Last updated: 2022-07-04

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.

R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: c91e9a1

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 c91e9a1. 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.

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

File	Version	Author	Date	Message
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html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
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html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
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html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
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html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
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html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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Rmd	4d61e3d	jens-daniel-mueller	2021-04-09	included model data
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
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html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
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html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
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html	7131186	jens-daniel-mueller	2020-12-17	Build site.
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html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
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html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

1 Version ID

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

2 Required data

Required are:

cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Version	Author	Date
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
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]]

Version	Author	Date
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[3]]

Version	Author	Date
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[4]]

Version	Author	Date
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
63b7df0	jens-daniel-mueller	2022-04-11
6c4f087	jens-daniel-mueller	2022-04-11
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[5]]

Version	Author	Date
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
42feabc	jens-daniel-mueller	2022-05-23
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11


[[6]]

Version	Author	Date
767609e	jens-daniel-mueller	2022-07-04
f1f428f	jens-daniel-mueller	2022-06-30
e743d50	jens-daniel-mueller	2022-06-30
98ba5c6	jens-daniel-mueller	2022-06-30
21dbfca	jens-daniel-mueller	2022-06-29
7e8d2ef	jens-daniel-mueller	2022-06-29
2911893	jens-daniel-mueller	2022-06-24
a28c3f7	jens-daniel-mueller	2022-06-16
469a640	jens-daniel-mueller	2022-06-16
0c2ca93	jens-daniel-mueller	2022-06-15
fa647ea	jens-daniel-mueller	2022-05-25
b7ca0f3	jens-daniel-mueller	2022-05-25
7290e93	jens-daniel-mueller	2022-05-20
745619a	jens-daniel-mueller	2022-04-11
f48f95e	jens-daniel-mueller	2022-04-11
acc478b	jens-daniel-mueller	2022-04-07
40a3efa	jens-daniel-mueller	2022-04-07
4af5c45	jens-daniel-mueller	2022-04-07
36d3277	jens-daniel-mueller	2022-04-07
1ba3eba	jens-daniel-mueller	2022-04-07
707b5ac	jens-daniel-mueller	2022-03-24
72f20e4	jens-daniel-mueller	2022-03-22
164f90c	jens-daniel-mueller	2022-03-22
68faa8a	jens-daniel-mueller	2022-03-21
cb147cc	jens-daniel-mueller	2022-03-21
1de9aa2	jens-daniel-mueller	2022-03-21
aaf2d24	jens-daniel-mueller	2022-03-21
bdc14f1	jens-daniel-mueller	2022-03-21
5855ede	jens-daniel-mueller	2022-03-14
6c38fc4	jens-daniel-mueller	2022-03-14
b18dcee	jens-daniel-mueller	2022-01-27
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
0a211c9	jens-daniel-mueller	2022-01-17
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9107189	0.9060590	0.9153787
aou + nitrate	Atlantic	(26,26.5]	0.9493510	0.9431434	0.9555586
aou + nitrate	Atlantic	(26.5,26.75]	0.9534506	0.9490615	0.9578397
aou + nitrate	Atlantic	(26.75,27]	0.8973091	0.8759405	0.9186777
aou + nitrate	Atlantic	(27,27.25]	0.8482508	0.7994090	0.8970926
aou + nitrate	Atlantic	(27.25,27.5]	0.7775059	0.7034084	0.8516034
aou + nitrate	Atlantic	(27.5,27.75]	0.8592335	0.8280113	0.8904557
aou + nitrate	Atlantic	(27.75,27.85]	0.9240936	0.9121822	0.9360051
aou + nitrate	Atlantic	(27.85,27.95]	0.9349126	0.9223869	0.9474384
aou + nitrate	Atlantic	(27.95,28.05]	0.9391049	0.9236002	0.9546095
aou + nitrate	Atlantic	(28.05,28.1]	0.9647451	0.9564352	0.9730551
aou + nitrate	Atlantic	(28.1,28.15]	0.9769072	0.9694780	0.9843363
aou + nitrate	Atlantic	(28.15,28.2]	0.9884600	0.9826785	0.9942416
aou + nitrate	Atlantic	(28.2, Inf]	0.8748441	0.8303999	0.9192883
aou + nitrate	Indian	(-Inf,26]	0.9892213	0.9890024	0.9894403
aou + nitrate	Indian	(26,26.5]	0.9819611	0.9817315	0.9821908
aou + nitrate	Indian	(26.5,26.75]	0.9677231	0.9570474	0.9783988
aou + nitrate	Indian	(26.75,27]	0.9341518	0.9303821	0.9379215
aou + nitrate	Indian	(27,27.25]	0.8908269	0.8875099	0.8941439
aou + nitrate	Indian	(27.25,27.5]	0.8974374	0.8703038	0.9245710
aou + nitrate	Indian	(27.5,27.75]	0.9258312	0.8993067	0.9523557
aou + nitrate	Indian	(27.75,27.85]	0.9046060	0.8981566	0.9110554
aou + nitrate	Indian	(27.85,27.95]	0.8819589	0.8779088	0.8860090
aou + nitrate	Indian	(27.95,28.05]	0.8386114	0.7988200	0.8784027
aou + nitrate	Indian	(28.05,28.1]	0.9126350	0.8927166	0.9325534
aou + nitrate	Indian	(28.1, Inf]	0.6499549	0.5951997	0.7047101
aou + nitrate	Pacific	(-Inf,26]	0.8698998	0.8435137	0.8962859
aou + nitrate	Pacific	(26,26.5]	0.8418773	0.8284691	0.8552855
aou + nitrate	Pacific	(26.5,26.75]	0.7918830	0.7722562	0.8115099
aou + nitrate	Pacific	(26.75,27]	0.9073763	0.8921199	0.9226326
aou + nitrate	Pacific	(27,27.25]	0.9740446	0.9722043	0.9758848
aou + nitrate	Pacific	(27.25,27.5]	0.9774827	0.9766781	0.9782872
aou + nitrate	Pacific	(27.5,27.75]	0.9785266	0.9762081	0.9808450
aou + nitrate	Pacific	(27.75,27.85]	0.9851317	0.9813264	0.9889369
aou + nitrate	Pacific	(27.85,27.95]	0.9839198	0.9796386	0.9882011
aou + nitrate	Pacific	(27.95,28.05]	0.9730389	0.9659838	0.9800940
aou + nitrate	Pacific	(28.05,28.1]	0.9609387	0.9386319	0.9832456
aou + nitrate	Pacific	(28.1, Inf]	0.9529869	0.9512212	0.9547526
aou + oxygen	Atlantic	(-Inf,26]	-0.9416046	-0.9445102	-0.9386990
aou + oxygen	Atlantic	(26,26.5]	-0.9566751	-0.9645784	-0.9487719
aou + oxygen	Atlantic	(26.5,26.75]	-0.9652481	-0.9720992	-0.9583970
aou + oxygen	Atlantic	(26.75,27]	-0.9641253	-0.9673052	-0.9609453
aou + oxygen	Atlantic	(27,27.25]	-0.9677140	-0.9705647	-0.9648632
aou + oxygen	Atlantic	(27.25,27.5]	-0.9529158	-0.9529515	-0.9528801
aou + oxygen	Atlantic	(27.5,27.75]	-0.9365915	-0.9501222	-0.9230608
aou + oxygen	Atlantic	(27.75,27.85]	-0.9597542	-0.9651269	-0.9543816
aou + oxygen	Atlantic	(27.85,27.95]	-0.9760865	-0.9811829	-0.9709901
aou + oxygen	Atlantic	(27.95,28.05]	-0.9747426	-0.9861493	-0.9633359
aou + oxygen	Atlantic	(28.05,28.1]	-0.9862518	-0.9905075	-0.9819961
aou + oxygen	Atlantic	(28.1,28.15]	-0.9913085	-0.9941411	-0.9884758
aou + oxygen	Atlantic	(28.15,28.2]	-0.9942519	-0.9951865	-0.9933174
aou + oxygen	Atlantic	(28.2, Inf]	-0.9820404	-0.9868169	-0.9772638
aou + oxygen	Indian	(-Inf,26]	-0.9922934	-0.9926661	-0.9919206
aou + oxygen	Indian	(26,26.5]	-0.9974334	-0.9979617	-0.9969051
aou + oxygen	Indian	(26.5,26.75]	-0.9973701	-0.9979115	-0.9968287
aou + oxygen	Indian	(26.75,27]	-0.9959781	-0.9963944	-0.9955617
aou + oxygen	Indian	(27,27.25]	-0.9957737	-0.9958440	-0.9957033
aou + oxygen	Indian	(27.25,27.5]	-0.9960923	-0.9968799	-0.9953046
aou + oxygen	Indian	(27.5,27.75]	-0.9964445	-0.9970194	-0.9958696
aou + oxygen	Indian	(27.75,27.85]	-0.9975044	-0.9977945	-0.9972143
aou + oxygen	Indian	(27.85,27.95]	-0.9951286	-0.9953889	-0.9948683
aou + oxygen	Indian	(27.95,28.05]	-0.9913512	-0.9914879	-0.9912146
aou + oxygen	Indian	(28.05,28.1]	-0.9932091	-0.9949200	-0.9914981
aou + oxygen	Indian	(28.1, Inf]	-0.9889486	-0.9897082	-0.9881890
aou + oxygen	Pacific	(-Inf,26]	-0.8447543	-0.8542686	-0.8352400
aou + oxygen	Pacific	(26,26.5]	-0.9729111	-0.9739947	-0.9718274
aou + oxygen	Pacific	(26.5,26.75]	-0.9746217	-0.9767286	-0.9725148
aou + oxygen	Pacific	(26.75,27]	-0.9762958	-0.9820118	-0.9705799
aou + oxygen	Pacific	(27,27.25]	-0.9941914	-0.9944581	-0.9939247
aou + oxygen	Pacific	(27.25,27.5]	-0.9958419	-0.9959054	-0.9957784
aou + oxygen	Pacific	(27.5,27.75]	-0.9955098	-0.9961937	-0.9948259
aou + oxygen	Pacific	(27.75,27.85]	-0.9972005	-0.9984385	-0.9959624
aou + oxygen	Pacific	(27.85,27.95]	-0.9976150	-0.9992005	-0.9960296
aou + oxygen	Pacific	(27.95,28.05]	-0.9977654	-0.9985425	-0.9969884
aou + oxygen	Pacific	(28.05,28.1]	-0.9989128	-0.9991458	-0.9986799
aou + oxygen	Pacific	(28.1, Inf]	-0.9957809	-0.9966250	-0.9949368
aou + phosphate	Atlantic	(-Inf,26]	0.6784553	0.6609236	0.6959870
aou + phosphate	Atlantic	(26,26.5]	0.8456245	0.8211165	0.8701325
aou + phosphate	Atlantic	(26.5,26.75]	0.8867877	0.8853203	0.8882552
aou + phosphate	Atlantic	(26.75,27]	0.8227585	0.8031093	0.8424077
aou + phosphate	Atlantic	(27,27.25]	0.7771805	0.7116739	0.8426871
aou + phosphate	Atlantic	(27.25,27.5]	0.7136560	0.6219632	0.8053488
aou + phosphate	Atlantic	(27.5,27.75]	0.8316226	0.8000671	0.8631782
aou + phosphate	Atlantic	(27.75,27.85]	0.9061497	0.8976060	0.9146934
aou + phosphate	Atlantic	(27.85,27.95]	0.9288806	0.9162253	0.9415359
aou + phosphate	Atlantic	(27.95,28.05]	0.9343640	0.9174494	0.9512785
aou + phosphate	Atlantic	(28.05,28.1]	0.9588001	0.9522099	0.9653903
aou + phosphate	Atlantic	(28.1,28.15]	0.9711443	0.9646632	0.9776254
aou + phosphate	Atlantic	(28.15,28.2]	0.9883972	0.9822323	0.9945620
aou + phosphate	Atlantic	(28.2, Inf]	0.8746800	0.8303879	0.9189720
aou + phosphate	Indian	(-Inf,26]	0.9926212	0.9910000	0.9942424
aou + phosphate	Indian	(26,26.5]	0.9959555	0.9956840	0.9962270
aou + phosphate	Indian	(26.5,26.75]	0.9832515	0.9743395	0.9921635
aou + phosphate	Indian	(26.75,27]	0.9600982	0.9530994	0.9670969
aou + phosphate	Indian	(27,27.25]	0.9446688	0.9316333	0.9577043
aou + phosphate	Indian	(27.25,27.5]	0.9544382	0.9525781	0.9562983
aou + phosphate	Indian	(27.5,27.75]	0.9637451	0.9625625	0.9649277
aou + phosphate	Indian	(27.75,27.85]	0.9403608	0.9315595	0.9491620
aou + phosphate	Indian	(27.85,27.95]	0.8972424	0.8757360	0.9187489
aou + phosphate	Indian	(27.95,28.05]	0.8602884	0.8111065	0.9094702
aou + phosphate	Indian	(28.05,28.1]	0.9260702	0.8997815	0.9523589
aou + phosphate	Indian	(28.1, Inf]	0.6720307	0.6090327	0.7350287
aou + phosphate	Pacific	(-Inf,26]	0.8675669	0.8360438	0.8990901
aou + phosphate	Pacific	(26,26.5]	0.8884434	0.8750130	0.9018738
aou + phosphate	Pacific	(26.5,26.75]	0.8262654	0.8095502	0.8429805
aou + phosphate	Pacific	(26.75,27]	0.9153152	0.8958329	0.9347974
aou + phosphate	Pacific	(27,27.25]	0.9804880	0.9785400	0.9824360
aou + phosphate	Pacific	(27.25,27.5]	0.9828895	0.9813065	0.9844724
aou + phosphate	Pacific	(27.5,27.75]	0.9790793	0.9786822	0.9794765
aou + phosphate	Pacific	(27.75,27.85]	0.9837995	0.9820492	0.9855497
aou + phosphate	Pacific	(27.85,27.95]	0.9837037	0.9825930	0.9848144
aou + phosphate	Pacific	(27.95,28.05]	0.9773654	0.9764196	0.9783112
aou + phosphate	Pacific	(28.05,28.1]	0.9714643	0.9642896	0.9786390
aou + phosphate	Pacific	(28.1, Inf]	0.9481601	0.9441550	0.9521653
aou + silicate	Atlantic	(-Inf,26]	0.4389910	0.3987155	0.4792666
aou + silicate	Atlantic	(26,26.5]	0.7929438	0.7766628	0.8092248
aou + silicate	Atlantic	(26.5,26.75]	0.8876955	0.8764833	0.8989078
aou + silicate	Atlantic	(26.75,27]	0.8464560	0.8320083	0.8609037
aou + silicate	Atlantic	(27,27.25]	0.7164607	0.6276252	0.8052963
aou + silicate	Atlantic	(27.25,27.5]	0.5049081	0.3501120	0.6597042
aou + silicate	Atlantic	(27.5,27.75]	0.5857339	0.5258561	0.6456118
aou + silicate	Atlantic	(27.75,27.85]	0.7764813	0.7643227	0.7886400
aou + silicate	Atlantic	(27.85,27.95]	0.8494695	0.8389101	0.8600289
aou + silicate	Atlantic	(27.95,28.05]	0.9108493	0.8999367	0.9217618
aou + silicate	Atlantic	(28.05,28.1]	0.9612423	0.9584414	0.9640432
aou + silicate	Atlantic	(28.1,28.15]	0.9683152	0.9670050	0.9696255
aou + silicate	Atlantic	(28.15,28.2]	0.9877406	0.9817577	0.9937236
aou + silicate	Atlantic	(28.2, Inf]	0.8726695	0.8068429	0.9384960
aou + silicate	Indian	(-Inf,26]	0.8952162	0.8796105	0.9108220
aou + silicate	Indian	(26,26.5]	0.9364234	0.9177145	0.9551324
aou + silicate	Indian	(26.5,26.75]	0.9563276	0.9395996	0.9730557
aou + silicate	Indian	(26.75,27]	0.9681304	0.9575428	0.9787181
aou + silicate	Indian	(27,27.25]	0.9203570	0.9080414	0.9326727
aou + silicate	Indian	(27.25,27.5]	0.8685585	0.8503573	0.8867598
aou + silicate	Indian	(27.5,27.75]	0.8349413	0.8077314	0.8621511
aou + silicate	Indian	(27.75,27.85]	0.8794146	0.8786512	0.8801779
aou + silicate	Indian	(27.85,27.95]	0.8619045	0.8483277	0.8754812
aou + silicate	Indian	(27.95,28.05]	0.8727962	0.8499538	0.8956386
aou + silicate	Indian	(28.05,28.1]	0.9472527	0.9424076	0.9520979
aou + silicate	Indian	(28.1, Inf]	0.5242595	0.5042084	0.5443106
aou + silicate	Pacific	(-Inf,26]	0.6164102	0.5630071	0.6698133
aou + silicate	Pacific	(26,26.5]	0.4972108	0.4286762	0.5657454
aou + silicate	Pacific	(26.5,26.75]	0.3535738	0.3071783	0.3999693
aou + silicate	Pacific	(26.75,27]	0.6461726	0.6043895	0.6879557
aou + silicate	Pacific	(27,27.25]	0.8911301	0.8900279	0.8922322
aou + silicate	Pacific	(27.25,27.5]	0.9119675	0.9069418	0.9169932
aou + silicate	Pacific	(27.5,27.75]	0.9198321	0.9154500	0.9242143
aou + silicate	Pacific	(27.75,27.85]	0.9678387	0.9646798	0.9709976
aou + silicate	Pacific	(27.85,27.95]	0.9638257	0.9622270	0.9654244
aou + silicate	Pacific	(27.95,28.05]	0.9497728	0.9433825	0.9561631
aou + silicate	Pacific	(28.05,28.1]	0.9575749	0.9496223	0.9655275
aou + silicate	Pacific	(28.1, Inf]	0.8447512	0.8012546	0.8882477
nitrate + silicate	Atlantic	(-Inf,26]	0.5975157	0.5854312	0.6096001
nitrate + silicate	Atlantic	(26,26.5]	0.8856490	0.8806480	0.8906500
nitrate + silicate	Atlantic	(26.5,26.75]	0.9434479	0.9409676	0.9459283
nitrate + silicate	Atlantic	(26.75,27]	0.9207146	0.9032553	0.9381740
nitrate + silicate	Atlantic	(27,27.25]	0.9064000	0.8668570	0.9459430
nitrate + silicate	Atlantic	(27.25,27.5]	0.8602450	0.8094344	0.9110556
nitrate + silicate	Atlantic	(27.5,27.75]	0.8686464	0.8536469	0.8836460
nitrate + silicate	Atlantic	(27.75,27.85]	0.9334925	0.9311808	0.9358041
nitrate + silicate	Atlantic	(27.85,27.95]	0.9625003	0.9569491	0.9680514
nitrate + silicate	Atlantic	(27.95,28.05]	0.9783097	0.9727153	0.9839042
nitrate + silicate	Atlantic	(28.05,28.1]	0.9874511	0.9844372	0.9904650
nitrate + silicate	Atlantic	(28.1,28.15]	0.9881032	0.9857650	0.9904414
nitrate + silicate	Atlantic	(28.15,28.2]	0.9934819	0.9905815	0.9963822
nitrate + silicate	Atlantic	(28.2, Inf]	0.9818987	0.9756016	0.9881959
nitrate + silicate	Indian	(-Inf,26]	0.9194364	0.9099155	0.9289572
nitrate + silicate	Indian	(26,26.5]	0.9540903	0.9482334	0.9599471
nitrate + silicate	Indian	(26.5,26.75]	0.9537861	0.9533666	0.9542056
nitrate + silicate	Indian	(26.75,27]	0.9405415	0.9378437	0.9432392
nitrate + silicate	Indian	(27,27.25]	0.9347707	0.9268495	0.9426920
nitrate + silicate	Indian	(27.25,27.5]	0.9296664	0.9203542	0.9389786
nitrate + silicate	Indian	(27.5,27.75]	0.8474625	0.8241407	0.8707844
nitrate + silicate	Indian	(27.75,27.85]	0.8052058	0.7740709	0.8363406
nitrate + silicate	Indian	(27.85,27.95]	0.8524565	0.8421034	0.8628096
nitrate + silicate	Indian	(27.95,28.05]	0.9076540	0.9040158	0.9112923
nitrate + silicate	Indian	(28.05,28.1]	0.9593588	0.9577293	0.9609883
nitrate + silicate	Indian	(28.1, Inf]	0.7976577	0.7855111	0.8098043
nitrate + silicate	Pacific	(-Inf,26]	0.8340090	0.8296742	0.8383438
nitrate + silicate	Pacific	(26,26.5]	0.7823650	0.7622828	0.8024472
nitrate + silicate	Pacific	(26.5,26.75]	0.7344890	0.7338401	0.7351379
nitrate + silicate	Pacific	(26.75,27]	0.8171179	0.8164997	0.8177361
nitrate + silicate	Pacific	(27,27.25]	0.9001739	0.8971807	0.9031671
nitrate + silicate	Pacific	(27.25,27.5]	0.8775653	0.8627696	0.8923609
nitrate + silicate	Pacific	(27.5,27.75]	0.8783879	0.8635818	0.8931941
nitrate + silicate	Pacific	(27.75,27.85]	0.9428005	0.9393281	0.9462728
nitrate + silicate	Pacific	(27.85,27.95]	0.9527934	0.9427444	0.9628424
nitrate + silicate	Pacific	(27.95,28.05]	0.9354690	0.9126491	0.9582888
nitrate + silicate	Pacific	(28.05,28.1]	0.9250998	0.8879117	0.9622880
nitrate + silicate	Pacific	(28.1, Inf]	0.9077880	0.8933658	0.9222102
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8381540	-0.8524632	-0.8238449
oxygen + nitrate	Atlantic	(26,26.5]	-0.8359706	-0.8584078	-0.8135334
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8527091	-0.8575921	-0.8478260
oxygen + nitrate	Atlantic	(26.75,27]	-0.7734758	-0.7937981	-0.7531536
oxygen + nitrate	Atlantic	(27,27.25]	-0.7085927	-0.7671379	-0.6500475
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5679645	-0.6640511	-0.4718779
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6466482	-0.7229757	-0.5703207
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7873486	-0.8190357	-0.7556616
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8430141	-0.8755985	-0.8104298
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8520839	-0.9090052	-0.7951627
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9180609	-0.9444203	-0.8917015
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9479604	-0.9689256	-0.9269953
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9785413	-0.9890778	-0.9680048
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7929299	-0.8713291	-0.7145306
oxygen + nitrate	Indian	(-Inf,26]	-0.9759137	-0.9774486	-0.9743787
oxygen + nitrate	Indian	(26,26.5]	-0.9687282	-0.9710645	-0.9663919
oxygen + nitrate	Indian	(26.5,26.75]	-0.9488168	-0.9643510	-0.9332827
oxygen + nitrate	Indian	(26.75,27]	-0.9000959	-0.9067901	-0.8934016
oxygen + nitrate	Indian	(27,27.25]	-0.8481121	-0.8512288	-0.8449953
oxygen + nitrate	Indian	(27.25,27.5]	-0.8588668	-0.8942228	-0.8235109
oxygen + nitrate	Indian	(27.5,27.75]	-0.9040490	-0.9369255	-0.8711726
oxygen + nitrate	Indian	(27.75,27.85]	-0.8887029	-0.8926111	-0.8847947
oxygen + nitrate	Indian	(27.85,27.95]	-0.8424269	-0.8467643	-0.8380896
oxygen + nitrate	Indian	(27.95,28.05]	-0.7687018	-0.8162105	-0.7211931
oxygen + nitrate	Indian	(28.05,28.1]	-0.8659270	-0.9001011	-0.8317529
oxygen + nitrate	Indian	(28.1, Inf]	-0.5439715	-0.6034196	-0.4845234
oxygen + nitrate	Pacific	(-Inf,26]	-0.5502865	-0.6096739	-0.4908991
oxygen + nitrate	Pacific	(26,26.5]	-0.7097471	-0.7296143	-0.6898799
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6509820	-0.6831357	-0.6188282
oxygen + nitrate	Pacific	(26.75,27]	-0.8075083	-0.8442806	-0.7707359
oxygen + nitrate	Pacific	(27,27.25]	-0.9518118	-0.9546595	-0.9489642
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9679242	-0.9693153	-0.9665331
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9721586	-0.9728754	-0.9714419
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9811546	-0.9821376	-0.9801716
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9792072	-0.9798076	-0.9786069
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9656050	-0.9691713	-0.9620387
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9548063	-0.9769432	-0.9326693
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9289380	-0.9331664	-0.9247096
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5246618	-0.5603245	-0.4889991
oxygen + phosphate	Atlantic	(26,26.5]	-0.6685158	-0.7217303	-0.6153013
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7445294	-0.7576961	-0.7313626
oxygen + phosphate	Atlantic	(26.75,27]	-0.6640568	-0.6781965	-0.6499170
oxygen + phosphate	Atlantic	(27,27.25]	-0.6123820	-0.6862428	-0.5385213
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4836761	-0.5974924	-0.3698599
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6023166	-0.6788629	-0.5257702
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7576241	-0.7839635	-0.7312847
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8326552	-0.8654733	-0.7998372
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8439345	-0.9030780	-0.7847910
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9092377	-0.9345392	-0.8839361
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9379423	-0.9576842	-0.9182005
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9776457	-0.9891011	-0.9661903
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7916662	-0.8696624	-0.7136701
oxygen + phosphate	Indian	(-Inf,26]	-0.9846269	-0.9860299	-0.9832239
oxygen + phosphate	Indian	(26,26.5]	-0.9897231	-0.9900214	-0.9894249
oxygen + phosphate	Indian	(26.5,26.75]	-0.9700052	-0.9845078	-0.9555027
oxygen + phosphate	Indian	(26.75,27]	-0.9341013	-0.9454663	-0.9227363
oxygen + phosphate	Indian	(27,27.25]	-0.9151798	-0.9323162	-0.8980433
oxygen + phosphate	Indian	(27.25,27.5]	-0.9306929	-0.9307726	-0.9306132
oxygen + phosphate	Indian	(27.5,27.75]	-0.9514251	-0.9543216	-0.9485286
oxygen + phosphate	Indian	(27.75,27.85]	-0.9228532	-0.9340355	-0.9116710
oxygen + phosphate	Indian	(27.85,27.95]	-0.8565849	-0.8819998	-0.8311701
oxygen + phosphate	Indian	(27.95,28.05]	-0.7940585	-0.8539376	-0.7341794
oxygen + phosphate	Indian	(28.05,28.1]	-0.8828561	-0.9243265	-0.8413857
oxygen + phosphate	Indian	(28.1, Inf]	-0.5689646	-0.6374469	-0.5004823
oxygen + phosphate	Pacific	(-Inf,26]	-0.5972291	-0.6633941	-0.5310641
oxygen + phosphate	Pacific	(26,26.5]	-0.7664470	-0.7890871	-0.7438069
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6874330	-0.7163390	-0.6585271
oxygen + phosphate	Pacific	(26.75,27]	-0.8136048	-0.8572595	-0.7699501
oxygen + phosphate	Pacific	(27,27.25]	-0.9589136	-0.9612652	-0.9565620
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9731874	-0.9761835	-0.9701913
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9732866	-0.9760966	-0.9704766
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9798494	-0.9805705	-0.9791283
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9788455	-0.9821643	-0.9755267
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9701756	-0.9725898	-0.9677615
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9667621	-0.9722555	-0.9612686
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9244292	-0.9249303	-0.9239281
oxygen + silicate	Atlantic	(-Inf,26]	-0.2924187	-0.3498577	-0.2349797
oxygen + silicate	Atlantic	(26,26.5]	-0.6294586	-0.6726203	-0.5862968
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7654134	-0.8037258	-0.7271011
oxygen + silicate	Atlantic	(26.75,27]	-0.7082782	-0.7423514	-0.6742051
oxygen + silicate	Atlantic	(27,27.25]	-0.5535075	-0.6463007	-0.4607143
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2556109	-0.4249336	-0.0862883
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3081993	-0.4148606	-0.2015380
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5948014	-0.6278391	-0.5617638
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7260511	-0.7572923	-0.6948099
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8048334	-0.8523021	-0.7573646
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9084704	-0.9241162	-0.8928245
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9328161	-0.9421855	-0.9234467
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9795672	-0.9884179	-0.9707165
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7914039	-0.8938540	-0.6889538
oxygen + silicate	Indian	(-Inf,26]	-0.8602590	-0.8711582	-0.8493597
oxygen + silicate	Indian	(26,26.5]	-0.9190664	-0.9439904	-0.8941423
oxygen + silicate	Indian	(26.5,26.75]	-0.9437764	-0.9634864	-0.9240664
oxygen + silicate	Indian	(26.75,27]	-0.9543498	-0.9656915	-0.9430081
oxygen + silicate	Indian	(27,27.25]	-0.8902588	-0.9043765	-0.8761411
oxygen + silicate	Indian	(27.25,27.5]	-0.8283495	-0.8536310	-0.8030680
oxygen + silicate	Indian	(27.5,27.75]	-0.7949862	-0.8291088	-0.7608637
oxygen + silicate	Indian	(27.75,27.85]	-0.8569358	-0.8591482	-0.8547235
oxygen + silicate	Indian	(27.85,27.95]	-0.8237254	-0.8428716	-0.8045792
oxygen + silicate	Indian	(27.95,28.05]	-0.8159481	-0.8459059	-0.7859903
oxygen + silicate	Indian	(28.05,28.1]	-0.9155181	-0.9298594	-0.9011768
oxygen + silicate	Indian	(28.1, Inf]	-0.4144612	-0.4285359	-0.4003865
oxygen + silicate	Pacific	(-Inf,26]	-0.2520523	-0.3444436	-0.1596611
oxygen + silicate	Pacific	(26,26.5]	-0.3174685	-0.3993747	-0.2355623
oxygen + silicate	Pacific	(26.5,26.75]	-0.1607064	-0.2190830	-0.1023297
oxygen + silicate	Pacific	(26.75,27]	-0.4828664	-0.5542938	-0.4114390
oxygen + silicate	Pacific	(27,27.25]	-0.8450913	-0.8480355	-0.8421472
oxygen + silicate	Pacific	(27.25,27.5]	-0.8773247	-0.8838668	-0.8707826
oxygen + silicate	Pacific	(27.5,27.75]	-0.8865286	-0.8893992	-0.8836579
oxygen + silicate	Pacific	(27.75,27.85]	-0.9542953	-0.9620449	-0.9465457
oxygen + silicate	Pacific	(27.85,27.95]	-0.9515201	-0.9587144	-0.9443258
oxygen + silicate	Pacific	(27.95,28.05]	-0.9349336	-0.9396236	-0.9302436
oxygen + silicate	Pacific	(28.05,28.1]	-0.9491092	-0.9561167	-0.9421017
oxygen + silicate	Pacific	(28.1, Inf]	-0.8001714	-0.8527725	-0.7475703
phosphate + nitrate	Atlantic	(-Inf,26]	0.8190103	0.8122205	0.8258002
phosphate + nitrate	Atlantic	(26,26.5]	0.9435778	0.9286261	0.9585295
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9761616	0.9739386	0.9783846
phosphate + nitrate	Atlantic	(26.75,27]	0.9802060	0.9790544	0.9813577
phosphate + nitrate	Atlantic	(27,27.25]	0.9868006	0.9841968	0.9894044
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9916115	0.9892363	0.9939866
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9953158	0.9951495	0.9954821
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9953899	0.9936766	0.9971031
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9941413	0.9913859	0.9968967
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9934818	0.9905854	0.9963782
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9915340	0.9875641	0.9955040
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9926995	0.9891943	0.9962047
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9973409	0.9972883	0.9973936
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9948394	0.9936946	0.9959842
phosphate + nitrate	Indian	(-Inf,26]	0.9898624	0.9879762	0.9917485
phosphate + nitrate	Indian	(26,26.5]	0.9835018	0.9822992	0.9847045
phosphate + nitrate	Indian	(26.5,26.75]	0.9844957	0.9819754	0.9870160
phosphate + nitrate	Indian	(26.75,27]	0.9792222	0.9784239	0.9800205
phosphate + nitrate	Indian	(27,27.25]	0.9561099	0.9391965	0.9730234
phosphate + nitrate	Indian	(27.25,27.5]	0.9517125	0.9300668	0.9733582
phosphate + nitrate	Indian	(27.5,27.75]	0.9483979	0.9296763	0.9671195
phosphate + nitrate	Indian	(27.75,27.85]	0.9418483	0.9247987	0.9588979
phosphate + nitrate	Indian	(27.85,27.95]	0.9615964	0.9525318	0.9706610
phosphate + nitrate	Indian	(27.95,28.05]	0.9798437	0.9747126	0.9849748
phosphate + nitrate	Indian	(28.05,28.1]	0.9861999	0.9818393	0.9905606
phosphate + nitrate	Indian	(28.1, Inf]	0.9371471	0.9178944	0.9563999
phosphate + nitrate	Pacific	(-Inf,26]	0.9480247	0.9387070	0.9573423
phosphate + nitrate	Pacific	(26,26.5]	0.9494991	0.9458227	0.9531755
phosphate + nitrate	Pacific	(26.5,26.75]	0.9452812	0.9438545	0.9467078
phosphate + nitrate	Pacific	(26.75,27]	0.9765348	0.9754213	0.9776483
phosphate + nitrate	Pacific	(27,27.25]	0.9885400	0.9882857	0.9887943
phosphate + nitrate	Pacific	(27.25,27.5]	0.9896884	0.9879539	0.9914229
phosphate + nitrate	Pacific	(27.5,27.75]	0.9896809	0.9858677	0.9934941
phosphate + nitrate	Pacific	(27.75,27.85]	0.9859492	0.9791394	0.9927591
phosphate + nitrate	Pacific	(27.85,27.95]	0.9822627	0.9724238	0.9921015
phosphate + nitrate	Pacific	(27.95,28.05]	0.9709816	0.9560237	0.9859395
phosphate + nitrate	Pacific	(28.05,28.1]	0.9476412	0.9150041	0.9802783
phosphate + nitrate	Pacific	(28.1, Inf]	0.9617229	0.9460965	0.9773492
phosphate + silicate	Atlantic	(-Inf,26]	0.7650100	0.6978670	0.8321531
phosphate + silicate	Atlantic	(26,26.5]	0.9363900	0.9272001	0.9455798
phosphate + silicate	Atlantic	(26.5,26.75]	0.9478356	0.9356153	0.9600559
phosphate + silicate	Atlantic	(26.75,27]	0.9257696	0.9012394	0.9502998
phosphate + silicate	Atlantic	(27,27.25]	0.9251657	0.8914168	0.9589145
phosphate + silicate	Atlantic	(27.25,27.5]	0.8918501	0.8524257	0.9312745
phosphate + silicate	Atlantic	(27.5,27.75]	0.8883691	0.8754739	0.9012643
phosphate + silicate	Atlantic	(27.75,27.85]	0.9430089	0.9413082	0.9447096
phosphate + silicate	Atlantic	(27.85,27.95]	0.9665642	0.9604757	0.9726527
phosphate + silicate	Atlantic	(27.95,28.05]	0.9800714	0.9740808	0.9860620
phosphate + silicate	Atlantic	(28.05,28.1]	0.9873297	0.9824288	0.9922305
phosphate + silicate	Atlantic	(28.1,28.15]	0.9908346	0.9892873	0.9923819
phosphate + silicate	Atlantic	(28.15,28.2]	0.9938038	0.9909760	0.9966316
phosphate + silicate	Atlantic	(28.2, Inf]	0.9836148	0.9766657	0.9905638
phosphate + silicate	Indian	(-Inf,26]	0.8991902	0.8863776	0.9120028
phosphate + silicate	Indian	(26,26.5]	0.9460316	0.9310679	0.9609953
phosphate + silicate	Indian	(26.5,26.75]	0.9554323	0.9486149	0.9622497
phosphate + silicate	Indian	(26.75,27]	0.9526640	0.9485615	0.9567665
phosphate + silicate	Indian	(27,27.25]	0.9359621	0.9252293	0.9466950
phosphate + silicate	Indian	(27.25,27.5]	0.9039027	0.8852682	0.9225372
phosphate + silicate	Indian	(27.5,27.75]	0.8357656	0.8022604	0.8692708
phosphate + silicate	Indian	(27.75,27.85]	0.8777809	0.8557323	0.8998295
phosphate + silicate	Indian	(27.85,27.95]	0.9045267	0.8942275	0.9148258
phosphate + silicate	Indian	(27.95,28.05]	0.9246755	0.9192655	0.9300855
phosphate + silicate	Indian	(28.05,28.1]	0.9642629	0.9584336	0.9700922
phosphate + silicate	Indian	(28.1, Inf]	0.7941024	0.7852263	0.8029786
phosphate + silicate	Pacific	(-Inf,26]	0.7362158	0.7141589	0.7582727
phosphate + silicate	Pacific	(26,26.5]	0.7349125	0.7177576	0.7520674
phosphate + silicate	Pacific	(26.5,26.75]	0.6936359	0.6890228	0.6982489
phosphate + silicate	Pacific	(26.75,27]	0.8167031	0.8151684	0.8182378
phosphate + silicate	Pacific	(27,27.25]	0.9091836	0.9083184	0.9100489
phosphate + silicate	Pacific	(27.25,27.5]	0.8894208	0.8822866	0.8965550
phosphate + silicate	Pacific	(27.5,27.75]	0.8800604	0.8684838	0.8916371
phosphate + silicate	Pacific	(27.75,27.85]	0.9475727	0.9474761	0.9476693
phosphate + silicate	Pacific	(27.85,27.95]	0.9612991	0.9566029	0.9659953
phosphate + silicate	Pacific	(27.95,28.05]	0.9527537	0.9416038	0.9639036
phosphate + silicate	Pacific	(28.05,28.1]	0.9474743	0.9288427	0.9661060
phosphate + silicate	Pacific	(28.1, Inf]	0.8983139	0.8765570	0.9200707
sal + aou	Atlantic	(-Inf,26]	-0.1029465	-0.2137148	0.0078219
sal + aou	Atlantic	(26,26.5]	-0.2129567	-0.2169791	-0.2089343
sal + aou	Atlantic	(26.5,26.75]	-0.3063459	-0.3731691	-0.2395226
sal + aou	Atlantic	(26.75,27]	-0.1269915	-0.2316768	-0.0223061
sal + aou	Atlantic	(27,27.25]	-0.0927095	-0.3183075	0.1328885
sal + aou	Atlantic	(27.25,27.5]	-0.1172310	-0.3371400	0.1026780
sal + aou	Atlantic	(27.5,27.75]	-0.3672745	-0.3904483	-0.3441006
sal + aou	Atlantic	(27.75,27.85]	-0.3541058	-0.4040235	-0.3041881
sal + aou	Atlantic	(27.85,27.95]	-0.3388316	-0.5142992	-0.1633640
sal + aou	Atlantic	(27.95,28.05]	-0.4423434	-0.5988472	-0.2858396
sal + aou	Atlantic	(28.05,28.1]	-0.6872397	-0.7489726	-0.6255068
sal + aou	Atlantic	(28.1,28.15]	-0.7608241	-0.7909923	-0.7306560
sal + aou	Atlantic	(28.15,28.2]	-0.9195930	-0.9382457	-0.9009403
sal + aou	Atlantic	(28.2, Inf]	-0.6673554	-0.7736976	-0.5610133
sal + aou	Indian	(-Inf,26]	-0.4906955	-0.5024881	-0.4789030
sal + aou	Indian	(26,26.5]	-0.6364746	-0.7334539	-0.5394954
sal + aou	Indian	(26.5,26.75]	-0.1712169	-0.2282953	-0.1141385
sal + aou	Indian	(26.75,27]	0.5527554	0.5497700	0.5557409
sal + aou	Indian	(27,27.25]	0.8597702	0.8275334	0.8920070
sal + aou	Indian	(27.25,27.5]	0.9018200	0.8543981	0.9492419
sal + aou	Indian	(27.5,27.75]	0.9219096	0.8838294	0.9599898
sal + aou	Indian	(27.75,27.85]	0.9545996	0.9523792	0.9568200
sal + aou	Indian	(27.85,27.95]	0.9063296	0.8874174	0.9252417
sal + aou	Indian	(27.95,28.05]	0.6921634	0.6079102	0.7764166
sal + aou	Indian	(28.05,28.1]	0.2095576	0.0020037	0.4171114
sal + aou	Indian	(28.1, Inf]	0.6397991	0.5630056	0.7165926
sal + aou	Pacific	(-Inf,26]	-0.0941896	-0.1557211	-0.0326581
sal + aou	Pacific	(26,26.5]	0.0596701	-0.0400418	0.1593820
sal + aou	Pacific	(26.5,26.75]	0.2438880	0.2244194	0.2633566
sal + aou	Pacific	(26.75,27]	-0.0665910	-0.0825242	-0.0506579
sal + aou	Pacific	(27,27.25]	-0.2221804	-0.3220081	-0.1223527
sal + aou	Pacific	(27.25,27.5]	0.0491448	-0.0287867	0.1270763
sal + aou	Pacific	(27.5,27.75]	0.0620180	-0.1336504	0.2576864
sal + aou	Pacific	(27.75,27.85]	-0.0749248	-0.3419543	0.1921046
sal + aou	Pacific	(27.85,27.95]	-0.2927043	-0.6484161	0.0630074
sal + aou	Pacific	(27.95,28.05]	-0.5664174	-0.7246160	-0.4082189
sal + aou	Pacific	(28.05,28.1]	-0.8632667	-0.8785130	-0.8480204
sal + aou	Pacific	(28.1, Inf]	-0.6457717	-0.7965618	-0.4949816
sal + nitrate	Atlantic	(-Inf,26]	-0.2133483	-0.2696946	-0.1570019
sal + nitrate	Atlantic	(26,26.5]	-0.4210493	-0.4274757	-0.4146229
sal + nitrate	Atlantic	(26.5,26.75]	-0.5445912	-0.5951986	-0.4939838
sal + nitrate	Atlantic	(26.75,27]	-0.4904683	-0.5534066	-0.4275300
sal + nitrate	Atlantic	(27,27.25]	-0.5446707	-0.6592216	-0.4301198
sal + nitrate	Atlantic	(27.25,27.5]	-0.6733406	-0.7534543	-0.5932269
sal + nitrate	Atlantic	(27.5,27.75]	-0.7413022	-0.7598595	-0.7227449
sal + nitrate	Atlantic	(27.75,27.85]	-0.6418596	-0.6989792	-0.5847401
sal + nitrate	Atlantic	(27.85,27.95]	-0.5986105	-0.7706109	-0.4266101
sal + nitrate	Atlantic	(27.95,28.05]	-0.6682142	-0.8358616	-0.5005667
sal + nitrate	Atlantic	(28.05,28.1]	-0.8034496	-0.8831785	-0.7237206
sal + nitrate	Atlantic	(28.1,28.15]	-0.8357255	-0.8915784	-0.7798725
sal + nitrate	Atlantic	(28.15,28.2]	-0.9397560	-0.9402098	-0.9393021
sal + nitrate	Atlantic	(28.2, Inf]	-0.9272651	-0.9491119	-0.9054183
sal + nitrate	Indian	(-Inf,26]	-0.5244472	-0.5272099	-0.5216844
sal + nitrate	Indian	(26,26.5]	-0.7516612	-0.8293903	-0.6739321
sal + nitrate	Indian	(26.5,26.75]	-0.3903563	-0.4060482	-0.3746644
sal + nitrate	Indian	(26.75,27]	0.2356007	0.2230004	0.2482010
sal + nitrate	Indian	(27,27.25]	0.5615304	0.5105976	0.6124632
sal + nitrate	Indian	(27.25,27.5]	0.6710282	0.5444345	0.7976220
sal + nitrate	Indian	(27.5,27.75]	0.7797220	0.6692935	0.8901506
sal + nitrate	Indian	(27.75,27.85]	0.7821653	0.7658495	0.7984812
sal + nitrate	Indian	(27.85,27.95]	0.6348651	0.6108647	0.6588655
sal + nitrate	Indian	(27.95,28.05]	0.2299214	0.1851903	0.2746525
sal + nitrate	Indian	(28.05,28.1]	-0.1550188	-0.3069417	-0.0030959
sal + nitrate	Indian	(28.1, Inf]	-0.0566643	-0.0867228	-0.0266058
sal + nitrate	Pacific	(-Inf,26]	-0.4006777	-0.4164169	-0.3849385
sal + nitrate	Pacific	(26,26.5]	-0.3906649	-0.4599567	-0.3213732
sal + nitrate	Pacific	(26.5,26.75]	-0.3089684	-0.3262063	-0.2917305
sal + nitrate	Pacific	(26.75,27]	-0.4017376	-0.4252528	-0.3782223
sal + nitrate	Pacific	(27,27.25]	-0.3364590	-0.4185810	-0.2543370
sal + nitrate	Pacific	(27.25,27.5]	0.0363081	-0.0183861	0.0910023
sal + nitrate	Pacific	(27.5,27.75]	0.0590472	-0.1064007	0.2244951
sal + nitrate	Pacific	(27.75,27.85]	-0.0852398	-0.3263177	0.1558381
sal + nitrate	Pacific	(27.85,27.95]	-0.3167600	-0.6280528	-0.0054673
sal + nitrate	Pacific	(27.95,28.05]	-0.6263059	-0.7493685	-0.5032432
sal + nitrate	Pacific	(28.05,28.1]	-0.8901924	-0.8939959	-0.8863890
sal + nitrate	Pacific	(28.1, Inf]	-0.7644398	-0.8675383	-0.6613413
sal + oxygen	Atlantic	(-Inf,26]	-0.1763093	-0.3008575	-0.0517611
sal + oxygen	Atlantic	(26,26.5]	-0.0692898	-0.0924314	-0.0461482
sal + oxygen	Atlantic	(26.5,26.75]	0.0580767	0.0115977	0.1045557
sal + oxygen	Atlantic	(26.75,27]	-0.1279609	-0.2205104	-0.0354114
sal + oxygen	Atlantic	(27,27.25]	-0.1481032	-0.3608680	0.0646616
sal + oxygen	Atlantic	(27.25,27.5]	-0.1740800	-0.3905595	0.0423995
sal + oxygen	Atlantic	(27.5,27.75]	0.0338543	-0.0281122	0.0958208
sal + oxygen	Atlantic	(27.75,27.85]	0.0880728	0.0504421	0.1257036
sal + oxygen	Atlantic	(27.85,27.95]	0.1432712	-0.0192618	0.3058043
sal + oxygen	Atlantic	(27.95,28.05]	0.2594550	0.1461182	0.3727919
sal + oxygen	Atlantic	(28.05,28.1]	0.5696134	0.5240315	0.6151953
sal + oxygen	Atlantic	(28.1,28.15]	0.6750410	0.6584439	0.6916382
sal + oxygen	Atlantic	(28.15,28.2]	0.8853738	0.8595182	0.9112294
sal + oxygen	Atlantic	(28.2, Inf]	0.5459776	0.3969621	0.6949931
sal + oxygen	Indian	(-Inf,26]	0.4757861	0.4708625	0.4807096
sal + oxygen	Indian	(26,26.5]	0.5883734	0.4796943	0.6970524
sal + oxygen	Indian	(26.5,26.75]	0.1027929	0.0375911	0.1679947
sal + oxygen	Indian	(26.75,27]	-0.6221282	-0.6290220	-0.6152343
sal + oxygen	Indian	(27,27.25]	-0.8969838	-0.9247787	-0.8691890
sal + oxygen	Indian	(27.25,27.5]	-0.9271964	-0.9634730	-0.8909198
sal + oxygen	Indian	(27.5,27.75]	-0.9348280	-0.9639241	-0.9057320
sal + oxygen	Indian	(27.75,27.85]	-0.9594920	-0.9624381	-0.9565458
sal + oxygen	Indian	(27.85,27.95]	-0.9276711	-0.9435868	-0.9117555
sal + oxygen	Indian	(27.95,28.05]	-0.7676139	-0.8424092	-0.6928187
sal + oxygen	Indian	(28.05,28.1]	-0.3105658	-0.5260829	-0.0950487
sal + oxygen	Indian	(28.1, Inf]	-0.7327764	-0.7932299	-0.6723228
sal + oxygen	Pacific	(-Inf,26]	-0.3357419	-0.4415896	-0.2298942
sal + oxygen	Pacific	(26,26.5]	-0.2743121	-0.3755909	-0.1730332
sal + oxygen	Pacific	(26.5,26.75]	-0.4466159	-0.4719518	-0.4212799
sal + oxygen	Pacific	(26.75,27]	-0.1434330	-0.1852490	-0.1016171
sal + oxygen	Pacific	(27,27.25]	0.1225750	0.0236260	0.2215240
sal + oxygen	Pacific	(27.25,27.5]	-0.1237610	-0.2003581	-0.0471638
sal + oxygen	Pacific	(27.5,27.75]	-0.1192199	-0.3232821	0.0848423
sal + oxygen	Pacific	(27.75,27.85]	0.0182165	-0.2679239	0.3043569
sal + oxygen	Pacific	(27.85,27.95]	0.2524865	-0.1378377	0.6428108
sal + oxygen	Pacific	(27.95,28.05]	0.5380124	0.3567679	0.7192568
sal + oxygen	Pacific	(28.05,28.1]	0.8506499	0.8288598	0.8724400
sal + oxygen	Pacific	(28.1, Inf]	0.5867251	0.4215735	0.7518768
sal + phosphate	Atlantic	(-Inf,26]	-0.5254989	-0.5744087	-0.4765892
sal + phosphate	Atlantic	(26,26.5]	-0.6609285	-0.6920520	-0.6298051
sal + phosphate	Atlantic	(26.5,26.75]	-0.6960170	-0.7445494	-0.6474845
sal + phosphate	Atlantic	(26.75,27]	-0.6324669	-0.6951418	-0.5697921
sal + phosphate	Atlantic	(27,27.25]	-0.6536512	-0.7488430	-0.5584593
sal + phosphate	Atlantic	(27.25,27.5]	-0.7442259	-0.8074650	-0.6809868
sal + phosphate	Atlantic	(27.5,27.75]	-0.7807155	-0.7955020	-0.7659290
sal + phosphate	Atlantic	(27.75,27.85]	-0.6783400	-0.7251857	-0.6314942
sal + phosphate	Atlantic	(27.85,27.95]	-0.6161082	-0.7837839	-0.4484325
sal + phosphate	Atlantic	(27.95,28.05]	-0.6788027	-0.8460284	-0.5115769
sal + phosphate	Atlantic	(28.05,28.1]	-0.8164645	-0.8943889	-0.7385401
sal + phosphate	Atlantic	(28.1,28.15]	-0.8546947	-0.9052533	-0.8041361
sal + phosphate	Atlantic	(28.15,28.2]	-0.9429225	-0.9463723	-0.9394727
sal + phosphate	Atlantic	(28.2, Inf]	-0.9307430	-0.9508358	-0.9106502
sal + phosphate	Indian	(-Inf,26]	-0.4596174	-0.4636877	-0.4555471
sal + phosphate	Indian	(26,26.5]	-0.6611200	-0.7576011	-0.5646388
sal + phosphate	Indian	(26.5,26.75]	-0.2958709	-0.2969599	-0.2947819
sal + phosphate	Indian	(26.75,27]	0.3485289	0.3151243	0.3819335
sal + phosphate	Indian	(27,27.25]	0.7158675	0.7116123	0.7201228
sal + phosphate	Indian	(27.25,27.5]	0.8175306	0.7572411	0.8778201
sal + phosphate	Indian	(27.5,27.75]	0.8806471	0.8292377	0.9320565
sal + phosphate	Indian	(27.75,27.85]	0.8707938	0.8623248	0.8792628
sal + phosphate	Indian	(27.85,27.95]	0.6984320	0.6875198	0.7093442
sal + phosphate	Indian	(27.95,28.05]	0.2856170	0.2704623	0.3007718
sal + phosphate	Indian	(28.05,28.1]	-0.1153395	-0.2475961	0.0169171
sal + phosphate	Indian	(28.1, Inf]	-0.0280206	-0.0450845	-0.0109566
sal + phosphate	Pacific	(-Inf,26]	-0.2989819	-0.3091661	-0.2887977
sal + phosphate	Pacific	(26,26.5]	-0.3326471	-0.3930167	-0.2722775
sal + phosphate	Pacific	(26.5,26.75]	-0.2772170	-0.2878103	-0.2666237
sal + phosphate	Pacific	(26.75,27]	-0.4100024	-0.4399307	-0.3800742
sal + phosphate	Pacific	(27,27.25]	-0.3394887	-0.4270647	-0.2519127
sal + phosphate	Pacific	(27.25,27.5]	0.0260218	-0.0372998	0.0893433
sal + phosphate	Pacific	(27.5,27.75]	0.0631403	-0.1031849	0.2294655
sal + phosphate	Pacific	(27.75,27.85]	-0.0803464	-0.3278411	0.1671484
sal + phosphate	Pacific	(27.85,27.95]	-0.3203445	-0.6377050	-0.0029841
sal + phosphate	Pacific	(27.95,28.05]	-0.6273832	-0.7532850	-0.5014815
sal + phosphate	Pacific	(28.05,28.1]	-0.8849497	-0.8884047	-0.8814948
sal + phosphate	Pacific	(28.1, Inf]	-0.7565058	-0.8651940	-0.6478176
sal + silicate	Atlantic	(-Inf,26]	-0.5372314	-0.5463620	-0.5281009
sal + silicate	Atlantic	(26,26.5]	-0.6227472	-0.6544686	-0.5910258
sal + silicate	Atlantic	(26.5,26.75]	-0.5975404	-0.6913955	-0.5036852
sal + silicate	Atlantic	(26.75,27]	-0.5075692	-0.6367183	-0.3784202
sal + silicate	Atlantic	(27,27.25]	-0.6192412	-0.7288078	-0.5096747
sal + silicate	Atlantic	(27.25,27.5]	-0.7727479	-0.8213942	-0.7241016
sal + silicate	Atlantic	(27.5,27.75]	-0.8056141	-0.8060568	-0.8051715
sal + silicate	Atlantic	(27.75,27.85]	-0.7207412	-0.7523379	-0.6891445
sal + silicate	Atlantic	(27.85,27.95]	-0.6983431	-0.8369517	-0.5597346
sal + silicate	Atlantic	(27.95,28.05]	-0.7227587	-0.8604116	-0.5851059
sal + silicate	Atlantic	(28.05,28.1]	-0.8338376	-0.8890398	-0.7786355
sal + silicate	Atlantic	(28.1,28.15]	-0.8699276	-0.8971806	-0.8426745
sal + silicate	Atlantic	(28.15,28.2]	-0.9306070	-0.9391629	-0.9220511
sal + silicate	Atlantic	(28.2, Inf]	-0.9104462	-0.9295666	-0.8913258
sal + silicate	Indian	(-Inf,26]	-0.6974308	-0.7233214	-0.6715401
sal + silicate	Indian	(26,26.5]	-0.7851744	-0.8338496	-0.7364992
sal + silicate	Indian	(26.5,26.75]	-0.3203273	-0.4321468	-0.2085079
sal + silicate	Indian	(26.75,27]	0.4339267	0.4056072	0.4622462
sal + silicate	Indian	(27,27.25]	0.6521063	0.5858376	0.7183750
sal + silicate	Indian	(27.25,27.5]	0.6358164	0.5318046	0.7398283
sal + silicate	Indian	(27.5,27.75]	0.6706479	0.5669386	0.7743571
sal + silicate	Indian	(27.75,27.85]	0.8372090	0.8243255	0.8500924
sal + silicate	Indian	(27.85,27.95]	0.7438150	0.7394400	0.7481900
sal + silicate	Indian	(27.95,28.05]	0.4252153	0.3801804	0.4702503
sal + silicate	Indian	(28.05,28.1]	0.0152348	-0.1583147	0.1887843
sal + silicate	Indian	(28.1, Inf]	-0.0740282	-0.1799935	0.0319371
sal + silicate	Pacific	(-Inf,26]	-0.6115896	-0.6224400	-0.6007391
sal + silicate	Pacific	(26,26.5]	-0.6703190	-0.6803871	-0.6602510
sal + silicate	Pacific	(26.5,26.75]	-0.7190408	-0.7446692	-0.6934124
sal + silicate	Pacific	(26.75,27]	-0.7372176	-0.7720278	-0.7024074
sal + silicate	Pacific	(27,27.25]	-0.5702017	-0.6576058	-0.4827976
sal + silicate	Pacific	(27.25,27.5]	-0.2397909	-0.3244069	-0.1551749
sal + silicate	Pacific	(27.5,27.75]	-0.0591406	-0.2276007	0.1093195
sal + silicate	Pacific	(27.75,27.85]	-0.1284889	-0.3573689	0.1003912
sal + silicate	Pacific	(27.85,27.95]	-0.2880054	-0.5609795	-0.0150313
sal + silicate	Pacific	(27.95,28.05]	-0.5206836	-0.6186302	-0.4227370
sal + silicate	Pacific	(28.05,28.1]	-0.8139356	-0.8397188	-0.7881524
sal + silicate	Pacific	(28.1, Inf]	-0.7799111	-0.9066131	-0.6532091
sal + temp	Atlantic	(-Inf,26]	0.7878970	0.7111576	0.8646364
sal + temp	Atlantic	(26,26.5]	0.9604992	0.9581532	0.9628451
sal + temp	Atlantic	(26.5,26.75]	0.9827231	0.9808883	0.9845579
sal + temp	Atlantic	(26.75,27]	0.9748734	0.9731048	0.9766421
sal + temp	Atlantic	(27,27.25]	0.9776343	0.9772296	0.9780389
sal + temp	Atlantic	(27.25,27.5]	0.9755936	0.9722749	0.9789123
sal + temp	Atlantic	(27.5,27.75]	0.9627851	0.9625195	0.9630507
sal + temp	Atlantic	(27.75,27.85]	0.9746529	0.9712815	0.9780243
sal + temp	Atlantic	(27.85,27.95]	0.9527831	0.9464241	0.9591421
sal + temp	Atlantic	(27.95,28.05]	0.9158416	0.8805637	0.9511194
sal + temp	Atlantic	(28.05,28.1]	0.9484619	0.9253974	0.9715264
sal + temp	Atlantic	(28.1,28.15]	0.9283752	0.8840766	0.9726738
sal + temp	Atlantic	(28.15,28.2]	0.6782173	0.4757475	0.8806870
sal + temp	Atlantic	(28.2, Inf]	0.2393050	-0.0238784	0.5024885
sal + temp	Indian	(-Inf,26]	0.1966523	0.1909371	0.2023675
sal + temp	Indian	(26,26.5]	0.8712691	0.8479949	0.8945433
sal + temp	Indian	(26.5,26.75]	0.9529268	0.9481692	0.9576844
sal + temp	Indian	(26.75,27]	0.9616673	0.9611085	0.9622262
sal + temp	Indian	(27,27.25]	0.9560394	0.9548039	0.9572750
sal + temp	Indian	(27.25,27.5]	0.9561527	0.9550165	0.9572890
sal + temp	Indian	(27.5,27.75]	0.9240420	0.9209262	0.9271578
sal + temp	Indian	(27.75,27.85]	0.9404468	0.9377659	0.9431278
sal + temp	Indian	(27.85,27.95]	0.9305282	0.9140972	0.9469591
sal + temp	Indian	(27.95,28.05]	0.9414299	0.9229995	0.9598603
sal + temp	Indian	(28.05,28.1]	0.9232386	0.8913973	0.9550800
sal + temp	Indian	(28.1, Inf]	0.9211900	0.9122192	0.9301608
sal + temp	Pacific	(-Inf,26]	0.7242880	0.6459038	0.8026723
sal + temp	Pacific	(26,26.5]	0.9463248	0.9418524	0.9507972
sal + temp	Pacific	(26.5,26.75]	0.9765368	0.9761262	0.9769474
sal + temp	Pacific	(26.75,27]	0.9747183	0.9712481	0.9781885
sal + temp	Pacific	(27,27.25]	0.9398961	0.9340209	0.9457713
sal + temp	Pacific	(27.25,27.5]	0.8130483	0.8127217	0.8133748
sal + temp	Pacific	(27.5,27.75]	0.6202673	0.5452755	0.6952590
sal + temp	Pacific	(27.75,27.85]	0.7906958	0.7123612	0.8690303
sal + temp	Pacific	(27.85,27.95]	0.6019060	0.3853545	0.8184575
sal + temp	Pacific	(27.95,28.05]	0.4249402	0.2784140	0.5714664
sal + temp	Pacific	(28.05,28.1]	0.1368037	0.0817313	0.1918760
sal + temp	Pacific	(28.1, Inf]	-0.2029278	-0.3594794	-0.0463762
temp + aou	Atlantic	(-Inf,26]	-0.1760094	-0.3068515	-0.0451673
temp + aou	Atlantic	(26,26.5]	-0.2583891	-0.2662302	-0.2505479
temp + aou	Atlantic	(26.5,26.75]	-0.2984247	-0.3626837	-0.2341657
temp + aou	Atlantic	(26.75,27]	-0.0843437	-0.1989011	0.0302136
temp + aou	Atlantic	(27,27.25]	-0.0210296	-0.2455166	0.2034575
temp + aou	Atlantic	(27.25,27.5]	-0.0650190	-0.3029388	0.1729009
temp + aou	Atlantic	(27.5,27.75]	-0.3047469	-0.3406441	-0.2688497
temp + aou	Atlantic	(27.75,27.85]	-0.2851179	-0.3372396	-0.2329962
temp + aou	Atlantic	(27.85,27.95]	-0.2417605	-0.4171073	-0.0664138
temp + aou	Atlantic	(27.95,28.05]	-0.3909007	-0.4461984	-0.3356029
temp + aou	Atlantic	(28.05,28.1]	-0.5529162	-0.6273235	-0.4785090
temp + aou	Atlantic	(28.1,28.15]	-0.5414396	-0.6541992	-0.4286800
temp + aou	Atlantic	(28.15,28.2]	-0.4935491	-0.6855311	-0.3015671
temp + aou	Atlantic	(28.2, Inf]	0.3458755	0.2264994	0.4652515
temp + aou	Indian	(-Inf,26]	-0.3373300	-0.4625913	-0.2120687
temp + aou	Indian	(26,26.5]	-0.5136062	-0.5530082	-0.4742043
temp + aou	Indian	(26.5,26.75]	-0.1260229	-0.1864420	-0.0656038
temp + aou	Indian	(26.75,27]	0.4271378	0.4065045	0.4477711
temp + aou	Indian	(27,27.25]	0.7754706	0.7540554	0.7968859
temp + aou	Indian	(27.25,27.5]	0.8683404	0.8397458	0.8969350
temp + aou	Indian	(27.5,27.75]	0.9007409	0.8843142	0.9171676
temp + aou	Indian	(27.75,27.85]	0.9398533	0.9370829	0.9426236
temp + aou	Indian	(27.85,27.95]	0.8802626	0.8503669	0.9101583
temp + aou	Indian	(27.95,28.05]	0.7249008	0.6484591	0.8013424
temp + aou	Indian	(28.05,28.1]	0.4320262	0.3009847	0.5630678
temp + aou	Indian	(28.1, Inf]	0.8104902	0.7872493	0.8337311
temp + aou	Pacific	(-Inf,26]	-0.2470515	-0.3076293	-0.1864737
temp + aou	Pacific	(26,26.5]	-0.0003871	-0.0774503	0.0766762
temp + aou	Pacific	(26.5,26.75]	0.2578953	0.2402193	0.2755712
temp + aou	Pacific	(26.75,27]	-0.0688676	-0.0767004	-0.0610348
temp + aou	Pacific	(27,27.25]	-0.2686615	-0.3745877	-0.1627354
temp + aou	Pacific	(27.25,27.5]	-0.0372801	-0.1251670	0.0506068
temp + aou	Pacific	(27.5,27.75]	0.1148115	-0.0775410	0.3071640
temp + aou	Pacific	(27.75,27.85]	0.0695011	-0.1873907	0.3263929
temp + aou	Pacific	(27.85,27.95]	-0.0315856	-0.3909529	0.3277817
temp + aou	Pacific	(27.95,28.05]	0.0054005	-0.1861295	0.1969304
temp + aou	Pacific	(28.05,28.1]	0.0425188	-0.1090984	0.1941361
temp + aou	Pacific	(28.1, Inf]	0.7967128	0.7783833	0.8150422
temp + nitrate	Atlantic	(-Inf,26]	-0.2118238	-0.2631871	-0.1604605
temp + nitrate	Atlantic	(26,26.5]	-0.4862693	-0.4865724	-0.4859663
temp + nitrate	Atlantic	(26.5,26.75]	-0.5401964	-0.5856682	-0.4947247
temp + nitrate	Atlantic	(26.75,27]	-0.4387582	-0.5133005	-0.3642159
temp + nitrate	Atlantic	(27,27.25]	-0.4746947	-0.5916692	-0.3577202
temp + nitrate	Atlantic	(27.25,27.5]	-0.6224190	-0.7209806	-0.5238574
temp + nitrate	Atlantic	(27.5,27.75]	-0.6859836	-0.7026669	-0.6693004
temp + nitrate	Atlantic	(27.75,27.85]	-0.5969040	-0.6654697	-0.5283382
temp + nitrate	Atlantic	(27.85,27.95]	-0.5247947	-0.7074448	-0.3421446
temp + nitrate	Atlantic	(27.95,28.05]	-0.6174772	-0.7272152	-0.5077392
temp + nitrate	Atlantic	(28.05,28.1]	-0.6936829	-0.7951658	-0.5921999
temp + nitrate	Atlantic	(28.1,28.15]	-0.6433113	-0.7855322	-0.5010904
temp + nitrate	Atlantic	(28.15,28.2]	-0.5077805	-0.7292123	-0.2863488
temp + nitrate	Atlantic	(28.2, Inf]	0.0316446	-0.2003066	0.2635958
temp + nitrate	Indian	(-Inf,26]	-0.3719381	-0.4743176	-0.2695586
temp + nitrate	Indian	(26,26.5]	-0.6299734	-0.6532277	-0.6067191
temp + nitrate	Indian	(26.5,26.75]	-0.3438521	-0.3650481	-0.3226561
temp + nitrate	Indian	(26.75,27]	0.0926893	0.0576831	0.1276954
temp + nitrate	Indian	(27,27.25]	0.4226609	0.3930000	0.4523219
temp + nitrate	Indian	(27.25,27.5]	0.5836205	0.4913070	0.6759339
temp + nitrate	Indian	(27.5,27.75]	0.7363331	0.6648401	0.8078262
temp + nitrate	Indian	(27.75,27.85]	0.7756457	0.7723500	0.7789414
temp + nitrate	Indian	(27.85,27.95]	0.6028118	0.5669919	0.6386318
temp + nitrate	Indian	(27.95,28.05]	0.2833717	0.2536392	0.3131042
temp + nitrate	Indian	(28.05,28.1]	0.0945841	0.0214728	0.1676953
temp + nitrate	Indian	(28.1, Inf]	0.1526288	0.1082606	0.1969970
temp + nitrate	Pacific	(-Inf,26]	-0.5203175	-0.5315339	-0.5091012
temp + nitrate	Pacific	(26,26.5]	-0.4710460	-0.5197373	-0.4223547
temp + nitrate	Pacific	(26.5,26.75]	-0.3160650	-0.3334785	-0.2986515
temp + nitrate	Pacific	(26.75,27]	-0.4240377	-0.4501362	-0.3979392
temp + nitrate	Pacific	(27,27.25]	-0.4115428	-0.4965410	-0.3265445
temp + nitrate	Pacific	(27.25,27.5]	-0.0976613	-0.1583270	-0.0369955
temp + nitrate	Pacific	(27.5,27.75]	0.0945048	-0.0708722	0.2598818
temp + nitrate	Pacific	(27.75,27.85]	0.0574171	-0.1770381	0.2918724
temp + nitrate	Pacific	(27.85,27.95]	-0.0478876	-0.3609226	0.2651474
temp + nitrate	Pacific	(27.95,28.05]	-0.0553040	-0.2164471	0.1058392
temp + nitrate	Pacific	(28.05,28.1]	-0.0105811	-0.1675386	0.1463763
temp + nitrate	Pacific	(28.1, Inf]	0.6490385	0.6464374	0.6516396
temp + oxygen	Atlantic	(-Inf,26]	-0.1617620	-0.2847424	-0.0387815
temp + oxygen	Atlantic	(26,26.5]	-0.0325247	-0.0678672	0.0028178
temp + oxygen	Atlantic	(26.5,26.75]	0.0419766	0.0005215	0.0834316
temp + oxygen	Atlantic	(26.75,27]	-0.1800619	-0.2814707	-0.0786532
temp + oxygen	Atlantic	(27,27.25]	-0.2250576	-0.4328259	-0.0172892
temp + oxygen	Atlantic	(27.25,27.5]	-0.2316094	-0.4632572	0.0000383
temp + oxygen	Atlantic	(27.5,27.75]	-0.0454146	-0.1216794	0.0308502
temp + oxygen	Atlantic	(27.75,27.85]	0.0060741	-0.0294671	0.0416152
temp + oxygen	Atlantic	(27.85,27.95]	0.0305012	-0.1270953	0.1880978
temp + oxygen	Atlantic	(27.95,28.05]	0.1825248	0.1751180	0.1899316
temp + oxygen	Atlantic	(28.05,28.1]	0.4120373	0.3545179	0.4695567
temp + oxygen	Atlantic	(28.1,28.15]	0.4337347	0.3330993	0.5343701
temp + oxygen	Atlantic	(28.15,28.2]	0.4022198	0.1911014	0.6133383
temp + oxygen	Atlantic	(28.2, Inf]	-0.5096283	-0.5988312	-0.4204255
temp + oxygen	Indian	(-Inf,26]	0.2198486	0.0927462	0.3469509
temp + oxygen	Indian	(26,26.5]	0.4512071	0.4036288	0.4987855
temp + oxygen	Indian	(26.5,26.75]	0.0543908	-0.0138579	0.1226396
temp + oxygen	Indian	(26.75,27]	-0.5062353	-0.5219246	-0.4905460
temp + oxygen	Indian	(27,27.25]	-0.8298878	-0.8483936	-0.8113820
temp + oxygen	Indian	(27.25,27.5]	-0.9084300	-0.9288054	-0.8880546
temp + oxygen	Indian	(27.5,27.75]	-0.9338384	-0.9449614	-0.9227153
temp + oxygen	Indian	(27.75,27.85]	-0.9613375	-0.9624287	-0.9602464
temp + oxygen	Indian	(27.85,27.95]	-0.9221540	-0.9454198	-0.8988883
temp + oxygen	Indian	(27.95,28.05]	-0.8074133	-0.8719800	-0.7428465
temp + oxygen	Indian	(28.05,28.1]	-0.5289308	-0.6643184	-0.3935433
temp + oxygen	Indian	(28.1, Inf]	-0.8843558	-0.9003537	-0.8683579
temp + oxygen	Pacific	(-Inf,26]	-0.3032927	-0.3795357	-0.2270497
temp + oxygen	Pacific	(26,26.5]	-0.2292415	-0.3087169	-0.1497661
temp + oxygen	Pacific	(26.5,26.75]	-0.4667644	-0.4911748	-0.4423540
temp + oxygen	Pacific	(26.75,27]	-0.1467237	-0.1807426	-0.1127047
temp + oxygen	Pacific	(27,27.25]	0.1642531	0.0581585	0.2703478
temp + oxygen	Pacific	(27.25,27.5]	-0.0535010	-0.1406256	0.0336236
temp + oxygen	Pacific	(27.5,27.75]	-0.2058505	-0.4021259	-0.0095751
temp + oxygen	Pacific	(27.75,27.85]	-0.1387695	-0.4098278	0.1322889
temp + oxygen	Pacific	(27.85,27.95]	-0.0281648	-0.4103809	0.3540513
temp + oxygen	Pacific	(27.95,28.05]	-0.0679609	-0.2706961	0.1347744
temp + oxygen	Pacific	(28.05,28.1]	-0.0763624	-0.2325490	0.0798242
temp + oxygen	Pacific	(28.1, Inf]	-0.8417670	-0.8628818	-0.8206521
temp + phosphate	Atlantic	(-Inf,26]	-0.4360403	-0.4418887	-0.4301918
temp + phosphate	Atlantic	(26,26.5]	-0.6820143	-0.7032602	-0.6607684
temp + phosphate	Atlantic	(26.5,26.75]	-0.6833434	-0.7267154	-0.6399713
temp + phosphate	Atlantic	(26.75,27]	-0.5749587	-0.6503433	-0.4995741
temp + phosphate	Atlantic	(27,27.25]	-0.5839600	-0.6831845	-0.4847355
temp + phosphate	Atlantic	(27.25,27.5]	-0.6978247	-0.7777022	-0.6179472
temp + phosphate	Atlantic	(27.5,27.75]	-0.7286774	-0.7424677	-0.7148870
temp + phosphate	Atlantic	(27.75,27.85]	-0.6355441	-0.6938331	-0.5772551
temp + phosphate	Atlantic	(27.85,27.95]	-0.5433175	-0.7224728	-0.3641623
temp + phosphate	Atlantic	(27.95,28.05]	-0.6305304	-0.7396399	-0.5214208
temp + phosphate	Atlantic	(28.05,28.1]	-0.7062882	-0.8084190	-0.6041573
temp + phosphate	Atlantic	(28.1,28.15]	-0.6697393	-0.8034814	-0.5359972
temp + phosphate	Atlantic	(28.15,28.2]	-0.5138437	-0.7393591	-0.2883283
temp + phosphate	Atlantic	(28.2, Inf]	0.0268628	-0.2039035	0.2576290
temp + phosphate	Indian	(-Inf,26]	-0.3377352	-0.4330799	-0.2423905
temp + phosphate	Indian	(26,26.5]	-0.5561850	-0.5983675	-0.5140025
temp + phosphate	Indian	(26.5,26.75]	-0.2639023	-0.2692343	-0.2585702
temp + phosphate	Indian	(26.75,27]	0.1910717	0.1368828	0.2452606
temp + phosphate	Indian	(27,27.25]	0.5647934	0.5511537	0.5784332
temp + phosphate	Indian	(27.25,27.5]	0.7234215	0.6921205	0.7547225
temp + phosphate	Indian	(27.5,27.75]	0.8267520	0.8028401	0.8506639
temp + phosphate	Indian	(27.75,27.85]	0.8131178	0.7949018	0.8313339
temp + phosphate	Indian	(27.85,27.95]	0.6209674	0.6180292	0.6239057
temp + phosphate	Indian	(27.95,28.05]	0.3253027	0.3200084	0.3305969
temp + phosphate	Indian	(28.05,28.1]	0.1334142	0.0770859	0.1897424
temp + phosphate	Indian	(28.1, Inf]	0.1864708	0.1310649	0.2418766
temp + phosphate	Pacific	(-Inf,26]	-0.4232653	-0.4345513	-0.4119792
temp + phosphate	Pacific	(26,26.5]	-0.4159833	-0.4563914	-0.3755753
temp + phosphate	Pacific	(26.5,26.75]	-0.2893580	-0.3029534	-0.2757625
temp + phosphate	Pacific	(26.75,27]	-0.4287849	-0.4653875	-0.3921822
temp + phosphate	Pacific	(27,27.25]	-0.4063238	-0.4969567	-0.3156910
temp + phosphate	Pacific	(27.25,27.5]	-0.0987171	-0.1683199	-0.0291143
temp + phosphate	Pacific	(27.5,27.75]	0.1017025	-0.0614491	0.2648542
temp + phosphate	Pacific	(27.75,27.85]	0.0570604	-0.1825146	0.2966353
temp + phosphate	Pacific	(27.85,27.95]	-0.0522025	-0.3738210	0.2694161
temp + phosphate	Pacific	(27.95,28.05]	-0.0556688	-0.2241534	0.1128159
temp + phosphate	Pacific	(28.05,28.1]	0.0088174	-0.1388989	0.1565338
temp + phosphate	Pacific	(28.1, Inf]	0.6465620	0.6271008	0.6660232
temp + silicate	Atlantic	(-Inf,26]	-0.4131799	-0.4331756	-0.3931842
temp + silicate	Atlantic	(26,26.5]	-0.6312450	-0.6515737	-0.6109163
temp + silicate	Atlantic	(26.5,26.75]	-0.5961358	-0.6882721	-0.5039995
temp + silicate	Atlantic	(26.75,27]	-0.4795292	-0.6186158	-0.3404426
temp + silicate	Atlantic	(27,27.25]	-0.5836125	-0.6870493	-0.4801756
temp + silicate	Atlantic	(27.25,27.5]	-0.7892673	-0.8372396	-0.7412950
temp + silicate	Atlantic	(27.5,27.75]	-0.8209074	-0.8382364	-0.8035783
temp + silicate	Atlantic	(27.75,27.85]	-0.7201430	-0.7724061	-0.6678799
temp + silicate	Atlantic	(27.85,27.95]	-0.6537675	-0.8047812	-0.5027537
temp + silicate	Atlantic	(27.95,28.05]	-0.7017768	-0.7688829	-0.6346708
temp + silicate	Atlantic	(28.05,28.1]	-0.7305106	-0.8011756	-0.6598457
temp + silicate	Atlantic	(28.1,28.15]	-0.6897097	-0.7904668	-0.5889526
temp + silicate	Atlantic	(28.15,28.2]	-0.4925376	-0.6982379	-0.2868374
temp + silicate	Atlantic	(28.2, Inf]	0.0460359	-0.2013231	0.2933950
temp + silicate	Indian	(-Inf,26]	-0.4892700	-0.5365523	-0.4419878
temp + silicate	Indian	(26,26.5]	-0.6476082	-0.6556906	-0.6395258
temp + silicate	Indian	(26.5,26.75]	-0.2604849	-0.3752340	-0.1457357
temp + silicate	Indian	(26.75,27]	0.3107208	0.3097801	0.3116616
temp + silicate	Indian	(27,27.25]	0.5288567	0.4806705	0.5770429
temp + silicate	Indian	(27.25,27.5]	0.5458125	0.4694008	0.6222242
temp + silicate	Indian	(27.5,27.75]	0.5619483	0.4913664	0.6325303
temp + silicate	Indian	(27.75,27.85]	0.7342635	0.7304704	0.7380565
temp + silicate	Indian	(27.85,27.95]	0.6095704	0.6093797	0.6097612
temp + silicate	Indian	(27.95,28.05]	0.3937035	0.3548903	0.4325168
temp + silicate	Indian	(28.05,28.1]	0.2475037	0.1522020	0.3428054
temp + silicate	Indian	(28.1, Inf]	0.0784082	0.0460090	0.1108074
temp + silicate	Pacific	(-Inf,26]	-0.5952013	-0.6181161	-0.5722865
temp + silicate	Pacific	(26,26.5]	-0.7159247	-0.7241824	-0.7076670
temp + silicate	Pacific	(26.5,26.75]	-0.7089699	-0.7335449	-0.6843949
temp + silicate	Pacific	(26.75,27]	-0.7296019	-0.7671402	-0.6920636
temp + silicate	Pacific	(27,27.25]	-0.6016198	-0.6906822	-0.5125574
temp + silicate	Pacific	(27.25,27.5]	-0.3712753	-0.4635893	-0.2789612
temp + silicate	Pacific	(27.5,27.75]	-0.1989885	-0.3968763	-0.0011008
temp + silicate	Pacific	(27.75,27.85]	-0.0722447	-0.3115805	0.1670912
temp + silicate	Pacific	(27.85,27.95]	-0.1640691	-0.5018970	0.1737588
temp + silicate	Pacific	(27.95,28.05]	-0.1516861	-0.3530561	0.0496839
temp + silicate	Pacific	(28.05,28.1]	-0.0105986	-0.1622243	0.1410270
temp + silicate	Pacific	(28.1, Inf]	0.4539187	0.4184248	0.4894126

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")

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.4893329	0.4045503	0.5741155
aou	Atlantic	(26,26.5]	-0.3910688	-0.4917362	-0.2904014
aou	Atlantic	(26.5,26.75]	-0.5905875	-0.5939138	-0.5872612
aou	Atlantic	(26.75,27]	-0.4501977	-0.5173771	-0.3830182
aou	Atlantic	(27,27.25]	-0.4431113	-0.6018031	-0.2844195
aou	Atlantic	(27.25,27.5]	-0.4950421	-0.6232002	-0.3668840
aou	Atlantic	(27.5,27.75]	-0.7743448	-0.7962300	-0.7524596
aou	Atlantic	(27.75,27.85]	-0.8884713	-0.8923324	-0.8846103
aou	Atlantic	(27.85,27.95]	-0.9098152	-0.9173760	-0.9022543
aou	Atlantic	(27.95,28.05]	-0.8927664	-0.9142409	-0.8712919
aou	Atlantic	(28.05,28.1]	-0.8904919	-0.8987343	-0.8822496
aou	Atlantic	(28.1,28.15]	-0.9202534	-0.9205405	-0.9199663
aou	Atlantic	(28.15,28.2]	-0.9569698	-0.9653958	-0.9485438
aou	Atlantic	(28.2, Inf]	-0.7926935	-0.8640487	-0.7213383
aou	Indian	(-Inf,26]	-0.8199073	-0.9124276	-0.7273870
aou	Indian	(26,26.5]	-0.9757393	-0.9789320	-0.9725466
aou	Indian	(26.5,26.75]	-0.9272243	-0.9537544	-0.9006942
aou	Indian	(26.75,27]	-0.7803070	-0.7854781	-0.7751358
aou	Indian	(27,27.25]	-0.5742026	-0.5750180	-0.5733873
aou	Indian	(27.25,27.5]	-0.2317476	-0.2850066	-0.1784885
aou	Indian	(27.5,27.75]	-0.1283158	-0.1303388	-0.1262928
aou	Indian	(27.75,27.85]	-0.3463396	-0.3640425	-0.3286366
aou	Indian	(27.85,27.95]	-0.2823568	-0.3235013	-0.2412124
aou	Indian	(27.95,28.05]	-0.3366878	-0.4220907	-0.2512849
aou	Indian	(28.05,28.1]	-0.3653761	-0.3930982	-0.3376540
aou	Indian	(28.1, Inf]	0.1678184	0.1129355	0.2227013
aou	Pacific	(-Inf,26]	-0.2046249	-0.2596606	-0.1495892
aou	Pacific	(26,26.5]	-0.6451742	-0.7152579	-0.5750906
aou	Pacific	(26.5,26.75]	-0.4798186	-0.5431183	-0.4165189
aou	Pacific	(26.75,27]	-0.7207093	-0.8026182	-0.6388004
aou	Pacific	(27,27.25]	-0.6326080	-0.6644266	-0.6007893
aou	Pacific	(27.25,27.5]	0.0983877	0.0313231	0.1654524
aou	Pacific	(27.5,27.75]	0.4258874	0.3699637	0.4818110
aou	Pacific	(27.75,27.85]	0.5241401	0.4676685	0.5806118
aou	Pacific	(27.85,27.95]	0.3876461	0.3180801	0.4572121
aou	Pacific	(27.95,28.05]	0.0194414	-0.0611267	0.1000095
aou	Pacific	(28.05,28.1]	-0.1792042	-0.2884286	-0.0699797
aou	Pacific	(28.1, Inf]	-0.0117098	-0.1151508	0.0917312
nitrate	Atlantic	(-Inf,26]	0.2353078	0.1587802	0.3118354
nitrate	Atlantic	(26,26.5]	-0.5985603	-0.6834570	-0.5136636
nitrate	Atlantic	(26.5,26.75]	-0.7793996	-0.7927281	-0.7660711
nitrate	Atlantic	(26.75,27]	-0.7724100	-0.7900449	-0.7547751
nitrate	Atlantic	(27,27.25]	-0.8287175	-0.8782726	-0.7791623
nitrate	Atlantic	(27.25,27.5]	-0.9184508	-0.9325001	-0.9044015
nitrate	Atlantic	(27.5,27.75]	-0.9773323	-0.9806056	-0.9740590
nitrate	Atlantic	(27.75,27.85]	-0.9773490	-0.9802538	-0.9744441
nitrate	Atlantic	(27.85,27.95]	-0.9594977	-0.9673253	-0.9516701
nitrate	Atlantic	(27.95,28.05]	-0.9451691	-0.9521450	-0.9381932
nitrate	Atlantic	(28.05,28.1]	-0.9322650	-0.9447047	-0.9198253
nitrate	Atlantic	(28.1,28.15]	-0.9471972	-0.9561152	-0.9382791
nitrate	Atlantic	(28.15,28.2]	-0.9746800	-0.9755595	-0.9738006
nitrate	Atlantic	(28.2, Inf]	-0.9717034	-0.9815072	-0.9618996
nitrate	Indian	(-Inf,26]	-0.8196691	-0.8928627	-0.7464755
nitrate	Indian	(26,26.5]	-0.9693940	-0.9704772	-0.9683109
nitrate	Indian	(26.5,26.75]	-0.9621895	-0.9712958	-0.9530831
nitrate	Indian	(26.75,27]	-0.9029641	-0.9062281	-0.8997001
nitrate	Indian	(27,27.25]	-0.7456115	-0.7843690	-0.7068540
nitrate	Indian	(27.25,27.5]	-0.3325768	-0.4007159	-0.2644376
nitrate	Indian	(27.5,27.75]	-0.1264539	-0.1411550	-0.1117528
nitrate	Indian	(27.75,27.85]	-0.4224422	-0.4361421	-0.4087423
nitrate	Indian	(27.85,27.95]	-0.4931414	-0.4963644	-0.4899184
nitrate	Indian	(27.95,28.05]	-0.6280849	-0.6336761	-0.6224936
nitrate	Indian	(28.05,28.1]	-0.5581633	-0.5702307	-0.5460959
nitrate	Indian	(28.1, Inf]	-0.2673209	-0.2995347	-0.2351071
nitrate	Pacific	(-Inf,26]	-0.2866449	-0.3024891	-0.2708006
nitrate	Pacific	(26,26.5]	-0.8429476	-0.8847283	-0.8011669
nitrate	Pacific	(26.5,26.75]	-0.8048299	-0.8249962	-0.7846637
nitrate	Pacific	(26.75,27]	-0.8604575	-0.8915322	-0.8293828
nitrate	Pacific	(27,27.25]	-0.6736516	-0.6962517	-0.6510515
nitrate	Pacific	(27.25,27.5]	0.0055136	-0.0505357	0.0615628
nitrate	Pacific	(27.5,27.75]	0.3313351	0.2854442	0.3772260
nitrate	Pacific	(27.75,27.85]	0.4682184	0.4197289	0.5167079
nitrate	Pacific	(27.85,27.95]	0.3508173	0.2853174	0.4163172
nitrate	Pacific	(27.95,28.05]	-0.0235065	-0.1160207	0.0690077
nitrate	Pacific	(28.05,28.1]	-0.1945075	-0.3184140	-0.0706009
nitrate	Pacific	(28.1, Inf]	-0.0796064	-0.1789038	0.0196910
oxygen	Atlantic	(-Inf,26]	-0.4037098	-0.4656680	-0.3417515
oxygen	Atlantic	(26,26.5]	0.1671356	0.0359440	0.2983272
oxygen	Atlantic	(26.5,26.75]	0.4004034	0.3836775	0.4171294
oxygen	Atlantic	(26.75,27]	0.2572150	0.1998206	0.3146095
oxygen	Atlantic	(27,27.25]	0.2447617	0.0807414	0.4087819
oxygen	Atlantic	(27.25,27.5]	0.2362638	0.0945008	0.3780269
oxygen	Atlantic	(27.5,27.75]	0.5347765	0.4701975	0.5993556
oxygen	Atlantic	(27.75,27.85]	0.7416789	0.7223170	0.7610409
oxygen	Atlantic	(27.85,27.95]	0.8244349	0.7971784	0.8516914
oxygen	Atlantic	(27.95,28.05]	0.8152495	0.7473917	0.8831074
oxygen	Atlantic	(28.05,28.1]	0.8527496	0.8443541	0.8611451
oxygen	Atlantic	(28.1,28.15]	0.8970590	0.8837583	0.9103596
oxygen	Atlantic	(28.15,28.2]	0.9573847	0.9404091	0.9743603
oxygen	Atlantic	(28.2, Inf]	0.7028994	0.5942933	0.8115055
oxygen	Indian	(-Inf,26]	0.8618822	0.7820237	0.9417408
oxygen	Indian	(26,26.5]	0.9707334	0.9651260	0.9763408
oxygen	Indian	(26.5,26.75]	0.9052458	0.8706142	0.9398775
oxygen	Indian	(26.75,27]	0.7307350	0.7199842	0.7414858
oxygen	Indian	(27,27.25]	0.5179592	0.5121983	0.5237200
oxygen	Indian	(27.25,27.5]	0.2064563	0.1539826	0.2589300
oxygen	Indian	(27.5,27.75]	0.1527815	0.1527666	0.1527964
oxygen	Indian	(27.75,27.85]	0.3424776	0.3263284	0.3586268
oxygen	Indian	(27.85,27.95]	0.2408807	0.2011577	0.2806037
oxygen	Indian	(27.95,28.05]	0.2691335	0.1732809	0.3649861
oxygen	Indian	(28.05,28.1]	0.3236003	0.2809580	0.3662426
oxygen	Indian	(28.1, Inf]	-0.2321656	-0.2869973	-0.1773339
oxygen	Pacific	(-Inf,26]	0.3687282	0.2673200	0.4701363
oxygen	Pacific	(26,26.5]	0.4903614	0.4084243	0.5722984
oxygen	Pacific	(26.5,26.75]	0.3045935	0.2252259	0.3839612
oxygen	Pacific	(26.75,27]	0.6062427	0.4886975	0.7237880
oxygen	Pacific	(27,27.25]	0.6352597	0.6009527	0.6695667
oxygen	Pacific	(27.25,27.5]	-0.0528311	-0.1189613	0.0132991
oxygen	Pacific	(27.5,27.75]	-0.3728886	-0.4328733	-0.3129040
oxygen	Pacific	(27.75,27.85]	-0.4916967	-0.5616094	-0.4217840
oxygen	Pacific	(27.85,27.95]	-0.3631631	-0.4465761	-0.2797502
oxygen	Pacific	(27.95,28.05]	-0.0138891	-0.0953884	0.0676102
oxygen	Pacific	(28.05,28.1]	0.1751973	0.0686167	0.2817779
oxygen	Pacific	(28.1, Inf]	-0.0041985	-0.1045595	0.0961625
phosphate	Atlantic	(-Inf,26]	0.0083718	-0.0831397	0.0998833
phosphate	Atlantic	(26,26.5]	-0.7774072	-0.8182447	-0.7365696
phosphate	Atlantic	(26.5,26.75]	-0.8740317	-0.8793482	-0.8687153
phosphate	Atlantic	(26.75,27]	-0.8597576	-0.8803318	-0.8391835
phosphate	Atlantic	(27,27.25]	-0.8950763	-0.9268632	-0.8632895
phosphate	Atlantic	(27.25,27.5]	-0.9540191	-0.9598681	-0.9481702
phosphate	Atlantic	(27.5,27.75]	-0.9877860	-0.9892329	-0.9863392
phosphate	Atlantic	(27.75,27.85]	-0.9852345	-0.9866888	-0.9837801
phosphate	Atlantic	(27.85,27.95]	-0.9691660	-0.9698306	-0.9685013
phosphate	Atlantic	(27.95,28.05]	-0.9568804	-0.9575475	-0.9562132
phosphate	Atlantic	(28.05,28.1]	-0.9476101	-0.9488753	-0.9463449
phosphate	Atlantic	(28.1,28.15]	-0.9585732	-0.9602402	-0.9569061
phosphate	Atlantic	(28.15,28.2]	-0.9784221	-0.9800974	-0.9767469
phosphate	Atlantic	(28.2, Inf]	-0.9790658	-0.9859050	-0.9722267
phosphate	Indian	(-Inf,26]	-0.8380622	-0.9128082	-0.7633162
phosphate	Indian	(26,26.5]	-0.9824211	-0.9845124	-0.9803298
phosphate	Indian	(26.5,26.75]	-0.9733099	-0.9779651	-0.9686547
phosphate	Indian	(26.75,27]	-0.9132601	-0.9205837	-0.9059364
phosphate	Indian	(27,27.25]	-0.7861118	-0.8098236	-0.7623999
phosphate	Indian	(27.25,27.5]	-0.4192804	-0.4689052	-0.3696557
phosphate	Indian	(27.5,27.75]	-0.2545311	-0.2788113	-0.2302510
phosphate	Indian	(27.75,27.85]	-0.5184327	-0.5396180	-0.4972473
phosphate	Indian	(27.85,27.95]	-0.5579144	-0.5625909	-0.5532378
phosphate	Indian	(27.95,28.05]	-0.6603967	-0.6615518	-0.6592415
phosphate	Indian	(28.05,28.1]	-0.5879360	-0.5977041	-0.5781679
phosphate	Indian	(28.1, Inf]	-0.3887455	-0.3908619	-0.3866290
phosphate	Pacific	(-Inf,26]	-0.3623512	-0.3726325	-0.3520698
phosphate	Pacific	(26,26.5]	-0.8922042	-0.9216107	-0.8627978
phosphate	Pacific	(26.5,26.75]	-0.8629852	-0.8818002	-0.8441701
phosphate	Pacific	(26.75,27]	-0.8965341	-0.9222940	-0.8707742
phosphate	Pacific	(27,27.25]	-0.6954330	-0.7217233	-0.6691427
phosphate	Pacific	(27.25,27.5]	-0.0052903	-0.0672527	0.0566720
phosphate	Pacific	(27.5,27.75]	0.2982657	0.2554623	0.3410691
phosphate	Pacific	(27.75,27.85]	0.4148631	0.3751331	0.4545930
phosphate	Pacific	(27.85,27.95]	0.2783336	0.2292789	0.3273882
phosphate	Pacific	(27.95,28.05]	-0.1253443	-0.1977954	-0.0528931
phosphate	Pacific	(28.05,28.1]	-0.3359813	-0.4240750	-0.2478876
phosphate	Pacific	(28.1, Inf]	-0.2078442	-0.2930073	-0.1226810
sal	Atlantic	(-Inf,26]	0.1214231	0.0898031	0.1530431
sal	Atlantic	(26,26.5]	0.8167789	0.7969468	0.8366111
sal	Atlantic	(26.5,26.75]	0.8556966	0.8336480	0.8777453
sal	Atlantic	(26.75,27]	0.8222656	0.7904155	0.8541156
sal	Atlantic	(27,27.25]	0.8393286	0.8165749	0.8620824
sal	Atlantic	(27.25,27.5]	0.8649667	0.8296414	0.9002921
sal	Atlantic	(27.5,27.75]	0.8112711	0.8012108	0.8213314
sal	Atlantic	(27.75,27.85]	0.6771770	0.6345264	0.7198275
sal	Atlantic	(27.85,27.95]	0.5469236	0.3754523	0.7183949
sal	Atlantic	(27.95,28.05]	0.5726056	0.3759292	0.7692820
sal	Atlantic	(28.05,28.1]	0.7133673	0.6326517	0.7940829
sal	Atlantic	(28.1,28.15]	0.7615855	0.7013050	0.8218661
sal	Atlantic	(28.15,28.2]	0.8895896	0.8863529	0.8928263
sal	Atlantic	(28.2, Inf]	0.9399760	0.9230288	0.9569232
sal	Indian	(-Inf,26]	0.5435396	0.4734016	0.6136777
sal	Indian	(26,26.5]	0.6783433	0.5999893	0.7566973
sal	Indian	(26.5,26.75]	0.4118066	0.3901232	0.4334901
sal	Indian	(26.75,27]	-0.0447229	-0.0809297	-0.0085162
sal	Indian	(27,27.25]	-0.3155588	-0.3207760	-0.3103416
sal	Indian	(27.25,27.5]	-0.2192298	-0.3065053	-0.1319543
sal	Indian	(27.5,27.75]	-0.1826582	-0.1937924	-0.1715240
sal	Indian	(27.75,27.85]	-0.3032668	-0.3084623	-0.2980713
sal	Indian	(27.85,27.95]	-0.0849217	-0.1098031	-0.0600403
sal	Indian	(27.95,28.05]	0.1723716	0.1292973	0.2154459
sal	Indian	(28.05,28.1]	0.3153774	0.2750086	0.3557461
sal	Indian	(28.1, Inf]	0.4294384	0.4041551	0.4547217
sal	Pacific	(-Inf,26]	0.0027286	-0.0311083	0.0365655
sal	Pacific	(26,26.5]	0.5252418	0.5038432	0.5466404
sal	Pacific	(26.5,26.75]	0.5461420	0.4983314	0.5939525
sal	Pacific	(26.75,27]	0.4605264	0.3726176	0.5484353
sal	Pacific	(27,27.25]	-0.0260719	-0.1181529	0.0660091
sal	Pacific	(27.25,27.5]	-0.5960654	-0.6144631	-0.5776677
sal	Pacific	(27.5,27.75]	-0.4022093	-0.4467040	-0.3577147
sal	Pacific	(27.75,27.85]	-0.3855218	-0.4278765	-0.3431670
sal	Pacific	(27.85,27.95]	-0.2828311	-0.2895789	-0.2760833
sal	Pacific	(27.95,28.05]	0.0985595	0.0720778	0.1250411
sal	Pacific	(28.05,28.1]	0.2336550	0.1287926	0.3385173
sal	Pacific	(28.1, Inf]	0.0941336	0.0585353	0.1297320
silicate	Atlantic	(-Inf,26]	-0.0268978	-0.0295936	-0.0242019
silicate	Atlantic	(26,26.5]	-0.7446371	-0.7711519	-0.7181223
silicate	Atlantic	(26.5,26.75]	-0.7896160	-0.8087044	-0.7705277
silicate	Atlantic	(26.75,27]	-0.7189817	-0.7969017	-0.6410618
silicate	Atlantic	(27,27.25]	-0.8282979	-0.8836296	-0.7729662
silicate	Atlantic	(27.25,27.5]	-0.8926602	-0.9227397	-0.8625808
silicate	Atlantic	(27.5,27.75]	-0.8828939	-0.9033192	-0.8624685
silicate	Atlantic	(27.75,27.85]	-0.9044391	-0.9085228	-0.9003553
silicate	Atlantic	(27.85,27.95]	-0.9028014	-0.9121895	-0.8934132
silicate	Atlantic	(27.95,28.05]	-0.9074329	-0.9190474	-0.8958183
silicate	Atlantic	(28.05,28.1]	-0.9091854	-0.9251293	-0.8932415
silicate	Atlantic	(28.1,28.15]	-0.9365182	-0.9451384	-0.9278980
silicate	Atlantic	(28.15,28.2]	-0.9703387	-0.9716961	-0.9689812
silicate	Atlantic	(28.2, Inf]	-0.9570638	-0.9655829	-0.9485446
silicate	Indian	(-Inf,26]	-0.7562655	-0.8013412	-0.7111897
silicate	Indian	(26,26.5]	-0.9495964	-0.9588938	-0.9402989
silicate	Indian	(26.5,26.75]	-0.9239503	-0.9406434	-0.9072572
silicate	Indian	(26.75,27]	-0.8042246	-0.8061295	-0.8023198
silicate	Indian	(27,27.25]	-0.6666918	-0.6954799	-0.6379037
silicate	Indian	(27.25,27.5]	-0.2181547	-0.2952735	-0.1410360
silicate	Indian	(27.5,27.75]	0.1253793	0.0980243	0.1527343
silicate	Indian	(27.75,27.85]	-0.2399089	-0.2537480	-0.2260698
silicate	Indian	(27.85,27.95]	-0.3548846	-0.3549929	-0.3547762
silicate	Indian	(27.95,28.05]	-0.4847043	-0.5172657	-0.4521428
silicate	Indian	(28.05,28.1]	-0.4960846	-0.5236546	-0.4685145
silicate	Indian	(28.1, Inf]	-0.3123327	-0.3268018	-0.2978636
silicate	Pacific	(-Inf,26]	-0.2465966	-0.2742077	-0.2189855
silicate	Pacific	(26,26.5]	-0.7688870	-0.7803278	-0.7574463
silicate	Pacific	(26.5,26.75]	-0.7189828	-0.7324698	-0.7054959
silicate	Pacific	(26.75,27]	-0.7033425	-0.7203487	-0.6863362
silicate	Pacific	(27,27.25]	-0.4221584	-0.4332198	-0.4110970
silicate	Pacific	(27.25,27.5]	0.3940323	0.3346907	0.4533739
silicate	Pacific	(27.5,27.75]	0.6505276	0.6080423	0.6930129
silicate	Pacific	(27.75,27.85]	0.6061997	0.5756890	0.6367104
silicate	Pacific	(27.85,27.95]	0.4124447	0.3569460	0.4679434
silicate	Pacific	(27.95,28.05]	0.0131311	-0.0750984	0.1013605
silicate	Pacific	(28.05,28.1]	-0.1942033	-0.3201486	-0.0682579
silicate	Pacific	(28.1, Inf]	-0.1015852	-0.2237486	0.0205782
temp	Atlantic	(-Inf,26]	-0.2981476	-0.4204016	-0.1758935
temp	Atlantic	(26,26.5]	0.7875970	0.7747842	0.8004097
temp	Atlantic	(26.5,26.75]	0.8220868	0.8155019	0.8286717
temp	Atlantic	(26.75,27]	0.7445360	0.7055516	0.7835203
temp	Atlantic	(27,27.25]	0.7741545	0.7533657	0.7949434
temp	Atlantic	(27.25,27.5]	0.8170848	0.7688086	0.8653610
temp	Atlantic	(27.5,27.75]	0.7488528	0.7387517	0.7589540
temp	Atlantic	(27.75,27.85]	0.6293149	0.5784661	0.6801636
temp	Atlantic	(27.85,27.95]	0.4905389	0.3101741	0.6709037
temp	Atlantic	(27.95,28.05]	0.5499674	0.4097392	0.6901955
temp	Atlantic	(28.05,28.1]	0.6052520	0.5002506	0.7102533
temp	Atlantic	(28.1,28.15]	0.5604997	0.4121224	0.7088771
temp	Atlantic	(28.15,28.2]	0.3968977	0.1552306	0.6385649
temp	Atlantic	(28.2, Inf]	0.0228560	-0.2212525	0.2669644
temp	Indian	(-Inf,26]	-0.1124493	-0.1176790	-0.1072196
temp	Indian	(26,26.5]	0.5250299	0.5048800	0.5451799
temp	Indian	(26.5,26.75]	0.3733268	0.3548336	0.3918200
temp	Indian	(26.75,27]	0.1266074	0.0738386	0.1793762
temp	Indian	(27,27.25]	-0.0925383	-0.1060873	-0.0789892
temp	Indian	(27.25,27.5]	-0.0828849	-0.1313751	-0.0343946
temp	Indian	(27.5,27.75]	-0.2483392	-0.2621296	-0.2345487
temp	Indian	(27.75,27.85]	-0.3154984	-0.3218701	-0.3091268
temp	Indian	(27.85,27.95]	-0.0633242	-0.0694184	-0.0572300
temp	Indian	(27.95,28.05]	0.0827598	0.0215043	0.1440153
temp	Indian	(28.05,28.1]	0.1143474	0.0837549	0.1449399
temp	Indian	(28.1, Inf]	0.3673444	0.3136321	0.4210567
temp	Pacific	(-Inf,26]	-0.3887478	-0.4611734	-0.3163222
temp	Pacific	(26,26.5]	0.5808959	0.5725427	0.5892491
temp	Pacific	(26.5,26.75]	0.5693978	0.5208100	0.6179856
temp	Pacific	(26.75,27]	0.4915791	0.4029966	0.5801617
temp	Pacific	(27,27.25]	0.1177086	0.0343692	0.2010481
temp	Pacific	(27.25,27.5]	-0.4987951	-0.5120326	-0.4855576
temp	Pacific	(27.5,27.75]	-0.4939158	-0.5780432	-0.4097884
temp	Pacific	(27.75,27.85]	-0.3718115	-0.4275126	-0.3161103
temp	Pacific	(27.85,27.95]	-0.3590262	-0.4142119	-0.3038404
temp	Pacific	(27.95,28.05]	-0.1104398	-0.1526474	-0.0682322
temp	Pacific	(28.05,28.1]	-0.0298557	-0.1161398	0.0564284
temp	Pacific	(28.1, Inf]	0.0569106	-0.0406345	0.1544558

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

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

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

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

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

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

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

eMLR - assumption testing

Jens Daniel Müller

04 July, 2022