eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-10-21

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: cb7624b

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 cb7624b. 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

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	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
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
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
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
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
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
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
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]	0.9165441	0.9125221	0.9205662
aou + nitrate	Atlantic	(26.5,26.75]	0.9645365	0.9595988	0.9694743
aou + nitrate	Atlantic	(26.75,27]	0.9435032	0.9428750	0.9441313
aou + nitrate	Atlantic	(27,27.25]	0.8767109	0.8472265	0.9061953
aou + nitrate	Atlantic	(27.25,27.5]	0.8176352	0.7813033	0.8539672
aou + nitrate	Atlantic	(27.5,27.75]	0.8821318	0.8669455	0.8973181
aou + nitrate	Atlantic	(27.75,27.85]	0.9138753	0.9114247	0.9163259
aou + nitrate	Atlantic	(27.85,27.95]	0.9354393	0.9316300	0.9392486
aou + nitrate	Atlantic	(27.95,28.05]	0.9267766	0.9168004	0.9367528
aou + nitrate	Atlantic	(28.05,28.1]	0.9591379	0.9547839	0.9634918
aou + nitrate	Atlantic	(28.1,28.15]	0.9801770	0.9793927	0.9809613
aou + nitrate	Atlantic	(28.15,28.2]	0.9832730	0.9806293	0.9859166
aou + nitrate	Atlantic	(28.2, Inf]	0.7957512	0.7197018	0.8718007
aou + nitrate	Indian	(-Inf,26]	0.9910109	0.9881791	0.9938427
aou + nitrate	Indian	(26,26.5]	0.9846822	0.9811064	0.9882580
aou + nitrate	Indian	(26.5,26.75]	0.9742361	0.9719651	0.9765071
aou + nitrate	Indian	(26.75,27]	0.9300638	0.9172975	0.9428300
aou + nitrate	Indian	(27,27.25]	0.8399751	0.8019847	0.8779656
aou + nitrate	Indian	(27.25,27.5]	0.8689060	0.8559675	0.8818446
aou + nitrate	Indian	(27.5,27.75]	0.8903550	0.8828480	0.8978621
aou + nitrate	Indian	(27.75,27.85]	0.8524576	0.8018605	0.9030547
aou + nitrate	Indian	(27.85,27.95]	0.8406720	0.8119335	0.8694105
aou + nitrate	Indian	(27.95,28.05]	0.7846919	0.7018563	0.8675276
aou + nitrate	Indian	(28.05,28.1]	0.8781308	0.8264137	0.9298479
aou + nitrate	Indian	(28.1, Inf]	0.5794471	0.4859584	0.6729358
aou + nitrate	Pacific	(-Inf,26]	0.8820580	0.8635684	0.9005476
aou + nitrate	Pacific	(26,26.5]	0.8992800	0.8827340	0.9158261
aou + nitrate	Pacific	(26.5,26.75]	0.8872927	0.8731558	0.9014296
aou + nitrate	Pacific	(26.75,27]	0.9183752	0.9157903	0.9209601
aou + nitrate	Pacific	(27,27.25]	0.9756252	0.9745816	0.9766689
aou + nitrate	Pacific	(27.25,27.5]	0.9787810	0.9761856	0.9813765
aou + nitrate	Pacific	(27.5,27.75]	0.9788169	0.9745666	0.9830672
aou + nitrate	Pacific	(27.75,27.85]	0.9856173	0.9816137	0.9896208
aou + nitrate	Pacific	(27.85,27.95]	0.9843789	0.9807487	0.9880090
aou + nitrate	Pacific	(27.95,28.05]	0.9713910	0.9683609	0.9744210
aou + nitrate	Pacific	(28.05,28.1]	0.9604175	0.9550579	0.9657771
aou + nitrate	Pacific	(28.1, Inf]	0.9279741	0.8912153	0.9647328
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8971402	-0.9095297	-0.8847507
aou + oxygen	Atlantic	(26.5,26.75]	-0.9687364	-0.9723262	-0.9651466
aou + oxygen	Atlantic	(26.75,27]	-0.9756125	-0.9802952	-0.9709299
aou + oxygen	Atlantic	(27,27.25]	-0.9622853	-0.9626348	-0.9619358
aou + oxygen	Atlantic	(27.25,27.5]	-0.9385404	-0.9450846	-0.9319962
aou + oxygen	Atlantic	(27.5,27.75]	-0.9304871	-0.9425861	-0.9183881
aou + oxygen	Atlantic	(27.75,27.85]	-0.9465704	-0.9498506	-0.9432902
aou + oxygen	Atlantic	(27.85,27.95]	-0.9714873	-0.9719351	-0.9710394
aou + oxygen	Atlantic	(27.95,28.05]	-0.9732710	-0.9744001	-0.9721420
aou + oxygen	Atlantic	(28.05,28.1]	-0.9806270	-0.9826377	-0.9786164
aou + oxygen	Atlantic	(28.1,28.15]	-0.9905922	-0.9914202	-0.9897642
aou + oxygen	Atlantic	(28.15,28.2]	-0.9946514	-0.9956474	-0.9936555
aou + oxygen	Atlantic	(28.2, Inf]	-0.9790841	-0.9820393	-0.9761290
aou + oxygen	Indian	(-Inf,26]	-0.9956694	-0.9964271	-0.9949117
aou + oxygen	Indian	(26,26.5]	-0.9968602	-0.9969498	-0.9967706
aou + oxygen	Indian	(26.5,26.75]	-0.9974277	-0.9975749	-0.9972805
aou + oxygen	Indian	(26.75,27]	-0.9946998	-0.9967316	-0.9926680
aou + oxygen	Indian	(27,27.25]	-0.9941659	-0.9958596	-0.9924722
aou + oxygen	Indian	(27.25,27.5]	-0.9955470	-0.9956822	-0.9954119
aou + oxygen	Indian	(27.5,27.75]	-0.9962531	-0.9966070	-0.9958992
aou + oxygen	Indian	(27.75,27.85]	-0.9972979	-0.9979905	-0.9966054
aou + oxygen	Indian	(27.85,27.95]	-0.9948868	-0.9953719	-0.9944017
aou + oxygen	Indian	(27.95,28.05]	-0.9898175	-0.9912341	-0.9884008
aou + oxygen	Indian	(28.05,28.1]	-0.9899149	-0.9949827	-0.9848470
aou + oxygen	Indian	(28.1, Inf]	-0.9856934	-0.9876534	-0.9837333
aou + oxygen	Pacific	(-Inf,26]	-0.8885681	-0.9021297	-0.8750064
aou + oxygen	Pacific	(26,26.5]	-0.9823833	-0.9895999	-0.9751668
aou + oxygen	Pacific	(26.5,26.75]	-0.9849617	-0.9905508	-0.9793727
aou + oxygen	Pacific	(26.75,27]	-0.9775520	-0.9780810	-0.9770231
aou + oxygen	Pacific	(27,27.25]	-0.9939649	-0.9944618	-0.9934681
aou + oxygen	Pacific	(27.25,27.5]	-0.9958081	-0.9962835	-0.9953327
aou + oxygen	Pacific	(27.5,27.75]	-0.9960717	-0.9971111	-0.9950324
aou + oxygen	Pacific	(27.75,27.85]	-0.9986058	-0.9990624	-0.9981491
aou + oxygen	Pacific	(27.85,27.95]	-0.9986579	-0.9991714	-0.9981444
aou + oxygen	Pacific	(27.95,28.05]	-0.9976037	-0.9987811	-0.9964263
aou + oxygen	Pacific	(28.05,28.1]	-0.9975860	-0.9991286	-0.9960433
aou + oxygen	Pacific	(28.1, Inf]	-0.9938508	-0.9963399	-0.9913617
aou + phosphate	Atlantic	(-Inf,26.5]	0.7910120	0.7879802	0.7940439
aou + phosphate	Atlantic	(26.5,26.75]	0.9113382	0.9025294	0.9201470
aou + phosphate	Atlantic	(26.75,27]	0.8955996	0.8921373	0.8990619
aou + phosphate	Atlantic	(27,27.25]	0.8250363	0.7857655	0.8643072
aou + phosphate	Atlantic	(27.25,27.5]	0.7691660	0.7260638	0.8122681
aou + phosphate	Atlantic	(27.5,27.75]	0.8512458	0.8358327	0.8666588
aou + phosphate	Atlantic	(27.75,27.85]	0.8866981	0.8866482	0.8867481
aou + phosphate	Atlantic	(27.85,27.95]	0.9251623	0.9195688	0.9307558
aou + phosphate	Atlantic	(27.95,28.05]	0.9240412	0.9144762	0.9336062
aou + phosphate	Atlantic	(28.05,28.1]	0.9541300	0.9488173	0.9594427
aou + phosphate	Atlantic	(28.1,28.15]	0.9756860	0.9725888	0.9787833
aou + phosphate	Atlantic	(28.15,28.2]	0.9829183	0.9804338	0.9854028
aou + phosphate	Atlantic	(28.2, Inf]	0.7961981	0.7225839	0.8698122
aou + phosphate	Indian	(-Inf,26]	0.9956150	0.9953032	0.9959269
aou + phosphate	Indian	(26,26.5]	0.9943403	0.9921217	0.9965589
aou + phosphate	Indian	(26.5,26.75]	0.9854780	0.9783849	0.9925711
aou + phosphate	Indian	(26.75,27]	0.9512095	0.9313672	0.9710517
aou + phosphate	Indian	(27,27.25]	0.8914080	0.8286461	0.9541698
aou + phosphate	Indian	(27.25,27.5]	0.9318664	0.9111677	0.9525651
aou + phosphate	Indian	(27.5,27.75]	0.9540988	0.9475123	0.9606853
aou + phosphate	Indian	(27.75,27.85]	0.9213328	0.8951106	0.9475550
aou + phosphate	Indian	(27.85,27.95]	0.8746358	0.8306403	0.9186314
aou + phosphate	Indian	(27.95,28.05]	0.8141644	0.7324720	0.8958569
aou + phosphate	Indian	(28.05,28.1]	0.8923118	0.8367278	0.9478958
aou + phosphate	Indian	(28.1, Inf]	0.5936205	0.4861213	0.7011198
aou + phosphate	Pacific	(-Inf,26]	0.9080915	0.8988112	0.9173719
aou + phosphate	Pacific	(26,26.5]	0.9518485	0.9435060	0.9601910
aou + phosphate	Pacific	(26.5,26.75]	0.9292212	0.9127764	0.9456660
aou + phosphate	Pacific	(26.75,27]	0.9244264	0.9225934	0.9262593
aou + phosphate	Pacific	(27,27.25]	0.9800297	0.9787922	0.9812671
aou + phosphate	Pacific	(27.25,27.5]	0.9830605	0.9815300	0.9845910
aou + phosphate	Pacific	(27.5,27.75]	0.9790859	0.9746598	0.9835121
aou + phosphate	Pacific	(27.75,27.85]	0.9830764	0.9785472	0.9876057
aou + phosphate	Pacific	(27.85,27.95]	0.9829518	0.9793536	0.9865501
aou + phosphate	Pacific	(27.95,28.05]	0.9736023	0.9687425	0.9784620
aou + phosphate	Pacific	(28.05,28.1]	0.9625899	0.9551587	0.9700211
aou + phosphate	Pacific	(28.1, Inf]	0.9147016	0.8724512	0.9569519
aou + silicate	Atlantic	(-Inf,26.5]	0.6942607	0.6570542	0.7314673
aou + silicate	Atlantic	(26.5,26.75]	0.8945025	0.8929283	0.8960766
aou + silicate	Atlantic	(26.75,27]	0.8754533	0.8701835	0.8807231
aou + silicate	Atlantic	(27,27.25]	0.7970085	0.7514047	0.8426124
aou + silicate	Atlantic	(27.25,27.5]	0.6260427	0.5524949	0.6995905
aou + silicate	Atlantic	(27.5,27.75]	0.6771899	0.6502256	0.7041542
aou + silicate	Atlantic	(27.75,27.85]	0.7958761	0.7830927	0.8086595
aou + silicate	Atlantic	(27.85,27.95]	0.8608964	0.8429207	0.8788720
aou + silicate	Atlantic	(27.95,28.05]	0.9082503	0.8947200	0.9217806
aou + silicate	Atlantic	(28.05,28.1]	0.9610817	0.9561444	0.9660190
aou + silicate	Atlantic	(28.1,28.15]	0.9782449	0.9759791	0.9805107
aou + silicate	Atlantic	(28.15,28.2]	0.9855080	0.9852560	0.9857600
aou + silicate	Atlantic	(28.2, Inf]	0.8304492	0.7836197	0.8772786
aou + silicate	Indian	(-Inf,26]	0.9165248	0.8761919	0.9568576
aou + silicate	Indian	(26,26.5]	0.9387724	0.9182665	0.9592784
aou + silicate	Indian	(26.5,26.75]	0.9531598	0.9354997	0.9708199
aou + silicate	Indian	(26.75,27]	0.9693547	0.9609852	0.9777242
aou + silicate	Indian	(27,27.25]	0.9123986	0.9081880	0.9166092
aou + silicate	Indian	(27.25,27.5]	0.8867251	0.8662213	0.9072289
aou + silicate	Indian	(27.5,27.75]	0.8585082	0.8196141	0.8974022
aou + silicate	Indian	(27.75,27.85]	0.8590232	0.8529674	0.8650790
aou + silicate	Indian	(27.85,27.95]	0.8264986	0.7883644	0.8646328
aou + silicate	Indian	(27.95,28.05]	0.8497546	0.8093472	0.8901620
aou + silicate	Indian	(28.05,28.1]	0.9422394	0.9323121	0.9521666
aou + silicate	Indian	(28.1, Inf]	0.4400112	0.3562411	0.5237812
aou + silicate	Pacific	(-Inf,26]	0.5519681	0.5360632	0.5678731
aou + silicate	Pacific	(26,26.5]	0.5818145	0.5787741	0.5848548
aou + silicate	Pacific	(26.5,26.75]	0.4166639	0.3415336	0.4917942
aou + silicate	Pacific	(26.75,27]	0.5994221	0.5049367	0.6939075
aou + silicate	Pacific	(27,27.25]	0.8840491	0.8597400	0.9083582
aou + silicate	Pacific	(27.25,27.5]	0.9062233	0.8831170	0.9293296
aou + silicate	Pacific	(27.5,27.75]	0.9236555	0.9032536	0.9440573
aou + silicate	Pacific	(27.75,27.85]	0.9742135	0.9733887	0.9750382
aou + silicate	Pacific	(27.85,27.95]	0.9671425	0.9670959	0.9671892
aou + silicate	Pacific	(27.95,28.05]	0.9487771	0.9440323	0.9535218
aou + silicate	Pacific	(28.05,28.1]	0.9549394	0.9484299	0.9614489
aou + silicate	Pacific	(28.1, Inf]	0.8643225	0.8621708	0.8664742
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8084069	0.7842137	0.8326000
nitrate + silicate	Atlantic	(26.5,26.75]	0.9507615	0.9393646	0.9621584
nitrate + silicate	Atlantic	(26.75,27]	0.9472314	0.9381643	0.9562984
nitrate + silicate	Atlantic	(27,27.25]	0.9407451	0.9306434	0.9508468
nitrate + silicate	Atlantic	(27.25,27.5]	0.9085589	0.8928724	0.9242454
nitrate + silicate	Atlantic	(27.5,27.75]	0.8980271	0.8939956	0.9020585
nitrate + silicate	Atlantic	(27.75,27.85]	0.9413267	0.9330913	0.9495622
nitrate + silicate	Atlantic	(27.85,27.95]	0.9653761	0.9566308	0.9741215
nitrate + silicate	Atlantic	(27.95,28.05]	0.9809504	0.9773431	0.9845578
nitrate + silicate	Atlantic	(28.05,28.1]	0.9901361	0.9894267	0.9908455
nitrate + silicate	Atlantic	(28.1,28.15]	0.9922266	0.9920236	0.9924295
nitrate + silicate	Atlantic	(28.15,28.2]	0.9917598	0.9915772	0.9919425
nitrate + silicate	Atlantic	(28.2, Inf]	0.9568618	0.9326327	0.9810910
nitrate + silicate	Indian	(-Inf,26]	0.9422885	0.9205705	0.9640064
nitrate + silicate	Indian	(26,26.5]	0.9552735	0.9480282	0.9625187
nitrate + silicate	Indian	(26.5,26.75]	0.9582449	0.9544221	0.9620676
nitrate + silicate	Indian	(26.75,27]	0.9384536	0.9262683	0.9506390
nitrate + silicate	Indian	(27,27.25]	0.9269242	0.9230395	0.9308090
nitrate + silicate	Indian	(27.25,27.5]	0.9302586	0.9252477	0.9352696
nitrate + silicate	Indian	(27.5,27.75]	0.8443566	0.8351405	0.8535726
nitrate + silicate	Indian	(27.75,27.85]	0.7706095	0.7405211	0.8006978
nitrate + silicate	Indian	(27.85,27.95]	0.8323890	0.8237465	0.8410315
nitrate + silicate	Indian	(27.95,28.05]	0.8926609	0.8747322	0.9105896
nitrate + silicate	Indian	(28.05,28.1]	0.9429200	0.9254117	0.9604283
nitrate + silicate	Indian	(28.1, Inf]	0.8102555	0.7866001	0.8339108
nitrate + silicate	Pacific	(-Inf,26]	0.7970148	0.7829187	0.8111109
nitrate + silicate	Pacific	(26,26.5]	0.7745391	0.7438121	0.8052661
nitrate + silicate	Pacific	(26.5,26.75]	0.6707436	0.5821954	0.7592919
nitrate + silicate	Pacific	(26.75,27]	0.7822847	0.7248161	0.8397533
nitrate + silicate	Pacific	(27,27.25]	0.8976939	0.8742459	0.9211418
nitrate + silicate	Pacific	(27.25,27.5]	0.8711115	0.8381021	0.9041209
nitrate + silicate	Pacific	(27.5,27.75]	0.8794768	0.8513328	0.9076208
nitrate + silicate	Pacific	(27.75,27.85]	0.9501574	0.9482626	0.9520522
nitrate + silicate	Pacific	(27.85,27.95]	0.9559711	0.9553140	0.9566282
nitrate + silicate	Pacific	(27.95,28.05]	0.9339803	0.9185449	0.9494157
nitrate + silicate	Pacific	(28.05,28.1]	0.9264177	0.9160743	0.9367611
nitrate + silicate	Pacific	(28.1, Inf]	0.8824982	0.8468646	0.9181317
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6858803	-0.7111738	-0.6605868
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8753695	-0.8932236	-0.8575154
oxygen + nitrate	Atlantic	(26.75,27]	-0.8540160	-0.8651034	-0.8429285
oxygen + nitrate	Atlantic	(27,27.25]	-0.7295846	-0.7743182	-0.6848510
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5918474	-0.6560110	-0.5276839
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6752006	-0.7269383	-0.6234630
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7451663	-0.7560718	-0.7342608
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8338197	-0.8393118	-0.8283276
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8289251	-0.8451789	-0.8126713
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8931566	-0.9046199	-0.8816934
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9492564	-0.9530682	-0.9454445
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9680429	-0.9723602	-0.9637256
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6787561	-0.7889990	-0.5685131
oxygen + nitrate	Indian	(-Inf,26]	-0.9779693	-0.9836076	-0.9723310
oxygen + nitrate	Indian	(26,26.5]	-0.9698041	-0.9755252	-0.9640830
oxygen + nitrate	Indian	(26.5,26.75]	-0.9573424	-0.9604490	-0.9542359
oxygen + nitrate	Indian	(26.75,27]	-0.8888389	-0.9141459	-0.8635318
oxygen + nitrate	Indian	(27,27.25]	-0.7791974	-0.8342456	-0.7241492
oxygen + nitrate	Indian	(27.25,27.5]	-0.8227055	-0.8365989	-0.8088120
oxygen + nitrate	Indian	(27.5,27.75]	-0.8623856	-0.8755771	-0.8491941
oxygen + nitrate	Indian	(27.75,27.85]	-0.8310684	-0.8884210	-0.7737158
oxygen + nitrate	Indian	(27.85,27.95]	-0.7952988	-0.8298131	-0.7607846
oxygen + nitrate	Indian	(27.95,28.05]	-0.6998327	-0.8032916	-0.5963739
oxygen + nitrate	Indian	(28.05,28.1]	-0.8119461	-0.8966029	-0.7272893
oxygen + nitrate	Indian	(28.1, Inf]	-0.4520148	-0.5633939	-0.3406356
oxygen + nitrate	Pacific	(-Inf,26]	-0.6154235	-0.6711450	-0.5597020
oxygen + nitrate	Pacific	(26,26.5]	-0.8186148	-0.8650996	-0.7721301
oxygen + nitrate	Pacific	(26.5,26.75]	-0.8094333	-0.8491756	-0.7696909
oxygen + nitrate	Pacific	(26.75,27]	-0.8253534	-0.8299187	-0.8207882
oxygen + nitrate	Pacific	(27,27.25]	-0.9533928	-0.9550281	-0.9517576
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9697967	-0.9716484	-0.9679450
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9735512	-0.9787040	-0.9683984
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9839726	-0.9898255	-0.9781196
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9829475	-0.9878313	-0.9780636
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9638949	-0.9713051	-0.9564847
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9492551	-0.9600541	-0.9384561
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8911321	-0.9445579	-0.8377063
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.4829246	-0.5055732	-0.4602759
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7851780	-0.8095565	-0.7607996
oxygen + phosphate	Atlantic	(26.75,27]	-0.7821632	-0.7993768	-0.7649496
oxygen + phosphate	Atlantic	(27,27.25]	-0.6546463	-0.7089578	-0.6003349
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5205077	-0.5925514	-0.4484640
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6233520	-0.6751274	-0.5715767
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7005051	-0.7082380	-0.6927722
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8168018	-0.8246220	-0.8089815
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8234731	-0.8394957	-0.8074505
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8847996	-0.8971865	-0.8724128
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9416555	-0.9480929	-0.9352181
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9670826	-0.9713028	-0.9628625
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6781978	-0.7862156	-0.5701801
oxygen + phosphate	Indian	(-Inf,26]	-0.9872759	-0.9875927	-0.9869592
oxygen + phosphate	Indian	(26,26.5]	-0.9852235	-0.9898533	-0.9805937
oxygen + phosphate	Indian	(26.5,26.75]	-0.9735039	-0.9847375	-0.9622703
oxygen + phosphate	Indian	(26.75,27]	-0.9172032	-0.9522686	-0.8821378
oxygen + phosphate	Indian	(27,27.25]	-0.8424972	-0.9287302	-0.7562643
oxygen + phosphate	Indian	(27.25,27.5]	-0.8996697	-0.9271660	-0.8721734
oxygen + phosphate	Indian	(27.5,27.75]	-0.9398900	-0.9459113	-0.9338687
oxygen + phosphate	Indian	(27.75,27.85]	-0.9017137	-0.9326488	-0.8707785
oxygen + phosphate	Indian	(27.85,27.95]	-0.8292835	-0.8821155	-0.7764515
oxygen + phosphate	Indian	(27.95,28.05]	-0.7324170	-0.8354435	-0.6293906
oxygen + phosphate	Indian	(28.05,28.1]	-0.8286771	-0.9177636	-0.7395906
oxygen + phosphate	Indian	(28.1, Inf]	-0.4670025	-0.5950596	-0.3389453
oxygen + phosphate	Pacific	(-Inf,26]	-0.7020279	-0.7416422	-0.6624135
oxygen + phosphate	Pacific	(26,26.5]	-0.8842379	-0.9144557	-0.8540201
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8574018	-0.8964123	-0.8183912
oxygen + phosphate	Pacific	(26.75,27]	-0.8295033	-0.8337043	-0.8253024
oxygen + phosphate	Pacific	(27,27.25]	-0.9574483	-0.9586850	-0.9562116
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9737338	-0.9751085	-0.9723590
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9752330	-0.9803844	-0.9700815
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9827632	-0.9887245	-0.9768019
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9816149	-0.9865782	-0.9766516
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9661508	-0.9752404	-0.9570613
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9521485	-0.9653951	-0.9389019
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8767663	-0.9365543	-0.8169783
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.4142646	-0.4337086	-0.3948205
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7793108	-0.7903088	-0.7683128
oxygen + silicate	Atlantic	(26.75,27]	-0.7702435	-0.7778171	-0.7626699
oxygen + silicate	Atlantic	(27,27.25]	-0.6309815	-0.6900722	-0.5718909
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3559803	-0.4583277	-0.2536329
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4191999	-0.4840394	-0.3543603
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6013126	-0.6090267	-0.5935984
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7327065	-0.7553588	-0.7100542
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7958838	-0.8180196	-0.7737479
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8935223	-0.9060153	-0.8810293
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9461648	-0.9517138	-0.9406157
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9757364	-0.9769510	-0.9745217
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7287113	-0.8000176	-0.6574051
oxygen + silicate	Indian	(-Inf,26]	-0.8910267	-0.9428391	-0.8392143
oxygen + silicate	Indian	(26,26.5]	-0.9211375	-0.9478127	-0.8944623
oxygen + silicate	Indian	(26.5,26.75]	-0.9400674	-0.9627751	-0.9173597
oxygen + silicate	Indian	(26.75,27]	-0.9535336	-0.9615155	-0.9455516
oxygen + silicate	Indian	(27,27.25]	-0.8722149	-0.8852704	-0.8591593
oxygen + silicate	Indian	(27.25,27.5]	-0.8465321	-0.8704426	-0.8226215
oxygen + silicate	Indian	(27.5,27.75]	-0.8208945	-0.8674812	-0.7743078
oxygen + silicate	Indian	(27.75,27.85]	-0.8340344	-0.8428819	-0.8251869
oxygen + silicate	Indian	(27.85,27.95]	-0.7799410	-0.8285781	-0.7313038
oxygen + silicate	Indian	(27.95,28.05]	-0.7801932	-0.8367537	-0.7236327
oxygen + silicate	Indian	(28.05,28.1]	-0.8997458	-0.9297287	-0.8697629
oxygen + silicate	Indian	(28.1, Inf]	-0.3050188	-0.4005485	-0.2094891
oxygen + silicate	Pacific	(-Inf,26]	-0.2219446	-0.2745010	-0.1693882
oxygen + silicate	Pacific	(26,26.5]	-0.4539627	-0.4804542	-0.4274711
oxygen + silicate	Pacific	(26.5,26.75]	-0.2758073	-0.3252692	-0.2263454
oxygen + silicate	Pacific	(26.75,27]	-0.4342501	-0.5432684	-0.3252318
oxygen + silicate	Pacific	(27,27.25]	-0.8352861	-0.8663714	-0.8042008
oxygen + silicate	Pacific	(27.25,27.5]	-0.8704296	-0.9001402	-0.8407191
oxygen + silicate	Pacific	(27.5,27.75]	-0.8935551	-0.9231188	-0.8639914
oxygen + silicate	Pacific	(27.75,27.85]	-0.9675696	-0.9704791	-0.9646601
oxygen + silicate	Pacific	(27.85,27.95]	-0.9591866	-0.9608122	-0.9575610
oxygen + silicate	Pacific	(27.95,28.05]	-0.9328992	-0.9343969	-0.9314014
oxygen + silicate	Pacific	(28.05,28.1]	-0.9416480	-0.9439405	-0.9393556
oxygen + silicate	Pacific	(28.1, Inf]	-0.8290125	-0.8375083	-0.8205167
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9031574	0.8979193	0.9083954
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9812234	0.9798638	0.9825830
phosphate + nitrate	Atlantic	(26.75,27]	0.9876465	0.9868597	0.9884334
phosphate + nitrate	Atlantic	(27,27.25]	0.9906173	0.9894571	0.9917775
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9930276	0.9921001	0.9939550
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9940940	0.9940168	0.9941711
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9933103	0.9922624	0.9943582
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9922614	0.9906352	0.9938875
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9918760	0.9902455	0.9935064
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9925350	0.9915366	0.9935334
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9947852	0.9943557	0.9952148
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9974464	0.9973852	0.9975076
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9911724	0.9867118	0.9956331
phosphate + nitrate	Indian	(-Inf,26]	0.9936354	0.9899157	0.9973551
phosphate + nitrate	Indian	(26,26.5]	0.9903815	0.9836788	0.9970842
phosphate + nitrate	Indian	(26.5,26.75]	0.9910810	0.9849140	0.9972480
phosphate + nitrate	Indian	(26.75,27]	0.9864350	0.9775001	0.9953699
phosphate + nitrate	Indian	(27,27.25]	0.9623208	0.9355909	0.9890508
phosphate + nitrate	Indian	(27.25,27.5]	0.9532831	0.9273809	0.9791854
phosphate + nitrate	Indian	(27.5,27.75]	0.9332323	0.9289143	0.9375502
phosphate + nitrate	Indian	(27.75,27.85]	0.9223393	0.9043835	0.9402951
phosphate + nitrate	Indian	(27.85,27.95]	0.9508382	0.9485755	0.9531009
phosphate + nitrate	Indian	(27.95,28.05]	0.9734803	0.9723133	0.9746472
phosphate + nitrate	Indian	(28.05,28.1]	0.9774483	0.9716084	0.9832883
phosphate + nitrate	Indian	(28.1, Inf]	0.9167245	0.9115733	0.9218756
phosphate + nitrate	Pacific	(-Inf,26]	0.9414169	0.9362827	0.9465510
phosphate + nitrate	Pacific	(26,26.5]	0.9450330	0.9408060	0.9492601
phosphate + nitrate	Pacific	(26.5,26.75]	0.9428437	0.9339858	0.9517017
phosphate + nitrate	Pacific	(26.75,27]	0.9770529	0.9736539	0.9804520
phosphate + nitrate	Pacific	(27,27.25]	0.9890302	0.9876893	0.9903712
phosphate + nitrate	Pacific	(27.25,27.5]	0.9899614	0.9875632	0.9923597
phosphate + nitrate	Pacific	(27.5,27.75]	0.9884824	0.9838701	0.9930946
phosphate + nitrate	Pacific	(27.75,27.85]	0.9864378	0.9815100	0.9913656
phosphate + nitrate	Pacific	(27.85,27.95]	0.9827083	0.9776266	0.9877901
phosphate + nitrate	Pacific	(27.95,28.05]	0.9660974	0.9643770	0.9678179
phosphate + nitrate	Pacific	(28.05,28.1]	0.9488373	0.9440836	0.9535909
phosphate + nitrate	Pacific	(28.1, Inf]	0.9422142	0.9121901	0.9722383
phosphate + silicate	Atlantic	(-Inf,26.5]	0.8958151	0.8667901	0.9248401
phosphate + silicate	Atlantic	(26.5,26.75]	0.9585446	0.9472960	0.9697931
phosphate + silicate	Atlantic	(26.75,27]	0.9540157	0.9472510	0.9607805
phosphate + silicate	Atlantic	(27,27.25]	0.9512668	0.9444699	0.9580637
phosphate + silicate	Atlantic	(27.25,27.5]	0.9289848	0.9180651	0.9399046
phosphate + silicate	Atlantic	(27.5,27.75]	0.9127744	0.9089669	0.9165819
phosphate + silicate	Atlantic	(27.75,27.85]	0.9470520	0.9403556	0.9537484
phosphate + silicate	Atlantic	(27.85,27.95]	0.9685434	0.9612101	0.9758766
phosphate + silicate	Atlantic	(27.95,28.05]	0.9823833	0.9801927	0.9845738
phosphate + silicate	Atlantic	(28.05,28.1]	0.9900545	0.9895750	0.9905340
phosphate + silicate	Atlantic	(28.1,28.15]	0.9924924	0.9924177	0.9925671
phosphate + silicate	Atlantic	(28.15,28.2]	0.9913879	0.9911876	0.9915882
phosphate + silicate	Atlantic	(28.2, Inf]	0.9601206	0.9388234	0.9814178
phosphate + silicate	Indian	(-Inf,26]	0.9272449	0.8908147	0.9636751
phosphate + silicate	Indian	(26,26.5]	0.9478317	0.9305965	0.9650669
phosphate + silicate	Indian	(26.5,26.75]	0.9572997	0.9467633	0.9678361
phosphate + silicate	Indian	(26.75,27]	0.9489749	0.9414086	0.9565412
phosphate + silicate	Indian	(27,27.25]	0.9365158	0.9344395	0.9385921
phosphate + silicate	Indian	(27.25,27.5]	0.9217712	0.9008952	0.9426472
phosphate + silicate	Indian	(27.5,27.75]	0.8573148	0.8128510	0.9017785
phosphate + silicate	Indian	(27.75,27.85]	0.8738718	0.8695120	0.8782317
phosphate + silicate	Indian	(27.85,27.95]	0.9003287	0.8994372	0.9012202
phosphate + silicate	Indian	(27.95,28.05]	0.9185559	0.9029064	0.9342053
phosphate + silicate	Indian	(28.05,28.1]	0.9496542	0.9300350	0.9692734
phosphate + silicate	Indian	(28.1, Inf]	0.8028639	0.7847647	0.8209631
phosphate + silicate	Pacific	(-Inf,26]	0.6443092	0.6223113	0.6663071
phosphate + silicate	Pacific	(26,26.5]	0.7164119	0.7054861	0.7273376
phosphate + silicate	Pacific	(26.5,26.75]	0.6251222	0.5376934	0.7125511
phosphate + silicate	Pacific	(26.75,27]	0.7805816	0.7192505	0.8419127
phosphate + silicate	Pacific	(27,27.25]	0.9068074	0.8853251	0.9282898
phosphate + silicate	Pacific	(27.25,27.5]	0.8826296	0.8534889	0.9117703
phosphate + silicate	Pacific	(27.5,27.75]	0.8793402	0.8501346	0.9085458
phosphate + silicate	Pacific	(27.75,27.85]	0.9500123	0.9456905	0.9543341
phosphate + silicate	Pacific	(27.85,27.95]	0.9594680	0.9570751	0.9618609
phosphate + silicate	Pacific	(27.95,28.05]	0.9479026	0.9477404	0.9480647
phosphate + silicate	Pacific	(28.05,28.1]	0.9420188	0.9419806	0.9420570
phosphate + silicate	Pacific	(28.1, Inf]	0.8671603	0.8225588	0.9117619
sal + aou	Atlantic	(-Inf,26.5]	-0.2882790	-0.3282697	-0.2482882
sal + aou	Atlantic	(26.5,26.75]	-0.4357173	-0.4578312	-0.4136034
sal + aou	Atlantic	(26.75,27]	-0.3976193	-0.4371455	-0.3580932
sal + aou	Atlantic	(27,27.25]	-0.3150152	-0.4503220	-0.1797085
sal + aou	Atlantic	(27.25,27.5]	-0.2874392	-0.3916159	-0.1832624
sal + aou	Atlantic	(27.5,27.75]	-0.3655115	-0.3792892	-0.3517338
sal + aou	Atlantic	(27.75,27.85]	-0.2098518	-0.2467150	-0.1729886
sal + aou	Atlantic	(27.85,27.95]	-0.2384465	-0.3401929	-0.1367001
sal + aou	Atlantic	(27.95,28.05]	-0.4217837	-0.5313085	-0.3122590
sal + aou	Atlantic	(28.05,28.1]	-0.6819668	-0.7073361	-0.6565975
sal + aou	Atlantic	(28.1,28.15]	-0.8027123	-0.8090883	-0.7963362
sal + aou	Atlantic	(28.15,28.2]	-0.8844021	-0.8923276	-0.8764765
sal + aou	Atlantic	(28.2, Inf]	-0.4206244	-0.6261250	-0.2151238
sal + aou	Indian	(-Inf,26]	-0.7145026	-0.8441116	-0.5848936
sal + aou	Indian	(26,26.5]	-0.6418071	-0.8063904	-0.4772237
sal + aou	Indian	(26.5,26.75]	-0.2467834	-0.4350412	-0.0585256
sal + aou	Indian	(26.75,27]	0.4534100	0.3059013	0.6009187
sal + aou	Indian	(27,27.25]	0.8468235	0.8270468	0.8666003
sal + aou	Indian	(27.25,27.5]	0.9144845	0.8606190	0.9683500
sal + aou	Indian	(27.5,27.75]	0.9152169	0.8642044	0.9662295
sal + aou	Indian	(27.75,27.85]	0.9376952	0.9169268	0.9584636
sal + aou	Indian	(27.85,27.95]	0.8898312	0.8870937	0.8925688
sal + aou	Indian	(27.95,28.05]	0.6710117	0.6239976	0.7180259
sal + aou	Indian	(28.05,28.1]	0.1273201	0.0166741	0.2379662
sal + aou	Indian	(28.1, Inf]	0.6128704	0.5908899	0.6348509
sal + aou	Pacific	(-Inf,26]	-0.0183627	-0.0271190	-0.0096064
sal + aou	Pacific	(26,26.5]	0.0737019	-0.0965874	0.2439911
sal + aou	Pacific	(26.5,26.75]	0.2201172	0.0121447	0.4280896
sal + aou	Pacific	(26.75,27]	-0.0396205	-0.1818049	0.1025640
sal + aou	Pacific	(27,27.25]	-0.1871670	-0.2381802	-0.1361538
sal + aou	Pacific	(27.25,27.5]	0.0627359	-0.0082980	0.1337699
sal + aou	Pacific	(27.5,27.75]	0.0133497	-0.0670196	0.0937190
sal + aou	Pacific	(27.75,27.85]	-0.2897436	-0.4541694	-0.1253177
sal + aou	Pacific	(27.85,27.95]	-0.5204123	-0.6453224	-0.3955021
sal + aou	Pacific	(27.95,28.05]	-0.6290610	-0.7834486	-0.4746734
sal + aou	Pacific	(28.05,28.1]	-0.6977687	-0.8859880	-0.5095495
sal + aou	Pacific	(28.1, Inf]	-0.3546126	-0.7273250	0.0180999
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5070110	-0.5492738	-0.4647483
sal + nitrate	Atlantic	(26.5,26.75]	-0.6314886	-0.6650792	-0.5978979
sal + nitrate	Atlantic	(26.75,27]	-0.6587437	-0.6911710	-0.6263165
sal + nitrate	Atlantic	(27,27.25]	-0.6928714	-0.7459973	-0.6397456
sal + nitrate	Atlantic	(27.25,27.5]	-0.7391935	-0.7726450	-0.7057420
sal + nitrate	Atlantic	(27.5,27.75]	-0.6975512	-0.7150410	-0.6800614
sal + nitrate	Atlantic	(27.75,27.85]	-0.5382203	-0.5754897	-0.5009510
sal + nitrate	Atlantic	(27.85,27.95]	-0.5118019	-0.5912636	-0.4323402
sal + nitrate	Atlantic	(27.95,28.05]	-0.6835117	-0.7499846	-0.6170388
sal + nitrate	Atlantic	(28.05,28.1]	-0.8280894	-0.8365066	-0.8196722
sal + nitrate	Atlantic	(28.1,28.15]	-0.8786891	-0.8802223	-0.8771559
sal + nitrate	Atlantic	(28.15,28.2]	-0.9355719	-0.9357634	-0.9353803
sal + nitrate	Atlantic	(28.2, Inf]	-0.8546374	-0.9132469	-0.7960279
sal + nitrate	Indian	(-Inf,26]	-0.7771162	-0.8753353	-0.6788972
sal + nitrate	Indian	(26,26.5]	-0.7507516	-0.8763699	-0.6251334
sal + nitrate	Indian	(26.5,26.75]	-0.4301814	-0.6078800	-0.2524828
sal + nitrate	Indian	(26.75,27]	0.1163897	-0.0889890	0.3217685
sal + nitrate	Indian	(27,27.25]	0.4508165	0.4074522	0.4941808
sal + nitrate	Indian	(27.25,27.5]	0.6472194	0.5342783	0.7601605
sal + nitrate	Indian	(27.5,27.75]	0.7066272	0.5999623	0.8132922
sal + nitrate	Indian	(27.75,27.85]	0.6759823	0.5569883	0.7949763
sal + nitrate	Indian	(27.85,27.95]	0.5379236	0.4963015	0.5795456
sal + nitrate	Indian	(27.95,28.05]	0.1105927	0.0381165	0.1830689
sal + nitrate	Indian	(28.05,28.1]	-0.3019761	-0.3029647	-0.3009875
sal + nitrate	Indian	(28.1, Inf]	-0.1765762	-0.2391662	-0.1139861
sal + nitrate	Pacific	(-Inf,26]	-0.3490172	-0.3716342	-0.3264001
sal + nitrate	Pacific	(26,26.5]	-0.2457140	-0.4589470	-0.0324811
sal + nitrate	Pacific	(26.5,26.75]	-0.1434139	-0.3967739	0.1099462
sal + nitrate	Pacific	(26.75,27]	-0.3596560	-0.4794419	-0.2398701
sal + nitrate	Pacific	(27,27.25]	-0.3010471	-0.3627770	-0.2393172
sal + nitrate	Pacific	(27.25,27.5]	0.0529484	-0.0334813	0.1393781
sal + nitrate	Pacific	(27.5,27.75]	0.0139513	-0.0651680	0.0930706
sal + nitrate	Pacific	(27.75,27.85]	-0.2898535	-0.4255703	-0.1541366
sal + nitrate	Pacific	(27.85,27.95]	-0.5257098	-0.6323937	-0.4190259
sal + nitrate	Pacific	(27.95,28.05]	-0.6805814	-0.8033702	-0.5577927
sal + nitrate	Pacific	(28.05,28.1]	-0.7683823	-0.9158504	-0.6209143
sal + nitrate	Pacific	(28.1, Inf]	-0.4842880	-0.8235498	-0.1450262
sal + oxygen	Atlantic	(-Inf,26.5]	-0.1310419	-0.1448702	-0.1172137
sal + oxygen	Atlantic	(26.5,26.75]	0.2028612	0.1933584	0.2123641
sal + oxygen	Atlantic	(26.75,27]	0.1932625	0.1713593	0.2151657
sal + oxygen	Atlantic	(27,27.25]	0.0541489	-0.0876118	0.1959097
sal + oxygen	Atlantic	(27.25,27.5]	-0.0497924	-0.1770881	0.0775033
sal + oxygen	Atlantic	(27.5,27.75]	0.0137921	-0.0335594	0.0611436
sal + oxygen	Atlantic	(27.75,27.85]	-0.1083080	-0.1350137	-0.0816023
sal + oxygen	Atlantic	(27.85,27.95]	0.0136611	-0.0880876	0.1154098
sal + oxygen	Atlantic	(27.95,28.05]	0.2226472	0.1019434	0.3433511
sal + oxygen	Atlantic	(28.05,28.1]	0.5321732	0.4939954	0.5703510
sal + oxygen	Atlantic	(28.1,28.15]	0.7162055	0.7041994	0.7282116
sal + oxygen	Atlantic	(28.15,28.2]	0.8422996	0.8327414	0.8518577
sal + oxygen	Atlantic	(28.2, Inf]	0.2609179	0.0157347	0.5061011
sal + oxygen	Indian	(-Inf,26]	0.6815369	0.5339160	0.8291579
sal + oxygen	Indian	(26,26.5]	0.5899252	0.4135786	0.7662718
sal + oxygen	Indian	(26.5,26.75]	0.1815659	-0.0077433	0.3708752
sal + oxygen	Indian	(26.75,27]	-0.5384256	-0.6598408	-0.4170104
sal + oxygen	Indian	(27,27.25]	-0.8936208	-0.9188932	-0.8683483
sal + oxygen	Indian	(27.25,27.5]	-0.9394138	-0.9838598	-0.8949678
sal + oxygen	Indian	(27.5,27.75]	-0.9286978	-0.9656930	-0.8917026
sal + oxygen	Indian	(27.75,27.85]	-0.9442450	-0.9618105	-0.9266794
sal + oxygen	Indian	(27.85,27.95]	-0.9152747	-0.9197235	-0.9108259
sal + oxygen	Indian	(27.95,28.05]	-0.7569666	-0.8055815	-0.7083518
sal + oxygen	Indian	(28.05,28.1]	-0.2535670	-0.3975264	-0.1096077
sal + oxygen	Indian	(28.1, Inf]	-0.7221429	-0.7459762	-0.6983095
sal + oxygen	Pacific	(-Inf,26]	-0.3660315	-0.3811685	-0.3508945
sal + oxygen	Pacific	(26,26.5]	-0.2433194	-0.3734449	-0.1131939
sal + oxygen	Pacific	(26.5,26.75]	-0.3767688	-0.5444570	-0.2090805
sal + oxygen	Pacific	(26.75,27]	-0.1636947	-0.3065029	-0.0208864
sal + oxygen	Pacific	(27,27.25]	0.0841849	0.0275730	0.1407968
sal + oxygen	Pacific	(27.25,27.5]	-0.1384775	-0.2145435	-0.0624115
sal + oxygen	Pacific	(27.5,27.75]	-0.0671905	-0.1612117	0.0268307
sal + oxygen	Pacific	(27.75,27.85]	0.2547454	0.0779084	0.4315824
sal + oxygen	Pacific	(27.85,27.95]	0.4994884	0.3601858	0.6387910
sal + oxygen	Pacific	(27.95,28.05]	0.6022110	0.4218902	0.7825317
sal + oxygen	Pacific	(28.05,28.1]	0.6598386	0.4397994	0.8798777
sal + oxygen	Pacific	(28.1, Inf]	0.2937789	-0.0905703	0.6781280
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7691865	-0.7961199	-0.7422530
sal + phosphate	Atlantic	(26.5,26.75]	-0.7548785	-0.7868234	-0.7229336
sal + phosphate	Atlantic	(26.75,27]	-0.7518274	-0.7844940	-0.7191608
sal + phosphate	Atlantic	(27,27.25]	-0.7686800	-0.8117333	-0.7256267
sal + phosphate	Atlantic	(27.25,27.5]	-0.7957739	-0.8229536	-0.7685941
sal + phosphate	Atlantic	(27.5,27.75]	-0.7446648	-0.7579541	-0.7313754
sal + phosphate	Atlantic	(27.75,27.85]	-0.5899160	-0.6217981	-0.5580340
sal + phosphate	Atlantic	(27.85,27.95]	-0.5408057	-0.6152838	-0.4663275
sal + phosphate	Atlantic	(27.95,28.05]	-0.6917203	-0.7580862	-0.6253543
sal + phosphate	Atlantic	(28.05,28.1]	-0.8389767	-0.8481400	-0.8298134
sal + phosphate	Atlantic	(28.1,28.15]	-0.8899201	-0.8909520	-0.8888882
sal + phosphate	Atlantic	(28.15,28.2]	-0.9375383	-0.9389509	-0.9361256
sal + phosphate	Atlantic	(28.2, Inf]	-0.8573444	-0.9163053	-0.7983834
sal + phosphate	Indian	(-Inf,26]	-0.7304515	-0.8620962	-0.5988068
sal + phosphate	Indian	(26,26.5]	-0.6807081	-0.8613085	-0.5001076
sal + phosphate	Indian	(26.5,26.75]	-0.3545744	-0.5896577	-0.1194912
sal + phosphate	Indian	(26.75,27]	0.2068989	-0.0493366	0.4631345
sal + phosphate	Indian	(27,27.25]	0.5799455	0.4544760	0.7054150
sal + phosphate	Indian	(27.25,27.5]	0.7820020	0.7585363	0.8054678
sal + phosphate	Indian	(27.5,27.75]	0.8384427	0.7906067	0.8862786
sal + phosphate	Indian	(27.75,27.85]	0.8156832	0.7372232	0.8941431
sal + phosphate	Indian	(27.85,27.95]	0.6250954	0.5552561	0.6949347
sal + phosphate	Indian	(27.95,28.05]	0.1706273	0.0868093	0.2544453
sal + phosphate	Indian	(28.05,28.1]	-0.2706608	-0.2874279	-0.2538937
sal + phosphate	Indian	(28.1, Inf]	-0.1636343	-0.2550885	-0.0721802
sal + phosphate	Pacific	(-Inf,26]	-0.1553676	-0.1622454	-0.1484898
sal + phosphate	Pacific	(26,26.5]	-0.1792300	-0.3647404	0.0062803
sal + phosphate	Pacific	(26.5,26.75]	-0.0983477	-0.3445114	0.1478159
sal + phosphate	Pacific	(26.75,27]	-0.3664504	-0.4897990	-0.2431018
sal + phosphate	Pacific	(27,27.25]	-0.3106746	-0.3692933	-0.2520558
sal + phosphate	Pacific	(27.25,27.5]	0.0420283	-0.0390411	0.1230977
sal + phosphate	Pacific	(27.5,27.75]	0.0228386	-0.0573637	0.1030409
sal + phosphate	Pacific	(27.75,27.85]	-0.2648821	-0.4061327	-0.1236316
sal + phosphate	Pacific	(27.85,27.95]	-0.5225549	-0.6323337	-0.4127761
sal + phosphate	Pacific	(27.95,28.05]	-0.6874771	-0.8110847	-0.5638695
sal + phosphate	Pacific	(28.05,28.1]	-0.7684602	-0.9181695	-0.6187510
sal + phosphate	Pacific	(28.1, Inf]	-0.5023818	-0.8232538	-0.1815098
sal + silicate	Atlantic	(-Inf,26.5]	-0.7199001	-0.7417006	-0.6980996
sal + silicate	Atlantic	(26.5,26.75]	-0.7008851	-0.7337688	-0.6680014
sal + silicate	Atlantic	(26.75,27]	-0.6934243	-0.7266055	-0.6602430
sal + silicate	Atlantic	(27,27.25]	-0.7285095	-0.7732980	-0.6837210
sal + silicate	Atlantic	(27.25,27.5]	-0.8018408	-0.8157850	-0.7878965
sal + silicate	Atlantic	(27.5,27.75]	-0.7375623	-0.7489120	-0.7262126
sal + silicate	Atlantic	(27.75,27.85]	-0.5710442	-0.5937196	-0.5483687
sal + silicate	Atlantic	(27.85,27.95]	-0.5900834	-0.6499330	-0.5302338
sal + silicate	Atlantic	(27.95,28.05]	-0.7240612	-0.7812389	-0.6668834
sal + silicate	Atlantic	(28.05,28.1]	-0.8383123	-0.8462698	-0.8303548
sal + silicate	Atlantic	(28.1,28.15]	-0.8839796	-0.8851709	-0.8827883
sal + silicate	Atlantic	(28.15,28.2]	-0.9086500	-0.9101082	-0.9071917
sal + silicate	Atlantic	(28.2, Inf]	-0.7701199	-0.8746266	-0.6656132
sal + silicate	Indian	(-Inf,26]	-0.8810514	-0.9176559	-0.8444469
sal + silicate	Indian	(26,26.5]	-0.7797964	-0.8711554	-0.6884375
sal + silicate	Indian	(26.5,26.75]	-0.3975707	-0.5060805	-0.2890609
sal + silicate	Indian	(26.75,27]	0.3357879	0.2238052	0.4477706
sal + silicate	Indian	(27,27.25]	0.6111757	0.5979179	0.6244336
sal + silicate	Indian	(27.25,27.5]	0.6825182	0.5667198	0.7983166
sal + silicate	Indian	(27.5,27.75]	0.7087044	0.5544933	0.8629154
sal + silicate	Indian	(27.75,27.85]	0.8138289	0.8104589	0.8171990
sal + silicate	Indian	(27.85,27.95]	0.6671423	0.6167170	0.7175676
sal + silicate	Indian	(27.95,28.05]	0.3442642	0.3164529	0.3720755
sal + silicate	Indian	(28.05,28.1]	-0.0817764	-0.1427215	-0.0208313
sal + silicate	Indian	(28.1, Inf]	-0.1781336	-0.1859946	-0.1702727
sal + silicate	Pacific	(-Inf,26]	-0.6480004	-0.6736888	-0.6223120
sal + silicate	Pacific	(26,26.5]	-0.5832133	-0.6991017	-0.4673249
sal + silicate	Pacific	(26.5,26.75]	-0.6746843	-0.7633575	-0.5860111
sal + silicate	Pacific	(26.75,27]	-0.7579178	-0.7704656	-0.7453701
sal + silicate	Pacific	(27,27.25]	-0.5599561	-0.5612340	-0.5586782
sal + silicate	Pacific	(27.25,27.5]	-0.2400752	-0.2503860	-0.2297643
sal + silicate	Pacific	(27.5,27.75]	-0.0959639	-0.1019301	-0.0899976
sal + silicate	Pacific	(27.75,27.85]	-0.2815220	-0.4105667	-0.1524772
sal + silicate	Pacific	(27.85,27.95]	-0.4686966	-0.5683158	-0.3690774
sal + silicate	Pacific	(27.95,28.05]	-0.5820607	-0.6862697	-0.4778518
sal + silicate	Pacific	(28.05,28.1]	-0.6887192	-0.8213908	-0.5560475
sal + silicate	Pacific	(28.1, Inf]	-0.4400821	-0.8462697	-0.0338944
sal + temp	Atlantic	(-Inf,26.5]	0.9123062	0.9086445	0.9159680
sal + temp	Atlantic	(26.5,26.75]	0.9886961	0.9886947	0.9886974
sal + temp	Atlantic	(26.75,27]	0.9812013	0.9794981	0.9829045
sal + temp	Atlantic	(27,27.25]	0.9798758	0.9788661	0.9808855
sal + temp	Atlantic	(27.25,27.5]	0.9779712	0.9774598	0.9784827
sal + temp	Atlantic	(27.5,27.75]	0.9695004	0.9672869	0.9717139
sal + temp	Atlantic	(27.75,27.85]	0.9831386	0.9803615	0.9859157
sal + temp	Atlantic	(27.85,27.95]	0.9639580	0.9583683	0.9695478
sal + temp	Atlantic	(27.95,28.05]	0.9332498	0.9264685	0.9400311
sal + temp	Atlantic	(28.05,28.1]	0.9700941	0.9666262	0.9735621
sal + temp	Atlantic	(28.1,28.15]	0.9674546	0.9613898	0.9735194
sal + temp	Atlantic	(28.15,28.2]	0.8053356	0.7008804	0.9097908
sal + temp	Atlantic	(28.2, Inf]	0.5709699	0.3895932	0.7523465
sal + temp	Indian	(-Inf,26]	0.6308718	0.5906314	0.6711123
sal + temp	Indian	(26,26.5]	0.8726836	0.8526946	0.8926725
sal + temp	Indian	(26.5,26.75]	0.9467080	0.9430481	0.9503679
sal + temp	Indian	(26.75,27]	0.9679519	0.9613090	0.9745949
sal + temp	Indian	(27,27.25]	0.9606096	0.9597384	0.9614809
sal + temp	Indian	(27.25,27.5]	0.9440633	0.9279150	0.9602116
sal + temp	Indian	(27.5,27.75]	0.9041264	0.8714419	0.9368108
sal + temp	Indian	(27.75,27.85]	0.9255278	0.9086819	0.9423738
sal + temp	Indian	(27.85,27.95]	0.9307628	0.9203990	0.9411266
sal + temp	Indian	(27.95,28.05]	0.9463194	0.9327912	0.9598476
sal + temp	Indian	(28.05,28.1]	0.9262717	0.9003799	0.9521635
sal + temp	Indian	(28.1, Inf]	0.9269266	0.9219623	0.9318909
sal + temp	Pacific	(-Inf,26]	0.7997063	0.7647409	0.8346717
sal + temp	Pacific	(26,26.5]	0.9329911	0.9302061	0.9357761
sal + temp	Pacific	(26.5,26.75]	0.9781456	0.9771718	0.9791193
sal + temp	Pacific	(26.75,27]	0.9748552	0.9731014	0.9766089
sal + temp	Pacific	(27,27.25]	0.9434420	0.9386308	0.9482532
sal + temp	Pacific	(27.25,27.5]	0.8228680	0.8053530	0.8403830
sal + temp	Pacific	(27.5,27.75]	0.5939137	0.5113280	0.6764994
sal + temp	Pacific	(27.75,27.85]	0.7028206	0.6340124	0.7716288
sal + temp	Pacific	(27.85,27.95]	0.4903074	0.3889966	0.5916181
sal + temp	Pacific	(27.95,28.05]	0.4065538	0.2455942	0.5675134
sal + temp	Pacific	(28.05,28.1]	0.3372752	0.1573977	0.5171527
sal + temp	Pacific	(28.1, Inf]	-0.0068714	-0.3060618	0.2923189
temp + aou	Atlantic	(-Inf,26.5]	-0.3279300	-0.3707084	-0.2851516
temp + aou	Atlantic	(26.5,26.75]	-0.4405617	-0.4689653	-0.4121581
temp + aou	Atlantic	(26.75,27]	-0.3565848	-0.4107149	-0.3024547
temp + aou	Atlantic	(27,27.25]	-0.2435443	-0.3737422	-0.1133464
temp + aou	Atlantic	(27.25,27.5]	-0.2485044	-0.3575235	-0.1394853
temp + aou	Atlantic	(27.5,27.75]	-0.3329129	-0.3455406	-0.3202853
temp + aou	Atlantic	(27.75,27.85]	-0.1842810	-0.2407311	-0.1278309
temp + aou	Atlantic	(27.85,27.95]	-0.1913761	-0.3152223	-0.0675300
temp + aou	Atlantic	(27.95,28.05]	-0.3976178	-0.4614190	-0.3338166
temp + aou	Atlantic	(28.05,28.1]	-0.5738496	-0.5864870	-0.5612123
temp + aou	Atlantic	(28.1,28.15]	-0.6646850	-0.6704702	-0.6588999
temp + aou	Atlantic	(28.15,28.2]	-0.5963546	-0.7192552	-0.4734540
temp + aou	Atlantic	(28.2, Inf]	0.2550189	0.1865555	0.3234823
temp + aou	Indian	(-Inf,26]	-0.5748816	-0.5993762	-0.5503869
temp + aou	Indian	(26,26.5]	-0.5116355	-0.5816920	-0.4415790
temp + aou	Indian	(26.5,26.75]	-0.1695014	-0.2957646	-0.0432382
temp + aou	Indian	(26.75,27]	0.3420445	0.1649400	0.5191490
temp + aou	Indian	(27,27.25]	0.7503247	0.7332790	0.7673704
temp + aou	Indian	(27.25,27.5]	0.8469674	0.8406297	0.8533052
temp + aou	Indian	(27.5,27.75]	0.8815020	0.8785817	0.8844223
temp + aou	Indian	(27.75,27.85]	0.9284430	0.9090574	0.9478286
temp + aou	Indian	(27.85,27.95]	0.8762701	0.8583649	0.8941754
temp + aou	Indian	(27.95,28.05]	0.7211878	0.6651928	0.7771828
temp + aou	Indian	(28.05,28.1]	0.3770157	0.3118713	0.4421601
temp + aou	Indian	(28.1, Inf]	0.7826442	0.7799434	0.7853450
temp + aou	Pacific	(-Inf,26]	-0.1627802	-0.1898750	-0.1356853
temp + aou	Pacific	(26,26.5]	-0.0554527	-0.1884480	0.0775426
temp + aou	Pacific	(26.5,26.75]	0.2243702	0.0280039	0.4207365
temp + aou	Pacific	(26.75,27]	-0.0373101	-0.1679286	0.0933083
temp + aou	Pacific	(27,27.25]	-0.2304469	-0.2652654	-0.1956284
temp + aou	Pacific	(27.25,27.5]	-0.0317411	-0.1085923	0.0451100
temp + aou	Pacific	(27.5,27.75]	0.0254227	-0.0807626	0.1316080
temp + aou	Pacific	(27.75,27.85]	-0.1581828	-0.3394836	0.0231180
temp + aou	Pacific	(27.85,27.95]	-0.2057205	-0.3685795	-0.0428614
temp + aou	Pacific	(27.95,28.05]	-0.0662868	-0.2586903	0.1261168
temp + aou	Pacific	(28.05,28.1]	0.0863359	-0.1503712	0.3230430
temp + aou	Pacific	(28.1, Inf]	0.8196778	0.7928840	0.8464715
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5932850	-0.6288437	-0.5577263
temp + nitrate	Atlantic	(26.5,26.75]	-0.6390094	-0.6813944	-0.5966244
temp + nitrate	Atlantic	(26.75,27]	-0.6245973	-0.6695025	-0.5796922
temp + nitrate	Atlantic	(27,27.25]	-0.6298497	-0.6783701	-0.5813293
temp + nitrate	Atlantic	(27.25,27.5]	-0.6980646	-0.7376976	-0.6584317
temp + nitrate	Atlantic	(27.5,27.75]	-0.6634387	-0.6860837	-0.6407937
temp + nitrate	Atlantic	(27.75,27.85]	-0.5282456	-0.5816993	-0.4747919
temp + nitrate	Atlantic	(27.85,27.95]	-0.4846900	-0.5824399	-0.3869402
temp + nitrate	Atlantic	(27.95,28.05]	-0.6606514	-0.6981697	-0.6231331
temp + nitrate	Atlantic	(28.05,28.1]	-0.7476747	-0.7482366	-0.7471129
temp + nitrate	Atlantic	(28.1,28.15]	-0.7648307	-0.7785044	-0.7511570
temp + nitrate	Atlantic	(28.15,28.2]	-0.6487153	-0.7660798	-0.5313508
temp + nitrate	Atlantic	(28.2, Inf]	-0.2285122	-0.3187099	-0.1383145
temp + nitrate	Indian	(-Inf,26]	-0.6417877	-0.6565527	-0.6270227
temp + nitrate	Indian	(26,26.5]	-0.6306000	-0.6748299	-0.5863701
temp + nitrate	Indian	(26.5,26.75]	-0.3605425	-0.4825847	-0.2385002
temp + nitrate	Indian	(26.75,27]	-0.0065378	-0.2319387	0.2188632
temp + nitrate	Indian	(27,27.25]	0.2908852	0.1910089	0.3907615
temp + nitrate	Indian	(27.25,27.5]	0.4985662	0.4872616	0.5098708
temp + nitrate	Indian	(27.5,27.75]	0.6492735	0.6132656	0.6852815
temp + nitrate	Indian	(27.75,27.85]	0.6864902	0.5883954	0.7845849
temp + nitrate	Indian	(27.85,27.95]	0.5355031	0.5216077	0.5493984
temp + nitrate	Indian	(27.95,28.05]	0.1962506	0.1391721	0.2533292
temp + nitrate	Indian	(28.05,28.1]	-0.0290348	-0.0800486	0.0219791
temp + nitrate	Indian	(28.1, Inf]	0.0372696	-0.0698203	0.1443595
temp + nitrate	Pacific	(-Inf,26]	-0.4911357	-0.5024108	-0.4798607
temp + nitrate	Pacific	(26,26.5]	-0.3872291	-0.5598805	-0.2145776
temp + nitrate	Pacific	(26.5,26.75]	-0.1529104	-0.3968981	0.0910773
temp + nitrate	Pacific	(26.75,27]	-0.3767496	-0.4905564	-0.2629429
temp + nitrate	Pacific	(27,27.25]	-0.3724082	-0.4196215	-0.3251949
temp + nitrate	Pacific	(27.25,27.5]	-0.0864051	-0.1777954	0.0049852
temp + nitrate	Pacific	(27.5,27.75]	0.0082783	-0.0996003	0.1161570
temp + nitrate	Pacific	(27.75,27.85]	-0.1593007	-0.3131294	-0.0054720
temp + nitrate	Pacific	(27.85,27.95]	-0.2013069	-0.3482344	-0.0543793
temp + nitrate	Pacific	(27.95,28.05]	-0.1197582	-0.2753453	0.0358290
temp + nitrate	Pacific	(28.05,28.1]	0.0016469	-0.1967473	0.2000410
temp + nitrate	Pacific	(28.1, Inf]	0.6224506	0.5802918	0.6646094
temp + oxygen	Atlantic	(-Inf,26.5]	-0.1203867	-0.1370335	-0.1037400
temp + oxygen	Atlantic	(26.5,26.75]	0.2049752	0.1883691	0.2215812
temp + oxygen	Atlantic	(26.75,27]	0.1449559	0.1087016	0.1812102
temp + oxygen	Atlantic	(27,27.25]	-0.0264340	-0.1594995	0.1066315
temp + oxygen	Atlantic	(27.25,27.5]	-0.0977940	-0.2285529	0.0329648
temp + oxygen	Atlantic	(27.5,27.75]	-0.0335758	-0.0799735	0.0128219
temp + oxygen	Atlantic	(27.75,27.85]	-0.1414210	-0.1881928	-0.0946491
temp + oxygen	Atlantic	(27.85,27.95]	-0.0444016	-0.1685736	0.0797704
temp + oxygen	Atlantic	(27.95,28.05]	0.1771737	0.1039199	0.2504276
temp + oxygen	Atlantic	(28.05,28.1]	0.4032584	0.3797457	0.4267711
temp + oxygen	Atlantic	(28.1,28.15]	0.5583626	0.5569676	0.5597577
temp + oxygen	Atlantic	(28.15,28.2]	0.5132364	0.3732305	0.6532423
temp + oxygen	Atlantic	(28.2, Inf]	-0.4396005	-0.5157764	-0.3634247
temp + oxygen	Indian	(-Inf,26]	0.4968566	0.4638807	0.5298324
temp + oxygen	Indian	(26,26.5]	0.4423565	0.3682030	0.5165099
temp + oxygen	Indian	(26.5,26.75]	0.0992425	-0.0263394	0.2248245
temp + oxygen	Indian	(26.75,27]	-0.4346107	-0.5863963	-0.2828250
temp + oxygen	Indian	(27,27.25]	-0.8165684	-0.8222587	-0.8108781
temp + oxygen	Indian	(27.25,27.5]	-0.8931008	-0.8977542	-0.8884474
temp + oxygen	Indian	(27.5,27.75]	-0.9187708	-0.9196251	-0.9179165
temp + oxygen	Indian	(27.75,27.85]	-0.9528763	-0.9658825	-0.9398702
temp + oxygen	Indian	(27.85,27.95]	-0.9197160	-0.9361442	-0.9032878
temp + oxygen	Indian	(27.95,28.05]	-0.8102756	-0.8632029	-0.7573483
temp + oxygen	Indian	(28.05,28.1]	-0.4961803	-0.5891330	-0.4032276
temp + oxygen	Indian	(28.1, Inf]	-0.8713027	-0.8740116	-0.8685937
temp + oxygen	Pacific	(-Inf,26]	-0.3043762	-0.3585511	-0.2502014
temp + oxygen	Pacific	(26,26.5]	-0.1266573	-0.2198845	-0.0334300
temp + oxygen	Pacific	(26.5,26.75]	-0.3851004	-0.5410227	-0.2291782
temp + oxygen	Pacific	(26.75,27]	-0.1719015	-0.3030616	-0.0407414
temp + oxygen	Pacific	(27,27.25]	0.1225451	0.0825648	0.1625254
temp + oxygen	Pacific	(27.25,27.5]	-0.0593226	-0.1412478	0.0226026
temp + oxygen	Pacific	(27.5,27.75]	-0.1123476	-0.2295632	0.0048679
temp + oxygen	Pacific	(27.75,27.85]	0.1073514	-0.0837951	0.2984978
temp + oxygen	Pacific	(27.85,27.95]	0.1564327	-0.0177675	0.3306329
temp + oxygen	Pacific	(27.95,28.05]	0.0024089	-0.2078900	0.2127078
temp + oxygen	Pacific	(28.05,28.1]	-0.1384545	-0.4005461	0.1236370
temp + oxygen	Pacific	(28.1, Inf]	-0.8710009	-0.9060269	-0.8359748
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7323346	-0.7484250	-0.7162441
temp + phosphate	Atlantic	(26.5,26.75]	-0.7552297	-0.7949136	-0.7155457
temp + phosphate	Atlantic	(26.75,27]	-0.7144064	-0.7585006	-0.6703121
temp + phosphate	Atlantic	(27,27.25]	-0.7075577	-0.7473243	-0.6677911
temp + phosphate	Atlantic	(27.25,27.5]	-0.7591006	-0.7916020	-0.7265993
temp + phosphate	Atlantic	(27.5,27.75]	-0.7130325	-0.7317556	-0.6943093
temp + phosphate	Atlantic	(27.75,27.85]	-0.5810867	-0.6286511	-0.5335223
temp + phosphate	Atlantic	(27.85,27.95]	-0.5125234	-0.6057081	-0.4193388
temp + phosphate	Atlantic	(27.95,28.05]	-0.6711325	-0.7076903	-0.6345747
temp + phosphate	Atlantic	(28.05,28.1]	-0.7604763	-0.7611989	-0.7597537
temp + phosphate	Atlantic	(28.1,28.15]	-0.7806147	-0.7933847	-0.7678446
temp + phosphate	Atlantic	(28.15,28.2]	-0.6537195	-0.7691660	-0.5382731
temp + phosphate	Atlantic	(28.2, Inf]	-0.2320360	-0.3205755	-0.1434965
temp + phosphate	Indian	(-Inf,26]	-0.6069380	-0.6465930	-0.5672831
temp + phosphate	Indian	(26,26.5]	-0.5721852	-0.6652891	-0.4790814
temp + phosphate	Indian	(26.5,26.75]	-0.2916443	-0.4636876	-0.1196010
temp + phosphate	Indian	(26.75,27]	0.0760011	-0.1911169	0.3431191
temp + phosphate	Indian	(27,27.25]	0.4156510	0.2431005	0.5882015
temp + phosphate	Indian	(27.25,27.5]	0.6363079	0.5720366	0.7005791
temp + phosphate	Indian	(27.5,27.75]	0.7854924	0.7821821	0.7888026
temp + phosphate	Indian	(27.75,27.85]	0.7720103	0.7078391	0.8361815
temp + phosphate	Indian	(27.85,27.95]	0.5773176	0.5343300	0.6203051
temp + phosphate	Indian	(27.95,28.05]	0.2411619	0.1793712	0.3029525
temp + phosphate	Indian	(28.05,28.1]	0.0026543	-0.0595420	0.0648507
temp + phosphate	Indian	(28.1, Inf]	0.0525419	-0.0793622	0.1844459
temp + phosphate	Pacific	(-Inf,26]	-0.3579183	-0.3610771	-0.3547596
temp + phosphate	Pacific	(26,26.5]	-0.3203211	-0.4693796	-0.1712626
temp + phosphate	Pacific	(26.5,26.75]	-0.1061756	-0.3452053	0.1328541
temp + phosphate	Pacific	(26.75,27]	-0.3824944	-0.4963032	-0.2686855
temp + phosphate	Pacific	(27,27.25]	-0.3750352	-0.4181569	-0.3319135
temp + phosphate	Pacific	(27.25,27.5]	-0.0891752	-0.1749332	-0.0034172
temp + phosphate	Pacific	(27.5,27.75]	0.0246100	-0.0833166	0.1325365
temp + phosphate	Pacific	(27.75,27.85]	-0.1342108	-0.2923517	0.0239301
temp + phosphate	Pacific	(27.85,27.95]	-0.1969364	-0.3413110	-0.0525617
temp + phosphate	Pacific	(27.95,28.05]	-0.1241755	-0.2803963	0.0320453
temp + phosphate	Pacific	(28.05,28.1]	0.0124739	-0.1688358	0.1937836
temp + phosphate	Pacific	(28.1, Inf]	0.6100847	0.5553261	0.6648434
temp + silicate	Atlantic	(-Inf,26.5]	-0.6620648	-0.6783610	-0.6457686
temp + silicate	Atlantic	(26.5,26.75]	-0.7074441	-0.7451931	-0.6696951
temp + silicate	Atlantic	(26.75,27]	-0.6723831	-0.7172508	-0.6275154
temp + silicate	Atlantic	(27,27.25]	-0.6889285	-0.7310099	-0.6468472
temp + silicate	Atlantic	(27.25,27.5]	-0.8087891	-0.8280994	-0.7894788
temp + silicate	Atlantic	(27.5,27.75]	-0.7525921	-0.7721354	-0.7330487
temp + silicate	Atlantic	(27.75,27.85]	-0.5946367	-0.6291467	-0.5601266
temp + silicate	Atlantic	(27.85,27.95]	-0.5886252	-0.6627184	-0.5145320
temp + silicate	Atlantic	(27.95,28.05]	-0.7156892	-0.7432490	-0.6881294
temp + silicate	Atlantic	(28.05,28.1]	-0.7565652	-0.7579706	-0.7551599
temp + silicate	Atlantic	(28.1,28.15]	-0.7701550	-0.7828287	-0.7574813
temp + silicate	Atlantic	(28.15,28.2]	-0.6054039	-0.7262714	-0.4845364
temp + silicate	Atlantic	(28.2, Inf]	-0.1282106	-0.1585542	-0.0978671
temp + silicate	Indian	(-Inf,26]	-0.6938122	-0.7265765	-0.6610478
temp + silicate	Indian	(26,26.5]	-0.6330039	-0.6390127	-0.6269952
temp + silicate	Indian	(26.5,26.75]	-0.3079221	-0.3549275	-0.2609167
temp + silicate	Indian	(26.75,27]	0.2273675	0.0878266	0.3669085
temp + silicate	Indian	(27,27.25]	0.4687419	0.4323190	0.5051648
temp + silicate	Indian	(27.25,27.5]	0.5453404	0.5144825	0.5761983
temp + silicate	Indian	(27.5,27.75]	0.5727176	0.5023533	0.6430818
temp + silicate	Indian	(27.75,27.85]	0.6913196	0.6614427	0.7211965
temp + silicate	Indian	(27.85,27.95]	0.5384044	0.4923643	0.5844445
temp + silicate	Indian	(27.95,28.05]	0.3377316	0.3252119	0.3502513
temp + silicate	Indian	(28.05,28.1]	0.1748290	0.1634949	0.1861631
temp + silicate	Indian	(28.1, Inf]	-0.0539355	-0.1201283	0.0122574
temp + silicate	Pacific	(-Inf,26]	-0.6391398	-0.6547697	-0.6235098
temp + silicate	Pacific	(26,26.5]	-0.6644350	-0.7392123	-0.5896576
temp + silicate	Pacific	(26.5,26.75]	-0.6753997	-0.7572640	-0.5935353
temp + silicate	Pacific	(26.75,27]	-0.7488136	-0.7570352	-0.7405921
temp + silicate	Pacific	(27,27.25]	-0.5883392	-0.5979996	-0.5786788
temp + silicate	Pacific	(27.25,27.5]	-0.3778359	-0.3981695	-0.3575023
temp + silicate	Pacific	(27.5,27.75]	-0.2735149	-0.3171122	-0.2299177
temp + silicate	Pacific	(27.75,27.85]	-0.2483115	-0.4078982	-0.0887248
temp + silicate	Pacific	(27.85,27.95]	-0.3139583	-0.4695386	-0.1583780
temp + silicate	Pacific	(27.95,28.05]	-0.2351582	-0.4337810	-0.0365355
temp + silicate	Pacific	(28.05,28.1]	0.0035109	-0.1954637	0.2024855
temp + silicate	Pacific	(28.1, Inf]	0.5597103	0.4556275	0.6637930

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
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]	0.0099381	-0.0708069	0.0906830
aou	Atlantic	(26.5,26.75]	-0.4736045	-0.4955000	-0.4517090
aou	Atlantic	(26.75,27]	-0.4904920	-0.5188149	-0.4621692
aou	Atlantic	(27,27.25]	-0.4823660	-0.5781789	-0.3865531
aou	Atlantic	(27.25,27.5]	-0.5292432	-0.5746937	-0.4837926
aou	Atlantic	(27.5,27.75]	-0.7510293	-0.7512605	-0.7507981
aou	Atlantic	(27.75,27.85]	-0.8265730	-0.8393630	-0.8137829
aou	Atlantic	(27.85,27.95]	-0.8759075	-0.8958943	-0.8559207
aou	Atlantic	(27.95,28.05]	-0.8532769	-0.8690995	-0.8374544
aou	Atlantic	(28.05,28.1]	-0.8667311	-0.8697938	-0.8636685
aou	Atlantic	(28.1,28.15]	-0.9062228	-0.9062836	-0.9061620
aou	Atlantic	(28.15,28.2]	-0.9312986	-0.9354808	-0.9271165
aou	Atlantic	(28.2, Inf]	-0.5780218	-0.7608184	-0.3952252
aou	Indian	(-Inf,26]	-0.7630757	-0.7839776	-0.7421737
aou	Indian	(26,26.5]	-0.9303556	-0.9454081	-0.9153030
aou	Indian	(26.5,26.75]	-0.8620986	-0.9109112	-0.8132860
aou	Indian	(26.75,27]	-0.5357152	-0.6019840	-0.4694464
aou	Indian	(27,27.25]	0.1211586	-0.0412620	0.2835792
aou	Indian	(27.25,27.5]	0.5511453	0.4988580	0.6034326
aou	Indian	(27.5,27.75]	0.4443286	0.2979034	0.5907538
aou	Indian	(27.75,27.85]	0.1367093	-0.0553717	0.3287902
aou	Indian	(27.85,27.95]	0.0852648	-0.1275257	0.2980553
aou	Indian	(27.95,28.05]	0.0460696	-0.1494638	0.2416030
aou	Indian	(28.05,28.1]	0.0185318	-0.0557324	0.0927961
aou	Indian	(28.1, Inf]	0.3153077	0.2153615	0.4152538
aou	Pacific	(-Inf,26]	-0.0897979	-0.1134907	-0.0661051
aou	Pacific	(26,26.5]	-0.6378738	-0.6855806	-0.5901671
aou	Pacific	(26.5,26.75]	-0.5068857	-0.5399904	-0.4737811
aou	Pacific	(26.75,27]	-0.4880831	-0.5676273	-0.4085389
aou	Pacific	(27,27.25]	0.1412435	0.1122627	0.1702243
aou	Pacific	(27.25,27.5]	0.5893814	0.5372024	0.6415605
aou	Pacific	(27.5,27.75]	0.7275467	0.6820195	0.7730739
aou	Pacific	(27.75,27.85]	0.8144476	0.7929391	0.8359561
aou	Pacific	(27.85,27.95]	0.7644377	0.7319397	0.7969357
aou	Pacific	(27.95,28.05]	0.5421236	0.5142515	0.5699958
aou	Pacific	(28.05,28.1]	0.3248996	0.3007119	0.3490873
aou	Pacific	(28.1, Inf]	0.3099729	0.3097650	0.3101808
nitrate	Atlantic	(-Inf,26.5]	-0.2150133	-0.3000170	-0.1300096
nitrate	Atlantic	(26.5,26.75]	-0.6408023	-0.6421756	-0.6394290
nitrate	Atlantic	(26.75,27]	-0.7177227	-0.7371377	-0.6983076
nitrate	Atlantic	(27,27.25]	-0.8214456	-0.8485967	-0.7942945
nitrate	Atlantic	(27.25,27.5]	-0.9075055	-0.9097459	-0.9052652
nitrate	Atlantic	(27.5,27.75]	-0.9556193	-0.9611361	-0.9501024
nitrate	Atlantic	(27.75,27.85]	-0.9540521	-0.9615703	-0.9465339
nitrate	Atlantic	(27.85,27.95]	-0.9324529	-0.9462521	-0.9186536
nitrate	Atlantic	(27.95,28.05]	-0.9180275	-0.9254984	-0.9105565
nitrate	Atlantic	(28.05,28.1]	-0.9141306	-0.9169553	-0.9113060
nitrate	Atlantic	(28.1,28.15]	-0.9313774	-0.9379612	-0.9247936
nitrate	Atlantic	(28.15,28.2]	-0.9635177	-0.9640483	-0.9629872
nitrate	Atlantic	(28.2, Inf]	-0.9110916	-0.9567677	-0.8654155
nitrate	Indian	(-Inf,26]	-0.7555710	-0.7898544	-0.7212876
nitrate	Indian	(26,26.5]	-0.9315048	-0.9454046	-0.9176051
nitrate	Indian	(26.5,26.75]	-0.9135997	-0.9391362	-0.8880631
nitrate	Indian	(26.75,27]	-0.7448183	-0.7514636	-0.7381730
nitrate	Indian	(27,27.25]	-0.2673284	-0.2683434	-0.2663133
nitrate	Indian	(27.25,27.5]	0.3458288	0.3397236	0.3519340
nitrate	Indian	(27.5,27.75]	0.3877310	0.2765429	0.4989191
nitrate	Indian	(27.75,27.85]	0.0107110	-0.1048135	0.1262356
nitrate	Indian	(27.85,27.95]	-0.1281843	-0.2453864	-0.0109822
nitrate	Indian	(27.95,28.05]	-0.3055452	-0.3618343	-0.2492562
nitrate	Indian	(28.05,28.1]	-0.2284851	-0.2331719	-0.2237984
nitrate	Indian	(28.1, Inf]	-0.1497496	-0.1706743	-0.1288250
nitrate	Pacific	(-Inf,26]	-0.1309389	-0.1476760	-0.1142019
nitrate	Pacific	(26,26.5]	-0.7253250	-0.7988943	-0.6517557
nitrate	Pacific	(26.5,26.75]	-0.6614698	-0.7412873	-0.5816522
nitrate	Pacific	(26.75,27]	-0.6347903	-0.7202582	-0.5493225
nitrate	Pacific	(27,27.25]	0.0886850	0.0650738	0.1122961
nitrate	Pacific	(27.25,27.5]	0.5123621	0.4445480	0.5801762
nitrate	Pacific	(27.5,27.75]	0.6523559	0.5989411	0.7057707
nitrate	Pacific	(27.75,27.85]	0.7669581	0.7450447	0.7888714
nitrate	Pacific	(27.85,27.95]	0.7213130	0.6863525	0.7562736
nitrate	Pacific	(27.95,28.05]	0.4942979	0.4598641	0.5287317
nitrate	Pacific	(28.05,28.1]	0.2838305	0.2707045	0.2969564
nitrate	Pacific	(28.1, Inf]	0.2777085	0.2384912	0.3169258
oxygen	Atlantic	(-Inf,26.5]	-0.2174228	-0.2516199	-0.1832257
oxygen	Atlantic	(26.5,26.75]	0.3036487	0.2426696	0.3646277
oxygen	Atlantic	(26.75,27]	0.3241095	0.2778532	0.3703659
oxygen	Atlantic	(27,27.25]	0.2673375	0.1550900	0.3795851
oxygen	Atlantic	(27.25,27.5]	0.2449275	0.1775325	0.3123226
oxygen	Atlantic	(27.5,27.75]	0.5107475	0.4767658	0.5447293
oxygen	Atlantic	(27.75,27.85]	0.6310321	0.6223832	0.6396811
oxygen	Atlantic	(27.85,27.95]	0.7762531	0.7525322	0.7999740
oxygen	Atlantic	(27.95,28.05]	0.7650664	0.7418923	0.7882405
oxygen	Atlantic	(28.05,28.1]	0.8100369	0.7974603	0.8226135
oxygen	Atlantic	(28.1,28.15]	0.8824655	0.8731709	0.8917601
oxygen	Atlantic	(28.15,28.2]	0.9203720	0.9166276	0.9241165
oxygen	Atlantic	(28.2, Inf]	0.4435613	0.2234678	0.6636548
oxygen	Indian	(-Inf,26]	0.7881427	0.7732148	0.8030706
oxygen	Indian	(26,26.5]	0.9265745	0.9144187	0.9387302
oxygen	Indian	(26.5,26.75]	0.8408164	0.7881189	0.8935140
oxygen	Indian	(26.75,27]	0.4634929	0.3745090	0.5524768
oxygen	Indian	(27,27.25]	-0.1974242	-0.3830369	-0.0118115
oxygen	Indian	(27.25,27.5]	-0.5730859	-0.6364153	-0.5097566
oxygen	Indian	(27.5,27.75]	-0.4180872	-0.5697363	-0.2664381
oxygen	Indian	(27.75,27.85]	-0.1362973	-0.3278821	0.0552875
oxygen	Indian	(27.85,27.95]	-0.1056075	-0.3198864	0.1086714
oxygen	Indian	(27.95,28.05]	-0.1044136	-0.3095343	0.1007070
oxygen	Indian	(28.05,28.1]	-0.0656176	-0.1652180	0.0339828
oxygen	Indian	(28.1, Inf]	-0.3692997	-0.4754611	-0.2631382
oxygen	Pacific	(-Inf,26]	0.2290029	0.1852296	0.2727762
oxygen	Pacific	(26,26.5]	0.5524292	0.5267150	0.5781433
oxygen	Pacific	(26.5,26.75]	0.4058821	0.3998171	0.4119470
oxygen	Pacific	(26.75,27]	0.3907182	0.3144287	0.4670076
oxygen	Pacific	(27,27.25]	-0.1161555	-0.1524165	-0.0798944
oxygen	Pacific	(27.25,27.5]	-0.5440002	-0.6003811	-0.4876193
oxygen	Pacific	(27.5,27.75]	-0.6846756	-0.7395542	-0.6297970
oxygen	Pacific	(27.75,27.85]	-0.7975133	-0.8210099	-0.7740167
oxygen	Pacific	(27.85,27.95]	-0.7517879	-0.7852308	-0.7183450
oxygen	Pacific	(27.95,28.05]	-0.5353892	-0.5628274	-0.5079509
oxygen	Pacific	(28.05,28.1]	-0.3270616	-0.3491916	-0.3049316
oxygen	Pacific	(28.1, Inf]	-0.3036024	-0.3220436	-0.2851612
phosphate	Atlantic	(-Inf,26.5]	-0.4478992	-0.5538007	-0.3419978
phosphate	Atlantic	(26.5,26.75]	-0.7326601	-0.7446859	-0.7206343
phosphate	Atlantic	(26.75,27]	-0.7987600	-0.8119311	-0.7855888
phosphate	Atlantic	(27,27.25]	-0.8761172	-0.8944727	-0.8577618
phosphate	Atlantic	(27.25,27.5]	-0.9378247	-0.9406148	-0.9350347
phosphate	Atlantic	(27.5,27.75]	-0.9715409	-0.9753915	-0.9676904
phosphate	Atlantic	(27.75,27.85]	-0.9710388	-0.9739883	-0.9680893
phosphate	Atlantic	(27.85,27.95]	-0.9486989	-0.9577294	-0.9396683
phosphate	Atlantic	(27.95,28.05]	-0.9340864	-0.9382116	-0.9299612
phosphate	Atlantic	(28.05,28.1]	-0.9272866	-0.9333986	-0.9211745
phosphate	Atlantic	(28.1,28.15]	-0.9411194	-0.9521047	-0.9301341
phosphate	Atlantic	(28.15,28.2]	-0.9677474	-0.9693982	-0.9660966
phosphate	Atlantic	(28.2, Inf]	-0.9256147	-0.9652101	-0.8860193
phosphate	Indian	(-Inf,26]	-0.7683493	-0.8004133	-0.7362853
phosphate	Indian	(26,26.5]	-0.9379346	-0.9532609	-0.9226082
phosphate	Indian	(26.5,26.75]	-0.9145725	-0.9413118	-0.8878332
phosphate	Indian	(26.75,27]	-0.7425951	-0.7509410	-0.7342492
phosphate	Indian	(27,27.25]	-0.2752640	-0.2887123	-0.2618156
phosphate	Indian	(27.25,27.5]	0.3212452	0.3190139	0.3234765
phosphate	Indian	(27.5,27.75]	0.3118254	0.1768214	0.4468294
phosphate	Indian	(27.75,27.85]	-0.0616608	-0.1950450	0.0717234
phosphate	Indian	(27.85,27.95]	-0.1899753	-0.3231785	-0.0567721
phosphate	Indian	(27.95,28.05]	-0.3467468	-0.4146842	-0.2788094
phosphate	Indian	(28.05,28.1]	-0.2793464	-0.3021775	-0.2565152
phosphate	Indian	(28.1, Inf]	-0.2806675	-0.2974041	-0.2639309
phosphate	Pacific	(-Inf,26]	-0.1396138	-0.1524508	-0.1267769
phosphate	Pacific	(26,26.5]	-0.7767880	-0.8271796	-0.7263963
phosphate	Pacific	(26.5,26.75]	-0.7267664	-0.7882347	-0.6652981
phosphate	Pacific	(26.75,27]	-0.6805106	-0.7566180	-0.6044032
phosphate	Pacific	(27,27.25]	0.0715988	0.0506500	0.0925476
phosphate	Pacific	(27.25,27.5]	0.5078581	0.4408896	0.5748266
phosphate	Pacific	(27.5,27.75]	0.6252160	0.5639490	0.6864829
phosphate	Pacific	(27.75,27.85]	0.7259304	0.6933307	0.7585301
phosphate	Pacific	(27.85,27.95]	0.6707184	0.6259889	0.7154478
phosphate	Pacific	(27.95,28.05]	0.4008168	0.3637541	0.4378794
phosphate	Pacific	(28.05,28.1]	0.1444177	0.1290721	0.1597633
phosphate	Pacific	(28.1, Inf]	0.1280639	0.1211182	0.1350096
sal	Atlantic	(-Inf,26.5]	0.5694576	0.4650319	0.6738832
sal	Atlantic	(26.5,26.75]	0.7988695	0.7185070	0.8792320
sal	Atlantic	(26.75,27]	0.8887020	0.8799688	0.8974353
sal	Atlantic	(27,27.25]	0.8959956	0.8919959	0.8999953
sal	Atlantic	(27.25,27.5]	0.8833813	0.8635058	0.9032568
sal	Atlantic	(27.5,27.75]	0.7775408	0.7704058	0.7846759
sal	Atlantic	(27.75,27.85]	0.6281707	0.6073630	0.6489783
sal	Atlantic	(27.85,27.95]	0.4923923	0.4249893	0.5597954
sal	Atlantic	(27.95,28.05]	0.5769474	0.5163722	0.6375227
sal	Atlantic	(28.05,28.1]	0.7186871	0.7075506	0.7298236
sal	Atlantic	(28.1,28.15]	0.7820396	0.7492637	0.8148154
sal	Atlantic	(28.15,28.2]	0.8915468	0.8858586	0.8972349
sal	Atlantic	(28.2, Inf]	0.9036835	0.8745454	0.9328216
sal	Indian	(-Inf,26]	0.6814130	0.6220124	0.7408136
sal	Indian	(26,26.5]	0.6729736	0.5505757	0.7953716
sal	Indian	(26.5,26.75]	0.4583190	0.2599989	0.6566391
sal	Indian	(26.75,27]	0.3005907	0.0222319	0.5789496
sal	Indian	(27,27.25]	0.3898398	0.1320426	0.6476370
sal	Indian	(27.25,27.5]	0.5384680	0.4100804	0.6668556
sal	Indian	(27.5,27.75]	0.4170659	0.1946363	0.6394955
sal	Indian	(27.75,27.85]	0.1823018	-0.0509109	0.4155145
sal	Indian	(27.85,27.95]	0.2342715	0.0011168	0.4674261
sal	Indian	(27.95,28.05]	0.4080713	0.2332503	0.5828924
sal	Indian	(28.05,28.1]	0.4016391	0.3038490	0.4994292
sal	Indian	(28.1, Inf]	0.4499617	0.3674741	0.5324492
sal	Pacific	(-Inf,26]	-0.0712650	-0.1062745	-0.0362556
sal	Pacific	(26,26.5]	0.3783666	0.2595012	0.4972320
sal	Pacific	(26.5,26.75]	0.4026286	0.2580116	0.5472457
sal	Pacific	(26.75,27]	0.3940360	0.3151493	0.4729227
sal	Pacific	(27,27.25]	-0.3739516	-0.4117941	-0.3361091
sal	Pacific	(27.25,27.5]	-0.4961630	-0.5127304	-0.4795955
sal	Pacific	(27.5,27.75]	-0.3244395	-0.3390449	-0.3098341
sal	Pacific	(27.75,27.85]	-0.4531270	-0.5906675	-0.3155864
sal	Pacific	(27.85,27.95]	-0.4510985	-0.5590670	-0.3431300
sal	Pacific	(27.95,28.05]	-0.2295468	-0.3195320	-0.1395616
sal	Pacific	(28.05,28.1]	-0.1244763	-0.1465426	-0.1024100
sal	Pacific	(28.1, Inf]	-0.0480393	-0.1237724	0.0276939
silicate	Atlantic	(-Inf,26.5]	-0.4370289	-0.5399306	-0.3341271
silicate	Atlantic	(26.5,26.75]	-0.6729552	-0.7007006	-0.6452099
silicate	Atlantic	(26.75,27]	-0.7325677	-0.7518142	-0.7133213
silicate	Atlantic	(27,27.25]	-0.8195040	-0.8363589	-0.8026490
silicate	Atlantic	(27.25,27.5]	-0.9011822	-0.9017666	-0.9005978
silicate	Atlantic	(27.5,27.75]	-0.8925418	-0.8996454	-0.8854382
silicate	Atlantic	(27.75,27.85]	-0.8893704	-0.8959519	-0.8827889
silicate	Atlantic	(27.85,27.95]	-0.8781123	-0.8998406	-0.8563841
silicate	Atlantic	(27.95,28.05]	-0.8845407	-0.8930093	-0.8760721
silicate	Atlantic	(28.05,28.1]	-0.8937807	-0.8994535	-0.8881079
silicate	Atlantic	(28.1,28.15]	-0.9230707	-0.9335682	-0.9125733
silicate	Atlantic	(28.15,28.2]	-0.9578516	-0.9595730	-0.9561303
silicate	Atlantic	(28.2, Inf]	-0.8545307	-0.9402347	-0.7688266
silicate	Indian	(-Inf,26]	-0.7407021	-0.7507644	-0.7306399
silicate	Indian	(26,26.5]	-0.9213883	-0.9268222	-0.9159543
silicate	Indian	(26.5,26.75]	-0.8772806	-0.9194894	-0.8350719
silicate	Indian	(26.75,27]	-0.5826846	-0.6406214	-0.5247478
silicate	Indian	(27,27.25]	-0.0893909	-0.1610033	-0.0177785
silicate	Indian	(27.25,27.5]	0.4615894	0.4577470	0.4654318
silicate	Indian	(27.5,27.75]	0.5754482	0.5233394	0.6275570
silicate	Indian	(27.75,27.85]	0.1635622	0.0290502	0.2980741
silicate	Indian	(27.85,27.95]	-0.0226239	-0.1957415	0.1504937
silicate	Indian	(27.95,28.05]	-0.1608750	-0.3124868	-0.0092632
silicate	Indian	(28.05,28.1]	-0.1431236	-0.2257379	-0.0605094
silicate	Indian	(28.1, Inf]	-0.2134629	-0.2346189	-0.1923070
silicate	Pacific	(-Inf,26]	-0.1187683	-0.1327640	-0.1047727
silicate	Pacific	(26,26.5]	-0.6738776	-0.7201201	-0.6276350
silicate	Pacific	(26.5,26.75]	-0.5909291	-0.6689496	-0.5129085
silicate	Pacific	(26.75,27]	-0.4945760	-0.5816095	-0.4075426
silicate	Pacific	(27,27.25]	0.3577358	0.3477987	0.3676729
silicate	Pacific	(27.25,27.5]	0.8008097	0.7814650	0.8201543
silicate	Pacific	(27.5,27.75]	0.8681846	0.8542668	0.8821024
silicate	Pacific	(27.75,27.85]	0.8415252	0.8231800	0.8598704
silicate	Pacific	(27.85,27.95]	0.7592102	0.7269792	0.7914412
silicate	Pacific	(27.95,28.05]	0.5206464	0.5033878	0.5379050
silicate	Pacific	(28.05,28.1]	0.3039152	0.2605791	0.3472513
silicate	Pacific	(28.1, Inf]	0.2365350	0.2064583	0.2666118
temp	Atlantic	(-Inf,26.5]	0.4204021	0.3576955	0.4831087
temp	Atlantic	(26.5,26.75]	0.7679922	0.6766862	0.8592983
temp	Atlantic	(26.75,27]	0.8412556	0.8264153	0.8560959
temp	Atlantic	(27,27.25]	0.8394706	0.8295819	0.8493594
temp	Atlantic	(27.25,27.5]	0.8409295	0.8160492	0.8658098
temp	Atlantic	(27.5,27.75]	0.7296093	0.7136296	0.7455891
temp	Atlantic	(27.75,27.85]	0.6123636	0.5788254	0.6459018
temp	Atlantic	(27.85,27.95]	0.4732644	0.3900232	0.5565057
temp	Atlantic	(27.95,28.05]	0.5944847	0.5634166	0.6255529
temp	Atlantic	(28.05,28.1]	0.6525383	0.6357453	0.6693313
temp	Atlantic	(28.1,28.15]	0.6619365	0.6059042	0.7179689
temp	Atlantic	(28.15,28.2]	0.5662463	0.4388736	0.6936191
temp	Atlantic	(28.2, Inf]	0.3803862	0.2269356	0.5338368
temp	Indian	(-Inf,26]	0.1532515	0.1034034	0.2030996
temp	Indian	(26,26.5]	0.4781519	0.4505762	0.5057277
temp	Indian	(26.5,26.75]	0.3924784	0.2503381	0.5346188
temp	Indian	(26.75,27]	0.4205019	0.1772947	0.6637091
temp	Indian	(27,27.25]	0.5437121	0.3170247	0.7703995
temp	Indian	(27.25,27.5]	0.5968009	0.4841885	0.7094134
temp	Indian	(27.5,27.75]	0.2629113	0.1089841	0.4168385
temp	Indian	(27.75,27.85]	0.1181562	-0.0621564	0.2984689
temp	Indian	(27.85,27.95]	0.1701552	-0.0277969	0.3681073
temp	Indian	(27.95,28.05]	0.3146134	0.1453924	0.4838344
temp	Indian	(28.05,28.1]	0.2737301	0.1248351	0.4226251
temp	Indian	(28.1, Inf]	0.4212178	0.3109703	0.5314652
temp	Pacific	(-Inf,26]	-0.3511821	-0.3885388	-0.3138255
temp	Pacific	(26,26.5]	0.4318452	0.3403978	0.5232926
temp	Pacific	(26.5,26.75]	0.4056300	0.2549809	0.5562791
temp	Pacific	(26.75,27]	0.4341608	0.3587770	0.5095446
temp	Pacific	(27,27.25]	-0.2356613	-0.2843783	-0.1869444
temp	Pacific	(27.25,27.5]	-0.4867820	-0.5123478	-0.4612162
temp	Pacific	(27.5,27.75]	-0.4354138	-0.4714889	-0.3993387
temp	Pacific	(27.75,27.85]	-0.4283868	-0.5883260	-0.2684477
temp	Pacific	(27.85,27.95]	-0.3941779	-0.5496562	-0.2386996
temp	Pacific	(27.95,28.05]	-0.1375091	-0.2930027	0.0179844
temp	Pacific	(28.05,28.1]	0.0201801	-0.0763513	0.1167114
temp	Pacific	(28.1, Inf]	0.2209289	0.1575306	0.2843273

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