pacific	(-Inf,26]	-0.4470363	-0.4651738	-0.4288989
temp + phosphate	Pacific	(26,26.5]	-0.4914502	-0.4925594	-0.4903410
temp + phosphate	Pacific	(26.5,26.75]	-0.3085733	-0.4010624	-0.2160843
temp + phosphate	Pacific	(26.75,27]	-0.4413692	-0.5015495	-0.3811889
temp + phosphate	Pacific	(27,27.25]	-0.4128841	-0.4198697	-0.4058985
temp + phosphate	Pacific	(27.25,27.5]	-0.1250395	-0.1253002	-0.1247789
temp + phosphate	Pacific	(27.5,27.75]	0.1564123	0.0274157	0.2854088
temp + phosphate	Pacific	(27.75,27.85]	0.1825388	0.0135332	0.3515445
temp + phosphate	Pacific	(27.85,27.95]	0.1008141	-0.1219599	0.3235881
temp + phosphate	Pacific	(27.95,28.05]	-0.0637134	-0.2633167	0.1358899
temp + phosphate	Pacific	(28.05,28.1]	0.0175950	-0.1665966	0.2017866
temp + phosphate	Pacific	(28.1, Inf]	0.6616608	0.6595492	0.6637724
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223244	-0.6232738	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5346134	-0.5479805	-0.5212463
temp + silicate	Atlantic	(26.75,27]	-0.4088232	-0.4770807	-0.3405657
temp + silicate	Atlantic	(27,27.25]	-0.5534102	-0.6122462	-0.4945741
temp + silicate	Atlantic	(27.25,27.5]	-0.7634710	-0.8062519	-0.7206902
temp + silicate	Atlantic	(27.5,27.75]	-0.8335574	-0.8384390	-0.8286758
temp + silicate	Atlantic	(27.75,27.85]	-0.7520332	-0.8141657	-0.6899007
temp + silicate	Atlantic	(27.85,27.95]	-0.7593411	-0.8002926	-0.7183896
temp + silicate	Atlantic	(27.95,28.05]	-0.7635597	-0.7741724	-0.7529470
temp + silicate	Atlantic	(28.05,28.1]	-0.7922393	-0.8019634	-0.7825153
temp + silicate	Atlantic	(28.1,28.15]	-0.7479384	-0.8154917	-0.6803851
temp + silicate	Atlantic	(28.15,28.2]	-0.5678059	-0.7823070	-0.3533048
temp + silicate	Atlantic	(28.2, Inf]	-0.0392135	-0.1217687	0.0433417
temp + silicate	Indian	(-Inf,26]	-0.4791449	-0.5152945	-0.4429953
temp + silicate	Indian	(26,26.5]	-0.6164777	-0.6172724	-0.6156829
temp + silicate	Indian	(26.5,26.75]	-0.1570094	-0.2657284	-0.0482903
temp + silicate	Indian	(26.75,27]	0.2630564	0.1183520	0.4077608
temp + silicate	Indian	(27,27.25]	0.5259945	0.4867802	0.5652089
temp + silicate	Indian	(27.25,27.5]	0.5879077	0.5780435	0.5977720
temp + silicate	Indian	(27.5,27.75]	0.6245873	0.6079829	0.6411918
temp + silicate	Indian	(27.75,27.85]	0.7053052	0.6277590	0.7828514
temp + silicate	Indian	(27.85,27.95]	0.5853236	0.5070370	0.6636102
temp + silicate	Indian	(27.95,28.05]	0.3723366	0.3026964	0.4419768
temp + silicate	Indian	(28.05,28.1]	0.2848423	0.1699302	0.3997544
temp + silicate	Indian	(28.1, Inf]	-0.1118839	-0.1375973	-0.0861705
temp + silicate	Pacific	(-Inf,26]	-0.5963505	-0.6467317	-0.5459693
temp + silicate	Pacific	(26,26.5]	-0.7237274	-0.7458340	-0.7016207
temp + silicate	Pacific	(26.5,26.75]	-0.6985216	-0.7537690	-0.6432742
temp + silicate	Pacific	(26.75,27]	-0.7182362	-0.7439694	-0.6925030
temp + silicate	Pacific	(27,27.25]	-0.5814252	-0.5900170	-0.5728333
temp + silicate	Pacific	(27.25,27.5]	-0.3608633	-0.3813936	-0.3403330
temp + silicate	Pacific	(27.5,27.75]	-0.0931012	-0.1956856	0.0094833
temp + silicate	Pacific	(27.75,27.85]	0.0584218	-0.1149828	0.2318265
temp + silicate	Pacific	(27.85,27.95]	0.0067095	-0.2331200	0.2465391
temp + silicate	Pacific	(27.95,28.05]	-0.1594690	-0.4116382	0.0927002
temp + silicate	Pacific	(28.05,28.1]	-0.0000921	-0.1924995	0.1923154
temp + silicate	Pacific	(28.1, Inf]	0.4297316	0.4000591	0.4594040

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
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]	0.3643712	0.3558742	0.3728682
aou	Atlantic	(26,26.5]	-0.4078354	-0.5066328	-0.3090381
aou	Atlantic	(26.5,26.75]	-0.5941466	-0.6056312	-0.5826620
aou	Atlantic	(26.75,27]	-0.4115588	-0.4425137	-0.3806040
aou	Atlantic	(27,27.25]	-0.3607744	-0.3853028	-0.3362461
aou	Atlantic	(27.25,27.5]	-0.3837121	-0.5494964	-0.2179279
aou	Atlantic	(27.5,27.75]	-0.7310180	-0.7451808	-0.7168552
aou	Atlantic	(27.75,27.85]	-0.8836771	-0.8948068	-0.8725475
aou	Atlantic	(27.85,27.95]	-0.9095973	-0.9217086	-0.8974861
aou	Atlantic	(27.95,28.05]	-0.8831826	-0.9173854	-0.8489799
aou	Atlantic	(28.05,28.1]	-0.9010963	-0.9123950	-0.8897976
aou	Atlantic	(28.1,28.15]	-0.9226986	-0.9255357	-0.9198615
aou	Atlantic	(28.15,28.2]	-0.9587272	-0.9600089	-0.9574455
aou	Atlantic	(28.2, Inf]	-0.7514211	-0.8348541	-0.6679881
aou	Indian	(-Inf,26]	-0.8439374	-0.8890757	-0.7987992
aou	Indian	(26,26.5]	-0.9720057	-0.9826687	-0.9613426
aou	Indian	(26.5,26.75]	-0.8724993	-0.8892586	-0.8557400
aou	Indian	(26.75,27]	-0.7079210	-0.7710736	-0.6447684
aou	Indian	(27,27.25]	-0.4590330	-0.6101609	-0.3079051
aou	Indian	(27.25,27.5]	-0.2174675	-0.3525575	-0.0823776
aou	Indian	(27.5,27.75]	-0.0677502	-0.2873236	0.1518233
aou	Indian	(27.75,27.85]	-0.2693337	-0.4278162	-0.1108511
aou	Indian	(27.85,27.95]	-0.2207657	-0.4267036	-0.0148278
aou	Indian	(27.95,28.05]	-0.3348157	-0.4982452	-0.1713862
aou	Indian	(28.05,28.1]	-0.4087043	-0.5201835	-0.2972251
aou	Indian	(28.1, Inf]	0.2826379	0.2799722	0.2853035
aou	Pacific	(-Inf,26]	-0.2420151	-0.2672125	-0.2168177
aou	Pacific	(26,26.5]	-0.7002907	-0.7237115	-0.6768698
aou	Pacific	(26.5,26.75]	-0.5062088	-0.5889905	-0.4234271
aou	Pacific	(26.75,27]	-0.7771736	-0.8423481	-0.7119990
aou	Pacific	(27,27.25]	-0.6589578	-0.6665453	-0.6513703
aou	Pacific	(27.25,27.5]	0.0962353	0.0796046	0.1128659
aou	Pacific	(27.5,27.75]	0.4331129	0.3742429	0.4919829
aou	Pacific	(27.75,27.85]	0.5157523	0.4906421	0.5408625
aou	Pacific	(27.85,27.95]	0.3959876	0.3500581	0.4419170
aou	Pacific	(27.95,28.05]	-0.0066750	-0.0525624	0.0392124
aou	Pacific	(28.05,28.1]	-0.2413558	-0.3066099	-0.1761018
aou	Pacific	(28.1, Inf]	-0.0876104	-0.1530552	-0.0221655
nitrate	Atlantic	(-Inf,26]	0.1650681	0.1596056	0.1705305
nitrate	Atlantic	(26,26.5]	-0.6134818	-0.7001720	-0.5267915
nitrate	Atlantic	(26.5,26.75]	-0.7857024	-0.7983076	-0.7730971
nitrate	Atlantic	(26.75,27]	-0.7678559	-0.8042910	-0.7314207
nitrate	Atlantic	(27,27.25]	-0.8168213	-0.8580910	-0.7755515
nitrate	Atlantic	(27.25,27.5]	-0.8997112	-0.9417804	-0.8576421
nitrate	Atlantic	(27.5,27.75]	-0.9781357	-0.9782131	-0.9780582
nitrate	Atlantic	(27.75,27.85]	-0.9798676	-0.9804089	-0.9793264
nitrate	Atlantic	(27.85,27.95]	-0.9662770	-0.9669715	-0.9655826
nitrate	Atlantic	(27.95,28.05]	-0.9516837	-0.9545924	-0.9487750
nitrate	Atlantic	(28.05,28.1]	-0.9429601	-0.9512777	-0.9346426
nitrate	Atlantic	(28.1,28.15]	-0.9525909	-0.9544443	-0.9507375
nitrate	Atlantic	(28.15,28.2]	-0.9782644	-0.9806354	-0.9758934
nitrate	Atlantic	(28.2, Inf]	-0.9695156	-0.9793593	-0.9596719
nitrate	Indian	(-Inf,26]	-0.8250100	-0.8671039	-0.7829161
nitrate	Indian	(26,26.5]	-0.9622471	-0.9642230	-0.9602712
nitrate	Indian	(26.5,26.75]	-0.9457187	-0.9464314	-0.9450059
nitrate	Indian	(26.75,27]	-0.8880559	-0.8997680	-0.8763438
nitrate	Indian	(27,27.25]	-0.7401878	-0.7845517	-0.6958240
nitrate	Indian	(27.25,27.5]	-0.3751669	-0.4079717	-0.3423621
nitrate	Indian	(27.5,27.75]	-0.1134541	-0.2947884	0.0678803
nitrate	Indian	(27.75,27.85]	-0.4176564	-0.5641976	-0.2711151
nitrate	Indian	(27.85,27.95]	-0.5068763	-0.6376517	-0.3761010
nitrate	Indian	(27.95,28.05]	-0.6801473	-0.7284206	-0.6318740
nitrate	Indian	(28.05,28.1]	-0.6124183	-0.6247803	-0.6000563
nitrate	Indian	(28.1, Inf]	-0.3176949	-0.3343666	-0.3010232
nitrate	Pacific	(-Inf,26]	-0.3190206	-0.3302923	-0.3077489
nitrate	Pacific	(26,26.5]	-0.8854249	-0.9010073	-0.8698425
nitrate	Pacific	(26.5,26.75]	-0.8297440	-0.8492939	-0.8101941
nitrate	Pacific	(26.75,27]	-0.8946886	-0.9111573	-0.8782200
nitrate	Pacific	(27,27.25]	-0.7035011	-0.7043421	-0.7026600
nitrate	Pacific	(27.25,27.5]	0.0175749	-0.0017582	0.0369080
nitrate	Pacific	(27.5,27.75]	0.3498020	0.2909885	0.4086155
nitrate	Pacific	(27.75,27.85]	0.4664308	0.4450950	0.4877667
nitrate	Pacific	(27.85,27.95]	0.3556802	0.3201057	0.3912548
nitrate	Pacific	(27.95,28.05]	-0.0573452	-0.1057110	-0.0089794
nitrate	Pacific	(28.05,28.1]	-0.2632057	-0.3244010	-0.2020105
nitrate	Pacific	(28.1, Inf]	-0.1574645	-0.2304603	-0.0844687
oxygen	Atlantic	(-Inf,26]	-0.2263521	-0.2306143	-0.2220899
oxygen	Atlantic	(26,26.5]	0.1938466	0.0656088	0.3220845
oxygen	Atlantic	(26.5,26.75]	0.4151960	0.4000849	0.4303072
oxygen	Atlantic	(26.75,27]	0.2148590	0.1993059	0.2304122
oxygen	Atlantic	(27,27.25]	0.1365081	0.1327088	0.1403075
oxygen	Atlantic	(27.25,27.5]	0.1101484	-0.0320347	0.2523315
oxygen	Atlantic	(27.5,27.75]	0.4489699	0.4394048	0.4585350
oxygen	Atlantic	(27.75,27.85]	0.7302328	0.7061326	0.7543330
oxygen	Atlantic	(27.85,27.95]	0.8138040	0.7870951	0.8405129
oxygen	Atlantic	(27.95,28.05]	0.7819366	0.6984713	0.8654020
oxygen	Atlantic	(28.05,28.1]	0.8540945	0.8152505	0.8929384
oxygen	Atlantic	(28.1,28.15]	0.8930381	0.8854857	0.9005905
oxygen	Atlantic	(28.15,28.2]	0.9552976	0.9547024	0.9558927
oxygen	Atlantic	(28.2, Inf]	0.6466874	0.5372452	0.7561296
oxygen	Indian	(-Inf,26]	0.8836536	0.8407217	0.9265854
oxygen	Indian	(26,26.5]	0.9687052	0.9603125	0.9770979
oxygen	Indian	(26.5,26.75]	0.8327463	0.8120362	0.8534564
oxygen	Indian	(26.75,27]	0.6353467	0.5541969	0.7164964
oxygen	Indian	(27,27.25]	0.3830628	0.2097903	0.5563353
oxygen	Indian	(27.25,27.5]	0.1836008	0.0294061	0.3377954
oxygen	Indian	(27.5,27.75]	0.0876868	-0.1339116	0.3092851
oxygen	Indian	(27.75,27.85]	0.2616470	0.1064213	0.4168727
oxygen	Indian	(27.85,27.95]	0.1766411	-0.0304239	0.3837061
oxygen	Indian	(27.95,28.05]	0.2546624	0.0763541	0.4329706
oxygen	Indian	(28.05,28.1]	0.3564494	0.2139154	0.4989834
oxygen	Indian	(28.1, Inf]	-0.3655886	-0.3705436	-0.3606336
oxygen	Pacific	(-Inf,26]	0.3936302	0.3055071	0.4817533
oxygen	Pacific	(26,26.5]	0.5432676	0.5023433	0.5841918
oxygen	Pacific	(26.5,26.75]	0.3291460	0.2263712	0.4319208
oxygen	Pacific	(26.75,27]	0.6793141	0.5886018	0.7700264
oxygen	Pacific	(27,27.25]	0.6571193	0.6436059	0.6706327
oxygen	Pacific	(27.25,27.5]	-0.0522021	-0.0732151	-0.0311892
oxygen	Pacific	(27.5,27.75]	-0.3831363	-0.4507249	-0.3155477
oxygen	Pacific	(27.75,27.85]	-0.4767875	-0.5070020	-0.4465731
oxygen	Pacific	(27.85,27.95]	-0.3669552	-0.4195566	-0.3143538
oxygen	Pacific	(27.95,28.05]	0.0118500	-0.0324890	0.0561889
oxygen	Pacific	(28.05,28.1]	0.2344810	0.1693566	0.2996054
oxygen	Pacific	(28.1, Inf]	0.0652170	-0.0010263	0.1314604
phosphate	Atlantic	(-Inf,26]	0.0394020	-0.0163953	0.0951992
phosphate	Atlantic	(26,26.5]	-0.7751795	-0.8236464	-0.7267126
phosphate	Atlantic	(26.5,26.75]	-0.8751332	-0.8826040	-0.8676623
phosphate	Atlantic	(26.75,27]	-0.8540928	-0.8747406	-0.8334450
phosphate	Atlantic	(27,27.25]	-0.8894270	-0.9136377	-0.8652163
phosphate	Atlantic	(27.25,27.5]	-0.9453881	-0.9666000	-0.9241763
phosphate	Atlantic	(27.5,27.75]	-0.9881520	-0.9885397	-0.9877644
phosphate	Atlantic	(27.75,27.85]	-0.9850567	-0.9863341	-0.9837794
phosphate	Atlantic	(27.85,27.95]	-0.9719200	-0.9744631	-0.9693769
phosphate	Atlantic	(27.95,28.05]	-0.9586859	-0.9590512	-0.9583205
phosphate	Atlantic	(28.05,28.1]	-0.9505052	-0.9548438	-0.9461667
phosphate	Atlantic	(28.1,28.15]	-0.9590813	-0.9592393	-0.9589232
phosphate	Atlantic	(28.15,28.2]	-0.9804245	-0.9828913	-0.9779576
phosphate	Atlantic	(28.2, Inf]	-0.9768470	-0.9852725	-0.9684215
phosphate	Indian	(-Inf,26]	-0.8441964	-0.8939999	-0.7943930
phosphate	Indian	(26,26.5]	-0.9758019	-0.9909630	-0.9606408
phosphate	Indian	(26.5,26.75]	-0.9588999	-0.9686830	-0.9491167
phosphate	Indian	(26.75,27]	-0.9003041	-0.9253551	-0.8752530
phosphate	Indian	(27,27.25]	-0.7574879	-0.8307293	-0.6842464
phosphate	Indian	(27.25,27.5]	-0.4387383	-0.5227344	-0.3547421
phosphate	Indian	(27.5,27.75]	-0.2039679	-0.3925822	-0.0153537
phosphate	Indian	(27.75,27.85]	-0.4853946	-0.6126671	-0.3581221
phosphate	Indian	(27.85,27.95]	-0.5609869	-0.6884994	-0.4334743
phosphate	Indian	(27.95,28.05]	-0.7071007	-0.7594132	-0.6547881
phosphate	Indian	(28.05,28.1]	-0.6497601	-0.6605585	-0.6389616
phosphate	Indian	(28.1, Inf]	-0.4186462	-0.4429388	-0.3943535
phosphate	Pacific	(-Inf,26]	-0.3739085	-0.3836294	-0.3641875
phosphate	Pacific	(26,26.5]	-0.9163237	-0.9194630	-0.9131844
phosphate	Pacific	(26.5,26.75]	-0.8787684	-0.8960157	-0.8615210
phosphate	Pacific	(26.75,27]	-0.9221317	-0.9337465	-0.9105170
phosphate	Pacific	(27,27.25]	-0.7252201	-0.7256230	-0.7248172
phosphate	Pacific	(27.25,27.5]	-0.0005060	-0.0238902	0.0228782
phosphate	Pacific	(27.5,27.75]	0.3213413	0.2613764	0.3813062
phosphate	Pacific	(27.75,27.85]	0.4263203	0.4055635	0.4470772
phosphate	Pacific	(27.85,27.95]	0.3057960	0.2741509	0.3374411
phosphate	Pacific	(27.95,28.05]	-0.1406412	-0.1653394	-0.1159430
phosphate	Pacific	(28.05,28.1]	-0.3797240	-0.4080304	-0.3514175
phosphate	Pacific	(28.1, Inf]	-0.2670651	-0.3542480	-0.1798822
sal	Atlantic	(-Inf,26]	0.0015537	-0.0059190	0.0090265
sal	Atlantic	(26,26.5]	0.7759324	0.7757639	0.7761010
sal	Atlantic	(26.5,26.75]	0.8295386	0.8103254	0.8487518
sal	Atlantic	(26.75,27]	0.7923360	0.7868467	0.7978253
sal	Atlantic	(27,27.25]	0.8344138	0.8130121	0.8558154
sal	Atlantic	(27.25,27.5]	0.8417325	0.8222877	0.8611774
sal	Atlantic	(27.5,27.75]	0.8109563	0.8015912	0.8203214
sal	Atlantic	(27.75,27.85]	0.6982579	0.6615704	0.7349455
sal	Atlantic	(27.85,27.95]	0.6506007	0.5964139	0.7047876
sal	Atlantic	(27.95,28.05]	0.7273187	0.6625014	0.7921361
sal	Atlantic	(28.05,28.1]	0.7719652	0.7374797	0.8064508
sal	Atlantic	(28.1,28.15]	0.7955902	0.7613367	0.8298438
sal	Atlantic	(28.15,28.2]	0.9053928	0.8991749	0.9116108
sal	Atlantic	(28.2, Inf]	0.9374732	0.9187167	0.9562297
sal	Indian	(-Inf,26]	0.5849937	0.3270528	0.8429345
sal	Indian	(26,26.5]	0.7384830	0.6856603	0.7913057
sal	Indian	(26.5,26.75]	0.4874833	0.3302844	0.6446823
sal	Indian	(26.75,27]	0.1628408	-0.1046648	0.4303465
sal	Indian	(27,27.25]	-0.1270779	-0.3956934	0.1415376
sal	Indian	(27.25,27.5]	-0.1922504	-0.4263978	0.0418971
sal	Indian	(27.5,27.75]	-0.0754276	-0.3802610	0.2294059
sal	Indian	(27.75,27.85]	-0.1817347	-0.3734184	0.0099490
sal	Indian	(27.85,27.95]	0.0132126	-0.2140503	0.2404756
sal	Indian	(27.95,28.05]	0.2131878	0.0275105	0.3988651
sal	Indian	(28.05,28.1]	0.2715670	0.0541418	0.4889923
sal	Indian	(28.1, Inf]	0.5394974	0.5177518	0.5612430
sal	Pacific	(-Inf,26]	0.1085089	0.0971063	0.1199116
sal	Pacific	(26,26.5]	0.6018092	0.5893602	0.6142581
sal	Pacific	(26.5,26.75]	0.5517702	0.4313572	0.6721833
sal	Pacific	(26.75,27]	0.4610122	0.3358781	0.5861463
sal	Pacific	(27,27.25]	0.0185318	-0.0487897	0.0858533
sal	Pacific	(27.25,27.5]	-0.5988632	-0.6101002	-0.5876261
sal	Pacific	(27.5,27.75]	-0.3600570	-0.3708973	-0.3492166
sal	Pacific	(27.75,27.85]	-0.3911483	-0.5121145	-0.2701820
sal	Pacific	(27.85,27.95]	-0.2749202	-0.3409062	-0.2089343
sal	Pacific	(27.95,28.05]	0.1432075	0.1366673	0.1497478
sal	Pacific	(28.05,28.1]	0.3300113	0.3111451	0.3488775
sal	Pacific	(28.1, Inf]	0.2098601	0.1347200	0.2850003
silicate	Atlantic	(-Inf,26]	0.0608883	0.0256189	0.0961578
silicate	Atlantic	(26,26.5]	-0.7395001	-0.8039856	-0.6750146
silicate	Atlantic	(26.5,26.75]	-0.7781727	-0.7963393	-0.7600061
silicate	Atlantic	(26.75,27]	-0.6790134	-0.7028415	-0.6551852
silicate	Atlantic	(27,27.25]	-0.8159882	-0.8261941	-0.8057824
silicate	Atlantic	(27.25,27.5]	-0.8761472	-0.9003112	-0.8519831
silicate	Atlantic	(27.5,27.75]	-0.8633356	-0.8864126	-0.8402587
silicate	Atlantic	(27.75,27.85]	-0.9050268	-0.9176644	-0.8923893
silicate	Atlantic	(27.85,27.95]	-0.9127582	-0.9171582	-0.9083582
silicate	Atlantic	(27.95,28.05]	-0.9179413	-0.9205153	-0.9153673
silicate	Atlantic	(28.05,28.1]	-0.9218550	-0.9292447	-0.9144654
silicate	Atlantic	(28.1,28.15]	-0.9408653	-0.9427775	-0.9389532
silicate	Atlantic	(28.15,28.2]	-0.9735180	-0.9790215	-0.9680144
silicate	Atlantic	(28.2, Inf]	-0.9521533	-0.9740970	-0.9302096
silicate	Indian	(-Inf,26]	-0.7634569	-0.7823004	-0.7446135
silicate	Indian	(26,26.5]	-0.9513778	-0.9531638	-0.9495917
silicate	Indian	(26.5,26.75]	-0.8796226	-0.8915018	-0.8677434
silicate	Indian	(26.75,27]	-0.7516670	-0.8068644	-0.6964696
silicate	Indian	(27,27.25]	-0.6112149	-0.7127098	-0.5097200
silicate	Indian	(27.25,27.5]	-0.2477231	-0.2587214	-0.2367247
silicate	Indian	(27.5,27.75]	0.1183129	0.0180514	0.2185745
silicate	Indian	(27.75,27.85]	-0.2286388	-0.3267848	-0.1304927
silicate	Indian	(27.85,27.95]	-0.3398115	-0.4652481	-0.2143748
silicate	Indian	(27.95,28.05]	-0.5032947	-0.5798767	-0.4267127
silicate	Indian	(28.05,28.1]	-0.5245341	-0.5887997	-0.4602684
silicate	Indian	(28.1, Inf]	-0.3887173	-0.4357599	-0.3416747
silicate	Pacific	(-Inf,26]	-0.3115714	-0.3312925	-0.2918504
silicate	Pacific	(26,26.5]	-0.7996912	-0.8028681	-0.7965143
silicate	Pacific	(26.5,26.75]	-0.7280836	-0.7682206	-0.6879465
silicate	Pacific	(26.75,27]	-0.7227817	-0.7622510	-0.6833123
silicate	Pacific	(27,27.25]	-0.4691615	-0.5033528	-0.4349702
silicate	Pacific	(27.25,27.5]	0.3746662	0.3676851	0.3816473
silicate	Pacific	(27.5,27.75]	0.6449710	0.6237779	0.6661641
silicate	Pacific	(27.75,27.85]	0.6071163	0.5962405	0.6179920
silicate	Pacific	(27.85,27.95]	0.4206328	0.3835757	0.4576900
silicate	Pacific	(27.95,28.05]	-0.0174425	-0.0648008	0.0299158
silicate	Pacific	(28.05,28.1]	-0.2677156	-0.3369451	-0.1984861
silicate	Pacific	(28.1, Inf]	-0.2066882	-0.2370961	-0.1762804
temp	Atlantic	(-Inf,26]	-0.3999125	-0.4427337	-0.3570913
temp	Atlantic	(26,26.5]	0.7611789	0.7543871	0.7679706
temp	Atlantic	(26.5,26.75]	0.8122253	0.7766027	0.8478479
temp	Atlantic	(26.75,27]	0.7081437	0.6810284	0.7352590
temp	Atlantic	(27,27.25]	0.7773190	0.7567942	0.7978438
temp	Atlantic	(27.25,27.5]	0.7908625	0.7718209	0.8099042
temp	Atlantic	(27.5,27.75]	0.7461182	0.7186308	0.7736056
temp	Atlantic	(27.75,27.85]	0.6489152	0.6466215	0.6512090
temp	Atlantic	(27.85,27.95]	0.6125993	0.5734397	0.6517590
temp	Atlantic	(27.95,28.05]	0.6671455	0.6226936	0.7115973
temp	Atlantic	(28.05,28.1]	0.6856455	0.6367105	0.7345805
temp	Atlantic	(28.1,28.15]	0.6437329	0.5507955	0.7366703
temp	Atlantic	(28.15,28.2]	0.4992351	0.2875695	0.7109008
temp	Atlantic	(28.2, Inf]	0.1264520	0.0065452	0.2463588
temp	Indian	(-Inf,26]	-0.1339046	-0.1428901	-0.1249192
temp	Indian	(26,26.5]	0.5113481	0.5049916	0.5177046
temp	Indian	(26.5,26.75]	0.4461303	0.3218956	0.5703650
temp	Indian	(26.75,27]	0.3025685	0.0635824	0.5415546
temp	Indian	(27,27.25]	0.0950392	-0.1801887	0.3702672
temp	Indian	(27.25,27.5]	-0.0211968	-0.2698934	0.2274997
temp	Indian	(27.5,27.75]	-0.1746349	-0.3911082	0.0418384
temp	Indian	(27.75,27.85]	-0.2234015	-0.3613967	-0.0854062
temp	Indian	(27.85,27.95]	-0.0144408	-0.2053070	0.1764254
temp	Indian	(27.95,28.05]	0.1136654	-0.0410052	0.2683360
temp	Indian	(28.05,28.1]	0.1059607	-0.0950730	0.3069945
temp	Indian	(28.1, Inf]	0.5123525	0.5071328	0.5175722
temp	Pacific	(-Inf,26]	-0.3629791	-0.4713061	-0.2546521
temp	Pacific	(26,26.5]	0.6328592	0.6261271	0.6395913
temp	Pacific	(26.5,26.75]	0.5734641	0.4596336	0.6872947
temp	Pacific	(26.75,27]	0.4857949	0.3677973	0.6037925
temp	Pacific	(27,27.25]	0.1710860	0.1158299	0.2263422
temp	Pacific	(27.25,27.5]	-0.4858564	-0.5004024	-0.4713105
temp	Pacific	(27.5,27.75]	-0.4401017	-0.4919212	-0.3882822
temp	Pacific	(27.75,27.85]	-0.3591853	-0.4817477	-0.2366228
temp	Pacific	(27.85,27.95]	-0.3242400	-0.4226629	-0.2258172
temp	Pacific	(27.95,28.05]	-0.1416916	-0.1712974	-0.1120858
temp	Pacific	(28.05,28.1]	-0.0645939	-0.1159854	-0.0132025
temp	Pacific	(28.1, Inf]	0.0158140	-0.0430586	0.0746866

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

loaded via a namespace (and not attached):
 [1] colorspace_2.0-2   ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2          
 [5] rstudioapi_0.13    farver_2.1.0       bit64_4.0.5        fansi_1.0.2       
 [9] xml2_1.3.3         polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6         
[13] dbplyr_2.1.1       compiler_4.1.2     httr_1.4.2         backports_1.4.1   
[17] assertthat_0.2.1   fastmap_1.1.0      cli_3.1.1          later_1.3.0       
[21] tweenr_1.0.2       htmltools_0.5.2    tools_4.1.2        gtable_0.3.0      
[25] glue_1.6.0         Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0  
[29] jquerylib_0.1.4    vctrs_0.3.8        svglite_2.0.0      xfun_0.29         
[33] ps_1.6.0           rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3     
[37] oce_1.5-0          getPass_0.2-2      MASS_7.3-55        scales_1.1.1      
[41] vroom_1.5.7        hms_1.1.1          promises_1.2.0.1   parallel_4.1.2    
[45] RColorBrewer_1.1-2 yaml_2.2.1         gridExtra_2.3      sass_0.4.0        
[49] reshape_0.8.8      stringi_1.7.6      highr_0.9          nortest_1.0-4     
[53] checkmate_2.0.0    rlang_0.4.12       pkgconfig_2.0.3    systemfonts_1.0.3 
[57] evaluate_0.14      SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4         
[61] processx_3.5.2     tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0     
[65] plyr_1.8.6         magrittr_2.0.1     R6_2.5.1           generics_0.1.1    
[69] DBI_1.1.2          pillar_1.6.4       haven_2.4.3        whisker_0.4       
[73] withr_2.4.3        abind_1.4-5        modelr_0.1.8       crayon_1.4.2      
[77] car_3.0-12         utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11    
[81] grid_4.1.2         readxl_1.3.1       data.table_1.14.2  callr_3.7.0       
[85] git2r_0.29.0       reprex_2.0.1       digest_0.6.29      webshot_0.5.2     
[89] httpuv_1.6.5       munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1