Last updated: 2021-10-27

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: 40fc487

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 40fc487. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


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

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

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

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

File	Version	Author	Date	Message
html	f9280c7	jens-daniel-mueller	2021-10-21	Build site.
html	bfe90e6	jens-daniel-mueller	2021-10-21	Build site.
html	78a956e	jens-daniel-mueller	2021-10-21	Build site.
html	1ba14cf	jens-daniel-mueller	2021-10-20	Build site.
html	dc0723b	jens-daniel-mueller	2021-10-19	Build site.
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
Rmd	4d61e3d	jens-daniel-mueller	2021-04-09	included model data
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
html	83a13de	jens-daniel-mueller	2021-03-20	Build site.
html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

1 Version ID

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

2 Required data

Required are:

cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

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


[[2]]

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


[[3]]

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


[[4]]

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


[[5]]

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


[[6]]

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


[[7]]

Version	Author	Date
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16


[[8]]

Version	Author	Date
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16


[[9]]

Version	Author	Date
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16


[[10]]

Version	Author	Date
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16


[[11]]


[[12]]

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Version	Author	Date
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlanto-Pacific	(-Inf,26.5]	0.9165441	0.9125221	0.9205662
aou + nitrate	Atlanto-Pacific	(-Inf,26]	0.8820580	0.8635684	0.9005476
aou + nitrate	Atlanto-Pacific	(26,26.5]	0.8992800	0.8827340	0.9158261
aou + nitrate	Atlanto-Pacific	(26.5,26.75]	0.9020101	0.8853864	0.9186337
aou + nitrate	Atlanto-Pacific	(26.75,27]	0.9148755	0.9104953	0.9192556
aou + nitrate	Atlanto-Pacific	(27,27.25]	0.9133780	0.9091665	0.9175895
aou + nitrate	Atlanto-Pacific	(27.25,27.5]	0.9074998	0.9059006	0.9090990
aou + nitrate	Atlanto-Pacific	(27.5,27.75]	0.9340563	0.9308360	0.9372766
aou + nitrate	Atlanto-Pacific	(27.75,27.85]	0.9660522	0.9652768	0.9668276
aou + nitrate	Atlanto-Pacific	(27.85,27.95]	0.9814738	0.9801793	0.9827682
aou + nitrate	Atlanto-Pacific	(27.95,28.05]	0.9832609	0.9820646	0.9844573
aou + nitrate	Atlanto-Pacific	(28.05,28.1]	0.9851535	0.9847745	0.9855324
aou + nitrate	Atlanto-Pacific	(28.1, Inf]	0.9279741	0.8912153	0.9647328
aou + nitrate	Atlanto-Pacific	(28.1,28.15]	0.9801770	0.9793927	0.9809613
aou + nitrate	Atlanto-Pacific	(28.15,28.2]	0.9832730	0.9806293	0.9859166
aou + nitrate	Atlanto-Pacific	(28.2, Inf]	0.7957512	0.7197018	0.8718007
aou + nitrate	Indian1	(-Inf,26]	0.9481565	0.9094533	0.9868598
aou + nitrate	Indian1	(26,26.5]	0.8310637	0.6847832	0.9773441
aou + nitrate	Indian1	(26.5,26.75]	0.8168818	0.6491506	0.9846131
aou + nitrate	Indian1	(26.75,27]	0.7462296	0.5217100	0.9707492
aou + nitrate	Indian1	(27,27.25]	0.6207397	0.3467667	0.8947127
aou + nitrate	Indian1	(27.25,27.5]	0.4075520	0.1823548	0.6327493
aou + nitrate	Indian1	(27.5,27.75]	0.3352079	0.1921088	0.4783070
aou + nitrate	Indian1	(27.75,27.85]	0.6897103	0.5006756	0.8787450
aou + nitrate	Indian1	(27.85,27.95]	0.8167148	0.7067654	0.9266642
aou + nitrate	Indian1	(27.95,28.05]	0.8583914	0.7569423	0.9598405
aou + nitrate	Indian1	(28.05,28.1]	0.8881802	0.8261479	0.9502125
aou + nitrate	Indian1	(28.1, Inf]	0.9708443	0.9556972	0.9859915
aou + nitrate	Indian2	(-Inf,26]	0.9938828	0.9908891	0.9968764
aou + nitrate	Indian2	(26,26.5]	0.9925010	0.9900019	0.9950001
aou + nitrate	Indian2	(26.5,26.75]	0.9918151	0.9875731	0.9960571
aou + nitrate	Indian2	(26.75,27]	0.9758232	0.9738695	0.9777770
aou + nitrate	Indian2	(27,27.25]	0.9571422	0.9437759	0.9705086
aou + nitrate	Indian2	(27.25,27.5]	0.8919016	0.8538349	0.9299683
aou + nitrate	Indian2	(27.5,27.75]	0.8413456	0.7806986	0.9019926
aou + nitrate	Indian2	(27.75,27.85]	0.8933242	0.8707108	0.9159376
aou + nitrate	Indian2	(27.85,27.95]	0.9200871	0.9028039	0.9373703
aou + nitrate	Indian2	(27.95,28.05]	0.9059812	0.8670799	0.9448825
aou + nitrate	Indian2	(28.05,28.1]	0.8789769	0.8244194	0.9335345
aou + nitrate	Indian2	(28.1, Inf]	0.8740924	0.8604108	0.8877739
aou + nitrate	Indian3	(-Inf,26]	0.9057438	0.8743289	0.9371586
aou + nitrate	Indian3	(26,26.5]	0.8567382	0.8449003	0.8685761
aou + nitrate	Indian3	(26.5,26.75]	0.7239831	0.6933858	0.7545804
aou + nitrate	Indian3	(26.75,27]	0.8287694	0.8249265	0.8326123
aou + nitrate	Indian3	(27,27.25]	0.8604933	0.8447994	0.8761872
aou + nitrate	Indian3	(27.25,27.5]	0.8567529	0.8307725	0.8827332
aou + nitrate	Indian3	(27.5,27.75]	0.8825638	0.8554071	0.9097205
aou + nitrate	Indian3	(27.75,27.85]	0.8565785	0.8440846	0.8690725
aou + nitrate	Indian3	(27.85,27.95]	0.9396880	0.9309685	0.9484075
aou + nitrate	Indian3	(27.95,28.05]	0.9811567	0.9786138	0.9836997
aou + nitrate	Indian3	(28.05,28.1]	0.9843490	0.9828883	0.9858097
aou + nitrate	Indian3	(28.1, Inf]	0.8172061	0.7654794	0.8689329
aou + nitrate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + nitrate	Indian4	(26,26.5]	0.6438226	0.5097149	0.7779302
aou + nitrate	Indian4	(26.5,26.75]	0.4737491	0.4401794	0.5073188
aou + nitrate	Indian4	(26.75,27]	0.4342651	0.4063462	0.4621840
aou + nitrate	Indian4	(27,27.25]	0.1681853	-0.0832494	0.4196200
aou + nitrate	Indian4	(27.25,27.5]	0.5062230	0.4573911	0.5550550
aou + nitrate	Indian4	(27.5,27.75]	0.7296795	0.7277193	0.7316398
aou + nitrate	Indian4	(27.75,27.85]	0.4878633	0.4278598	0.5478667
aou + nitrate	Indian4	(27.85,27.95]	0.3762577	0.3533593	0.3991560
aou + nitrate	Indian4	(27.95,28.05]	0.7080233	0.6208204	0.7952262
aou + nitrate	Indian4	(28.05,28.1]	0.7790401	0.6654564	0.8926238
aou + nitrate	Indian4	(28.1, Inf]	-0.1843394	-0.2842496	-0.0844293
aou + nitrate	Indian5	(27.5,27.75]	0.9886206	0.9878725	0.9893688
aou + nitrate	Indian5	(27.75,27.85]	0.9560245	0.9470911	0.9649580
aou + nitrate	Indian5	(27.85,27.95]	0.9120781	0.8706530	0.9535032
aou + nitrate	Indian5	(27.95,28.05]	0.6263051	0.5792608	0.6733494
aou + nitrate	Indian5	(28.05,28.1]	0.0804350	0.0306690	0.1302010
aou + nitrate	Indian5	(28.1, Inf]	0.0863511	0.0176821	0.1550200
aou + oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.8971402	-0.9095297	-0.8847507
aou + oxygen	Atlanto-Pacific	(-Inf,26]	-0.8885681	-0.9021297	-0.8750064
aou + oxygen	Atlanto-Pacific	(26,26.5]	-0.9823833	-0.9895999	-0.9751668
aou + oxygen	Atlanto-Pacific	(26.5,26.75]	-0.9670495	-0.9753315	-0.9587674
aou + oxygen	Atlanto-Pacific	(26.75,27]	-0.9613958	-0.9623005	-0.9604911
aou + oxygen	Atlanto-Pacific	(27,27.25]	-0.9806157	-0.9814845	-0.9797469
aou + oxygen	Atlanto-Pacific	(27.25,27.5]	-0.9848878	-0.9856987	-0.9840769
aou + oxygen	Atlanto-Pacific	(27.5,27.75]	-0.9879252	-0.9882543	-0.9875960
aou + oxygen	Atlanto-Pacific	(27.75,27.85]	-0.9930521	-0.9935660	-0.9925382
aou + oxygen	Atlanto-Pacific	(27.85,27.95]	-0.9967907	-0.9971354	-0.9964461
aou + oxygen	Atlanto-Pacific	(27.95,28.05]	-0.9975158	-0.9977775	-0.9972541
aou + oxygen	Atlanto-Pacific	(28.05,28.1]	-0.9978601	-0.9982564	-0.9974639
aou + oxygen	Atlanto-Pacific	(28.1, Inf]	-0.9938508	-0.9963399	-0.9913617
aou + oxygen	Atlanto-Pacific	(28.1,28.15]	-0.9905922	-0.9914202	-0.9897642
aou + oxygen	Atlanto-Pacific	(28.15,28.2]	-0.9946514	-0.9956474	-0.9936555
aou + oxygen	Atlanto-Pacific	(28.2, Inf]	-0.9790841	-0.9820393	-0.9761290
aou + oxygen	Indian1	(-Inf,26]	-0.9827652	-0.9883582	-0.9771721
aou + oxygen	Indian1	(26,26.5]	-0.9681467	-0.9834764	-0.9528170
aou + oxygen	Indian1	(26.5,26.75]	-0.9776064	-0.9965696	-0.9586432
aou + oxygen	Indian1	(26.75,27]	-0.9719068	-0.9949192	-0.9488945
aou + oxygen	Indian1	(27,27.25]	-0.9066307	-0.9758682	-0.8373932
aou + oxygen	Indian1	(27.25,27.5]	-0.7934257	-0.8831034	-0.7037479
aou + oxygen	Indian1	(27.5,27.75]	-0.9403334	-0.9599185	-0.9207484
aou + oxygen	Indian1	(27.75,27.85]	-0.9831370	-0.9932112	-0.9730628
aou + oxygen	Indian1	(27.85,27.95]	-0.9865828	-0.9945835	-0.9785821
aou + oxygen	Indian1	(27.95,28.05]	-0.9883731	-0.9921206	-0.9846256
aou + oxygen	Indian1	(28.05,28.1]	-0.9950886	-0.9982466	-0.9919307
aou + oxygen	Indian1	(28.1, Inf]	-0.9989730	-0.9993023	-0.9986437
aou + oxygen	Indian2	(-Inf,26]	-0.9916926	-0.9940051	-0.9893800
aou + oxygen	Indian2	(26,26.5]	-0.9951808	-0.9965281	-0.9938334
aou + oxygen	Indian2	(26.5,26.75]	-0.9973581	-0.9986544	-0.9960619
aou + oxygen	Indian2	(26.75,27]	-0.9966354	-0.9969849	-0.9962858
aou + oxygen	Indian2	(27,27.25]	-0.9935606	-0.9968649	-0.9902562
aou + oxygen	Indian2	(27.25,27.5]	-0.9798200	-0.9905239	-0.9691161
aou + oxygen	Indian2	(27.5,27.75]	-0.9746545	-0.9851842	-0.9641249
aou + oxygen	Indian2	(27.75,27.85]	-0.9924301	-0.9970037	-0.9878565
aou + oxygen	Indian2	(27.85,27.95]	-0.9925826	-0.9948410	-0.9903242
aou + oxygen	Indian2	(27.95,28.05]	-0.9897928	-0.9919603	-0.9876253
aou + oxygen	Indian2	(28.05,28.1]	-0.9933269	-0.9961618	-0.9904920
aou + oxygen	Indian2	(28.1, Inf]	-0.9974721	-0.9979649	-0.9969793
aou + oxygen	Indian3	(-Inf,26]	-0.9509430	-0.9549941	-0.9468919
aou + oxygen	Indian3	(26,26.5]	-0.9411010	-0.9485156	-0.9336865
aou + oxygen	Indian3	(26.5,26.75]	-0.9378125	-0.9389595	-0.9366655
aou + oxygen	Indian3	(26.75,27]	-0.9244234	-0.9280506	-0.9207961
aou + oxygen	Indian3	(27,27.25]	-0.9390160	-0.9516305	-0.9264015
aou + oxygen	Indian3	(27.25,27.5]	-0.9822192	-0.9862085	-0.9782298
aou + oxygen	Indian3	(27.5,27.75]	-0.9876828	-0.9905784	-0.9847872
aou + oxygen	Indian3	(27.75,27.85]	-0.9933273	-0.9945410	-0.9921137
aou + oxygen	Indian3	(27.85,27.95]	-0.9946431	-0.9954367	-0.9938496
aou + oxygen	Indian3	(27.95,28.05]	-0.9949893	-0.9955509	-0.9944277
aou + oxygen	Indian3	(28.05,28.1]	-0.9973624	-0.9976206	-0.9971042
aou + oxygen	Indian3	(28.1, Inf]	-0.9695549	-0.9796981	-0.9594117
aou + oxygen	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
aou + oxygen	Indian4	(26,26.5]	-0.9574999	-0.9766078	-0.9383920
aou + oxygen	Indian4	(26.5,26.75]	-0.9117307	-0.9381862	-0.8852753
aou + oxygen	Indian4	(26.75,27]	-0.8556796	-0.9010836	-0.8102756
aou + oxygen	Indian4	(27,27.25]	-0.9707069	-0.9794625	-0.9619513
aou + oxygen	Indian4	(27.25,27.5]	-0.9801781	-0.9816849	-0.9786712
aou + oxygen	Indian4	(27.5,27.75]	-0.9904615	-0.9913131	-0.9896098
aou + oxygen	Indian4	(27.75,27.85]	-0.9959082	-0.9966405	-0.9951759
aou + oxygen	Indian4	(27.85,27.95]	-0.9845220	-0.9851119	-0.9839321
aou + oxygen	Indian4	(27.95,28.05]	-0.9560555	-0.9564525	-0.9556585
aou + oxygen	Indian4	(28.05,28.1]	-0.9594625	-0.9702025	-0.9487225
aou + oxygen	Indian4	(28.1, Inf]	-0.9630846	-0.9684739	-0.9576952
aou + oxygen	Indian5	(27.5,27.75]	-0.9990270	-0.9995194	-0.9985345
aou + oxygen	Indian5	(27.75,27.85]	-0.9987076	-0.9988518	-0.9985635
aou + oxygen	Indian5	(27.85,27.95]	-0.9995725	-0.9995870	-0.9995579
aou + oxygen	Indian5	(27.95,28.05]	-0.9987220	-0.9987574	-0.9986867
aou + oxygen	Indian5	(28.05,28.1]	-0.9939328	-0.9941576	-0.9937081
aou + oxygen	Indian5	(28.1, Inf]	-0.9892278	-0.9904487	-0.9880070
aou + phosphate	Atlanto-Pacific	(-Inf,26.5]	0.7910120	0.7879802	0.7940439
aou + phosphate	Atlanto-Pacific	(-Inf,26]	0.9080915	0.8988112	0.9173719
aou + phosphate	Atlanto-Pacific	(26,26.5]	0.9518485	0.9435060	0.9601910
aou + phosphate	Atlanto-Pacific	(26.5,26.75]	0.9124961	0.8936183	0.9313739
aou + phosphate	Atlanto-Pacific	(26.75,27]	0.8987872	0.8921671	0.9054073
aou + phosphate	Atlanto-Pacific	(27,27.25]	0.8997741	0.8956275	0.9039207
aou + phosphate	Atlanto-Pacific	(27.25,27.5]	0.9088996	0.9083068	0.9094925
aou + phosphate	Atlanto-Pacific	(27.5,27.75]	0.9371812	0.9352066	0.9391559
aou + phosphate	Atlanto-Pacific	(27.75,27.85]	0.9660015	0.9655796	0.9664233
aou + phosphate	Atlanto-Pacific	(27.85,27.95]	0.9821592	0.9817536	0.9825648
aou + phosphate	Atlanto-Pacific	(27.95,28.05]	0.9850799	0.9850146	0.9851452
aou + phosphate	Atlanto-Pacific	(28.05,28.1]	0.9866520	0.9854738	0.9878303
aou + phosphate	Atlanto-Pacific	(28.1, Inf]	0.9147016	0.8724512	0.9569519
aou + phosphate	Atlanto-Pacific	(28.1,28.15]	0.9756860	0.9725888	0.9787833
aou + phosphate	Atlanto-Pacific	(28.15,28.2]	0.9829183	0.9804338	0.9854028
aou + phosphate	Atlanto-Pacific	(28.2, Inf]	0.7961981	0.7225839	0.8698122
aou + phosphate	Indian1	(-Inf,26]	0.9882098	0.9790389	0.9973808
aou + phosphate	Indian1	(26,26.5]	0.9909835	0.9854955	0.9964715
aou + phosphate	Indian1	(26.5,26.75]	0.9899007	0.9836036	0.9961978
aou + phosphate	Indian1	(26.75,27]	0.9758348	0.9695925	0.9820771
aou + phosphate	Indian1	(27,27.25]	0.8808965	0.8581417	0.9036513
aou + phosphate	Indian1	(27.25,27.5]	0.6709047	0.5598168	0.7819925
aou + phosphate	Indian1	(27.5,27.75]	0.7468272	0.7134928	0.7801616
aou + phosphate	Indian1	(27.75,27.85]	0.8166567	0.6551638	0.9781497
aou + phosphate	Indian1	(27.85,27.95]	0.9173117	0.8462996	0.9883238
aou + phosphate	Indian1	(27.95,28.05]	0.9446670	0.9107364	0.9785975
aou + phosphate	Indian1	(28.05,28.1]	0.9025568	0.8302814	0.9748323
aou + phosphate	Indian1	(28.1, Inf]	0.9708212	0.9647025	0.9769399
aou + phosphate	Indian2	(-Inf,26]	0.9910628	0.9868058	0.9953199
aou + phosphate	Indian2	(26,26.5]	0.9906749	0.9866826	0.9946672
aou + phosphate	Indian2	(26.5,26.75]	0.9891514	0.9829079	0.9953950
aou + phosphate	Indian2	(26.75,27]	0.9756245	0.9750992	0.9761497
aou + phosphate	Indian2	(27,27.25]	0.9589277	0.9465280	0.9713274
aou + phosphate	Indian2	(27.25,27.5]	0.9417204	0.9228075	0.9606334
aou + phosphate	Indian2	(27.5,27.75]	0.9302126	0.9050150	0.9554102
aou + phosphate	Indian2	(27.75,27.85]	0.9564043	0.9314638	0.9813448
aou + phosphate	Indian2	(27.85,27.95]	0.9540473	0.9388199	0.9692747
aou + phosphate	Indian2	(27.95,28.05]	0.9377239	0.9093982	0.9660495
aou + phosphate	Indian2	(28.05,28.1]	0.9090205	0.8632743	0.9547667
aou + phosphate	Indian2	(28.1, Inf]	0.8948730	0.8820935	0.9076524
aou + phosphate	Indian3	(-Inf,26]	0.9284587	0.8989765	0.9579408
aou + phosphate	Indian3	(26,26.5]	0.8676312	0.8658568	0.8694055
aou + phosphate	Indian3	(26.5,26.75]	0.7272656	0.7024221	0.7521091
aou + phosphate	Indian3	(26.75,27]	0.8342432	0.8331598	0.8353266
aou + phosphate	Indian3	(27,27.25]	0.8858497	0.8659415	0.9057578
aou + phosphate	Indian3	(27.25,27.5]	0.8978101	0.8731501	0.9224701
aou + phosphate	Indian3	(27.5,27.75]	0.9357578	0.9100175	0.9614981
aou + phosphate	Indian3	(27.75,27.85]	0.9202379	0.8897756	0.9507001
aou + phosphate	Indian3	(27.85,27.95]	0.9579423	0.9475563	0.9683283
aou + phosphate	Indian3	(27.95,28.05]	0.9833081	0.9786215	0.9879947
aou + phosphate	Indian3	(28.05,28.1]	0.9851589	0.9828271	0.9874906
aou + phosphate	Indian3	(28.1, Inf]	0.8119455	0.7514427	0.8724483
aou + phosphate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + phosphate	Indian4	(26,26.5]	0.6169094	0.4548074	0.7790114
aou + phosphate	Indian4	(26.5,26.75]	0.5308641	0.5156701	0.5460580
aou + phosphate	Indian4	(26.75,27]	0.4571092	0.4524957	0.4617228
aou + phosphate	Indian4	(27,27.25]	0.1178227	-0.1433783	0.3790237
aou + phosphate	Indian4	(27.25,27.5]	0.5035679	0.4818327	0.5253031
aou + phosphate	Indian4	(27.5,27.75]	0.7501146	0.7025440	0.7976852
aou + phosphate	Indian4	(27.75,27.85]	0.5305460	0.4593028	0.6017892
aou + phosphate	Indian4	(27.85,27.95]	0.3594346	0.3180070	0.4008621
aou + phosphate	Indian4	(27.95,28.05]	0.7136698	0.6292248	0.7981149
aou + phosphate	Indian4	(28.05,28.1]	0.8089663	0.7181170	0.8998155
aou + phosphate	Indian4	(28.1, Inf]	-0.2008616	-0.2577520	-0.1439713
aou + phosphate	Indian5	(27.5,27.75]	0.9680294	0.9599154	0.9761434
aou + phosphate	Indian5	(27.75,27.85]	0.9539960	0.9242843	0.9837078
aou + phosphate	Indian5	(27.85,27.95]	0.9231550	0.9057725	0.9405375
aou + phosphate	Indian5	(27.95,28.05]	0.6093057	0.5662275	0.6523838
aou + phosphate	Indian5	(28.05,28.1]	0.0233089	-0.0045765	0.0511943
aou + phosphate	Indian5	(28.1, Inf]	0.0856745	-0.0408482	0.2121971
aou + silicate	Atlanto-Pacific	(-Inf,26.5]	0.6942607	0.6570542	0.7314673
aou + silicate	Atlanto-Pacific	(-Inf,26]	0.5519681	0.5360632	0.5678731
aou + silicate	Atlanto-Pacific	(26,26.5]	0.5818145	0.5787741	0.5848548
aou + silicate	Atlanto-Pacific	(26.5,26.75]	0.5963223	0.5805236	0.6121210
aou + silicate	Atlanto-Pacific	(26.75,27]	0.6704993	0.6352425	0.7057561
aou + silicate	Atlanto-Pacific	(27,27.25]	0.8538625	0.8393360	0.8683891
aou + silicate	Atlanto-Pacific	(27.25,27.5]	0.9052365	0.8901007	0.9203723
aou + silicate	Atlanto-Pacific	(27.5,27.75]	0.9449850	0.9366221	0.9533480
aou + silicate	Atlanto-Pacific	(27.75,27.85]	0.9776078	0.9754901	0.9797254
aou + silicate	Atlanto-Pacific	(27.85,27.95]	0.9853920	0.9839966	0.9867875
aou + silicate	Atlanto-Pacific	(27.95,28.05]	0.9889943	0.9888956	0.9890930
aou + silicate	Atlanto-Pacific	(28.05,28.1]	0.9932795	0.9932178	0.9933411
aou + silicate	Atlanto-Pacific	(28.1, Inf]	0.8643225	0.8621708	0.8664742
aou + silicate	Atlanto-Pacific	(28.1,28.15]	0.9782449	0.9759791	0.9805107
aou + silicate	Atlanto-Pacific	(28.15,28.2]	0.9855080	0.9852560	0.9857600
aou + silicate	Atlanto-Pacific	(28.2, Inf]	0.8304492	0.7836197	0.8772786
aou + silicate	Indian1	(-Inf,26]	0.8712878	0.7719396	0.9706360
aou + silicate	Indian1	(26,26.5]	0.8806057	0.7905065	0.9707050
aou + silicate	Indian1	(26.5,26.75]	0.8939748	0.8123803	0.9755694
aou + silicate	Indian1	(26.75,27]	0.8703211	0.8005684	0.9400738
aou + silicate	Indian1	(27,27.25]	0.6053381	0.5838547	0.6268215
aou + silicate	Indian1	(27.25,27.5]	0.1343553	0.0628298	0.2058807
aou + silicate	Indian1	(27.5,27.75]	-0.5614392	-0.6897709	-0.4331074
aou + silicate	Indian1	(27.75,27.85]	-0.1295761	-0.1627738	-0.0963783
aou + silicate	Indian1	(27.85,27.95]	0.0629124	-0.0991328	0.2249576
aou + silicate	Indian1	(27.95,28.05]	0.2068475	-0.0008104	0.4145053
aou + silicate	Indian1	(28.05,28.1]	0.7794939	0.6600692	0.8989187
aou + silicate	Indian1	(28.1, Inf]	0.8825807	0.8202336	0.9449279
aou + silicate	Indian2	(-Inf,26]	0.8850108	0.8424466	0.9275749
aou + silicate	Indian2	(26,26.5]	0.8506461	0.7841005	0.9171916
aou + silicate	Indian2	(26.5,26.75]	0.8671388	0.8150411	0.9192365
aou + silicate	Indian2	(26.75,27]	0.9123983	0.8729610	0.9518356
aou + silicate	Indian2	(27,27.25]	0.8430273	0.7741063	0.9119483
aou + silicate	Indian2	(27.25,27.5]	0.6515158	0.5356759	0.7673558
aou + silicate	Indian2	(27.5,27.75]	0.3214984	0.2030178	0.4399789
aou + silicate	Indian2	(27.75,27.85]	0.7461152	0.6376471	0.8545834
aou + silicate	Indian2	(27.85,27.95]	0.7105174	0.6292460	0.7917888
aou + silicate	Indian2	(27.95,28.05]	0.4925475	0.3376488	0.6474461
aou + silicate	Indian2	(28.05,28.1]	0.7254574	0.5506966	0.9002182
aou + silicate	Indian2	(28.1, Inf]	0.6977661	0.6487425	0.7467897
aou + silicate	Indian3	(-Inf,26]	0.8347995	0.7986937	0.8709053
aou + silicate	Indian3	(26,26.5]	0.8175091	0.7643661	0.8706520
aou + silicate	Indian3	(26.5,26.75]	0.7936506	0.7523929	0.8349084
aou + silicate	Indian3	(26.75,27]	0.9054007	0.8937231	0.9170783
aou + silicate	Indian3	(27,27.25]	0.9681597	0.9617778	0.9745416
aou + silicate	Indian3	(27.25,27.5]	0.9665762	0.9632142	0.9699381
aou + silicate	Indian3	(27.5,27.75]	0.9394546	0.9387439	0.9401653
aou + silicate	Indian3	(27.75,27.85]	0.9398306	0.9339191	0.9457421
aou + silicate	Indian3	(27.85,27.95]	0.9285691	0.9222098	0.9349283
aou + silicate	Indian3	(27.95,28.05]	0.9429736	0.9385271	0.9474200
aou + silicate	Indian3	(28.05,28.1]	0.9814753	0.9801584	0.9827922
aou + silicate	Indian3	(28.1, Inf]	0.6521459	0.5532732	0.7510187
aou + silicate	Indian4	(26,26.5]	0.0037049	-0.6892024	0.6966123
aou + silicate	Indian4	(26.5,26.75]	0.4593392	0.3246837	0.5939948
aou + silicate	Indian4	(26.75,27]	0.6457414	0.5557230	0.7357598
aou + silicate	Indian4	(27,27.25]	0.4323360	0.2171719	0.6475000
aou + silicate	Indian4	(27.25,27.5]	0.5457994	0.5055000	0.5860988
aou + silicate	Indian4	(27.5,27.75]	0.5800079	0.5551482	0.6048676
aou + silicate	Indian4	(27.75,27.85]	0.0503705	-0.0175039	0.1182448
aou + silicate	Indian4	(27.85,27.95]	0.0174653	-0.0088630	0.0437937
aou + silicate	Indian4	(27.95,28.05]	0.4897947	0.3595348	0.6200545
aou + silicate	Indian4	(28.05,28.1]	0.8108105	0.7517548	0.8698661
aou + silicate	Indian4	(28.1, Inf]	-0.4907861	-0.5476997	-0.4338725
aou + silicate	Indian5	(27.5,27.75]	0.2820054	-0.1098463	0.6738572
aou + silicate	Indian5	(27.75,27.85]	0.7118613	0.6847013	0.7390213
aou + silicate	Indian5	(27.85,27.95]	0.8443790	0.8033473	0.8854108
aou + silicate	Indian5	(27.95,28.05]	0.7924253	0.7448513	0.8399993
aou + silicate	Indian5	(28.05,28.1]	0.6897806	0.6228347	0.7567265
aou + silicate	Indian5	(28.1, Inf]	0.0950971	0.0411590	0.1490352
nitrate + silicate	Atlanto-Pacific	(-Inf,26.5]	0.8084069	0.7842137	0.8326000
nitrate + silicate	Atlanto-Pacific	(-Inf,26]	0.7970148	0.7829187	0.8111109
nitrate + silicate	Atlanto-Pacific	(26,26.5]	0.7745391	0.7438121	0.8052661
nitrate + silicate	Atlanto-Pacific	(26.5,26.75]	0.7945172	0.7888040	0.8002305
nitrate + silicate	Atlanto-Pacific	(26.75,27]	0.7982106	0.7784336	0.8179877
nitrate + silicate	Atlanto-Pacific	(27,27.25]	0.8325519	0.8177625	0.8473413
nitrate + silicate	Atlanto-Pacific	(27.25,27.5]	0.8382783	0.8199827	0.8565739
nitrate + silicate	Atlanto-Pacific	(27.5,27.75]	0.9023243	0.8954011	0.9092475
nitrate + silicate	Atlanto-Pacific	(27.75,27.85]	0.9635472	0.9632580	0.9638363
nitrate + silicate	Atlanto-Pacific	(27.85,27.95]	0.9800246	0.9797670	0.9802822
nitrate + silicate	Atlanto-Pacific	(27.95,28.05]	0.9830895	0.9805560	0.9856231
nitrate + silicate	Atlanto-Pacific	(28.05,28.1]	0.9833994	0.9820634	0.9847354
nitrate + silicate	Atlanto-Pacific	(28.1, Inf]	0.8824982	0.8468646	0.9181317
nitrate + silicate	Atlanto-Pacific	(28.1,28.15]	0.9922266	0.9920236	0.9924295
nitrate + silicate	Atlanto-Pacific	(28.15,28.2]	0.9917598	0.9915772	0.9919425
nitrate + silicate	Atlanto-Pacific	(28.2, Inf]	0.9568618	0.9326327	0.9810910
nitrate + silicate	Indian1	(-Inf,26]	0.9424710	0.9114066	0.9735353
nitrate + silicate	Indian1	(26,26.5]	0.9214521	0.8734756	0.9694287
nitrate + silicate	Indian1	(26.5,26.75]	0.9131363	0.8424865	0.9837860
nitrate + silicate	Indian1	(26.75,27]	0.8870315	0.7954601	0.9786030
nitrate + silicate	Indian1	(27,27.25]	0.8049007	0.7605057	0.8492956
nitrate + silicate	Indian1	(27.25,27.5]	0.7833964	0.7297868	0.8370059
nitrate + silicate	Indian1	(27.5,27.75]	0.2551393	-0.1011075	0.6113861
nitrate + silicate	Indian1	(27.75,27.85]	-0.0564188	-0.2400893	0.1272516
nitrate + silicate	Indian1	(27.85,27.95]	0.0427871	-0.2668807	0.3524549
nitrate + silicate	Indian1	(27.95,28.05]	0.1169514	-0.2391729	0.4730756
nitrate + silicate	Indian1	(28.05,28.1]	0.7253137	0.5681008	0.8825265
nitrate + silicate	Indian1	(28.1, Inf]	0.9109883	0.8634027	0.9585739
nitrate + silicate	Indian2	(-Inf,26]	0.9207319	0.8943229	0.9471410
nitrate + silicate	Indian2	(26,26.5]	0.8925285	0.8424318	0.9426252
nitrate + silicate	Indian2	(26.5,26.75]	0.9029197	0.8706942	0.9351453
nitrate + silicate	Indian2	(26.75,27]	0.9281019	0.9115891	0.9446147
nitrate + silicate	Indian2	(27,27.25]	0.9214339	0.8928993	0.9499685
nitrate + silicate	Indian2	(27.25,27.5]	0.8617030	0.8165707	0.9068353
nitrate + silicate	Indian2	(27.5,27.75]	0.5897058	0.5879594	0.5914523
nitrate + silicate	Indian2	(27.75,27.85]	0.7785980	0.7408619	0.8163341
nitrate + silicate	Indian2	(27.85,27.95]	0.7385706	0.7076470	0.7694942
nitrate + silicate	Indian2	(27.95,28.05]	0.5597991	0.4210547	0.6985434
nitrate + silicate	Indian2	(28.05,28.1]	0.7512928	0.5854952	0.9170905
nitrate + silicate	Indian2	(28.1, Inf]	0.7340587	0.7170336	0.7510837
nitrate + silicate	Indian3	(-Inf,26]	0.7808211	0.7438750	0.8177672
nitrate + silicate	Indian3	(26,26.5]	0.7453722	0.6881831	0.8025614
nitrate + silicate	Indian3	(26.5,26.75]	0.7275018	0.6984820	0.7565217
nitrate + silicate	Indian3	(26.75,27]	0.7902698	0.7839335	0.7966060
nitrate + silicate	Indian3	(27,27.25]	0.8509465	0.8397213	0.8621718
nitrate + silicate	Indian3	(27.25,27.5]	0.9311754	0.9198747	0.9424761
nitrate + silicate	Indian3	(27.5,27.75]	0.8746166	0.8509930	0.8982403
nitrate + silicate	Indian3	(27.75,27.85]	0.7722977	0.7353246	0.8092707
nitrate + silicate	Indian3	(27.85,27.95]	0.8608290	0.8414543	0.8802038
nitrate + silicate	Indian3	(27.95,28.05]	0.9467922	0.9429842	0.9506001
nitrate + silicate	Indian3	(28.05,28.1]	0.9850063	0.9844779	0.9855346
nitrate + silicate	Indian3	(28.1, Inf]	0.9279014	0.9190358	0.9367669
nitrate + silicate	Indian4	(26,26.5]	0.2011149	-0.1105795	0.5128093
nitrate + silicate	Indian4	(26.5,26.75]	0.3762495	0.3249912	0.4275078
nitrate + silicate	Indian4	(26.75,27]	0.7322410	0.7121346	0.7523474
nitrate + silicate	Indian4	(27,27.25]	0.8008396	0.7914016	0.8102776
nitrate + silicate	Indian4	(27.25,27.5]	0.8093050	0.7956945	0.8229155
nitrate + silicate	Indian4	(27.5,27.75]	0.5278466	0.5254744	0.5302187
nitrate + silicate	Indian4	(27.75,27.85]	0.0754538	0.0667182	0.0841895
nitrate + silicate	Indian4	(27.85,27.95]	0.4670978	0.4393269	0.4948686
nitrate + silicate	Indian4	(27.95,28.05]	0.6482482	0.6005548	0.6959416
nitrate + silicate	Indian4	(28.05,28.1]	0.8285497	0.8005202	0.8565791
nitrate + silicate	Indian4	(28.1, Inf]	0.7423147	0.7219817	0.7626478
nitrate + silicate	Indian5	(27.5,27.75]	0.2330648	-0.1564882	0.6226177
nitrate + silicate	Indian5	(27.75,27.85]	0.6601547	0.6445206	0.6757887
nitrate + silicate	Indian5	(27.85,27.95]	0.7548175	0.6943318	0.8153032
nitrate + silicate	Indian5	(27.95,28.05]	0.4964961	0.4525757	0.5404166
nitrate + silicate	Indian5	(28.05,28.1]	0.2803094	0.2541247	0.3064942
nitrate + silicate	Indian5	(28.1, Inf]	0.6174233	0.6116878	0.6231588
oxygen + nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.6858803	-0.7111738	-0.6605868
oxygen + nitrate	Atlanto-Pacific	(-Inf,26]	-0.6154235	-0.6711450	-0.5597020
oxygen + nitrate	Atlanto-Pacific	(26,26.5]	-0.8186148	-0.8650996	-0.7721301
oxygen + nitrate	Atlanto-Pacific	(26.5,26.75]	-0.7746458	-0.8194406	-0.7298511
oxygen + nitrate	Atlanto-Pacific	(26.75,27]	-0.7787916	-0.7875120	-0.7700712
oxygen + nitrate	Atlanto-Pacific	(27,27.25]	-0.8279668	-0.8326318	-0.8233018
oxygen + nitrate	Atlanto-Pacific	(27.25,27.5]	-0.8347598	-0.8350682	-0.8344514
oxygen + nitrate	Atlanto-Pacific	(27.5,27.75]	-0.8798032	-0.8845191	-0.8750874
oxygen + nitrate	Atlanto-Pacific	(27.75,27.85]	-0.9358485	-0.9359838	-0.9357133
oxygen + nitrate	Atlanto-Pacific	(27.85,27.95]	-0.9669395	-0.9676955	-0.9661834
oxygen + nitrate	Atlanto-Pacific	(27.95,28.05]	-0.9709073	-0.9715525	-0.9702621
oxygen + nitrate	Atlanto-Pacific	(28.05,28.1]	-0.9742763	-0.9762074	-0.9723451
oxygen + nitrate	Atlanto-Pacific	(28.1, Inf]	-0.8911321	-0.9445579	-0.8377063
oxygen + nitrate	Atlanto-Pacific	(28.1,28.15]	-0.9492564	-0.9530682	-0.9454445
oxygen + nitrate	Atlanto-Pacific	(28.15,28.2]	-0.9680429	-0.9723602	-0.9637256
oxygen + nitrate	Atlanto-Pacific	(28.2, Inf]	-0.6787561	-0.7889990	-0.5685131
oxygen + nitrate	Indian1	(-Inf,26]	-0.8858627	-0.9556067	-0.8161186
oxygen + nitrate	Indian1	(26,26.5]	-0.6958873	-0.9414093	-0.4503654
oxygen + nitrate	Indian1	(26.5,26.75]	-0.6955409	-0.9704603	-0.4206214
oxygen + nitrate	Indian1	(26.75,27]	-0.5961039	-0.9458124	-0.2463954
oxygen + nitrate	Indian1	(27,27.25]	-0.3041675	-0.7863457	0.1780108
oxygen + nitrate	Indian1	(27.25,27.5]	0.1483702	-0.2345813	0.5313218
oxygen + nitrate	Indian1	(27.5,27.75]	-0.0926103	-0.3646571	0.1794366
oxygen + nitrate	Indian1	(27.75,27.85]	-0.6882437	-0.8374624	-0.5390251
oxygen + nitrate	Indian1	(27.85,27.95]	-0.8242100	-0.9089944	-0.7394256
oxygen + nitrate	Indian1	(27.95,28.05]	-0.8713218	-0.9459193	-0.7967243
oxygen + nitrate	Indian1	(28.05,28.1]	-0.8870481	-0.9469152	-0.8271810
oxygen + nitrate	Indian1	(28.1, Inf]	-0.9678977	-0.9833067	-0.9524887
oxygen + nitrate	Indian2	(-Inf,26]	-0.9771524	-0.9859466	-0.9683582
oxygen + nitrate	Indian2	(26,26.5]	-0.9771691	-0.9838967	-0.9704414
oxygen + nitrate	Indian2	(26.5,26.75]	-0.9810487	-0.9910030	-0.9710943
oxygen + nitrate	Indian2	(26.75,27]	-0.9555259	-0.9571429	-0.9539090
oxygen + nitrate	Indian2	(27,27.25]	-0.9209288	-0.9496954	-0.8921622
oxygen + nitrate	Indian2	(27.25,27.5]	-0.7949909	-0.8764064	-0.7135754
oxygen + nitrate	Indian2	(27.5,27.75]	-0.7425199	-0.8539149	-0.6311249
oxygen + nitrate	Indian2	(27.75,27.85]	-0.8629928	-0.9100256	-0.8159600
oxygen + nitrate	Indian2	(27.85,27.95]	-0.8988854	-0.9299364	-0.8678345
oxygen + nitrate	Indian2	(27.95,28.05]	-0.8810996	-0.9277870	-0.8344122
oxygen + nitrate	Indian2	(28.05,28.1]	-0.8567944	-0.9205869	-0.7930020
oxygen + nitrate	Indian2	(28.1, Inf]	-0.8640076	-0.8779967	-0.8500184
oxygen + nitrate	Indian3	(-Inf,26]	-0.7662861	-0.8098177	-0.7227544
oxygen + nitrate	Indian3	(26,26.5]	-0.6658654	-0.6991631	-0.6325677
oxygen + nitrate	Indian3	(26.5,26.75]	-0.4697425	-0.5059297	-0.4335552
oxygen + nitrate	Indian3	(26.75,27]	-0.5617206	-0.5644388	-0.5590024
oxygen + nitrate	Indian3	(27,27.25]	-0.6386790	-0.6924690	-0.5848889
oxygen + nitrate	Indian3	(27.25,27.5]	-0.7503149	-0.7972003	-0.7034295
oxygen + nitrate	Indian3	(27.5,27.75]	-0.8367002	-0.8725685	-0.8008318
oxygen + nitrate	Indian3	(27.75,27.85]	-0.8245502	-0.8361252	-0.8129752
oxygen + nitrate	Indian3	(27.85,27.95]	-0.9226190	-0.9320160	-0.9132219
oxygen + nitrate	Indian3	(27.95,28.05]	-0.9659245	-0.9698478	-0.9620011
oxygen + nitrate	Indian3	(28.05,28.1]	-0.9728662	-0.9745987	-0.9711336
oxygen + nitrate	Indian3	(28.1, Inf]	-0.6651385	-0.7626445	-0.5676325
oxygen + nitrate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
oxygen + nitrate	Indian4	(26,26.5]	-0.4077628	-0.6276829	-0.1878427
oxygen + nitrate	Indian4	(26.5,26.75]	-0.0878564	-0.1166667	-0.0590461
oxygen + nitrate	Indian4	(26.75,27]	0.0781912	0.0168401	0.1395423
oxygen + nitrate	Indian4	(27,27.25]	0.0544256	-0.1656427	0.2744939
oxygen + nitrate	Indian4	(27.25,27.5]	-0.3488449	-0.3940113	-0.3036785
oxygen + nitrate	Indian4	(27.5,27.75]	-0.6781276	-0.6784972	-0.6777580
oxygen + nitrate	Indian4	(27.75,27.85]	-0.4479996	-0.5139324	-0.3820668
oxygen + nitrate	Indian4	(27.85,27.95]	-0.2454513	-0.2719308	-0.2189718
oxygen + nitrate	Indian4	(27.95,28.05]	-0.5223633	-0.6326470	-0.4120797
oxygen + nitrate	Indian4	(28.05,28.1]	-0.6277546	-0.7991413	-0.4563679
oxygen + nitrate	Indian4	(28.1, Inf]	0.3990047	0.3198675	0.4781418
oxygen + nitrate	Indian5	(27.5,27.75]	-0.9915988	-0.9930436	-0.9901541
oxygen + nitrate	Indian5	(27.75,27.85]	-0.9626886	-0.9714904	-0.9538869
oxygen + nitrate	Indian5	(27.85,27.95]	-0.9108936	-0.9523091	-0.8694782
oxygen + nitrate	Indian5	(27.95,28.05]	-0.6043740	-0.6561737	-0.5525742
oxygen + nitrate	Indian5	(28.05,28.1]	-0.0034537	-0.0541279	0.0472204
oxygen + nitrate	Indian5	(28.1, Inf]	0.0207694	-0.0556257	0.0971644
oxygen + phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.4829246	-0.5055732	-0.4602759
oxygen + phosphate	Atlanto-Pacific	(-Inf,26]	-0.7020279	-0.7416422	-0.6624135
oxygen + phosphate	Atlanto-Pacific	(26,26.5]	-0.8842379	-0.9144557	-0.8540201
oxygen + phosphate	Atlanto-Pacific	(26.5,26.75]	-0.7826194	-0.8306414	-0.7345974
oxygen + phosphate	Atlanto-Pacific	(26.75,27]	-0.7493848	-0.7618472	-0.7369225
oxygen + phosphate	Atlanto-Pacific	(27,27.25]	-0.8048443	-0.8090370	-0.8006515
oxygen + phosphate	Atlanto-Pacific	(27.25,27.5]	-0.8327834	-0.8344090	-0.8311579
oxygen + phosphate	Atlanto-Pacific	(27.5,27.75]	-0.8817343	-0.8846188	-0.8788497
oxygen + phosphate	Atlanto-Pacific	(27.75,27.85]	-0.9343009	-0.9361173	-0.9324844
oxygen + phosphate	Atlanto-Pacific	(27.85,27.95]	-0.9672243	-0.9676494	-0.9667992
oxygen + phosphate	Atlanto-Pacific	(27.95,28.05]	-0.9729628	-0.9736757	-0.9722500
oxygen + phosphate	Atlanto-Pacific	(28.05,28.1]	-0.9759158	-0.9787461	-0.9730854
oxygen + phosphate	Atlanto-Pacific	(28.1, Inf]	-0.8767663	-0.9365543	-0.8169783
oxygen + phosphate	Atlanto-Pacific	(28.1,28.15]	-0.9416555	-0.9480929	-0.9352181
oxygen + phosphate	Atlanto-Pacific	(28.15,28.2]	-0.9670826	-0.9713028	-0.9628625
oxygen + phosphate	Atlanto-Pacific	(28.2, Inf]	-0.6781978	-0.7862156	-0.5701801
oxygen + phosphate	Indian1	(-Inf,26]	-0.9791106	-0.9792891	-0.9789322
oxygen + phosphate	Indian1	(26,26.5]	-0.9636391	-0.9717757	-0.9555025
oxygen + phosphate	Indian1	(26.5,26.75]	-0.9611900	-0.9874640	-0.9349160
oxygen + phosphate	Indian1	(26.75,27]	-0.9227126	-0.9594513	-0.8859738
oxygen + phosphate	Indian1	(27,27.25]	-0.6638866	-0.7315484	-0.5962249
oxygen + phosphate	Indian1	(27.25,27.5]	-0.1489208	-0.1577995	-0.1400422
oxygen + phosphate	Indian1	(27.5,27.75]	-0.5542088	-0.6200477	-0.4883700
oxygen + phosphate	Indian1	(27.75,27.85]	-0.8417008	-0.9643053	-0.7190963
oxygen + phosphate	Indian1	(27.85,27.95]	-0.9437100	-0.9838981	-0.9035220
oxygen + phosphate	Indian1	(27.95,28.05]	-0.9642456	-0.9797020	-0.9487892
oxygen + phosphate	Indian1	(28.05,28.1]	-0.9219019	-0.9759376	-0.8678661
oxygen + phosphate	Indian1	(28.1, Inf]	-0.9729029	-0.9773070	-0.9684988
oxygen + phosphate	Indian2	(-Inf,26]	-0.9712218	-0.9831287	-0.9593149
oxygen + phosphate	Indian2	(26,26.5]	-0.9740336	-0.9832295	-0.9648378
oxygen + phosphate	Indian2	(26.5,26.75]	-0.9769088	-0.9898911	-0.9639265
oxygen + phosphate	Indian2	(26.75,27]	-0.9550667	-0.9554202	-0.9547131
oxygen + phosphate	Indian2	(27,27.25]	-0.9237842	-0.9510094	-0.8965591
oxygen + phosphate	Indian2	(27.25,27.5]	-0.8674791	-0.9187062	-0.8162521
oxygen + phosphate	Indian2	(27.5,27.75]	-0.8605109	-0.9128916	-0.8081302
oxygen + phosphate	Indian2	(27.75,27.85]	-0.9422334	-0.9745775	-0.9098893
oxygen + phosphate	Indian2	(27.85,27.95]	-0.9434841	-0.9649936	-0.9219746
oxygen + phosphate	Indian2	(27.95,28.05]	-0.9201776	-0.9560618	-0.8842933
oxygen + phosphate	Indian2	(28.05,28.1]	-0.8899000	-0.9468509	-0.8329491
oxygen + phosphate	Indian2	(28.1, Inf]	-0.8897819	-0.9042946	-0.8752692
oxygen + phosphate	Indian3	(-Inf,26]	-0.7985236	-0.8377072	-0.7593400
oxygen + phosphate	Indian3	(26,26.5]	-0.6655052	-0.6831431	-0.6478673
oxygen + phosphate	Indian3	(26.5,26.75]	-0.4669969	-0.4937467	-0.4402471
oxygen + phosphate	Indian3	(26.75,27]	-0.5711876	-0.5828194	-0.5595558
oxygen + phosphate	Indian3	(27,27.25]	-0.6810107	-0.7376264	-0.6243949
oxygen + phosphate	Indian3	(27.25,27.5]	-0.8055993	-0.8498895	-0.7613092
oxygen + phosphate	Indian3	(27.5,27.75]	-0.9083145	-0.9415940	-0.8750350
oxygen + phosphate	Indian3	(27.75,27.85]	-0.9035733	-0.9360466	-0.8711000
oxygen + phosphate	Indian3	(27.85,27.95]	-0.9471494	-0.9595457	-0.9347530
oxygen + phosphate	Indian3	(27.95,28.05]	-0.9707433	-0.9780961	-0.9633904
oxygen + phosphate	Indian3	(28.05,28.1]	-0.9752610	-0.9789800	-0.9715419
oxygen + phosphate	Indian3	(28.1, Inf]	-0.6640503	-0.7723972	-0.5557034
oxygen + phosphate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
oxygen + phosphate	Indian4	(26,26.5]	-0.3741859	-0.6274472	-0.1209246
oxygen + phosphate	Indian4	(26.5,26.75]	-0.1524199	-0.2061604	-0.0986795
oxygen + phosphate	Indian4	(26.75,27]	0.0483112	-0.0371960	0.1338184
oxygen + phosphate	Indian4	(27,27.25]	0.1029205	-0.1203806	0.3262215
oxygen + phosphate	Indian4	(27.25,27.5]	-0.3426873	-0.3635915	-0.3217832
oxygen + phosphate	Indian4	(27.5,27.75]	-0.6984262	-0.7506435	-0.6462088
oxygen + phosphate	Indian4	(27.75,27.85]	-0.4955914	-0.5672808	-0.4239019
oxygen + phosphate	Indian4	(27.85,27.95]	-0.2336042	-0.2756369	-0.1915714
oxygen + phosphate	Indian4	(27.95,28.05]	-0.5275441	-0.6352276	-0.4198607
oxygen + phosphate	Indian4	(28.05,28.1]	-0.6598059	-0.8068097	-0.5128022
oxygen + phosphate	Indian4	(28.1, Inf]	0.4203870	0.3802241	0.4605500
oxygen + phosphate	Indian5	(27.5,27.75]	-0.9734345	-0.9858200	-0.9610490
oxygen + phosphate	Indian5	(27.75,27.85]	-0.9538117	-0.9844304	-0.9231930
oxygen + phosphate	Indian5	(27.85,27.95]	-0.9208981	-0.9391808	-0.9026153
oxygen + phosphate	Indian5	(27.95,28.05]	-0.5878431	-0.6358012	-0.5398850
oxygen + phosphate	Indian5	(28.05,28.1]	0.0525373	0.0246501	0.0804245
oxygen + phosphate	Indian5	(28.1, Inf]	0.0257888	-0.1002551	0.1518327
oxygen + silicate	Atlanto-Pacific	(-Inf,26.5]	-0.4142646	-0.4337086	-0.3948205
oxygen + silicate	Atlanto-Pacific	(-Inf,26]	-0.2219446	-0.2745010	-0.1693882
oxygen + silicate	Atlanto-Pacific	(26,26.5]	-0.4539627	-0.4804542	-0.4274711
oxygen + silicate	Atlanto-Pacific	(26.5,26.75]	-0.4076452	-0.4531079	-0.3621825
oxygen + silicate	Atlanto-Pacific	(26.75,27]	-0.4783394	-0.5177083	-0.4389706
oxygen + silicate	Atlanto-Pacific	(27,27.25]	-0.7736231	-0.7908924	-0.7563538
oxygen + silicate	Atlanto-Pacific	(27.25,27.5]	-0.8534222	-0.8704765	-0.8363678
oxygen + silicate	Atlanto-Pacific	(27.5,27.75]	-0.9067366	-0.9170410	-0.8964323
oxygen + silicate	Atlanto-Pacific	(27.75,27.85]	-0.9551127	-0.9594779	-0.9507475
oxygen + silicate	Atlanto-Pacific	(27.85,27.95]	-0.9726952	-0.9757083	-0.9696821
oxygen + silicate	Atlanto-Pacific	(27.95,28.05]	-0.9794799	-0.9801800	-0.9787797
oxygen + silicate	Atlanto-Pacific	(28.05,28.1]	-0.9868140	-0.9878543	-0.9857737
oxygen + silicate	Atlanto-Pacific	(28.1, Inf]	-0.8290125	-0.8375083	-0.8205167
oxygen + silicate	Atlanto-Pacific	(28.1,28.15]	-0.9461648	-0.9517138	-0.9406157
oxygen + silicate	Atlanto-Pacific	(28.15,28.2]	-0.9757364	-0.9769510	-0.9745217
oxygen + silicate	Atlanto-Pacific	(28.2, Inf]	-0.7287113	-0.8000176	-0.6574051
oxygen + silicate	Indian1	(-Inf,26]	-0.7958618	-0.9425341	-0.6491895
oxygen + silicate	Indian1	(26,26.5]	-0.7798040	-0.9399640	-0.6196440
oxygen + silicate	Indian1	(26.5,26.75]	-0.8088270	-0.9600939	-0.6575601
oxygen + silicate	Indian1	(26.75,27]	-0.7533108	-0.9042056	-0.6024159
oxygen + silicate	Indian1	(27,27.25]	-0.2802895	-0.3948624	-0.1657167
oxygen + silicate	Indian1	(27.25,27.5]	0.4502418	0.4102635	0.4902201
oxygen + silicate	Indian1	(27.5,27.75]	0.7959244	0.7285269	0.8633218
oxygen + silicate	Indian1	(27.75,27.85]	0.2893961	0.2623357	0.3164565
oxygen + silicate	Indian1	(27.85,27.95]	0.0836773	-0.1314102	0.2987649
oxygen + silicate	Indian1	(27.95,28.05]	-0.0671128	-0.3066279	0.1724023
oxygen + silicate	Indian1	(28.05,28.1]	-0.7213263	-0.8783146	-0.5643380
oxygen + silicate	Indian1	(28.1, Inf]	-0.8655546	-0.9330402	-0.7980690
oxygen + silicate	Indian2	(-Inf,26]	-0.8401956	-0.9001468	-0.7802444
oxygen + silicate	Indian2	(26,26.5]	-0.8123047	-0.8915828	-0.7330265
oxygen + silicate	Indian2	(26.5,26.75]	-0.8377118	-0.9047185	-0.7707051
oxygen + silicate	Indian2	(26.75,27]	-0.8897832	-0.9390982	-0.8404683
oxygen + silicate	Indian2	(27,27.25]	-0.7852915	-0.8829002	-0.6876828
oxygen + silicate	Indian2	(27.25,27.5]	-0.4985727	-0.6783461	-0.3187993
oxygen + silicate	Indian2	(27.5,27.75]	-0.1168280	-0.2877516	0.0540956
oxygen + silicate	Indian2	(27.75,27.85]	-0.6677707	-0.8164126	-0.5191289
oxygen + silicate	Indian2	(27.85,27.95]	-0.6262569	-0.7296020	-0.5229117
oxygen + silicate	Indian2	(27.95,28.05]	-0.3728051	-0.5510074	-0.1946029
oxygen + silicate	Indian2	(28.05,28.1]	-0.6534451	-0.8629578	-0.4439323
oxygen + silicate	Indian2	(28.1, Inf]	-0.6553825	-0.7096634	-0.6011016
oxygen + silicate	Indian3	(-Inf,26]	-0.7971365	-0.8053668	-0.7889061
oxygen + silicate	Indian3	(26,26.5]	-0.7676165	-0.8209965	-0.7142364
oxygen + silicate	Indian3	(26.5,26.75]	-0.7200395	-0.7792332	-0.6608459
oxygen + silicate	Indian3	(26.75,27]	-0.8207963	-0.8450555	-0.7965370
oxygen + silicate	Indian3	(27,27.25]	-0.8948990	-0.9205107	-0.8692873
oxygen + silicate	Indian3	(27.25,27.5]	-0.9087959	-0.9223013	-0.8952905
oxygen + silicate	Indian3	(27.5,27.75]	-0.8820628	-0.8905852	-0.8735404
oxygen + silicate	Indian3	(27.75,27.85]	-0.9135292	-0.9212794	-0.9057789
oxygen + silicate	Indian3	(27.85,27.95]	-0.8977897	-0.9060070	-0.8895724
oxygen + silicate	Indian3	(27.95,28.05]	-0.9085736	-0.9163731	-0.9007741
oxygen + silicate	Indian3	(28.05,28.1]	-0.9670278	-0.9694923	-0.9645633
oxygen + silicate	Indian3	(28.1, Inf]	-0.4528815	-0.6061942	-0.2995689
oxygen + silicate	Indian4	(26,26.5]	0.1294939	-0.5658701	0.8248579
oxygen + silicate	Indian4	(26.5,26.75]	-0.3780824	-0.5243936	-0.2317711
oxygen + silicate	Indian4	(26.75,27]	-0.3026586	-0.3283998	-0.2769174
oxygen + silicate	Indian4	(27,27.25]	-0.2472070	-0.4550183	-0.0393958
oxygen + silicate	Indian4	(27.25,27.5]	-0.3889951	-0.4274553	-0.3505348
oxygen + silicate	Indian4	(27.5,27.75]	-0.4843138	-0.5069381	-0.4616895
oxygen + silicate	Indian4	(27.75,27.85]	-0.0026511	-0.0753881	0.0700859
oxygen + silicate	Indian4	(27.85,27.95]	0.1185894	0.0854817	0.1516972
oxygen + silicate	Indian4	(27.95,28.05]	-0.2677368	-0.4185065	-0.1169671
oxygen + silicate	Indian4	(28.05,28.1]	-0.6549798	-0.7635681	-0.5463916
oxygen + silicate	Indian4	(28.1, Inf]	0.6914745	0.6585374	0.7244115
oxygen + silicate	Indian5	(27.5,27.75]	-0.2529701	-0.6573652	0.1514250
oxygen + silicate	Indian5	(27.75,27.85]	-0.7139648	-0.7390737	-0.6888560
oxygen + silicate	Indian5	(27.85,27.95]	-0.8395383	-0.8792167	-0.7998600
oxygen + silicate	Indian5	(27.95,28.05]	-0.7814127	-0.8290707	-0.7337547
oxygen + silicate	Indian5	(28.05,28.1]	-0.6511757	-0.7195330	-0.5828185
oxygen + silicate	Indian5	(28.1, Inf]	0.0304476	-0.0327123	0.0936075
phosphate + nitrate	Atlanto-Pacific	(-Inf,26.5]	0.9031574	0.8979193	0.9083954
phosphate + nitrate	Atlanto-Pacific	(-Inf,26]	0.9414169	0.9362827	0.9465510
phosphate + nitrate	Atlanto-Pacific	(26,26.5]	0.9450330	0.9408060	0.9492601
phosphate + nitrate	Atlanto-Pacific	(26.5,26.75]	0.9717335	0.9705596	0.9729073
phosphate + nitrate	Atlanto-Pacific	(26.75,27]	0.9842684	0.9839940	0.9845427
phosphate + nitrate	Atlanto-Pacific	(27,27.25]	0.9896047	0.9895465	0.9896629
phosphate + nitrate	Atlanto-Pacific	(27.25,27.5]	0.9941335	0.9938375	0.9944295
phosphate + nitrate	Atlanto-Pacific	(27.5,27.75]	0.9968231	0.9964294	0.9972168
phosphate + nitrate	Atlanto-Pacific	(27.75,27.85]	0.9979601	0.9976426	0.9982776
phosphate + nitrate	Atlanto-Pacific	(27.85,27.95]	0.9982797	0.9980319	0.9985276
phosphate + nitrate	Atlanto-Pacific	(27.95,28.05]	0.9976488	0.9976444	0.9976532
phosphate + nitrate	Atlanto-Pacific	(28.05,28.1]	0.9973240	0.9970349	0.9976132
phosphate + nitrate	Atlanto-Pacific	(28.1, Inf]	0.9422142	0.9121901	0.9722383
phosphate + nitrate	Atlanto-Pacific	(28.1,28.15]	0.9947852	0.9943557	0.9952148
phosphate + nitrate	Atlanto-Pacific	(28.15,28.2]	0.9974464	0.9973852	0.9975076
phosphate + nitrate	Atlanto-Pacific	(28.2, Inf]	0.9911724	0.9867118	0.9956331
phosphate + nitrate	Indian1	(-Inf,26]	0.9169082	0.8436730	0.9901435
phosphate + nitrate	Indian1	(26,26.5]	0.8059846	0.6263485	0.9856207
phosphate + nitrate	Indian1	(26.5,26.75]	0.8145470	0.6397264	0.9893675
phosphate + nitrate	Indian1	(26.75,27]	0.7670785	0.5426237	0.9915333
phosphate + nitrate	Indian1	(27,27.25]	0.7263849	0.4871043	0.9656655
phosphate + nitrate	Indian1	(27.25,27.5]	0.7551407	0.6155454	0.8947360
phosphate + nitrate	Indian1	(27.5,27.75]	0.6489630	0.5988954	0.6990307
phosphate + nitrate	Indian1	(27.75,27.85]	0.7471024	0.6085228	0.8856821
phosphate + nitrate	Indian1	(27.85,27.95]	0.8462672	0.7720496	0.9204849
phosphate + nitrate	Indian1	(27.95,28.05]	0.8980450	0.8533560	0.9427339
phosphate + nitrate	Indian1	(28.05,28.1]	0.8725295	0.8161424	0.9289166
phosphate + nitrate	Indian1	(28.1, Inf]	0.9610406	0.9462370	0.9758442
phosphate + nitrate	Indian2	(-Inf,26]	0.9969294	0.9960665	0.9977922
phosphate + nitrate	Indian2	(26,26.5]	0.9981682	0.9972576	0.9990789
phosphate + nitrate	Indian2	(26.5,26.75]	0.9979389	0.9966825	0.9991952
phosphate + nitrate	Indian2	(26.75,27]	0.9974780	0.9964047	0.9985514
phosphate + nitrate	Indian2	(27,27.25]	0.9885372	0.9845570	0.9925175
phosphate + nitrate	Indian2	(27.25,27.5]	0.9574413	0.9392963	0.9755863
phosphate + nitrate	Indian2	(27.5,27.75]	0.8822210	0.8395220	0.9249200
phosphate + nitrate	Indian2	(27.75,27.85]	0.8993921	0.8767859	0.9219982
phosphate + nitrate	Indian2	(27.85,27.95]	0.9171281	0.9118299	0.9224263
phosphate + nitrate	Indian2	(27.95,28.05]	0.9111421	0.8621915	0.9600926
phosphate + nitrate	Indian2	(28.05,28.1]	0.8694786	0.7979355	0.9410218
phosphate + nitrate	Indian2	(28.1, Inf]	0.8522105	0.8310517	0.8733692
phosphate + nitrate	Indian3	(-Inf,26]	0.9696341	0.9548440	0.9844242
phosphate + nitrate	Indian3	(26,26.5]	0.9766084	0.9734787	0.9797382
phosphate + nitrate	Indian3	(26.5,26.75]	0.9856607	0.9839014	0.9874201
phosphate + nitrate	Indian3	(26.75,27]	0.9913749	0.9888448	0.9939050
phosphate + nitrate	Indian3	(27,27.25]	0.9832484	0.9818919	0.9846050
phosphate + nitrate	Indian3	(27.25,27.5]	0.9764548	0.9755116	0.9773980
phosphate + nitrate	Indian3	(27.5,27.75]	0.9355408	0.9253155	0.9457661
phosphate + nitrate	Indian3	(27.75,27.85]	0.9181620	0.9134903	0.9228336
phosphate + nitrate	Indian3	(27.85,27.95]	0.9660402	0.9632391	0.9688413
phosphate + nitrate	Indian3	(27.95,28.05]	0.9867508	0.9865263	0.9869753
phosphate + nitrate	Indian3	(28.05,28.1]	0.9881431	0.9876799	0.9886062
phosphate + nitrate	Indian3	(28.1, Inf]	0.9549223	0.9539020	0.9559425
phosphate + nitrate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate + nitrate	Indian4	(26,26.5]	0.9850483	0.9760655	0.9940310
phosphate + nitrate	Indian4	(26.5,26.75]	0.9675550	0.9554516	0.9796584
phosphate + nitrate	Indian4	(26.75,27]	0.9694583	0.9548744	0.9840422
phosphate + nitrate	Indian4	(27,27.25]	0.9375643	0.9306013	0.9445274
phosphate + nitrate	Indian4	(27.25,27.5]	0.8807097	0.8715817	0.8898378
phosphate + nitrate	Indian4	(27.5,27.75]	0.8035892	0.7704273	0.8367511
phosphate + nitrate	Indian4	(27.75,27.85]	0.7563523	0.7233343	0.7893703
phosphate + nitrate	Indian4	(27.85,27.95]	0.8476389	0.8404740	0.8548038
phosphate + nitrate	Indian4	(27.95,28.05]	0.9054397	0.8970232	0.9138563
phosphate + nitrate	Indian4	(28.05,28.1]	0.8849746	0.8386491	0.9313001
phosphate + nitrate	Indian4	(28.1, Inf]	0.8333569	0.8119672	0.8547466
phosphate + nitrate	Indian5	(27.5,27.75]	0.9745069	0.9654453	0.9835685
phosphate + nitrate	Indian5	(27.75,27.85]	0.9477493	0.9295186	0.9659799
phosphate + nitrate	Indian5	(27.85,27.95]	0.9328011	0.9095716	0.9560307
phosphate + nitrate	Indian5	(27.95,28.05]	0.8414430	0.8124644	0.8704215
phosphate + nitrate	Indian5	(28.05,28.1]	0.7209107	0.6970475	0.7447739
phosphate + nitrate	Indian5	(28.1, Inf]	0.7053890	0.6618179	0.7489601
phosphate + silicate	Atlanto-Pacific	(-Inf,26.5]	0.8958151	0.8667901	0.9248401
phosphate + silicate	Atlanto-Pacific	(-Inf,26]	0.6443092	0.6223113	0.6663071
phosphate + silicate	Atlanto-Pacific	(26,26.5]	0.7164119	0.7054861	0.7273376
phosphate + silicate	Atlanto-Pacific	(26.5,26.75]	0.7885643	0.7832334	0.7938952
phosphate + silicate	Atlanto-Pacific	(26.75,27]	0.8199014	0.7967742	0.8430286
phosphate + silicate	Atlanto-Pacific	(27,27.25]	0.8547976	0.8395384	0.8700567
phosphate + silicate	Atlanto-Pacific	(27.25,27.5]	0.8629849	0.8465644	0.8794053
phosphate + silicate	Atlanto-Pacific	(27.5,27.75]	0.9153558	0.9087272	0.9219843
phosphate + silicate	Atlanto-Pacific	(27.75,27.85]	0.9684806	0.9677060	0.9692551
phosphate + silicate	Atlanto-Pacific	(27.85,27.95]	0.9828015	0.9825610	0.9830421
phosphate + silicate	Atlanto-Pacific	(27.95,28.05]	0.9861328	0.9854343	0.9868312
phosphate + silicate	Atlanto-Pacific	(28.05,28.1]	0.9862707	0.9860654	0.9864760
phosphate + silicate	Atlanto-Pacific	(28.1, Inf]	0.8671603	0.8225588	0.9117619
phosphate + silicate	Atlanto-Pacific	(28.1,28.15]	0.9924924	0.9924177	0.9925671
phosphate + silicate	Atlanto-Pacific	(28.15,28.2]	0.9913879	0.9911876	0.9915882
phosphate + silicate	Atlanto-Pacific	(28.2, Inf]	0.9601206	0.9388234	0.9814178
phosphate + silicate	Indian1	(-Inf,26]	0.8500870	0.7229312	0.9772429
phosphate + silicate	Indian1	(26,26.5]	0.8786439	0.7731748	0.9841130
phosphate + silicate	Indian1	(26.5,26.75]	0.9145065	0.8429471	0.9860658
phosphate + silicate	Indian1	(26.75,27]	0.9227945	0.8639697	0.9816193
phosphate + silicate	Indian1	(27,27.25]	0.8457402	0.8051669	0.8863135
phosphate + silicate	Indian1	(27.25,27.5]	0.7154849	0.6556502	0.7753197
phosphate + silicate	Indian1	(27.5,27.75]	-0.1022873	-0.3460855	0.1415109
phosphate + silicate	Indian1	(27.75,27.85]	-0.2870303	-0.4299559	-0.1441048
phosphate + silicate	Indian1	(27.85,27.95]	-0.1104212	-0.4240677	0.2032254
phosphate + silicate	Indian1	(27.95,28.05]	0.0426892	-0.2680334	0.3534118
phosphate + silicate	Indian1	(28.05,28.1]	0.5983328	0.3366750	0.8599906
phosphate + silicate	Indian1	(28.1, Inf]	0.8432834	0.7644856	0.9220812
phosphate + silicate	Indian2	(-Inf,26]	0.9281805	0.9090712	0.9472898
phosphate + silicate	Indian2	(26,26.5]	0.8992070	0.8560280	0.9423860
phosphate + silicate	Indian2	(26.5,26.75]	0.9154912	0.8898620	0.9411205
phosphate + silicate	Indian2	(26.75,27]	0.9396598	0.9263574	0.9529622
phosphate + silicate	Indian2	(27,27.25]	0.9242290	0.8956867	0.9527713
phosphate + silicate	Indian2	(27.25,27.5]	0.8006901	0.7342057	0.8671745
phosphate + silicate	Indian2	(27.5,27.75]	0.4786718	0.3952702	0.5620734
phosphate + silicate	Indian2	(27.75,27.85]	0.7515058	0.6353640	0.8676476
phosphate + silicate	Indian2	(27.85,27.95]	0.7023086	0.6410905	0.7635268
phosphate + silicate	Indian2	(27.95,28.05]	0.5328652	0.4056971	0.6600334
phosphate + silicate	Indian2	(28.05,28.1]	0.7624572	0.6214195	0.9034950
phosphate + silicate	Indian2	(28.1, Inf]	0.6670136	0.6435343	0.6904929
phosphate + silicate	Indian3	(-Inf,26]	0.8116482	0.7587609	0.8645354
phosphate + silicate	Indian3	(26,26.5]	0.7520995	0.6858563	0.8183427
phosphate + silicate	Indian3	(26.5,26.75]	0.7171387	0.6794259	0.7548516
phosphate + silicate	Indian3	(26.75,27]	0.7987891	0.7901123	0.8074659
phosphate + silicate	Indian3	(27,27.25]	0.8820499	0.8741580	0.8899418
phosphate + silicate	Indian3	(27.25,27.5]	0.9596119	0.9478345	0.9713893
phosphate + silicate	Indian3	(27.5,27.75]	0.9008077	0.8788619	0.9227535
phosphate + silicate	Indian3	(27.75,27.85]	0.8509973	0.8070123	0.8949824
phosphate + silicate	Indian3	(27.85,27.95]	0.8844343	0.8669275	0.9019410
phosphate + silicate	Indian3	(27.95,28.05]	0.9458405	0.9409338	0.9507472
phosphate + silicate	Indian3	(28.05,28.1]	0.9827385	0.9820439	0.9834332
phosphate + silicate	Indian3	(28.1, Inf]	0.9104510	0.9031922	0.9177097
phosphate + silicate	Indian4	(26,26.5]	0.2362426	-0.1061005	0.5785857
phosphate + silicate	Indian4	(26.5,26.75]	0.3454427	0.2862746	0.4046108
phosphate + silicate	Indian4	(26.75,27]	0.7528680	0.7461663	0.7595698
phosphate + silicate	Indian4	(27,27.25]	0.7910230	0.7579702	0.8240757
phosphate + silicate	Indian4	(27.25,27.5]	0.8132204	0.7870249	0.8394160
phosphate + silicate	Indian4	(27.5,27.75]	0.5526197	0.5346084	0.5706311
phosphate + silicate	Indian4	(27.75,27.85]	0.0540121	-0.0218916	0.1299158
phosphate + silicate	Indian4	(27.85,27.95]	0.4314253	0.4177592	0.4450914
phosphate + silicate	Indian4	(27.95,28.05]	0.6405941	0.6084332	0.6727551
phosphate + silicate	Indian4	(28.05,28.1]	0.8205673	0.7866278	0.8545068
phosphate + silicate	Indian4	(28.1, Inf]	0.7649085	0.7488711	0.7809458
phosphate + silicate	Indian5	(27.5,27.75]	0.1530033	-0.2919793	0.5979859
phosphate + silicate	Indian5	(27.75,27.85]	0.6265475	0.6079985	0.6450965
phosphate + silicate	Indian5	(27.85,27.95]	0.7430413	0.6776910	0.8083916
phosphate + silicate	Indian5	(27.95,28.05]	0.4633862	0.4052219	0.5215504
phosphate + silicate	Indian5	(28.05,28.1]	0.1909427	0.1848726	0.1970128
phosphate + silicate	Indian5	(28.1, Inf]	0.6480252	0.5834707	0.7125796
sal + aou	Atlanto-Pacific	(-Inf,26.5]	-0.2882790	-0.3282697	-0.2482882
sal + aou	Atlanto-Pacific	(-Inf,26]	-0.0183627	-0.0271190	-0.0096064
sal + aou	Atlanto-Pacific	(26,26.5]	0.0737019	-0.0965874	0.2439911
sal + aou	Atlanto-Pacific	(26.5,26.75]	-0.3439446	-0.3527020	-0.3351871
sal + aou	Atlanto-Pacific	(26.75,27]	-0.4107563	-0.4207231	-0.4007896
sal + aou	Atlanto-Pacific	(27,27.25]	-0.3766593	-0.4061567	-0.3471619
sal + aou	Atlanto-Pacific	(27.25,27.5]	-0.4457306	-0.4657177	-0.4257435
sal + aou	Atlanto-Pacific	(27.5,27.75]	-0.5892018	-0.5915618	-0.5868418
sal + aou	Atlanto-Pacific	(27.75,27.85]	-0.6491113	-0.6509538	-0.6472688
sal + aou	Atlanto-Pacific	(27.85,27.95]	-0.7817924	-0.7909295	-0.7726553
sal + aou	Atlanto-Pacific	(27.95,28.05]	-0.8721200	-0.8802999	-0.8639401
sal + aou	Atlanto-Pacific	(28.05,28.1]	-0.9138255	-0.9193611	-0.9082900
sal + aou	Atlanto-Pacific	(28.1, Inf]	-0.3546126	-0.7273250	0.0180999
sal + aou	Atlanto-Pacific	(28.1,28.15]	-0.8027123	-0.8090883	-0.7963362
sal + aou	Atlanto-Pacific	(28.15,28.2]	-0.8844021	-0.8923276	-0.8764765
sal + aou	Atlanto-Pacific	(28.2, Inf]	-0.4206244	-0.6261250	-0.2151238
sal + aou	Indian1	(-Inf,26]	-0.5998520	-0.8927601	-0.3069439
sal + aou	Indian1	(26,26.5]	-0.4444736	-0.7655387	-0.1234085
sal + aou	Indian1	(26.5,26.75]	-0.4323413	-0.8225241	-0.0421586
sal + aou	Indian1	(26.75,27]	0.0824057	0.0688485	0.0959629
sal + aou	Indian1	(27,27.25]	-0.0825883	-0.1398916	-0.0252851
sal + aou	Indian1	(27.25,27.5]	-0.0718101	-0.0740075	-0.0696127
sal + aou	Indian1	(27.5,27.75]	0.5728412	0.4051286	0.7405538
sal + aou	Indian1	(27.75,27.85]	0.7860392	0.6711218	0.9009567
sal + aou	Indian1	(27.85,27.95]	0.8014379	0.6927452	0.9101307
sal + aou	Indian1	(27.95,28.05]	0.7559920	0.7104663	0.8015176
sal + aou	Indian1	(28.05,28.1]	0.5220500	0.4946769	0.5494232
sal + aou	Indian1	(28.1, Inf]	0.7995850	0.7439744	0.8551957
sal + aou	Indian2	(-Inf,26]	-0.8178624	-0.8512732	-0.7844516
sal + aou	Indian2	(26,26.5]	-0.8322074	-0.9038353	-0.7605795
sal + aou	Indian2	(26.5,26.75]	-0.7325601	-0.8076527	-0.6574675
sal + aou	Indian2	(26.75,27]	0.0466902	-0.0029085	0.0962890
sal + aou	Indian2	(27,27.25]	0.6556357	0.4829295	0.8283418
sal + aou	Indian2	(27.25,27.5]	0.7078975	0.5483332	0.8674618
sal + aou	Indian2	(27.5,27.75]	0.6723221	0.5612568	0.7833873
sal + aou	Indian2	(27.75,27.85]	0.7082352	0.5846963	0.8317741
sal + aou	Indian2	(27.85,27.95]	0.7436648	0.6569876	0.8303420
sal + aou	Indian2	(27.95,28.05]	0.7273441	0.6354260	0.8192622
sal + aou	Indian2	(28.05,28.1]	0.6959164	0.6857715	0.7060613
sal + aou	Indian2	(28.1, Inf]	0.8562989	0.8466194	0.8659784
sal + aou	Indian3	(-Inf,26]	-0.4979551	-0.6378441	-0.3580662
sal + aou	Indian3	(26,26.5]	-0.4713408	-0.5281343	-0.4145474
sal + aou	Indian3	(26.5,26.75]	-0.1759060	-0.2262979	-0.1255141
sal + aou	Indian3	(26.75,27]	-0.4518598	-0.5355691	-0.3681506
sal + aou	Indian3	(27,27.25]	-0.2673398	-0.2980319	-0.2366478
sal + aou	Indian3	(27.25,27.5]	0.8021909	0.7795575	0.8248244
sal + aou	Indian3	(27.5,27.75]	0.8433748	0.8298273	0.8569224
sal + aou	Indian3	(27.75,27.85]	0.4966301	0.3999807	0.5932795
sal + aou	Indian3	(27.85,27.95]	-0.1603257	-0.2074012	-0.1132501
sal + aou	Indian3	(27.95,28.05]	-0.8318388	-0.8438341	-0.8198436
sal + aou	Indian3	(28.05,28.1]	-0.9109499	-0.9251657	-0.8967341
sal + aou	Indian3	(28.1, Inf]	-0.3507167	-0.4231005	-0.2783329
sal + aou	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + aou	Indian4	(26,26.5]	0.2849447	0.1528819	0.4170075
sal + aou	Indian4	(26.5,26.75]	0.0305338	-0.0755956	0.1366631
sal + aou	Indian4	(26.75,27]	0.0267824	-0.0395654	0.0931302
sal + aou	Indian4	(27,27.25]	0.8034616	0.7014613	0.9054619
sal + aou	Indian4	(27.25,27.5]	0.9378070	0.9362355	0.9393786
sal + aou	Indian4	(27.5,27.75]	0.9303801	0.9206678	0.9400925
sal + aou	Indian4	(27.75,27.85]	0.7943790	0.7559040	0.8328539
sal + aou	Indian4	(27.85,27.95]	0.5058175	0.4252280	0.5864069
sal + aou	Indian4	(27.95,28.05]	-0.2924554	-0.4564925	-0.1284184
sal + aou	Indian4	(28.05,28.1]	-0.5656814	-0.7718276	-0.3595351
sal + aou	Indian4	(28.1, Inf]	0.6278769	0.5684932	0.6872606
sal + aou	Indian5	(27.5,27.75]	0.9643217	0.9610994	0.9675440
sal + aou	Indian5	(27.75,27.85]	0.9634628	0.9595716	0.9673539
sal + aou	Indian5	(27.85,27.95]	0.9481596	0.9309063	0.9654128
sal + aou	Indian5	(27.95,28.05]	0.9318088	0.9155552	0.9480624
sal + aou	Indian5	(28.05,28.1]	0.8803220	0.8620341	0.8986098
sal + aou	Indian5	(28.1, Inf]	0.8521366	0.8421918	0.8620814
sal + nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.5070110	-0.5492738	-0.4647483
sal + nitrate	Atlanto-Pacific	(-Inf,26]	-0.3490172	-0.3716342	-0.3264001
sal + nitrate	Atlanto-Pacific	(26,26.5]	-0.2457140	-0.4589470	-0.0324811
sal + nitrate	Atlanto-Pacific	(26.5,26.75]	-0.6583040	-0.6772121	-0.6393959
sal + nitrate	Atlanto-Pacific	(26.75,27]	-0.7090131	-0.7204945	-0.6975317
sal + nitrate	Atlanto-Pacific	(27,27.25]	-0.6780559	-0.6931630	-0.6629487
sal + nitrate	Atlanto-Pacific	(27.25,27.5]	-0.7254501	-0.7381434	-0.7127567
sal + nitrate	Atlanto-Pacific	(27.5,27.75]	-0.7840017	-0.7909964	-0.7770071
sal + nitrate	Atlanto-Pacific	(27.75,27.85]	-0.7738657	-0.7773540	-0.7703774
sal + nitrate	Atlanto-Pacific	(27.85,27.95]	-0.8540697	-0.8634360	-0.8447034
sal + nitrate	Atlanto-Pacific	(27.95,28.05]	-0.9274294	-0.9343643	-0.9204945
sal + nitrate	Atlanto-Pacific	(28.05,28.1]	-0.9550796	-0.9572887	-0.9528705
sal + nitrate	Atlanto-Pacific	(28.1, Inf]	-0.4842880	-0.8235498	-0.1450262
sal + nitrate	Atlanto-Pacific	(28.1,28.15]	-0.8786891	-0.8802223	-0.8771559
sal + nitrate	Atlanto-Pacific	(28.15,28.2]	-0.9355719	-0.9357634	-0.9353803
sal + nitrate	Atlanto-Pacific	(28.2, Inf]	-0.8546374	-0.9132469	-0.7960279
sal + nitrate	Indian1	(-Inf,26]	-0.7609130	-0.8759369	-0.6458891
sal + nitrate	Indian1	(26,26.5]	-0.7635251	-0.7648028	-0.7622474
sal + nitrate	Indian1	(26.5,26.75]	-0.7779486	-0.8238491	-0.7320482
sal + nitrate	Indian1	(26.75,27]	-0.3779183	-0.7570615	0.0012250
sal + nitrate	Indian1	(27,27.25]	-0.5800455	-0.8727477	-0.2873434
sal + nitrate	Indian1	(27.25,27.5]	-0.7947216	-0.9108405	-0.6786027
sal + nitrate	Indian1	(27.5,27.75]	-0.3302473	-0.7896941	0.1291995
sal + nitrate	Indian1	(27.75,27.85]	0.5552527	0.4826972	0.6278082
sal + nitrate	Indian1	(27.85,27.95]	0.7104063	0.6768204	0.7439922
sal + nitrate	Indian1	(27.95,28.05]	0.7256240	0.7132961	0.7379519
sal + nitrate	Indian1	(28.05,28.1]	0.4716290	0.4411158	0.5021421
sal + nitrate	Indian1	(28.1, Inf]	0.7318328	0.6481275	0.8155380
sal + nitrate	Indian2	(-Inf,26]	-0.8586392	-0.8727836	-0.8444948
sal + nitrate	Indian2	(26,26.5]	-0.8835133	-0.9378988	-0.8291277
sal + nitrate	Indian2	(26.5,26.75]	-0.7972250	-0.8458544	-0.7485955
sal + nitrate	Indian2	(26.75,27]	-0.1474542	-0.1792647	-0.1156437
sal + nitrate	Indian2	(27,27.25]	0.4562896	0.2164253	0.6961538
sal + nitrate	Indian2	(27.25,27.5]	0.3924642	0.1091177	0.6758108
sal + nitrate	Indian2	(27.5,27.75]	0.3907008	0.1218364	0.6595652
sal + nitrate	Indian2	(27.75,27.85]	0.4601289	0.2627749	0.6574830
sal + nitrate	Indian2	(27.85,27.95]	0.5647603	0.4291601	0.7003605
sal + nitrate	Indian2	(27.95,28.05]	0.5802045	0.4184011	0.7420078
sal + nitrate	Indian2	(28.05,28.1]	0.5030826	0.3777351	0.6284302
sal + nitrate	Indian2	(28.1, Inf]	0.6871462	0.6801507	0.6941417
sal + nitrate	Indian3	(-Inf,26]	-0.6502014	-0.6504152	-0.6499875
sal + nitrate	Indian3	(26,26.5]	-0.8018525	-0.8437561	-0.7599490
sal + nitrate	Indian3	(26.5,26.75]	-0.7275873	-0.7335547	-0.7216200
sal + nitrate	Indian3	(26.75,27]	-0.8522730	-0.8948146	-0.8097314
sal + nitrate	Indian3	(27,27.25]	-0.6998165	-0.7009282	-0.6987049
sal + nitrate	Indian3	(27.25,27.5]	0.4206073	0.3473825	0.4938321
sal + nitrate	Indian3	(27.5,27.75]	0.5975195	0.5463014	0.6487376
sal + nitrate	Indian3	(27.75,27.85]	0.0672381	-0.0530202	0.1874963
sal + nitrate	Indian3	(27.85,27.95]	-0.4052665	-0.4655109	-0.3450221
sal + nitrate	Indian3	(27.95,28.05]	-0.8879307	-0.8984350	-0.8774265
sal + nitrate	Indian3	(28.05,28.1]	-0.9538055	-0.9561202	-0.9514907
sal + nitrate	Indian3	(28.1, Inf]	-0.7846293	-0.7848931	-0.7843656
sal + nitrate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + nitrate	Indian4	(26,26.5]	-0.4698615	-0.4950043	-0.4447186
sal + nitrate	Indian4	(26.5,26.75]	-0.8019174	-0.8672755	-0.7365594
sal + nitrate	Indian4	(26.75,27]	-0.8570096	-0.8892556	-0.8247636
sal + nitrate	Indian4	(27,27.25]	-0.3937260	-0.4689133	-0.3185388
sal + nitrate	Indian4	(27.25,27.5]	0.2295323	0.1771267	0.2819379
sal + nitrate	Indian4	(27.5,27.75]	0.5685753	0.5552573	0.5818933
sal + nitrate	Indian4	(27.75,27.85]	0.0021891	-0.1281352	0.1325135
sal + nitrate	Indian4	(27.85,27.95]	-0.4916192	-0.5855674	-0.3976710
sal + nitrate	Indian4	(27.95,28.05]	-0.7633799	-0.7726163	-0.7541435
sal + nitrate	Indian4	(28.05,28.1]	-0.8286880	-0.8715386	-0.7858374
sal + nitrate	Indian4	(28.1, Inf]	-0.7783121	-0.7998619	-0.7567623
sal + nitrate	Indian5	(27.5,27.75]	0.9570035	0.9382414	0.9757655
sal + nitrate	Indian5	(27.75,27.85]	0.9032200	0.8676430	0.9387970
sal + nitrate	Indian5	(27.85,27.95]	0.7894482	0.6983033	0.8805932
sal + nitrate	Indian5	(27.95,28.05]	0.3745895	0.2782069	0.4709720
sal + nitrate	Indian5	(28.05,28.1]	-0.2814984	-0.2977540	-0.2652429
sal + nitrate	Indian5	(28.1, Inf]	-0.1266378	-0.2123154	-0.0409603
sal + oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.1310419	-0.1448702	-0.1172137
sal + oxygen	Atlanto-Pacific	(-Inf,26]	-0.3660315	-0.3811685	-0.3508945
sal + oxygen	Atlanto-Pacific	(26,26.5]	-0.2433194	-0.3734449	-0.1131939
sal + oxygen	Atlanto-Pacific	(26.5,26.75]	0.1007761	0.0598562	0.1416960
sal + oxygen	Atlanto-Pacific	(26.75,27]	0.1525563	0.1452354	0.1598773
sal + oxygen	Atlanto-Pacific	(27,27.25]	0.1936375	0.1664813	0.2207937
sal + oxygen	Atlanto-Pacific	(27.25,27.5]	0.2905612	0.2737260	0.3073965
sal + oxygen	Atlanto-Pacific	(27.5,27.75]	0.4649998	0.4640736	0.4659260
sal + oxygen	Atlanto-Pacific	(27.75,27.85]	0.5580248	0.5526149	0.5634347
sal + oxygen	Atlanto-Pacific	(27.85,27.95]	0.7324394	0.7196745	0.7452044
sal + oxygen	Atlanto-Pacific	(27.95,28.05]	0.8395182	0.8286130	0.8504234
sal + oxygen	Atlanto-Pacific	(28.05,28.1]	0.8868553	0.8777389	0.8959718
sal + oxygen	Atlanto-Pacific	(28.1, Inf]	0.2937789	-0.0905703	0.6781280
sal + oxygen	Atlanto-Pacific	(28.1,28.15]	0.7162055	0.7041994	0.7282116
sal + oxygen	Atlanto-Pacific	(28.15,28.2]	0.8422996	0.8327414	0.8518577
sal + oxygen	Atlanto-Pacific	(28.2, Inf]	0.2609179	0.0157347	0.5061011
sal + oxygen	Indian1	(-Inf,26]	0.5186319	0.1321007	0.9051631
sal + oxygen	Indian1	(26,26.5]	0.3270179	-0.1553362	0.8093721
sal + oxygen	Indian1	(26.5,26.75]	0.2893500	-0.2343041	0.8130041
sal + oxygen	Indian1	(26.75,27]	-0.2570301	-0.3685824	-0.1454778
sal + oxygen	Indian1	(27,27.25]	-0.2656870	-0.3976895	-0.1336846
sal + oxygen	Indian1	(27.25,27.5]	-0.4986614	-0.6196066	-0.3777163
sal + oxygen	Indian1	(27.5,27.75]	-0.7949822	-0.8971879	-0.6927766
sal + oxygen	Indian1	(27.75,27.85]	-0.8749837	-0.9327334	-0.8172340
sal + oxygen	Indian1	(27.85,27.95]	-0.8788117	-0.9334198	-0.8242036
sal + oxygen	Indian1	(27.95,28.05]	-0.8386451	-0.8554823	-0.8218079
sal + oxygen	Indian1	(28.05,28.1]	-0.5942771	-0.5986234	-0.5899309
sal + oxygen	Indian1	(28.1, Inf]	-0.8228843	-0.8729208	-0.7728478
sal + oxygen	Indian2	(-Inf,26]	0.7946634	0.7448552	0.8444716
sal + oxygen	Indian2	(26,26.5]	0.7881682	0.7050654	0.8712711
sal + oxygen	Indian2	(26.5,26.75]	0.6880319	0.5950137	0.7810502
sal + oxygen	Indian2	(26.75,27]	-0.1227867	-0.1703464	-0.0752270
sal + oxygen	Indian2	(27,27.25]	-0.7233944	-0.8642638	-0.5825251
sal + oxygen	Indian2	(27.25,27.5]	-0.8040182	-0.9114118	-0.6966247
sal + oxygen	Indian2	(27.5,27.75]	-0.7068371	-0.7726365	-0.6410377
sal + oxygen	Indian2	(27.75,27.85]	-0.7454312	-0.8365774	-0.6542851
sal + oxygen	Indian2	(27.85,27.95]	-0.7465309	-0.8140989	-0.6789628
sal + oxygen	Indian2	(27.95,28.05]	-0.7126623	-0.7957202	-0.6296043
sal + oxygen	Indian2	(28.05,28.1]	-0.7378181	-0.7385387	-0.7370975
sal + oxygen	Indian2	(28.1, Inf]	-0.8834689	-0.8941441	-0.8727936
sal + oxygen	Indian3	(-Inf,26]	0.4634385	0.2507637	0.6761134
sal + oxygen	Indian3	(26,26.5]	0.1924131	0.1550707	0.2297554
sal + oxygen	Indian3	(26.5,26.75]	-0.1668516	-0.2114288	-0.1222744
sal + oxygen	Indian3	(26.75,27]	0.0827847	-0.0004211	0.1659905
sal + oxygen	Indian3	(27,27.25]	-0.0653867	-0.1346723	0.0038990
sal + oxygen	Indian3	(27.25,27.5]	-0.8803555	-0.8896497	-0.8710614
sal + oxygen	Indian3	(27.5,27.75]	-0.8209325	-0.8356306	-0.8062344
sal + oxygen	Indian3	(27.75,27.85]	-0.5253552	-0.6163496	-0.4343607
sal + oxygen	Indian3	(27.85,27.95]	0.1463353	0.1047395	0.1879312
sal + oxygen	Indian3	(27.95,28.05]	0.8180073	0.8039571	0.8320574
sal + oxygen	Indian3	(28.05,28.1]	0.8869077	0.8721749	0.9016405
sal + oxygen	Indian3	(28.1, Inf]	0.1221633	0.0041843	0.2401423
sal + oxygen	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + oxygen	Indian4	(26,26.5]	-0.5187735	-0.6776116	-0.3599354
sal + oxygen	Indian4	(26.5,26.75]	-0.4206472	-0.4539025	-0.3873918
sal + oxygen	Indian4	(26.75,27]	-0.5276110	-0.5469360	-0.5082860
sal + oxygen	Indian4	(27,27.25]	-0.9148089	-0.9667018	-0.8629159
sal + oxygen	Indian4	(27.25,27.5]	-0.9777589	-0.9784300	-0.9770878
sal + oxygen	Indian4	(27.5,27.75]	-0.9183992	-0.9283501	-0.9084482
sal + oxygen	Indian4	(27.75,27.85]	-0.8179598	-0.8502620	-0.7856576
sal + oxygen	Indian4	(27.85,27.95]	-0.6133368	-0.6888168	-0.5378567
sal + oxygen	Indian4	(27.95,28.05]	0.0628655	-0.1105337	0.2362647
sal + oxygen	Indian4	(28.05,28.1]	0.3426524	0.0710633	0.6142416
sal + oxygen	Indian4	(28.1, Inf]	-0.8078394	-0.8405282	-0.7751507
sal + oxygen	Indian5	(27.5,27.75]	-0.9612697	-0.9653951	-0.9571444
sal + oxygen	Indian5	(27.75,27.85]	-0.9633055	-0.9681626	-0.9584483
sal + oxygen	Indian5	(27.85,27.95]	-0.9511289	-0.9685018	-0.9337560
sal + oxygen	Indian5	(27.95,28.05]	-0.9441339	-0.9579489	-0.9303189
sal + oxygen	Indian5	(28.05,28.1]	-0.9220575	-0.9363491	-0.9077660
sal + oxygen	Indian5	(28.1, Inf]	-0.8771900	-0.8898542	-0.8645258
sal + phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.7691865	-0.7961199	-0.7422530
sal + phosphate	Atlanto-Pacific	(-Inf,26]	-0.1553676	-0.1622454	-0.1484898
sal + phosphate	Atlanto-Pacific	(26,26.5]	-0.1792300	-0.3647404	0.0062803
sal + phosphate	Atlanto-Pacific	(26.5,26.75]	-0.6766941	-0.6977982	-0.6555900
sal + phosphate	Atlanto-Pacific	(26.75,27]	-0.7516380	-0.7675233	-0.7357528
sal + phosphate	Atlanto-Pacific	(27,27.25]	-0.7195255	-0.7331356	-0.7059154
sal + phosphate	Atlanto-Pacific	(27.25,27.5]	-0.7410761	-0.7544662	-0.7276859
sal + phosphate	Atlanto-Pacific	(27.5,27.75]	-0.7919868	-0.7962905	-0.7876831
sal + phosphate	Atlanto-Pacific	(27.75,27.85]	-0.7842028	-0.7857870	-0.7826187
sal + phosphate	Atlanto-Pacific	(27.85,27.95]	-0.8584578	-0.8663482	-0.8505674
sal + phosphate	Atlanto-Pacific	(27.95,28.05]	-0.9276492	-0.9336559	-0.9216425
sal + phosphate	Atlanto-Pacific	(28.05,28.1]	-0.9561419	-0.9580284	-0.9542554
sal + phosphate	Atlanto-Pacific	(28.1, Inf]	-0.5023818	-0.8232538	-0.1815098
sal + phosphate	Atlanto-Pacific	(28.1,28.15]	-0.8899201	-0.8909520	-0.8888882
sal + phosphate	Atlanto-Pacific	(28.15,28.2]	-0.9375383	-0.9389509	-0.9361256
sal + phosphate	Atlanto-Pacific	(28.2, Inf]	-0.8573444	-0.9163053	-0.7983834
sal + phosphate	Indian1	(-Inf,26]	-0.5336079	-0.8794874	-0.1877284
sal + phosphate	Indian1	(26,26.5]	-0.4169783	-0.7762779	-0.0576788
sal + phosphate	Indian1	(26.5,26.75]	-0.4518453	-0.8441423	-0.0595484
sal + phosphate	Indian1	(26.75,27]	-0.0073609	-0.0087562	-0.0059655
sal + phosphate	Indian1	(27,27.25]	-0.3380761	-0.3570153	-0.3191370
sal + phosphate	Indian1	(27.25,27.5]	-0.6241059	-0.6869135	-0.5612982
sal + phosphate	Indian1	(27.5,27.75]	0.1003499	-0.1808214	0.3815213
sal + phosphate	Indian1	(27.75,27.85]	0.7821694	0.6946779	0.8696610
sal + phosphate	Indian1	(27.85,27.95]	0.8796620	0.8495450	0.9097789
sal + phosphate	Indian1	(27.95,28.05]	0.8417030	0.8294115	0.8539945
sal + phosphate	Indian1	(28.05,28.1]	0.6374517	0.5789469	0.6959566
sal + phosphate	Indian1	(28.1, Inf]	0.8075139	0.7679533	0.8470746
sal + phosphate	Indian2	(-Inf,26]	-0.8623521	-0.8718328	-0.8528715
sal + phosphate	Indian2	(26,26.5]	-0.8899464	-0.9376406	-0.8422521
sal + phosphate	Indian2	(26.5,26.75]	-0.8139181	-0.8530362	-0.7748001
sal + phosphate	Indian2	(26.75,27]	-0.1536860	-0.1940507	-0.1133212
sal + phosphate	Indian2	(27,27.25]	0.4888617	0.2616136	0.7161098
sal + phosphate	Indian2	(27.25,27.5]	0.5478754	0.3340123	0.7617385
sal + phosphate	Indian2	(27.5,27.75]	0.5894167	0.4462995	0.7325339
sal + phosphate	Indian2	(27.75,27.85]	0.6407908	0.5006508	0.7809307
sal + phosphate	Indian2	(27.85,27.95]	0.6943882	0.6078726	0.7809038
sal + phosphate	Indian2	(27.95,28.05]	0.6720385	0.5675461	0.7765308
sal + phosphate	Indian2	(28.05,28.1]	0.5812308	0.5243860	0.6380756
sal + phosphate	Indian2	(28.1, Inf]	0.7315496	0.7033414	0.7597579
sal + phosphate	Indian3	(-Inf,26]	-0.5931551	-0.6531124	-0.5331979
sal + phosphate	Indian3	(26,26.5]	-0.7993186	-0.8460697	-0.7525676
sal + phosphate	Indian3	(26.5,26.75]	-0.7412955	-0.7605165	-0.7220745
sal + phosphate	Indian3	(26.75,27]	-0.8423713	-0.8948856	-0.7898570
sal + phosphate	Indian3	(27,27.25]	-0.6416321	-0.6438125	-0.6394516
sal + phosphate	Indian3	(27.25,27.5]	0.5142184	0.4409653	0.5874715
sal + phosphate	Indian3	(27.5,27.75]	0.6984271	0.6396700	0.7571843
sal + phosphate	Indian3	(27.75,27.85]	0.2581812	0.1013498	0.4150126
sal + phosphate	Indian3	(27.85,27.95]	-0.3214409	-0.3927918	-0.2500900
sal + phosphate	Indian3	(27.95,28.05]	-0.8665564	-0.8700436	-0.8630693
sal + phosphate	Indian3	(28.05,28.1]	-0.9393346	-0.9539697	-0.9246996
sal + phosphate	Indian3	(28.1, Inf]	-0.7710025	-0.7923481	-0.7496570
sal + phosphate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + phosphate	Indian4	(26,26.5]	-0.5297704	-0.5625079	-0.4970329
sal + phosphate	Indian4	(26.5,26.75]	-0.7950445	-0.8681550	-0.7219340
sal + phosphate	Indian4	(26.75,27]	-0.8463169	-0.8882522	-0.8043816
sal + phosphate	Indian4	(27,27.25]	-0.4323157	-0.5103387	-0.3542927
sal + phosphate	Indian4	(27.25,27.5]	0.2260884	0.2045610	0.2476157
sal + phosphate	Indian4	(27.5,27.75]	0.6171785	0.5620639	0.6722931
sal + phosphate	Indian4	(27.75,27.85]	0.0881208	-0.0200146	0.1962562
sal + phosphate	Indian4	(27.85,27.95]	-0.4947481	-0.5858946	-0.4036016
sal + phosphate	Indian4	(27.95,28.05]	-0.7690414	-0.8002828	-0.7378000
sal + phosphate	Indian4	(28.05,28.1]	-0.8292549	-0.8825550	-0.7759548
sal + phosphate	Indian4	(28.1, Inf]	-0.7958158	-0.7978950	-0.7937366
sal + phosphate	Indian5	(27.5,27.75]	0.9182519	0.9022359	0.9342679
sal + phosphate	Indian5	(27.75,27.85]	0.8816344	0.8249889	0.9382799
sal + phosphate	Indian5	(27.85,27.95]	0.8069709	0.7422469	0.8716950
sal + phosphate	Indian5	(27.95,28.05]	0.3613563	0.2768314	0.4458813
sal + phosphate	Indian5	(28.05,28.1]	-0.3285212	-0.3407359	-0.3163066
sal + phosphate	Indian5	(28.1, Inf]	-0.1260546	-0.2474562	-0.0046529
sal + silicate	Atlanto-Pacific	(-Inf,26.5]	-0.7199001	-0.7417006	-0.6980996
sal + silicate	Atlanto-Pacific	(-Inf,26]	-0.6480004	-0.6736888	-0.6223120
sal + silicate	Atlanto-Pacific	(26,26.5]	-0.5832133	-0.6991017	-0.4673249
sal + silicate	Atlanto-Pacific	(26.5,26.75]	-0.7806050	-0.7873333	-0.7738767
sal + silicate	Atlanto-Pacific	(26.75,27]	-0.7634573	-0.7676964	-0.7592181
sal + silicate	Atlanto-Pacific	(27,27.25]	-0.5764341	-0.5914739	-0.5613942
sal + silicate	Atlanto-Pacific	(27.25,27.5]	-0.5603437	-0.5694041	-0.5512832
sal + silicate	Atlanto-Pacific	(27.5,27.75]	-0.6569652	-0.6594471	-0.6544834
sal + silicate	Atlanto-Pacific	(27.75,27.85]	-0.7211599	-0.7246536	-0.7176663
sal + silicate	Atlanto-Pacific	(27.85,27.95]	-0.8337606	-0.8363512	-0.8311701
sal + silicate	Atlanto-Pacific	(27.95,28.05]	-0.9038432	-0.9058274	-0.9018589
sal + silicate	Atlanto-Pacific	(28.05,28.1]	-0.9307998	-0.9320160	-0.9295837
sal + silicate	Atlanto-Pacific	(28.1, Inf]	-0.4400821	-0.8462697	-0.0338944
sal + silicate	Atlanto-Pacific	(28.1,28.15]	-0.8839796	-0.8851709	-0.8827883
sal + silicate	Atlanto-Pacific	(28.15,28.2]	-0.9086500	-0.9101082	-0.9071917
sal + silicate	Atlanto-Pacific	(28.2, Inf]	-0.7701199	-0.8746266	-0.6656132
sal + silicate	Indian1	(-Inf,26]	-0.8424649	-0.9133460	-0.7715837
sal + silicate	Indian1	(26,26.5]	-0.6661862	-0.8159872	-0.5163851
sal + silicate	Indian1	(26.5,26.75]	-0.6570082	-0.8798159	-0.4342005
sal + silicate	Indian1	(26.75,27]	-0.2438132	-0.3885382	-0.0990882
sal + silicate	Indian1	(27,27.25]	-0.5941551	-0.5951946	-0.5931156
sal + silicate	Indian1	(27.25,27.5]	-0.8445442	-0.9538577	-0.7352307
sal + silicate	Indian1	(27.5,27.75]	-0.8748455	-0.9912453	-0.7584457
sal + silicate	Indian1	(27.75,27.85]	-0.5866667	-0.7503538	-0.4229797
sal + silicate	Indian1	(27.85,27.95]	-0.4193216	-0.7623341	-0.0763090
sal + silicate	Indian1	(27.95,28.05]	-0.4046500	-0.6860210	-0.1232791
sal + silicate	Indian1	(28.05,28.1]	-0.0346101	-0.2890841	0.2198640
sal + silicate	Indian1	(28.1, Inf]	0.4691615	0.2846394	0.6536835
sal + silicate	Indian2	(-Inf,26]	-0.9450412	-0.9458898	-0.9441926
sal + silicate	Indian2	(26,26.5]	-0.9757630	-0.9819368	-0.9695892
sal + silicate	Indian2	(26.5,26.75]	-0.9447313	-0.9470383	-0.9424242
sal + silicate	Indian2	(26.75,27]	-0.2253129	-0.3937257	-0.0569001
sal + silicate	Indian2	(27,27.25]	0.2378281	-0.0942339	0.5698902
sal + silicate	Indian2	(27.25,27.5]	0.0615712	-0.2739630	0.3971054
sal + silicate	Indian2	(27.5,27.75]	-0.0708416	-0.3499347	0.2082515
sal + silicate	Indian2	(27.75,27.85]	0.3472507	0.0279804	0.6665210
sal + silicate	Indian2	(27.85,27.95]	0.5337498	0.3155814	0.7519181
sal + silicate	Indian2	(27.95,28.05]	0.4546975	0.2545735	0.6548214
sal + silicate	Indian2	(28.05,28.1]	0.3233418	0.1159499	0.5307337
sal + silicate	Indian2	(28.1, Inf]	0.3331178	0.2746743	0.3915613
sal + silicate	Indian3	(-Inf,26]	-0.3840422	-0.3867933	-0.3812912
sal + silicate	Indian3	(26,26.5]	-0.4083403	-0.4357398	-0.3809407
sal + silicate	Indian3	(26.5,26.75]	-0.2300267	-0.2582580	-0.2017954
sal + silicate	Indian3	(26.75,27]	-0.4383261	-0.5201700	-0.3564822
sal + silicate	Indian3	(27,27.25]	-0.2579666	-0.2791683	-0.2367650
sal + silicate	Indian3	(27.25,27.5]	0.6855668	0.6547377	0.7163958
sal + silicate	Indian3	(27.5,27.75]	0.8547673	0.8433915	0.8661431
sal + silicate	Indian3	(27.75,27.85]	0.5998089	0.5386639	0.6609539
sal + silicate	Indian3	(27.85,27.95]	0.0197552	-0.0155311	0.0550415
sal + silicate	Indian3	(27.95,28.05]	-0.7515050	-0.7662166	-0.7367933
sal + silicate	Indian3	(28.05,28.1]	-0.9273989	-0.9368600	-0.9179378
sal + silicate	Indian3	(28.1, Inf]	-0.8937927	-0.9190768	-0.8685085
sal + silicate	Indian4	(26,26.5]	-0.4060151	-0.7953500	-0.0166802
sal + silicate	Indian4	(26.5,26.75]	-0.0418837	-0.1276790	0.0439116
sal + silicate	Indian4	(26.75,27]	-0.4444796	-0.4689299	-0.4200293
sal + silicate	Indian4	(27,27.25]	-0.0300276	-0.1041192	0.0440641
sal + silicate	Indian4	(27.25,27.5]	0.3240464	0.2831995	0.3648932
sal + silicate	Indian4	(27.5,27.75]	0.6980677	0.6743324	0.7218030
sal + silicate	Indian4	(27.75,27.85]	0.1348645	0.0439501	0.2257790
sal + silicate	Indian4	(27.85,27.95]	-0.3224479	-0.3677013	-0.2771945
sal + silicate	Indian4	(27.95,28.05]	-0.4491134	-0.4752834	-0.4229434
sal + silicate	Indian4	(28.05,28.1]	-0.7136284	-0.7847417	-0.6425150
sal + silicate	Indian4	(28.1, Inf]	-0.8969055	-0.9014967	-0.8923142
sal + silicate	Indian5	(27.5,27.75]	0.4404116	0.0440499	0.8367733
sal + silicate	Indian5	(27.75,27.85]	0.7836197	0.7619001	0.8053393
sal + silicate	Indian5	(27.85,27.95]	0.8365885	0.7957020	0.8774751
sal + silicate	Indian5	(27.95,28.05]	0.7659920	0.7202016	0.8117824
sal + silicate	Indian5	(28.05,28.1]	0.5504094	0.4742318	0.6265869
sal + silicate	Indian5	(28.1, Inf]	-0.0029360	-0.0902840	0.0844120
sal + temp	Atlanto-Pacific	(-Inf,26.5]	0.9123062	0.9086445	0.9159680
sal + temp	Atlanto-Pacific	(-Inf,26]	0.7997063	0.7647409	0.8346717
sal + temp	Atlanto-Pacific	(26,26.5]	0.9329911	0.9302061	0.9357761
sal + temp	Atlanto-Pacific	(26.5,26.75]	0.9873585	0.9873424	0.9873745
sal + temp	Atlanto-Pacific	(26.75,27]	0.9822228	0.9815445	0.9829011
sal + temp	Atlanto-Pacific	(27,27.25]	0.9803044	0.9796600	0.9809488
sal + temp	Atlanto-Pacific	(27.25,27.5]	0.9696400	0.9683334	0.9709467
sal + temp	Atlanto-Pacific	(27.5,27.75]	0.9605315	0.9593289	0.9617341
sal + temp	Atlanto-Pacific	(27.75,27.85]	0.9859814	0.9848519	0.9871110
sal + temp	Atlanto-Pacific	(27.85,27.95]	0.9751012	0.9728875	0.9773149
sal + temp	Atlanto-Pacific	(27.95,28.05]	0.9496763	0.9489349	0.9504176
sal + temp	Atlanto-Pacific	(28.05,28.1]	0.9508513	0.9483543	0.9533483
sal + temp	Atlanto-Pacific	(28.1, Inf]	-0.0068714	-0.3060618	0.2923189
sal + temp	Atlanto-Pacific	(28.1,28.15]	0.9674546	0.9613898	0.9735194
sal + temp	Atlanto-Pacific	(28.15,28.2]	0.8053356	0.7008804	0.9097908
sal + temp	Atlanto-Pacific	(28.2, Inf]	0.5709699	0.3895932	0.7523465
sal + temp	Indian1	(-Inf,26]	0.6636616	0.5613481	0.7659751
sal + temp	Indian1	(26,26.5]	0.4918435	0.0859896	0.8976973
sal + temp	Indian1	(26.5,26.75]	0.5983923	0.2319605	0.9648241
sal + temp	Indian1	(26.75,27]	0.7179343	0.4763469	0.9595217
sal + temp	Indian1	(27,27.25]	0.8375600	0.7236852	0.9514347
sal + temp	Indian1	(27.25,27.5]	0.9367847	0.9272560	0.9463134
sal + temp	Indian1	(27.5,27.75]	0.9617335	0.9281656	0.9953014
sal + temp	Indian1	(27.75,27.85]	0.9518233	0.9265995	0.9770471
sal + temp	Indian1	(27.85,27.95]	0.9339570	0.8759759	0.9919382
sal + temp	Indian1	(27.95,28.05]	0.9380617	0.8792506	0.9968728
sal + temp	Indian1	(28.05,28.1]	0.9429452	0.9028414	0.9830490
sal + temp	Indian1	(28.1, Inf]	0.9538940	0.9368260	0.9709619
sal + temp	Indian2	(-Inf,26]	0.6748987	0.6307572	0.7190402
sal + temp	Indian2	(26,26.5]	0.8932022	0.8468985	0.9395059
sal + temp	Indian2	(26.5,26.75]	0.9233687	0.9158128	0.9309246
sal + temp	Indian2	(26.75,27]	0.9259639	0.8950976	0.9568301
sal + temp	Indian2	(27,27.25]	0.8320283	0.8033339	0.8607226
sal + temp	Indian2	(27.25,27.5]	0.7963197	0.7878356	0.8048038
sal + temp	Indian2	(27.5,27.75]	0.5885522	0.5596489	0.6174554
sal + temp	Indian2	(27.75,27.85]	0.7517778	0.7387614	0.7647943
sal + temp	Indian2	(27.85,27.95]	0.5552486	0.5328671	0.5776301
sal + temp	Indian2	(27.95,28.05]	0.4508432	0.4460344	0.4556521
sal + temp	Indian2	(28.05,28.1]	0.7685867	0.7161331	0.8210403
sal + temp	Indian2	(28.1, Inf]	0.9126255	0.9059455	0.9193056
sal + temp	Indian3	(-Inf,26]	0.0836753	-0.1361493	0.3035000
sal + temp	Indian3	(26,26.5]	0.8268178	0.8084536	0.8451819
sal + temp	Indian3	(26.5,26.75]	0.9656463	0.9605728	0.9707197
sal + temp	Indian3	(26.75,27]	0.9893953	0.9842275	0.9945631
sal + temp	Indian3	(27,27.25]	0.8911460	0.8876095	0.8946825
sal + temp	Indian3	(27.25,27.5]	0.5534909	0.5431360	0.5638458
sal + temp	Indian3	(27.5,27.75]	0.2940564	0.1941677	0.3939452
sal + temp	Indian3	(27.75,27.85]	0.4869990	0.4168055	0.5571925
sal + temp	Indian3	(27.85,27.95]	0.0937897	0.0405913	0.1469881
sal + temp	Indian3	(27.95,28.05]	0.4843732	0.4731608	0.4955856
sal + temp	Indian3	(28.05,28.1]	0.8939990	0.8939242	0.8940737
sal + temp	Indian3	(28.1, Inf]	0.7802922	0.7240806	0.8365038
sal + temp	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + temp	Indian4	(26,26.5]	0.9244714	0.9060268	0.9429161
sal + temp	Indian4	(26.5,26.75]	0.9598896	0.9428357	0.9769435
sal + temp	Indian4	(26.75,27]	0.9845548	0.9805997	0.9885098
sal + temp	Indian4	(27,27.25]	0.9424133	0.9286885	0.9561382
sal + temp	Indian4	(27.25,27.5]	0.8536943	0.8293648	0.8780238
sal + temp	Indian4	(27.5,27.75]	0.6552728	0.6097172	0.7008285
sal + temp	Indian4	(27.75,27.85]	0.8469354	0.8253079	0.8685630
sal + temp	Indian4	(27.85,27.95]	0.8153414	0.7704747	0.8602081
sal + temp	Indian4	(27.95,28.05]	0.7420457	0.7382073	0.7458842
sal + temp	Indian4	(28.05,28.1]	0.9227188	0.9219352	0.9235024
sal + temp	Indian4	(28.1, Inf]	0.9768853	0.9745167	0.9792539
sal + temp	Indian5	(27.5,27.75]	0.9319794	0.9156820	0.9482769
sal + temp	Indian5	(27.75,27.85]	0.9475665	0.9422773	0.9528557
sal + temp	Indian5	(27.85,27.95]	0.9545871	0.9372783	0.9718959
sal + temp	Indian5	(27.95,28.05]	0.9653393	0.9582020	0.9724766
sal + temp	Indian5	(28.05,28.1]	0.9793606	0.9751605	0.9835607
sal + temp	Indian5	(28.1, Inf]	0.8932013	0.8797429	0.9066597
temp + aou	Atlanto-Pacific	(-Inf,26.5]	-0.3279300	-0.3707084	-0.2851516
temp + aou	Atlanto-Pacific	(-Inf,26]	-0.1627802	-0.1898750	-0.1356853
temp + aou	Atlanto-Pacific	(26,26.5]	-0.0554527	-0.1884480	0.0775426
temp + aou	Atlanto-Pacific	(26.5,26.75]	-0.3047939	-0.3059238	-0.3036640
temp + aou	Atlanto-Pacific	(26.75,27]	-0.3790078	-0.3976882	-0.3603274
temp + aou	Atlanto-Pacific	(27,27.25]	-0.3777339	-0.4059161	-0.3495516
temp + aou	Atlanto-Pacific	(27.25,27.5]	-0.4381536	-0.4535422	-0.4227651
temp + aou	Atlanto-Pacific	(27.5,27.75]	-0.5591485	-0.5685878	-0.5497092
temp + aou	Atlanto-Pacific	(27.75,27.85]	-0.6328782	-0.6453036	-0.6204529
temp + aou	Atlanto-Pacific	(27.85,27.95]	-0.7271132	-0.7502865	-0.7039398
temp + aou	Atlanto-Pacific	(27.95,28.05]	-0.7655419	-0.7741937	-0.7568900
temp + aou	Atlanto-Pacific	(28.05,28.1]	-0.7708270	-0.7850887	-0.7565653
temp + aou	Atlanto-Pacific	(28.1, Inf]	0.8196778	0.7928840	0.8464715
temp + aou	Atlanto-Pacific	(28.1,28.15]	-0.6646850	-0.6704702	-0.6588999
temp + aou	Atlanto-Pacific	(28.15,28.2]	-0.5963546	-0.7192552	-0.4734540
temp + aou	Atlanto-Pacific	(28.2, Inf]	0.2550189	0.1865555	0.3234823
temp + aou	Indian1	(-Inf,26]	-0.7052333	-0.7465645	-0.6639022
temp + aou	Indian1	(26,26.5]	-0.3285364	-0.4754633	-0.1816095
temp + aou	Indian1	(26.5,26.75]	-0.1294083	-0.1946544	-0.0641622
temp + aou	Indian1	(26.75,27]	-0.0497632	-0.1041611	0.0046346
temp + aou	Indian1	(27,27.25]	-0.1215050	-0.1929144	-0.0500956
temp + aou	Indian1	(27.25,27.5]	0.0321451	-0.0548027	0.1190930
temp + aou	Indian1	(27.5,27.75]	0.6260375	0.4938143	0.7582607
temp + aou	Indian1	(27.75,27.85]	0.7375773	0.6501412	0.8250134
temp + aou	Indian1	(27.85,27.95]	0.7222247	0.6714853	0.7729642
temp + aou	Indian1	(27.95,28.05]	0.6574616	0.6217968	0.6931265
temp + aou	Indian1	(28.05,28.1]	0.4606386	0.4224920	0.4987852
temp + aou	Indian1	(28.1, Inf]	0.8521393	0.7749078	0.9293707
temp + aou	Indian2	(-Inf,26]	-0.7793379	-0.7887515	-0.7699243
temp + aou	Indian2	(26,26.5]	-0.7710178	-0.8262281	-0.7158076
temp + aou	Indian2	(26.5,26.75]	-0.6314903	-0.7102307	-0.5527499
temp + aou	Indian2	(26.75,27]	-0.0301765	-0.0676832	0.0073301
temp + aou	Indian2	(27,27.25]	0.3472151	0.1455541	0.5488760
temp + aou	Indian2	(27.25,27.5]	0.4187566	0.2726576	0.5648555
temp + aou	Indian2	(27.5,27.75]	0.6354995	0.5604163	0.7105828
temp + aou	Indian2	(27.75,27.85]	0.7361370	0.6071574	0.8651166
temp + aou	Indian2	(27.85,27.95]	0.6962924	0.6451455	0.7474394
temp + aou	Indian2	(27.95,28.05]	0.6826019	0.6738814	0.6913225
temp + aou	Indian2	(28.05,28.1]	0.5650772	0.4946621	0.6354922
temp + aou	Indian2	(28.1, Inf]	0.8729480	0.8681605	0.8777354
temp + aou	Indian3	(-Inf,26]	-0.1457497	-0.1880325	-0.1034669
temp + aou	Indian3	(26,26.5]	-0.2341583	-0.2722597	-0.1960569
temp + aou	Indian3	(26.5,26.75]	-0.0856887	-0.1083216	-0.0630558
temp + aou	Indian3	(26.75,27]	-0.5167039	-0.5670741	-0.4663337
temp + aou	Indian3	(27,27.25]	-0.6252714	-0.6504839	-0.6000589
temp + aou	Indian3	(27.25,27.5]	0.0782882	0.0268558	0.1297206
temp + aou	Indian3	(27.5,27.75]	0.4356401	0.3104597	0.5608205
temp + aou	Indian3	(27.75,27.85]	0.5349225	0.4278561	0.6419890
temp + aou	Indian3	(27.85,27.95]	0.0988594	0.0119506	0.1857682
temp + aou	Indian3	(27.95,28.05]	-0.4690025	-0.4809662	-0.4570388
temp + aou	Indian3	(28.05,28.1]	-0.7421918	-0.7614381	-0.7229456
temp + aou	Indian3	(28.1, Inf]	0.2609239	0.2439829	0.2778649
temp + aou	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + aou	Indian4	(26,26.5]	0.3624076	0.2762956	0.4485196
temp + aou	Indian4	(26.5,26.75]	0.0474316	-0.1020679	0.1969310
temp + aou	Indian4	(26.75,27]	-0.0129260	-0.0978606	0.0720086
temp + aou	Indian4	(27,27.25]	0.6114907	0.4433017	0.7796796
temp + aou	Indian4	(27.25,27.5]	0.6756441	0.6320118	0.7192764
temp + aou	Indian4	(27.5,27.75]	0.7141536	0.6699600	0.7583472
temp + aou	Indian4	(27.75,27.85]	0.8923852	0.8641259	0.9206445
temp + aou	Indian4	(27.85,27.95]	0.7142995	0.6759908	0.7526081
temp + aou	Indian4	(27.95,28.05]	0.0686910	-0.0959037	0.2332857
temp + aou	Indian4	(28.05,28.1]	-0.3886104	-0.5933021	-0.1839186
temp + aou	Indian4	(28.1, Inf]	0.7179355	0.6747003	0.7611707
temp + aou	Indian5	(27.5,27.75]	0.9818972	0.9806288	0.9831657
temp + aou	Indian5	(27.75,27.85]	0.9800094	0.9771031	0.9829157
temp + aou	Indian5	(27.85,27.95]	0.9922427	0.9922271	0.9922584
temp + aou	Indian5	(27.95,28.05]	0.9799577	0.9784170	0.9814983
temp + aou	Indian5	(28.05,28.1]	0.9203567	0.9122055	0.9285080
temp + aou	Indian5	(28.1, Inf]	0.8895134	0.8839538	0.8950729
temp + nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.5932850	-0.6288437	-0.5577263
temp + nitrate	Atlanto-Pacific	(-Inf,26]	-0.4911357	-0.5024108	-0.4798607
temp + nitrate	Atlanto-Pacific	(26,26.5]	-0.3872291	-0.5598805	-0.2145776
temp + nitrate	Atlanto-Pacific	(26.5,26.75]	-0.6380688	-0.6677257	-0.6084120
temp + nitrate	Atlanto-Pacific	(26.75,27]	-0.6896241	-0.7096004	-0.6696478
temp + nitrate	Atlanto-Pacific	(27,27.25]	-0.6736551	-0.6850335	-0.6622767
temp + nitrate	Atlanto-Pacific	(27.25,27.5]	-0.7089859	-0.7188374	-0.6991344
temp + nitrate	Atlanto-Pacific	(27.5,27.75]	-0.7508237	-0.7688452	-0.7328023
temp + nitrate	Atlanto-Pacific	(27.75,27.85]	-0.7620812	-0.7744184	-0.7497441
temp + nitrate	Atlanto-Pacific	(27.85,27.95]	-0.8098703	-0.8316484	-0.7880923
temp + nitrate	Atlanto-Pacific	(27.95,28.05]	-0.8439213	-0.8519811	-0.8358616
temp + nitrate	Atlanto-Pacific	(28.05,28.1]	-0.8470612	-0.8556877	-0.8384348
temp + nitrate	Atlanto-Pacific	(28.1, Inf]	0.6224506	0.5802918	0.6646094
temp + nitrate	Atlanto-Pacific	(28.1,28.15]	-0.7648307	-0.7785044	-0.7511570
temp + nitrate	Atlanto-Pacific	(28.15,28.2]	-0.6487153	-0.7660798	-0.5313508
temp + nitrate	Atlanto-Pacific	(28.2, Inf]	-0.2285122	-0.3187099	-0.1383145
temp + nitrate	Indian1	(-Inf,26]	-0.8353546	-0.8480154	-0.8226938
temp + nitrate	Indian1	(26,26.5]	-0.6651008	-0.7702706	-0.5599310
temp + nitrate	Indian1	(26.5,26.75]	-0.5321414	-0.7451829	-0.3191000
temp + nitrate	Indian1	(26.75,27]	-0.5411648	-0.7837971	-0.2985324
temp + nitrate	Indian1	(27,27.25]	-0.6736177	-0.9052762	-0.4419592
temp + nitrate	Indian1	(27.25,27.5]	-0.7743868	-0.9373241	-0.6114496
temp + nitrate	Indian1	(27.5,27.75]	-0.2846094	-0.7112832	0.1420643
temp + nitrate	Indian1	(27.75,27.85]	0.5249348	0.4958341	0.5540354
temp + nitrate	Indian1	(27.85,27.95]	0.6428568	0.6389246	0.6467891
temp + nitrate	Indian1	(27.95,28.05]	0.6468734	0.5542340	0.7395128
temp + nitrate	Indian1	(28.05,28.1]	0.4224318	0.3729442	0.4719195
temp + nitrate	Indian1	(28.1, Inf]	0.8030892	0.7084344	0.8977441
temp + nitrate	Indian2	(-Inf,26]	-0.8100926	-0.8272928	-0.7928924
temp + nitrate	Indian2	(26,26.5]	-0.8325295	-0.8731925	-0.7918665
temp + nitrate	Indian2	(26.5,26.75]	-0.7132404	-0.7624635	-0.6640172
temp + nitrate	Indian2	(26.75,27]	-0.2375901	-0.2631675	-0.2120128
temp + nitrate	Indian2	(27,27.25]	0.0914972	-0.1626860	0.3456805
temp + nitrate	Indian2	(27.25,27.5]	0.0234592	-0.2099957	0.2569140
temp + nitrate	Indian2	(27.5,27.75]	0.2792215	0.0611944	0.4972486
temp + nitrate	Indian2	(27.75,27.85]	0.5396998	0.3051253	0.7742743
temp + nitrate	Indian2	(27.85,27.95]	0.5625057	0.4396441	0.6853674
temp + nitrate	Indian2	(27.95,28.05]	0.5395002	0.4974516	0.5815488
temp + nitrate	Indian2	(28.05,28.1]	0.3732622	0.3684028	0.3781216
temp + nitrate	Indian2	(28.1, Inf]	0.7255496	0.7203029	0.7307963
temp + nitrate	Indian3	(-Inf,26]	-0.4303768	-0.4547981	-0.4059556
temp + nitrate	Indian3	(26,26.5]	-0.5979663	-0.6456634	-0.5502692
temp + nitrate	Indian3	(26.5,26.75]	-0.6594388	-0.6710438	-0.6478338
temp + nitrate	Indian3	(26.75,27]	-0.8853376	-0.9093544	-0.8613208
temp + nitrate	Indian3	(27,27.25]	-0.9231415	-0.9269027	-0.9193803
temp + nitrate	Indian3	(27.25,27.5]	-0.4144758	-0.5038411	-0.3251104
temp + nitrate	Indian3	(27.5,27.75]	0.1908857	0.0404960	0.3412754
temp + nitrate	Indian3	(27.75,27.85]	0.2786708	0.1983964	0.3589452
temp + nitrate	Indian3	(27.85,27.95]	-0.0175495	-0.0935601	0.0584612
temp + nitrate	Indian3	(27.95,28.05]	-0.5525006	-0.5647126	-0.5402887
temp + nitrate	Indian3	(28.05,28.1]	-0.8157414	-0.8222125	-0.8092702
temp + nitrate	Indian3	(28.1, Inf]	-0.2830690	-0.3823243	-0.1838137
temp + nitrate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + nitrate	Indian4	(26,26.5]	-0.4330068	-0.6669465	-0.1990670
temp + nitrate	Indian4	(26.5,26.75]	-0.8175921	-0.8846020	-0.7505821
temp + nitrate	Indian4	(26.75,27]	-0.8849023	-0.9184538	-0.8513507
temp + nitrate	Indian4	(27,27.25]	-0.6304064	-0.6662527	-0.5945600
temp + nitrate	Indian4	(27.25,27.5]	-0.2114812	-0.2175972	-0.2053652
temp + nitrate	Indian4	(27.5,27.75]	0.2846408	0.2447819	0.3244997
temp + nitrate	Indian4	(27.75,27.85]	0.2366464	0.1358948	0.3373981
temp + nitrate	Indian4	(27.85,27.95]	-0.2256874	-0.2889542	-0.1624205
temp + nitrate	Indian4	(27.95,28.05]	-0.4898059	-0.5173182	-0.4622937
temp + nitrate	Indian4	(28.05,28.1]	-0.7139731	-0.7565561	-0.6713902
temp + nitrate	Indian4	(28.1, Inf]	-0.7096966	-0.7480295	-0.6713637
temp + nitrate	Indian5	(27.5,27.75]	0.9882229	0.9864452	0.9900005
temp + nitrate	Indian5	(27.75,27.85]	0.9680673	0.9619846	0.9741500
temp + nitrate	Indian5	(27.85,27.95]	0.9009350	0.8586794	0.9431906
temp + nitrate	Indian5	(27.95,28.05]	0.5299844	0.4632410	0.5967277
temp + nitrate	Indian5	(28.05,28.1]	-0.2008149	-0.2424308	-0.1591990
temp + nitrate	Indian5	(28.1, Inf]	-0.2479542	-0.3244206	-0.1714879
temp + oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.1203867	-0.1370335	-0.1037400
temp + oxygen	Atlanto-Pacific	(-Inf,26]	-0.3043762	-0.3585511	-0.2502014
temp + oxygen	Atlanto-Pacific	(26,26.5]	-0.1266573	-0.2198845	-0.0334300
temp + oxygen	Atlanto-Pacific	(26.5,26.75]	0.0548849	0.0234262	0.0863435
temp + oxygen	Atlanto-Pacific	(26.75,27]	0.1106699	0.0939322	0.1274075
temp + oxygen	Atlanto-Pacific	(27,27.25]	0.1895235	0.1639221	0.2151249
temp + oxygen	Atlanto-Pacific	(27.25,27.5]	0.2761374	0.2641751	0.2880997
temp + oxygen	Atlanto-Pacific	(27.5,27.75]	0.4241963	0.4119739	0.4364186
temp + oxygen	Atlanto-Pacific	(27.75,27.85]	0.5375931	0.5203873	0.5547990
temp + oxygen	Atlanto-Pacific	(27.85,27.95]	0.6699847	0.6417411	0.6982284
temp + oxygen	Atlanto-Pacific	(27.95,28.05]	0.7185436	0.7066077	0.7304795
temp + oxygen	Atlanto-Pacific	(28.05,28.1]	0.7282452	0.7087196	0.7477709
temp + oxygen	Atlanto-Pacific	(28.1, Inf]	-0.8710009	-0.9060269	-0.8359748
temp + oxygen	Atlanto-Pacific	(28.1,28.15]	0.5583626	0.5569676	0.5597577
temp + oxygen	Atlanto-Pacific	(28.15,28.2]	0.5132364	0.3732305	0.6532423
temp + oxygen	Atlanto-Pacific	(28.2, Inf]	-0.4396005	-0.5157764	-0.3634247
temp + oxygen	Indian1	(-Inf,26]	0.5636078	0.4904819	0.6367338
temp + oxygen	Indian1	(26,26.5]	0.0915626	-0.1252355	0.3083607
temp + oxygen	Indian1	(26.5,26.75]	-0.0547519	-0.2223250	0.1128212
temp + oxygen	Indian1	(26.75,27]	-0.1581940	-0.3199014	0.0035133
temp + oxygen	Indian1	(27,27.25]	-0.2718795	-0.3745696	-0.1691894
temp + oxygen	Indian1	(27.25,27.5]	-0.6207192	-0.6704646	-0.5709738
temp + oxygen	Indian1	(27.5,27.75]	-0.8518916	-0.9105616	-0.7932216
temp + oxygen	Indian1	(27.75,27.85]	-0.8464568	-0.8851306	-0.8077829
temp + oxygen	Indian1	(27.85,27.95]	-0.8221693	-0.8347085	-0.8096301
temp + oxygen	Indian1	(27.95,28.05]	-0.7616243	-0.8083304	-0.7149182
temp + oxygen	Indian1	(28.05,28.1]	-0.5391306	-0.6043878	-0.4738734
temp + oxygen	Indian1	(28.1, Inf]	-0.8730510	-0.9421282	-0.8039737
temp + oxygen	Indian2	(-Inf,26]	0.6937391	0.6915150	0.6959632
temp + oxygen	Indian2	(26,26.5]	0.7053739	0.6341729	0.7765749
temp + oxygen	Indian2	(26.5,26.75]	0.5757112	0.4767661	0.6746564
temp + oxygen	Indian2	(26.75,27]	-0.0516611	-0.0848856	-0.0184365
temp + oxygen	Indian2	(27,27.25]	-0.4475633	-0.6132705	-0.2818562
temp + oxygen	Indian2	(27.25,27.5]	-0.5869249	-0.6724230	-0.5014269
temp + oxygen	Indian2	(27.5,27.75]	-0.7903448	-0.8206093	-0.7600802
temp + oxygen	Indian2	(27.75,27.85]	-0.8109318	-0.8986615	-0.7232021
temp + oxygen	Indian2	(27.85,27.95]	-0.7774217	-0.8099464	-0.7448970
temp + oxygen	Indian2	(27.95,28.05]	-0.7784068	-0.7959755	-0.7608380
temp + oxygen	Indian2	(28.05,28.1]	-0.6501410	-0.7322838	-0.5679983
temp + oxygen	Indian2	(28.1, Inf]	-0.8940051	-0.9004112	-0.8875989
temp + oxygen	Indian3	(-Inf,26]	-0.1665974	-0.1958642	-0.1373306
temp + oxygen	Indian3	(26,26.5]	-0.1073632	-0.1244885	-0.0902378
temp + oxygen	Indian3	(26.5,26.75]	-0.2652928	-0.2840179	-0.2465676
temp + oxygen	Indian3	(26.75,27]	0.1521969	0.1034137	0.2009802
temp + oxygen	Indian3	(27,27.25]	0.3202645	0.2547912	0.3857379
temp + oxygen	Indian3	(27.25,27.5]	-0.2628454	-0.2920105	-0.2336804
temp + oxygen	Indian3	(27.5,27.75]	-0.5689648	-0.6688731	-0.4690565
temp + oxygen	Indian3	(27.75,27.85]	-0.6279815	-0.7183814	-0.5375816
temp + oxygen	Indian3	(27.85,27.95]	-0.1993190	-0.2785351	-0.1201028
temp + oxygen	Indian3	(27.95,28.05]	0.3787864	0.3713537	0.3862191
temp + oxygen	Indian3	(28.05,28.1]	0.6923089	0.6740935	0.7105242
temp + oxygen	Indian3	(28.1, Inf]	-0.4823920	-0.5038035	-0.4609805
temp + oxygen	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
temp + oxygen	Indian4	(26,26.5]	-0.6107590	-0.6301902	-0.5913278
temp + oxygen	Indian4	(26.5,26.75]	-0.4480391	-0.5239523	-0.3721260
temp + oxygen	Indian4	(26.75,27]	-0.5001175	-0.5033467	-0.4968883
temp + oxygen	Indian4	(27,27.25]	-0.7804291	-0.8897514	-0.6711068
temp + oxygen	Indian4	(27.25,27.5]	-0.8079497	-0.8383296	-0.7775698
temp + oxygen	Indian4	(27.5,27.75]	-0.8034647	-0.8373313	-0.7695980
temp + oxygen	Indian4	(27.75,27.85]	-0.9291525	-0.9492354	-0.9090695
temp + oxygen	Indian4	(27.85,27.95]	-0.8250186	-0.8540684	-0.7959688
temp + oxygen	Indian4	(27.95,28.05]	-0.3513366	-0.5068172	-0.1958560
temp + oxygen	Indian4	(28.05,28.1]	0.1295845	-0.1282922	0.3874612
temp + oxygen	Indian4	(28.1, Inf]	-0.8747847	-0.8947188	-0.8548506
temp + oxygen	Indian5	(27.5,27.75]	-0.9888889	-0.9915965	-0.9861813
temp + oxygen	Indian5	(27.75,27.85]	-0.9888212	-0.9905670	-0.9870754
temp + oxygen	Indian5	(27.85,27.95]	-0.9954261	-0.9954658	-0.9953865
temp + oxygen	Indian5	(27.95,28.05]	-0.9887152	-0.9897663	-0.9876640
temp + oxygen	Indian5	(28.05,28.1]	-0.9576724	-0.9630914	-0.9522534
temp + oxygen	Indian5	(28.1, Inf]	-0.9440620	-0.9451514	-0.9429727
temp + phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.7323346	-0.7484250	-0.7162441
temp + phosphate	Atlanto-Pacific	(-Inf,26]	-0.3579183	-0.3610771	-0.3547596
temp + phosphate	Atlanto-Pacific	(26,26.5]	-0.3203211	-0.4693796	-0.1712626
temp + phosphate	Atlanto-Pacific	(26.5,26.75]	-0.6505685	-0.6824103	-0.6187266
temp + phosphate	Atlanto-Pacific	(26.75,27]	-0.7300890	-0.7539304	-0.7062476
temp + phosphate	Atlanto-Pacific	(27,27.25]	-0.7135486	-0.7244279	-0.7026692
temp + phosphate	Atlanto-Pacific	(27.25,27.5]	-0.7261502	-0.7365229	-0.7157776
temp + phosphate	Atlanto-Pacific	(27.5,27.75]	-0.7592376	-0.7747557	-0.7437195
temp + phosphate	Atlanto-Pacific	(27.75,27.85]	-0.7725067	-0.7826814	-0.7623319
temp + phosphate	Atlanto-Pacific	(27.85,27.95]	-0.8140042	-0.8339501	-0.7940583
temp + phosphate	Atlanto-Pacific	(27.95,28.05]	-0.8431060	-0.8497089	-0.8365031
temp + phosphate	Atlanto-Pacific	(28.05,28.1]	-0.8465644	-0.8543112	-0.8388176
temp + phosphate	Atlanto-Pacific	(28.1, Inf]	0.6100847	0.5553261	0.6648434
temp + phosphate	Atlanto-Pacific	(28.1,28.15]	-0.7806147	-0.7933847	-0.7678446
temp + phosphate	Atlanto-Pacific	(28.15,28.2]	-0.6537195	-0.7691660	-0.5382731
temp + phosphate	Atlanto-Pacific	(28.2, Inf]	-0.2320360	-0.3205755	-0.1434965
temp + phosphate	Indian1	(-Inf,26]	-0.6714493	-0.7740368	-0.5688617
temp + phosphate	Indian1	(26,26.5]	-0.3197026	-0.5133244	-0.1260808
temp + phosphate	Indian1	(26.5,26.75]	-0.1733408	-0.2564380	-0.0902437
temp + phosphate	Indian1	(26.75,27]	-0.1900602	-0.2760331	-0.1040874
temp + phosphate	Indian1	(27,27.25]	-0.4964711	-0.5277144	-0.4652278
temp + phosphate	Indian1	(27.25,27.5]	-0.6415469	-0.6847884	-0.5983054
temp + phosphate	Indian1	(27.5,27.75]	0.1296280	-0.1301031	0.3893591
temp + phosphate	Indian1	(27.75,27.85]	0.7324802	0.6935273	0.7714330
temp + phosphate	Indian1	(27.85,27.95]	0.8042073	0.7696059	0.8388086
temp + phosphate	Indian1	(27.95,28.05]	0.7552969	0.6645671	0.8460266
temp + phosphate	Indian1	(28.05,28.1]	0.5905601	0.4638991	0.7172211
temp + phosphate	Indian1	(28.1, Inf]	0.8628779	0.8068910	0.9188649
temp + phosphate	Indian2	(-Inf,26]	-0.8217348	-0.8444120	-0.7990577
temp + phosphate	Indian2	(26,26.5]	-0.8391293	-0.8751612	-0.8030973
temp + phosphate	Indian2	(26.5,26.75]	-0.7254508	-0.7668180	-0.6840836
temp + phosphate	Indian2	(26.75,27]	-0.2400875	-0.2719986	-0.2081764
temp + phosphate	Indian2	(27,27.25]	0.0988192	-0.1526917	0.3503302
temp + phosphate	Indian2	(27.25,27.5]	0.1458387	-0.0536043	0.3452817
temp + phosphate	Indian2	(27.5,27.75]	0.4332272	0.3054370	0.5610175
temp + phosphate	Indian2	(27.75,27.85]	0.6684907	0.5137912	0.8231902
temp + phosphate	Indian2	(27.85,27.95]	0.6454778	0.5634960	0.7274595
temp + phosphate	Indian2	(27.95,28.05]	0.6001788	0.5637027	0.6366550
temp + phosphate	Indian2	(28.05,28.1]	0.4375988	0.4371262	0.4380715
temp + phosphate	Indian2	(28.1, Inf]	0.7523856	0.7413283	0.7634429
temp + phosphate	Indian3	(-Inf,26]	-0.4018447	-0.4185870	-0.3851024
temp + phosphate	Indian3	(26,26.5]	-0.6339447	-0.6742239	-0.5936654
temp + phosphate	Indian3	(26.5,26.75]	-0.6771451	-0.6774964	-0.6767937
temp + phosphate	Indian3	(26.75,27]	-0.8778685	-0.9098288	-0.8459083
temp + phosphate	Indian3	(27,27.25]	-0.8967517	-0.8970438	-0.8964596
temp + phosphate	Indian3	(27.25,27.5]	-0.3309137	-0.4229043	-0.2389230
temp + phosphate	Indian3	(27.5,27.75]	0.3223378	0.1690960	0.4755797
temp + phosphate	Indian3	(27.75,27.85]	0.4257395	0.3071506	0.5443284
temp + phosphate	Indian3	(27.85,27.95]	0.0449098	-0.0467289	0.1365486
temp + phosphate	Indian3	(27.95,28.05]	-0.5284847	-0.5533469	-0.5036226
temp + phosphate	Indian3	(28.05,28.1]	-0.7990451	-0.8207770	-0.7773132
temp + phosphate	Indian3	(28.1, Inf]	-0.2685029	-0.3846060	-0.1523998
temp + phosphate	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate	Indian4	(26,26.5]	-0.4635069	-0.7233624	-0.2036514
temp + phosphate	Indian4	(26.5,26.75]	-0.7781376	-0.8762050	-0.6800702
temp + phosphate	Indian4	(26.75,27]	-0.8622084	-0.9065344	-0.8178823
temp + phosphate	Indian4	(27,27.25]	-0.6636685	-0.6919116	-0.6354255
temp + phosphate	Indian4	(27.25,27.5]	-0.2260831	-0.2424896	-0.2096767
temp + phosphate	Indian4	(27.5,27.75]	0.3038078	0.2101470	0.3974686
temp + phosphate	Indian4	(27.75,27.85]	0.3033075	0.2178892	0.3887259
temp + phosphate	Indian4	(27.85,27.95]	-0.2193499	-0.2844852	-0.1542146
temp + phosphate	Indian4	(27.95,28.05]	-0.4875359	-0.5184794	-0.4565924
temp + phosphate	Indian4	(28.05,28.1]	-0.7104489	-0.7610152	-0.6598826
temp + phosphate	Indian4	(28.1, Inf]	-0.7267800	-0.7378981	-0.7156619
temp + phosphate	Indian5	(27.5,27.75]	0.9746315	0.9525648	0.9966981
temp + phosphate	Indian5	(27.75,27.85]	0.9391644	0.9082532	0.9700756
temp + phosphate	Indian5	(27.85,27.95]	0.9081192	0.8873438	0.9288945
temp + phosphate	Indian5	(27.95,28.05]	0.5155753	0.4531571	0.5779936
temp + phosphate	Indian5	(28.05,28.1]	-0.2507505	-0.2682777	-0.2332233
temp + phosphate	Indian5	(28.1, Inf]	-0.2625611	-0.3740897	-0.1510325
temp + silicate	Atlanto-Pacific	(-Inf,26.5]	-0.6620648	-0.6783610	-0.6457686
temp + silicate	Atlanto-Pacific	(-Inf,26]	-0.6391398	-0.6547697	-0.6235098
temp + silicate	Atlanto-Pacific	(26,26.5]	-0.6644350	-0.7392123	-0.5896576
temp + silicate	Atlanto-Pacific	(26.5,26.75]	-0.7981832	-0.8096743	-0.7866921
temp + silicate	Atlanto-Pacific	(26.75,27]	-0.7938573	-0.7978964	-0.7898182
temp + silicate	Atlanto-Pacific	(27,27.25]	-0.6086776	-0.6257691	-0.5915861
temp + silicate	Atlanto-Pacific	(27.25,27.5]	-0.5866145	-0.5930114	-0.5802177
temp + silicate	Atlanto-Pacific	(27.5,27.75]	-0.6680139	-0.6737767	-0.6622512
temp + silicate	Atlanto-Pacific	(27.75,27.85]	-0.7200942	-0.7246691	-0.7155193
temp + silicate	Atlanto-Pacific	(27.85,27.95]	-0.7972323	-0.8114900	-0.7829745
temp + silicate	Atlanto-Pacific	(27.95,28.05]	-0.8187215	-0.8244266	-0.8130164
temp + silicate	Atlanto-Pacific	(28.05,28.1]	-0.8021520	-0.8111264	-0.7931777
temp + silicate	Atlanto-Pacific	(28.1, Inf]	0.5597103	0.4556275	0.6637930
temp + silicate	Atlanto-Pacific	(28.1,28.15]	-0.7701550	-0.7828287	-0.7574813
temp + silicate	Atlanto-Pacific	(28.15,28.2]	-0.6054039	-0.7262714	-0.4845364
temp + silicate	Atlanto-Pacific	(28.2, Inf]	-0.1282106	-0.1585542	-0.0978671
temp + silicate	Indian1	(-Inf,26]	-0.8262397	-0.8586903	-0.7937891
temp + silicate	Indian1	(26,26.5]	-0.5490217	-0.5669474	-0.5310960
temp + silicate	Indian1	(26.5,26.75]	-0.4007315	-0.4695937	-0.3318692
temp + silicate	Indian1	(26.75,27]	-0.4480894	-0.4918263	-0.4043524
temp + silicate	Indian1	(27,27.25]	-0.7955162	-0.8290031	-0.7620292
temp + silicate	Indian1	(27.25,27.5]	-0.9382849	-0.9781824	-0.8983874
temp + silicate	Indian1	(27.5,27.75]	-0.9629874	-0.9909868	-0.9349880
temp + silicate	Indian1	(27.75,27.85]	-0.7087083	-0.7959853	-0.6214313
temp + silicate	Indian1	(27.85,27.95]	-0.5905623	-0.7923331	-0.3887916
temp + silicate	Indian1	(27.95,28.05]	-0.5508206	-0.7075779	-0.3940632
temp + silicate	Indian1	(28.05,28.1]	-0.1012822	-0.2819722	0.0794078
temp + silicate	Indian1	(28.1, Inf]	0.5791787	0.3852405	0.7731170
temp + silicate	Indian2	(-Inf,26]	-0.8446052	-0.8679499	-0.8212604
temp + silicate	Indian2	(26,26.5]	-0.8647592	-0.8987138	-0.8308047
temp + silicate	Indian2	(26.5,26.75]	-0.8293235	-0.8337333	-0.8249137
temp + silicate	Indian2	(26.75,27]	-0.2555378	-0.3917423	-0.1193332
temp + silicate	Indian2	(27,27.25]	-0.1130145	-0.4473695	0.2213405
temp + silicate	Indian2	(27.25,27.5]	-0.3482777	-0.6349479	-0.0616075
temp + silicate	Indian2	(27.5,27.75]	-0.4742103	-0.6637233	-0.2846973
temp + silicate	Indian2	(27.75,27.85]	0.1584650	-0.1798296	0.4967595
temp + silicate	Indian2	(27.85,27.95]	0.0283530	-0.1452797	0.2019857
temp + silicate	Indian2	(27.95,28.05]	-0.2546660	-0.4046979	-0.1046341
temp + silicate	Indian2	(28.05,28.1]	-0.0233187	-0.1747723	0.1281349
temp + silicate	Indian2	(28.1, Inf]	0.4317641	0.3749344	0.4885937
temp + silicate	Indian3	(-Inf,26]	-0.1165934	-0.1744392	-0.0587475
temp + silicate	Indian3	(26,26.5]	-0.1950196	-0.2062821	-0.1837571
temp + silicate	Indian3	(26.5,26.75]	-0.1385978	-0.1774091	-0.0997864
temp + silicate	Indian3	(26.75,27]	-0.5036203	-0.5635966	-0.4436439
temp + silicate	Indian3	(27,27.25]	-0.6367256	-0.6498942	-0.6235571
temp + silicate	Indian3	(27.25,27.5]	-0.1396962	-0.2001579	-0.0792345
temp + silicate	Indian3	(27.5,27.75]	0.1433271	0.0068884	0.2797658
temp + silicate	Indian3	(27.75,27.85]	0.3521596	0.2435232	0.4607959
temp + silicate	Indian3	(27.85,27.95]	-0.1635333	-0.2425863	-0.0844802
temp + silicate	Indian3	(27.95,28.05]	-0.7021201	-0.7209001	-0.6833401
temp + silicate	Indian3	(28.05,28.1]	-0.8318296	-0.8490333	-0.8146258
temp + silicate	Indian3	(28.1, Inf]	-0.5171092	-0.6450376	-0.3891808
temp + silicate	Indian4	(26,26.5]	-0.4944288	-0.9411560	-0.0477016
temp + silicate	Indian4	(26.5,26.75]	-0.0664374	-0.1531645	0.0202897
temp + silicate	Indian4	(26.75,27]	-0.4966804	-0.5228672	-0.4704936
temp + silicate	Indian4	(27,27.25]	-0.3122252	-0.3612788	-0.2631716
temp + silicate	Indian4	(27.25,27.5]	-0.1696360	-0.1752222	-0.1640498
temp + silicate	Indian4	(27.5,27.75]	-0.0353018	-0.0592043	-0.0113993
temp + silicate	Indian4	(27.75,27.85]	-0.1811531	-0.2782195	-0.0840867
temp + silicate	Indian4	(27.85,27.95]	-0.5194681	-0.5860739	-0.4528622
temp + silicate	Indian4	(27.95,28.05]	-0.6290571	-0.6357915	-0.6223227
temp + silicate	Indian4	(28.05,28.1]	-0.6684948	-0.7371676	-0.5998220
temp + silicate	Indian4	(28.1, Inf]	-0.8852245	-0.8861121	-0.8843368
temp + silicate	Indian5	(27.5,27.75]	0.1502486	-0.2491184	0.5496156
temp + silicate	Indian5	(27.75,27.85]	0.7016584	0.6824825	0.7208343
temp + silicate	Indian5	(27.85,27.95]	0.8149274	0.7787480	0.8511067
temp + silicate	Indian5	(27.95,28.05]	0.7322180	0.6823349	0.7821011
temp + silicate	Indian5	(28.05,28.1]	0.5156051	0.4391603	0.5920499
temp + silicate	Indian5	(28.1, Inf]	-0.2379287	-0.3110574	-0.1648000

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

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

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

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

Version	Author	Date
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlanto-Pacific	(-Inf,26.5]	0.0099381	-0.0708069	0.0906830
aou	Atlanto-Pacific	(-Inf,26]	-0.0897979	-0.1134907	-0.0661051
aou	Atlanto-Pacific	(26,26.5]	-0.6378738	-0.6855806	-0.5901671
aou	Atlanto-Pacific	(26.5,26.75]	-0.6295484	-0.6649129	-0.5941839
aou	Atlanto-Pacific	(26.75,27]	-0.5850819	-0.5854228	-0.5847410
aou	Atlanto-Pacific	(27,27.25]	-0.3225085	-0.3739219	-0.2710951
aou	Atlanto-Pacific	(27.25,27.5]	-0.3109321	-0.3670293	-0.2548348
aou	Atlanto-Pacific	(27.5,27.75]	-0.4591587	-0.4955869	-0.4227305
aou	Atlanto-Pacific	(27.75,27.85]	-0.6378372	-0.6522406	-0.6234338
aou	Atlanto-Pacific	(27.85,27.95]	-0.7544533	-0.7592078	-0.7496988
aou	Atlanto-Pacific	(27.95,28.05]	-0.7927792	-0.7931511	-0.7924072
aou	Atlanto-Pacific	(28.05,28.1]	-0.8332938	-0.8450040	-0.8215837
aou	Atlanto-Pacific	(28.1, Inf]	0.3099729	0.3097650	0.3101808
aou	Atlanto-Pacific	(28.1,28.15]	-0.9062228	-0.9062836	-0.9061620
aou	Atlanto-Pacific	(28.15,28.2]	-0.9312986	-0.9354808	-0.9271165
aou	Atlanto-Pacific	(28.2, Inf]	-0.5780218	-0.7608184	-0.3952252
aou	Indian1	(-Inf,26]	-0.5115123	-0.8590580	-0.1639667
aou	Indian1	(26,26.5]	-0.7532602	-0.7684533	-0.7380671
aou	Indian1	(26.5,26.75]	-0.8379993	-0.9044331	-0.7715655
aou	Indian1	(26.75,27]	-0.6852420	-0.7043888	-0.6660952
aou	Indian1	(27,27.25]	-0.1448398	-0.4951566	0.2054770
aou	Indian1	(27.25,27.5]	-0.0072076	-0.5139205	0.4995053
aou	Indian1	(27.5,27.75]	-0.3720991	-0.7545892	0.0103910
aou	Indian1	(27.75,27.85]	-0.0368170	-0.5493107	0.4756768
aou	Indian1	(27.85,27.95]	0.0888256	-0.1160436	0.2936948
aou	Indian1	(27.95,28.05]	0.3009609	0.2742305	0.3276914
aou	Indian1	(28.05,28.1]	0.6474961	0.5165847	0.7784075
aou	Indian1	(28.1, Inf]	0.7225273	0.6085086	0.8365460
aou	Indian2	(-Inf,26]	-0.4714687	-0.5875457	-0.3553917
aou	Indian2	(26,26.5]	-0.8825316	-0.9447367	-0.8203265
aou	Indian2	(26.5,26.75]	-0.8916583	-0.9527287	-0.8305879
aou	Indian2	(26.75,27]	-0.6301901	-0.6311666	-0.6292136
aou	Indian2	(27,27.25]	-0.2333082	-0.3447932	-0.1218232
aou	Indian2	(27.25,27.5]	0.0841180	-0.1942966	0.3625326
aou	Indian2	(27.5,27.75]	0.0245028	-0.1637935	0.2127992
aou	Indian2	(27.75,27.85]	-0.1179926	-0.1301061	-0.1058791
aou	Indian2	(27.85,27.95]	-0.2194018	-0.2315701	-0.2072335
aou	Indian2	(27.95,28.05]	-0.1450194	-0.1790806	-0.1109582
aou	Indian2	(28.05,28.1]	0.1011166	-0.0557256	0.2579587
aou	Indian2	(28.1, Inf]	0.3490698	0.3401761	0.3579635
aou	Indian3	(-Inf,26]	-0.0494028	-0.0621257	-0.0366799
aou	Indian3	(26,26.5]	-0.3908327	-0.4461488	-0.3355167
aou	Indian3	(26.5,26.75]	-0.5124501	-0.5931629	-0.4317372
aou	Indian3	(26.75,27]	-0.6840601	-0.7288180	-0.6393022
aou	Indian3	(27,27.25]	-0.5945654	-0.6166146	-0.5725161
aou	Indian3	(27.25,27.5]	0.0886712	0.0617039	0.1156385
aou	Indian3	(27.5,27.75]	0.3537147	0.3501347	0.3572947
aou	Indian3	(27.75,27.85]	-0.0705351	-0.0809472	-0.0601231
aou	Indian3	(27.85,27.95]	-0.4355206	-0.5089429	-0.3620984
aou	Indian3	(27.95,28.05]	-0.6801465	-0.7442994	-0.6159937
aou	Indian3	(28.05,28.1]	-0.7113698	-0.7327568	-0.6899829
aou	Indian3	(28.1, Inf]	-0.1844841	-0.2295967	-0.1393714
aou	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou	Indian4	(26,26.5]	-0.3668683	-0.6561580	-0.0775785
aou	Indian4	(26.5,26.75]	-0.2675297	-0.4310889	-0.1039706
aou	Indian4	(26.75,27]	-0.2011853	-0.2167302	-0.1856405
aou	Indian4	(27,27.25]	0.4798574	0.3229283	0.6367865
aou	Indian4	(27.25,27.5]	0.4121781	0.3604248	0.4639315
aou	Indian4	(27.5,27.75]	0.3680969	0.3455701	0.3906237
aou	Indian4	(27.75,27.85]	0.1741538	0.1014764	0.2468311
aou	Indian4	(27.85,27.95]	0.1108011	0.1015488	0.1200534
aou	Indian4	(27.95,28.05]	-0.1316438	-0.2120986	-0.0511891
aou	Indian4	(28.05,28.1]	-0.1988985	-0.2383333	-0.1594637
aou	Indian4	(28.1, Inf]	0.4318842	0.4240519	0.4397166
aou	Indian5	(27.5,27.75]	-0.3657163	-0.6392385	-0.0921941
aou	Indian5	(27.75,27.85]	0.1104548	-0.0320851	0.2529946
aou	Indian5	(27.85,27.95]	0.4085212	0.3848381	0.4322044
aou	Indian5	(27.95,28.05]	0.5832966	0.5371506	0.6294426
aou	Indian5	(28.05,28.1]	0.4527575	0.4336850	0.4718300
aou	Indian5	(28.1, Inf]	0.3580409	0.2713487	0.4447330
nitrate	Atlanto-Pacific	(-Inf,26.5]	-0.2150133	-0.3000170	-0.1300096
nitrate	Atlanto-Pacific	(-Inf,26]	-0.1309389	-0.1476760	-0.1142019
nitrate	Atlanto-Pacific	(26,26.5]	-0.7253250	-0.7988943	-0.6517557
nitrate	Atlanto-Pacific	(26.5,26.75]	-0.8179517	-0.8227613	-0.8131422
nitrate	Atlanto-Pacific	(26.75,27]	-0.7994796	-0.8105313	-0.7884279
nitrate	Atlanto-Pacific	(27,27.25]	-0.6386503	-0.6730180	-0.6042826
nitrate	Atlanto-Pacific	(27.25,27.5]	-0.6543551	-0.6968115	-0.6118986
nitrate	Atlanto-Pacific	(27.5,27.75]	-0.7237763	-0.7443956	-0.7031571
nitrate	Atlanto-Pacific	(27.75,27.85]	-0.7965440	-0.8042216	-0.7888663
nitrate	Atlanto-Pacific	(27.85,27.95]	-0.8432079	-0.8463542	-0.8400616
nitrate	Atlanto-Pacific	(27.95,28.05]	-0.8638571	-0.8698528	-0.8578614
nitrate	Atlanto-Pacific	(28.05,28.1]	-0.8922913	-0.9013817	-0.8832009
nitrate	Atlanto-Pacific	(28.1, Inf]	0.2777085	0.2384912	0.3169258
nitrate	Atlanto-Pacific	(28.1,28.15]	-0.9313774	-0.9379612	-0.9247936
nitrate	Atlanto-Pacific	(28.15,28.2]	-0.9635177	-0.9640483	-0.9629872
nitrate	Atlanto-Pacific	(28.2, Inf]	-0.9110916	-0.9567677	-0.8654155
nitrate	Indian1	(-Inf,26]	-0.4903974	-0.8014348	-0.1793600
nitrate	Indian1	(26,26.5]	-0.6734334	-0.7161951	-0.6306716
nitrate	Indian1	(26.5,26.75]	-0.7646885	-0.8880390	-0.6413379
nitrate	Indian1	(26.75,27]	-0.6443318	-0.7650057	-0.5236579
nitrate	Indian1	(27,27.25]	-0.1439720	-0.2017316	-0.0862123
nitrate	Indian1	(27.25,27.5]	0.1354717	-0.0730498	0.3439932
nitrate	Indian1	(27.5,27.75]	-0.0359366	-0.2365331	0.1646598
nitrate	Indian1	(27.75,27.85]	-0.2357535	-0.4605944	-0.0109126
nitrate	Indian1	(27.85,27.95]	-0.0866948	-0.1321260	-0.0412637
nitrate	Indian1	(27.95,28.05]	0.1146474	-0.0870504	0.3163452
nitrate	Indian1	(28.05,28.1]	0.5036938	0.2754174	0.7319702
nitrate	Indian1	(28.1, Inf]	0.6735992	0.5409554	0.8062430
nitrate	Indian2	(-Inf,26]	-0.5013506	-0.6347354	-0.3679658
nitrate	Indian2	(26,26.5]	-0.9014018	-0.9506916	-0.8521120
nitrate	Indian2	(26.5,26.75]	-0.9187892	-0.9629829	-0.8745955
nitrate	Indian2	(26.75,27]	-0.7413680	-0.7639984	-0.7187376
nitrate	Indian2	(27,27.25]	-0.3653614	-0.4796148	-0.2511081
nitrate	Indian2	(27.25,27.5]	0.0854456	-0.1557241	0.3266152
nitrate	Indian2	(27.5,27.75]	0.1266566	0.0177044	0.2356088
nitrate	Indian2	(27.75,27.85]	-0.1009993	-0.1036706	-0.0983280
nitrate	Indian2	(27.85,27.95]	-0.2304698	-0.2382339	-0.2227058
nitrate	Indian2	(27.95,28.05]	-0.1483991	-0.2381696	-0.0586285
nitrate	Indian2	(28.05,28.1]	0.1045227	-0.0904549	0.2995004
nitrate	Indian2	(28.1, Inf]	0.2703513	0.2328954	0.3078071
nitrate	Indian3	(-Inf,26]	0.0083761	-0.0023856	0.0191378
nitrate	Indian3	(26,26.5]	-0.4698279	-0.5599647	-0.3796910
nitrate	Indian3	(26.5,26.75]	-0.7872729	-0.8209032	-0.7536426
nitrate	Indian3	(26.75,27]	-0.8846500	-0.9256696	-0.8436305
nitrate	Indian3	(27,27.25]	-0.7972302	-0.8067060	-0.7877544
nitrate	Indian3	(27.25,27.5]	-0.2311083	-0.3154161	-0.1468005
nitrate	Indian3	(27.5,27.75]	0.2102809	0.1402570	0.2803048
nitrate	Indian3	(27.75,27.85]	-0.2574228	-0.2832274	-0.2316183
nitrate	Indian3	(27.85,27.95]	-0.5128700	-0.5407527	-0.4849874
nitrate	Indian3	(27.95,28.05]	-0.6942330	-0.7371238	-0.6513421
nitrate	Indian3	(28.05,28.1]	-0.7342063	-0.7486795	-0.7197331
nitrate	Indian3	(28.1, Inf]	-0.4751366	-0.5044471	-0.4458262
nitrate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate	Indian4	(26,26.5]	-0.2786810	-0.4353812	-0.1219808
nitrate	Indian4	(26.5,26.75]	-0.6835335	-0.7703777	-0.5966894
nitrate	Indian4	(26.75,27]	-0.8139272	-0.8855266	-0.7423278
nitrate	Indian4	(27,27.25]	-0.5761427	-0.6400066	-0.5122789
nitrate	Indian4	(27.25,27.5]	-0.0863775	-0.1310815	-0.0416734
nitrate	Indian4	(27.5,27.75]	0.2386679	0.2308538	0.2464821
nitrate	Indian4	(27.75,27.85]	-0.0930952	-0.1642211	-0.0219694
nitrate	Indian4	(27.85,27.95]	-0.2725662	-0.4342525	-0.1108798
nitrate	Indian4	(27.95,28.05]	-0.3123500	-0.4886131	-0.1360870
nitrate	Indian4	(28.05,28.1]	-0.2994651	-0.3565369	-0.2423933
nitrate	Indian4	(28.1, Inf]	-0.4591512	-0.5698232	-0.3484793
nitrate	Indian5	(27.5,27.75]	-0.3983786	-0.6847702	-0.1119871
nitrate	Indian5	(27.75,27.85]	0.1074404	-0.0210794	0.2359601
nitrate	Indian5	(27.85,27.95]	0.2646107	0.2421808	0.2870406
nitrate	Indian5	(27.95,28.05]	0.0928922	0.0550150	0.1307695
nitrate	Indian5	(28.05,28.1]	-0.3228943	-0.3955118	-0.2502767
nitrate	Indian5	(28.1, Inf]	-0.3768716	-0.4544781	-0.2992650
oxygen	Atlanto-Pacific	(-Inf,26.5]	-0.2174228	-0.2516199	-0.1832257
oxygen	Atlanto-Pacific	(-Inf,26]	0.2290029	0.1852296	0.2727762
oxygen	Atlanto-Pacific	(26,26.5]	0.5524292	0.5267150	0.5781433
oxygen	Atlanto-Pacific	(26.5,26.75]	0.4448423	0.3806073	0.5090773
oxygen	Atlanto-Pacific	(26.75,27]	0.3904063	0.3830681	0.3977445
oxygen	Atlanto-Pacific	(27,27.25]	0.1849924	0.1319874	0.2379973
oxygen	Atlanto-Pacific	(27.25,27.5]	0.1970113	0.1449560	0.2490666
oxygen	Atlanto-Pacific	(27.5,27.75]	0.3711432	0.3300305	0.4122558
oxygen	Atlanto-Pacific	(27.75,27.85]	0.5814361	0.5675413	0.5953309
oxygen	Atlanto-Pacific	(27.85,27.95]	0.7290519	0.7237245	0.7343793
oxygen	Atlanto-Pacific	(27.95,28.05]	0.7702009	0.7688294	0.7715723
oxygen	Atlanto-Pacific	(28.05,28.1]	0.8144453	0.7992293	0.8296612
oxygen	Atlanto-Pacific	(28.1, Inf]	-0.3036024	-0.3220436	-0.2851612
oxygen	Atlanto-Pacific	(28.1,28.15]	0.8824655	0.8731709	0.8917601
oxygen	Atlanto-Pacific	(28.15,28.2]	0.9203720	0.9166276	0.9241165
oxygen	Atlanto-Pacific	(28.2, Inf]	0.4435613	0.2234678	0.6636548
oxygen	Indian1	(-Inf,26]	0.5675878	0.2248218	0.9103539
oxygen	Indian1	(26,26.5]	0.7679282	0.7259476	0.8099088
oxygen	Indian1	(26.5,26.75]	0.8029336	0.6952942	0.9105731
oxygen	Indian1	(26.75,27]	0.6006345	0.5859918	0.6152773
oxygen	Indian1	(27,27.25]	-0.0054003	-0.3449513	0.3341507
oxygen	Indian1	(27.25,27.5]	-0.0197693	-0.3914120	0.3518735
oxygen	Indian1	(27.5,27.75]	0.4261700	0.1723368	0.6800032
oxygen	Indian1	(27.75,27.85]	0.1298988	-0.3213944	0.5811920
oxygen	Indian1	(27.85,27.95]	0.0273033	-0.1220535	0.1766601
oxygen	Indian1	(27.95,28.05]	-0.1892925	-0.2406375	-0.1379475
oxygen	Indian1	(28.05,28.1]	-0.5988346	-0.7608840	-0.4367852
oxygen	Indian1	(28.1, Inf]	-0.7105218	-0.8313498	-0.5896939
oxygen	Indian2	(-Inf,26]	0.5011460	0.4087675	0.5935245
oxygen	Indian2	(26,26.5]	0.8645770	0.7944888	0.9346652
oxygen	Indian2	(26.5,26.75]	0.8702068	0.7946559	0.9457576
oxygen	Indian2	(26.75,27]	0.5804982	0.5773955	0.5836009
oxygen	Indian2	(27,27.25]	0.1768648	0.0782157	0.2755139
oxygen	Indian2	(27.25,27.5]	-0.0742146	-0.3631825	0.2147534
oxygen	Indian2	(27.5,27.75]	0.0734437	-0.1173394	0.2642268
oxygen	Indian2	(27.75,27.85]	0.1425012	0.1112909	0.1737115
oxygen	Indian2	(27.85,27.95]	0.2449596	0.2417370	0.2481823
oxygen	Indian2	(27.95,28.05]	0.1616940	0.1251275	0.1982606
oxygen	Indian2	(28.05,28.1]	-0.1019096	-0.2569202	0.0531010
oxygen	Indian2	(28.1, Inf]	-0.3442403	-0.3558565	-0.3326242
oxygen	Indian3	(-Inf,26]	0.2384764	0.2092916	0.2676612
oxygen	Indian3	(26,26.5]	0.4118261	0.3733229	0.4503293
oxygen	Indian3	(26.5,26.75]	0.3330240	0.2477746	0.4182734
oxygen	Indian3	(26.75,27]	0.4288404	0.4016499	0.4560309
oxygen	Indian3	(27,27.25]	0.3639412	0.3027516	0.4251308
oxygen	Indian3	(27.25,27.5]	-0.1927520	-0.1986228	-0.1868812
oxygen	Indian3	(27.5,27.75]	-0.2989004	-0.3026917	-0.2951092
oxygen	Indian3	(27.75,27.85]	0.0802621	0.0671952	0.0933290
oxygen	Indian3	(27.85,27.95]	0.4488639	0.3687903	0.5289376
oxygen	Indian3	(27.95,28.05]	0.6797362	0.6078154	0.7516571
oxygen	Indian3	(28.05,28.1]	0.6983747	0.6727364	0.7240131
oxygen	Indian3	(28.1, Inf]	0.0440880	-0.0342039	0.1223798
oxygen	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
oxygen	Indian4	(26,26.5]	0.3361989	-0.0996505	0.7720484
oxygen	Indian4	(26.5,26.75]	-0.0219447	-0.1047845	0.0608950
oxygen	Indian4	(26.75,27]	-0.2527360	-0.3381696	-0.1673025
oxygen	Indian4	(27,27.25]	-0.6301945	-0.7422849	-0.5181041
oxygen	Indian4	(27.25,27.5]	-0.4738986	-0.5201703	-0.4276270
oxygen	Indian4	(27.5,27.75]	-0.3269990	-0.3526701	-0.3013279
oxygen	Indian4	(27.75,27.85]	-0.1724624	-0.2478916	-0.0970332
oxygen	Indian4	(27.85,27.95]	-0.1377556	-0.1767515	-0.0987598
oxygen	Indian4	(27.95,28.05]	0.0720865	0.0576025	0.0865706
oxygen	Indian4	(28.05,28.1]	0.1217913	0.1157849	0.1277977
oxygen	Indian4	(28.1, Inf]	-0.5254678	-0.5327271	-0.5182084
oxygen	Indian5	(27.5,27.75]	0.3846280	0.0945129	0.6747430
oxygen	Indian5	(27.75,27.85]	-0.1255734	-0.2734979	0.0223512
oxygen	Indian5	(27.85,27.95]	-0.4125099	-0.4365630	-0.3884567
oxygen	Indian5	(27.95,28.05]	-0.5922835	-0.6377069	-0.5468600
oxygen	Indian5	(28.05,28.1]	-0.4829029	-0.4992202	-0.4665855
oxygen	Indian5	(28.1, Inf]	-0.4081005	-0.4852942	-0.3309068
phosphate	Atlanto-Pacific	(-Inf,26.5]	-0.4478992	-0.5538007	-0.3419978
phosphate	Atlanto-Pacific	(-Inf,26]	-0.1396138	-0.1524508	-0.1267769
phosphate	Atlanto-Pacific	(26,26.5]	-0.7767880	-0.8271796	-0.7263963
phosphate	Atlanto-Pacific	(26.5,26.75]	-0.8640508	-0.8663950	-0.8617067
phosphate	Atlanto-Pacific	(26.75,27]	-0.8467133	-0.8561326	-0.8372940
phosphate	Atlanto-Pacific	(27,27.25]	-0.6689135	-0.7023057	-0.6355213
phosphate	Atlanto-Pacific	(27.25,27.5]	-0.6488554	-0.6941984	-0.6035124
phosphate	Atlanto-Pacific	(27.5,27.75]	-0.7148325	-0.7379479	-0.6917171
phosphate	Atlanto-Pacific	(27.75,27.85]	-0.7944337	-0.8055273	-0.7833401
phosphate	Atlanto-Pacific	(27.85,27.95]	-0.8431041	-0.8433633	-0.8428449
phosphate	Atlanto-Pacific	(27.95,28.05]	-0.8656616	-0.8683816	-0.8629415
phosphate	Atlanto-Pacific	(28.05,28.1]	-0.8951430	-0.9017457	-0.8885402
phosphate	Atlanto-Pacific	(28.1, Inf]	0.1280639	0.1211182	0.1350096
phosphate	Atlanto-Pacific	(28.1,28.15]	-0.9411194	-0.9521047	-0.9301341
phosphate	Atlanto-Pacific	(28.15,28.2]	-0.9677474	-0.9693982	-0.9660966
phosphate	Atlanto-Pacific	(28.2, Inf]	-0.9256147	-0.9652101	-0.8860193
phosphate	Indian1	(-Inf,26]	-0.5461034	-0.8400203	-0.2521864
phosphate	Indian1	(26,26.5]	-0.7616156	-0.7854265	-0.7378046
phosphate	Indian1	(26.5,26.75]	-0.8648350	-0.9105590	-0.8191110
phosphate	Indian1	(26.75,27]	-0.7806045	-0.7998847	-0.7613243
phosphate	Indian1	(27,27.25]	-0.4624295	-0.6847911	-0.2400679
phosphate	Indian1	(27.25,27.5]	-0.2205414	-0.5776875	0.1366048
phosphate	Indian1	(27.5,27.75]	-0.4416401	-0.7038819	-0.1793982
phosphate	Indian1	(27.75,27.85]	-0.4191389	-0.6176605	-0.2206173
phosphate	Indian1	(27.85,27.95]	-0.1694349	-0.1878748	-0.1509950
phosphate	Indian1	(27.95,28.05]	0.0684167	-0.0627165	0.1995500
phosphate	Indian1	(28.05,28.1]	0.3550037	0.0167317	0.6932758
phosphate	Indian1	(28.1, Inf]	0.6004574	0.4527771	0.7481376
phosphate	Indian2	(-Inf,26]	-0.5098194	-0.6482813	-0.3713574
phosphate	Indian2	(26,26.5]	-0.9135026	-0.9564736	-0.8705316
phosphate	Indian2	(26.5,26.75]	-0.9335087	-0.9677605	-0.8992568
phosphate	Indian2	(26.75,27]	-0.7579235	-0.7695321	-0.7463149
phosphate	Indian2	(27,27.25]	-0.4220952	-0.5418441	-0.3023462
phosphate	Indian2	(27.25,27.5]	-0.0320178	-0.2983170	0.2342813
phosphate	Indian2	(27.5,27.75]	-0.0584927	-0.2763323	0.1593470
phosphate	Indian2	(27.75,27.85]	-0.2631374	-0.3402660	-0.1860088
phosphate	Indian2	(27.85,27.95]	-0.3791548	-0.3943397	-0.3639698
phosphate	Indian2	(27.95,28.05]	-0.2857525	-0.4254297	-0.1460754
phosphate	Indian2	(28.05,28.1]	-0.0971896	-0.3524624	0.1580833
phosphate	Indian2	(28.1, Inf]	0.0494628	0.0402150	0.0587106
phosphate	Indian3	(-Inf,26]	-0.0185113	-0.0678650	0.0308423
phosphate	Indian3	(26,26.5]	-0.4333217	-0.4736872	-0.3929561
phosphate	Indian3	(26.5,26.75]	-0.8014720	-0.8171120	-0.7858320
phosphate	Indian3	(26.75,27]	-0.9117167	-0.9373969	-0.8860365
phosphate	Indian3	(27,27.25]	-0.8297106	-0.8489045	-0.8105168
phosphate	Indian3	(27.25,27.5]	-0.2418641	-0.3393773	-0.1443509
phosphate	Indian3	(27.5,27.75]	0.1328829	0.0498838	0.2158820
phosphate	Indian3	(27.75,27.85]	-0.3407471	-0.4026937	-0.2788004
phosphate	Indian3	(27.85,27.95]	-0.5925920	-0.6249170	-0.5602671
phosphate	Indian3	(27.95,28.05]	-0.7423428	-0.7840827	-0.7006029
phosphate	Indian3	(28.05,28.1]	-0.7782399	-0.7888983	-0.7675814
phosphate	Indian3	(28.1, Inf]	-0.5880912	-0.6213092	-0.5548732
phosphate	Indian4	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate	Indian4	(26,26.5]	-0.3278124	-0.5219986	-0.1336261
phosphate	Indian4	(26.5,26.75]	-0.7432432	-0.8132930	-0.6731934
phosphate	Indian4	(26.75,27]	-0.8912649	-0.9263378	-0.8561919
phosphate	Indian4	(27,27.25]	-0.7148373	-0.7840070	-0.6456677
phosphate	Indian4	(27.25,27.5]	-0.3209679	-0.3811797	-0.2607560
phosphate	Indian4	(27.5,27.75]	-0.0040990	-0.0944041	0.0862060
phosphate	Indian4	(27.75,27.85]	-0.4211705	-0.5355444	-0.3067966
phosphate	Indian4	(27.85,27.95]	-0.5338450	-0.6899921	-0.3776979
phosphate	Indian4	(27.95,28.05]	-0.5056990	-0.7048851	-0.3065130
phosphate	Indian4	(28.05,28.1]	-0.5258137	-0.6645815	-0.3870460
phosphate	Indian4	(28.1, Inf]	-0.6958318	-0.7660886	-0.6255750
phosphate	Indian5	(27.5,27.75]	-0.4909316	-0.7797294	-0.2021338
phosphate	Indian5	(27.75,27.85]	-0.0790438	-0.1380441	-0.0200436
phosphate	Indian5	(27.85,27.95]	0.1177238	0.0949433	0.1405043
phosphate	Indian5	(27.95,28.05]	-0.1187821	-0.1291115	-0.1084527
phosphate	Indian5	(28.05,28.1]	-0.6435592	-0.6710563	-0.6160621
phosphate	Indian5	(28.1, Inf]	-0.6500230	-0.6990264	-0.6010197
sal	Atlanto-Pacific	(-Inf,26.5]	0.5694576	0.4650319	0.6738832
sal	Atlanto-Pacific	(-Inf,26]	-0.0712650	-0.1062745	-0.0362556
sal	Atlanto-Pacific	(26,26.5]	0.3783666	0.2595012	0.4972320
sal	Atlanto-Pacific	(26.5,26.75]	0.8378316	0.8331964	0.8424668
sal	Atlanto-Pacific	(26.75,27]	0.8619706	0.8507674	0.8731738
sal	Atlanto-Pacific	(27,27.25]	0.8182533	0.8179720	0.8185346
sal	Atlanto-Pacific	(27.25,27.5]	0.7712162	0.7513795	0.7910529
sal	Atlanto-Pacific	(27.5,27.75]	0.7595539	0.7559707	0.7631371
sal	Atlanto-Pacific	(27.75,27.85]	0.7522774	0.7520673	0.7524875
sal	Atlanto-Pacific	(27.85,27.95]	0.7698277	0.7545049	0.7851504
sal	Atlanto-Pacific	(27.95,28.05]	0.8240793	0.8118580	0.8363006
sal	Atlanto-Pacific	(28.05,28.1]	0.8648639	0.8626212	0.8671066
sal	Atlanto-Pacific	(28.1, Inf]	-0.0480393	-0.1237724	0.0276939
sal	Atlanto-Pacific	(28.1,28.15]	0.7820396	0.7492637	0.8148154
sal	Atlanto-Pacific	(28.15,28.2]	0.8915468	0.8858586	0.8972349
sal	Atlanto-Pacific	(28.2, Inf]	0.9036835	0.8745454	0.9328216
sal	Indian1	(-Inf,26]	0.4992277	0.1268394	0.8716160
sal	Indian1	(26,26.5]	0.5903038	0.2725504	0.9080571
sal	Indian1	(26.5,26.75]	0.5309245	0.2116007	0.8502484
sal	Indian1	(26.75,27]	0.2415126	0.1534547	0.3295706
sal	Indian1	(27,27.25]	0.1792498	0.0824986	0.2760010
sal	Indian1	(27.25,27.5]	-0.1257562	-0.3046707	0.0531583
sal	Indian1	(27.5,27.75]	-0.3191410	-0.4317063	-0.2065758
sal	Indian1	(27.75,27.85]	-0.3572980	-0.5746262	-0.1399698
sal	Indian1	(27.85,27.95]	-0.3150802	-0.3727089	-0.2574515
sal	Indian1	(27.95,28.05]	-0.1955925	-0.3297678	-0.0614172
sal	Indian1	(28.05,28.1]	-0.0008091	-0.2459560	0.2443379
sal	Indian1	(28.1, Inf]	0.4601490	0.2502422	0.6700559
sal	Indian2	(-Inf,26]	0.7293491	0.6306811	0.8280171
sal	Indian2	(26,26.5]	0.9098885	0.8942925	0.9254846
sal	Indian2	(26.5,26.75]	0.8686143	0.8660017	0.8712269
sal	Indian2	(26.75,27]	0.5317077	0.5137038	0.5497117
sal	Indian2	(27,27.25]	0.0619436	0.0468597	0.0770275
sal	Indian2	(27.25,27.5]	-0.0441815	-0.2807630	0.1924000
sal	Indian2	(27.5,27.75]	-0.1382076	-0.3919166	0.1155014
sal	Indian2	(27.75,27.85]	-0.1504426	-0.2808348	-0.0200503
sal	Indian2	(27.85,27.95]	-0.1590624	-0.2506582	-0.0674665
sal	Indian2	(27.95,28.05]	-0.0741055	-0.1798354	0.0316244
sal	Indian2	(28.05,28.1]	0.1698079	-0.1035021	0.4431180
sal	Indian2	(28.1, Inf]	0.3102848	0.2252248	0.3953448
sal	Indian3	(-Inf,26]	0.4602485	0.3155219	0.6049751
sal	Indian3	(26,26.5]	0.3237126	0.2458508	0.4015745
sal	Indian3	(26.5,26.75]	0.5350741	0.5216107	0.5485375
sal	Indian3	(26.75,27]	0.7918973	0.7225536	0.8612410
sal	Indian3	(27,27.25]	0.6852713	0.6722803	0.6982623
sal	Indian3	(27.25,27.5]	0.4099561	0.4090028	0.4109094
sal	Indian3	(27.5,27.75]	0.5330187	0.5241203	0.5419172
sal	Indian3	(27.75,27.85]	0.3162620	0.2641552	0.3683688
sal	Indian3	(27.85,27.95]	0.4151406	0.3494233	0.4808579
sal	Indian3	(27.95,28.05]	0.6689262	0.6486664	0.6891860
sal	Indian3	(28.05,28.1]	0.7259703	0.7154077	0.7365329
sal	Indian3	(28.1, Inf]	0.6181592	0.5824044	0.6539140
sal	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal	Indian4	(26,26.5]	-0.1351624	-0.7074471	0.4371222
sal	Indian4	(26.5,26.75]	0.6878916	0.6523540	0.7234293
sal	Indian4	(26.75,27]	0.8419598	0.7842511	0.8996686
sal	Indian4	(27,27.25]	0.7984670	0.7662133	0.8307207
sal	Indian4	(27.25,27.5]	0.5252522	0.4861223	0.5643821
sal	Indian4	(27.5,27.75]	0.4861201	0.4640840	0.5081563
sal	Indian4	(27.75,27.85]	0.2985951	0.1958655	0.4013247
sal	Indian4	(27.85,27.95]	0.3942245	0.2372516	0.5511974
sal	Indian4	(27.95,28.05]	0.3643560	0.1879958	0.5407162
sal	Indian4	(28.05,28.1]	0.3261416	0.2112045	0.4410787
sal	Indian4	(28.1, Inf]	0.5943114	0.5298778	0.6587450
sal	Indian5	(27.5,27.75]	-0.1987457	-0.5474839	0.1499924
sal	Indian5	(27.75,27.85]	0.2283545	0.1046819	0.3520271
sal	Indian5	(27.85,27.95]	0.5016900	0.4510352	0.5523447
sal	Indian5	(27.95,28.05]	0.6687858	0.6438758	0.6936958
sal	Indian5	(28.05,28.1]	0.5461036	0.5403327	0.5518745
sal	Indian5	(28.1, Inf]	0.4080228	0.3502979	0.4657477
silicate	Atlanto-Pacific	(-Inf,26.5]	-0.4370289	-0.5399306	-0.3341271
silicate	Atlanto-Pacific	(-Inf,26]	-0.1187683	-0.1327640	-0.1047727
silicate	Atlanto-Pacific	(26,26.5]	-0.6738776	-0.7201201	-0.6276350
silicate	Atlanto-Pacific	(26.5,26.75]	-0.7718866	-0.7721290	-0.7716443
silicate	Atlanto-Pacific	(26.75,27]	-0.6497103	-0.6663304	-0.6330901
silicate	Atlanto-Pacific	(27,27.25]	-0.3108843	-0.3329962	-0.2887725
silicate	Atlanto-Pacific	(27.25,27.5]	-0.2464160	-0.2821266	-0.2107053
silicate	Atlanto-Pacific	(27.5,27.75]	-0.4151281	-0.4344654	-0.3957909
silicate	Atlanto-Pacific	(27.75,27.85]	-0.6378865	-0.6505538	-0.6252192
silicate	Atlanto-Pacific	(27.85,27.95]	-0.7444599	-0.7449550	-0.7439647
silicate	Atlanto-Pacific	(27.95,28.05]	-0.7890465	-0.7907245	-0.7873685
silicate	Atlanto-Pacific	(28.05,28.1]	-0.8279046	-0.8374603	-0.8183489
silicate	Atlanto-Pacific	(28.1, Inf]	0.2365350	0.2064583	0.2666118
silicate	Atlanto-Pacific	(28.1,28.15]	-0.9230707	-0.9335682	-0.9125733
silicate	Atlanto-Pacific	(28.15,28.2]	-0.9578516	-0.9595730	-0.9561303
silicate	Atlanto-Pacific	(28.2, Inf]	-0.8545307	-0.9402347	-0.7688266
silicate	Indian1	(-Inf,26]	-0.5348317	-0.8085390	-0.2611245
silicate	Indian1	(26,26.5]	-0.7278992	-0.7511010	-0.7046973
silicate	Indian1	(26.5,26.75]	-0.8344417	-0.8953386	-0.7735447
silicate	Indian1	(26.75,27]	-0.7774967	-0.7911751	-0.7638184
silicate	Indian1	(27,27.25]	-0.4414850	-0.4969011	-0.3860690
silicate	Indian1	(27.25,27.5]	0.0456523	-0.0602897	0.1515944
silicate	Indian1	(27.5,27.75]	0.4249104	0.3737890	0.4760318
silicate	Indian1	(27.75,27.85]	0.5170764	0.4839847	0.5501680
silicate	Indian1	(27.85,27.95]	0.6299897	0.5232419	0.7367376
silicate	Indian1	(27.95,28.05]	0.6981416	0.6872418	0.7090415
silicate	Indian1	(28.05,28.1]	0.7435034	0.7072153	0.7797915
silicate	Indian1	(28.1, Inf]	0.7160411	0.6163803	0.8157019
silicate	Indian2	(-Inf,26]	-0.5622158	-0.7184390	-0.4059927
silicate	Indian2	(26,26.5]	-0.9124200	-0.9344514	-0.8903886
silicate	Indian2	(26.5,26.75]	-0.9206319	-0.9319251	-0.9093387
silicate	Indian2	(26.75,27]	-0.6990837	-0.7439078	-0.6542596
silicate	Indian2	(27,27.25]	-0.3499038	-0.4946359	-0.2051718
silicate	Indian2	(27.25,27.5]	0.2185764	0.0462560	0.3908969
silicate	Indian2	(27.5,27.75]	0.5120173	0.4004663	0.6235683
silicate	Indian2	(27.75,27.85]	0.0641737	-0.0232634	0.1516108
silicate	Indian2	(27.85,27.95]	0.0026328	-0.0435426	0.0488082
silicate	Indian2	(27.95,28.05]	0.0714857	0.0368871	0.1060844
silicate	Indian2	(28.05,28.1]	0.1153665	-0.0613865	0.2921195
silicate	Indian2	(28.1, Inf]	0.3180334	0.2499509	0.3861160
silicate	Indian3	(-Inf,26]	-0.1003543	-0.1731098	-0.0275987
silicate	Indian3	(26,26.5]	-0.4474696	-0.5063918	-0.3885475
silicate	Indian3	(26.5,26.75]	-0.5974748	-0.6354237	-0.5595260
silicate	Indian3	(26.75,27]	-0.6666997	-0.6711812	-0.6622182
silicate	Indian3	(27,27.25]	-0.5982580	-0.6026263	-0.5938897
silicate	Indian3	(27.25,27.5]	-0.0315486	-0.0773714	0.0142743
silicate	Indian3	(27.5,27.75]	0.4533945	0.4226595	0.4841295
silicate	Indian3	(27.75,27.85]	0.0191278	-0.0017504	0.0400059
silicate	Indian3	(27.85,27.95]	-0.3152598	-0.3881518	-0.2423678
silicate	Indian3	(27.95,28.05]	-0.6194239	-0.6811574	-0.5576904
silicate	Indian3	(28.05,28.1]	-0.7221661	-0.7394063	-0.7049259
silicate	Indian3	(28.1, Inf]	-0.5383695	-0.5751482	-0.5015907
silicate	Indian4	(-Inf,26]	NA	NA	NA
silicate	Indian4	(26,26.5]	0.1290728	-0.6038285	0.8619741
silicate	Indian4	(26.5,26.75]	-0.0832040	-0.1822387	0.0158306
silicate	Indian4	(26.75,27]	-0.5709123	-0.6199278	-0.5218969
silicate	Indian4	(27,27.25]	-0.2965117	-0.3383938	-0.2546297
silicate	Indian4	(27.25,27.5]	0.0526348	0.0494232	0.0558463
silicate	Indian4	(27.5,27.75]	0.5741918	0.5657204	0.5826632
silicate	Indian4	(27.75,27.85]	0.2260433	0.1990011	0.2530856
silicate	Indian4	(27.85,27.95]	0.0051721	-0.1327058	0.1430499
silicate	Indian4	(27.95,28.05]	-0.0513671	-0.2151839	0.1124496
silicate	Indian4	(28.05,28.1]	-0.2140690	-0.2711150	-0.1570229
silicate	Indian4	(28.1, Inf]	-0.5161966	-0.5644438	-0.4679495
silicate	Indian5	(27.5,27.75]	0.6156926	0.4508688	0.7805163
silicate	Indian5	(27.75,27.85]	0.3704651	0.3506512	0.3902790
silicate	Indian5	(27.85,27.95]	0.4885676	0.4111098	0.5660255
silicate	Indian5	(27.95,28.05]	0.5399746	0.4962974	0.5836518
silicate	Indian5	(28.05,28.1]	0.2634215	0.2274650	0.2993781
silicate	Indian5	(28.1, Inf]	-0.3110266	-0.4196718	-0.2023815
temp	Atlanto-Pacific	(-Inf,26.5]	0.4204021	0.3576955	0.4831087
temp	Atlanto-Pacific	(-Inf,26]	-0.3511821	-0.3885388	-0.3138255
temp	Atlanto-Pacific	(26,26.5]	0.4318452	0.3403978	0.5232926
temp	Atlanto-Pacific	(26.5,26.75]	0.8128486	0.8077857	0.8179116
temp	Atlanto-Pacific	(26.75,27]	0.8209937	0.8026238	0.8393636
temp	Atlanto-Pacific	(27,27.25]	0.7719554	0.7674112	0.7764995
temp	Atlanto-Pacific	(27.25,27.5]	0.7196769	0.6957687	0.7435851
temp	Atlanto-Pacific	(27.5,27.75]	0.6978645	0.6839705	0.7117585
temp	Atlanto-Pacific	(27.75,27.85]	0.7354505	0.7299626	0.7409384
temp	Atlanto-Pacific	(27.85,27.95]	0.7402523	0.7155830	0.7649216
temp	Atlanto-Pacific	(27.95,28.05]	0.7987930	0.7931878	0.8043982
temp	Atlanto-Pacific	(28.05,28.1]	0.8170157	0.8150843	0.8189471
temp	Atlanto-Pacific	(28.1, Inf]	0.2209289	0.1575306	0.2843273
temp	Atlanto-Pacific	(28.1,28.15]	0.6619365	0.6059042	0.7179689
temp	Atlanto-Pacific	(28.15,28.2]	0.5662463	0.4388736	0.6936191
temp	Atlanto-Pacific	(28.2, Inf]	0.3803862	0.2269356	0.5338368
temp	Indian1	(-Inf,26]	0.1011911	-0.1682941	0.3706764
temp	Indian1	(26,26.5]	0.0438930	-0.0604983	0.1482842
temp	Indian1	(26.5,26.75]	0.1297258	0.0638871	0.1955645
temp	Indian1	(26.75,27]	0.3961150	0.2577420	0.5344880
temp	Indian1	(27,27.25]	0.4497403	0.2471249	0.6523556
temp	Indian1	(27.25,27.5]	0.0036244	-0.0426083	0.0498572
temp	Indian1	(27.5,27.75]	-0.3727868	-0.4153505	-0.3302232
temp	Indian1	(27.75,27.85]	-0.3898518	-0.6246811	-0.1550225
temp	Indian1	(27.85,27.95]	-0.4302469	-0.4638995	-0.3965943
temp	Indian1	(27.95,28.05]	-0.3402986	-0.3564214	-0.3241758
temp	Indian1	(28.05,28.1]	-0.0896910	-0.2627308	0.0833488
temp	Indian1	(28.1, Inf]	0.4966391	0.2600605	0.7332178
temp	Indian2	(-Inf,26]	0.1360334	-0.0958683	0.3679351
temp	Indian2	(26,26.5]	0.7602225	0.7010047	0.8194403
temp	Indian2	(26.5,26.75]	0.7608458	0.7591919	0.7624997
temp	Indian2	(26.75,27]	0.6008748	0.5654264	0.6363232
temp	Indian2	(27,27.25]	0.4073360	0.3894260	0.4252459
temp	Indian2	(27.25,27.5]	0.0349795	-0.1529076	0.2228666
temp	Indian2	(27.5,27.75]	-0.3217914	-0.4193283	-0.2242545
temp	Indian2	(27.75,27.85]	-0.2230495	-0.3100218	-0.1360771
temp	Indian2	(27.85,27.95]	-0.3192788	-0.3354241	-0.3031335
temp	Indian2	(27.95,28.05]	-0.1939695	-0.2201351	-0.1678039
temp	Indian2	(28.05,28.1]	0.0570942	-0.0533210	0.1675094
temp	Indian2	(28.1, Inf]	0.3005874	0.2700591	0.3311156
temp	Indian3	(-Inf,26]	-0.6253973	-0.7321603	-0.5186342
temp	Indian3	(26,26.5]	-0.0488359	-0.1166672	0.0189955
temp	Indian3	(26.5,26.75]	0.4603804	0.4441265	0.4766342
temp	Indian3	(26.75,27]	0.8082617	0.7512044	0.8653190
temp	Indian3	(27,27.25]	0.8128537	0.8004926	0.8252147
temp	Indian3	(27.25,27.5]	0.5658062	0.5227695	0.6088429
temp	Indian3	(27.5,27.75]	-0.1388171	-0.1590008	-0.1186335
temp	Indian3	(27.75,27.85]	-0.1271948	-0.1531146	-0.1012749
temp	Indian3	(27.85,27.95]	-0.2057307	-0.3269669	-0.0844945
temp	Indian3	(27.95,28.05]	0.2889990	0.2365335	0.3414644
temp	Indian3	(28.05,28.1]	0.6326133	0.6027235	0.6625030
temp	Indian3	(28.1, Inf]	0.4870681	0.4268547	0.5472816
temp	Indian4	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp	Indian4	(26,26.5]	-0.1913181	-0.8394322	0.4567960
temp	Indian4	(26.5,26.75]	0.6354956	0.5420023	0.7289890
temp	Indian4	(26.75,27]	0.8178450	0.7478372	0.8878527
temp	Indian4	(27,27.25]	0.8459233	0.8240536	0.8677930
temp	Indian4	(27.25,27.5]	0.5482538	0.5193991	0.5771086
temp	Indian4	(27.5,27.75]	0.0776977	0.0637021	0.0916934
temp	Indian4	(27.75,27.85]	0.1515265	0.0763329	0.2267201
temp	Indian4	(27.85,27.95]	0.1961190	0.0748268	0.3174113
temp	Indian4	(27.95,28.05]	0.1615470	-0.0204948	0.3435887
temp	Indian4	(28.05,28.1]	0.2908824	0.1734704	0.4082944
temp	Indian4	(28.1, Inf]	0.5837828	0.5237049	0.6438606
temp	Indian5	(27.5,27.75]	-0.4376267	-0.7511816	-0.1240717
temp	Indian5	(27.75,27.85]	0.1647722	0.0023688	0.3271756
temp	Indian5	(27.85,27.95]	0.4214382	0.3972186	0.4456578
temp	Indian5	(27.95,28.05]	0.6088928	0.5673961	0.6503896
temp	Indian5	(28.05,28.1]	0.5324889	0.5247383	0.5402395
temp	Indian5	(28.1, Inf]	0.4715883	0.4128087	0.5303680

rm(cor_target_predictor, cor_target_predictor_stats)

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

eMLR - assumption testing

Jens Daniel Müller

27 October, 2021