eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-03-21

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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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: 152f013

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 152f013. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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

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

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9499100	0.9460617	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9495883	0.9477982	0.9513784
aou + nitrate	Atlantic	(26.75,27]	0.8764600	0.8601546	0.8927655
aou + nitrate	Atlantic	(27,27.25]	0.8060976	0.7766531	0.8355420
aou + nitrate	Atlantic	(27.25,27.5]	0.7197498	0.6615990	0.7779006
aou + nitrate	Atlantic	(27.5,27.75]	0.8194664	0.8049653	0.8339675
aou + nitrate	Atlantic	(27.75,27.85]	0.9160134	0.9131325	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9257839	0.9177432	0.9338247
aou + nitrate	Atlantic	(27.95,28.05]	0.9343746	0.9130718	0.9556774
aou + nitrate	Atlantic	(28.05,28.1]	0.9602105	0.9469235	0.9734975
aou + nitrate	Atlantic	(28.1,28.15]	0.9721457	0.9696288	0.9746626
aou + nitrate	Atlantic	(28.15,28.2]	0.9869587	0.9851935	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8512088	0.8063191	0.8960984
aou + nitrate	Indian	(-Inf,26]	0.9903304	0.9860655	0.9945953
aou + nitrate	Indian	(26,26.5]	0.9811293	0.9731739	0.9890848
aou + nitrate	Indian	(26.5,26.75]	0.9513741	0.9470927	0.9556555
aou + nitrate	Indian	(26.75,27]	0.9140272	0.9107454	0.9173089
aou + nitrate	Indian	(27,27.25]	0.8729880	0.8648383	0.8811376
aou + nitrate	Indian	(27.25,27.5]	0.9146891	0.9067369	0.9226414
aou + nitrate	Indian	(27.5,27.75]	0.9382659	0.9165089	0.9600229
aou + nitrate	Indian	(27.75,27.85]	0.8831974	0.8525182	0.9138766
aou + nitrate	Indian	(27.85,27.95]	0.8547066	0.8186949	0.8907184
aou + nitrate	Indian	(27.95,28.05]	0.8059616	0.7408817	0.8710414
aou + nitrate	Indian	(28.05,28.1]	0.9054460	0.8494837	0.9614083
aou + nitrate	Indian	(28.1, Inf]	0.5953117	0.5470114	0.6436119
aou + nitrate	Pacific	(-Inf,26]	0.8754045	0.8556013	0.8952078
aou + nitrate	Pacific	(26,26.5]	0.8586827	0.8548968	0.8624685
aou + nitrate	Pacific	(26.5,26.75]	0.8012784	0.7692340	0.8333228
aou + nitrate	Pacific	(26.75,27]	0.9179559	0.9064638	0.9294480
aou + nitrate	Pacific	(27,27.25]	0.9736624	0.9722614	0.9750634
aou + nitrate	Pacific	(27.25,27.5]	0.9800241	0.9779911	0.9820572
aou + nitrate	Pacific	(27.5,27.75]	0.9824284	0.9809185	0.9839382
aou + nitrate	Pacific	(27.75,27.85]	0.9897225	0.9895514	0.9898937
aou + nitrate	Pacific	(27.85,27.95]	0.9889508	0.9875229	0.9903787
aou + nitrate	Pacific	(27.95,28.05]	0.9787836	0.9740362	0.9835310
aou + nitrate	Pacific	(28.05,28.1]	0.9772199	0.9664213	0.9880185
aou + nitrate	Pacific	(28.1, Inf]	0.9574166	0.9509852	0.9638481
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9570752	-0.9658492	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9706274	-0.9747021	-0.9665526
aou + oxygen	Atlantic	(26.75,27]	-0.9604155	-0.9716545	-0.9491764
aou + oxygen	Atlantic	(27,27.25]	-0.9641362	-0.9729285	-0.9553438
aou + oxygen	Atlantic	(27.25,27.5]	-0.9490619	-0.9630793	-0.9350444
aou + oxygen	Atlantic	(27.5,27.75]	-0.9254084	-0.9304409	-0.9203758
aou + oxygen	Atlantic	(27.75,27.85]	-0.9579480	-0.9613130	-0.9545830
aou + oxygen	Atlantic	(27.85,27.95]	-0.9731230	-0.9759516	-0.9702944
aou + oxygen	Atlantic	(27.95,28.05]	-0.9691199	-0.9810710	-0.9571688
aou + oxygen	Atlantic	(28.05,28.1]	-0.9837479	-0.9900596	-0.9774362
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897125	-0.9899876	-0.9894374
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949889	-0.9965560	-0.9934219
aou + oxygen	Atlantic	(28.2, Inf]	-0.9815502	-0.9834844	-0.9796159
aou + oxygen	Indian	(-Inf,26]	-0.9924320	-0.9941113	-0.9907528
aou + oxygen	Indian	(26,26.5]	-0.9972541	-0.9976315	-0.9968768
aou + oxygen	Indian	(26.5,26.75]	-0.9958407	-0.9963187	-0.9953627
aou + oxygen	Indian	(26.75,27]	-0.9940390	-0.9957727	-0.9923053
aou + oxygen	Indian	(27,27.25]	-0.9948537	-0.9961753	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9965525	-0.9972495	-0.9958555
aou + oxygen	Indian	(27.5,27.75]	-0.9970280	-0.9974549	-0.9966010
aou + oxygen	Indian	(27.75,27.85]	-0.9969834	-0.9975912	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9948161	-0.9953184	-0.9943137
aou + oxygen	Indian	(27.95,28.05]	-0.9895853	-0.9915392	-0.9876315
aou + oxygen	Indian	(28.05,28.1]	-0.9913117	-0.9962050	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9853792	-0.9881303	-0.9826282
aou + oxygen	Pacific	(-Inf,26]	-0.8423587	-0.8469236	-0.8377938
aou + oxygen	Pacific	(26,26.5]	-0.9711667	-0.9738830	-0.9684504
aou + oxygen	Pacific	(26.5,26.75]	-0.9741654	-0.9763894	-0.9719413
aou + oxygen	Pacific	(26.75,27]	-0.9796508	-0.9816506	-0.9776511
aou + oxygen	Pacific	(27,27.25]	-0.9945002	-0.9949667	-0.9940337
aou + oxygen	Pacific	(27.25,27.5]	-0.9959517	-0.9965088	-0.9953946
aou + oxygen	Pacific	(27.5,27.75]	-0.9956787	-0.9969847	-0.9943726
aou + oxygen	Pacific	(27.75,27.85]	-0.9967594	-0.9977890	-0.9957298
aou + oxygen	Pacific	(27.85,27.95]	-0.9970560	-0.9982951	-0.9958170
aou + oxygen	Pacific	(27.95,28.05]	-0.9978015	-0.9987377	-0.9968652
aou + oxygen	Pacific	(28.05,28.1]	-0.9989974	-0.9991081	-0.9988868
aou + oxygen	Pacific	(28.1, Inf]	-0.9953828	-0.9962361	-0.9945295
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845607	0.7213543	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8960180	0.8784075	0.9136285
aou + silicate	Atlantic	(26.75,27]	0.8430838	0.8188354	0.8673322
aou + silicate	Atlantic	(27,27.25]	0.6553995	0.6318059	0.6789930
aou + silicate	Atlantic	(27.25,27.5]	0.3794553	0.2280948	0.5308159
aou + silicate	Atlantic	(27.5,27.75]	0.5029695	0.4402630	0.5656760
aou + silicate	Atlantic	(27.75,27.85]	0.7658077	0.7350044	0.7966110
aou + silicate	Atlantic	(27.85,27.95]	0.8415173	0.8236207	0.8594139
aou + silicate	Atlantic	(27.95,28.05]	0.9118670	0.8856759	0.9380582
aou + silicate	Atlantic	(28.05,28.1]	0.9605961	0.9498809	0.9713114
aou + silicate	Atlantic	(28.1,28.15]	0.9680125	0.9678343	0.9681907
aou + silicate	Atlantic	(28.15,28.2]	0.9861427	0.9854123	0.9868731
aou + silicate	Atlantic	(28.2, Inf]	0.8322513	0.7821682	0.8823344
aou + silicate	Indian	(-Inf,26]	0.9138723	0.8740459	0.9536988
aou + silicate	Indian	(26,26.5]	0.9477216	0.9373974	0.9580457
aou + silicate	Indian	(26.5,26.75]	0.9662584	0.9612722	0.9712446
aou + silicate	Indian	(26.75,27]	0.9762627	0.9743834	0.9781420
aou + silicate	Indian	(27,27.25]	0.9253874	0.9120012	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8735117	0.8514639	0.8955595
aou + silicate	Indian	(27.5,27.75]	0.8563383	0.8429864	0.8696901
aou + silicate	Indian	(27.75,27.85]	0.8634815	0.8246495	0.9023135
aou + silicate	Indian	(27.85,27.95]	0.8413381	0.8012568	0.8814195
aou + silicate	Indian	(27.95,28.05]	0.8604827	0.8247390	0.8962264
aou + silicate	Indian	(28.05,28.1]	0.9515066	0.9406044	0.9624087
aou + silicate	Indian	(28.1, Inf]	0.3806286	0.3193461	0.4419112
aou + silicate	Pacific	(-Inf,26]	0.6443471	0.6015611	0.6871331
aou + silicate	Pacific	(26,26.5]	0.5674499	0.5391788	0.5957210
aou + silicate	Pacific	(26.5,26.75]	0.3837002	0.3821046	0.3852959
aou + silicate	Pacific	(26.75,27]	0.6898598	0.6851960	0.6945236
aou + silicate	Pacific	(27,27.25]	0.9036686	0.8935959	0.9137414
aou + silicate	Pacific	(27.25,27.5]	0.9244903	0.9158771	0.9331036
aou + silicate	Pacific	(27.5,27.75]	0.9328649	0.9187574	0.9469725
aou + silicate	Pacific	(27.75,27.85]	0.9680584	0.9663996	0.9697173
aou + silicate	Pacific	(27.85,27.95]	0.9656395	0.9650739	0.9662051
aou + silicate	Pacific	(27.95,28.05]	0.9521725	0.9439706	0.9603745
aou + silicate	Pacific	(28.05,28.1]	0.9578405	0.9469427	0.9687383
aou + silicate	Pacific	(28.1, Inf]	0.8196698	0.7819293	0.8574103
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8886957	0.8482174	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462515	0.9282231	0.9642799
nitrate + silicate	Atlantic	(26.75,27]	0.9077216	0.8882080	0.9272353
nitrate + silicate	Atlantic	(27,27.25]	0.8923393	0.8837978	0.9008808
nitrate + silicate	Atlantic	(27.25,27.5]	0.8219871	0.7632825	0.8806918
nitrate + silicate	Atlantic	(27.5,27.75]	0.8496282	0.8214352	0.8778212
nitrate + silicate	Atlantic	(27.75,27.85]	0.9349032	0.9226460	0.9471605
nitrate + silicate	Atlantic	(27.85,27.95]	0.9668856	0.9647175	0.9690537
nitrate + silicate	Atlantic	(27.95,28.05]	0.9828870	0.9820982	0.9836757
nitrate + silicate	Atlantic	(28.05,28.1]	0.9897029	0.9883224	0.9910834
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897123	0.9885791	0.9908455
nitrate + silicate	Atlantic	(28.15,28.2]	0.9930948	0.9927769	0.9934126
nitrate + silicate	Atlantic	(28.2, Inf]	0.9791992	0.9720768	0.9863217
nitrate + silicate	Indian	(-Inf,26]	0.9324221	0.9020316	0.9628126
nitrate + silicate	Indian	(26,26.5]	0.9543199	0.9487449	0.9598949
nitrate + silicate	Indian	(26.5,26.75]	0.9438704	0.9404044	0.9473365
nitrate + silicate	Indian	(26.75,27]	0.9305829	0.9234314	0.9377345
nitrate + silicate	Indian	(27,27.25]	0.9327974	0.9317081	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9243840	0.9113348	0.9374332
nitrate + silicate	Indian	(27.5,27.75]	0.8479778	0.8396211	0.8563346
nitrate + silicate	Indian	(27.75,27.85]	0.7933027	0.7560988	0.8305066
nitrate + silicate	Indian	(27.85,27.95]	0.8392628	0.8255692	0.8529565
nitrate + silicate	Indian	(27.95,28.05]	0.8948552	0.8878091	0.9019013
nitrate + silicate	Indian	(28.05,28.1]	0.9544693	0.9389078	0.9700308
nitrate + silicate	Indian	(28.1, Inf]	0.8163766	0.8121092	0.8206440
nitrate + silicate	Pacific	(-Inf,26]	0.8442906	0.8437339	0.8448473
nitrate + silicate	Pacific	(26,26.5]	0.8051874	0.7941052	0.8162696
nitrate + silicate	Pacific	(26.5,26.75]	0.7437278	0.7035795	0.7838762
nitrate + silicate	Pacific	(26.75,27]	0.8303148	0.8058066	0.8548229
nitrate + silicate	Pacific	(27,27.25]	0.9133081	0.8990897	0.9275265
nitrate + silicate	Pacific	(27.25,27.5]	0.9025527	0.8914530	0.9136524
nitrate + silicate	Pacific	(27.5,27.75]	0.9029869	0.8893666	0.9166072
nitrate + silicate	Pacific	(27.75,27.85]	0.9501043	0.9479443	0.9522644
nitrate + silicate	Pacific	(27.85,27.95]	0.9617748	0.9566331	0.9669166
nitrate + silicate	Pacific	(27.95,28.05]	0.9442347	0.9185677	0.9699017
nitrate + silicate	Pacific	(28.05,28.1]	0.9435829	0.9154426	0.9717232
nitrate + silicate	Pacific	(28.1, Inf]	0.9039067	0.8910816	0.9167319
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8367976	-0.8544367	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8546335	-0.8622324	-0.8470347
oxygen + nitrate	Atlantic	(26.75,27]	-0.7403732	-0.7805719	-0.7001745
oxygen + nitrate	Atlantic	(27,27.25]	-0.6393170	-0.7013411	-0.5772929
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4869581	-0.5263830	-0.4475332
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5635684	-0.5729566	-0.5541803
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7700886	-0.7811391	-0.7590381
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8220943	-0.8432725	-0.8009161
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8279430	-0.8917989	-0.7640872
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9032135	-0.9409807	-0.8654464
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9354366	-0.9370499	-0.9338232
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9759903	-0.9790901	-0.9728906
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7582521	-0.8266078	-0.6898965
oxygen + nitrate	Indian	(-Inf,26]	-0.9752665	-0.9827877	-0.9677453
oxygen + nitrate	Indian	(26,26.5]	-0.9678998	-0.9772630	-0.9585367
oxygen + nitrate	Indian	(26.5,26.75]	-0.9220944	-0.9250717	-0.9191170
oxygen + nitrate	Indian	(26.75,27]	-0.8664667	-0.8790436	-0.8538898
oxygen + nitrate	Indian	(27,27.25]	-0.8210979	-0.8386620	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8812295	-0.8945468	-0.8679121
oxygen + nitrate	Indian	(27.5,27.75]	-0.9217841	-0.9478677	-0.8957005
oxygen + nitrate	Indian	(27.75,27.85]	-0.8623763	-0.8957469	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8095995	-0.8521976	-0.7670014
oxygen + nitrate	Indian	(27.95,28.05]	-0.7211949	-0.8056321	-0.6367577
oxygen + nitrate	Indian	(28.05,28.1]	-0.8492319	-0.9376721	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4613238	-0.5240089	-0.3986388
oxygen + nitrate	Pacific	(-Inf,26]	-0.5500524	-0.5976754	-0.5024295
oxygen + nitrate	Pacific	(26,26.5]	-0.7246420	-0.7398478	-0.7094361
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6588416	-0.7074319	-0.6102512
oxygen + nitrate	Pacific	(26.75,27]	-0.8299772	-0.8531856	-0.8067688
oxygen + nitrate	Pacific	(27,27.25]	-0.9506880	-0.9532830	-0.9480931
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9685599	-0.9719258	-0.9651940
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9745693	-0.9786049	-0.9705337
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846235	-0.9868419	-0.9824050
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9824194	-0.9842349	-0.9806039
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9711858	-0.9717616	-0.9706099
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9717270	-0.9829071	-0.9605469
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9300623	-0.9428204	-0.9173042
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6225442	-0.7117835	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7933870	-0.8210376	-0.7657365
oxygen + silicate	Atlantic	(26.75,27]	-0.7008766	-0.7549750	-0.6467782
oxygen + silicate	Atlantic	(27,27.25]	-0.4688902	-0.5200983	-0.4176822
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1116167	-0.2338298	0.0105963
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1820363	-0.2436101	-0.1204624
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5736675	-0.6108505	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7058508	-0.7402648	-0.6714368
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7905657	-0.8603895	-0.7207418
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9008015	-0.9335351	-0.8680679
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9278277	-0.9284373	-0.9272181
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9776377	-0.9778313	-0.9774440
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7388928	-0.8113456	-0.6664401
oxygen + silicate	Indian	(-Inf,26]	-0.8771607	-0.9340385	-0.8202830
oxygen + silicate	Indian	(26,26.5]	-0.9341355	-0.9473741	-0.9208969
oxygen + silicate	Indian	(26.5,26.75]	-0.9547560	-0.9601482	-0.9493638
oxygen + silicate	Indian	(26.75,27]	-0.9600429	-0.9605192	-0.9595666
oxygen + silicate	Indian	(27,27.25]	-0.8920448	-0.9028356	-0.8812540
oxygen + silicate	Indian	(27.25,27.5]	-0.8380331	-0.8586850	-0.8173811
oxygen + silicate	Indian	(27.5,27.75]	-0.8235377	-0.8354722	-0.8116031
oxygen + silicate	Indian	(27.75,27.85]	-0.8374255	-0.8836635	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7950319	-0.8452599	-0.7448040
oxygen + silicate	Indian	(27.95,28.05]	-0.7924237	-0.8461749	-0.7386724
oxygen + silicate	Indian	(28.05,28.1]	-0.9150305	-0.9458221	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2433785	-0.2963627	-0.1903944
oxygen + silicate	Pacific	(-Inf,26]	-0.2811746	-0.3588942	-0.2034550
oxygen + silicate	Pacific	(26,26.5]	-0.3908620	-0.4283381	-0.3533860
oxygen + silicate	Pacific	(26.5,26.75]	-0.1906688	-0.2030966	-0.1782410
oxygen + silicate	Pacific	(26.75,27]	-0.5460996	-0.5511483	-0.5410509
oxygen + silicate	Pacific	(27,27.25]	-0.8616777	-0.8746181	-0.8487374
oxygen + silicate	Pacific	(27.25,27.5]	-0.8927163	-0.9050369	-0.8803956
oxygen + silicate	Pacific	(27.5,27.75]	-0.9033239	-0.9256055	-0.8810422
oxygen + silicate	Pacific	(27.75,27.85]	-0.9531010	-0.9580569	-0.9481450
oxygen + silicate	Pacific	(27.85,27.95]	-0.9518811	-0.9547773	-0.9489848
oxygen + silicate	Pacific	(27.95,28.05]	-0.9376554	-0.9441510	-0.9311599
oxygen + silicate	Pacific	(28.05,28.1]	-0.9489249	-0.9600908	-0.9377590
oxygen + silicate	Pacific	(28.1, Inf]	-0.7693191	-0.8149769	-0.7236612
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1890216	-0.2064854	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2513776	-0.2714195	-0.2313356
sal + aou	Atlantic	(26.75,27]	-0.0574072	-0.1195335	0.0047190
sal + aou	Atlantic	(27,27.25]	0.0265842	-0.0379109	0.0910792
sal + aou	Atlantic	(27.25,27.5]	0.0468252	-0.1900758	0.2837262
sal + aou	Atlantic	(27.5,27.75]	-0.3029542	-0.3494708	-0.2564376
sal + aou	Atlantic	(27.75,27.85]	-0.3745001	-0.4477392	-0.3012610
sal + aou	Atlantic	(27.85,27.95]	-0.4451256	-0.4893475	-0.4009038
sal + aou	Atlantic	(27.95,28.05]	-0.5914626	-0.6016209	-0.5813043
sal + aou	Atlantic	(28.05,28.1]	-0.7432294	-0.7685535	-0.7179053
sal + aou	Atlantic	(28.1,28.15]	-0.7798551	-0.7988787	-0.7608314
sal + aou	Atlantic	(28.15,28.2]	-0.9192465	-0.9259554	-0.9125376
sal + aou	Atlantic	(28.2, Inf]	-0.6207452	-0.7225879	-0.5189025
sal + aou	Indian	(-Inf,26]	-0.5586168	-0.7805322	-0.3367013
sal + aou	Indian	(26,26.5]	-0.7184564	-0.7927048	-0.6442080
sal + aou	Indian	(26.5,26.75]	-0.1231406	-0.2864101	0.0401288
sal + aou	Indian	(26.75,27]	0.4848473	0.3340505	0.6356440
sal + aou	Indian	(27,27.25]	0.8797509	0.8672415	0.8922604
sal + aou	Indian	(27.25,27.5]	0.9546072	0.9378939	0.9713205
sal + aou	Indian	(27.5,27.75]	0.9632154	0.9592186	0.9672122
sal + aou	Indian	(27.75,27.85]	0.9488571	0.9353426	0.9623715
sal + aou	Indian	(27.85,27.95]	0.9036393	0.8940159	0.9132627
sal + aou	Indian	(27.95,28.05]	0.6851845	0.6821130	0.6882560
sal + aou	Indian	(28.05,28.1]	0.2497252	0.1914565	0.3079939
sal + aou	Indian	(28.1, Inf]	0.6564471	0.5646071	0.7482871
sal + aou	Pacific	(-Inf,26]	-0.1327698	-0.1542048	-0.1113347
sal + aou	Pacific	(26,26.5]	-0.0637705	-0.1072039	-0.0203372
sal + aou	Pacific	(26.5,26.75]	0.2124753	0.1364801	0.2884706
sal + aou	Pacific	(26.75,27]	-0.1191883	-0.1528688	-0.0855078
sal + aou	Pacific	(27,27.25]	-0.2232326	-0.2481216	-0.1983436
sal + aou	Pacific	(27.25,27.5]	0.0329228	0.0157402	0.0501054
sal + aou	Pacific	(27.5,27.75]	0.1413143	0.0365586	0.2460700
sal + aou	Pacific	(27.75,27.85]	0.0459249	-0.1610854	0.2529353
sal + aou	Pacific	(27.85,27.95]	-0.1476277	-0.4189820	0.1237266
sal + aou	Pacific	(27.95,28.05]	-0.5768319	-0.7674013	-0.3862625
sal + aou	Pacific	(28.05,28.1]	-0.8850280	-0.8859779	-0.8840782
sal + aou	Pacific	(28.1, Inf]	-0.6051410	-0.7221663	-0.4881157
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4054841	-0.4345152	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5066900	-0.5264326	-0.4869474
sal + nitrate	Atlantic	(26.75,27]	-0.4555347	-0.5251059	-0.3859635
sal + nitrate	Atlantic	(27,27.25]	-0.5103871	-0.6019311	-0.4188431
sal + nitrate	Atlantic	(27.25,27.5]	-0.6093623	-0.7221670	-0.4965575
sal + nitrate	Atlantic	(27.5,27.75]	-0.7425804	-0.7566330	-0.7285278
sal + nitrate	Atlantic	(27.75,27.85]	-0.6749270	-0.7324682	-0.6173858
sal + nitrate	Atlantic	(27.85,27.95]	-0.7085044	-0.7665742	-0.6504345
sal + nitrate	Atlantic	(27.95,28.05]	-0.8039526	-0.8406278	-0.7672774
sal + nitrate	Atlantic	(28.05,28.1]	-0.8656808	-0.8788717	-0.8524898
sal + nitrate	Atlantic	(28.1,28.15]	-0.8720966	-0.8912983	-0.8528949
sal + nitrate	Atlantic	(28.15,28.2]	-0.9483271	-0.9497611	-0.9468932
sal + nitrate	Atlantic	(28.2, Inf]	-0.9227734	-0.9434892	-0.9020577
sal + nitrate	Indian	(-Inf,26]	-0.5813529	-0.7927778	-0.3699280
sal + nitrate	Indian	(26,26.5]	-0.8197821	-0.8580488	-0.7815154
sal + nitrate	Indian	(26.5,26.75]	-0.3960825	-0.5344770	-0.2576879
sal + nitrate	Indian	(26.75,27]	0.1066146	-0.0751030	0.2883322
sal + nitrate	Indian	(27,27.25]	0.5508834	0.5094825	0.5922843
sal + nitrate	Indian	(27.25,27.5]	0.7872924	0.7717963	0.8027885
sal + nitrate	Indian	(27.5,27.75]	0.8678183	0.8407348	0.8949019
sal + nitrate	Indian	(27.75,27.85]	0.7307880	0.6598014	0.8017746
sal + nitrate	Indian	(27.85,27.95]	0.5775551	0.5026918	0.6524184
sal + nitrate	Indian	(27.95,28.05]	0.1530120	0.0405898	0.2654343
sal + nitrate	Indian	(28.05,28.1]	-0.1215001	-0.3170397	0.0740396
sal + nitrate	Indian	(28.1, Inf]	-0.1278085	-0.2880957	0.0324786
sal + nitrate	Pacific	(-Inf,26]	-0.4333315	-0.4623080	-0.4043551
sal + nitrate	Pacific	(26,26.5]	-0.4810932	-0.5046522	-0.4575342
sal + nitrate	Pacific	(26.5,26.75]	-0.3272619	-0.4492770	-0.2052467
sal + nitrate	Pacific	(26.75,27]	-0.4271688	-0.4909144	-0.3634232
sal + nitrate	Pacific	(27,27.25]	-0.3495770	-0.3751745	-0.3239795
sal + nitrate	Pacific	(27.25,27.5]	-0.0012465	-0.0193007	0.0168078
sal + nitrate	Pacific	(27.5,27.75]	0.1173782	0.0239089	0.2108476
sal + nitrate	Pacific	(27.75,27.85]	0.0235563	-0.1648870	0.2119995
sal + nitrate	Pacific	(27.85,27.95]	-0.1927200	-0.4411410	0.0557010
sal + nitrate	Pacific	(27.95,28.05]	-0.6399529	-0.7912005	-0.4887054
sal + nitrate	Pacific	(28.05,28.1]	-0.9148644	-0.9155884	-0.9141405
sal + nitrate	Pacific	(28.1, Inf]	-0.7499115	-0.8257398	-0.6740831
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0923559	-0.1394337	-0.0452782
sal + oxygen	Atlantic	(26.5,26.75]	0.0178031	-0.0171121	0.0527182
sal + oxygen	Atlantic	(26.75,27]	-0.2074000	-0.2316603	-0.1831397
sal + oxygen	Atlantic	(27,27.25]	-0.2822371	-0.3126568	-0.2518175
sal + oxygen	Atlantic	(27.25,27.5]	-0.3422836	-0.5226326	-0.1619346
sal + oxygen	Atlantic	(27.5,27.75]	-0.0652663	-0.1012931	-0.0292395
sal + oxygen	Atlantic	(27.75,27.85]	0.1031074	0.0124254	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2387362	0.2029414	0.2745310
sal + oxygen	Atlantic	(27.95,28.05]	0.3915688	0.3308216	0.4523159
sal + oxygen	Atlantic	(28.05,28.1]	0.6187607	0.5599196	0.6776018
sal + oxygen	Atlantic	(28.1,28.15]	0.6855010	0.6656673	0.7053348
sal + oxygen	Atlantic	(28.15,28.2]	0.8857368	0.8768982	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4888380	0.3580332	0.6196428
sal + oxygen	Indian	(-Inf,26]	0.5513366	0.3075054	0.7951678
sal + oxygen	Indian	(26,26.5]	0.6749828	0.5988633	0.7511023
sal + oxygen	Indian	(26.5,26.75]	0.0366022	-0.1225801	0.1957844
sal + oxygen	Indian	(26.75,27]	-0.5738538	-0.7012556	-0.4464520
sal + oxygen	Indian	(27,27.25]	-0.9195144	-0.9231926	-0.9158363
sal + oxygen	Indian	(27.25,27.5]	-0.9691098	-0.9847504	-0.9534691
sal + oxygen	Indian	(27.5,27.75]	-0.9649830	-0.9663377	-0.9636282
sal + oxygen	Indian	(27.75,27.85]	-0.9561327	-0.9686720	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9272063	-0.9321783	-0.9222343
sal + oxygen	Indian	(27.95,28.05]	-0.7700066	-0.7780142	-0.7619991
sal + oxygen	Indian	(28.05,28.1]	-0.3632412	-0.3817592	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7629245	-0.8321361	-0.6937128
sal + oxygen	Pacific	(-Inf,26]	-0.2905380	-0.3569743	-0.2241016
sal + oxygen	Pacific	(26,26.5]	-0.1607384	-0.2120247	-0.1094520
sal + oxygen	Pacific	(26.5,26.75]	-0.4196267	-0.4805771	-0.3586763
sal + oxygen	Pacific	(26.75,27]	-0.0765601	-0.1001493	-0.0529709
sal + oxygen	Pacific	(27,27.25]	0.1263516	0.0972322	0.1554709
sal + oxygen	Pacific	(27.25,27.5]	-0.1058711	-0.1178119	-0.0939304
sal + oxygen	Pacific	(27.5,27.75]	-0.1982194	-0.3162333	-0.0802056
sal + oxygen	Pacific	(27.75,27.85]	-0.1101617	-0.3302995	0.1099761
sal + oxygen	Pacific	(27.85,27.95]	0.0926514	-0.2008706	0.3861733
sal + oxygen	Pacific	(27.95,28.05]	0.5482703	0.3314645	0.7650762
sal + oxygen	Pacific	(28.05,28.1]	0.8747722	0.8714863	0.8780581
sal + oxygen	Pacific	(28.1, Inf]	0.5395415	0.4085080	0.6705750
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6027791	-0.6043792	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.5314637	-0.5439941	-0.5189333
sal + silicate	Atlantic	(26.75,27]	-0.4441388	-0.5245426	-0.3637350
sal + silicate	Atlantic	(27,27.25]	-0.5826197	-0.6325658	-0.5326737
sal + silicate	Atlantic	(27.25,27.5]	-0.7465532	-0.7964589	-0.6966475
sal + silicate	Atlantic	(27.5,27.75]	-0.8069359	-0.8146047	-0.7992672
sal + silicate	Atlantic	(27.75,27.85]	-0.7504655	-0.8427603	-0.6581706
sal + silicate	Atlantic	(27.85,27.95]	-0.7864832	-0.8485920	-0.7243744
sal + silicate	Atlantic	(27.95,28.05]	-0.8341980	-0.8679880	-0.8004079
sal + silicate	Atlantic	(28.05,28.1]	-0.8781171	-0.8840131	-0.8722211
sal + silicate	Atlantic	(28.1,28.15]	-0.8862814	-0.9028886	-0.8696742
sal + silicate	Atlantic	(28.15,28.2]	-0.9354681	-0.9367180	-0.9342181
sal + silicate	Atlantic	(28.2, Inf]	-0.9040650	-0.9368007	-0.8713292
sal + silicate	Indian	(-Inf,26]	-0.7034024	-0.8282730	-0.5785319
sal + silicate	Indian	(26,26.5]	-0.8276153	-0.8536230	-0.8016077
sal + silicate	Indian	(26.5,26.75]	-0.2191984	-0.3561887	-0.0822081
sal + silicate	Indian	(26.75,27]	0.3866679	0.2458791	0.5274567
sal + silicate	Indian	(27,27.25]	0.6871551	0.6839016	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7335970	0.6743953	0.7927987
sal + silicate	Indian	(27.5,27.75]	0.7899851	0.7416643	0.8383059
sal + silicate	Indian	(27.75,27.85]	0.8279833	0.7938038	0.8621628
sal + silicate	Indian	(27.85,27.95]	0.7063082	0.6294234	0.7831931
sal + silicate	Indian	(27.95,28.05]	0.3922033	0.2950109	0.4893957
sal + silicate	Indian	(28.05,28.1]	0.0695925	-0.0562069	0.1953919
sal + silicate	Indian	(28.1, Inf]	-0.1937387	-0.2067993	-0.1806782
sal + silicate	Pacific	(-Inf,26]	-0.6296078	-0.6560239	-0.6031918
sal + silicate	Pacific	(26,26.5]	-0.6944042	-0.7083364	-0.6804719
sal + silicate	Pacific	(26.5,26.75]	-0.7150417	-0.7727701	-0.6573132
sal + silicate	Pacific	(26.75,27]	-0.7300069	-0.7576708	-0.7023430
sal + silicate	Pacific	(27,27.25]	-0.5485998	-0.5646684	-0.5325312
sal + silicate	Pacific	(27.25,27.5]	-0.2261500	-0.2522479	-0.2000520
sal + silicate	Pacific	(27.5,27.75]	0.0316865	-0.0232940	0.0866670
sal + silicate	Pacific	(27.75,27.85]	-0.0204672	-0.2049560	0.1640216
sal + silicate	Pacific	(27.85,27.95]	-0.1783979	-0.4108466	0.0540509
sal + silicate	Pacific	(27.95,28.05]	-0.5387762	-0.6712951	-0.4062574
sal + silicate	Pacific	(28.05,28.1]	-0.8462429	-0.8764201	-0.8160657
sal + silicate	Pacific	(28.1, Inf]	-0.7635416	-0.8469506	-0.6801327
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627531	0.9626434	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9854113	0.9829258	0.9878968
sal + temp	Atlantic	(26.75,27]	0.9735052	0.9717988	0.9752117
sal + temp	Atlantic	(27,27.25]	0.9786668	0.9776574	0.9796761
sal + temp	Atlantic	(27.25,27.5]	0.9745399	0.9713284	0.9777513
sal + temp	Atlantic	(27.5,27.75]	0.9618800	0.9572880	0.9664720
sal + temp	Atlantic	(27.75,27.85]	0.9739172	0.9665841	0.9812504
sal + temp	Atlantic	(27.85,27.95]	0.9593395	0.9593249	0.9593540
sal + temp	Atlantic	(27.95,28.05]	0.9411565	0.9277840	0.9545290
sal + temp	Atlantic	(28.05,28.1]	0.9657314	0.9566783	0.9747846
sal + temp	Atlantic	(28.1,28.15]	0.9545025	0.9296031	0.9794018
sal + temp	Atlantic	(28.15,28.2]	0.7409212	0.5561222	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3227771	0.1809193	0.4646349
sal + temp	Indian	(-Inf,26]	0.1404064	0.0720599	0.2087529
sal + temp	Indian	(26,26.5]	0.8498228	0.8473256	0.8523200
sal + temp	Indian	(26.5,26.75]	0.9608811	0.9607640	0.9609983
sal + temp	Indian	(26.75,27]	0.9715636	0.9674397	0.9756875
sal + temp	Indian	(27,27.25]	0.9580913	0.9534499	0.9627326
sal + temp	Indian	(27.25,27.5]	0.9488716	0.9332645	0.9644788
sal + temp	Indian	(27.5,27.75]	0.9092752	0.8801524	0.9383980
sal + temp	Indian	(27.75,27.85]	0.9399524	0.9223115	0.9575932
sal + temp	Indian	(27.85,27.95]	0.9414015	0.9373069	0.9454961
sal + temp	Indian	(27.95,28.05]	0.9427307	0.9293725	0.9560888
sal + temp	Indian	(28.05,28.1]	0.9246352	0.9040103	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9479171	0.9319859	0.9638483
sal + temp	Pacific	(-Inf,26]	0.6965199	0.6130056	0.7800341
sal + temp	Pacific	(26,26.5]	0.9431183	0.9358426	0.9503941
sal + temp	Pacific	(26.5,26.75]	0.9766276	0.9743951	0.9788602
sal + temp	Pacific	(26.75,27]	0.9727699	0.9691524	0.9763874
sal + temp	Pacific	(27,27.25]	0.9345852	0.9295739	0.9395965
sal + temp	Pacific	(27.25,27.5]	0.8023225	0.8011841	0.8034610
sal + temp	Pacific	(27.5,27.75]	0.6273909	0.5468913	0.7078905
sal + temp	Pacific	(27.75,27.85]	0.8191495	0.7568354	0.8814635
sal + temp	Pacific	(27.85,27.95]	0.7116278	0.5900831	0.8331724
sal + temp	Pacific	(27.95,28.05]	0.4184278	0.2544246	0.5824311
sal + temp	Pacific	(28.05,28.1]	0.0584058	-0.0354445	0.1522560
sal + temp	Pacific	(28.1, Inf]	-0.1660817	-0.2916600	-0.0405034
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2431474	-0.2671005	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2501968	-0.2696562	-0.2307374
temp + aou	Atlantic	(26.75,27]	-0.0078569	-0.0615047	0.0457908
temp + aou	Atlantic	(27,27.25]	0.0959234	0.0279938	0.1638530
temp + aou	Atlantic	(27.25,27.5]	0.1018255	-0.1423748	0.3460259
temp + aou	Atlantic	(27.5,27.75]	-0.2279674	-0.3016988	-0.1542360
temp + aou	Atlantic	(27.75,27.85]	-0.2996207	-0.3193515	-0.2798900
temp + aou	Atlantic	(27.85,27.95]	-0.3640458	-0.3776511	-0.3504404
temp + aou	Atlantic	(27.95,28.05]	-0.4716447	-0.5194704	-0.4238190
temp + aou	Atlantic	(28.05,28.1]	-0.6253302	-0.6468515	-0.6038088
temp + aou	Atlantic	(28.1,28.15]	-0.6061451	-0.6873640	-0.5249261
temp + aou	Atlantic	(28.15,28.2]	-0.5653775	-0.7806998	-0.3500552
temp + aou	Atlantic	(28.2, Inf]	0.3219422	0.3155394	0.3283450
temp + aou	Indian	(-Inf,26]	-0.2956320	-0.3497720	-0.2414919
temp + aou	Indian	(26,26.5]	-0.5198402	-0.5655693	-0.4741111
temp + aou	Indian	(26.5,26.75]	-0.0742875	-0.2014497	0.0528747
temp + aou	Indian	(26.75,27]	0.3617632	0.2000386	0.5234878
temp + aou	Indian	(27,27.25]	0.7688604	0.7158196	0.8219011
temp + aou	Indian	(27.25,27.5]	0.8850199	0.8577628	0.9122770
temp + aou	Indian	(27.5,27.75]	0.9149795	0.8939627	0.9359962
temp + aou	Indian	(27.75,27.85]	0.9328976	0.9194233	0.9463718
temp + aou	Indian	(27.85,27.95]	0.8970787	0.8924834	0.9016739
temp + aou	Indian	(27.95,28.05]	0.7337532	0.7235152	0.7439913
temp + aou	Indian	(28.05,28.1]	0.4609852	0.4138561	0.5081143
temp + aou	Indian	(28.1, Inf]	0.7839343	0.7463118	0.8215568
temp + aou	Pacific	(-Inf,26]	-0.2735450	-0.2806153	-0.2664746
temp + aou	Pacific	(26,26.5]	-0.1051723	-0.1552260	-0.0551185
temp + aou	Pacific	(26.5,26.75]	0.2312406	0.1773816	0.2850996
temp + aou	Pacific	(26.75,27]	-0.1112887	-0.1362412	-0.0863363
temp + aou	Pacific	(27,27.25]	-0.2689192	-0.2690454	-0.2687929
temp + aou	Pacific	(27.25,27.5]	-0.0513719	-0.0629444	-0.0397995
temp + aou	Pacific	(27.5,27.75]	0.1889532	0.0483605	0.3295459
temp + aou	Pacific	(27.75,27.85]	0.2057996	0.0267899	0.3848092
temp + aou	Pacific	(27.85,27.95]	0.1439997	-0.0960740	0.3840735
temp + aou	Pacific	(27.95,28.05]	-0.0028668	-0.2344494	0.2287158
temp + aou	Pacific	(28.05,28.1]	0.0400068	-0.1541155	0.2341291
temp + aou	Pacific	(28.1, Inf]	0.8086329	0.7950164	0.8222495
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4757085	-0.5021547	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5112016	-0.5346397	-0.4877636
temp + nitrate	Atlantic	(26.75,27]	-0.3938997	-0.4480080	-0.3397915
temp + nitrate	Atlantic	(27,27.25]	-0.4445098	-0.5421639	-0.3468558
temp + nitrate	Atlantic	(27.25,27.5]	-0.5527526	-0.6735239	-0.4319814
temp + nitrate	Atlantic	(27.5,27.75]	-0.6818472	-0.7196552	-0.6440392
temp + nitrate	Atlantic	(27.75,27.85]	-0.6279821	-0.6424718	-0.6134924
temp + nitrate	Atlantic	(27.85,27.95]	-0.6538652	-0.6890452	-0.6186853
temp + nitrate	Atlantic	(27.95,28.05]	-0.7142893	-0.7305045	-0.6980741
temp + nitrate	Atlantic	(28.05,28.1]	-0.7758894	-0.7988189	-0.7529599
temp + nitrate	Atlantic	(28.1,28.15]	-0.7303540	-0.8027781	-0.6579300
temp + nitrate	Atlantic	(28.15,28.2]	-0.5919713	-0.8041534	-0.3797891
temp + nitrate	Atlantic	(28.2, Inf]	-0.0459090	-0.1397641	0.0479461
temp + nitrate	Indian	(-Inf,26]	-0.3479352	-0.3963321	-0.2995382
temp + nitrate	Indian	(26,26.5]	-0.6329588	-0.6487894	-0.6171282
temp + nitrate	Indian	(26.5,26.75]	-0.3466841	-0.4576765	-0.2356916
temp + nitrate	Indian	(26.75,27]	-0.0269332	-0.2123064	0.1584399
temp + nitrate	Indian	(27,27.25]	0.3729861	0.2773634	0.4686088
temp + nitrate	Indian	(27.25,27.5]	0.6403282	0.5805082	0.7001483
temp + nitrate	Indian	(27.5,27.75]	0.7851448	0.7224764	0.8478131
temp + nitrate	Indian	(27.75,27.85]	0.7306369	0.6775949	0.7836789
temp + nitrate	Indian	(27.85,27.95]	0.5830474	0.5237492	0.6423456
temp + nitrate	Indian	(27.95,28.05]	0.2315399	0.1429591	0.3201207
temp + nitrate	Indian	(28.05,28.1]	0.1122592	-0.0745206	0.2990389
temp + nitrate	Indian	(28.1, Inf]	0.0349119	-0.0680314	0.1378552
temp + nitrate	Pacific	(-Inf,26]	-0.5439397	-0.5783116	-0.5095679
temp + nitrate	Pacific	(26,26.5]	-0.5439038	-0.5680578	-0.5197499
temp + nitrate	Pacific	(26.5,26.75]	-0.3335849	-0.4352432	-0.2319266
temp + nitrate	Pacific	(26.75,27]	-0.4445075	-0.4983385	-0.3906765
temp + nitrate	Pacific	(27,27.25]	-0.4249182	-0.4253803	-0.4244562
temp + nitrate	Pacific	(27.25,27.5]	-0.1345891	-0.1493263	-0.1198518
temp + nitrate	Pacific	(27.5,27.75]	0.1480365	0.0174270	0.2786460
temp + nitrate	Pacific	(27.75,27.85]	0.1816873	0.0136380	0.3497367
temp + nitrate	Pacific	(27.85,27.95]	0.1021463	-0.1201484	0.3244410
temp + nitrate	Pacific	(27.95,28.05]	-0.0629893	-0.2564162	0.1304375
temp + nitrate	Pacific	(28.05,28.1]	-0.0004378	-0.1985513	0.1976757
temp + nitrate	Pacific	(28.1, Inf]	0.6546913	0.6455559	0.6638268
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0464463	-0.1013846	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0113596	-0.0251160	0.0478353
temp + oxygen	Atlantic	(26.75,27]	-0.2667808	-0.2796777	-0.2538840
temp + oxygen	Atlantic	(27,27.25]	-0.3542957	-0.3870004	-0.3215909
temp + oxygen	Atlantic	(27.25,27.5]	-0.4015281	-0.5855748	-0.2174814
temp + oxygen	Atlantic	(27.5,27.75]	-0.1562626	-0.2181089	-0.0944164
temp + oxygen	Atlantic	(27.75,27.85]	0.0141014	-0.0182592	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1405863	0.1383279	0.1428448
temp + oxygen	Atlantic	(27.95,28.05]	0.2440427	0.1436057	0.3444798
temp + oxygen	Atlantic	(28.05,28.1]	0.4782471	0.4224124	0.5340819
temp + oxygen	Atlantic	(28.1,28.15]	0.4898134	0.4023780	0.5772488
temp + oxygen	Atlantic	(28.15,28.2]	0.4854226	0.2424097	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.4897687	-0.5034419	-0.4760956
temp + oxygen	Indian	(-Inf,26]	0.1772654	0.1080743	0.2464565
temp + oxygen	Indian	(26,26.5]	0.4556277	0.4125035	0.4987519
temp + oxygen	Indian	(26.5,26.75]	-0.0158288	-0.1381233	0.1064657
temp + oxygen	Indian	(26.75,27]	-0.4595229	-0.5993771	-0.3196686
temp + oxygen	Indian	(27,27.25]	-0.8293161	-0.8683250	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9203315	-0.9398916	-0.9007715
temp + oxygen	Indian	(27.5,27.75]	-0.9430656	-0.9584504	-0.9276809
temp + oxygen	Indian	(27.75,27.85]	-0.9577468	-0.9662550	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9370149	-0.9388660	-0.9351639
temp + oxygen	Indian	(27.95,28.05]	-0.8226465	-0.8390639	-0.8062292
temp + oxygen	Indian	(28.05,28.1]	-0.5673972	-0.5788035	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8729604	-0.8948571	-0.8510637
temp + oxygen	Pacific	(-Inf,26]	-0.2829717	-0.2981986	-0.2677448
temp + oxygen	Pacific	(26,26.5]	-0.1335780	-0.1946231	-0.0725328
temp + oxygen	Pacific	(26.5,26.75]	-0.4441458	-0.4849081	-0.4033835
temp + oxygen	Pacific	(26.75,27]	-0.0898911	-0.1050049	-0.0747772
temp + oxygen	Pacific	(27,27.25]	0.1667127	0.1624458	0.1709795
temp + oxygen	Pacific	(27.25,27.5]	-0.0383321	-0.0437093	-0.0329549
temp + oxygen	Pacific	(27.5,27.75]	-0.2766093	-0.4275817	-0.1256370
temp + oxygen	Pacific	(27.75,27.85]	-0.2806764	-0.4682696	-0.0930831
temp + oxygen	Pacific	(27.85,27.95]	-0.2143195	-0.4666124	0.0379733
temp + oxygen	Pacific	(27.95,28.05]	-0.0580139	-0.3034067	0.1873788
temp + oxygen	Pacific	(28.05,28.1]	-0.0694717	-0.2665225	0.1275790
temp + oxygen	Pacific	(28.1, Inf]	-0.8547702	-0.8709165	-0.8386239
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223244	-0.6232738	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5346134	-0.5479805	-0.5212463
temp + silicate	Atlantic	(26.75,27]	-0.4088232	-0.4770807	-0.3405657
temp + silicate	Atlantic	(27,27.25]	-0.5538085	-0.6122462	-0.4953708
temp + silicate	Atlantic	(27.25,27.5]	-0.7646644	-0.8064701	-0.7228588
temp + silicate	Atlantic	(27.5,27.75]	-0.8334765	-0.8383783	-0.8285746
temp + silicate	Atlantic	(27.75,27.85]	-0.7517031	-0.8141657	-0.6892405
temp + silicate	Atlantic	(27.85,27.95]	-0.7612270	-0.8010413	-0.7214128
temp + silicate	Atlantic	(27.95,28.05]	-0.7641791	-0.7745901	-0.7537681
temp + silicate	Atlantic	(28.05,28.1]	-0.7916858	-0.8023890	-0.7809825
temp + silicate	Atlantic	(28.1,28.15]	-0.7478433	-0.8154965	-0.6801901
temp + silicate	Atlantic	(28.15,28.2]	-0.5691229	-0.7823070	-0.3559389
temp + silicate	Atlantic	(28.2, Inf]	-0.0403413	-0.1258513	0.0451686
temp + silicate	Indian	(-Inf,26]	-0.4788119	-0.5152945	-0.4423293
temp + silicate	Indian	(26,26.5]	-0.6157412	-0.6172724	-0.6142100
temp + silicate	Indian	(26.5,26.75]	-0.1552103	-0.2621304	-0.0482903
temp + silicate	Indian	(26.75,27]	0.2617747	0.1157886	0.4077608
temp + silicate	Indian	(27,27.25]	0.5265071	0.4867802	0.5662340
temp + silicate	Indian	(27.25,27.5]	0.5883425	0.5787560	0.5979290
temp + silicate	Indian	(27.5,27.75]	0.6263285	0.6111830	0.6414741
temp + silicate	Indian	(27.75,27.85]	0.7053052	0.6277590	0.7828514
temp + silicate	Indian	(27.85,27.95]	0.5845664	0.5055226	0.6636102
temp + silicate	Indian	(27.95,28.05]	0.3718620	0.3021853	0.4415387
temp + silicate	Indian	(28.05,28.1]	0.2848423	0.1699302	0.3997544
temp + silicate	Indian	(28.1, Inf]	-0.0976651	-0.1192717	-0.0760585
temp + silicate	Pacific	(-Inf,26]	-0.5960561	-0.6470245	-0.5450876
temp + silicate	Pacific	(26,26.5]	-0.7243716	-0.7457995	-0.7029437
temp + silicate	Pacific	(26.5,26.75]	-0.7035185	-0.7541852	-0.6528518
temp + silicate	Pacific	(26.75,27]	-0.7187239	-0.7435942	-0.6938536
temp + silicate	Pacific	(27,27.25]	-0.5823681	-0.5890670	-0.5756692
temp + silicate	Pacific	(27.25,27.5]	-0.3592960	-0.3838812	-0.3347108
temp + silicate	Pacific	(27.5,27.75]	-0.0932902	-0.1956024	0.0090220
temp + silicate	Pacific	(27.75,27.85]	0.0586653	-0.1151490	0.2324797
temp + silicate	Pacific	(27.85,27.95]	0.0068795	-0.2321133	0.2458723
temp + silicate	Pacific	(27.95,28.05]	-0.1587460	-0.4098646	0.0923725
temp + silicate	Pacific	(28.05,28.1]	0.0004988	-0.1921434	0.1931409
temp + silicate	Pacific	(28.1, Inf]	0.4268815	0.3995951	0.4541679

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
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]	0.7290034	0.6770352	0.7809715
aou	Atlantic	(26,26.5]	0.9205826	0.9090703	0.9320949
aou	Atlantic	(26.5,26.75]	0.9421102	0.9380826	0.9461378
aou	Atlantic	(26.75,27]	0.9298614	0.9207296	0.9389933
aou	Atlantic	(27,27.25]	0.9219699	0.9083193	0.9356204
aou	Atlantic	(27.25,27.5]	0.8718467	0.8519712	0.8917223
aou	Atlantic	(27.5,27.75]	0.8387665	0.8181456	0.8593875
aou	Atlantic	(27.75,27.85]	0.8789290	0.8726027	0.8852554
aou	Atlantic	(27.85,27.95]	0.8703327	0.8587042	0.8819611
aou	Atlantic	(27.95,28.05]	0.9024449	0.8926590	0.9122308
aou	Atlantic	(28.05,28.1]	0.9199494	0.9185508	0.9213479
aou	Atlantic	(28.1,28.15]	0.9379339	0.9313297	0.9445380
aou	Atlantic	(28.15,28.2]	0.9679744	0.9676180	0.9683308
aou	Atlantic	(28.2, Inf]	0.9212186	0.9069554	0.9354818
aou	Indian	(-Inf,26]	0.9670603	0.9633715	0.9707492
aou	Indian	(26,26.5]	0.9861053	0.9778649	0.9943457
aou	Indian	(26.5,26.75]	0.9829699	0.9765559	0.9893839
aou	Indian	(26.75,27]	0.9788546	0.9740001	0.9837090
aou	Indian	(27,27.25]	0.9673963	0.9631777	0.9716149
aou	Indian	(27.25,27.5]	0.9674500	0.9651005	0.9697994
aou	Indian	(27.5,27.75]	0.9632314	0.9623258	0.9641369
aou	Indian	(27.75,27.85]	0.9417442	0.9331435	0.9503449
aou	Indian	(27.85,27.95]	0.9196856	0.9143330	0.9250382
aou	Indian	(27.95,28.05]	0.8917974	0.8725869	0.9110079
aou	Indian	(28.05,28.1]	0.9476561	0.9255251	0.9697872
aou	Indian	(28.1, Inf]	0.8093222	0.7909136	0.8277308
aou	Pacific	(-Inf,26]	0.8261029	0.8145467	0.8376590
aou	Pacific	(26,26.5]	0.9405486	0.9263836	0.9547136
aou	Pacific	(26.5,26.75]	0.9141733	0.9118735	0.9164731
aou	Pacific	(26.75,27]	0.9459818	0.9441928	0.9477708
aou	Pacific	(27,27.25]	0.9803003	0.9788808	0.9817198
aou	Pacific	(27.25,27.5]	0.9827973	0.9815694	0.9840252
aou	Pacific	(27.5,27.75]	0.9838859	0.9797476	0.9880242
aou	Pacific	(27.75,27.85]	0.9889003	0.9869420	0.9908586
aou	Pacific	(27.85,27.95]	0.9891268	0.9867157	0.9915380
aou	Pacific	(27.95,28.05]	0.9878496	0.9860348	0.9896644
aou	Pacific	(28.05,28.1]	0.9835942	0.9826998	0.9844887
aou	Pacific	(28.1, Inf]	0.9660076	0.9587323	0.9732830
nitrate	Atlantic	(-Inf,26]	0.7661434	0.7273945	0.8048922
nitrate	Atlantic	(26,26.5]	0.9615589	0.9545747	0.9685432
nitrate	Atlantic	(26.5,26.75]	0.9845329	0.9819924	0.9870735
nitrate	Atlantic	(26.75,27]	0.9668619	0.9586389	0.9750849
nitrate	Atlantic	(27,27.25]	0.9513602	0.9449116	0.9578088
nitrate	Atlantic	(27.25,27.5]	0.9420808	0.9292830	0.9548787
nitrate	Atlantic	(27.5,27.75]	0.9762522	0.9752135	0.9772908
nitrate	Atlantic	(27.75,27.85]	0.9744760	0.9724414	0.9765105
nitrate	Atlantic	(27.85,27.95]	0.9606817	0.9588564	0.9625070
nitrate	Atlantic	(27.95,28.05]	0.9606393	0.9557623	0.9655163
nitrate	Atlantic	(28.05,28.1]	0.9515995	0.9398962	0.9633029
nitrate	Atlantic	(28.1,28.15]	0.9595244	0.9523312	0.9667177
nitrate	Atlantic	(28.15,28.2]	0.9688121	0.9678753	0.9697489
nitrate	Atlantic	(28.2, Inf]	0.9422013	0.9145429	0.9698597
nitrate	Indian	(-Inf,26]	0.9694146	0.9673214	0.9715078
nitrate	Indian	(26,26.5]	0.9785354	0.9711206	0.9859501
nitrate	Indian	(26.5,26.75]	0.9745280	0.9640010	0.9850549
nitrate	Indian	(26.75,27]	0.9605249	0.9536288	0.9674209
nitrate	Indian	(27,27.25]	0.9504078	0.9452028	0.9556128
nitrate	Indian	(27.25,27.5]	0.9663317	0.9660390	0.9666244
nitrate	Indian	(27.5,27.75]	0.9557901	0.9433476	0.9682327
nitrate	Indian	(27.75,27.85]	0.9286063	0.9053226	0.9518900
nitrate	Indian	(27.85,27.95]	0.9398360	0.9226754	0.9569966
nitrate	Indian	(27.95,28.05]	0.9504059	0.9327016	0.9681103
nitrate	Indian	(28.05,28.1]	0.9585182	0.9451345	0.9719018
nitrate	Indian	(28.1, Inf]	0.8362446	0.8128004	0.8596887
nitrate	Pacific	(-Inf,26]	0.8717212	0.8591831	0.8842594
nitrate	Pacific	(26,26.5]	0.9368081	0.9321491	0.9414671
nitrate	Pacific	(26.5,26.75]	0.9276549	0.9222829	0.9330270
nitrate	Pacific	(26.75,27]	0.9725512	0.9703069	0.9747955
nitrate	Pacific	(27,27.25]	0.9832149	0.9807831	0.9856466
nitrate	Pacific	(27.25,27.5]	0.9758505	0.9723922	0.9793088
nitrate	Pacific	(27.5,27.75]	0.9751255	0.9718240	0.9784270
nitrate	Pacific	(27.75,27.85]	0.9839431	0.9833919	0.9844943
nitrate	Pacific	(27.85,27.95]	0.9865608	0.9849249	0.9881967
nitrate	Pacific	(27.95,28.05]	0.9788467	0.9698305	0.9878629
nitrate	Pacific	(28.05,28.1]	0.9710496	0.9588674	0.9832318
nitrate	Pacific	(28.1, Inf]	0.9699263	0.9679065	0.9719461
oxygen	Atlantic	(-Inf,26]	-0.5075666	-0.5689907	-0.4461425
oxygen	Atlantic	(26,26.5]	-0.7869575	-0.8207694	-0.7531455
oxygen	Atlantic	(26.5,26.75]	-0.8411169	-0.8551148	-0.8271190
oxygen	Atlantic	(26.75,27]	-0.8024968	-0.8389216	-0.7660721
oxygen	Atlantic	(27,27.25]	-0.7966109	-0.8387472	-0.7544747
oxygen	Atlantic	(27.25,27.5]	-0.6868236	-0.6889714	-0.6846757
oxygen	Atlantic	(27.5,27.75]	-0.5912918	-0.6089842	-0.5735995
oxygen	Atlantic	(27.75,27.85]	-0.7248369	-0.7275292	-0.7221446
oxygen	Atlantic	(27.85,27.95]	-0.7566139	-0.7803663	-0.7328615
oxygen	Atlantic	(27.95,28.05]	-0.7925852	-0.8381042	-0.7470663
oxygen	Atlantic	(28.05,28.1]	-0.8523556	-0.8742512	-0.8304601
oxygen	Atlantic	(28.1,28.15]	-0.8897197	-0.8977988	-0.8816407
oxygen	Atlantic	(28.15,28.2]	-0.9456209	-0.9483396	-0.9429023
oxygen	Atlantic	(28.2, Inf]	-0.8527174	-0.8797800	-0.8256549
oxygen	Indian	(-Inf,26]	-0.9348331	-0.9372377	-0.9324285
oxygen	Indian	(26,26.5]	-0.9746343	-0.9879695	-0.9612991
oxygen	Indian	(26.5,26.75]	-0.9657462	-0.9760683	-0.9554241
oxygen	Indian	(26.75,27]	-0.9542895	-0.9659850	-0.9425941
oxygen	Indian	(27,27.25]	-0.9400706	-0.9507354	-0.9294059
oxygen	Indian	(27.25,27.5]	-0.9469862	-0.9530271	-0.9409453
oxygen	Indian	(27.5,27.75]	-0.9464113	-0.9487438	-0.9440788
oxygen	Indian	(27.75,27.85]	-0.9197194	-0.9306886	-0.9087503
oxygen	Indian	(27.85,27.95]	-0.8784087	-0.8869848	-0.8698326
oxygen	Indian	(27.95,28.05]	-0.8217281	-0.8537107	-0.7897455
oxygen	Indian	(28.05,28.1]	-0.9039191	-0.9501339	-0.8577044
oxygen	Indian	(28.1, Inf]	-0.7162948	-0.7473872	-0.6852024
oxygen	Pacific	(-Inf,26]	-0.4555976	-0.4788621	-0.4323331
oxygen	Pacific	(26,26.5]	-0.8431271	-0.8691038	-0.8171505
oxygen	Pacific	(26.5,26.75]	-0.8059250	-0.8168281	-0.7950220
oxygen	Pacific	(26.75,27]	-0.8656722	-0.8743630	-0.8569814
oxygen	Pacific	(27,27.25]	-0.9559515	-0.9591312	-0.9527718
oxygen	Pacific	(27.25,27.5]	-0.9636534	-0.9668836	-0.9604233
oxygen	Pacific	(27.5,27.75]	-0.9652417	-0.9745225	-0.9559608
oxygen	Pacific	(27.75,27.85]	-0.9761703	-0.9811749	-0.9711656
oxygen	Pacific	(27.85,27.95]	-0.9776916	-0.9842592	-0.9711240
oxygen	Pacific	(27.95,28.05]	-0.9792455	-0.9847538	-0.9737373
oxygen	Pacific	(28.05,28.1]	-0.9798535	-0.9800466	-0.9796604
oxygen	Pacific	(28.1, Inf]	-0.9449087	-0.9570715	-0.9327460
sal	Atlantic	(-Inf,26]	-0.4070804	-0.4355519	-0.3786089
sal	Atlantic	(26,26.5]	-0.4905365	-0.4912830	-0.4897900
sal	Atlantic	(26.5,26.75]	-0.5315216	-0.5432583	-0.5197850
sal	Atlantic	(26.75,27]	-0.3864341	-0.4587047	-0.3141635
sal	Atlantic	(27,27.25]	-0.3208099	-0.4145666	-0.2270532
sal	Atlantic	(27.25,27.5]	-0.3968719	-0.5760311	-0.2177127
sal	Atlantic	(27.5,27.75]	-0.7042140	-0.7161991	-0.6922290
sal	Atlantic	(27.75,27.85]	-0.6846669	-0.7576339	-0.6117000
sal	Atlantic	(27.85,27.95]	-0.7519068	-0.8067130	-0.6971007
sal	Atlantic	(27.95,28.05]	-0.8316464	-0.8445140	-0.8187788
sal	Atlantic	(28.05,28.1]	-0.8959634	-0.8980675	-0.8938592
sal	Atlantic	(28.1,28.15]	-0.9072718	-0.9151153	-0.8994283
sal	Atlantic	(28.15,28.2]	-0.9604185	-0.9652287	-0.9556082
sal	Atlantic	(28.2, Inf]	-0.8236193	-0.8875672	-0.7596714
sal	Indian	(-Inf,26]	-0.4552657	-0.6777327	-0.2327987
sal	Indian	(26,26.5]	-0.7547110	-0.8568453	-0.6525767
sal	Indian	(26.5,26.75]	-0.2502216	-0.4444933	-0.0559498
sal	Indian	(26.75,27]	0.3317684	0.1406060	0.5229307
sal	Indian	(27,27.25]	0.7571469	0.7166340	0.7976599
sal	Indian	(27.25,27.5]	0.8865955	0.8752740	0.8979171
sal	Indian	(27.5,27.75]	0.9213923	0.9125794	0.9302051
sal	Indian	(27.75,27.85]	0.8589740	0.8399350	0.8780131
sal	Indian	(27.85,27.95]	0.7271531	0.6999127	0.7543935
sal	Indian	(27.95,28.05]	0.3318869	0.2843825	0.3793913
sal	Indian	(28.05,28.1]	-0.0078066	-0.1419378	0.1263246
sal	Indian	(28.1, Inf]	0.1868940	0.0571379	0.3166501
sal	Pacific	(-Inf,26]	-0.3105872	-0.3183330	-0.3028413
sal	Pacific	(26,26.5]	-0.3103648	-0.3378385	-0.2828912
sal	Pacific	(26.5,26.75]	-0.1459189	-0.2372091	-0.0546288
sal	Pacific	(26.75,27]	-0.4020508	-0.4436257	-0.3604759
sal	Pacific	(27,27.25]	-0.3932847	-0.4120649	-0.3745046
sal	Pacific	(27.25,27.5]	-0.1195697	-0.1413018	-0.0978377
sal	Pacific	(27.5,27.75]	0.0251749	-0.0581848	0.1085346
sal	Pacific	(27.75,27.85]	-0.0535585	-0.2463803	0.1392634
sal	Pacific	(27.85,27.95]	-0.2297666	-0.4735209	0.0139876
sal	Pacific	(27.95,28.05]	-0.6196125	-0.7706753	-0.4685496
sal	Pacific	(28.05,28.1]	-0.8965591	-0.9046109	-0.8885073
sal	Pacific	(28.1, Inf]	-0.7203279	-0.7955192	-0.6451367
silicate	Atlantic	(-Inf,26]	0.6811319	0.6498675	0.7123962
silicate	Atlantic	(26,26.5]	0.8842459	0.8498485	0.9186432
silicate	Atlantic	(26.5,26.75]	0.9396582	0.9231580	0.9561585
silicate	Atlantic	(26.75,27]	0.9182374	0.9032280	0.9332468
silicate	Atlantic	(27,27.25]	0.8301547	0.8266211	0.8336882
silicate	Atlantic	(27.25,27.5]	0.7107427	0.6119190	0.8095665
silicate	Atlantic	(27.5,27.75]	0.8477658	0.8302499	0.8652816
silicate	Atlantic	(27.75,27.85]	0.9548160	0.9476556	0.9619765
silicate	Atlantic	(27.85,27.95]	0.9707301	0.9696002	0.9718599
silicate	Atlantic	(27.95,28.05]	0.9723376	0.9689513	0.9757240
silicate	Atlantic	(28.05,28.1]	0.9649984	0.9550745	0.9749224
silicate	Atlantic	(28.1,28.15]	0.9656307	0.9610112	0.9702503
silicate	Atlantic	(28.15,28.2]	0.9646336	0.9640599	0.9652074
silicate	Atlantic	(28.2, Inf]	0.9238575	0.8898694	0.9578456
silicate	Indian	(-Inf,26]	0.9003553	0.8728469	0.9278637
silicate	Indian	(26,26.5]	0.9386517	0.9348143	0.9424891
silicate	Indian	(26.5,26.75]	0.9565441	0.9543333	0.9587550
silicate	Indian	(26.75,27]	0.9713372	0.9701903	0.9724842
silicate	Indian	(27,27.25]	0.9496777	0.9329602	0.9663952
silicate	Indian	(27.25,27.5]	0.9266599	0.9068460	0.9464738
silicate	Indian	(27.5,27.75]	0.9091426	0.8937135	0.9245717
silicate	Indian	(27.75,27.85]	0.9113914	0.9021211	0.9206618
silicate	Indian	(27.85,27.95]	0.9227801	0.9190450	0.9265152
silicate	Indian	(27.95,28.05]	0.9355827	0.9309606	0.9402047
silicate	Indian	(28.05,28.1]	0.9577270	0.9549277	0.9605264
silicate	Indian	(28.1, Inf]	0.6299840	0.5920014	0.6679666
silicate	Pacific	(-Inf,26]	0.6668806	0.6661863	0.6675749
silicate	Pacific	(26,26.5]	0.6941015	0.6622544	0.7259486
silicate	Pacific	(26.5,26.75]	0.6255568	0.5914738	0.6596399
silicate	Pacific	(26.75,27]	0.8353742	0.8183123	0.8524361
silicate	Pacific	(27,27.25]	0.9509833	0.9431747	0.9587920
silicate	Pacific	(27.25,27.5]	0.9637871	0.9596694	0.9679048
silicate	Pacific	(27.5,27.75]	0.9637473	0.9592034	0.9682913
silicate	Pacific	(27.75,27.85]	0.9775924	0.9771245	0.9780604
silicate	Pacific	(27.85,27.95]	0.9755052	0.9742148	0.9767955
silicate	Pacific	(27.95,28.05]	0.9639885	0.9563321	0.9716449
silicate	Pacific	(28.05,28.1]	0.9541650	0.9445755	0.9637545
silicate	Pacific	(28.1, Inf]	0.8673715	0.8361701	0.8985728
temp	Atlantic	(-Inf,26]	-0.5694787	-0.5965353	-0.5424222
temp	Atlantic	(26,26.5]	-0.5377792	-0.5429352	-0.5326231
temp	Atlantic	(26.5,26.75]	-0.5336241	-0.5446336	-0.5226146
temp	Atlantic	(26.75,27]	-0.3404990	-0.4075247	-0.2734733
temp	Atlantic	(27,27.25]	-0.2579871	-0.3608370	-0.1551371
temp	Atlantic	(27.25,27.5]	-0.3534951	-0.5445310	-0.1624593
temp	Atlantic	(27.5,27.75]	-0.6627976	-0.6978733	-0.6277219
temp	Atlantic	(27.75,27.85]	-0.6488623	-0.6791898	-0.6185348
temp	Atlantic	(27.85,27.95]	-0.6847150	-0.7140056	-0.6554245
temp	Atlantic	(27.95,28.05]	-0.7246024	-0.7309587	-0.7182461
temp	Atlantic	(28.05,28.1]	-0.8161996	-0.8173195	-0.8150796
temp	Atlantic	(28.1,28.15]	-0.7965281	-0.8448275	-0.7482286
temp	Atlantic	(28.15,28.2]	-0.6925564	-0.8828623	-0.5022505
temp	Atlantic	(28.2, Inf]	0.0661585	0.0231538	0.1091631
temp	Indian	(-Inf,26]	-0.4886910	-0.5589381	-0.4184440
temp	Indian	(26,26.5]	-0.6104739	-0.6958264	-0.5251215
temp	Indian	(26.5,26.75]	-0.2131713	-0.3674873	-0.0588554
temp	Indian	(26.75,27]	0.1985484	0.0055921	0.3915047
temp	Indian	(27,27.25]	0.6068808	0.5221460	0.6916156
temp	Indian	(27.25,27.5]	0.7642571	0.7173271	0.8111870
temp	Indian	(27.5,27.75]	0.8125029	0.7827991	0.8422066
temp	Indian	(27.75,27.85]	0.7906682	0.7618346	0.8195019
temp	Indian	(27.85,27.95]	0.6676445	0.6506189	0.6846700
temp	Indian	(27.95,28.05]	0.3712033	0.3441770	0.3982297
temp	Indian	(28.05,28.1]	0.2101000	0.0837634	0.3364367
temp	Indian	(28.1, Inf]	0.3477843	0.2691172	0.4264514
temp	Pacific	(-Inf,26]	-0.6588337	-0.7002527	-0.6174146
temp	Pacific	(26,26.5]	-0.3889062	-0.4102199	-0.3675926
temp	Pacific	(26.5,26.75]	-0.1488941	-0.2165341	-0.0812540
temp	Pacific	(26.75,27]	-0.4063430	-0.4392800	-0.3734060
temp	Pacific	(27,27.25]	-0.4371818	-0.4414954	-0.4328682
temp	Pacific	(27.25,27.5]	-0.2185110	-0.2342541	-0.2027679
temp	Pacific	(27.5,27.75]	0.0357613	-0.0875893	0.1591119
temp	Pacific	(27.75,27.85]	0.0886624	-0.0858170	0.2631418
temp	Pacific	(27.85,27.95]	0.0371248	-0.1894250	0.2636747
temp	Pacific	(27.95,28.05]	-0.0895875	-0.2973239	0.1181489
temp	Pacific	(28.05,28.1]	0.0042817	-0.1809664	0.1895297
temp	Pacific	(28.1, Inf]	0.6913448	0.6888328	0.6938569

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

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

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