eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-10-29

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). 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: 5f400fb

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 5f400fb. 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
html	973192c	jens-daniel-mueller	2021-10-28	Build site.
html	f792cd8	jens-daniel-mueller	2021-10-27	Build site.
html	22750db	jens-daniel-mueller	2021-10-27	Build site.
html	3992e41	jens-daniel-mueller	2021-10-27	Build site.
html	f9280c7	jens-daniel-mueller	2021-10-21	Build site.
html	bfe90e6	jens-daniel-mueller	2021-10-21	Build site.
html	78a956e	jens-daniel-mueller	2021-10-21	Build site.
html	1ba14cf	jens-daniel-mueller	2021-10-20	Build site.
html	dc0723b	jens-daniel-mueller	2021-10-19	Build site.
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
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.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
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
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
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.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
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.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
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
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
html	83a13de	jens-daniel-mueller	2021-03-20	Build site.
html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
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]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
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,26.5]	0.6963345	0.6152736	0.7773953
aou + nitrate	Atlantic	(26.5,26.75]	0.8728108	0.8690900	0.8765316
aou + nitrate	Atlantic	(26.75,27]	0.8507753	0.8116555	0.8898951
aou + nitrate	Atlantic	(27,27.25]	0.8383410	0.8000395	0.8766425
aou + nitrate	Atlantic	(27.25,27.5]	0.7714063	0.7367289	0.8060837
aou + nitrate	Atlantic	(27.5,27.75]	0.8250081	0.8104203	0.8395959
aou + nitrate	Atlantic	(27.75,27.85]	0.8164157	0.8053759	0.8274555
aou + nitrate	Atlantic	(27.85,27.95]	0.8185467	0.8174381	0.8196553
aou + nitrate	Atlantic	(27.95,28.05]	0.8139268	0.8002417	0.8276119
aou + nitrate	Atlantic	(28.05,28.1]	0.8272847	0.8134867	0.8410828
aou + nitrate	Atlantic	(28.1,28.15]	0.8816441	0.8684734	0.8948148
aou + nitrate	Atlantic	(28.15,28.2]	0.9258954	0.9075790	0.9442117
aou + nitrate	Atlantic	(28.2, Inf]	0.7146045	0.6625265	0.7666826
aou + nitrate	Indian	(-Inf,26]	0.9801999	0.9669247	0.9934751
aou + nitrate	Indian	(26,26.5]	0.9617857	0.9598163	0.9637551
aou + nitrate	Indian	(26.5,26.75]	0.9565334	0.9490318	0.9640351
aou + nitrate	Indian	(26.75,27]	0.9205466	0.9006632	0.9404301
aou + nitrate	Indian	(27,27.25]	0.8429321	0.8006409	0.8852233
aou + nitrate	Indian	(27.25,27.5]	0.8017770	0.7676860	0.8358681
aou + nitrate	Indian	(27.5,27.75]	0.6848436	0.6008675	0.7688196
aou + nitrate	Indian	(27.75,27.85]	0.7205769	0.6090171	0.8321366
aou + nitrate	Indian	(27.85,27.95]	0.7641784	0.6747028	0.8536540
aou + nitrate	Indian	(27.95,28.05]	0.7451570	0.6500163	0.8402976
aou + nitrate	Indian	(28.05,28.1]	0.8316461	0.7655041	0.8977881
aou + nitrate	Indian	(28.1, Inf]	0.4751499	0.3778699	0.5724298
aou + nitrate	Pacific	(-Inf,26]	0.7709422	0.7329341	0.8089503
aou + nitrate	Pacific	(26,26.5]	0.8557446	0.8509340	0.8605552
aou + nitrate	Pacific	(26.5,26.75]	0.8440412	0.8380629	0.8500195
aou + nitrate	Pacific	(26.75,27]	0.8725925	0.8688517	0.8763332
aou + nitrate	Pacific	(27,27.25]	0.9286034	0.9206814	0.9365254
aou + nitrate	Pacific	(27.25,27.5]	0.8574030	0.8314913	0.8833146
aou + nitrate	Pacific	(27.5,27.75]	0.7529241	0.7032139	0.8026343
aou + nitrate	Pacific	(27.75,27.85]	0.7435941	0.7080993	0.7790889
aou + nitrate	Pacific	(27.85,27.95]	0.8078789	0.7846831	0.8310746
aou + nitrate	Pacific	(27.95,28.05]	0.8335912	0.7867000	0.8804825
aou + nitrate	Pacific	(28.05,28.1]	0.7026537	0.6699868	0.7353205
aou + nitrate	Pacific	(28.1, Inf]	0.6923961	0.5558011	0.8289912
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8847576	-0.8870635	-0.8824516
aou + oxygen	Atlantic	(26.5,26.75]	-0.9650148	-0.9687554	-0.9612741
aou + oxygen	Atlantic	(26.75,27]	-0.9762584	-0.9817696	-0.9707473
aou + oxygen	Atlantic	(27,27.25]	-0.9654231	-0.9659204	-0.9649258
aou + oxygen	Atlantic	(27.25,27.5]	-0.9419404	-0.9481127	-0.9357680
aou + oxygen	Atlantic	(27.5,27.75]	-0.9336369	-0.9433489	-0.9239248
aou + oxygen	Atlantic	(27.75,27.85]	-0.9444170	-0.9456350	-0.9431990
aou + oxygen	Atlantic	(27.85,27.95]	-0.9724047	-0.9748484	-0.9699610
aou + oxygen	Atlantic	(27.95,28.05]	-0.9810790	-0.9831941	-0.9789638
aou + oxygen	Atlantic	(28.05,28.1]	-0.9874068	-0.9909478	-0.9838657
aou + oxygen	Atlantic	(28.1,28.15]	-0.9920061	-0.9935091	-0.9905031
aou + oxygen	Atlantic	(28.15,28.2]	-0.9935810	-0.9959768	-0.9911851
aou + oxygen	Atlantic	(28.2, Inf]	-0.9790454	-0.9832489	-0.9748419
aou + oxygen	Indian	(-Inf,26]	-0.9948468	-0.9953001	-0.9943935
aou + oxygen	Indian	(26,26.5]	-0.9970503	-0.9971318	-0.9969689
aou + oxygen	Indian	(26.5,26.75]	-0.9977609	-0.9980411	-0.9974806
aou + oxygen	Indian	(26.75,27]	-0.9951106	-0.9970106	-0.9932106
aou + oxygen	Indian	(27,27.25]	-0.9946019	-0.9961803	-0.9930234
aou + oxygen	Indian	(27.25,27.5]	-0.9955059	-0.9956896	-0.9953222
aou + oxygen	Indian	(27.5,27.75]	-0.9961187	-0.9965086	-0.9957288
aou + oxygen	Indian	(27.75,27.85]	-0.9972662	-0.9979327	-0.9965998
aou + oxygen	Indian	(27.85,27.95]	-0.9947416	-0.9957966	-0.9936867
aou + oxygen	Indian	(27.95,28.05]	-0.9894343	-0.9921088	-0.9867598
aou + oxygen	Indian	(28.05,28.1]	-0.9907876	-0.9958987	-0.9856765
aou + oxygen	Indian	(28.1, Inf]	-0.9848610	-0.9875180	-0.9822041
aou + oxygen	Pacific	(-Inf,26]	-0.8781406	-0.8998192	-0.8564620
aou + oxygen	Pacific	(26,26.5]	-0.9832106	-0.9907989	-0.9756224
aou + oxygen	Pacific	(26.5,26.75]	-0.9855451	-0.9916203	-0.9794699
aou + oxygen	Pacific	(26.75,27]	-0.9772580	-0.9784137	-0.9761023
aou + oxygen	Pacific	(27,27.25]	-0.9939711	-0.9946132	-0.9933290
aou + oxygen	Pacific	(27.25,27.5]	-0.9958126	-0.9963795	-0.9952458
aou + oxygen	Pacific	(27.5,27.75]	-0.9959879	-0.9972950	-0.9946808
aou + oxygen	Pacific	(27.75,27.85]	-0.9984845	-0.9990727	-0.9978964
aou + oxygen	Pacific	(27.85,27.95]	-0.9984455	-0.9991700	-0.9977210
aou + oxygen	Pacific	(27.95,28.05]	-0.9971890	-0.9987738	-0.9956043
aou + oxygen	Pacific	(28.05,28.1]	-0.9971909	-0.9991286	-0.9952532
aou + oxygen	Pacific	(28.1, Inf]	-0.9939243	-0.9962354	-0.9916132
aou + phosphate	Atlantic	(-Inf,26.5]	0.4595526	0.3379379	0.5811673
aou + phosphate	Atlantic	(26.5,26.75]	0.6305311	0.5730426	0.6880196
aou + phosphate	Atlantic	(26.75,27]	0.5714589	0.4960748	0.6468430
aou + phosphate	Atlantic	(27,27.25]	0.6011220	0.4656852	0.7365588
aou + phosphate	Atlantic	(27.25,27.5]	0.5830371	0.4949431	0.6711311
aou + phosphate	Atlantic	(27.5,27.75]	0.6324552	0.5682232	0.6966872
aou + phosphate	Atlantic	(27.75,27.85]	0.6047698	0.5855186	0.6240210
aou + phosphate	Atlantic	(27.85,27.95]	0.5331959	0.5205914	0.5458003
aou + phosphate	Atlantic	(27.95,28.05]	0.5276458	0.4912628	0.5640288
aou + phosphate	Atlantic	(28.05,28.1]	0.5032622	0.4362944	0.5702301
aou + phosphate	Atlantic	(28.1,28.15]	0.5769493	0.5230824	0.6308163
aou + phosphate	Atlantic	(28.15,28.2]	0.8212342	0.7997888	0.8426796
aou + phosphate	Atlantic	(28.2, Inf]	0.5817312	0.5675740	0.5958885
aou + phosphate	Indian	(-Inf,26]	0.9928481	0.9898719	0.9958243
aou + phosphate	Indian	(26,26.5]	0.9498520	0.9306589	0.9690452
aou + phosphate	Indian	(26.5,26.75]	0.9131067	0.8862414	0.9399720
aou + phosphate	Indian	(26.75,27]	0.9298237	0.8935093	0.9661382
aou + phosphate	Indian	(27,27.25]	0.8781919	0.8214872	0.9348966
aou + phosphate	Indian	(27.25,27.5]	0.8477978	0.8166586	0.8789369
aou + phosphate	Indian	(27.5,27.75]	0.7846100	0.7641084	0.8051115
aou + phosphate	Indian	(27.75,27.85]	0.7346185	0.6991126	0.7701245
aou + phosphate	Indian	(27.85,27.95]	0.6883269	0.6636460	0.7130077
aou + phosphate	Indian	(27.95,28.05]	0.6677139	0.6088163	0.7266115
aou + phosphate	Indian	(28.05,28.1]	0.7400049	0.6573204	0.8226894
aou + phosphate	Indian	(28.1, Inf]	0.3906830	0.3198972	0.4614687
aou + phosphate	Pacific	(-Inf,26]	0.7774480	0.7100854	0.8448107
aou + phosphate	Pacific	(26,26.5]	0.8034741	0.6795117	0.9274366
aou + phosphate	Pacific	(26.5,26.75]	0.7419241	0.5839641	0.8998841
aou + phosphate	Pacific	(26.75,27]	0.7468910	0.6191774	0.8746046
aou + phosphate	Pacific	(27,27.25]	0.8877394	0.8493499	0.9261289
aou + phosphate	Pacific	(27.25,27.5]	0.8055409	0.7601911	0.8508908
aou + phosphate	Pacific	(27.5,27.75]	0.6489141	0.5049169	0.7929112
aou + phosphate	Pacific	(27.75,27.85]	0.7022369	0.6364603	0.7680134
aou + phosphate	Pacific	(27.85,27.95]	0.7269842	0.6751210	0.7788474
aou + phosphate	Pacific	(27.95,28.05]	0.7230969	0.6567936	0.7894002
aou + phosphate	Pacific	(28.05,28.1]	0.6458173	0.6203620	0.6712725
aou + phosphate	Pacific	(28.1, Inf]	0.6289691	0.4650561	0.7928821
aou + silicate	Atlantic	(-Inf,26.5]	0.2657831	0.2012450	0.3303211
aou + silicate	Atlantic	(26.5,26.75]	0.5206321	0.4445386	0.5967256
aou + silicate	Atlantic	(26.75,27]	0.5449743	0.4636918	0.6262568
aou + silicate	Atlantic	(27,27.25]	0.6292170	0.4783325	0.7801015
aou + silicate	Atlantic	(27.25,27.5]	0.5616489	0.4715463	0.6517516
aou + silicate	Atlantic	(27.5,27.75]	0.6306957	0.5773095	0.6840820
aou + silicate	Atlantic	(27.75,27.85]	0.6987688	0.6631029	0.7344347
aou + silicate	Atlantic	(27.85,27.95]	0.7801092	0.7756903	0.7845281
aou + silicate	Atlantic	(27.95,28.05]	0.8519067	0.8505108	0.8533026
aou + silicate	Atlantic	(28.05,28.1]	0.8970495	0.8816609	0.9124381
aou + silicate	Atlantic	(28.1,28.15]	0.9303152	0.9284416	0.9321887
aou + silicate	Atlantic	(28.15,28.2]	0.9676848	0.9628446	0.9725250
aou + silicate	Atlantic	(28.2, Inf]	0.7683206	0.7286713	0.8079699
aou + silicate	Indian	(-Inf,26]	0.8670130	0.7757893	0.9582368
aou + silicate	Indian	(26,26.5]	0.8674122	0.8176039	0.9172205
aou + silicate	Indian	(26.5,26.75]	0.9062478	0.8693601	0.9431354
aou + silicate	Indian	(26.75,27]	0.9055605	0.8818784	0.9292427
aou + silicate	Indian	(27,27.25]	0.8968324	0.8861424	0.9075223
aou + silicate	Indian	(27.25,27.5]	0.8729138	0.8532280	0.8925997
aou + silicate	Indian	(27.5,27.75]	0.8328316	0.7910325	0.8746307
aou + silicate	Indian	(27.75,27.85]	0.8329413	0.8159396	0.8499431
aou + silicate	Indian	(27.85,27.95]	0.8185910	0.7737960	0.8633859
aou + silicate	Indian	(27.95,28.05]	0.8289127	0.7748348	0.8829905
aou + silicate	Indian	(28.05,28.1]	0.9062549	0.8925489	0.9199610
aou + silicate	Indian	(28.1, Inf]	0.3849783	0.3402070	0.4297496
aou + silicate	Pacific	(-Inf,26]	0.1807444	0.1473185	0.2141703
aou + silicate	Pacific	(26,26.5]	0.3833264	0.2659498	0.5007030
aou + silicate	Pacific	(26.5,26.75]	0.3114015	0.1509153	0.4718876
aou + silicate	Pacific	(26.75,27]	0.5396318	0.4067804	0.6724831
aou + silicate	Pacific	(27,27.25]	0.8511531	0.8296218	0.8726845
aou + silicate	Pacific	(27.25,27.5]	0.8513808	0.8412956	0.8614660
aou + silicate	Pacific	(27.5,27.75]	0.8254859	0.7863504	0.8646214
aou + silicate	Pacific	(27.75,27.85]	0.8505886	0.8380367	0.8631405
aou + silicate	Pacific	(27.85,27.95]	0.8120098	0.7632293	0.8607903
aou + silicate	Pacific	(27.95,28.05]	0.8237898	0.7797273	0.8678524
aou + silicate	Pacific	(28.05,28.1]	0.7677465	0.7062158	0.8292771
aou + silicate	Pacific	(28.1, Inf]	0.7035527	0.6472084	0.7598970
nitrate + silicate	Atlantic	(-Inf,26.5]	0.4990165	0.3771628	0.6208702
nitrate + silicate	Atlantic	(26.5,26.75]	0.5835772	0.5741055	0.5930490
nitrate + silicate	Atlantic	(26.75,27]	0.6293600	0.4822622	0.7764578
nitrate + silicate	Atlantic	(27,27.25]	0.7058288	0.5224943	0.8891634
nitrate + silicate	Atlantic	(27.25,27.5]	0.7312699	0.6087066	0.8538332
nitrate + silicate	Atlantic	(27.5,27.75]	0.8033900	0.7283781	0.8784019
nitrate + silicate	Atlantic	(27.75,27.85]	0.8151341	0.7592825	0.8709857
nitrate + silicate	Atlantic	(27.85,27.95]	0.8672795	0.8587698	0.8757893
nitrate + silicate	Atlantic	(27.95,28.05]	0.8802555	0.8680150	0.8924960
nitrate + silicate	Atlantic	(28.05,28.1]	0.8724398	0.8584733	0.8864064
nitrate + silicate	Atlantic	(28.1,28.15]	0.9199867	0.9021856	0.9377878
nitrate + silicate	Atlantic	(28.15,28.2]	0.9500763	0.9414038	0.9587487
nitrate + silicate	Atlantic	(28.2, Inf]	0.8695712	0.8189824	0.9201601
nitrate + silicate	Indian	(-Inf,26]	0.8939384	0.8234770	0.9643997
nitrate + silicate	Indian	(26,26.5]	0.9202722	0.8866317	0.9539126
nitrate + silicate	Indian	(26.5,26.75]	0.9235795	0.8996809	0.9474781
nitrate + silicate	Indian	(26.75,27]	0.8947391	0.8741827	0.9152955
nitrate + silicate	Indian	(27,27.25]	0.8952639	0.8757717	0.9147561
nitrate + silicate	Indian	(27.25,27.5]	0.8577442	0.8145218	0.9009666
nitrate + silicate	Indian	(27.5,27.75]	0.6694290	0.6223266	0.7165313
nitrate + silicate	Indian	(27.75,27.85]	0.7218200	0.6710139	0.7726261
nitrate + silicate	Indian	(27.85,27.95]	0.7698937	0.7222336	0.8175539
nitrate + silicate	Indian	(27.95,28.05]	0.8400477	0.8045216	0.8755738
nitrate + silicate	Indian	(28.05,28.1]	0.9016544	0.8766403	0.9266685
nitrate + silicate	Indian	(28.1, Inf]	0.6805411	0.6268798	0.7342024
nitrate + silicate	Pacific	(-Inf,26]	0.3681556	0.3292508	0.4070603
nitrate + silicate	Pacific	(26,26.5]	0.5786587	0.4594774	0.6978399
nitrate + silicate	Pacific	(26.5,26.75]	0.5603122	0.4029336	0.7176907
nitrate + silicate	Pacific	(26.75,27]	0.7202122	0.6294972	0.8109272
nitrate + silicate	Pacific	(27,27.25]	0.8628477	0.8320299	0.8936656
nitrate + silicate	Pacific	(27.25,27.5]	0.7984297	0.7601786	0.8366809
nitrate + silicate	Pacific	(27.5,27.75]	0.7648150	0.7074217	0.8222083
nitrate + silicate	Pacific	(27.75,27.85]	0.7958332	0.7586900	0.8329763
nitrate + silicate	Pacific	(27.85,27.95]	0.7901313	0.7279737	0.8522889
nitrate + silicate	Pacific	(27.95,28.05]	0.7823985	0.7318720	0.8329250
nitrate + silicate	Pacific	(28.05,28.1]	0.6943842	0.5991584	0.7896100
nitrate + silicate	Pacific	(28.1, Inf]	0.6498890	0.5281781	0.7715998
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.4677374	-0.5690534	-0.3664213
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.7712019	-0.7717792	-0.7706245
oxygen + nitrate	Atlantic	(26.75,27]	-0.7602965	-0.7895830	-0.7310100
oxygen + nitrate	Atlantic	(27,27.25]	-0.7031581	-0.7508247	-0.6554915
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5659844	-0.6179940	-0.5139748
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6377850	-0.6651777	-0.6103922
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.6493803	-0.6533571	-0.6454035
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7284513	-0.7343913	-0.7225113
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7526664	-0.7604877	-0.7448451
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.7867329	-0.7873135	-0.7861523
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.8556391	-0.8639919	-0.8472864
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9115550	-0.9390007	-0.8841094
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6277026	-0.6877794	-0.5676258
oxygen + nitrate	Indian	(-Inf,26]	-0.9683985	-0.9811784	-0.9556185
oxygen + nitrate	Indian	(26,26.5]	-0.9477770	-0.9479416	-0.9476125
oxygen + nitrate	Indian	(26.5,26.75]	-0.9420034	-0.9500800	-0.9339269
oxygen + nitrate	Indian	(26.75,27]	-0.8828222	-0.9136227	-0.8520217
oxygen + nitrate	Indian	(27,27.25]	-0.7911507	-0.8455229	-0.7367785
oxygen + nitrate	Indian	(27.25,27.5]	-0.7603632	-0.7871582	-0.7335682
oxygen + nitrate	Indian	(27.5,27.75]	-0.6651852	-0.7417598	-0.5886106
oxygen + nitrate	Indian	(27.75,27.85]	-0.7035973	-0.8173833	-0.5898114
oxygen + nitrate	Indian	(27.85,27.95]	-0.7263875	-0.8183990	-0.6343759
oxygen + nitrate	Indian	(27.95,28.05]	-0.6729180	-0.7843521	-0.5614840
oxygen + nitrate	Indian	(28.05,28.1]	-0.7764923	-0.8695620	-0.6834226
oxygen + nitrate	Indian	(28.1, Inf]	-0.3886338	-0.4933253	-0.2839423
oxygen + nitrate	Pacific	(-Inf,26]	-0.5099104	-0.5424949	-0.4773259
oxygen + nitrate	Pacific	(26,26.5]	-0.7797886	-0.8056450	-0.7539323
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7699130	-0.7900632	-0.7497628
oxygen + nitrate	Pacific	(26.75,27]	-0.7846408	-0.7879839	-0.7812977
oxygen + nitrate	Pacific	(27,27.25]	-0.9090925	-0.9169864	-0.9011987
oxygen + nitrate	Pacific	(27.25,27.5]	-0.8517528	-0.8770809	-0.8264247
oxygen + nitrate	Pacific	(27.5,27.75]	-0.7497778	-0.8015180	-0.6980376
oxygen + nitrate	Pacific	(27.75,27.85]	-0.7434181	-0.7801982	-0.7066380
oxygen + nitrate	Pacific	(27.85,27.95]	-0.8065644	-0.8306767	-0.7824520
oxygen + nitrate	Pacific	(27.95,28.05]	-0.8266535	-0.8771304	-0.7761766
oxygen + nitrate	Pacific	(28.05,28.1]	-0.6928315	-0.7298749	-0.6557881
oxygen + nitrate	Pacific	(28.1, Inf]	-0.6662968	-0.8105238	-0.5220698
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.2520256	-0.3573438	-0.1467074
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.5293586	-0.5765870	-0.4821302
oxygen + phosphate	Atlantic	(26.75,27]	-0.4903934	-0.5473751	-0.4334116
oxygen + phosphate	Atlantic	(27,27.25]	-0.4757693	-0.6063570	-0.3451816
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3889986	-0.4714011	-0.3065960
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4548966	-0.5095310	-0.4002622
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.4576913	-0.4622200	-0.4531627
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.4555895	-0.4717877	-0.4393913
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.4750488	-0.5070161	-0.4430816
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.4710540	-0.5269446	-0.4151634
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.5512478	-0.6030516	-0.4994440
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.8080312	-0.8196218	-0.7964406
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.4959750	-0.5201832	-0.4717668
oxygen + phosphate	Indian	(-Inf,26]	-0.9859457	-0.9868640	-0.9850273
oxygen + phosphate	Indian	(26,26.5]	-0.9403413	-0.9623073	-0.9183753
oxygen + phosphate	Indian	(26.5,26.75]	-0.9043847	-0.9348037	-0.8739656
oxygen + phosphate	Indian	(26.75,27]	-0.9001923	-0.9501958	-0.8501889
oxygen + phosphate	Indian	(27,27.25]	-0.8371387	-0.9164407	-0.7578366
oxygen + phosphate	Indian	(27.25,27.5]	-0.8225420	-0.8590204	-0.7860637
oxygen + phosphate	Indian	(27.5,27.75]	-0.7757504	-0.7947174	-0.7567834
oxygen + phosphate	Indian	(27.75,27.85]	-0.7222260	-0.7627906	-0.6816615
oxygen + phosphate	Indian	(27.85,27.95]	-0.6660899	-0.6960304	-0.6361493
oxygen + phosphate	Indian	(27.95,28.05]	-0.6165420	-0.6915007	-0.5415832
oxygen + phosphate	Indian	(28.05,28.1]	-0.7094222	-0.8048360	-0.6140084
oxygen + phosphate	Indian	(28.1, Inf]	-0.3535704	-0.4188447	-0.2882961
oxygen + phosphate	Pacific	(-Inf,26]	-0.5637614	-0.5742864	-0.5532363
oxygen + phosphate	Pacific	(26,26.5]	-0.7382893	-0.8442201	-0.6323585
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6721058	-0.8116422	-0.5325695
oxygen + phosphate	Pacific	(26.75,27]	-0.6520845	-0.7954458	-0.5087232
oxygen + phosphate	Pacific	(27,27.25]	-0.8650671	-0.9072663	-0.8228678
oxygen + phosphate	Pacific	(27.25,27.5]	-0.7961051	-0.8463217	-0.7458886
oxygen + phosphate	Pacific	(27.5,27.75]	-0.6388195	-0.7933129	-0.4843262
oxygen + phosphate	Pacific	(27.75,27.85]	-0.7019277	-0.7703144	-0.6335411
oxygen + phosphate	Pacific	(27.85,27.95]	-0.7252788	-0.7786051	-0.6719526
oxygen + phosphate	Pacific	(27.95,28.05]	-0.7165851	-0.7866968	-0.6464735
oxygen + phosphate	Pacific	(28.05,28.1]	-0.6367968	-0.6669615	-0.6066321
oxygen + phosphate	Pacific	(28.1, Inf]	-0.6044882	-0.7752565	-0.4337198
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.1749503	-0.2223540	-0.1275467
oxygen + silicate	Atlantic	(26.5,26.75]	-0.4665067	-0.5520178	-0.3809955
oxygen + silicate	Atlantic	(26.75,27]	-0.4858073	-0.5372575	-0.4343571
oxygen + silicate	Atlantic	(27,27.25]	-0.5366250	-0.6509261	-0.4223240
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3833559	-0.4358966	-0.3308151
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4274829	-0.4620238	-0.3929420
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5281013	-0.5454974	-0.5107051
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6638545	-0.6718613	-0.6558476
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7721742	-0.7724230	-0.7719253
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8508034	-0.8744313	-0.8271754
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8987900	-0.9023061	-0.8952739
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9557565	-0.9682373	-0.9432757
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6844349	-0.7336924	-0.6351774
oxygen + silicate	Indian	(-Inf,26]	-0.8462136	-0.9428233	-0.7496038
oxygen + silicate	Indian	(26,26.5]	-0.8530872	-0.9063797	-0.7997946
oxygen + silicate	Indian	(26.5,26.75]	-0.8972224	-0.9363562	-0.8580885
oxygen + silicate	Indian	(26.75,27]	-0.8914574	-0.9133152	-0.8695995
oxygen + silicate	Indian	(27,27.25]	-0.8610568	-0.8807262	-0.8413874
oxygen + silicate	Indian	(27.25,27.5]	-0.8331340	-0.8590856	-0.8071823
oxygen + silicate	Indian	(27.5,27.75]	-0.7933743	-0.8444098	-0.7423388
oxygen + silicate	Indian	(27.75,27.85]	-0.8090884	-0.8284730	-0.7897038
oxygen + silicate	Indian	(27.85,27.95]	-0.7741354	-0.8320554	-0.7162154
oxygen + silicate	Indian	(27.95,28.05]	-0.7649624	-0.8386048	-0.6913199
oxygen + silicate	Indian	(28.05,28.1]	-0.8685570	-0.9013702	-0.8357438
oxygen + silicate	Indian	(28.1, Inf]	-0.2797424	-0.3368937	-0.2225911
oxygen + silicate	Pacific	(-Inf,26]	-0.0663083	-0.0783408	-0.0542758
oxygen + silicate	Pacific	(26,26.5]	-0.2983175	-0.3875442	-0.2090907
oxygen + silicate	Pacific	(26.5,26.75]	-0.1965906	-0.3220539	-0.0711274
oxygen + silicate	Pacific	(26.75,27]	-0.3821504	-0.5339411	-0.2303596
oxygen + silicate	Pacific	(27,27.25]	-0.8039780	-0.8343307	-0.7736253
oxygen + silicate	Pacific	(27.25,27.5]	-0.8176830	-0.8361180	-0.7992480
oxygen + silicate	Pacific	(27.5,27.75]	-0.7973983	-0.8467447	-0.7480519
oxygen + silicate	Pacific	(27.75,27.85]	-0.8446173	-0.8594183	-0.8298164
oxygen + silicate	Pacific	(27.85,27.95]	-0.8047056	-0.8547499	-0.7546613
oxygen + silicate	Pacific	(27.95,28.05]	-0.8091551	-0.8563523	-0.7619578
oxygen + silicate	Pacific	(28.05,28.1]	-0.7565394	-0.8205755	-0.6925034
oxygen + silicate	Pacific	(28.1, Inf]	-0.6774425	-0.7227843	-0.6321008
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.5806359	0.4121887	0.7490832
phosphate + nitrate	Atlantic	(26.5,26.75]	0.7031235	0.6124995	0.7937475
phosphate + nitrate	Atlantic	(26.75,27]	0.7110020	0.6480680	0.7739360
phosphate + nitrate	Atlantic	(27,27.25]	0.7755932	0.6745066	0.8766798
phosphate + nitrate	Atlantic	(27.25,27.5]	0.8108866	0.7469642	0.8748090
phosphate + nitrate	Atlantic	(27.5,27.75]	0.7904217	0.7188184	0.8620250
phosphate + nitrate	Atlantic	(27.75,27.85]	0.7256000	0.6902616	0.7609383
phosphate + nitrate	Atlantic	(27.85,27.95]	0.6377848	0.6251387	0.6504308
phosphate + nitrate	Atlantic	(27.95,28.05]	0.6320837	0.6126916	0.6514758
phosphate + nitrate	Atlantic	(28.05,28.1]	0.5867826	0.5372933	0.6362720
phosphate + nitrate	Atlantic	(28.1,28.15]	0.6227547	0.5908542	0.6546551
phosphate + nitrate	Atlantic	(28.15,28.2]	0.8297605	0.7919473	0.8675738
phosphate + nitrate	Atlantic	(28.2, Inf]	0.7536492	0.7523714	0.7549271
phosphate + nitrate	Indian	(-Inf,26]	0.9849426	0.9724220	0.9974633
phosphate + nitrate	Indian	(26,26.5]	0.9621844	0.9608094	0.9635594
phosphate + nitrate	Indian	(26.5,26.75]	0.9273829	0.9266556	0.9281101
phosphate + nitrate	Indian	(26.75,27]	0.9670233	0.9624193	0.9716272
phosphate + nitrate	Indian	(27,27.25]	0.9248101	0.8933816	0.9562385
phosphate + nitrate	Indian	(27.25,27.5]	0.8599187	0.8087414	0.9110959
phosphate + nitrate	Indian	(27.5,27.75]	0.7439529	0.6718868	0.8160189
phosphate + nitrate	Indian	(27.75,27.85]	0.7442462	0.6996330	0.7888593
phosphate + nitrate	Indian	(27.85,27.95]	0.7038195	0.6629437	0.7446953
phosphate + nitrate	Indian	(27.95,28.05]	0.7495082	0.7336243	0.7653922
phosphate + nitrate	Indian	(28.05,28.1]	0.7812510	0.7321766	0.8303253
phosphate + nitrate	Indian	(28.1, Inf]	0.4482249	0.4300832	0.4663665
phosphate + nitrate	Pacific	(-Inf,26]	0.9023724	0.8579655	0.9467793
phosphate + nitrate	Pacific	(26,26.5]	0.7976343	0.6665328	0.9287358
phosphate + nitrate	Pacific	(26.5,26.75]	0.7624144	0.5983192	0.9265095
phosphate + nitrate	Pacific	(26.75,27]	0.8258516	0.7021804	0.9495227
phosphate + nitrate	Pacific	(27,27.25]	0.9211835	0.8629332	0.9794338
phosphate + nitrate	Pacific	(27.25,27.5]	0.8709451	0.7817856	0.9601045
phosphate + nitrate	Pacific	(27.5,27.75]	0.7401363	0.5747247	0.9055479
phosphate + nitrate	Pacific	(27.75,27.85]	0.7801030	0.6950287	0.8651772
phosphate + nitrate	Pacific	(27.85,27.95]	0.7982651	0.7443013	0.8522288
phosphate + nitrate	Pacific	(27.95,28.05]	0.7311843	0.6667259	0.7956427
phosphate + nitrate	Pacific	(28.05,28.1]	0.6301045	0.5609955	0.6992135
phosphate + nitrate	Pacific	(28.1, Inf]	0.6412143	0.4853117	0.7971168
phosphate + silicate	Atlantic	(-Inf,26.5]	0.3678878	0.2185524	0.5172232
phosphate + silicate	Atlantic	(26.5,26.75]	0.4441338	0.3941515	0.4941160
phosphate + silicate	Atlantic	(26.75,27]	0.5055268	0.3728631	0.6381905
phosphate + silicate	Atlantic	(27,27.25]	0.6030141	0.4020132	0.8040151
phosphate + silicate	Atlantic	(27.25,27.5]	0.6534062	0.5054791	0.8013334
phosphate + silicate	Atlantic	(27.5,27.75]	0.7075555	0.5970979	0.8180130
phosphate + silicate	Atlantic	(27.75,27.85]	0.6576475	0.5739253	0.7413697
phosphate + silicate	Atlantic	(27.85,27.95]	0.6089547	0.6078357	0.6100738
phosphate + silicate	Atlantic	(27.95,28.05]	0.6025230	0.5828964	0.6221496
phosphate + silicate	Atlantic	(28.05,28.1]	0.5556880	0.5131084	0.5982676
phosphate + silicate	Atlantic	(28.1,28.15]	0.6143247	0.5817706	0.6468788
phosphate + silicate	Atlantic	(28.15,28.2]	0.8427164	0.8098249	0.8756079
phosphate + silicate	Atlantic	(28.2, Inf]	0.7945837	0.7352894	0.8538779
phosphate + silicate	Indian	(-Inf,26]	0.8685989	0.7721505	0.9650474
phosphate + silicate	Indian	(26,26.5]	0.8830199	0.8432325	0.9228073
phosphate + silicate	Indian	(26.5,26.75]	0.8633902	0.8391685	0.8876119
phosphate + silicate	Indian	(26.75,27]	0.8927355	0.8783589	0.9071121
phosphate + silicate	Indian	(27,27.25]	0.8943047	0.8904229	0.8981865
phosphate + silicate	Indian	(27.25,27.5]	0.8264074	0.8111982	0.8416167
phosphate + silicate	Indian	(27.5,27.75]	0.7111204	0.6814329	0.7408078
phosphate + silicate	Indian	(27.75,27.85]	0.7167873	0.6939778	0.7395967
phosphate + silicate	Indian	(27.85,27.95]	0.6746225	0.6734237	0.6758213
phosphate + silicate	Indian	(27.95,28.05]	0.7276584	0.7105873	0.7447294
phosphate + silicate	Indian	(28.05,28.1]	0.7756544	0.7129090	0.8383999
phosphate + silicate	Indian	(28.1, Inf]	0.3509039	0.3343102	0.3674976
phosphate + silicate	Pacific	(-Inf,26]	0.2832048	0.2551030	0.3113067
phosphate + silicate	Pacific	(26,26.5]	0.5323723	0.4355426	0.6292020
phosphate + silicate	Pacific	(26.5,26.75]	0.5313604	0.3887193	0.6740015
phosphate + silicate	Pacific	(26.75,27]	0.7187410	0.6354246	0.8020574
phosphate + silicate	Pacific	(27,27.25]	0.8559735	0.8144045	0.8975424
phosphate + silicate	Pacific	(27.25,27.5]	0.7858716	0.7217129	0.8500302
phosphate + silicate	Pacific	(27.5,27.75]	0.7089880	0.6153644	0.8026116
phosphate + silicate	Pacific	(27.75,27.85]	0.7530664	0.6716341	0.8344987
phosphate + silicate	Pacific	(27.85,27.95]	0.7423097	0.6625014	0.8221179
phosphate + silicate	Pacific	(27.95,28.05]	0.7351515	0.6737547	0.7965483
phosphate + silicate	Pacific	(28.05,28.1]	0.6598824	0.5658149	0.7539499
phosphate + silicate	Pacific	(28.1, Inf]	0.6943573	0.5353062	0.8534083
sal + aou	Atlantic	(-Inf,26.5]	-0.1969841	-0.3165609	-0.0774073
sal + aou	Atlantic	(26.5,26.75]	-0.3815905	-0.3962901	-0.3668910
sal + aou	Atlantic	(26.75,27]	-0.3460812	-0.3732318	-0.3189305
sal + aou	Atlantic	(27,27.25]	-0.3323838	-0.4532563	-0.2115112
sal + aou	Atlantic	(27.25,27.5]	-0.3248362	-0.4114573	-0.2382150
sal + aou	Atlantic	(27.5,27.75]	-0.3863087	-0.4145282	-0.3580892
sal + aou	Atlantic	(27.75,27.85]	-0.2238777	-0.2588258	-0.1889297
sal + aou	Atlantic	(27.85,27.95]	-0.2076046	-0.2833166	-0.1318926
sal + aou	Atlantic	(27.95,28.05]	-0.4308872	-0.5496656	-0.3121087
sal + aou	Atlantic	(28.05,28.1]	-0.6684274	-0.6692250	-0.6676299
sal + aou	Atlantic	(28.1,28.15]	-0.7459095	-0.7543355	-0.7374834
sal + aou	Atlantic	(28.15,28.2]	-0.8710148	-0.9189225	-0.8231071
sal + aou	Atlantic	(28.2, Inf]	-0.5125869	-0.6171448	-0.4080290
sal + aou	Indian	(-Inf,26]	-0.7061349	-0.8183703	-0.5938995
sal + aou	Indian	(26,26.5]	-0.6575138	-0.8084170	-0.5066107
sal + aou	Indian	(26.5,26.75]	-0.2520380	-0.4605237	-0.0435524
sal + aou	Indian	(26.75,27]	0.4697925	0.3228614	0.6167236
sal + aou	Indian	(27,27.25]	0.8474787	0.8257299	0.8692274
sal + aou	Indian	(27.25,27.5]	0.9096440	0.8486607	0.9706273
sal + aou	Indian	(27.5,27.75]	0.9224702	0.8769815	0.9679590
sal + aou	Indian	(27.75,27.85]	0.9401280	0.9194036	0.9608524
sal + aou	Indian	(27.85,27.95]	0.8841590	0.8746159	0.8937021
sal + aou	Indian	(27.95,28.05]	0.6214252	0.5980457	0.6448047
sal + aou	Indian	(28.05,28.1]	0.0876556	-0.0188633	0.1941745
sal + aou	Indian	(28.1, Inf]	0.5792601	0.5782740	0.5802462
sal + aou	Pacific	(-Inf,26]	-0.0277600	-0.0408305	-0.0146896
sal + aou	Pacific	(26,26.5]	0.1365442	-0.0829750	0.3560634
sal + aou	Pacific	(26.5,26.75]	0.2528815	-0.0011969	0.5069599
sal + aou	Pacific	(26.75,27]	0.0051471	-0.1858722	0.1961664
sal + aou	Pacific	(27,27.25]	-0.1643059	-0.2466374	-0.0819745
sal + aou	Pacific	(27.25,27.5]	0.0955950	-0.0127101	0.2039001
sal + aou	Pacific	(27.5,27.75]	0.0334631	-0.0751299	0.1420562
sal + aou	Pacific	(27.75,27.85]	-0.2438002	-0.4466551	-0.0409452
sal + aou	Pacific	(27.85,27.95]	-0.4683857	-0.6431066	-0.2936649
sal + aou	Pacific	(27.95,28.05]	-0.5741767	-0.7792121	-0.3691412
sal + aou	Pacific	(28.05,28.1]	-0.6581840	-0.8854002	-0.4309678
sal + aou	Pacific	(28.1, Inf]	-0.3346642	-0.7187797	0.0494513
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4185895	-0.4457748	-0.3914042
sal + nitrate	Atlantic	(26.5,26.75]	-0.5805740	-0.5847476	-0.5764004
sal + nitrate	Atlantic	(26.75,27]	-0.5987364	-0.6201788	-0.5772941
sal + nitrate	Atlantic	(27,27.25]	-0.6728167	-0.7342161	-0.6114174
sal + nitrate	Atlantic	(27.25,27.5]	-0.7139643	-0.7550381	-0.6728905
sal + nitrate	Atlantic	(27.5,27.75]	-0.6641953	-0.6982144	-0.6301762
sal + nitrate	Atlantic	(27.75,27.85]	-0.5254504	-0.5367967	-0.5141040
sal + nitrate	Atlantic	(27.85,27.95]	-0.4347428	-0.4880482	-0.3814373
sal + nitrate	Atlantic	(27.95,28.05]	-0.5814013	-0.6644595	-0.4983432
sal + nitrate	Atlantic	(28.05,28.1]	-0.6955939	-0.7277654	-0.6634225
sal + nitrate	Atlantic	(28.1,28.15]	-0.7559077	-0.7780863	-0.7337291
sal + nitrate	Atlantic	(28.15,28.2]	-0.8759460	-0.8870427	-0.8648493
sal + nitrate	Atlantic	(28.2, Inf]	-0.7386143	-0.8234120	-0.6538166
sal + nitrate	Indian	(-Inf,26]	-0.7528530	-0.8457933	-0.6599127
sal + nitrate	Indian	(26,26.5]	-0.7470021	-0.8485881	-0.6454162
sal + nitrate	Indian	(26.5,26.75]	-0.4141054	-0.5943301	-0.2338808
sal + nitrate	Indian	(26.75,27]	0.1439914	-0.0539967	0.3419795
sal + nitrate	Indian	(27,27.25]	0.4829873	0.4577451	0.5082295
sal + nitrate	Indian	(27.25,27.5]	0.5870856	0.4963245	0.6778466
sal + nitrate	Indian	(27.5,27.75]	0.5537979	0.5500660	0.5575298
sal + nitrate	Indian	(27.75,27.85]	0.5999299	0.4643740	0.7354859
sal + nitrate	Indian	(27.85,27.95]	0.4987997	0.4048339	0.5927654
sal + nitrate	Indian	(27.95,28.05]	0.0956945	0.0299511	0.1614379
sal + nitrate	Indian	(28.05,28.1]	-0.3000462	-0.3208247	-0.2792678
sal + nitrate	Indian	(28.1, Inf]	-0.0894510	-0.1436073	-0.0352948
sal + nitrate	Pacific	(-Inf,26]	-0.3516156	-0.3945790	-0.3086521
sal + nitrate	Pacific	(26,26.5]	-0.1838220	-0.4393570	0.0717130
sal + nitrate	Pacific	(26.5,26.75]	-0.1153437	-0.3955005	0.1648130
sal + nitrate	Pacific	(26.75,27]	-0.2928544	-0.4331712	-0.1525377
sal + nitrate	Pacific	(27,27.25]	-0.2476934	-0.3299357	-0.1654512
sal + nitrate	Pacific	(27.25,27.5]	0.1066619	0.0114605	0.2018634
sal + nitrate	Pacific	(27.5,27.75]	0.0368901	-0.0191083	0.0928884
sal + nitrate	Pacific	(27.75,27.85]	-0.1656726	-0.3106939	-0.0206513
sal + nitrate	Pacific	(27.85,27.95]	-0.3810354	-0.5141448	-0.2479261
sal + nitrate	Pacific	(27.95,28.05]	-0.5505800	-0.7260915	-0.3750685
sal + nitrate	Pacific	(28.05,28.1]	-0.5554830	-0.7138341	-0.3971318
sal + nitrate	Pacific	(28.1, Inf]	-0.3839604	-0.7140234	-0.0538975
sal + oxygen	Atlantic	(-Inf,26.5]	-0.2491329	-0.3741082	-0.1241576
sal + oxygen	Atlantic	(26.5,26.75]	0.1306145	0.1286462	0.1325828
sal + oxygen	Atlantic	(26.75,27]	0.1407508	0.1360981	0.1454034
sal + oxygen	Atlantic	(27,27.25]	0.0828179	-0.0471170	0.2127529
sal + oxygen	Atlantic	(27.25,27.5]	-0.0018394	-0.1114717	0.1077929
sal + oxygen	Atlantic	(27.5,27.75]	0.0446969	-0.0124185	0.1018124
sal + oxygen	Atlantic	(27.75,27.85]	-0.1004918	-0.1406562	-0.0603274
sal + oxygen	Atlantic	(27.85,27.95]	-0.0144622	-0.0811384	0.0522140
sal + oxygen	Atlantic	(27.95,28.05]	0.2699215	0.1548913	0.3849517
sal + oxygen	Atlantic	(28.05,28.1]	0.5520333	0.5314250	0.5726416
sal + oxygen	Atlantic	(28.1,28.15]	0.6599978	0.6593891	0.6606064
sal + oxygen	Atlantic	(28.15,28.2]	0.8230103	0.7568708	0.8891499
sal + oxygen	Atlantic	(28.2, Inf]	0.3607115	0.2193891	0.5020339
sal + oxygen	Indian	(-Inf,26]	0.6834990	0.5552112	0.8117868
sal + oxygen	Indian	(26,26.5]	0.6085036	0.4482515	0.7687556
sal + oxygen	Indian	(26.5,26.75]	0.1920059	-0.0156619	0.3996737
sal + oxygen	Indian	(26.75,27]	-0.5506388	-0.6721447	-0.4291329
sal + oxygen	Indian	(27,27.25]	-0.8925191	-0.9191732	-0.8658650
sal + oxygen	Indian	(27.25,27.5]	-0.9358592	-0.9848539	-0.8868646
sal + oxygen	Indian	(27.5,27.75]	-0.9350575	-0.9670270	-0.9030879
sal + oxygen	Indian	(27.75,27.85]	-0.9460343	-0.9633671	-0.9287015
sal + oxygen	Indian	(27.85,27.95]	-0.9108526	-0.9152635	-0.9064417
sal + oxygen	Indian	(27.95,28.05]	-0.7139850	-0.7487561	-0.6792139
sal + oxygen	Indian	(28.05,28.1]	-0.2078102	-0.3515052	-0.0641151
sal + oxygen	Indian	(28.1, Inf]	-0.6988826	-0.7070043	-0.6907610
sal + oxygen	Pacific	(-Inf,26]	-0.3815476	-0.4136417	-0.3494536
sal + oxygen	Pacific	(26,26.5]	-0.2986909	-0.4720923	-0.1252895
sal + oxygen	Pacific	(26.5,26.75]	-0.4030325	-0.6105498	-0.1955152
sal + oxygen	Pacific	(26.75,27]	-0.2071217	-0.3990899	-0.0151536
sal + oxygen	Pacific	(27,27.25]	0.0611548	-0.0284428	0.1507524
sal + oxygen	Pacific	(27.25,27.5]	-0.1707700	-0.2846634	-0.0568765
sal + oxygen	Pacific	(27.5,27.75]	-0.0878175	-0.2133467	0.0377117
sal + oxygen	Pacific	(27.75,27.85]	0.2065004	-0.0112809	0.4242816
sal + oxygen	Pacific	(27.85,27.95]	0.4429496	0.2495028	0.6363965
sal + oxygen	Pacific	(27.95,28.05]	0.5409341	0.3036117	0.7782564
sal + oxygen	Pacific	(28.05,28.1]	0.6142318	0.3493209	0.8791427
sal + oxygen	Pacific	(28.1, Inf]	0.2771827	-0.1136004	0.6679659
sal + phosphate	Atlantic	(-Inf,26.5]	-0.4630429	-0.5645564	-0.3615295
sal + phosphate	Atlantic	(26.5,26.75]	-0.5164041	-0.5479780	-0.4848302
sal + phosphate	Atlantic	(26.75,27]	-0.4906465	-0.5525450	-0.4287480
sal + phosphate	Atlantic	(27,27.25]	-0.6074157	-0.7142416	-0.5005897
sal + phosphate	Atlantic	(27.25,27.5]	-0.6568846	-0.7557455	-0.5580238
sal + phosphate	Atlantic	(27.5,27.75]	-0.5906408	-0.6849715	-0.4963100
sal + phosphate	Atlantic	(27.75,27.85]	-0.4460987	-0.5132511	-0.3789464
sal + phosphate	Atlantic	(27.85,27.95]	-0.3633953	-0.3679008	-0.3588898
sal + phosphate	Atlantic	(27.95,28.05]	-0.4558239	-0.5030637	-0.4085841
sal + phosphate	Atlantic	(28.05,28.1]	-0.4861967	-0.5298339	-0.4425595
sal + phosphate	Atlantic	(28.1,28.15]	-0.5498234	-0.5820346	-0.5176122
sal + phosphate	Atlantic	(28.15,28.2]	-0.7813503	-0.8120434	-0.7506572
sal + phosphate	Atlantic	(28.2, Inf]	-0.6535989	-0.6910695	-0.6161282
sal + phosphate	Indian	(-Inf,26]	-0.7094155	-0.8348757	-0.5839553
sal + phosphate	Indian	(26,26.5]	-0.6650885	-0.8148275	-0.5153495
sal + phosphate	Indian	(26.5,26.75]	-0.3016777	-0.5228800	-0.0804754
sal + phosphate	Indian	(26.75,27]	0.2406423	-0.0124149	0.4936994
sal + phosphate	Indian	(27,27.25]	0.5926830	0.4746065	0.7107595
sal + phosphate	Indian	(27.25,27.5]	0.7094251	0.6838082	0.7350420
sal + phosphate	Indian	(27.5,27.75]	0.6990554	0.6728212	0.7252897
sal + phosphate	Indian	(27.75,27.85]	0.6646396	0.6105487	0.7187306
sal + phosphate	Indian	(27.85,27.95]	0.5373935	0.4905090	0.5842781
sal + phosphate	Indian	(27.95,28.05]	0.1944634	0.1170847	0.2718422
sal + phosphate	Indian	(28.05,28.1]	-0.1278183	-0.1794074	-0.0762292
sal + phosphate	Indian	(28.1, Inf]	0.0925113	0.0879730	0.0970496
sal + phosphate	Pacific	(-Inf,26]	-0.2009400	-0.2114831	-0.1903969
sal + phosphate	Pacific	(26,26.5]	-0.1864377	-0.3325021	-0.0403734
sal + phosphate	Pacific	(26.5,26.75]	-0.1670584	-0.3280276	-0.0060893
sal + phosphate	Pacific	(26.75,27]	-0.3698991	-0.4282588	-0.3115394
sal + phosphate	Pacific	(27,27.25]	-0.2905673	-0.3335225	-0.2476120
sal + phosphate	Pacific	(27.25,27.5]	0.0370846	0.0126393	0.0615299
sal + phosphate	Pacific	(27.5,27.75]	-0.0203209	-0.0383241	-0.0023177
sal + phosphate	Pacific	(27.75,27.85]	-0.1634933	-0.2877073	-0.0392793
sal + phosphate	Pacific	(27.85,27.95]	-0.3641182	-0.4918759	-0.2363605
sal + phosphate	Pacific	(27.95,28.05]	-0.4956506	-0.6582487	-0.3330525
sal + phosphate	Pacific	(28.05,28.1]	-0.5072754	-0.6556662	-0.3588846
sal + phosphate	Pacific	(28.1, Inf]	-0.3984880	-0.7193329	-0.0776431
sal + silicate	Atlantic	(-Inf,26.5]	-0.1788248	-0.1791109	-0.1785386
sal + silicate	Atlantic	(26.5,26.75]	-0.3335984	-0.3403138	-0.3268830
sal + silicate	Atlantic	(26.75,27]	-0.3856088	-0.4994637	-0.2717538
sal + silicate	Atlantic	(27,27.25]	-0.4723364	-0.7018781	-0.2427947
sal + silicate	Atlantic	(27.25,27.5]	-0.5893327	-0.7579666	-0.4206989
sal + silicate	Atlantic	(27.5,27.75]	-0.6371735	-0.7392962	-0.5350507
sal + silicate	Atlantic	(27.75,27.85]	-0.5042110	-0.5724159	-0.4360062
sal + silicate	Atlantic	(27.85,27.95]	-0.5187932	-0.5622630	-0.4753234
sal + silicate	Atlantic	(27.95,28.05]	-0.6578261	-0.7152918	-0.6003604
sal + silicate	Atlantic	(28.05,28.1]	-0.7670543	-0.7834249	-0.7506836
sal + silicate	Atlantic	(28.1,28.15]	-0.8191482	-0.8256717	-0.8126246
sal + silicate	Atlantic	(28.15,28.2]	-0.8872257	-0.9065889	-0.8678625
sal + silicate	Atlantic	(28.2, Inf]	-0.7245755	-0.8062903	-0.6428606
sal + silicate	Indian	(-Inf,26]	-0.7986021	-0.8860869	-0.7111173
sal + silicate	Indian	(26,26.5]	-0.7246151	-0.8371107	-0.6121195
sal + silicate	Indian	(26.5,26.75]	-0.3544016	-0.5068598	-0.2019434
sal + silicate	Indian	(26.75,27]	0.3298007	0.2195982	0.4400032
sal + silicate	Indian	(27,27.25]	0.6151756	0.6123530	0.6179982
sal + silicate	Indian	(27.25,27.5]	0.6645106	0.5344338	0.7945874
sal + silicate	Indian	(27.5,27.75]	0.6837186	0.5330078	0.8344295
sal + silicate	Indian	(27.75,27.85]	0.7955089	0.7821372	0.8088805
sal + silicate	Indian	(27.85,27.95]	0.6613996	0.5872158	0.7355835
sal + silicate	Indian	(27.95,28.05]	0.3084680	0.2421577	0.3747782
sal + silicate	Indian	(28.05,28.1]	-0.1096435	-0.1623047	-0.0569822
sal + silicate	Indian	(28.1, Inf]	-0.1431569	-0.1660611	-0.1202526
sal + silicate	Pacific	(-Inf,26]	-0.2521038	-0.2644313	-0.2397763
sal + silicate	Pacific	(26,26.5]	-0.3879746	-0.5008791	-0.2750701
sal + silicate	Pacific	(26.5,26.75]	-0.5677335	-0.6887035	-0.4467634
sal + silicate	Pacific	(26.75,27]	-0.7022716	-0.7147883	-0.6897549
sal + silicate	Pacific	(27,27.25]	-0.5213115	-0.5271653	-0.5154578
sal + silicate	Pacific	(27.25,27.5]	-0.1928204	-0.2120958	-0.1735451
sal + silicate	Pacific	(27.5,27.75]	-0.0704684	-0.0793168	-0.0616201
sal + silicate	Pacific	(27.75,27.85]	-0.2023498	-0.3541989	-0.0505006
sal + silicate	Pacific	(27.85,27.95]	-0.3540014	-0.4982106	-0.2097923
sal + silicate	Pacific	(27.95,28.05]	-0.4743684	-0.6352497	-0.3134872
sal + silicate	Pacific	(28.05,28.1]	-0.5449253	-0.7236854	-0.3661652
sal + silicate	Pacific	(28.1, Inf]	-0.3603017	-0.7440671	0.0234637
sal + temp	Atlantic	(-Inf,26.5]	0.9211123	0.9134214	0.9288032
sal + temp	Atlantic	(26.5,26.75]	0.9880954	0.9873237	0.9888672
sal + temp	Atlantic	(26.75,27]	0.9819011	0.9814519	0.9823504
sal + temp	Atlantic	(27,27.25]	0.9806723	0.9801709	0.9811737
sal + temp	Atlantic	(27.25,27.5]	0.9788567	0.9788379	0.9788755
sal + temp	Atlantic	(27.5,27.75]	0.9696620	0.9689102	0.9704139
sal + temp	Atlantic	(27.75,27.85]	0.9835431	0.9812632	0.9858230
sal + temp	Atlantic	(27.85,27.95]	0.9623813	0.9584097	0.9663529
sal + temp	Atlantic	(27.95,28.05]	0.9169719	0.9026436	0.9313001
sal + temp	Atlantic	(28.05,28.1]	0.9538245	0.9498892	0.9577597
sal + temp	Atlantic	(28.1,28.15]	0.9421081	0.9406437	0.9435725
sal + temp	Atlantic	(28.15,28.2]	0.7633460	0.6995005	0.8271916
sal + temp	Atlantic	(28.2, Inf]	0.4737156	0.2943112	0.6531199
sal + temp	Indian	(-Inf,26]	0.4966101	0.4546716	0.5385487
sal + temp	Indian	(26,26.5]	0.8697029	0.8523791	0.8870267
sal + temp	Indian	(26.5,26.75]	0.9433432	0.9424025	0.9442840
sal + temp	Indian	(26.75,27]	0.9672723	0.9603654	0.9741791
sal + temp	Indian	(27,27.25]	0.9601129	0.9592038	0.9610221
sal + temp	Indian	(27.25,27.5]	0.9452939	0.9290691	0.9615186
sal + temp	Indian	(27.5,27.75]	0.9037995	0.8705694	0.9370295
sal + temp	Indian	(27.75,27.85]	0.9240889	0.9079291	0.9402487
sal + temp	Indian	(27.85,27.95]	0.9261621	0.9202161	0.9321081
sal + temp	Indian	(27.95,28.05]	0.9354558	0.9202735	0.9506382
sal + temp	Indian	(28.05,28.1]	0.9158990	0.8838126	0.9479855
sal + temp	Indian	(28.1, Inf]	0.9285691	0.9223456	0.9347926
sal + temp	Pacific	(-Inf,26]	0.8195173	0.7848380	0.8541966
sal + temp	Pacific	(26,26.5]	0.9324933	0.9272755	0.9377112
sal + temp	Pacific	(26.5,26.75]	0.9778292	0.9765879	0.9790706
sal + temp	Pacific	(26.75,27]	0.9754311	0.9729116	0.9779506
sal + temp	Pacific	(27,27.25]	0.9449457	0.9392172	0.9506743
sal + temp	Pacific	(27.25,27.5]	0.8264354	0.8025403	0.8503305
sal + temp	Pacific	(27.5,27.75]	0.5970210	0.4918597	0.7021823
sal + temp	Pacific	(27.75,27.85]	0.7118499	0.6278427	0.7958571
sal + temp	Pacific	(27.85,27.95]	0.5142392	0.3915258	0.6369526
sal + temp	Pacific	(27.95,28.05]	0.4348402	0.2480233	0.6216571
sal + temp	Pacific	(28.05,28.1]	0.3592695	0.1583560	0.5601829
sal + temp	Pacific	(28.1, Inf]	-0.0062607	-0.2902158	0.2776945
temp + aou	Atlantic	(-Inf,26.5]	-0.2440168	-0.3575340	-0.1304996
temp + aou	Atlantic	(26.5,26.75]	-0.3931714	-0.4131816	-0.3731612
temp + aou	Atlantic	(26.75,27]	-0.3105137	-0.3520757	-0.2689516
temp + aou	Atlantic	(27,27.25]	-0.2678866	-0.3816042	-0.1541690
temp + aou	Atlantic	(27.25,27.5]	-0.2944193	-0.3838543	-0.2049843
temp + aou	Atlantic	(27.5,27.75]	-0.3619135	-0.3975011	-0.3263259
temp + aou	Atlantic	(27.75,27.85]	-0.2025115	-0.2246330	-0.1803900
temp + aou	Atlantic	(27.85,27.95]	-0.1557489	-0.2541637	-0.0573340
temp + aou	Atlantic	(27.95,28.05]	-0.4253636	-0.4898628	-0.3608645
temp + aou	Atlantic	(28.05,28.1]	-0.5471442	-0.5659538	-0.5283346
temp + aou	Atlantic	(28.1,28.15]	-0.5388972	-0.5501827	-0.5276117
temp + aou	Atlantic	(28.15,28.2]	-0.5097959	-0.6505991	-0.3689927
temp + aou	Atlantic	(28.2, Inf]	0.2704814	0.2365311	0.3044318
temp + aou	Indian	(-Inf,26]	-0.5401987	-0.5675494	-0.5128481
temp + aou	Indian	(26,26.5]	-0.5193756	-0.5861727	-0.4525785
temp + aou	Indian	(26.5,26.75]	-0.1695656	-0.3166283	-0.0225028
temp + aou	Indian	(26.75,27]	0.3540630	0.1789979	0.5291281
temp + aou	Indian	(27,27.25]	0.7514423	0.7321709	0.7707138
temp + aou	Indian	(27.25,27.5]	0.8447677	0.8419533	0.8475821
temp + aou	Indian	(27.5,27.75]	0.8804085	0.8775424	0.8832745
temp + aou	Indian	(27.75,27.85]	0.9279648	0.9084926	0.9474371
temp + aou	Indian	(27.85,27.95]	0.8659128	0.8615616	0.8702641
temp + aou	Indian	(27.95,28.05]	0.6757743	0.6356022	0.7159465
temp + aou	Indian	(28.05,28.1]	0.3518426	0.2913693	0.4123159
temp + aou	Indian	(28.1, Inf]	0.7666096	0.7524779	0.7807413
temp + aou	Pacific	(-Inf,26]	-0.1701005	-0.1953107	-0.1448902
temp + aou	Pacific	(26,26.5]	0.0008590	-0.1770082	0.1787263
temp + aou	Pacific	(26.5,26.75]	0.2526176	0.0155958	0.4896393
temp + aou	Pacific	(26.75,27]	0.0014958	-0.1688651	0.1718567
temp + aou	Pacific	(27,27.25]	-0.2097576	-0.2718591	-0.1476561
temp + aou	Pacific	(27.25,27.5]	0.0039653	-0.1144617	0.1223922
temp + aou	Pacific	(27.5,27.75]	0.0489984	-0.0917667	0.1897636
temp + aou	Pacific	(27.75,27.85]	-0.1168632	-0.3341759	0.1004496
temp + aou	Pacific	(27.85,27.95]	-0.1604494	-0.3687326	0.0478338
temp + aou	Pacific	(27.95,28.05]	-0.0299996	-0.2606786	0.2006794
temp + aou	Pacific	(28.05,28.1]	0.1113868	-0.1484721	0.3712456
temp + aou	Pacific	(28.1, Inf]	0.8276039	0.7913514	0.8638564
temp + nitrate	Atlantic	(-Inf,26.5]	-0.4859383	-0.5216130	-0.4502636
temp + nitrate	Atlantic	(26.5,26.75]	-0.5951835	-0.5967964	-0.5935706
temp + nitrate	Atlantic	(26.75,27]	-0.5798252	-0.6063291	-0.5533213
temp + nitrate	Atlantic	(27,27.25]	-0.6235709	-0.6814072	-0.5657345
temp + nitrate	Atlantic	(27.25,27.5]	-0.6850870	-0.7333495	-0.6368244
temp + nitrate	Atlantic	(27.5,27.75]	-0.6410555	-0.6805441	-0.6015670
temp + nitrate	Atlantic	(27.75,27.85]	-0.5223585	-0.5240722	-0.5206448
temp + nitrate	Atlantic	(27.85,27.95]	-0.4091239	-0.4836251	-0.3346226
temp + nitrate	Atlantic	(27.95,28.05]	-0.5620048	-0.6173550	-0.5066546
temp + nitrate	Atlantic	(28.05,28.1]	-0.6107831	-0.6378335	-0.5837327
temp + nitrate	Atlantic	(28.1,28.15]	-0.5981421	-0.6205643	-0.5757199
temp + nitrate	Atlantic	(28.15,28.2]	-0.5262537	-0.6242326	-0.4282748
temp + nitrate	Atlantic	(28.2, Inf]	-0.1115098	-0.1546500	-0.0683696
temp + nitrate	Indian	(-Inf,26]	-0.5796812	-0.6257969	-0.5335655
temp + nitrate	Indian	(26,26.5]	-0.6232991	-0.6585639	-0.5880342
temp + nitrate	Indian	(26.5,26.75]	-0.3419346	-0.4701293	-0.2137398
temp + nitrate	Indian	(26.75,27]	0.0181146	-0.1978456	0.2340747
temp + nitrate	Indian	(27,27.25]	0.3335773	0.2506760	0.4164787
temp + nitrate	Indian	(27.25,27.5]	0.4651479	0.4546922	0.4756036
temp + nitrate	Indian	(27.5,27.75]	0.5112142	0.4739387	0.5484897
temp + nitrate	Indian	(27.75,27.85]	0.5892553	0.4596820	0.7188286
temp + nitrate	Indian	(27.85,27.95]	0.4894558	0.4244634	0.5544483
temp + nitrate	Indian	(27.95,28.05]	0.1743332	0.1210653	0.2276011
temp + nitrate	Indian	(28.05,28.1]	-0.0276032	-0.0623539	0.0071476
temp + nitrate	Indian	(28.1, Inf]	0.0833869	-0.0072388	0.1740125
temp + nitrate	Pacific	(-Inf,26]	-0.4552133	-0.5143984	-0.3960283
temp + nitrate	Pacific	(26,26.5]	-0.3288030	-0.5365678	-0.1210383
temp + nitrate	Pacific	(26.5,26.75]	-0.1304326	-0.3955681	0.1347029
temp + nitrate	Pacific	(26.75,27]	-0.3159481	-0.4428563	-0.1890399
temp + nitrate	Pacific	(27,27.25]	-0.3211263	-0.3862571	-0.2559955
temp + nitrate	Pacific	(27.25,27.5]	-0.0171525	-0.1208795	0.0865746
temp + nitrate	Pacific	(27.5,27.75]	0.0299337	-0.0604769	0.1203443
temp + nitrate	Pacific	(27.75,27.85]	-0.0757355	-0.2223566	0.0708855
temp + nitrate	Pacific	(27.85,27.95]	-0.1333025	-0.2984546	0.0318496
temp + nitrate	Pacific	(27.95,28.05]	-0.0826749	-0.2593684	0.0940185
temp + nitrate	Pacific	(28.05,28.1]	-0.0092273	-0.1813603	0.1629058
temp + nitrate	Pacific	(28.1, Inf]	0.4702587	0.3749135	0.5656039
temp + oxygen	Atlantic	(-Inf,26.5]	-0.2311306	-0.3494728	-0.1127884
temp + oxygen	Atlantic	(26.5,26.75]	0.1392294	0.1318751	0.1465836
temp + oxygen	Atlantic	(26.75,27]	0.0993860	0.0811658	0.1176062
temp + oxygen	Atlantic	(27,27.25]	0.0097788	-0.1102186	0.1297763
temp + oxygen	Atlantic	(27.25,27.5]	-0.0411662	-0.1529526	0.0706201
temp + oxygen	Atlantic	(27.5,27.75]	0.0058501	-0.0594053	0.0711054
temp + oxygen	Atlantic	(27.75,27.85]	-0.1300431	-0.1561380	-0.1039481
temp + oxygen	Atlantic	(27.85,27.95]	-0.0772176	-0.1661528	0.0117175
temp + oxygen	Atlantic	(27.95,28.05]	0.2434441	0.1849137	0.3019746
temp + oxygen	Atlantic	(28.05,28.1]	0.4101365	0.3688437	0.4514294
temp + oxygen	Atlantic	(28.1,28.15]	0.4317404	0.4308353	0.4326455
temp + oxygen	Atlantic	(28.15,28.2]	0.4130934	0.2445546	0.5816322
temp + oxygen	Atlantic	(28.2, Inf]	-0.4547524	-0.4678097	-0.4416952
temp + oxygen	Indian	(-Inf,26]	0.4525305	0.4196701	0.4853910
temp + oxygen	Indian	(26,26.5]	0.4526572	0.3838779	0.5214365
temp + oxygen	Indian	(26.5,26.75]	0.1043895	-0.0400388	0.2488177
temp + oxygen	Indian	(26.75,27]	-0.4425726	-0.5930284	-0.2921168
temp + oxygen	Indian	(27,27.25]	-0.8152333	-0.8232353	-0.8072312
temp + oxygen	Indian	(27.25,27.5]	-0.8914408	-0.8929951	-0.8898866
temp + oxygen	Indian	(27.5,27.75]	-0.9183152	-0.9188248	-0.9178057
temp + oxygen	Indian	(27.75,27.85]	-0.9526191	-0.9657963	-0.9394419
temp + oxygen	Indian	(27.85,27.95]	-0.9118495	-0.9196614	-0.9040375
temp + oxygen	Indian	(27.95,28.05]	-0.7728866	-0.8191183	-0.7266550
temp + oxygen	Indian	(28.05,28.1]	-0.4663692	-0.5582849	-0.3744535
temp + oxygen	Indian	(28.1, Inf]	-0.8612175	-0.8653509	-0.8570841
temp + oxygen	Pacific	(-Inf,26]	-0.3169624	-0.3838154	-0.2501094
temp + oxygen	Pacific	(26,26.5]	-0.1765008	-0.3100123	-0.0429894
temp + oxygen	Pacific	(26.5,26.75]	-0.4073050	-0.5980119	-0.2165980
temp + oxygen	Pacific	(26.75,27]	-0.2098517	-0.3815193	-0.0381842
temp + oxygen	Pacific	(27,27.25]	0.1017244	0.0327447	0.1707042
temp + oxygen	Pacific	(27.25,27.5]	-0.0943940	-0.2184142	0.0296262
temp + oxygen	Pacific	(27.5,27.75]	-0.1357165	-0.2898028	0.0183699
temp + oxygen	Pacific	(27.75,27.85]	0.0643432	-0.1646541	0.2933405
temp + oxygen	Pacific	(27.85,27.95]	0.1079572	-0.1148350	0.3307494
temp + oxygen	Pacific	(27.95,28.05]	-0.0377736	-0.2900864	0.2145392
temp + oxygen	Pacific	(28.05,28.1]	-0.1666890	-0.4549580	0.1215799
temp + oxygen	Pacific	(28.1, Inf]	-0.8771893	-0.9190788	-0.8352998
temp + phosphate	Atlantic	(-Inf,26.5]	-0.4349620	-0.5112814	-0.3586427
temp + phosphate	Atlantic	(26.5,26.75]	-0.5300447	-0.5673431	-0.4927464
temp + phosphate	Atlantic	(26.75,27]	-0.4744270	-0.5438896	-0.4049645
temp + phosphate	Atlantic	(27,27.25]	-0.5644410	-0.6610517	-0.4678304
temp + phosphate	Atlantic	(27.25,27.5]	-0.6350620	-0.7360232	-0.5341008
temp + phosphate	Atlantic	(27.5,27.75]	-0.5824833	-0.6793531	-0.4856134
temp + phosphate	Atlantic	(27.75,27.85]	-0.4541016	-0.5162962	-0.3919071
temp + phosphate	Atlantic	(27.85,27.95]	-0.3498310	-0.3633299	-0.3363322
temp + phosphate	Atlantic	(27.95,28.05]	-0.4274132	-0.4683020	-0.3865243
temp + phosphate	Atlantic	(28.05,28.1]	-0.4109785	-0.4615173	-0.3604398
temp + phosphate	Atlantic	(28.1,28.15]	-0.4524592	-0.4761273	-0.4287911
temp + phosphate	Atlantic	(28.15,28.2]	-0.4645999	-0.5226750	-0.4065249
temp + phosphate	Atlantic	(28.2, Inf]	-0.1719123	-0.2010245	-0.1428001
temp + phosphate	Indian	(-Inf,26]	-0.5488528	-0.6150358	-0.4826699
temp + phosphate	Indian	(26,26.5]	-0.5654512	-0.6445606	-0.4863418
temp + phosphate	Indian	(26.5,26.75]	-0.2443910	-0.4152580	-0.0735239
temp + phosphate	Indian	(26.75,27]	0.1083600	-0.1537628	0.3704829
temp + phosphate	Indian	(27,27.25]	0.4424410	0.2693952	0.6154867
temp + phosphate	Indian	(27.25,27.5]	0.5970942	0.5400384	0.6541500
temp + phosphate	Indian	(27.5,27.75]	0.6602047	0.6506388	0.6697706
temp + phosphate	Indian	(27.75,27.85]	0.6346062	0.5652898	0.7039225
temp + phosphate	Indian	(27.85,27.95]	0.5116891	0.4793492	0.5440290
temp + phosphate	Indian	(27.95,28.05]	0.2410759	0.1889028	0.2932490
temp + phosphate	Indian	(28.05,28.1]	0.1062013	0.1011459	0.1112567
temp + phosphate	Indian	(28.1, Inf]	0.2077844	0.1785680	0.2370008
temp + phosphate	Pacific	(-Inf,26]	-0.3536127	-0.3905923	-0.3166331
temp + phosphate	Pacific	(26,26.5]	-0.3030021	-0.4347627	-0.1712414
temp + phosphate	Pacific	(26.5,26.75]	-0.1786353	-0.3285646	-0.0287060
temp + phosphate	Pacific	(26.75,27]	-0.3829026	-0.4331463	-0.3326590
temp + phosphate	Pacific	(27,27.25]	-0.3441032	-0.3815449	-0.3066614
temp + phosphate	Pacific	(27.25,27.5]	-0.0661800	-0.1162983	-0.0160618
temp + phosphate	Pacific	(27.5,27.75]	-0.0587902	-0.0781358	-0.0394445
temp + phosphate	Pacific	(27.75,27.85]	-0.0762052	-0.1923861	0.0399757
temp + phosphate	Pacific	(27.85,27.95]	-0.1315678	-0.2751605	0.0120249
temp + phosphate	Pacific	(27.95,28.05]	-0.0845799	-0.2282498	0.0590900
temp + phosphate	Pacific	(28.05,28.1]	-0.0074816	-0.1419483	0.1269852
temp + phosphate	Pacific	(28.1, Inf]	0.4270169	0.3037803	0.5502534
temp + silicate	Atlantic	(-Inf,26.5]	-0.1785664	-0.1847140	-0.1724188
temp + silicate	Atlantic	(26.5,26.75]	-0.3288426	-0.3363784	-0.3213068
temp + silicate	Atlantic	(26.75,27]	-0.3663870	-0.4978982	-0.2348758
temp + silicate	Atlantic	(27,27.25]	-0.4464184	-0.6682668	-0.2245700
temp + silicate	Atlantic	(27.25,27.5]	-0.5897982	-0.7757494	-0.4038469
temp + silicate	Atlantic	(27.5,27.75]	-0.6454633	-0.7626392	-0.5282874
temp + silicate	Atlantic	(27.75,27.85]	-0.5235980	-0.5945534	-0.4526426
temp + silicate	Atlantic	(27.85,27.95]	-0.5159597	-0.5758652	-0.4560543
temp + silicate	Atlantic	(27.95,28.05]	-0.6633328	-0.6908436	-0.6358220
temp + silicate	Atlantic	(28.05,28.1]	-0.6809116	-0.7036261	-0.6581971
temp + silicate	Atlantic	(28.1,28.15]	-0.6587543	-0.6645846	-0.6529241
temp + silicate	Atlantic	(28.15,28.2]	-0.5227254	-0.6287893	-0.4166614
temp + silicate	Atlantic	(28.2, Inf]	-0.0636422	-0.1145534	-0.0127309
temp + silicate	Indian	(-Inf,26]	-0.5883386	-0.6239099	-0.5527673
temp + silicate	Indian	(26,26.5]	-0.5782860	-0.6138950	-0.5426770
temp + silicate	Indian	(26.5,26.75]	-0.2614516	-0.3550202	-0.1678829
temp + silicate	Indian	(26.75,27]	0.2224383	0.0858602	0.3590164
temp + silicate	Indian	(27,27.25]	0.4760372	0.4263619	0.5257126
temp + silicate	Indian	(27.25,27.5]	0.5336314	0.4825677	0.5846952
temp + silicate	Indian	(27.5,27.75]	0.5404068	0.4608083	0.6200052
temp + silicate	Indian	(27.75,27.85]	0.6719764	0.6331110	0.7108419
temp + silicate	Indian	(27.85,27.95]	0.5283906	0.4530227	0.6037584
temp + silicate	Indian	(27.95,28.05]	0.3005905	0.2524499	0.3487310
temp + silicate	Indian	(28.05,28.1]	0.1516594	0.1500328	0.1532861
temp + silicate	Indian	(28.1, Inf]	-0.0167265	-0.0664836	0.0330306
temp + silicate	Pacific	(-Inf,26]	-0.2094767	-0.2197712	-0.1991822
temp + silicate	Pacific	(26,26.5]	-0.4424232	-0.5373155	-0.3475310
temp + silicate	Pacific	(26.5,26.75]	-0.5691339	-0.6843201	-0.4539478
temp + silicate	Pacific	(26.75,27]	-0.6968095	-0.7036303	-0.6899887
temp + silicate	Pacific	(27,27.25]	-0.5523164	-0.5564812	-0.5481517
temp + silicate	Pacific	(27.25,27.5]	-0.3225776	-0.3590877	-0.2860675
temp + silicate	Pacific	(27.5,27.75]	-0.2354900	-0.2920888	-0.1788913
temp + silicate	Pacific	(27.75,27.85]	-0.1814136	-0.3506620	-0.0121653
temp + silicate	Pacific	(27.85,27.95]	-0.2407270	-0.4277969	-0.0536572
temp + silicate	Pacific	(27.95,28.05]	-0.1825560	-0.3982476	0.0331356
temp + silicate	Pacific	(28.05,28.1]	0.0045705	-0.1826823	0.1918234
temp + silicate	Pacific	(28.1, Inf]	0.4652807	0.3964312	0.5341303

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

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

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

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

Past versions of correlation_predictors-1.png

Version	Author	Date
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,26.5]	0.0423374	0.0394447	0.0452300
aou	Atlantic	(26.5,26.75]	0.0250912	-0.0150660	0.0652484
aou	Atlantic	(26.75,27]	0.1164107	0.0520805	0.1807409
aou	Atlantic	(27,27.25]	-0.0501014	-0.2043324	0.1041296
aou	Atlantic	(27.25,27.5]	-0.1789737	-0.2554702	-0.1024773
aou	Atlantic	(27.5,27.75]	-0.2937404	-0.3561235	-0.2313574
aou	Atlantic	(27.75,27.85]	-0.2719534	-0.2851713	-0.2587355
aou	Atlantic	(27.85,27.95]	-0.1883542	-0.2136953	-0.1630131
aou	Atlantic	(27.95,28.05]	-0.1697582	-0.1850412	-0.1544753
aou	Atlantic	(28.05,28.1]	-0.1571204	-0.2050317	-0.1092091
aou	Atlantic	(28.1,28.15]	-0.2000771	-0.2470173	-0.1531369
aou	Atlantic	(28.15,28.2]	-0.4303495	-0.5174323	-0.3432667
aou	Atlantic	(28.2, Inf]	-0.2038670	-0.2175623	-0.1901717
aou	Indian	(-Inf,26]	-0.6198252	-0.6366457	-0.6030046
aou	Indian	(26,26.5]	-0.4954152	-0.5727252	-0.4181052
aou	Indian	(26.5,26.75]	-0.3391765	-0.3480626	-0.3302904
aou	Indian	(26.75,27]	-0.3619155	-0.4399949	-0.2838360
aou	Indian	(27,27.25]	0.0753552	-0.0567695	0.2074799
aou	Indian	(27.25,27.5]	0.1158693	0.0152296	0.2165090
aou	Indian	(27.5,27.75]	0.0112879	-0.1175084	0.1400842
aou	Indian	(27.75,27.85]	-0.0903391	-0.2308579	0.0501796
aou	Indian	(27.85,27.95]	-0.1310724	-0.1773367	-0.0848080
aou	Indian	(27.95,28.05]	-0.0876311	-0.1266370	-0.0486252
aou	Indian	(28.05,28.1]	-0.0387518	-0.0837637	0.0062600
aou	Indian	(28.1, Inf]	-0.0486593	-0.0632646	-0.0340539
aou	Pacific	(-Inf,26]	0.0209448	-0.0747965	0.1166860
aou	Pacific	(26,26.5]	-0.0338842	-0.4082293	0.3404610
aou	Pacific	(26.5,26.75]	-0.0109028	-0.3524806	0.3306750
aou	Pacific	(26.75,27]	-0.0064104	-0.2147874	0.2019667
aou	Pacific	(27,27.25]	0.1710688	0.1514616	0.1906760
aou	Pacific	(27.25,27.5]	0.3430711	0.3190454	0.3670968
aou	Pacific	(27.5,27.75]	0.3743804	0.2924200	0.4563408
aou	Pacific	(27.75,27.85]	0.4031918	0.3664969	0.4398868
aou	Pacific	(27.85,27.95]	0.3628867	0.3382529	0.3875204
aou	Pacific	(27.95,28.05]	0.2534404	0.2382361	0.2686446
aou	Pacific	(28.05,28.1]	0.1666475	0.1280835	0.2052116
aou	Pacific	(28.1, Inf]	0.1543995	0.1365771	0.1722218
nitrate	Atlantic	(-Inf,26.5]	-0.1808401	-0.2427854	-0.1188947
nitrate	Atlantic	(26.5,26.75]	-0.1106238	-0.2093767	-0.0118709
nitrate	Atlantic	(26.75,27]	-0.1071412	-0.1437953	-0.0704871
nitrate	Atlantic	(27,27.25]	-0.3154662	-0.4517358	-0.1791965
nitrate	Atlantic	(27.25,27.5]	-0.5100486	-0.5850178	-0.4350794
nitrate	Atlantic	(27.5,27.75]	-0.5206375	-0.6082581	-0.4330170
nitrate	Atlantic	(27.75,27.85]	-0.4461986	-0.4993850	-0.3930122
nitrate	Atlantic	(27.85,27.95]	-0.3452763	-0.3629456	-0.3276069
nitrate	Atlantic	(27.95,28.05]	-0.3332717	-0.3363662	-0.3301773
nitrate	Atlantic	(28.05,28.1]	-0.3064353	-0.3341931	-0.2786776
nitrate	Atlantic	(28.1,28.15]	-0.2973739	-0.3137718	-0.2809760
nitrate	Atlantic	(28.15,28.2]	-0.4934222	-0.6058059	-0.3810384
nitrate	Atlantic	(28.2, Inf]	-0.4994443	-0.5233928	-0.4754958
nitrate	Indian	(-Inf,26]	-0.6285010	-0.6468430	-0.6101590
nitrate	Indian	(26,26.5]	-0.5944300	-0.6389828	-0.5498773
nitrate	Indian	(26.5,26.75]	-0.4201754	-0.4539615	-0.3863893
nitrate	Indian	(26.75,27]	-0.5442374	-0.5489539	-0.5395210
nitrate	Indian	(27,27.25]	-0.1904091	-0.2665234	-0.1142948
nitrate	Indian	(27.25,27.5]	-0.1041295	-0.2285880	0.0203291
nitrate	Indian	(27.5,27.75]	-0.2583606	-0.4127257	-0.1039956
nitrate	Indian	(27.75,27.85]	-0.3014209	-0.3839040	-0.2189378
nitrate	Indian	(27.85,27.95]	-0.2388091	-0.3469560	-0.1306623
nitrate	Indian	(27.95,28.05]	-0.2455577	-0.3287996	-0.1623159
nitrate	Indian	(28.05,28.1]	-0.1578717	-0.2424596	-0.0732838
nitrate	Indian	(28.1, Inf]	-0.1716613	-0.2793344	-0.0639881
nitrate	Pacific	(-Inf,26]	-0.2949238	-0.3084382	-0.2814094
nitrate	Pacific	(26,26.5]	-0.1703496	-0.5543573	0.2136582
nitrate	Pacific	(26.5,26.75]	-0.1777212	-0.5464692	0.1910268
nitrate	Pacific	(26.75,27]	-0.1992326	-0.4731475	0.0746822
nitrate	Pacific	(27,27.25]	-0.0245808	-0.1349479	0.0857863
nitrate	Pacific	(27.25,27.5]	0.0075615	-0.1097036	0.1248266
nitrate	Pacific	(27.5,27.75]	-0.0294944	-0.0596685	0.0006796
nitrate	Pacific	(27.75,27.85]	-0.0290352	-0.0548634	-0.0032069
nitrate	Pacific	(27.85,27.95]	0.0380122	0.0164565	0.0595678
nitrate	Pacific	(27.95,28.05]	0.0647095	0.0487630	0.0806561
nitrate	Pacific	(28.05,28.1]	-0.0967128	-0.1484527	-0.0449730
nitrate	Pacific	(28.1, Inf]	-0.0786893	-0.1128951	-0.0444834
oxygen	Atlantic	(-Inf,26.5]	-0.0906853	-0.0919465	-0.0894241
oxygen	Atlantic	(26.5,26.75]	-0.0646467	-0.0920723	-0.0372212
oxygen	Atlantic	(26.75,27]	-0.1565026	-0.2045606	-0.1084446
oxygen	Atlantic	(27,27.25]	-0.0437025	-0.1738714	0.0864664
oxygen	Atlantic	(27.25,27.5]	0.0211223	-0.0248030	0.0670477
oxygen	Atlantic	(27.5,27.75]	0.1612160	0.1347752	0.1876568
oxygen	Atlantic	(27.75,27.85]	0.1709335	0.1575748	0.1842922
oxygen	Atlantic	(27.85,27.95]	0.1430469	0.1077108	0.1783830
oxygen	Atlantic	(27.95,28.05]	0.1425735	0.1264088	0.1587383
oxygen	Atlantic	(28.05,28.1]	0.1424674	0.0987469	0.1861879
oxygen	Atlantic	(28.1,28.15]	0.1868010	0.1348950	0.2387070
oxygen	Atlantic	(28.15,28.2]	0.4305097	0.3496451	0.5113744
oxygen	Atlantic	(28.2, Inf]	0.1442070	0.1297894	0.1586245
oxygen	Indian	(-Inf,26]	0.6632125	0.6406542	0.6857708
oxygen	Indian	(26,26.5]	0.4907651	0.4154141	0.5661161
oxygen	Indian	(26.5,26.75]	0.3329801	0.3234198	0.3425405
oxygen	Indian	(26.75,27]	0.3191953	0.2294313	0.4089593
oxygen	Indian	(27,27.25]	-0.1181488	-0.2772265	0.0409288
oxygen	Indian	(27.25,27.5]	-0.1230232	-0.2296894	-0.0163569
oxygen	Indian	(27.5,27.75]	-0.0005956	-0.1280494	0.1268582
oxygen	Indian	(27.75,27.85]	0.0918903	-0.0510692	0.2348499
oxygen	Indian	(27.85,27.95]	0.1355339	0.0895924	0.1814754
oxygen	Indian	(27.95,28.05]	0.0764737	0.0339028	0.1190445
oxygen	Indian	(28.05,28.1]	0.0392027	-0.0077544	0.0861598
oxygen	Indian	(28.1, Inf]	0.0557648	0.0380596	0.0734699
oxygen	Pacific	(-Inf,26]	0.0303863	-0.0953063	0.1560788
oxygen	Pacific	(26,26.5]	-0.0050735	-0.3621639	0.3520170
oxygen	Pacific	(26.5,26.75]	-0.0436952	-0.3592184	0.2718280
oxygen	Pacific	(26.75,27]	-0.0321623	-0.2518699	0.1875454
oxygen	Pacific	(27,27.25]	-0.1643251	-0.1912207	-0.1374295
oxygen	Pacific	(27.25,27.5]	-0.3263796	-0.3435053	-0.3092539
oxygen	Pacific	(27.5,27.75]	-0.3661952	-0.4378054	-0.2945850
oxygen	Pacific	(27.75,27.85]	-0.3970119	-0.4328118	-0.3612121
oxygen	Pacific	(27.85,27.95]	-0.3592549	-0.3837207	-0.3347892
oxygen	Pacific	(27.95,28.05]	-0.2505317	-0.2647181	-0.2363453
oxygen	Pacific	(28.05,28.1]	-0.1663670	-0.2023085	-0.1304255
oxygen	Pacific	(28.1, Inf]	-0.1513075	-0.1608695	-0.1417456
phosphate	Atlantic	(-Inf,26.5]	-0.7948268	-0.8780167	-0.7116369
phosphate	Atlantic	(26.5,26.75]	-0.7204511	-0.7460221	-0.6948801
phosphate	Atlantic	(26.75,27]	-0.7113927	-0.7412426	-0.6815428
phosphate	Atlantic	(27,27.25]	-0.7957514	-0.8110079	-0.7804949
phosphate	Atlantic	(27.25,27.5]	-0.8762610	-0.8916115	-0.8609105
phosphate	Atlantic	(27.5,27.75]	-0.8995296	-0.9079625	-0.8910968
phosphate	Atlantic	(27.75,27.85]	-0.9028546	-0.9065043	-0.8992050
phosphate	Atlantic	(27.85,27.95]	-0.9012532	-0.9071342	-0.8953722
phosphate	Atlantic	(27.95,28.05]	-0.8945771	-0.9047323	-0.8844218
phosphate	Atlantic	(28.05,28.1]	-0.9065038	-0.9144238	-0.8985839
phosphate	Atlantic	(28.1,28.15]	-0.8888644	-0.9031501	-0.8745787
phosphate	Atlantic	(28.15,28.2]	-0.8415991	-0.8692695	-0.8139287
phosphate	Atlantic	(28.2, Inf]	-0.8692811	-0.8771514	-0.8614108
phosphate	Indian	(-Inf,26]	-0.6465726	-0.6670973	-0.6260478
phosphate	Indian	(26,26.5]	-0.7218242	-0.7445415	-0.6991068
phosphate	Indian	(26.5,26.75]	-0.6748921	-0.7144262	-0.6353581
phosphate	Indian	(26.75,27]	-0.6372748	-0.6560658	-0.6184838
phosphate	Indian	(27,27.25]	-0.3435260	-0.3622749	-0.3247770
phosphate	Indian	(27.25,27.5]	-0.3703666	-0.4151972	-0.3255361
phosphate	Indian	(27.5,27.75]	-0.5673753	-0.6427480	-0.4920026
phosphate	Indian	(27.75,27.85]	-0.6873825	-0.7538019	-0.6209631
phosphate	Indian	(27.85,27.95]	-0.7521211	-0.7565984	-0.7476438
phosphate	Indian	(27.95,28.05]	-0.7227679	-0.7493347	-0.6962010
phosphate	Indian	(28.05,28.1]	-0.6034748	-0.7514879	-0.4554617
phosphate	Indian	(28.1, Inf]	-0.8475533	-0.9340819	-0.7610247
phosphate	Pacific	(-Inf,26]	-0.3431671	-0.4362888	-0.2500454
phosphate	Pacific	(26,26.5]	-0.5100637	-0.6090235	-0.4111039
phosphate	Pacific	(26.5,26.75]	-0.5837175	-0.6340504	-0.5333846
phosphate	Pacific	(26.75,27]	-0.5718086	-0.5764895	-0.5671276
phosphate	Pacific	(27,27.25]	-0.2399543	-0.3087757	-0.1711329
phosphate	Pacific	(27.25,27.5]	-0.2359116	-0.3313446	-0.1404786
phosphate	Pacific	(27.5,27.75]	-0.3968177	-0.6447561	-0.1488792
phosphate	Pacific	(27.75,27.85]	-0.3128918	-0.4293146	-0.1964690
phosphate	Pacific	(27.85,27.95]	-0.2865398	-0.3673309	-0.2057487
phosphate	Pacific	(27.95,28.05]	-0.3617005	-0.3930823	-0.3303187
phosphate	Pacific	(28.05,28.1]	-0.4887673	-0.5665028	-0.4110319
phosphate	Pacific	(28.1, Inf]	-0.4579718	-0.5540205	-0.3619232
sal	Atlantic	(-Inf,26.5]	0.1463608	0.1220040	0.1707177
sal	Atlantic	(26.5,26.75]	0.1319106	0.0891036	0.1747176
sal	Atlantic	(26.75,27]	0.1489962	0.0864719	0.2115205
sal	Atlantic	(27,27.25]	0.3885223	0.2684787	0.5085659
sal	Atlantic	(27.25,27.5]	0.4958145	0.3693533	0.6222758
sal	Atlantic	(27.5,27.75]	0.4116289	0.2712598	0.5519980
sal	Atlantic	(27.75,27.85]	0.2980843	0.2097061	0.3864624
sal	Atlantic	(27.85,27.95]	0.2011357	0.1511820	0.2510893
sal	Atlantic	(27.95,28.05]	0.2012080	0.1846044	0.2178116
sal	Atlantic	(28.05,28.1]	0.1939229	0.1849922	0.2028536
sal	Atlantic	(28.1,28.15]	0.2220345	0.2157870	0.2282820
sal	Atlantic	(28.15,28.2]	0.4107329	0.3033225	0.5181432
sal	Atlantic	(28.2, Inf]	0.3684654	0.3619234	0.3750073
sal	Indian	(-Inf,26]	0.6209935	0.5124012	0.7295858
sal	Indian	(26,26.5]	0.3694410	0.3639344	0.3749476
sal	Indian	(26.5,26.75]	0.1565931	0.0989492	0.2142370
sal	Indian	(26.75,27]	0.1525514	-0.0242608	0.3293636
sal	Indian	(27,27.25]	0.2411930	0.0058115	0.4765745
sal	Indian	(27.25,27.5]	0.1340240	0.0260416	0.2420064
sal	Indian	(27.5,27.75]	0.0222411	-0.1037141	0.1481963
sal	Indian	(27.75,27.85]	-0.0730424	-0.1957463	0.0496615
sal	Indian	(27.85,27.95]	-0.1136584	-0.1609453	-0.0663716
sal	Indian	(27.95,28.05]	-0.0029186	-0.0551028	0.0492657
sal	Indian	(28.05,28.1]	0.0028442	-0.0260935	0.0317818
sal	Indian	(28.1, Inf]	-0.0726405	-0.0915360	-0.0537451
sal	Pacific	(-Inf,26]	0.0544515	0.0281095	0.0807934
sal	Pacific	(26,26.5]	0.2929966	0.2715573	0.3144360
sal	Pacific	(26.5,26.75]	0.3605297	0.3439671	0.3770923
sal	Pacific	(26.75,27]	0.2139745	0.1224761	0.3054729
sal	Pacific	(27,27.25]	-0.1051797	-0.2174083	0.0070488
sal	Pacific	(27.25,27.5]	-0.1547443	-0.3001824	-0.0093061
sal	Pacific	(27.5,27.75]	-0.0825884	-0.2232668	0.0580900
sal	Pacific	(27.75,27.85]	-0.1825678	-0.2952517	-0.0698840
sal	Pacific	(27.85,27.95]	-0.1686347	-0.2575902	-0.0796793
sal	Pacific	(27.95,28.05]	-0.0985355	-0.1304832	-0.0665878
sal	Pacific	(28.05,28.1]	-0.0686419	-0.0785116	-0.0587722
sal	Pacific	(28.1, Inf]	-0.0025934	-0.0091594	0.0039726
silicate	Atlantic	(-Inf,26.5]	-0.2529534	-0.4267230	-0.0791838
silicate	Atlantic	(26.5,26.75]	-0.1204009	-0.2270242	-0.0137776
silicate	Atlantic	(26.75,27]	-0.1391022	-0.2111132	-0.0670913
silicate	Atlantic	(27,27.25]	-0.2805644	-0.4336010	-0.1275279
silicate	Atlantic	(27.25,27.5]	-0.4386690	-0.5687808	-0.3085573
silicate	Atlantic	(27.5,27.75]	-0.4928167	-0.5967887	-0.3888446
silicate	Atlantic	(27.75,27.85]	-0.4062483	-0.4737736	-0.3387229
silicate	Atlantic	(27.85,27.95]	-0.3006611	-0.3066768	-0.2946455
silicate	Atlantic	(27.95,28.05]	-0.2724671	-0.2725085	-0.2724258
silicate	Atlantic	(28.05,28.1]	-0.2393526	-0.2683819	-0.2103232
silicate	Atlantic	(28.1,28.15]	-0.2635204	-0.2835849	-0.2434559
silicate	Atlantic	(28.15,28.2]	-0.4851633	-0.5862467	-0.3840800
silicate	Atlantic	(28.2, Inf]	-0.5196650	-0.6079265	-0.4314035
silicate	Indian	(-Inf,26]	-0.5673692	-0.6294638	-0.5052747
silicate	Indian	(26,26.5]	-0.5945170	-0.6362147	-0.5528193
silicate	Indian	(26.5,26.75]	-0.3897177	-0.4080841	-0.3713513
silicate	Indian	(26.75,27]	-0.4484065	-0.4713308	-0.4254823
silicate	Indian	(27,27.25]	-0.0665940	-0.1073237	-0.0258643
silicate	Indian	(27.25,27.5]	0.0647476	0.0196505	0.1098447
silicate	Indian	(27.5,27.75]	0.0213416	-0.0513088	0.0939920
silicate	Indian	(27.75,27.85]	-0.1400398	-0.1893258	-0.0907539
silicate	Indian	(27.85,27.95]	-0.1453947	-0.1696079	-0.1211815
silicate	Indian	(27.95,28.05]	-0.1867258	-0.1892793	-0.1841723
silicate	Indian	(28.05,28.1]	-0.1346841	-0.1682204	-0.1011478
silicate	Indian	(28.1, Inf]	-0.0968280	-0.1799402	-0.0137158
silicate	Pacific	(-Inf,26]	-0.2555715	-0.2681252	-0.2430179
silicate	Pacific	(26,26.5]	-0.3589753	-0.5466738	-0.1712767
silicate	Pacific	(26.5,26.75]	-0.3622282	-0.5073197	-0.2171368
silicate	Pacific	(26.75,27]	-0.2605977	-0.3281536	-0.1930419
silicate	Pacific	(27,27.25]	0.0715278	0.0511754	0.0918803
silicate	Pacific	(27.25,27.5]	0.2186945	0.1985440	0.2388451
silicate	Pacific	(27.5,27.75]	0.1531047	0.0295664	0.2766430
silicate	Pacific	(27.75,27.85]	0.1511232	0.1466898	0.1555566
silicate	Pacific	(27.85,27.95]	0.1197805	0.1052255	0.1343355
silicate	Pacific	(27.95,28.05]	0.0693580	0.0672145	0.0715016
silicate	Pacific	(28.05,28.1]	-0.0665993	-0.1575065	0.0243079
silicate	Pacific	(28.1, Inf]	-0.1213246	-0.1691546	-0.0734945
temp	Atlantic	(-Inf,26.5]	0.0892131	0.0760748	0.1023513
temp	Atlantic	(26.5,26.75]	0.1356771	0.0907077	0.1806464
temp	Atlantic	(26.75,27]	0.1484694	0.0872226	0.2097162
temp	Atlantic	(27,27.25]	0.3704303	0.2622562	0.4786043
temp	Atlantic	(27.25,27.5]	0.4789101	0.3525997	0.6052204
temp	Atlantic	(27.5,27.75]	0.4042587	0.2632437	0.5452736
temp	Atlantic	(27.75,27.85]	0.3072738	0.2192326	0.3953150
temp	Atlantic	(27.85,27.95]	0.2027475	0.1648907	0.2406042
temp	Atlantic	(27.95,28.05]	0.1854642	0.1829157	0.1880127
temp	Atlantic	(28.05,28.1]	0.1496580	0.1242343	0.1750817
temp	Atlantic	(28.1,28.15]	0.1840881	0.1615906	0.2065855
temp	Atlantic	(28.15,28.2]	0.1657556	0.1580576	0.1734537
temp	Atlantic	(28.2, Inf]	0.1989917	0.1855449	0.2124386
temp	Indian	(-Inf,26]	-0.0836677	-0.1070829	-0.0602526
temp	Indian	(26,26.5]	0.2870859	0.2581502	0.3160216
temp	Indian	(26.5,26.75]	0.1336840	0.0827357	0.1846322
temp	Indian	(26.75,27]	0.2389900	0.0889949	0.3889851
temp	Indian	(27,27.25]	0.3151537	0.0684337	0.5618738
temp	Indian	(27.25,27.5]	0.1420333	0.0202973	0.2637692
temp	Indian	(27.5,27.75]	-0.0454527	-0.1491499	0.0582445
temp	Indian	(27.75,27.85]	-0.1004717	-0.2429809	0.0420375
temp	Indian	(27.85,27.95]	-0.1459630	-0.1901645	-0.1017615
temp	Indian	(27.95,28.05]	-0.0232330	-0.0625806	0.0161145
temp	Indian	(28.05,28.1]	-0.0508053	-0.0681692	-0.0334414
temp	Indian	(28.1, Inf]	-0.0956588	-0.1134481	-0.0778695
temp	Pacific	(-Inf,26]	-0.1323625	-0.1995542	-0.0651707
temp	Pacific	(26,26.5]	0.2556660	0.2348657	0.2764663
temp	Pacific	(26.5,26.75]	0.3634887	0.3519662	0.3750111
temp	Pacific	(26.75,27]	0.2162068	0.1404278	0.2919857
temp	Pacific	(27,27.25]	-0.0831392	-0.1597110	-0.0065674
temp	Pacific	(27.25,27.5]	-0.1718768	-0.2988213	-0.0449322
temp	Pacific	(27.5,27.75]	-0.0897881	-0.2741984	0.0946221
temp	Pacific	(27.75,27.85]	-0.1616373	-0.2912662	-0.0320083
temp	Pacific	(27.85,27.95]	-0.1244961	-0.2238095	-0.0251826
temp	Pacific	(27.95,28.05]	-0.0386832	-0.1010507	0.0236843
temp	Pacific	(28.05,28.1]	0.0347232	0.0096549	0.0597915
temp	Pacific	(28.1, Inf]	0.1149144	0.1069334	0.1228955

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/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_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1