eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-05-20

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: f3895c6

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 f3895c6. 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:   analysis/analysis_MLR_performance.Rmd
    Modified:   analysis/analysis_anomalous_changes.Rmd
    Modified:   analysis/analysis_budgets.Rmd
    Modified:   analysis/analysis_column_inventory.Rmd
    Modified:   analysis/analysis_slab_inventory.Rmd
    Modified:   analysis/analysis_zonal_sections.Rmd
    Modified:   analysis/mapping_dcant_eMLR.Rmd
    Modified:   analysis/mapping_dcant_mod_truth.Rmd
    Modified:   analysis/mapping_predictor_preparation.Rmd
    Modified:   analysis/tracers_GLODAPv2_2021.Rmd
    Modified:   code/Workflowr_project_managment.R
    Modified:   code/previous_script_versions/back_up_eras_removal_eMLR_model_fitting.Rmd
    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	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

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

[[6]]

Past versions of predictor_correlation_per_basin-6.png

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

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9061370	0.8981893	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9450382	0.9440155	0.9460609
aou + nitrate	Atlantic	(26.5,26.75]	0.9504127	0.9478385	0.9529869
aou + nitrate	Atlantic	(26.75,27]	0.8856101	0.8603958	0.9108244
aou + nitrate	Atlantic	(27,27.25]	0.8327163	0.7752423	0.8901903
aou + nitrate	Atlantic	(27.25,27.5]	0.8042088	0.7655452	0.8428723
aou + nitrate	Atlantic	(27.5,27.75]	0.8579052	0.8294365	0.8863740
aou + nitrate	Atlantic	(27.75,27.85]	0.9252729	0.9119476	0.9385982
aou + nitrate	Atlantic	(27.85,27.95]	0.9424719	0.9344884	0.9504554
aou + nitrate	Atlantic	(27.95,28.05]	0.9536005	0.9530469	0.9541540
aou + nitrate	Atlantic	(28.05,28.1]	0.9735149	0.9730829	0.9739468
aou + nitrate	Atlantic	(28.1,28.15]	0.9789428	0.9693328	0.9885528
aou + nitrate	Atlantic	(28.15,28.2]	0.9897951	0.9841083	0.9954819
aou + nitrate	Atlantic	(28.2, Inf]	0.8181482	0.7389488	0.8973476
aou + nitrate	Indian	(-Inf,26]	0.9911699	0.9876487	0.9946912
aou + nitrate	Indian	(26,26.5]	0.9841236	0.9788933	0.9893539
aou + nitrate	Indian	(26.5,26.75]	0.9658689	0.9572855	0.9744523
aou + nitrate	Indian	(26.75,27]	0.9269544	0.9101926	0.9437162
aou + nitrate	Indian	(27,27.25]	0.8724378	0.8671492	0.8777265
aou + nitrate	Indian	(27.25,27.5]	0.8774541	0.8513421	0.9035661
aou + nitrate	Indian	(27.5,27.75]	0.9056089	0.8924997	0.9187180
aou + nitrate	Indian	(27.75,27.85]	0.8757043	0.8526342	0.8987744
aou + nitrate	Indian	(27.85,27.95]	0.8599115	0.8233282	0.8964948
aou + nitrate	Indian	(27.95,28.05]	0.8221780	0.7492726	0.8950835
aou + nitrate	Indian	(28.05,28.1]	0.8944411	0.8494501	0.9394321
aou + nitrate	Indian	(28.1, Inf]	0.6412957	0.5542363	0.7283550
aou + nitrate	Pacific	(-Inf,26]	0.8777397	0.8562364	0.8992430
aou + nitrate	Pacific	(26,26.5]	0.8391279	0.8178576	0.8603981
aou + nitrate	Pacific	(26.5,26.75]	0.7778645	0.7617303	0.7939988
aou + nitrate	Pacific	(26.75,27]	0.8992082	0.8920798	0.9063367
aou + nitrate	Pacific	(27,27.25]	0.9733149	0.9723479	0.9742819
aou + nitrate	Pacific	(27.25,27.5]	0.9762733	0.9710760	0.9814706
aou + nitrate	Pacific	(27.5,27.75]	0.9757659	0.9678607	0.9836710
aou + nitrate	Pacific	(27.75,27.85]	0.9808860	0.9719308	0.9898413
aou + nitrate	Pacific	(27.85,27.95]	0.9786404	0.9700946	0.9871863
aou + nitrate	Pacific	(27.95,28.05]	0.9670191	0.9604646	0.9735737
aou + nitrate	Pacific	(28.05,28.1]	0.9482166	0.9298847	0.9665485
aou + nitrate	Pacific	(28.1, Inf]	0.9461777	0.9265589	0.9657965
aou + oxygen	Atlantic	(-Inf,26]	-0.9376221	-0.9401856	-0.9350585
aou + oxygen	Atlantic	(26,26.5]	-0.9480221	-0.9483131	-0.9477312
aou + oxygen	Atlantic	(26.5,26.75]	-0.9575106	-0.9664136	-0.9486077
aou + oxygen	Atlantic	(26.75,27]	-0.9568870	-0.9644672	-0.9493068
aou + oxygen	Atlantic	(27,27.25]	-0.9587717	-0.9621318	-0.9554117
aou + oxygen	Atlantic	(27.25,27.5]	-0.9432899	-0.9515976	-0.9349822
aou + oxygen	Atlantic	(27.5,27.75]	-0.9324228	-0.9460441	-0.9188015
aou + oxygen	Atlantic	(27.75,27.85]	-0.9575459	-0.9649372	-0.9501546
aou + oxygen	Atlantic	(27.85,27.95]	-0.9780752	-0.9815644	-0.9745861
aou + oxygen	Atlantic	(27.95,28.05]	-0.9825122	-0.9848218	-0.9802026
aou + oxygen	Atlantic	(28.05,28.1]	-0.9896251	-0.9899187	-0.9893315
aou + oxygen	Atlantic	(28.1,28.15]	-0.9921485	-0.9944966	-0.9898004
aou + oxygen	Atlantic	(28.15,28.2]	-0.9953780	-0.9976793	-0.9930766
aou + oxygen	Atlantic	(28.2, Inf]	-0.9760290	-0.9823454	-0.9697127
aou + oxygen	Indian	(-Inf,26]	-0.9928209	-0.9942242	-0.9914176
aou + oxygen	Indian	(26,26.5]	-0.9968386	-0.9969434	-0.9967337
aou + oxygen	Indian	(26.5,26.75]	-0.9965914	-0.9976533	-0.9955295
aou + oxygen	Indian	(26.75,27]	-0.9945946	-0.9968726	-0.9923166
aou + oxygen	Indian	(27,27.25]	-0.9944600	-0.9954704	-0.9934497
aou + oxygen	Indian	(27.25,27.5]	-0.9952745	-0.9956779	-0.9948711
aou + oxygen	Indian	(27.5,27.75]	-0.9960675	-0.9965526	-0.9955824
aou + oxygen	Indian	(27.75,27.85]	-0.9971350	-0.9978940	-0.9963759
aou + oxygen	Indian	(27.85,27.95]	-0.9947179	-0.9951433	-0.9942925
aou + oxygen	Indian	(27.95,28.05]	-0.9898827	-0.9922768	-0.9874886
aou + oxygen	Indian	(28.05,28.1]	-0.9912880	-0.9961683	-0.9864077
aou + oxygen	Indian	(28.1, Inf]	-0.9847020	-0.9881128	-0.9812912
aou + oxygen	Pacific	(-Inf,26]	-0.8526153	-0.8624593	-0.8427713
aou + oxygen	Pacific	(26,26.5]	-0.9765309	-0.9785513	-0.9745104
aou + oxygen	Pacific	(26.5,26.75]	-0.9758978	-0.9793848	-0.9724107
aou + oxygen	Pacific	(26.75,27]	-0.9750759	-0.9780618	-0.9720899
aou + oxygen	Pacific	(27,27.25]	-0.9939339	-0.9948055	-0.9930623
aou + oxygen	Pacific	(27.25,27.5]	-0.9958086	-0.9964310	-0.9951861
aou + oxygen	Pacific	(27.5,27.75]	-0.9960286	-0.9969084	-0.9951488
aou + oxygen	Pacific	(27.75,27.85]	-0.9977352	-0.9977787	-0.9976916
aou + oxygen	Pacific	(27.85,27.95]	-0.9986001	-0.9989437	-0.9982565
aou + oxygen	Pacific	(27.95,28.05]	-0.9984219	-0.9987363	-0.9981075
aou + oxygen	Pacific	(28.05,28.1]	-0.9991244	-0.9991295	-0.9991192
aou + oxygen	Pacific	(28.1, Inf]	-0.9958642	-0.9964950	-0.9952333
aou + phosphate	Atlantic	(-Inf,26]	0.7122058	0.6981694	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8306519	0.8204148	0.8408889
aou + phosphate	Atlantic	(26.5,26.75]	0.8810704	0.8775229	0.8846178
aou + phosphate	Atlantic	(26.75,27]	0.8134500	0.7913943	0.8355057
aou + phosphate	Atlantic	(27,27.25]	0.7730855	0.7061732	0.8399978
aou + phosphate	Atlantic	(27.25,27.5]	0.7556495	0.7125562	0.7987428
aou + phosphate	Atlantic	(27.5,27.75]	0.8312501	0.8007499	0.8617503
aou + phosphate	Atlantic	(27.75,27.85]	0.9065805	0.8928740	0.9202870
aou + phosphate	Atlantic	(27.85,27.95]	0.9380078	0.9303492	0.9456665
aou + phosphate	Atlantic	(27.95,28.05]	0.9513560	0.9493943	0.9533177
aou + phosphate	Atlantic	(28.05,28.1]	0.9683784	0.9660366	0.9707203
aou + phosphate	Atlantic	(28.1,28.15]	0.9735929	0.9680981	0.9790876
aou + phosphate	Atlantic	(28.15,28.2]	0.9899818	0.9840308	0.9959329
aou + phosphate	Atlantic	(28.2, Inf]	0.8191277	0.7410104	0.8972450
aou + phosphate	Indian	(-Inf,26]	0.9933124	0.9903450	0.9962799
aou + phosphate	Indian	(26,26.5]	0.9937643	0.9916872	0.9958414
aou + phosphate	Indian	(26.5,26.75]	0.9771437	0.9616019	0.9926855
aou + phosphate	Indian	(26.75,27]	0.9471232	0.9208889	0.9733575
aou + phosphate	Indian	(27,27.25]	0.9246041	0.8903521	0.9588561
aou + phosphate	Indian	(27.25,27.5]	0.9418453	0.9290064	0.9546843
aou + phosphate	Indian	(27.5,27.75]	0.9537381	0.9504240	0.9570522
aou + phosphate	Indian	(27.75,27.85]	0.9285849	0.9055302	0.9516396
aou + phosphate	Indian	(27.85,27.95]	0.8827578	0.8390688	0.9264468
aou + phosphate	Indian	(27.95,28.05]	0.8501341	0.7802875	0.9199807
aou + phosphate	Indian	(28.05,28.1]	0.9104266	0.8649402	0.9559130
aou + phosphate	Indian	(28.1, Inf]	0.6615945	0.5729244	0.7502647
aou + phosphate	Pacific	(-Inf,26]	0.8718094	0.8628163	0.8808026
aou + phosphate	Pacific	(26,26.5]	0.8953910	0.8716204	0.9191616
aou + phosphate	Pacific	(26.5,26.75]	0.8259193	0.8055355	0.8463031
aou + phosphate	Pacific	(26.75,27]	0.9063739	0.9014937	0.9112541
aou + phosphate	Pacific	(27,27.25]	0.9800277	0.9791761	0.9808793
aou + phosphate	Pacific	(27.25,27.5]	0.9822906	0.9810404	0.9835408
aou + phosphate	Pacific	(27.5,27.75]	0.9777833	0.9724201	0.9831466
aou + phosphate	Pacific	(27.75,27.85]	0.9805261	0.9740670	0.9869852
aou + phosphate	Pacific	(27.85,27.95]	0.9807106	0.9753998	0.9860214
aou + phosphate	Pacific	(27.95,28.05]	0.9743441	0.9696079	0.9790804
aou + phosphate	Pacific	(28.05,28.1]	0.9658281	0.9605628	0.9710933
aou + phosphate	Pacific	(28.1, Inf]	0.9410729	0.9239205	0.9582253
aou + silicate	Atlantic	(-Inf,26]	0.4073316	0.3009804	0.5136829
aou + silicate	Atlantic	(26,26.5]	0.7541555	0.7213322	0.7869789
aou + silicate	Atlantic	(26.5,26.75]	0.8747181	0.8709701	0.8784662
aou + silicate	Atlantic	(26.75,27]	0.8322542	0.8192477	0.8452607
aou + silicate	Atlantic	(27,27.25]	0.7220509	0.6257794	0.8183224
aou + silicate	Atlantic	(27.25,27.5]	0.5889941	0.5085519	0.6694364
aou + silicate	Atlantic	(27.5,27.75]	0.6072636	0.5559234	0.6586038
aou + silicate	Atlantic	(27.75,27.85]	0.7945108	0.7926787	0.7963429
aou + silicate	Atlantic	(27.85,27.95]	0.8634938	0.8610176	0.8659699
aou + silicate	Atlantic	(27.95,28.05]	0.9281240	0.9202963	0.9359518
aou + silicate	Atlantic	(28.05,28.1]	0.9683199	0.9656475	0.9709924
aou + silicate	Atlantic	(28.1,28.15]	0.9709709	0.9670824	0.9748594
aou + silicate	Atlantic	(28.15,28.2]	0.9900467	0.9855074	0.9945859
aou + silicate	Atlantic	(28.2, Inf]	0.8503211	0.8190321	0.8816100
aou + silicate	Indian	(-Inf,26]	0.9074758	0.8612835	0.9536681
aou + silicate	Indian	(26,26.5]	0.9323505	0.9060740	0.9586270
aou + silicate	Indian	(26.5,26.75]	0.9508056	0.9298940	0.9717171
aou + silicate	Indian	(26.75,27]	0.9641051	0.9508867	0.9773236
aou + silicate	Indian	(27,27.25]	0.9161789	0.8936067	0.9387512
aou + silicate	Indian	(27.25,27.5]	0.8621886	0.8319381	0.8924392
aou + silicate	Indian	(27.5,27.75]	0.8217197	0.7759492	0.8674901
aou + silicate	Indian	(27.75,27.85]	0.8523003	0.8247041	0.8798965
aou + silicate	Indian	(27.85,27.95]	0.8408654	0.8032529	0.8784779
aou + silicate	Indian	(27.95,28.05]	0.8679763	0.8312500	0.9047026
aou + silicate	Indian	(28.05,28.1]	0.9460179	0.9407043	0.9513316
aou + silicate	Indian	(28.1, Inf]	0.4861368	0.4322515	0.5400222
aou + silicate	Pacific	(-Inf,26]	0.6038031	0.6007884	0.6068178
aou + silicate	Pacific	(26,26.5]	0.4763154	0.3597360	0.5928947
aou + silicate	Pacific	(26.5,26.75]	0.3206700	0.2563424	0.3849977
aou + silicate	Pacific	(26.75,27]	0.6131726	0.5353805	0.6909646
aou + silicate	Pacific	(27,27.25]	0.8794801	0.8496945	0.9092657
aou + silicate	Pacific	(27.25,27.5]	0.9022327	0.8734278	0.9310376
aou + silicate	Pacific	(27.5,27.75]	0.9172002	0.8883334	0.9460670
aou + silicate	Pacific	(27.75,27.85]	0.9671520	0.9647472	0.9695568
aou + silicate	Pacific	(27.85,27.95]	0.9633137	0.9620290	0.9645983
aou + silicate	Pacific	(27.95,28.05]	0.9459260	0.9449779	0.9468741
aou + silicate	Pacific	(28.05,28.1]	0.9517029	0.9492287	0.9541771
aou + silicate	Pacific	(28.1, Inf]	0.8574164	0.8503763	0.8644565
nitrate + silicate	Atlantic	(-Inf,26]	0.5580177	0.5244257	0.5916096
nitrate + silicate	Atlantic	(26,26.5]	0.8574446	0.8482759	0.8666133
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352520	0.9281830	0.9423210
nitrate + silicate	Atlantic	(26.75,27]	0.9174624	0.8882057	0.9467190
nitrate + silicate	Atlantic	(27,27.25]	0.9111429	0.8774252	0.9448606
nitrate + silicate	Atlantic	(27.25,27.5]	0.8936950	0.8749620	0.9124280
nitrate + silicate	Atlantic	(27.5,27.75]	0.8831541	0.8752671	0.8910412
nitrate + silicate	Atlantic	(27.75,27.85]	0.9394366	0.9322089	0.9466643
nitrate + silicate	Atlantic	(27.85,27.95]	0.9649267	0.9607633	0.9690900
nitrate + silicate	Atlantic	(27.95,28.05]	0.9792893	0.9768476	0.9817310
nitrate + silicate	Atlantic	(28.05,28.1]	0.9874354	0.9866602	0.9882105
nitrate + silicate	Atlantic	(28.1,28.15]	0.9887892	0.9880971	0.9894812
nitrate + silicate	Atlantic	(28.15,28.2]	0.9942278	0.9927067	0.9957489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9656412	0.9447825	0.9864999
nitrate + silicate	Indian	(-Inf,26]	0.9294102	0.8955068	0.9633137
nitrate + silicate	Indian	(26,26.5]	0.9512851	0.9412612	0.9613090
nitrate + silicate	Indian	(26.5,26.75]	0.9488184	0.9484509	0.9491858
nitrate + silicate	Indian	(26.75,27]	0.9337504	0.9248933	0.9426075
nitrate + silicate	Indian	(27,27.25]	0.9279153	0.9212409	0.9345897
nitrate + silicate	Indian	(27.25,27.5]	0.9247666	0.9128700	0.9366633
nitrate + silicate	Indian	(27.5,27.75]	0.8411879	0.8245958	0.8577799
nitrate + silicate	Indian	(27.75,27.85]	0.7805855	0.7565767	0.8045944
nitrate + silicate	Indian	(27.85,27.95]	0.8475787	0.8370449	0.8581125
nitrate + silicate	Indian	(27.95,28.05]	0.9043790	0.8946913	0.9140667
nitrate + silicate	Indian	(28.05,28.1]	0.9516336	0.9396345	0.9636328
nitrate + silicate	Indian	(28.1, Inf]	0.8252271	0.8171377	0.8333165
nitrate + silicate	Pacific	(-Inf,26]	0.8248745	0.8030319	0.8467172
nitrate + silicate	Pacific	(26,26.5]	0.7679974	0.7222038	0.8137909
nitrate + silicate	Pacific	(26.5,26.75]	0.7224007	0.6614939	0.7833075
nitrate + silicate	Pacific	(26.75,27]	0.8117015	0.7727712	0.8506317
nitrate + silicate	Pacific	(27,27.25]	0.8928187	0.8625749	0.9230625
nitrate + silicate	Pacific	(27.25,27.5]	0.8643182	0.8182356	0.9104007
nitrate + silicate	Pacific	(27.5,27.75]	0.8670458	0.8181660	0.9159256
nitrate + silicate	Pacific	(27.75,27.85]	0.9361037	0.9201716	0.9520357
nitrate + silicate	Pacific	(27.85,27.95]	0.9447808	0.9335379	0.9560237
nitrate + silicate	Pacific	(27.95,28.05]	0.9217484	0.9181758	0.9253211
nitrate + silicate	Pacific	(28.05,28.1]	0.9043942	0.8921182	0.9166702
nitrate + silicate	Pacific	(28.1, Inf]	0.9071628	0.8969100	0.9174155
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8463011	-0.8711973	-0.8214049
oxygen + nitrate	Atlantic	(26,26.5]	-0.8169423	-0.8191536	-0.8147311
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8361047	-0.8470465	-0.8251629
oxygen + nitrate	Atlantic	(26.75,27]	-0.7417933	-0.7824247	-0.7011619
oxygen + nitrate	Atlantic	(27,27.25]	-0.6643766	-0.7529366	-0.5758167
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5788321	-0.6474203	-0.5102438
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6352733	-0.7079467	-0.5625998
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7850590	-0.8221722	-0.7479459
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8600749	-0.8791373	-0.8410125
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8933121	-0.8994741	-0.8871500
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9395594	-0.9399154	-0.9392034
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9529051	-0.9731564	-0.9326538
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9813170	-0.9915477	-0.9710863
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7040932	-0.8251762	-0.5830101
oxygen + nitrate	Indian	(-Inf,26]	-0.9789288	-0.9832805	-0.9745770
oxygen + nitrate	Indian	(26,26.5]	-0.9695957	-0.9777630	-0.9614285
oxygen + nitrate	Indian	(26.5,26.75]	-0.9430535	-0.9584161	-0.9276909
oxygen + nitrate	Indian	(26.75,27]	-0.8848057	-0.9163747	-0.8532368
oxygen + nitrate	Indian	(27,27.25]	-0.8192738	-0.8326959	-0.8058518
oxygen + nitrate	Indian	(27.25,27.5]	-0.8312489	-0.8631885	-0.7993093
oxygen + nitrate	Indian	(27.5,27.75]	-0.8792146	-0.8980795	-0.8603497
oxygen + nitrate	Indian	(27.75,27.85]	-0.8556318	-0.8821642	-0.8290993
oxygen + nitrate	Indian	(27.85,27.95]	-0.8154413	-0.8591925	-0.7716900
oxygen + nitrate	Indian	(27.95,28.05]	-0.7435301	-0.8413721	-0.6456882
oxygen + nitrate	Indian	(28.05,28.1]	-0.8373094	-0.9140176	-0.7606013
oxygen + nitrate	Indian	(28.1, Inf]	-0.5147141	-0.6299566	-0.3994716
oxygen + nitrate	Pacific	(-Inf,26]	-0.5773664	-0.6428179	-0.5119149
oxygen + nitrate	Pacific	(26,26.5]	-0.7209263	-0.7393489	-0.7025037
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6401924	-0.6766305	-0.6037542
oxygen + nitrate	Pacific	(26.75,27]	-0.7929465	-0.8081353	-0.7777578
oxygen + nitrate	Pacific	(27,27.25]	-0.9507379	-0.9520192	-0.9494565
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9671849	-0.9711923	-0.9631775
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9711793	-0.9780460	-0.9643126
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9783516	-0.9867611	-0.9699422
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9770039	-0.9838152	-0.9701925
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9623561	-0.9701169	-0.9545953
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9422528	-0.9607972	-0.9237085
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9238997	-0.9466168	-0.9011826
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5594345	-0.5599394	-0.5589296
oxygen + phosphate	Atlantic	(26,26.5]	-0.6268739	-0.6406122	-0.6131356
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7209383	-0.7343716	-0.7075049
oxygen + phosphate	Atlantic	(26.75,27]	-0.6333301	-0.6708590	-0.5958013
oxygen + phosphate	Atlantic	(27,27.25]	-0.5800340	-0.6768755	-0.4831925
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5104540	-0.5840617	-0.4368462
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5920656	-0.6665971	-0.5175342
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7537575	-0.7906939	-0.7168211
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8521137	-0.8710479	-0.8331796
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8888390	-0.8935584	-0.8841195
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9324199	-0.9351820	-0.9296579
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9436304	-0.9588658	-0.9283950
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9808283	-0.9922437	-0.9694128
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7029413	-0.8240668	-0.5818158
oxygen + phosphate	Indian	(-Inf,26]	-0.9851744	-0.9855704	-0.9847784
oxygen + phosphate	Indian	(26,26.5]	-0.9846562	-0.9890548	-0.9802576
oxygen + phosphate	Indian	(26.5,26.75]	-0.9590320	-0.9850482	-0.9330158
oxygen + phosphate	Indian	(26.75,27]	-0.9115445	-0.9559254	-0.8671637
oxygen + phosphate	Indian	(27,27.25]	-0.8839776	-0.9334466	-0.8345085
oxygen + phosphate	Indian	(27.25,27.5]	-0.9110015	-0.9276015	-0.8944016
oxygen + phosphate	Indian	(27.5,27.75]	-0.9387338	-0.9416059	-0.9358616
oxygen + phosphate	Indian	(27.75,27.85]	-0.9098326	-0.9382466	-0.8814187
oxygen + phosphate	Indian	(27.85,27.95]	-0.8383567	-0.8919610	-0.7847523
oxygen + phosphate	Indian	(27.95,28.05]	-0.7761880	-0.8715385	-0.6808374
oxygen + phosphate	Indian	(28.05,28.1]	-0.8570015	-0.9332592	-0.7807438
oxygen + phosphate	Indian	(28.1, Inf]	-0.5383035	-0.6545098	-0.4220973
oxygen + phosphate	Pacific	(-Inf,26]	-0.6200967	-0.6678305	-0.5723629
oxygen + phosphate	Pacific	(26,26.5]	-0.7872475	-0.8153150	-0.7591800
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6911185	-0.7288084	-0.6534286
oxygen + phosphate	Pacific	(26.75,27]	-0.7966902	-0.8121733	-0.7812072
oxygen + phosphate	Pacific	(27,27.25]	-0.9575093	-0.9577422	-0.9572765
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9720617	-0.9732594	-0.9708640
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9733154	-0.9782598	-0.9683710
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9775315	-0.9838147	-0.9712484
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9785292	-0.9824747	-0.9745838
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9697439	-0.9755173	-0.9639705
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9620604	-0.9665825	-0.9575383
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9174233	-0.9384382	-0.8964084
oxygen + silicate	Atlantic	(-Inf,26]	-0.2574041	-0.3920757	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.5645206	-0.5957161	-0.5333251
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7312593	-0.7662289	-0.6962896
oxygen + silicate	Atlantic	(26.75,27]	-0.6726261	-0.6976353	-0.6476169
oxygen + silicate	Atlantic	(27,27.25]	-0.5357166	-0.6581244	-0.4133088
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3213708	-0.4337423	-0.2089992
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3233467	-0.4183006	-0.2283928
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6151945	-0.6298913	-0.6004977
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7512463	-0.7639076	-0.7385849
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8500107	-0.8549396	-0.8450818
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9273288	-0.9326908	-0.9219667
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9383522	-0.9497531	-0.9269512
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9832357	-0.9910614	-0.9754101
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7436611	-0.8071411	-0.6801811
oxygen + silicate	Indian	(-Inf,26]	-0.8795062	-0.9336853	-0.8253271
oxygen + silicate	Indian	(26,26.5]	-0.9141311	-0.9479188	-0.8803434
oxygen + silicate	Indian	(26.5,26.75]	-0.9359986	-0.9605753	-0.9114218
oxygen + silicate	Indian	(26.75,27]	-0.9471716	-0.9588454	-0.9354979
oxygen + silicate	Indian	(27,27.25]	-0.8804342	-0.9026146	-0.8582537
oxygen + silicate	Indian	(27.25,27.5]	-0.8171481	-0.8541692	-0.7801269
oxygen + silicate	Indian	(27.5,27.75]	-0.7785923	-0.8326549	-0.7245298
oxygen + silicate	Indian	(27.75,27.85]	-0.8261262	-0.8609998	-0.7912527
oxygen + silicate	Indian	(27.85,27.95]	-0.7971436	-0.8479240	-0.7463632
oxygen + silicate	Indian	(27.95,28.05]	-0.8038420	-0.8622234	-0.7454607
oxygen + silicate	Indian	(28.05,28.1]	-0.9085688	-0.9328661	-0.8842715
oxygen + silicate	Indian	(28.1, Inf]	-0.3496393	-0.4231012	-0.2761774
oxygen + silicate	Pacific	(-Inf,26]	-0.2404453	-0.2657024	-0.2151882
oxygen + silicate	Pacific	(26,26.5]	-0.3061239	-0.4273886	-0.1848592
oxygen + silicate	Pacific	(26.5,26.75]	-0.1294086	-0.1799328	-0.0788844
oxygen + silicate	Pacific	(26.75,27]	-0.4381921	-0.5386253	-0.3377588
oxygen + silicate	Pacific	(27,27.25]	-0.8291906	-0.8685674	-0.7898138
oxygen + silicate	Pacific	(27.25,27.5]	-0.8655580	-0.9023004	-0.8288155
oxygen + silicate	Pacific	(27.5,27.75]	-0.8856424	-0.9242733	-0.8470114
oxygen + silicate	Pacific	(27.75,27.85]	-0.9551139	-0.9578429	-0.9523850
oxygen + silicate	Pacific	(27.85,27.95]	-0.9543321	-0.9545899	-0.9540742
oxygen + silicate	Pacific	(27.95,28.05]	-0.9324156	-0.9324575	-0.9323738
oxygen + silicate	Pacific	(28.05,28.1]	-0.9436551	-0.9468681	-0.9404421
oxygen + silicate	Pacific	(28.1, Inf]	-0.8132270	-0.8243617	-0.8020922
phosphate + nitrate	Atlantic	(-Inf,26]	0.8274791	0.7735562	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9304299	0.9285739	0.9322859
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9740987	0.9739934	0.9742041
phosphate + nitrate	Atlantic	(26.75,27]	0.9809669	0.9805523	0.9813814
phosphate + nitrate	Atlantic	(27,27.25]	0.9889231	0.9874310	0.9904153
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9934858	0.9926472	0.9943243
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9952522	0.9951200	0.9953844
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9950200	0.9942288	0.9958112
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9944077	0.9941168	0.9946985
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9934505	0.9929616	0.9939394
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9913239	0.9901534	0.9924945
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9929493	0.9929282	0.9929704
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9971193	0.9969305	0.9973081
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9882467	0.9810480	0.9954454
phosphate + nitrate	Indian	(-Inf,26]	0.9940066	0.9903747	0.9976385
phosphate + nitrate	Indian	(26,26.5]	0.9890674	0.9812867	0.9968480
phosphate + nitrate	Indian	(26.5,26.75]	0.9898879	0.9823892	0.9973867
phosphate + nitrate	Indian	(26.75,27]	0.9854580	0.9752178	0.9956983
phosphate + nitrate	Indian	(27,27.25]	0.9601863	0.9285140	0.9918585
phosphate + nitrate	Indian	(27.25,27.5]	0.9509629	0.9181624	0.9837633
phosphate + nitrate	Indian	(27.5,27.75]	0.9394472	0.9248969	0.9539976
phosphate + nitrate	Indian	(27.75,27.85]	0.9285750	0.9254791	0.9316709
phosphate + nitrate	Indian	(27.85,27.95]	0.9572273	0.9566659	0.9577888
phosphate + nitrate	Indian	(27.95,28.05]	0.9774958	0.9761696	0.9788219
phosphate + nitrate	Indian	(28.05,28.1]	0.9834695	0.9834268	0.9835121
phosphate + nitrate	Indian	(28.1, Inf]	0.9307585	0.9203904	0.9411265
phosphate + nitrate	Pacific	(-Inf,26]	0.9489929	0.9444226	0.9535632
phosphate + nitrate	Pacific	(26,26.5]	0.9346170	0.9234238	0.9458103
phosphate + nitrate	Pacific	(26.5,26.75]	0.9316130	0.9191672	0.9440587
phosphate + nitrate	Pacific	(26.75,27]	0.9732324	0.9658314	0.9806334
phosphate + nitrate	Pacific	(27,27.25]	0.9872385	0.9842725	0.9902046
phosphate + nitrate	Pacific	(27.25,27.5]	0.9885781	0.9842765	0.9928797
phosphate + nitrate	Pacific	(27.5,27.75]	0.9872256	0.9804231	0.9940281
phosphate + nitrate	Pacific	(27.75,27.85]	0.9800547	0.9681141	0.9919953
phosphate + nitrate	Pacific	(27.85,27.95]	0.9744801	0.9599154	0.9890449
phosphate + nitrate	Pacific	(27.95,28.05]	0.9596681	0.9507042	0.9686321
phosphate + nitrate	Pacific	(28.05,28.1]	0.9311180	0.9072693	0.9549667
phosphate + nitrate	Pacific	(28.1, Inf]	0.9496702	0.9268324	0.9725079
phosphate + silicate	Atlantic	(-Inf,26]	0.7711146	0.7374635	0.8047657
phosphate + silicate	Atlantic	(26,26.5]	0.9213378	0.9019495	0.9407260
phosphate + silicate	Atlantic	(26.5,26.75]	0.9425662	0.9261549	0.9589774
phosphate + silicate	Atlantic	(26.75,27]	0.9257768	0.8996424	0.9519111
phosphate + silicate	Atlantic	(27,27.25]	0.9226844	0.8915898	0.9537790
phosphate + silicate	Atlantic	(27.25,27.5]	0.9144449	0.8996779	0.9292118
phosphate + silicate	Atlantic	(27.5,27.75]	0.8990966	0.8919360	0.9062572
phosphate + silicate	Atlantic	(27.75,27.85]	0.9469373	0.9409823	0.9528923
phosphate + silicate	Atlantic	(27.85,27.95]	0.9673904	0.9629623	0.9718185
phosphate + silicate	Atlantic	(27.95,28.05]	0.9807210	0.9783034	0.9831387
phosphate + silicate	Atlantic	(28.05,28.1]	0.9875529	0.9856633	0.9894424
phosphate + silicate	Atlantic	(28.1,28.15]	0.9916672	0.9905817	0.9927527
phosphate + silicate	Atlantic	(28.15,28.2]	0.9947574	0.9939413	0.9955734
phosphate + silicate	Atlantic	(28.2, Inf]	0.9724790	0.9566854	0.9882726
phosphate + silicate	Indian	(-Inf,26]	0.9156691	0.8677018	0.9636363
phosphate + silicate	Indian	(26,26.5]	0.9427621	0.9214702	0.9640540
phosphate + silicate	Indian	(26.5,26.75]	0.9480970	0.9422708	0.9539231
phosphate + silicate	Indian	(26.75,27]	0.9428164	0.9370683	0.9485646
phosphate + silicate	Indian	(27,27.25]	0.9318176	0.9149857	0.9486495
phosphate + silicate	Indian	(27.25,27.5]	0.9073946	0.8715175	0.9432716
phosphate + silicate	Indian	(27.5,27.75]	0.8389835	0.7826510	0.8953160
phosphate + silicate	Indian	(27.75,27.85]	0.8687617	0.8553204	0.8822030
phosphate + silicate	Indian	(27.85,27.95]	0.9043622	0.9024241	0.9063003
phosphate + silicate	Indian	(27.95,28.05]	0.9258076	0.9198767	0.9317386
phosphate + silicate	Indian	(28.05,28.1]	0.9600140	0.9492282	0.9707998
phosphate + silicate	Indian	(28.1, Inf]	0.8081725	0.7954102	0.8209348
phosphate + silicate	Pacific	(-Inf,26]	0.7222376	0.6860105	0.7584648
phosphate + silicate	Pacific	(26,26.5]	0.7289273	0.6840464	0.7738082
phosphate + silicate	Pacific	(26.5,26.75]	0.6839789	0.6238698	0.7440880
phosphate + silicate	Pacific	(26.75,27]	0.8156881	0.7795215	0.8518548
phosphate + silicate	Pacific	(27,27.25]	0.9050965	0.8805341	0.9296588
phosphate + silicate	Pacific	(27.25,27.5]	0.8819571	0.8465789	0.9173353
phosphate + silicate	Pacific	(27.5,27.75]	0.8728551	0.8298912	0.9158191
phosphate + silicate	Pacific	(27.75,27.85]	0.9435855	0.9321719	0.9549992
phosphate + silicate	Pacific	(27.85,27.95]	0.9565717	0.9489360	0.9642073
phosphate + silicate	Pacific	(27.95,28.05]	0.9445553	0.9399621	0.9491485
phosphate + silicate	Pacific	(28.05,28.1]	0.9376212	0.9322173	0.9430250
phosphate + silicate	Pacific	(28.1, Inf]	0.9070302	0.9017605	0.9122998
sal + aou	Atlantic	(-Inf,26]	-0.1828846	-0.3739854	0.0082163
sal + aou	Atlantic	(26,26.5]	-0.2267589	-0.2821915	-0.1713262
sal + aou	Atlantic	(26.5,26.75]	-0.3102101	-0.3914307	-0.2289895
sal + aou	Atlantic	(26.75,27]	-0.1751764	-0.2316125	-0.1187402
sal + aou	Atlantic	(27,27.25]	-0.1837835	-0.3319547	-0.0356123
sal + aou	Atlantic	(27.25,27.5]	-0.2434486	-0.3306600	-0.1562372
sal + aou	Atlantic	(27.5,27.75]	-0.3680969	-0.3976957	-0.3384980
sal + aou	Atlantic	(27.75,27.85]	-0.3416044	-0.3558465	-0.3273623
sal + aou	Atlantic	(27.85,27.95]	-0.3475113	-0.4294968	-0.2655257
sal + aou	Atlantic	(27.95,28.05]	-0.4829758	-0.6057594	-0.3601921
sal + aou	Atlantic	(28.05,28.1]	-0.7213076	-0.7736930	-0.6689223
sal + aou	Atlantic	(28.1,28.15]	-0.7757319	-0.7901690	-0.7612948
sal + aou	Atlantic	(28.15,28.2]	-0.9201565	-0.9324561	-0.9078570
sal + aou	Atlantic	(28.2, Inf]	-0.5085401	-0.7210913	-0.2959889
sal + aou	Indian	(-Inf,26]	-0.6080330	-0.7790926	-0.4369733
sal + aou	Indian	(26,26.5]	-0.6222807	-0.7933226	-0.4512389
sal + aou	Indian	(26.5,26.75]	-0.1798575	-0.2755631	-0.0841519
sal + aou	Indian	(26.75,27]	0.4671995	0.3488075	0.5855915
sal + aou	Indian	(27,27.25]	0.8329651	0.8026067	0.8633234
sal + aou	Indian	(27.25,27.5]	0.9003387	0.8309041	0.9697733
sal + aou	Indian	(27.5,27.75]	0.9168908	0.8673175	0.9664641
sal + aou	Indian	(27.75,27.85]	0.9447420	0.9353330	0.9541511
sal + aou	Indian	(27.85,27.95]	0.8963851	0.8954030	0.8973671
sal + aou	Indian	(27.95,28.05]	0.6262278	0.5813731	0.6710826
sal + aou	Indian	(28.05,28.1]	0.0648451	-0.0624399	0.1921302
sal + aou	Indian	(28.1, Inf]	0.5352676	0.5197452	0.5507901
sal + aou	Pacific	(-Inf,26]	-0.1028069	-0.1077263	-0.0978876
sal + aou	Pacific	(26,26.5]	0.1237039	-0.0849301	0.3323380
sal + aou	Pacific	(26.5,26.75]	0.2733517	0.1433983	0.4033052
sal + aou	Pacific	(26.75,27]	-0.0330141	-0.1426438	0.0766155
sal + aou	Pacific	(27,27.25]	-0.1931204	-0.2416135	-0.1446273
sal + aou	Pacific	(27.25,27.5]	0.1080742	0.0440901	0.1720582
sal + aou	Pacific	(27.5,27.75]	0.0593404	0.0581841	0.0604966
sal + aou	Pacific	(27.75,27.85]	-0.1549551	-0.1553584	-0.1545519
sal + aou	Pacific	(27.85,27.95]	-0.4838572	-0.5609062	-0.4068082
sal + aou	Pacific	(27.95,28.05]	-0.7025245	-0.7603792	-0.6446698
sal + aou	Pacific	(28.05,28.1]	-0.8837637	-0.8845325	-0.8829949
sal + aou	Pacific	(28.1, Inf]	-0.7346241	-0.7450397	-0.7242085
sal + nitrate	Atlantic	(-Inf,26]	-0.2519956	-0.3385087	-0.1654825
sal + nitrate	Atlantic	(26,26.5]	-0.4250908	-0.4737934	-0.3763882
sal + nitrate	Atlantic	(26.5,26.75]	-0.5513183	-0.6185079	-0.4841287
sal + nitrate	Atlantic	(26.75,27]	-0.5494545	-0.5763227	-0.5225862
sal + nitrate	Atlantic	(27,27.25]	-0.6395656	-0.6775864	-0.6015449
sal + nitrate	Atlantic	(27.25,27.5]	-0.7358155	-0.7611735	-0.7104574
sal + nitrate	Atlantic	(27.5,27.75]	-0.7441475	-0.7542475	-0.7340475
sal + nitrate	Atlantic	(27.75,27.85]	-0.6313551	-0.6387136	-0.6239965
sal + nitrate	Atlantic	(27.85,27.95]	-0.5932814	-0.6713524	-0.5152105
sal + nitrate	Atlantic	(27.95,28.05]	-0.6781880	-0.7744801	-0.5818959
sal + nitrate	Atlantic	(28.05,28.1]	-0.8160512	-0.8579249	-0.7741775
sal + nitrate	Atlantic	(28.1,28.15]	-0.8468233	-0.8556742	-0.8379723
sal + nitrate	Atlantic	(28.15,28.2]	-0.9399842	-0.9443790	-0.9355894
sal + nitrate	Atlantic	(28.2, Inf]	-0.8806857	-0.9409970	-0.8203744
sal + nitrate	Indian	(-Inf,26]	-0.6382935	-0.7914844	-0.4851027
sal + nitrate	Indian	(26,26.5]	-0.7323957	-0.8580175	-0.6067739
sal + nitrate	Indian	(26.5,26.75]	-0.4021387	-0.5215713	-0.2827061
sal + nitrate	Indian	(26.75,27]	0.1239734	-0.0610593	0.3090062
sal + nitrate	Indian	(27,27.25]	0.4834123	0.4598782	0.5069464
sal + nitrate	Indian	(27.25,27.5]	0.6341792	0.4736305	0.7947279
sal + nitrate	Indian	(27.5,27.75]	0.7324287	0.6222275	0.8426300
sal + nitrate	Indian	(27.75,27.85]	0.7168308	0.6599545	0.7737072
sal + nitrate	Indian	(27.85,27.95]	0.5788108	0.5123992	0.6452223
sal + nitrate	Indian	(27.95,28.05]	0.1138409	0.0388453	0.1888365
sal + nitrate	Indian	(28.05,28.1]	-0.3306739	-0.3443958	-0.3169520
sal + nitrate	Indian	(28.1, Inf]	-0.2085819	-0.3381395	-0.0790243
sal + nitrate	Pacific	(-Inf,26]	-0.3985506	-0.4577692	-0.3393321
sal + nitrate	Pacific	(26,26.5]	-0.3140649	-0.4866881	-0.1414417
sal + nitrate	Pacific	(26.5,26.75]	-0.2871415	-0.4481135	-0.1261696
sal + nitrate	Pacific	(26.75,27]	-0.3915816	-0.4796685	-0.3034947
sal + nitrate	Pacific	(27,27.25]	-0.3091519	-0.3689683	-0.2493355
sal + nitrate	Pacific	(27.25,27.5]	0.0968487	0.0116014	0.1820960
sal + nitrate	Pacific	(27.5,27.75]	0.0638740	0.0437145	0.0840335
sal + nitrate	Pacific	(27.75,27.85]	-0.1522704	-0.1594574	-0.1450834
sal + nitrate	Pacific	(27.85,27.95]	-0.4837429	-0.5374630	-0.4300229
sal + nitrate	Pacific	(27.95,28.05]	-0.7336338	-0.7865519	-0.6807157
sal + nitrate	Pacific	(28.05,28.1]	-0.9047809	-0.9154453	-0.8941164
sal + nitrate	Pacific	(28.1, Inf]	-0.8310677	-0.8392969	-0.8228386
sal + oxygen	Atlantic	(-Inf,26]	-0.0998030	-0.2928631	0.0932571
sal + oxygen	Atlantic	(26,26.5]	-0.0833617	-0.1396435	-0.0270798
sal + oxygen	Atlantic	(26.5,26.75]	0.0377503	-0.0200791	0.0955797
sal + oxygen	Atlantic	(26.75,27]	-0.1046614	-0.1835369	-0.0257859
sal + oxygen	Atlantic	(27,27.25]	-0.0922010	-0.2537714	0.0693695
sal + oxygen	Atlantic	(27.25,27.5]	-0.0821659	-0.1956804	0.0313485
sal + oxygen	Atlantic	(27.5,27.75]	0.0230208	-0.0449529	0.0909946
sal + oxygen	Atlantic	(27.75,27.85]	0.0650919	0.0257782	0.1044056
sal + oxygen	Atlantic	(27.85,27.95]	0.1574507	0.0871449	0.2277566
sal + oxygen	Atlantic	(27.95,28.05]	0.3334718	0.2141767	0.4527669
sal + oxygen	Atlantic	(28.05,28.1]	0.6228934	0.5629672	0.6828196
sal + oxygen	Atlantic	(28.1,28.15]	0.6951719	0.6651333	0.7252105
sal + oxygen	Atlantic	(28.15,28.2]	0.8885171	0.8700384	0.9069957
sal + oxygen	Atlantic	(28.2, Inf]	0.3445092	0.0756174	0.6134010
sal + oxygen	Indian	(-Inf,26]	0.6073323	0.4206233	0.7940413
sal + oxygen	Indian	(26,26.5]	0.5691592	0.3862124	0.7521061
sal + oxygen	Indian	(26.5,26.75]	0.1024893	0.0187418	0.1862368
sal + oxygen	Indian	(26.75,27]	-0.5523485	-0.6442839	-0.4604131
sal + oxygen	Indian	(27,27.25]	-0.8808392	-0.9129824	-0.8486960
sal + oxygen	Indian	(27.25,27.5]	-0.9287130	-0.9839322	-0.8734938
sal + oxygen	Indian	(27.5,27.75]	-0.9300362	-0.9654313	-0.8946412
sal + oxygen	Indian	(27.75,27.85]	-0.9520225	-0.9604491	-0.9435959
sal + oxygen	Indian	(27.85,27.95]	-0.9219776	-0.9236718	-0.9202835
sal + oxygen	Indian	(27.95,28.05]	-0.7160403	-0.7693693	-0.6627112
sal + oxygen	Indian	(28.05,28.1]	-0.1811823	-0.3454718	-0.0168928
sal + oxygen	Indian	(28.1, Inf]	-0.6615146	-0.6619526	-0.6610766
sal + oxygen	Pacific	(-Inf,26]	-0.3442725	-0.3543131	-0.3342319
sal + oxygen	Pacific	(26,26.5]	-0.3195429	-0.5101933	-0.1288926
sal + oxygen	Pacific	(26.5,26.75]	-0.4679026	-0.5724090	-0.3633963
sal + oxygen	Pacific	(26.75,27]	-0.1822765	-0.3032750	-0.0612780
sal + oxygen	Pacific	(27,27.25]	0.0898006	0.0322578	0.1473434
sal + oxygen	Pacific	(27.25,27.5]	-0.1832115	-0.2538688	-0.1125542
sal + oxygen	Pacific	(27.5,27.75]	-0.1145319	-0.1261940	-0.1028697
sal + oxygen	Pacific	(27.75,27.85]	0.1025991	0.1011487	0.1040495
sal + oxygen	Pacific	(27.85,27.95]	0.4595644	0.3729639	0.5461649
sal + oxygen	Pacific	(27.95,28.05]	0.6924042	0.6277241	0.7570842
sal + oxygen	Pacific	(28.05,28.1]	0.8765922	0.8763969	0.8767874
sal + oxygen	Pacific	(28.1, Inf]	0.6804707	0.6633199	0.6976215
sal + phosphate	Atlantic	(-Inf,26]	-0.5694457	-0.6780962	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6886828	-0.7212932	-0.6560724
sal + phosphate	Atlantic	(26.5,26.75]	-0.7056253	-0.7598633	-0.6513872
sal + phosphate	Atlantic	(26.75,27]	-0.6816005	-0.7105012	-0.6526999
sal + phosphate	Atlantic	(27,27.25]	-0.7285806	-0.7604833	-0.6966780
sal + phosphate	Atlantic	(27.25,27.5]	-0.7902829	-0.8122637	-0.7683021
sal + phosphate	Atlantic	(27.5,27.75]	-0.7831353	-0.7910839	-0.7751868
sal + phosphate	Atlantic	(27.75,27.85]	-0.6695133	-0.6721280	-0.6668986
sal + phosphate	Atlantic	(27.85,27.95]	-0.6093882	-0.6857790	-0.5329974
sal + phosphate	Atlantic	(27.95,28.05]	-0.6861925	-0.7815931	-0.5907919
sal + phosphate	Atlantic	(28.05,28.1]	-0.8258912	-0.8672532	-0.7845292
sal + phosphate	Atlantic	(28.1,28.15]	-0.8639811	-0.8682726	-0.8596896
sal + phosphate	Atlantic	(28.15,28.2]	-0.9420661	-0.9500623	-0.9340698
sal + phosphate	Atlantic	(28.2, Inf]	-0.8854581	-0.9455484	-0.8253678
sal + phosphate	Indian	(-Inf,26]	-0.6018489	-0.7866539	-0.4170439
sal + phosphate	Indian	(26,26.5]	-0.6630434	-0.8518370	-0.4742498
sal + phosphate	Indian	(26.5,26.75]	-0.3295061	-0.5128456	-0.1461666
sal + phosphate	Indian	(26.75,27]	0.2101389	-0.0334043	0.4536821
sal + phosphate	Indian	(27,27.25]	0.6200374	0.5534995	0.6865753
sal + phosphate	Indian	(27.25,27.5]	0.7776162	0.7186694	0.8365629
sal + phosphate	Indian	(27.5,27.75]	0.8466994	0.7963421	0.8970567
sal + phosphate	Indian	(27.75,27.85]	0.8338787	0.7836495	0.8841078
sal + phosphate	Indian	(27.85,27.95]	0.6527537	0.5673179	0.7381894
sal + phosphate	Indian	(27.95,28.05]	0.1809628	0.0941349	0.2677907
sal + phosphate	Indian	(28.05,28.1]	-0.2890833	-0.2966070	-0.2815595
sal + phosphate	Indian	(28.1, Inf]	-0.1794860	-0.3113695	-0.0476024
sal + phosphate	Pacific	(-Inf,26]	-0.2929615	-0.3480339	-0.2378891
sal + phosphate	Pacific	(26,26.5]	-0.2572271	-0.4075445	-0.1069097
sal + phosphate	Pacific	(26.5,26.75]	-0.2466913	-0.4009907	-0.0923919
sal + phosphate	Pacific	(26.75,27]	-0.4049525	-0.4881240	-0.3217810
sal + phosphate	Pacific	(27,27.25]	-0.3168470	-0.3707895	-0.2629045
sal + phosphate	Pacific	(27.25,27.5]	0.0785204	0.0042594	0.1527814
sal + phosphate	Pacific	(27.5,27.75]	0.0643208	0.0495916	0.0790499
sal + phosphate	Pacific	(27.75,27.85]	-0.1539635	-0.1540722	-0.1538547
sal + phosphate	Pacific	(27.85,27.95]	-0.4957292	-0.5574685	-0.4339898
sal + phosphate	Pacific	(27.95,28.05]	-0.7425326	-0.7927085	-0.6923568
sal + phosphate	Pacific	(28.05,28.1]	-0.8994260	-0.9179726	-0.8808793
sal + phosphate	Pacific	(28.1, Inf]	-0.8319229	-0.8394216	-0.8244243
sal + silicate	Atlantic	(-Inf,26]	-0.5856444	-0.6044599	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6546969	-0.7052527	-0.6041411
sal + silicate	Atlantic	(26.5,26.75]	-0.6171459	-0.7195788	-0.5147129
sal + silicate	Atlantic	(26.75,27]	-0.5738411	-0.6243267	-0.5233554
sal + silicate	Atlantic	(27,27.25]	-0.6745507	-0.7203532	-0.6287481
sal + silicate	Atlantic	(27.25,27.5]	-0.7974208	-0.8059891	-0.7888526
sal + silicate	Atlantic	(27.5,27.75]	-0.8021671	-0.8069975	-0.7973367
sal + silicate	Atlantic	(27.75,27.85]	-0.6993998	-0.7266160	-0.6721836
sal + silicate	Atlantic	(27.85,27.95]	-0.6912824	-0.7401384	-0.6424264
sal + silicate	Atlantic	(27.95,28.05]	-0.7323330	-0.8069177	-0.6577483
sal + silicate	Atlantic	(28.05,28.1]	-0.8477014	-0.8766430	-0.8187597
sal + silicate	Atlantic	(28.1,28.15]	-0.8770790	-0.8826433	-0.8715148
sal + silicate	Atlantic	(28.15,28.2]	-0.9305732	-0.9309557	-0.9301907
sal + silicate	Atlantic	(28.2, Inf]	-0.8338233	-0.9369919	-0.7306547
sal + silicate	Indian	(-Inf,26]	-0.7705201	-0.8276420	-0.7133981
sal + silicate	Indian	(26,26.5]	-0.7668805	-0.8557701	-0.6779910
sal + silicate	Indian	(26.5,26.75]	-0.3361223	-0.3492165	-0.3230281
sal + silicate	Indian	(26.75,27]	0.3369040	0.2539570	0.4198509
sal + silicate	Indian	(27,27.25]	0.6082055	0.5309889	0.6854221
sal + silicate	Indian	(27.25,27.5]	0.6286921	0.4726070	0.7847771
sal + silicate	Indian	(27.5,27.75]	0.6636813	0.4916887	0.8356739
sal + silicate	Indian	(27.75,27.85]	0.7985789	0.7937407	0.8034171
sal + silicate	Indian	(27.85,27.95]	0.6916683	0.6269367	0.7563999
sal + silicate	Indian	(27.95,28.05]	0.3339702	0.2870470	0.3808934
sal + silicate	Indian	(28.05,28.1]	-0.1341768	-0.2122287	-0.0561248
sal + silicate	Indian	(28.1, Inf]	-0.2448734	-0.2902085	-0.1995383
sal + silicate	Pacific	(-Inf,26]	-0.6308280	-0.6522292	-0.6094268
sal + silicate	Pacific	(26,26.5]	-0.6544870	-0.6978104	-0.6111635
sal + silicate	Pacific	(26.5,26.75]	-0.7269392	-0.7681636	-0.6857149
sal + silicate	Pacific	(26.75,27]	-0.7518275	-0.7532250	-0.7504301
sal + silicate	Pacific	(27,27.25]	-0.5760774	-0.5863639	-0.5657908
sal + silicate	Pacific	(27.25,27.5]	-0.2114570	-0.2145461	-0.2083680
sal + silicate	Pacific	(27.5,27.75]	-0.0696067	-0.1339570	-0.0052564
sal + silicate	Pacific	(27.75,27.85]	-0.2064004	-0.2129560	-0.1998447
sal + silicate	Pacific	(27.85,27.95]	-0.4463823	-0.4909497	-0.4018149
sal + silicate	Pacific	(27.95,28.05]	-0.6213607	-0.6692283	-0.5734931
sal + silicate	Pacific	(28.05,28.1]	-0.8178085	-0.8194905	-0.8161265
sal + silicate	Pacific	(28.1, Inf]	-0.8654596	-0.8780422	-0.8528769
sal + temp	Atlantic	(-Inf,26]	0.7844354	0.7734916	0.7953792
sal + temp	Atlantic	(26,26.5]	0.9611229	0.9595484	0.9626975
sal + temp	Atlantic	(26.5,26.75]	0.9808448	0.9787372	0.9829524
sal + temp	Atlantic	(26.75,27]	0.9763016	0.9717939	0.9808092
sal + temp	Atlantic	(27,27.25]	0.9785326	0.9775121	0.9795530
sal + temp	Atlantic	(27.25,27.5]	0.9779553	0.9772631	0.9786476
sal + temp	Atlantic	(27.5,27.75]	0.9653667	0.9641535	0.9665800
sal + temp	Atlantic	(27.75,27.85]	0.9796676	0.9775948	0.9817403
sal + temp	Atlantic	(27.85,27.95]	0.9530528	0.9459260	0.9601796
sal + temp	Atlantic	(27.95,28.05]	0.9146111	0.9000437	0.9291785
sal + temp	Atlantic	(28.05,28.1]	0.9507670	0.9444778	0.9570563
sal + temp	Atlantic	(28.1,28.15]	0.9425539	0.9302215	0.9548862
sal + temp	Atlantic	(28.15,28.2]	0.7292429	0.5403487	0.9181371
sal + temp	Atlantic	(28.2, Inf]	0.4659798	0.2220448	0.7099149
sal + temp	Indian	(-Inf,26]	0.1543480	0.0787079	0.2299880
sal + temp	Indian	(26,26.5]	0.8695997	0.8501030	0.8890963
sal + temp	Indian	(26.5,26.75]	0.9577711	0.9533982	0.9621440
sal + temp	Indian	(26.75,27]	0.9684809	0.9607487	0.9762130
sal + temp	Indian	(27,27.25]	0.9550550	0.9517380	0.9583721
sal + temp	Indian	(27.25,27.5]	0.9458646	0.9316914	0.9600378
sal + temp	Indian	(27.5,27.75]	0.9060338	0.8770834	0.9349843
sal + temp	Indian	(27.75,27.85]	0.9342473	0.9223571	0.9461374
sal + temp	Indian	(27.85,27.95]	0.9329213	0.9198577	0.9459849
sal + temp	Indian	(27.95,28.05]	0.9352620	0.9144257	0.9560982
sal + temp	Indian	(28.05,28.1]	0.9077893	0.8695594	0.9460192
sal + temp	Indian	(28.1, Inf]	0.9209833	0.9143548	0.9276117
sal + temp	Pacific	(-Inf,26]	0.7805011	0.7798672	0.7811349
sal + temp	Pacific	(26,26.5]	0.9526871	0.9495988	0.9557754
sal + temp	Pacific	(26.5,26.75]	0.9781260	0.9772959	0.9789561
sal + temp	Pacific	(26.75,27]	0.9784762	0.9758910	0.9810614
sal + temp	Pacific	(27,27.25]	0.9455698	0.9393817	0.9517579
sal + temp	Pacific	(27.25,27.5]	0.8247574	0.8010660	0.8484488
sal + temp	Pacific	(27.5,27.75]	0.6077298	0.5555917	0.6598678
sal + temp	Pacific	(27.75,27.85]	0.7694159	0.7577504	0.7810814
sal + temp	Pacific	(27.85,27.95]	0.5277825	0.4606582	0.5949068
sal + temp	Pacific	(27.95,28.05]	0.3215483	0.2659459	0.3771506
sal + temp	Pacific	(28.05,28.1]	0.1383476	0.1263310	0.1503641
sal + temp	Pacific	(28.1, Inf]	-0.2815998	-0.3280356	-0.2351641
temp + aou	Atlantic	(-Inf,26]	-0.2754057	-0.4812694	-0.0695421
temp + aou	Atlantic	(26,26.5]	-0.2610163	-0.3029734	-0.2190591
temp + aou	Atlantic	(26.5,26.75]	-0.2989626	-0.3699791	-0.2279461
temp + aou	Atlantic	(26.75,27]	-0.1330363	-0.2055274	-0.0605452
temp + aou	Atlantic	(27,27.25]	-0.1100288	-0.2501933	0.0301357
temp + aou	Atlantic	(27.25,27.5]	-0.2014244	-0.2951499	-0.1076990
temp + aou	Atlantic	(27.5,27.75]	-0.3175494	-0.3496547	-0.2854441
temp + aou	Atlantic	(27.75,27.85]	-0.2941212	-0.3106843	-0.2775582
temp + aou	Atlantic	(27.85,27.95]	-0.2628201	-0.3757105	-0.1499297
temp + aou	Atlantic	(27.95,28.05]	-0.4492179	-0.5169151	-0.3815207
temp + aou	Atlantic	(28.05,28.1]	-0.5916856	-0.6528008	-0.5305703
temp + aou	Atlantic	(28.1,28.15]	-0.5697844	-0.6127839	-0.5267849
temp + aou	Atlantic	(28.15,28.2]	-0.5282202	-0.7337227	-0.3227177
temp + aou	Atlantic	(28.2, Inf]	0.2913075	0.2783421	0.3042730
temp + aou	Indian	(-Inf,26]	-0.4167821	-0.4708478	-0.3627165
temp + aou	Indian	(26,26.5]	-0.4852516	-0.5688997	-0.4016034
temp + aou	Indian	(26.5,26.75]	-0.1298814	-0.1906146	-0.0691481
temp + aou	Indian	(26.75,27]	0.3583979	0.2162377	0.5005581
temp + aou	Indian	(27,27.25]	0.7264264	0.7061864	0.7466664
temp + aou	Indian	(27.25,27.5]	0.8408559	0.8289527	0.8527592
temp + aou	Indian	(27.5,27.75]	0.8853707	0.8785957	0.8921457
temp + aou	Indian	(27.75,27.85]	0.9291174	0.9194324	0.9388024
temp + aou	Indian	(27.85,27.95]	0.8731435	0.8548828	0.8914042
temp + aou	Indian	(27.95,28.05]	0.6748264	0.6168813	0.7327716
temp + aou	Indian	(28.05,28.1]	0.3389386	0.2646360	0.4132412
temp + aou	Indian	(28.1, Inf]	0.7479726	0.7259645	0.7699808
temp + aou	Pacific	(-Inf,26]	-0.2537761	-0.2582766	-0.2492756
temp + aou	Pacific	(26,26.5]	0.0531269	-0.1366131	0.2428669
temp + aou	Pacific	(26.5,26.75]	0.2880839	0.1832394	0.3929284
temp + aou	Pacific	(26.75,27]	-0.0358956	-0.1283498	0.0565586
temp + aou	Pacific	(27,27.25]	-0.2339302	-0.2605707	-0.2072898
temp + aou	Pacific	(27.25,27.5]	0.0293749	-0.0412452	0.0999949
temp + aou	Pacific	(27.5,27.75]	0.0933786	0.0686652	0.1180919
temp + aou	Pacific	(27.75,27.85]	0.0121529	-0.0061619	0.0304678
temp + aou	Pacific	(27.85,27.95]	-0.1725140	-0.2637416	-0.0812865
temp + aou	Pacific	(27.95,28.05]	-0.1584517	-0.2286471	-0.0882564
temp + aou	Pacific	(28.05,28.1]	-0.0860084	-0.1538362	-0.0181805
temp + aou	Pacific	(28.1, Inf]	0.7772426	0.7583704	0.7961149
temp + nitrate	Atlantic	(-Inf,26]	-0.2557327	-0.3463706	-0.1650948
temp + nitrate	Atlantic	(26,26.5]	-0.4877174	-0.5262294	-0.4492054
temp + nitrate	Atlantic	(26.5,26.75]	-0.5405688	-0.5967973	-0.4843404
temp + nitrate	Atlantic	(26.75,27]	-0.4989012	-0.5524804	-0.4453219
temp + nitrate	Atlantic	(27,27.25]	-0.5712138	-0.6008299	-0.5415977
temp + nitrate	Atlantic	(27.25,27.5]	-0.6943885	-0.7285678	-0.6602091
temp + nitrate	Atlantic	(27.5,27.75]	-0.6986347	-0.7146617	-0.6826076
temp + nitrate	Atlantic	(27.75,27.85]	-0.6014314	-0.6396291	-0.5632337
temp + nitrate	Atlantic	(27.85,27.95]	-0.5289669	-0.6380147	-0.4199191
temp + nitrate	Atlantic	(27.95,28.05]	-0.6377591	-0.7007725	-0.5747457
temp + nitrate	Atlantic	(28.05,28.1]	-0.7098543	-0.7596013	-0.6601074
temp + nitrate	Atlantic	(28.1,28.15]	-0.6712073	-0.6798769	-0.6625377
temp + nitrate	Atlantic	(28.15,28.2]	-0.5478758	-0.7415067	-0.3542449
temp + nitrate	Atlantic	(28.2, Inf]	-0.1263872	-0.2623785	0.0096041
temp + nitrate	Indian	(-Inf,26]	-0.4472142	-0.4874662	-0.4069623
temp + nitrate	Indian	(26,26.5]	-0.6020869	-0.6512483	-0.5529254
temp + nitrate	Indian	(26.5,26.75]	-0.3561712	-0.4444697	-0.2678726
temp + nitrate	Indian	(26.75,27]	0.0039172	-0.1974919	0.2053264
temp + nitrate	Indian	(27,27.25]	0.3176444	0.2686610	0.3666278
temp + nitrate	Indian	(27.25,27.5]	0.5041711	0.4420141	0.5663281
temp + nitrate	Indian	(27.5,27.75]	0.6796149	0.6353311	0.7238986
temp + nitrate	Indian	(27.75,27.85]	0.7188018	0.6776297	0.7599740
temp + nitrate	Indian	(27.85,27.95]	0.5578467	0.5275876	0.5881059
temp + nitrate	Indian	(27.95,28.05]	0.1960075	0.1390341	0.2529809
temp + nitrate	Indian	(28.05,28.1]	-0.0310413	-0.0756078	0.0135251
temp + nitrate	Indian	(28.1, Inf]	0.0535821	-0.0956626	0.2028268
temp + nitrate	Pacific	(-Inf,26]	-0.5102323	-0.5686208	-0.4518438
temp + nitrate	Pacific	(26,26.5]	-0.4062649	-0.5538242	-0.2587056
temp + nitrate	Pacific	(26.5,26.75]	-0.2923955	-0.4347662	-0.1500249
temp + nitrate	Pacific	(26.75,27]	-0.4112721	-0.4896754	-0.3328688
temp + nitrate	Pacific	(27,27.25]	-0.3783506	-0.4181504	-0.3385508
temp + nitrate	Pacific	(27.25,27.5]	-0.0288279	-0.1212299	0.0635742
temp + nitrate	Pacific	(27.5,27.75]	0.0810653	0.0350451	0.1270856
temp + nitrate	Pacific	(27.75,27.85]	0.0076924	-0.0016421	0.0170268
temp + nitrate	Pacific	(27.85,27.95]	-0.1688707	-0.2317921	-0.1059493
temp + nitrate	Pacific	(27.95,28.05]	-0.1938834	-0.2517950	-0.1359718
temp + nitrate	Pacific	(28.05,28.1]	-0.1340264	-0.1977888	-0.0702639
temp + nitrate	Pacific	(28.1, Inf]	0.6296291	0.5861704	0.6730878
temp + oxygen	Atlantic	(-Inf,26]	-0.0665057	-0.2734555	0.1404442
temp + oxygen	Atlantic	(26,26.5]	-0.0590460	-0.1014860	-0.0166061
temp + oxygen	Atlantic	(26.5,26.75]	0.0154578	-0.0285293	0.0594449
temp + oxygen	Atlantic	(26.75,27]	-0.1569213	-0.2544102	-0.0594325
temp + oxygen	Atlantic	(27,27.25]	-0.1730141	-0.3234008	-0.0226275
temp + oxygen	Atlantic	(27.25,27.5]	-0.1320988	-0.2516200	-0.0125776
temp + oxygen	Atlantic	(27.5,27.75]	-0.0438176	-0.1152981	0.0276628
temp + oxygen	Atlantic	(27.75,27.85]	0.0076983	-0.0005156	0.0159122
temp + oxygen	Atlantic	(27.85,27.95]	0.0588119	-0.0413884	0.1590121
temp + oxygen	Atlantic	(27.95,28.05]	0.2765690	0.2156374	0.3375006
temp + oxygen	Atlantic	(28.05,28.1]	0.4711126	0.4023695	0.5398558
temp + oxygen	Atlantic	(28.1,28.15]	0.4666279	0.4030774	0.5301784
temp + oxygen	Atlantic	(28.15,28.2]	0.4492639	0.2112865	0.6872413
temp + oxygen	Atlantic	(28.2, Inf]	-0.4845637	-0.5219120	-0.4472154
temp + oxygen	Indian	(-Inf,26]	0.3064698	0.2608737	0.3520659
temp + oxygen	Indian	(26,26.5]	0.4147130	0.3264393	0.5029868
temp + oxygen	Indian	(26.5,26.75]	0.0489744	0.0007362	0.0972126
temp + oxygen	Indian	(26.75,27]	-0.4512676	-0.5673158	-0.3352194
temp + oxygen	Indian	(27,27.25]	-0.7942742	-0.8062568	-0.7822915
temp + oxygen	Indian	(27.25,27.5]	-0.8891905	-0.8973926	-0.8809885
temp + oxygen	Indian	(27.5,27.75]	-0.9227967	-0.9263843	-0.9192090
temp + oxygen	Indian	(27.75,27.85]	-0.9541078	-0.9589708	-0.9492447
temp + oxygen	Indian	(27.85,27.95]	-0.9179399	-0.9344102	-0.9014697
temp + oxygen	Indian	(27.95,28.05]	-0.7697676	-0.8304425	-0.7090927
temp + oxygen	Indian	(28.05,28.1]	-0.4506451	-0.5555382	-0.3457519
temp + oxygen	Indian	(28.1, Inf]	-0.8471604	-0.8550802	-0.8392406
temp + oxygen	Pacific	(-Inf,26]	-0.2842030	-0.2974941	-0.2709119
temp + oxygen	Pacific	(26,26.5]	-0.2626572	-0.4368000	-0.0885145
temp + oxygen	Pacific	(26.5,26.75]	-0.4885172	-0.5700304	-0.4070040
temp + oxygen	Pacific	(26.75,27]	-0.1848237	-0.2888845	-0.0807629
temp + oxygen	Pacific	(27,27.25]	0.1259549	0.0909107	0.1609992
temp + oxygen	Pacific	(27.25,27.5]	-0.1200763	-0.1969647	-0.0431880
temp + oxygen	Pacific	(27.5,27.75]	-0.1809318	-0.2151103	-0.1467533
temp + oxygen	Pacific	(27.75,27.85]	-0.0792880	-0.0968991	-0.0616769
temp + oxygen	Pacific	(27.85,27.95]	0.1209481	0.0224768	0.2194193
temp + oxygen	Pacific	(27.95,28.05]	0.1052815	0.0291451	0.1814179
temp + oxygen	Pacific	(28.05,28.1]	0.0580160	-0.0115414	0.1275735
temp + oxygen	Pacific	(28.1, Inf]	-0.8245221	-0.8379757	-0.8110685
temp + phosphate	Atlantic	(-Inf,26]	-0.4647793	-0.5394100	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.7018232	-0.7178208	-0.6858256
temp + phosphate	Atlantic	(26.5,26.75]	-0.6864194	-0.7311386	-0.6417002
temp + phosphate	Atlantic	(26.75,27]	-0.6266907	-0.6821873	-0.5711941
temp + phosphate	Atlantic	(27,27.25]	-0.6610653	-0.6866773	-0.6354534
temp + phosphate	Atlantic	(27.25,27.5]	-0.7520179	-0.7820387	-0.7219970
temp + phosphate	Atlantic	(27.5,27.75]	-0.7394703	-0.7525939	-0.7263467
temp + phosphate	Atlantic	(27.75,27.85]	-0.6411428	-0.6734583	-0.6088273
temp + phosphate	Atlantic	(27.85,27.95]	-0.5446243	-0.6522533	-0.4369954
temp + phosphate	Atlantic	(27.95,28.05]	-0.6478065	-0.7104550	-0.5851581
temp + phosphate	Atlantic	(28.05,28.1]	-0.7191236	-0.7721373	-0.6661099
temp + phosphate	Atlantic	(28.1,28.15]	-0.6956549	-0.7104030	-0.6809068
temp + phosphate	Atlantic	(28.15,28.2]	-0.5525398	-0.7375449	-0.3675347
temp + phosphate	Atlantic	(28.2, Inf]	-0.1315408	-0.2690084	0.0059267
temp + phosphate	Indian	(-Inf,26]	-0.4219958	-0.4423142	-0.4016774
temp + phosphate	Indian	(26,26.5]	-0.5457671	-0.6517051	-0.4398292
temp + phosphate	Indian	(26.5,26.75]	-0.2893627	-0.4338437	-0.1448817
temp + phosphate	Indian	(26.75,27]	0.0827486	-0.1678178	0.3333149
temp + phosphate	Indian	(27,27.25]	0.4483776	0.3207848	0.5759704
temp + phosphate	Indian	(27.25,27.5]	0.6489550	0.6231640	0.6747459
temp + phosphate	Indian	(27.5,27.75]	0.7883661	0.7864017	0.7903305
temp + phosphate	Indian	(27.75,27.85]	0.7866258	0.7378345	0.8354171
temp + phosphate	Indian	(27.85,27.95]	0.5885125	0.5388671	0.6381580
temp + phosphate	Indian	(27.95,28.05]	0.2485115	0.1869911	0.3100318
temp + phosphate	Indian	(28.05,28.1]	0.0106381	-0.0351578	0.0564341
temp + phosphate	Indian	(28.1, Inf]	0.0875397	-0.0614679	0.2365472
temp + phosphate	Pacific	(-Inf,26]	-0.4119344	-0.4621282	-0.3617405
temp + phosphate	Pacific	(26,26.5]	-0.3482581	-0.4754889	-0.2210272
temp + phosphate	Pacific	(26.5,26.75]	-0.2561570	-0.3924410	-0.1198730
temp + phosphate	Pacific	(26.75,27]	-0.4226917	-0.4922638	-0.3531195
temp + phosphate	Pacific	(27,27.25]	-0.3776243	-0.4113435	-0.3439050
temp + phosphate	Pacific	(27.25,27.5]	-0.0390956	-0.1208869	0.0426958
temp + phosphate	Pacific	(27.5,27.75]	0.0845597	0.0450288	0.1240906
temp + phosphate	Pacific	(27.75,27.85]	0.0019350	-0.0130385	0.0169085
temp + phosphate	Pacific	(27.85,27.95]	-0.1781248	-0.2489741	-0.1072754
temp + phosphate	Pacific	(27.95,28.05]	-0.2005924	-0.2564969	-0.1446880
temp + phosphate	Pacific	(28.05,28.1]	-0.1073378	-0.1644676	-0.0502080
temp + phosphate	Pacific	(28.1, Inf]	0.6150427	0.5602885	0.6697969
temp + silicate	Atlantic	(-Inf,26]	-0.4520950	-0.4732001	-0.4309899
temp + silicate	Atlantic	(26,26.5]	-0.6520490	-0.6828473	-0.6212507
temp + silicate	Atlantic	(26.5,26.75]	-0.6118058	-0.7073827	-0.5162289
temp + silicate	Atlantic	(26.75,27]	-0.5453005	-0.6149080	-0.4756930
temp + silicate	Atlantic	(27,27.25]	-0.6394463	-0.6717682	-0.6071244
temp + silicate	Atlantic	(27.25,27.5]	-0.8130692	-0.8265121	-0.7996263
temp + silicate	Atlantic	(27.5,27.75]	-0.8175342	-0.8266338	-0.8084345
temp + silicate	Atlantic	(27.75,27.85]	-0.7056229	-0.7075260	-0.7037199
temp + silicate	Atlantic	(27.85,27.95]	-0.6550612	-0.7363172	-0.5738053
temp + silicate	Atlantic	(27.95,28.05]	-0.7181773	-0.7560656	-0.6802889
temp + silicate	Atlantic	(28.05,28.1]	-0.7476384	-0.7866106	-0.7086662
temp + silicate	Atlantic	(28.1,28.15]	-0.7117741	-0.7397349	-0.6838134
temp + silicate	Atlantic	(28.15,28.2]	-0.5320912	-0.7340411	-0.3301413
temp + silicate	Atlantic	(28.2, Inf]	-0.0738393	-0.1500323	0.0023537
temp + silicate	Indian	(-Inf,26]	-0.5115772	-0.5644645	-0.4586900
temp + silicate	Indian	(26,26.5]	-0.6145403	-0.6193353	-0.6097452
temp + silicate	Indian	(26.5,26.75]	-0.2751489	-0.2950018	-0.2552961
temp + silicate	Indian	(26.75,27]	0.2312343	0.1245582	0.3379103
temp + silicate	Indian	(27,27.25]	0.4595058	0.4433937	0.4756179
temp + silicate	Indian	(27.25,27.5]	0.4959000	0.4260689	0.5657310
temp + silicate	Indian	(27.5,27.75]	0.5215533	0.4387082	0.6043985
temp + silicate	Indian	(27.75,27.85]	0.6821442	0.6278508	0.7364376
temp + silicate	Indian	(27.85,27.95]	0.5627085	0.5029860	0.6224311
temp + silicate	Indian	(27.95,28.05]	0.3220624	0.2947489	0.3493758
temp + silicate	Indian	(28.05,28.1]	0.1471478	0.1256661	0.1686296
temp + silicate	Indian	(28.1, Inf]	-0.0602710	-0.1340165	0.0134746
temp + silicate	Pacific	(-Inf,26]	-0.6161654	-0.6440506	-0.5882803
temp + silicate	Pacific	(26,26.5]	-0.7148421	-0.7376709	-0.6920133
temp + silicate	Pacific	(26.5,26.75]	-0.7202927	-0.7502163	-0.6903690
temp + silicate	Pacific	(26.75,27]	-0.7460454	-0.7515233	-0.7405674
temp + silicate	Pacific	(27,27.25]	-0.6006098	-0.6248850	-0.5763345
temp + silicate	Pacific	(27.25,27.5]	-0.3320518	-0.3399268	-0.3241768
temp + silicate	Pacific	(27.5,27.75]	-0.2243690	-0.2709215	-0.1778165
temp + silicate	Pacific	(27.75,27.85]	-0.1324861	-0.1530861	-0.1118861
temp + silicate	Pacific	(27.85,27.95]	-0.2961750	-0.3727101	-0.2196398
temp + silicate	Pacific	(27.95,28.05]	-0.3237201	-0.4014986	-0.2459417
temp + silicate	Pacific	(28.05,28.1]	-0.1349364	-0.1911117	-0.0787610
temp + silicate	Pacific	(28.1, Inf]	0.4349739	0.4034264	0.4665214

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.4838079	0.4246642	0.5429515
aou	Atlantic	(26,26.5]	-0.3520333	-0.3877509	-0.3163157
aou	Atlantic	(26.5,26.75]	-0.5792997	-0.5842572	-0.5743422
aou	Atlantic	(26.75,27]	-0.4562431	-0.4766890	-0.4357972
aou	Atlantic	(27,27.25]	-0.4828102	-0.5931157	-0.3725047
aou	Atlantic	(27.25,27.5]	-0.5620299	-0.6057354	-0.5183245
aou	Atlantic	(27.5,27.75]	-0.7611405	-0.7905401	-0.7317408
aou	Atlantic	(27.75,27.85]	-0.8807917	-0.8974456	-0.8641379
aou	Atlantic	(27.85,27.95]	-0.9187556	-0.9218883	-0.9156230
aou	Atlantic	(27.95,28.05]	-0.9135583	-0.9154448	-0.9116718
aou	Atlantic	(28.05,28.1]	-0.8988455	-0.9126416	-0.8850493
aou	Atlantic	(28.1,28.15]	-0.9239802	-0.9266527	-0.9213077
aou	Atlantic	(28.15,28.2]	-0.9636464	-0.9694471	-0.9578456
aou	Atlantic	(28.2, Inf]	-0.6811601	-0.8382002	-0.5241200
aou	Indian	(-Inf,26]	-0.7744870	-0.8189077	-0.7300663
aou	Indian	(26,26.5]	-0.9660610	-0.9676377	-0.9644843
aou	Indian	(26.5,26.75]	-0.9022226	-0.9538159	-0.8506292
aou	Indian	(26.75,27]	-0.7243582	-0.8135047	-0.6352117
aou	Indian	(27,27.25]	-0.4447402	-0.5806360	-0.3088444
aou	Indian	(27.25,27.5]	-0.0896201	-0.1631696	-0.0160705
aou	Indian	(27.5,27.75]	0.0269382	-0.1397049	0.1935812
aou	Indian	(27.75,27.85]	-0.2027943	-0.3528249	-0.0527636
aou	Indian	(27.85,27.95]	-0.1679676	-0.3534592	0.0175239
aou	Indian	(27.95,28.05]	-0.2884188	-0.4049322	-0.1719055
aou	Indian	(28.05,28.1]	-0.2842888	-0.2874236	-0.2811539
aou	Indian	(28.1, Inf]	0.1677190	0.1074562	0.2279819
aou	Pacific	(-Inf,26]	-0.1904224	-0.2401826	-0.1406621
aou	Pacific	(26,26.5]	-0.6287618	-0.7366974	-0.5208262
aou	Pacific	(26.5,26.75]	-0.4444347	-0.4556883	-0.4331812
aou	Pacific	(26.75,27]	-0.6754386	-0.7015969	-0.6492803
aou	Pacific	(27,27.25]	-0.6108934	-0.6352904	-0.5864963
aou	Pacific	(27.25,27.5]	0.0947835	0.0610021	0.1285650
aou	Pacific	(27.5,27.75]	0.4527998	0.4094924	0.4961072
aou	Pacific	(27.75,27.85]	0.5509817	0.5490108	0.5529526
aou	Pacific	(27.85,27.95]	0.4491020	0.4461000	0.4521040
aou	Pacific	(27.95,28.05]	0.0981155	0.0458512	0.1503798
aou	Pacific	(28.05,28.1]	-0.1080265	-0.1758290	-0.0402241
aou	Pacific	(28.1, Inf]	0.0260734	-0.1303644	0.1825111
nitrate	Atlantic	(-Inf,26]	0.2245315	0.1868663	0.2621968
nitrate	Atlantic	(26,26.5]	-0.5590670	-0.5801988	-0.5379352
nitrate	Atlantic	(26.5,26.75]	-0.7706867	-0.7707069	-0.7706665
nitrate	Atlantic	(26.75,27]	-0.7887373	-0.8037241	-0.7737504
nitrate	Atlantic	(27,27.25]	-0.8672328	-0.8801386	-0.8543269
nitrate	Atlantic	(27.25,27.5]	-0.9335274	-0.9364290	-0.9306258
nitrate	Atlantic	(27.5,27.75]	-0.9756061	-0.9769861	-0.9742261
nitrate	Atlantic	(27.75,27.85]	-0.9776728	-0.9792714	-0.9760741
nitrate	Atlantic	(27.85,27.95]	-0.9626314	-0.9698508	-0.9554120
nitrate	Atlantic	(27.95,28.05]	-0.9460177	-0.9507685	-0.9412669
nitrate	Atlantic	(28.05,28.1]	-0.9307862	-0.9366909	-0.9248815
nitrate	Atlantic	(28.1,28.15]	-0.9490232	-0.9531457	-0.9449007
nitrate	Atlantic	(28.15,28.2]	-0.9774799	-0.9801496	-0.9748103
nitrate	Atlantic	(28.2, Inf]	-0.9442441	-0.9791099	-0.9093784
nitrate	Indian	(-Inf,26]	-0.7794403	-0.8076635	-0.7512172
nitrate	Indian	(26,26.5]	-0.9692013	-0.9702149	-0.9681878
nitrate	Indian	(26.5,26.75]	-0.9607804	-0.9704969	-0.9510640
nitrate	Indian	(26.75,27]	-0.8912220	-0.9087836	-0.8736605
nitrate	Indian	(27,27.25]	-0.7080681	-0.7226168	-0.6935194
nitrate	Indian	(27.25,27.5]	-0.2836980	-0.3027509	-0.2646451
nitrate	Indian	(27.5,27.75]	-0.0355128	-0.1827415	0.1117158
nitrate	Indian	(27.75,27.85]	-0.3270603	-0.4216993	-0.2324214
nitrate	Indian	(27.85,27.95]	-0.4350617	-0.5103607	-0.3597628
nitrate	Indian	(27.95,28.05]	-0.6172956	-0.6292031	-0.6053881
nitrate	Indian	(28.05,28.1]	-0.5289073	-0.5959086	-0.4619061
nitrate	Indian	(28.1, Inf]	-0.3044077	-0.3806545	-0.2281610
nitrate	Pacific	(-Inf,26]	-0.2843395	-0.3386143	-0.2300647
nitrate	Pacific	(26,26.5]	-0.8012178	-0.8692839	-0.7331518
nitrate	Pacific	(26.5,26.75]	-0.7688912	-0.8109812	-0.7268012
nitrate	Pacific	(26.75,27]	-0.8344869	-0.8685732	-0.8004006
nitrate	Pacific	(27,27.25]	-0.6544372	-0.6858003	-0.6230740
nitrate	Pacific	(27.25,27.5]	-0.0039209	-0.0549079	0.0470662
nitrate	Pacific	(27.5,27.75]	0.3484135	0.2870096	0.4098174
nitrate	Pacific	(27.75,27.85]	0.4871100	0.4803331	0.4938869
nitrate	Pacific	(27.85,27.95]	0.3996097	0.3936652	0.4055542
nitrate	Pacific	(27.95,28.05]	0.0538121	0.0002196	0.1074046
nitrate	Pacific	(28.05,28.1]	-0.1277382	-0.1991968	-0.0562795
nitrate	Pacific	(28.1, Inf]	-0.0592471	-0.2044218	0.0859276
oxygen	Atlantic	(-Inf,26]	-0.3747570	-0.4523602	-0.2971538
oxygen	Atlantic	(26,26.5]	0.0993595	0.0667514	0.1319675
oxygen	Atlantic	(26.5,26.75]	0.3773109	0.3678156	0.3868062
oxygen	Atlantic	(26.75,27]	0.2422755	0.2209961	0.2635549
oxygen	Atlantic	(27,27.25]	0.2565267	0.1181035	0.3949498
oxygen	Atlantic	(27.25,27.5]	0.2841789	0.2167097	0.3516480
oxygen	Atlantic	(27.5,27.75]	0.5083390	0.4357961	0.5808819
oxygen	Atlantic	(27.75,27.85]	0.7243769	0.6827657	0.7659882
oxygen	Atlantic	(27.85,27.95]	0.8417486	0.8267630	0.8567342
oxygen	Atlantic	(27.95,28.05]	0.8640897	0.8580259	0.8701535
oxygen	Atlantic	(28.05,28.1]	0.8739395	0.8567082	0.8911709
oxygen	Atlantic	(28.1,28.15]	0.9027651	0.8997816	0.9057486
oxygen	Atlantic	(28.15,28.2]	0.9621622	0.9536959	0.9706284
oxygen	Atlantic	(28.2, Inf]	0.5568001	0.3564946	0.7571056
oxygen	Indian	(-Inf,26]	0.8204231	0.7822835	0.8585627
oxygen	Indian	(26,26.5]	0.9595278	0.9577922	0.9612634
oxygen	Indian	(26.5,26.75]	0.8718204	0.8057385	0.9379022
oxygen	Indian	(26.75,27]	0.6591152	0.5432685	0.7749618
oxygen	Indian	(27,27.25]	0.3680401	0.2104346	0.5256457
oxygen	Indian	(27.25,27.5]	0.0492388	-0.0319399	0.1304175
oxygen	Indian	(27.5,27.75]	-0.0113918	-0.1753198	0.1525362
oxygen	Indian	(27.75,27.85]	0.1961333	0.0464727	0.3457938
oxygen	Indian	(27.85,27.95]	0.1237232	-0.0650677	0.3125142
oxygen	Indian	(27.95,28.05]	0.2134727	0.0752505	0.3516949
oxygen	Indian	(28.05,28.1]	0.2293749	0.2028504	0.2558995
oxygen	Indian	(28.1, Inf]	-0.2458545	-0.3228238	-0.1688851
oxygen	Pacific	(-Inf,26]	0.3358377	0.3271599	0.3445155
oxygen	Pacific	(26,26.5]	0.4896242	0.3747687	0.6044797
oxygen	Pacific	(26.5,26.75]	0.2733104	0.2405433	0.3060775
oxygen	Pacific	(26.75,27]	0.5482765	0.5152713	0.5812817
oxygen	Pacific	(27,27.25]	0.6125557	0.5954461	0.6296653
oxygen	Pacific	(27.25,27.5]	-0.0507422	-0.0898078	-0.0116765
oxygen	Pacific	(27.5,27.75]	-0.4035602	-0.4558625	-0.3512579
oxygen	Pacific	(27.75,27.85]	-0.5229513	-0.5298690	-0.5160335
oxygen	Pacific	(27.85,27.95]	-0.4323861	-0.4407765	-0.4239957
oxygen	Pacific	(27.95,28.05]	-0.0930927	-0.1467087	-0.0394766
oxygen	Pacific	(28.05,28.1]	0.1042280	0.0390687	0.1693874
oxygen	Pacific	(28.1, Inf]	-0.0426850	-0.1945889	0.1092190
phosphate	Atlantic	(-Inf,26]	0.0444058	0.0320134	0.0567982
phosphate	Atlantic	(26,26.5]	-0.7658333	-0.7880119	-0.7436546
phosphate	Atlantic	(26.5,26.75]	-0.8697894	-0.8705527	-0.8690261
phosphate	Atlantic	(26.75,27]	-0.8708606	-0.8752069	-0.8665143
phosphate	Atlantic	(27,27.25]	-0.9173688	-0.9244365	-0.9103011
phosphate	Atlantic	(27.25,27.5]	-0.9603472	-0.9632290	-0.9574653
phosphate	Atlantic	(27.5,27.75]	-0.9866167	-0.9871951	-0.9860383
phosphate	Atlantic	(27.75,27.85]	-0.9874987	-0.9881252	-0.9868722
phosphate	Atlantic	(27.85,27.95]	-0.9735595	-0.9773034	-0.9698157
phosphate	Atlantic	(27.95,28.05]	-0.9592331	-0.9602998	-0.9581663
phosphate	Atlantic	(28.05,28.1]	-0.9487271	-0.9489306	-0.9485237
phosphate	Atlantic	(28.1,28.15]	-0.9612649	-0.9614013	-0.9611284
phosphate	Atlantic	(28.15,28.2]	-0.9820318	-0.9823250	-0.9817387
phosphate	Atlantic	(28.2, Inf]	-0.9592786	-0.9852785	-0.9332787
phosphate	Indian	(-Inf,26]	-0.7911934	-0.8167533	-0.7656334
phosphate	Indian	(26,26.5]	-0.9731036	-0.9764567	-0.9697505
phosphate	Indian	(26.5,26.75]	-0.9647702	-0.9767929	-0.9527475
phosphate	Indian	(26.75,27]	-0.8936612	-0.9140247	-0.8732977
phosphate	Indian	(27,27.25]	-0.7248155	-0.7636864	-0.6859446
phosphate	Indian	(27.25,27.5]	-0.3241775	-0.3653083	-0.2830468
phosphate	Indian	(27.5,27.75]	-0.1441620	-0.3135574	0.0252335
phosphate	Indian	(27.75,27.85]	-0.4235388	-0.5295698	-0.3175079
phosphate	Indian	(27.85,27.95]	-0.4866902	-0.5629206	-0.4104598
phosphate	Indian	(27.95,28.05]	-0.6437454	-0.6516064	-0.6358844
phosphate	Indian	(28.05,28.1]	-0.5554158	-0.6337141	-0.4771175
phosphate	Indian	(28.1, Inf]	-0.4267697	-0.4799337	-0.3736058
phosphate	Pacific	(-Inf,26]	-0.3590543	-0.4081558	-0.3099528
phosphate	Pacific	(26,26.5]	-0.8754913	-0.9206390	-0.8303436
phosphate	Pacific	(26.5,26.75]	-0.8413746	-0.8644719	-0.8182772
phosphate	Pacific	(26.75,27]	-0.8781797	-0.9029186	-0.8534408
phosphate	Pacific	(27,27.25]	-0.6778746	-0.7102462	-0.6455029
phosphate	Pacific	(27.25,27.5]	-0.0105014	-0.0539493	0.0329464
phosphate	Pacific	(27.5,27.75]	0.3169497	0.2514483	0.3824512
phosphate	Pacific	(27.75,27.85]	0.4274384	0.4010039	0.4538729
phosphate	Pacific	(27.85,27.95]	0.3183749	0.2966639	0.3400860
phosphate	Pacific	(27.95,28.05]	-0.0663664	-0.1094206	-0.0233121
phosphate	Pacific	(28.05,28.1]	-0.2901781	-0.3510769	-0.2292792
phosphate	Pacific	(28.1, Inf]	-0.1929651	-0.3300473	-0.0558829
sal	Atlantic	(-Inf,26]	0.0575577	0.0340146	0.0811009
sal	Atlantic	(26,26.5]	0.8305431	0.8005419	0.8605442
sal	Atlantic	(26.5,26.75]	0.8472293	0.8254427	0.8690159
sal	Atlantic	(26.75,27]	0.8433426	0.7950608	0.8916245
sal	Atlantic	(27,27.25]	0.8638807	0.8631691	0.8645924
sal	Atlantic	(27.25,27.5]	0.8855987	0.8614969	0.9097006
sal	Atlantic	(27.5,27.75]	0.8194688	0.8141712	0.8247664
sal	Atlantic	(27.75,27.85]	0.6827819	0.6735548	0.6920091
sal	Atlantic	(27.85,27.95]	0.5477578	0.4595319	0.6359837
sal	Atlantic	(27.95,28.05]	0.5734170	0.4659193	0.6809146
sal	Atlantic	(28.05,28.1]	0.7166600	0.6821083	0.7512117
sal	Atlantic	(28.1,28.15]	0.7728912	0.7718657	0.7739168
sal	Atlantic	(28.15,28.2]	0.8966006	0.8828663	0.9103348
sal	Atlantic	(28.2, Inf]	0.9068683	0.8586839	0.9550527
sal	Indian	(-Inf,26]	0.7252886	0.5876655	0.8629117
sal	Indian	(26,26.5]	0.6807553	0.5412792	0.8202314
sal	Indian	(26.5,26.75]	0.4672881	0.2692732	0.6653030
sal	Indian	(26.75,27]	0.1378353	-0.1653581	0.4410287
sal	Indian	(27,27.25]	-0.0585449	-0.2614533	0.1443634
sal	Indian	(27.25,27.5]	0.0334371	-0.0290272	0.0959014
sal	Indian	(27.5,27.75]	0.0757670	-0.1126586	0.2641927
sal	Indian	(27.75,27.85]	-0.1121575	-0.2910183	0.0667033
sal	Indian	(27.85,27.95]	0.0648672	-0.1509416	0.2806760
sal	Indian	(27.95,28.05]	0.2842958	0.1578975	0.4106941
sal	Indian	(28.05,28.1]	0.4624052	0.4255088	0.4993015
sal	Indian	(28.1, Inf]	0.4836189	0.3973891	0.5698487
sal	Pacific	(-Inf,26]	-0.0347467	-0.1357891	0.0662958
sal	Pacific	(26,26.5]	0.4692159	0.3951643	0.5432675
sal	Pacific	(26.5,26.75]	0.5406140	0.4304791	0.6507489
sal	Pacific	(26.75,27]	0.4925701	0.4186822	0.5664580
sal	Pacific	(27,27.25]	-0.0309545	-0.1212171	0.0593082
sal	Pacific	(27.25,27.5]	-0.5781686	-0.5849003	-0.5714370
sal	Pacific	(27.5,27.75]	-0.3890474	-0.4346653	-0.3434295
sal	Pacific	(27.75,27.85]	-0.4129233	-0.4945902	-0.3312564
sal	Pacific	(27.85,27.95]	-0.2839941	-0.3303784	-0.2376098
sal	Pacific	(27.95,28.05]	0.0964529	0.0603233	0.1325826
sal	Pacific	(28.05,28.1]	0.2106848	0.1095531	0.3118165
sal	Pacific	(28.1, Inf]	0.1372066	0.0012738	0.2731393
silicate	Atlantic	(-Inf,26]	-0.0462417	-0.0533421	-0.0391414
silicate	Atlantic	(26,26.5]	-0.7345339	-0.7585054	-0.7105624
silicate	Atlantic	(26.5,26.75]	-0.7814900	-0.8043822	-0.7585978
silicate	Atlantic	(26.75,27]	-0.7370151	-0.7741666	-0.6998636
silicate	Atlantic	(27,27.25]	-0.8299710	-0.8626089	-0.7973330
silicate	Atlantic	(27.25,27.5]	-0.9031154	-0.9101519	-0.8960790
silicate	Atlantic	(27.5,27.75]	-0.8967038	-0.9064122	-0.8869953
silicate	Atlantic	(27.75,27.85]	-0.9155151	-0.9203181	-0.9107121
silicate	Atlantic	(27.85,27.95]	-0.9106741	-0.9236616	-0.8976867
silicate	Atlantic	(27.95,28.05]	-0.9105331	-0.9176527	-0.9034134
silicate	Atlantic	(28.05,28.1]	-0.9090893	-0.9166596	-0.9015189
silicate	Atlantic	(28.1,28.15]	-0.9403437	-0.9403641	-0.9403234
silicate	Atlantic	(28.15,28.2]	-0.9744721	-0.9781627	-0.9707816
silicate	Atlantic	(28.2, Inf]	-0.9059213	-0.9757727	-0.8360699
silicate	Indian	(-Inf,26]	-0.7547210	-0.7936290	-0.7158130
silicate	Indian	(26,26.5]	-0.9475278	-0.9508594	-0.9441962
silicate	Indian	(26.5,26.75]	-0.9047921	-0.9481165	-0.8614677
silicate	Indian	(26.75,27]	-0.7594115	-0.8329155	-0.6859074
silicate	Indian	(27,27.25]	-0.5799512	-0.6569547	-0.5029477
silicate	Indian	(27.25,27.5]	-0.1664728	-0.1796283	-0.1533173
silicate	Indian	(27.5,27.75]	0.1398930	0.0315886	0.2481975
silicate	Indian	(27.75,27.85]	-0.1972117	-0.2881602	-0.1062633
silicate	Indian	(27.85,27.95]	-0.3104817	-0.4218244	-0.1991389
silicate	Indian	(27.95,28.05]	-0.4762113	-0.5207280	-0.4316946
silicate	Indian	(28.05,28.1]	-0.4468341	-0.4524035	-0.4412647
silicate	Indian	(28.1, Inf]	-0.3244845	-0.3801848	-0.2687842
silicate	Pacific	(-Inf,26]	-0.2339289	-0.3096905	-0.1581674
silicate	Pacific	(26,26.5]	-0.7635218	-0.7855158	-0.7415278
silicate	Pacific	(26.5,26.75]	-0.7156875	-0.7568686	-0.6745064
silicate	Pacific	(26.75,27]	-0.7073509	-0.7425482	-0.6721536
silicate	Pacific	(27,27.25]	-0.4054821	-0.4765072	-0.3344570
silicate	Pacific	(27.25,27.5]	0.3935142	0.3823309	0.4046975
silicate	Pacific	(27.5,27.75]	0.6670565	0.6655350	0.6685779
silicate	Pacific	(27.75,27.85]	0.6193959	0.6130389	0.6257529
silicate	Pacific	(27.85,27.95]	0.4574683	0.4526040	0.4623325
silicate	Pacific	(27.95,28.05]	0.0921738	0.0357046	0.1486431
silicate	Pacific	(28.05,28.1]	-0.1178736	-0.1998849	-0.0358623
silicate	Pacific	(28.1, Inf]	-0.0618357	-0.2093263	0.0856549
temp	Atlantic	(-Inf,26]	-0.4060121	-0.4413946	-0.3706296
temp	Atlantic	(26,26.5]	0.8016032	0.7871631	0.8160433
temp	Atlantic	(26.5,26.75]	0.7984062	0.7911194	0.8056931
temp	Atlantic	(26.75,27]	0.7683581	0.6900532	0.8466631
temp	Atlantic	(27,27.25]	0.7975216	0.7892146	0.8058285
temp	Atlantic	(27.25,27.5]	0.8424082	0.8095644	0.8752520
temp	Atlantic	(27.5,27.75]	0.7650481	0.7531247	0.7769714
temp	Atlantic	(27.75,27.85]	0.6502495	0.6133712	0.6871277
temp	Atlantic	(27.85,27.95]	0.4979877	0.3838362	0.6121393
temp	Atlantic	(27.95,28.05]	0.5643184	0.4911847	0.6374521
temp	Atlantic	(28.05,28.1]	0.6121607	0.5740151	0.6503063
temp	Atlantic	(28.1,28.15]	0.5947266	0.5638144	0.6256388
temp	Atlantic	(28.15,28.2]	0.4608164	0.2614294	0.6602035
temp	Atlantic	(28.2, Inf]	0.2107926	0.0393721	0.3822131
temp	Indian	(-Inf,26]	-0.0957517	-0.1063190	-0.0851843
temp	Indian	(26,26.5]	0.5015367	0.4575295	0.5455438
temp	Indian	(26.5,26.75]	0.4206529	0.2606973	0.5806086
temp	Indian	(26.75,27]	0.2617281	-0.0214177	0.5448739
temp	Indian	(27,27.25]	0.1465017	-0.0851337	0.3781371
temp	Indian	(27.25,27.5]	0.1441026	0.0308308	0.2573745
temp	Indian	(27.5,27.75]	-0.0551039	-0.1873134	0.0771055
temp	Indian	(27.75,27.85]	-0.1620578	-0.3012898	-0.0228259
temp	Indian	(27.85,27.95]	0.0547060	-0.1079621	0.2173741
temp	Indian	(27.95,28.05]	0.1655978	0.0509877	0.2802079
temp	Indian	(28.05,28.1]	0.2322134	0.1445738	0.3198531
temp	Indian	(28.1, Inf]	0.3955108	0.2964375	0.4945842
temp	Pacific	(-Inf,26]	-0.3610690	-0.4347345	-0.2874035
temp	Pacific	(26,26.5]	0.5373452	0.4859156	0.5887748
temp	Pacific	(26.5,26.75]	0.5606578	0.4531761	0.6681394
temp	Pacific	(26.75,27]	0.5213672	0.4553133	0.5874211
temp	Pacific	(27,27.25]	0.1089366	0.0200176	0.1978555
temp	Pacific	(27.25,27.5]	-0.4727282	-0.4899340	-0.4555224
temp	Pacific	(27.5,27.75]	-0.4924681	-0.5236216	-0.4613147
temp	Pacific	(27.75,27.85]	-0.3957648	-0.4640696	-0.3274599
temp	Pacific	(27.85,27.95]	-0.3797160	-0.4073900	-0.3520419
temp	Pacific	(27.95,28.05]	-0.1011114	-0.1618887	-0.0403341
temp	Pacific	(28.05,28.1]	0.0225608	-0.0173325	0.0624541
temp	Pacific	(28.1, Inf]	0.0924678	-0.0179229	0.2028585

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

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

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