eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-12-06

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: 9869c5a

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 9869c5a. 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/

Untracked files:
    Untracked:  code/extract_offset_values.R
    Untracked:  data/IO_1990s-2000s_AT_DIC_PO4_mean_cruise_offsets.csv
    Untracked:  data/unadjusted_09AR20041223_316N19941201_ALK.pdf
    Untracked:  data/xover_sum_316N19941201_ALK.pdf

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	3f76ee3	jens-daniel-mueller	2021-12-06	Build site.
html	2ca1313	jens-daniel-mueller	2021-12-05	Build site.
html	6a78608	jens-daniel-mueller	2021-12-02	Build site.
html	a83a09b	jens-daniel-mueller	2021-11-29	Build site.
html	72c1041	jens-daniel-mueller	2021-11-23	Build site.
html	3eba8ac	jens-daniel-mueller	2021-11-23	Build site.
html	ec18ee5	jens-daniel-mueller	2021-11-23	Build site.
html	59cdf58	jens-daniel-mueller	2021-11-22	Build site.
html	3ae2dd1	jens-daniel-mueller	2021-11-21	Build site.
html	5b46219	jens-daniel-mueller	2021-11-21	Build site.
html	99fd72e	jens-daniel-mueller	2021-11-21	Build site.
html	5016fc9	jens-daniel-mueller	2021-11-19	Build site.
html	6562075	jens-daniel-mueller	2021-11-19	Build site.
html	6b80483	jens-daniel-mueller	2021-11-19	Build site.
html	98d9e33	jens-daniel-mueller	2021-11-11	Build site.
html	d3cb92d	jens-daniel-mueller	2021-11-08	Build site.
html	3879a6d	jens-daniel-mueller	2021-11-08	Build site.
html	0e032dc	jens-daniel-mueller	2021-11-04	Build site.
html	abcd28f	jens-daniel-mueller	2021-11-02	Build site.
html	290c8fc	jens-daniel-mueller	2021-11-02	Build site.
html	e02acc9	jens-daniel-mueller	2021-11-01	Build site.
html	58da811	jens-daniel-mueller	2021-11-01	Build site.
html	2781a97	jens-daniel-mueller	2021-10-29	Build site.
html	973192c	jens-daniel-mueller	2021-10-28	Build site.
html	f792cd8	jens-daniel-mueller	2021-10-27	Build site.
html	22750db	jens-daniel-mueller	2021-10-27	Build site.
html	3992e41	jens-daniel-mueller	2021-10-27	Build site.
html	f9280c7	jens-daniel-mueller	2021-10-21	Build site.
html	bfe90e6	jens-daniel-mueller	2021-10-21	Build site.
html	78a956e	jens-daniel-mueller	2021-10-21	Build site.
html	1ba14cf	jens-daniel-mueller	2021-10-20	Build site.
html	dc0723b	jens-daniel-mueller	2021-10-19	Build site.
html	cd0ebd8	jens-daniel-mueller	2021-10-18	Build site.
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
html	ac73c23	jens-daniel-mueller	2021-10-07	Build site.
html	0bd4ea2	jens-daniel-mueller	2021-10-07	Build site.
html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
html	06afaca	jens-daniel-mueller	2021-09-23	Build site.
html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
html	a03f2f0	jens-daniel-mueller	2021-08-18	Build site.
html	9335b31	jens-daniel-mueller	2021-08-10	Build site.
html	9943b45	jens-daniel-mueller	2021-08-10	Build site.
html	0b00a2b	jens-daniel-mueller	2021-08-09	Build site.
html	755c6b1	jens-daniel-mueller	2021-08-09	Build site.
html	cd8e0d5	jens-daniel-mueller	2021-08-06	Build site.
html	15773a0	jens-daniel-mueller	2021-08-06	included calculation of revelle factor
html	da61d1a	jens-daniel-mueller	2021-08-06	Build site.
html	340d731	jens-daniel-mueller	2021-08-06	Build site.
html	71546e4	jens-daniel-mueller	2021-08-06	test with stricter CANYON-B filtering
html	29444a1	jens-daniel-mueller	2021-08-05	Build site.
html	42e80c0	jens-daniel-mueller	2021-08-04	Build site.
html	48f6eed	jens-daniel-mueller	2021-08-04	Build site.
html	1c597ab	jens-daniel-mueller	2021-08-04	Build site.
html	81a46a4	jens-daniel-mueller	2021-08-03	Build site.
html	b88c61b	jens-daniel-mueller	2021-08-03	Build site.
html	0f0d5e5	jens-daniel-mueller	2021-08-03	Build site.
html	a53656d	jens-daniel-mueller	2021-08-03	Build site.
html	88f7356	jens-daniel-mueller	2021-08-02	Build site.
html	d759279	jens-daniel-mueller	2021-08-02	Build site.
html	127b801	jens-daniel-mueller	2021-07-24	Build site.
html	1f65ef1	jens-daniel-mueller	2021-07-23	Build site.
html	912d90e	jens-daniel-mueller	2021-07-23	Build site.
html	2477316	jens-daniel-mueller	2021-07-23	rebuild: surface dcant mapping seperate
html	c9ccc00	jens-daniel-mueller	2021-07-22	Build site.
html	426b2df	jens-daniel-mueller	2021-07-21	Build site.
html	971ce87	jens-daniel-mueller	2021-07-13	Build site.
html	c18a8b1	jens-daniel-mueller	2021-07-09	Build site.
Rmd	795a3b0	jens-daniel-mueller	2021-07-09	complete revision
html	910d64a	jens-daniel-mueller	2021-07-02	Build site.
html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
html	9480f94	jens-daniel-mueller	2021-06-29	Build site.
html	d054c39	jens-daniel-mueller	2021-06-24	Build site.
html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
html	3b6387f	jens-daniel-mueller	2021-06-18	Build site.
html	3052a6c	jens-daniel-mueller	2021-06-15	Build site.
html	3cb64bd	jens-daniel-mueller	2021-06-15	Build site.
html	c6b3da6	jens-daniel-mueller	2021-06-14	Build site.
html	48c73fc	jens-daniel-mueller	2021-06-14	Build site.
html	439ee80	jens-daniel-mueller	2021-06-11	Build site.
html	33ffcab	jens-daniel-mueller	2021-06-10	Build site.
html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
html	4b7a5ee	jens-daniel-mueller	2021-05-28	Build site.
html	12b455a	jens-daniel-mueller	2021-05-27	Build site.
Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
Rmd	dc8e4e1	jens-daniel-mueller	2021-05-27	optional source of local params implemented
html	25bd183	jens-daniel-mueller	2021-05-26	Build site.
html	b79cb2d	jens-daniel-mueller	2021-05-20	Build site.
html	62bd574	jens-daniel-mueller	2021-05-20	Build site.
html	7c56c39	jens-daniel-mueller	2021-05-19	Build site.
html	0de759e	jens-daniel-mueller	2021-05-13	Build site.
html	52e7583	jens-daniel-mueller	2021-05-12	Build site.
html	969e631	jens-daniel-mueller	2021-05-12	Build site.
html	d2a83bc	jens-daniel-mueller	2021-04-16	Build site.
html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
html	a00ec94	jens-daniel-mueller	2021-04-16	Build site.
html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
html	ddec5b7	jens-daniel-mueller	2021-04-15	Build site.
html	29edae5	jens-daniel-mueller	2021-04-14	Build site.
html	099d566	jens-daniel-mueller	2021-04-14	Build site.
html	bb44686	jens-daniel-mueller	2021-04-14	Build site.
html	bf40480	jens-daniel-mueller	2021-04-13	Build site.
html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
Rmd	4d61e3d	jens-daniel-mueller	2021-04-09	included model data
html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
html	20b26d4	jens-daniel-mueller	2021-04-08	Build site.
html	c0895f8	jens-daniel-mueller	2021-04-07	Build site.
html	156d5b7	jens-daniel-mueller	2021-04-07	Build site.
html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
html	03b6009	jens-daniel-mueller	2021-03-23	removed before copying template
html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
html	f155edd	jens-daniel-mueller	2021-03-23	Build site.
html	380d215	jens-daniel-mueller	2021-03-21	Build site.
html	33b385b	jens-daniel-mueller	2021-03-20	Build site.
html	330dcd0	jens-daniel-mueller	2021-03-20	Build site.
html	83a13de	jens-daniel-mueller	2021-03-20	Build site.
html	cf98c6d	jens-daniel-mueller	2021-03-16	Build site.
html	a1d52ff	jens-daniel-mueller	2021-03-15	Build site.
html	0bade3b	jens-daniel-mueller	2021-03-15	Build site.
html	27c1f4b	jens-daniel-mueller	2021-03-14	Build site.
html	af75ebf	jens-daniel-mueller	2021-03-14	Build site.
html	5017709	jens-daniel-mueller	2021-03-11	Build site.
html	585b07f	jens-daniel-mueller	2021-03-11	Build site.
html	6482ed7	jens-daniel-mueller	2021-03-11	Build site.
html	85a5ed2	jens-daniel-mueller	2021-03-10	Build site.
html	00688a1	jens-daniel-mueller	2021-03-05	Build site.
html	6c0bec6	jens-daniel-mueller	2021-03-05	Build site.
html	3c2ec33	jens-daniel-mueller	2021-03-05	Build site.
html	af70b94	jens-daniel-mueller	2021-03-04	Build site.
html	86406d5	jens-daniel-mueller	2021-02-24	Build site.
html	3d3b4cc	jens-daniel-mueller	2021-02-23	Build site.
html	7b672f7	jens-daniel-mueller	2021-01-11	Build site.
html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
html	2886da0	jens-daniel-mueller	2020-12-19	Build site.
html	02f0ee9	jens-daniel-mueller	2020-12-18	cleaned up for copying template
html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
html	22b07fb	jens-daniel-mueller	2020-12-17	Build site.
html	f3a708f	jens-daniel-mueller	2020-12-17	Build site.
html	e4ca289	jens-daniel-mueller	2020-12-16	Build site.
html	158fe26	jens-daniel-mueller	2020-12-15	Build site.
html	7a9a4cb	jens-daniel-mueller	2020-12-15	Build site.
html	61b263c	jens-daniel-mueller	2020-12-15	Build site.
html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
html	3ebff89	jens-daniel-mueller	2020-12-12	Build site.
html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
html	24a632f	jens-daniel-mueller	2020-12-07	Build site.
html	92dca91	jens-daniel-mueller	2020-12-07	Build site.
html	6a8004b	jens-daniel-mueller	2020-12-07	Build site.
html	70bf1a5	jens-daniel-mueller	2020-12-07	Build site.
html	7555355	jens-daniel-mueller	2020-12-07	Build site.
html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
html	7c25f7a	jens-daniel-mueller	2020-12-02	Build site.
html	ec8dc38	jens-daniel-mueller	2020-12-02	Build site.
html	c987de1	jens-daniel-mueller	2020-12-02	Build site.
html	f8358f8	jens-daniel-mueller	2020-12-02	Build site.
html	b03ddb8	jens-daniel-mueller	2020-12-02	Build site.
Rmd	9183e8f	jens-daniel-mueller	2020-12-02	revised assignment of era to eras
html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
html	0ff728b	jens-daniel-mueller	2020-12-01	Build site.
html	91435ae	jens-daniel-mueller	2020-12-01	Build site.
Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9131975	0.9119548	0.9144403
aou + nitrate	Atlantic	(26,26.5]	0.9632211	0.9559415	0.9705007
aou + nitrate	Atlantic	(26.5,26.75]	0.9632765	0.9597525	0.9668006
aou + nitrate	Atlantic	(26.75,27]	0.9223092	0.9047938	0.9398247
aou + nitrate	Atlantic	(27,27.25]	0.8603071	0.8163133	0.9043009
aou + nitrate	Atlantic	(27.25,27.5]	0.8187859	0.7774065	0.8601653
aou + nitrate	Atlantic	(27.5,27.75]	0.8660599	0.8472928	0.8848269
aou + nitrate	Atlantic	(27.75,27.85]	0.9019064	0.8983532	0.9054596
aou + nitrate	Atlantic	(27.85,27.95]	0.9082753	0.9032447	0.9133060
aou + nitrate	Atlantic	(27.95,28.05]	0.9088513	0.8953507	0.9223519
aou + nitrate	Atlantic	(28.05,28.1]	0.9495029	0.9446429	0.9543628
aou + nitrate	Atlantic	(28.1,28.15]	0.9744518	0.9729361	0.9759675
aou + nitrate	Atlantic	(28.15,28.2]	0.9856936	0.9855125	0.9858748
aou + nitrate	Atlantic	(28.2, Inf]	0.7939958	0.7170790	0.8709126
aou + nitrate	Indian	(-Inf,26]	0.9923290	0.9900336	0.9946244
aou + nitrate	Indian	(26,26.5]	0.9849873	0.9815704	0.9884041
aou + nitrate	Indian	(26.5,26.75]	0.9597681	0.9432910	0.9762451
aou + nitrate	Indian	(26.75,27]	0.9055837	0.8698244	0.9413430
aou + nitrate	Indian	(27,27.25]	0.8196376	0.7643648	0.8749104
aou + nitrate	Indian	(27.25,27.5]	0.8786325	0.8701404	0.8871246
aou + nitrate	Indian	(27.5,27.75]	0.9122408	0.9111935	0.9132881
aou + nitrate	Indian	(27.75,27.85]	0.8920365	0.8690766	0.9149964
aou + nitrate	Indian	(27.85,27.95]	0.8467636	0.8296327	0.8638945
aou + nitrate	Indian	(27.95,28.05]	0.7756082	0.6951831	0.8560332
aou + nitrate	Indian	(28.05,28.1]	0.8761903	0.8244248	0.9279558
aou + nitrate	Indian	(28.1, Inf]	0.5810883	0.4878500	0.6743265
aou + nitrate	Pacific	(-Inf,26]	0.8799323	0.8527467	0.9071178
aou + nitrate	Pacific	(26,26.5]	0.8681045	0.8608454	0.8753637
aou + nitrate	Pacific	(26.5,26.75]	0.8035185	0.7772237	0.8298134
aou + nitrate	Pacific	(26.75,27]	0.9092511	0.9088210	0.9096811
aou + nitrate	Pacific	(27,27.25]	0.9756768	0.9748138	0.9765399
aou + nitrate	Pacific	(27.25,27.5]	0.9789636	0.9769368	0.9809904
aou + nitrate	Pacific	(27.5,27.75]	0.9794363	0.9760850	0.9827876
aou + nitrate	Pacific	(27.75,27.85]	0.9855408	0.9816406	0.9894410
aou + nitrate	Pacific	(27.85,27.95]	0.9840991	0.9810576	0.9871406
aou + nitrate	Pacific	(27.95,28.05]	0.9707579	0.9674085	0.9741072
aou + nitrate	Pacific	(28.05,28.1]	0.9605141	0.9554031	0.9656250
aou + nitrate	Pacific	(28.1, Inf]	0.9297226	0.8946486	0.9647967
aou + oxygen	Atlantic	(-Inf,26]	-0.9415898	-0.9493221	-0.9338576
aou + oxygen	Atlantic	(26,26.5]	-0.9597480	-0.9621347	-0.9573613
aou + oxygen	Atlantic	(26.5,26.75]	-0.9625060	-0.9694616	-0.9555505
aou + oxygen	Atlantic	(26.75,27]	-0.9557160	-0.9591743	-0.9522577
aou + oxygen	Atlantic	(27,27.25]	-0.9512229	-0.9525973	-0.9498484
aou + oxygen	Atlantic	(27.25,27.5]	-0.9370284	-0.9432057	-0.9308510
aou + oxygen	Atlantic	(27.5,27.75]	-0.9285051	-0.9397983	-0.9172119
aou + oxygen	Atlantic	(27.75,27.85]	-0.9435214	-0.9470505	-0.9399923
aou + oxygen	Atlantic	(27.85,27.95]	-0.9611582	-0.9617415	-0.9605749
aou + oxygen	Atlantic	(27.95,28.05]	-0.9621639	-0.9647136	-0.9596142
aou + oxygen	Atlantic	(28.05,28.1]	-0.9734155	-0.9770257	-0.9698054
aou + oxygen	Atlantic	(28.1,28.15]	-0.9879260	-0.9885224	-0.9873297
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949360	-0.9954122	-0.9944597
aou + oxygen	Atlantic	(28.2, Inf]	-0.9790864	-0.9819873	-0.9761855
aou + oxygen	Indian	(-Inf,26]	-0.9941934	-0.9948856	-0.9935013
aou + oxygen	Indian	(26,26.5]	-0.9967175	-0.9967197	-0.9967154
aou + oxygen	Indian	(26.5,26.75]	-0.9958518	-0.9975468	-0.9941569
aou + oxygen	Indian	(26.75,27]	-0.9926223	-0.9966263	-0.9886184
aou + oxygen	Indian	(27,27.25]	-0.9940329	-0.9956101	-0.9924556
aou + oxygen	Indian	(27.25,27.5]	-0.9958974	-0.9960791	-0.9957157
aou + oxygen	Indian	(27.5,27.75]	-0.9965160	-0.9965590	-0.9964730
aou + oxygen	Indian	(27.75,27.85]	-0.9973779	-0.9979182	-0.9968376
aou + oxygen	Indian	(27.85,27.95]	-0.9956869	-0.9958847	-0.9954892
aou + oxygen	Indian	(27.95,28.05]	-0.9900685	-0.9910989	-0.9890381
aou + oxygen	Indian	(28.05,28.1]	-0.9898011	-0.9948446	-0.9847577
aou + oxygen	Indian	(28.1, Inf]	-0.9857580	-0.9877216	-0.9837944
aou + oxygen	Pacific	(-Inf,26]	-0.8581688	-0.8903758	-0.8259619
aou + oxygen	Pacific	(26,26.5]	-0.9761683	-0.9814957	-0.9708409
aou + oxygen	Pacific	(26.5,26.75]	-0.9764117	-0.9805739	-0.9722494
aou + oxygen	Pacific	(26.75,27]	-0.9743640	-0.9763310	-0.9723969
aou + oxygen	Pacific	(27,27.25]	-0.9941009	-0.9946066	-0.9935952
aou + oxygen	Pacific	(27.25,27.5]	-0.9956347	-0.9961070	-0.9951624
aou + oxygen	Pacific	(27.5,27.75]	-0.9954238	-0.9965304	-0.9943172
aou + oxygen	Pacific	(27.75,27.85]	-0.9975317	-0.9979384	-0.9971250
aou + oxygen	Pacific	(27.85,27.95]	-0.9974393	-0.9984221	-0.9964564
aou + oxygen	Pacific	(27.95,28.05]	-0.9968806	-0.9987476	-0.9950135
aou + oxygen	Pacific	(28.05,28.1]	-0.9969202	-0.9991272	-0.9947132
aou + oxygen	Pacific	(28.1, Inf]	-0.9939316	-0.9962877	-0.9915755
aou + phosphate	Atlantic	(-Inf,26]	0.7352002	0.7198854	0.7505151
aou + phosphate	Atlantic	(26,26.5]	0.8916090	0.8727626	0.9104554
aou + phosphate	Atlantic	(26.5,26.75]	0.9138739	0.9084950	0.9192527
aou + phosphate	Atlantic	(26.75,27]	0.8685240	0.8479035	0.8891444
aou + phosphate	Atlantic	(27,27.25]	0.8055360	0.7491884	0.8618837
aou + phosphate	Atlantic	(27.25,27.5]	0.7711126	0.7226878	0.8195374
aou + phosphate	Atlantic	(27.5,27.75]	0.8324766	0.8130622	0.8518910
aou + phosphate	Atlantic	(27.75,27.85]	0.8725631	0.8714868	0.8736394
aou + phosphate	Atlantic	(27.85,27.95]	0.8970795	0.8902958	0.9038632
aou + phosphate	Atlantic	(27.95,28.05]	0.9050364	0.8920002	0.9180725
aou + phosphate	Atlantic	(28.05,28.1]	0.9446318	0.9385829	0.9506807
aou + phosphate	Atlantic	(28.1,28.15]	0.9700215	0.9692687	0.9707743
aou + phosphate	Atlantic	(28.15,28.2]	0.9854166	0.9853929	0.9854404
aou + phosphate	Atlantic	(28.2, Inf]	0.7952205	0.7214272	0.8690138
aou + phosphate	Indian	(-Inf,26]	0.9948631	0.9937832	0.9959431
aou + phosphate	Indian	(26,26.5]	0.9940449	0.9914134	0.9966764
aou + phosphate	Indian	(26.5,26.75]	0.9702944	0.9490701	0.9915186
aou + phosphate	Indian	(26.75,27]	0.9246859	0.8823750	0.9669967
aou + phosphate	Indian	(27,27.25]	0.8710628	0.7964316	0.9456940
aou + phosphate	Indian	(27.25,27.5]	0.9317692	0.9144241	0.9491144
aou + phosphate	Indian	(27.5,27.75]	0.9546803	0.9487857	0.9605748
aou + phosphate	Indian	(27.75,27.85]	0.9233398	0.9087219	0.9379578
aou + phosphate	Indian	(27.85,27.95]	0.8647638	0.8368132	0.8927144
aou + phosphate	Indian	(27.95,28.05]	0.7993633	0.7225968	0.8761298
aou + phosphate	Indian	(28.05,28.1]	0.8881223	0.8338280	0.9424165
aou + phosphate	Indian	(28.1, Inf]	0.5725602	0.4843945	0.6607258
aou + phosphate	Pacific	(-Inf,26]	0.8603293	0.8360644	0.8845942
aou + phosphate	Pacific	(26,26.5]	0.9046847	0.9045441	0.9048252
aou + phosphate	Pacific	(26.5,26.75]	0.8255577	0.7938250	0.8572904
aou + phosphate	Pacific	(26.75,27]	0.9073445	0.9043821	0.9103069
aou + phosphate	Pacific	(27,27.25]	0.9797836	0.9785685	0.9809986
aou + phosphate	Pacific	(27.25,27.5]	0.9818872	0.9803865	0.9833878
aou + phosphate	Pacific	(27.5,27.75]	0.9787339	0.9748327	0.9826351
aou + phosphate	Pacific	(27.75,27.85]	0.9820518	0.9773426	0.9867610
aou + phosphate	Pacific	(27.85,27.95]	0.9821292	0.9788607	0.9853977
aou + phosphate	Pacific	(27.95,28.05]	0.9723348	0.9664101	0.9782595
aou + phosphate	Pacific	(28.05,28.1]	0.9599777	0.9499551	0.9700002
aou + phosphate	Pacific	(28.1, Inf]	0.9157868	0.8749528	0.9566208
aou + silicate	Atlantic	(-Inf,26]	0.4815411	0.3524142	0.6106679
aou + silicate	Atlantic	(26,26.5]	0.8313353	0.8282928	0.8343779
aou + silicate	Atlantic	(26.5,26.75]	0.8842772	0.8797124	0.8888420
aou + silicate	Atlantic	(26.75,27]	0.8562701	0.8351131	0.8774272
aou + silicate	Atlantic	(27,27.25]	0.7651420	0.6860684	0.8442156
aou + silicate	Atlantic	(27.25,27.5]	0.6145364	0.5235696	0.7055032
aou + silicate	Atlantic	(27.5,27.75]	0.6299332	0.6036593	0.6562072
aou + silicate	Atlantic	(27.75,27.85]	0.7638684	0.7497732	0.7779635
aou + silicate	Atlantic	(27.85,27.95]	0.8183259	0.7975086	0.8391432
aou + silicate	Atlantic	(27.95,28.05]	0.8909759	0.8735658	0.9083861
aou + silicate	Atlantic	(28.05,28.1]	0.9550965	0.9499198	0.9602732
aou + silicate	Atlantic	(28.1,28.15]	0.9751212	0.9745311	0.9757114
aou + silicate	Atlantic	(28.15,28.2]	0.9863437	0.9858866	0.9868008
aou + silicate	Atlantic	(28.2, Inf]	0.8314230	0.7869131	0.8759330
aou + silicate	Indian	(-Inf,26]	0.9173954	0.8841930	0.9505979
aou + silicate	Indian	(26,26.5]	0.9378495	0.9179305	0.9577684
aou + silicate	Indian	(26.5,26.75]	0.9525740	0.9363289	0.9688191
aou + silicate	Indian	(26.75,27]	0.9659970	0.9617053	0.9702888
aou + silicate	Indian	(27,27.25]	0.9042621	0.8911916	0.9173327
aou + silicate	Indian	(27.25,27.5]	0.8760895	0.8607824	0.8913966
aou + silicate	Indian	(27.5,27.75]	0.8242744	0.8055680	0.8429808
aou + silicate	Indian	(27.75,27.85]	0.8166946	0.7799284	0.8534608
aou + silicate	Indian	(27.85,27.95]	0.8190154	0.7887159	0.8493149
aou + silicate	Indian	(27.95,28.05]	0.8460042	0.8060117	0.8859967
aou + silicate	Indian	(28.05,28.1]	0.9412995	0.9309230	0.9516760
aou + silicate	Indian	(28.1, Inf]	0.4393949	0.3450731	0.5337166
aou + silicate	Pacific	(-Inf,26]	0.5779983	0.5553720	0.6006247
aou + silicate	Pacific	(26,26.5]	0.5114763	0.4573987	0.5655540
aou + silicate	Pacific	(26.5,26.75]	0.3168630	0.2803472	0.3533788
aou + silicate	Pacific	(26.75,27]	0.6321341	0.5768308	0.6874373
aou + silicate	Pacific	(27,27.25]	0.8924741	0.8755656	0.9093826
aou + silicate	Pacific	(27.25,27.5]	0.9105025	0.8928598	0.9281452
aou + silicate	Pacific	(27.5,27.75]	0.9210696	0.9017522	0.9403871
aou + silicate	Pacific	(27.75,27.85]	0.9683987	0.9681076	0.9686898
aou + silicate	Pacific	(27.85,27.95]	0.9638865	0.9628840	0.9648890
aou + silicate	Pacific	(27.95,28.05]	0.9481124	0.9438242	0.9524006
aou + silicate	Pacific	(28.05,28.1]	0.9524502	0.9486794	0.9562210
aou + silicate	Pacific	(28.1, Inf]	0.8643332	0.8612250	0.8674414
nitrate + silicate	Atlantic	(-Inf,26]	0.6202930	0.5417042	0.6988817
nitrate + silicate	Atlantic	(26,26.5]	0.8976082	0.8930646	0.9021517
nitrate + silicate	Atlantic	(26.5,26.75]	0.9352905	0.9223356	0.9482454
nitrate + silicate	Atlantic	(26.75,27]	0.9212311	0.8988335	0.9436287
nitrate + silicate	Atlantic	(27,27.25]	0.9219883	0.8984989	0.9454777
nitrate + silicate	Atlantic	(27.25,27.5]	0.9030126	0.8829564	0.9230688
nitrate + silicate	Atlantic	(27.5,27.75]	0.8876914	0.8863963	0.8889865
nitrate + silicate	Atlantic	(27.75,27.85]	0.9370090	0.9271747	0.9468434
nitrate + silicate	Atlantic	(27.85,27.95]	0.9648815	0.9563041	0.9734588
nitrate + silicate	Atlantic	(27.95,28.05]	0.9822891	0.9793944	0.9851838
nitrate + silicate	Atlantic	(28.05,28.1]	0.9902663	0.9895382	0.9909944
nitrate + silicate	Atlantic	(28.1,28.15]	0.9918541	0.9916534	0.9920548
nitrate + silicate	Atlantic	(28.15,28.2]	0.9917177	0.9909162	0.9925191
nitrate + silicate	Atlantic	(28.2, Inf]	0.9559447	0.9297713	0.9821181
nitrate + silicate	Indian	(-Inf,26]	0.9399409	0.9186550	0.9612267
nitrate + silicate	Indian	(26,26.5]	0.9538132	0.9482369	0.9593895
nitrate + silicate	Indian	(26.5,26.75]	0.9473552	0.9403025	0.9544079
nitrate + silicate	Indian	(26.75,27]	0.9273399	0.9052675	0.9494123
nitrate + silicate	Indian	(27,27.25]	0.9222929	0.9152309	0.9293549
nitrate + silicate	Indian	(27.25,27.5]	0.9249393	0.9231349	0.9267436
nitrate + silicate	Indian	(27.5,27.75]	0.8049834	0.7925945	0.8173724
nitrate + silicate	Indian	(27.75,27.85]	0.7544692	0.7122492	0.7966892
nitrate + silicate	Indian	(27.85,27.95]	0.8327649	0.8251913	0.8403385
nitrate + silicate	Indian	(27.95,28.05]	0.8887256	0.8704345	0.9070166
nitrate + silicate	Indian	(28.05,28.1]	0.9424605	0.9251374	0.9597836
nitrate + silicate	Indian	(28.1, Inf]	0.8100479	0.7865078	0.8335880
nitrate + silicate	Pacific	(-Inf,26]	0.8114831	0.7922271	0.8307391
nitrate + silicate	Pacific	(26,26.5]	0.7726422	0.7292306	0.8160538
nitrate + silicate	Pacific	(26.5,26.75]	0.7085854	0.6531319	0.7640390
nitrate + silicate	Pacific	(26.75,27]	0.8180676	0.7874481	0.8486871
nitrate + silicate	Pacific	(27,27.25]	0.9053209	0.8885262	0.9221155
nitrate + silicate	Pacific	(27.25,27.5]	0.8822658	0.8591230	0.9054086
nitrate + silicate	Pacific	(27.5,27.75]	0.8838056	0.8606961	0.9069150
nitrate + silicate	Pacific	(27.75,27.85]	0.9480027	0.9458901	0.9501154
nitrate + silicate	Pacific	(27.85,27.95]	0.9550226	0.9531121	0.9569331
nitrate + silicate	Pacific	(27.95,28.05]	0.9338485	0.9181033	0.9495938
nitrate + silicate	Pacific	(28.05,28.1]	0.9261335	0.9165346	0.9357323
nitrate + silicate	Pacific	(28.1, Inf]	0.8829590	0.8487342	0.9171838
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8564304	-0.8754660	-0.8373948
oxygen + nitrate	Atlantic	(26,26.5]	-0.8677567	-0.8856936	-0.8498199
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8700385	-0.8885091	-0.8515679
oxygen + nitrate	Atlantic	(26.75,27]	-0.8045345	-0.8312533	-0.7778157
oxygen + nitrate	Atlantic	(27,27.25]	-0.7063457	-0.7707383	-0.6419532
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6046758	-0.6769207	-0.5324308
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6469363	-0.7024892	-0.5913834
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7190658	-0.7322998	-0.7058318
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7665074	-0.7733915	-0.7596233
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7738120	-0.7992280	-0.7483960
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8605351	-0.8763497	-0.8447206
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9334559	-0.9342245	-0.9326873
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9726212	-0.9733806	-0.9718619
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6765157	-0.7876281	-0.5654033
oxygen + nitrate	Indian	(-Inf,26]	-0.9801819	-0.9836594	-0.9767043
oxygen + nitrate	Indian	(26,26.5]	-0.9702783	-0.9758803	-0.9646762
oxygen + nitrate	Indian	(26.5,26.75]	-0.9321367	-0.9598732	-0.9044002
oxygen + nitrate	Indian	(26.75,27]	-0.8494022	-0.9118608	-0.7869437
oxygen + nitrate	Indian	(27,27.25]	-0.7552832	-0.8292999	-0.6812664
oxygen + nitrate	Indian	(27.25,27.5]	-0.8363344	-0.8450055	-0.8276632
oxygen + nitrate	Indian	(27.5,27.75]	-0.8918059	-0.8969572	-0.8866547
oxygen + nitrate	Indian	(27.75,27.85]	-0.8778125	-0.9024619	-0.8531630
oxygen + nitrate	Indian	(27.85,27.95]	-0.8069921	-0.8244974	-0.7894868
oxygen + nitrate	Indian	(27.95,28.05]	-0.6904659	-0.7886781	-0.5922536
oxygen + nitrate	Indian	(28.05,28.1]	-0.8091376	-0.8936702	-0.7246050
oxygen + nitrate	Indian	(28.1, Inf]	-0.4543799	-0.5657214	-0.3430383
oxygen + nitrate	Pacific	(-Inf,26]	-0.5846373	-0.6764694	-0.4928052
oxygen + nitrate	Pacific	(26,26.5]	-0.7545696	-0.7820151	-0.7271241
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6697342	-0.7195126	-0.6199557
oxygen + nitrate	Pacific	(26.75,27]	-0.8036891	-0.8081661	-0.7992120
oxygen + nitrate	Pacific	(27,27.25]	-0.9537633	-0.9550913	-0.9524354
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9681452	-0.9702557	-0.9660348
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9716389	-0.9768123	-0.9664655
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9813901	-0.9869196	-0.9758606
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9800840	-0.9844534	-0.9757145
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9612553	-0.9708250	-0.9516857
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9479872	-0.9598833	-0.9360912
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8941469	-0.9444666	-0.8438273
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5993216	-0.6233037	-0.5753395
oxygen + phosphate	Atlantic	(26,26.5]	-0.7434456	-0.7769468	-0.7099445
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7840031	-0.8075067	-0.7604995
oxygen + phosphate	Atlantic	(26.75,27]	-0.7147185	-0.7451841	-0.6842529
oxygen + phosphate	Atlantic	(27,27.25]	-0.6204148	-0.6973795	-0.5434500
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5307991	-0.6100436	-0.4515546
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5914823	-0.6472651	-0.5356995
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6717677	-0.6816772	-0.6618582
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7484038	-0.7576449	-0.7391626
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7669494	-0.7917590	-0.7421398
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8522031	-0.8692449	-0.8351613
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9258715	-0.9276744	-0.9240686
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9717644	-0.9726854	-0.9708433
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6768801	-0.7850004	-0.5687598
oxygen + phosphate	Indian	(-Inf,26]	-0.9860954	-0.9869450	-0.9852457
oxygen + phosphate	Indian	(26,26.5]	-0.9847026	-0.9901490	-0.9792561
oxygen + phosphate	Indian	(26.5,26.75]	-0.9472944	-0.9831365	-0.9114522
oxygen + phosphate	Indian	(26.75,27]	-0.8749570	-0.9466150	-0.8032990
oxygen + phosphate	Indian	(27,27.25]	-0.8180255	-0.9169560	-0.7190950
oxygen + phosphate	Indian	(27.25,27.5]	-0.9010995	-0.9247700	-0.8774291
oxygen + phosphate	Indian	(27.5,27.75]	-0.9408763	-0.9471935	-0.9345592
oxygen + phosphate	Indian	(27.75,27.85]	-0.9040374	-0.9213520	-0.8867228
oxygen + phosphate	Indian	(27.85,27.95]	-0.8219259	-0.8518226	-0.7920292
oxygen + phosphate	Indian	(27.95,28.05]	-0.7159885	-0.8106876	-0.6212893
oxygen + phosphate	Indian	(28.05,28.1]	-0.8228729	-0.9101757	-0.7355701
oxygen + phosphate	Indian	(28.1, Inf]	-0.4445100	-0.5511999	-0.3378201
oxygen + phosphate	Pacific	(-Inf,26]	-0.5990061	-0.6803098	-0.5177024
oxygen + phosphate	Pacific	(26,26.5]	-0.7978849	-0.8120560	-0.7837137
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6914954	-0.7454970	-0.6374939
oxygen + phosphate	Pacific	(26.75,27]	-0.7962042	-0.8058635	-0.7865448
oxygen + phosphate	Pacific	(27,27.25]	-0.9572438	-0.9582534	-0.9562342
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9702388	-0.9725080	-0.9679696
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9713426	-0.9773504	-0.9653348
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9783374	-0.9843862	-0.9722886
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9771946	-0.9826570	-0.9717322
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9621339	-0.9748634	-0.9494044
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9463395	-0.9653471	-0.9273319
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8783824	-0.9358865	-0.8208782
oxygen + silicate	Atlantic	(-Inf,26]	-0.3439443	-0.5044229	-0.1834657
oxygen + silicate	Atlantic	(26,26.5]	-0.6876331	-0.7011921	-0.6740741
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7543717	-0.7685323	-0.7402111
oxygen + silicate	Atlantic	(26.75,27]	-0.7004774	-0.7334039	-0.6675509
oxygen + silicate	Atlantic	(27,27.25]	-0.5773431	-0.6782292	-0.4764570
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3496377	-0.4733628	-0.2259126
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3549431	-0.4164139	-0.2934724
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5478646	-0.5560763	-0.5396528
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6440658	-0.6700331	-0.6180984
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7418742	-0.7737580	-0.7099903
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8675858	-0.8837794	-0.8513922
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9351053	-0.9367957	-0.9334149
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9783491	-0.9792800	-0.9774181
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7302631	-0.7985355	-0.6619906
oxygen + silicate	Indian	(-Inf,26]	-0.8899109	-0.9297938	-0.8500280
oxygen + silicate	Indian	(26,26.5]	-0.9204480	-0.9470588	-0.8938372
oxygen + silicate	Indian	(26.5,26.75]	-0.9366881	-0.9551724	-0.9182037
oxygen + silicate	Indian	(26.75,27]	-0.9433758	-0.9464406	-0.9403109
oxygen + silicate	Indian	(27,27.25]	-0.8617986	-0.8856569	-0.8379404
oxygen + silicate	Indian	(27.25,27.5]	-0.8363899	-0.8537697	-0.8190102
oxygen + silicate	Indian	(27.5,27.75]	-0.7856098	-0.8069434	-0.7642762
oxygen + silicate	Indian	(27.75,27.85]	-0.7881884	-0.8308017	-0.7455751
oxygen + silicate	Indian	(27.85,27.95]	-0.7760886	-0.8103846	-0.7417925
oxygen + silicate	Indian	(27.95,28.05]	-0.7770128	-0.8311513	-0.7228743
oxygen + silicate	Indian	(28.05,28.1]	-0.8982292	-0.9287318	-0.8677267
oxygen + silicate	Indian	(28.1, Inf]	-0.3052058	-0.4119572	-0.1984544
oxygen + silicate	Pacific	(-Inf,26]	-0.2090868	-0.2962846	-0.1218889
oxygen + silicate	Pacific	(26,26.5]	-0.3437499	-0.3834160	-0.3040838
oxygen + silicate	Pacific	(26.5,26.75]	-0.1273934	-0.1463792	-0.1084076
oxygen + silicate	Pacific	(26.75,27]	-0.4582264	-0.5284301	-0.3880227
oxygen + silicate	Pacific	(27,27.25]	-0.8460163	-0.8681864	-0.8238462
oxygen + silicate	Pacific	(27.25,27.5]	-0.8747259	-0.8978940	-0.8515577
oxygen + silicate	Pacific	(27.5,27.75]	-0.8877535	-0.9161157	-0.8593912
oxygen + silicate	Pacific	(27.75,27.85]	-0.9558625	-0.9577687	-0.9539563
oxygen + silicate	Pacific	(27.85,27.95]	-0.9507406	-0.9552501	-0.9462311
oxygen + silicate	Pacific	(27.95,28.05]	-0.9299680	-0.9310239	-0.9289121
oxygen + silicate	Pacific	(28.05,28.1]	-0.9358163	-0.9396020	-0.9320306
oxygen + silicate	Pacific	(28.1, Inf]	-0.8287677	-0.8383075	-0.8192278
phosphate + nitrate	Atlantic	(-Inf,26]	0.8439751	0.8258788	0.8620715
phosphate + nitrate	Atlantic	(26,26.5]	0.9576444	0.9498476	0.9654411
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9819070	0.9805923	0.9832217
phosphate + nitrate	Atlantic	(26.75,27]	0.9846173	0.9840966	0.9851379
phosphate + nitrate	Atlantic	(27,27.25]	0.9883203	0.9867282	0.9899124
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9922289	0.9916960	0.9927619
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9936617	0.9935301	0.9937934
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9931411	0.9920612	0.9942210
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9925201	0.9909124	0.9941278
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9924182	0.9910051	0.9938314
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9931191	0.9922699	0.9939683
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9950347	0.9946186	0.9954508
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9973345	0.9972997	0.9973693
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9911784	0.9866422	0.9957145
phosphate + nitrate	Indian	(-Inf,26]	0.9941103	0.9908594	0.9973612
phosphate + nitrate	Indian	(26,26.5]	0.9900083	0.9836114	0.9964053
phosphate + nitrate	Indian	(26.5,26.75]	0.9909590	0.9854379	0.9964801
phosphate + nitrate	Indian	(26.75,27]	0.9867030	0.9783509	0.9950551
phosphate + nitrate	Indian	(27,27.25]	0.9619065	0.9370726	0.9867404
phosphate + nitrate	Indian	(27.25,27.5]	0.9556548	0.9324048	0.9789048
phosphate + nitrate	Indian	(27.5,27.75]	0.9382681	0.9379893	0.9385469
phosphate + nitrate	Indian	(27.75,27.85]	0.9338178	0.9227336	0.9449021
phosphate + nitrate	Indian	(27.85,27.95]	0.9520617	0.9512462	0.9528773
phosphate + nitrate	Indian	(27.95,28.05]	0.9730272	0.9709639	0.9750905
phosphate + nitrate	Indian	(28.05,28.1]	0.9772609	0.9713433	0.9831785
phosphate + nitrate	Indian	(28.1, Inf]	0.9102451	0.9091684	0.9113218
phosphate + nitrate	Pacific	(-Inf,26]	0.9556163	0.9538717	0.9573608
phosphate + nitrate	Pacific	(26,26.5]	0.9522095	0.9479280	0.9564910
phosphate + nitrate	Pacific	(26.5,26.75]	0.9495962	0.9443089	0.9548836
phosphate + nitrate	Pacific	(26.75,27]	0.9774608	0.9739313	0.9809903
phosphate + nitrate	Pacific	(27,27.25]	0.9889550	0.9875581	0.9903519
phosphate + nitrate	Pacific	(27.25,27.5]	0.9902522	0.9881070	0.9923974
phosphate + nitrate	Pacific	(27.5,27.75]	0.9894223	0.9856442	0.9932004
phosphate + nitrate	Pacific	(27.75,27.85]	0.9864089	0.9812496	0.9915682
phosphate + nitrate	Pacific	(27.85,27.95]	0.9828574	0.9776249	0.9880898
phosphate + nitrate	Pacific	(27.95,28.05]	0.9660426	0.9643496	0.9677356
phosphate + nitrate	Pacific	(28.05,28.1]	0.9482560	0.9427846	0.9537273
phosphate + nitrate	Pacific	(28.1, Inf]	0.9409720	0.9094038	0.9725402
phosphate + silicate	Atlantic	(-Inf,26]	0.8051800	0.7319279	0.8784321
phosphate + silicate	Atlantic	(26,26.5]	0.9370145	0.9269488	0.9470801
phosphate + silicate	Atlantic	(26.5,26.75]	0.9483637	0.9344090	0.9623184
phosphate + silicate	Atlantic	(26.75,27]	0.9359630	0.9175334	0.9543926
phosphate + silicate	Atlantic	(27,27.25]	0.9371587	0.9180467	0.9562708
phosphate + silicate	Atlantic	(27.25,27.5]	0.9245732	0.9089697	0.9401768
phosphate + silicate	Atlantic	(27.5,27.75]	0.9043991	0.9030660	0.9057321
phosphate + silicate	Atlantic	(27.75,27.85]	0.9444369	0.9365833	0.9522905
phosphate + silicate	Atlantic	(27.85,27.95]	0.9681675	0.9607880	0.9755470
phosphate + silicate	Atlantic	(27.95,28.05]	0.9834096	0.9815381	0.9852812
phosphate + silicate	Atlantic	(28.05,28.1]	0.9901507	0.9895105	0.9907908
phosphate + silicate	Atlantic	(28.1,28.15]	0.9920472	0.9920118	0.9920826
phosphate + silicate	Atlantic	(28.15,28.2]	0.9914792	0.9910898	0.9918687
phosphate + silicate	Atlantic	(28.2, Inf]	0.9588311	0.9356809	0.9819813
phosphate + silicate	Indian	(-Inf,26]	0.9276776	0.8945260	0.9608293
phosphate + silicate	Indian	(26,26.5]	0.9470123	0.9303190	0.9637055
phosphate + silicate	Indian	(26.5,26.75]	0.9465803	0.9458711	0.9472896
phosphate + silicate	Indian	(26.75,27]	0.9370584	0.9191644	0.9549524
phosphate + silicate	Indian	(27,27.25]	0.9316192	0.9312043	0.9320340
phosphate + silicate	Indian	(27.25,27.5]	0.9172491	0.8969291	0.9375691
phosphate + silicate	Indian	(27.5,27.75]	0.8388206	0.8090186	0.8686226
phosphate + silicate	Indian	(27.75,27.85]	0.8558358	0.8499866	0.8616850
phosphate + silicate	Indian	(27.85,27.95]	0.8943963	0.8909705	0.8978222
phosphate + silicate	Indian	(27.95,28.05]	0.9111112	0.8999112	0.9223112
phosphate + silicate	Indian	(28.05,28.1]	0.9461577	0.9290586	0.9632569
phosphate + silicate	Indian	(28.1, Inf]	0.7967025	0.7842166	0.8091885
phosphate + silicate	Pacific	(-Inf,26]	0.7310153	0.7109310	0.7510996
phosphate + silicate	Pacific	(26,26.5]	0.7354390	0.7035523	0.7673258
phosphate + silicate	Pacific	(26.5,26.75]	0.6769381	0.6233012	0.7305750
phosphate + silicate	Pacific	(26.75,27]	0.8209664	0.7902834	0.8516493
phosphate + silicate	Pacific	(27,27.25]	0.9151592	0.9007619	0.9295566
phosphate + silicate	Pacific	(27.25,27.5]	0.8935529	0.8740334	0.9130724
phosphate + silicate	Pacific	(27.5,27.75]	0.8853228	0.8623259	0.9083196
phosphate + silicate	Pacific	(27.75,27.85]	0.9488823	0.9442812	0.9534835
phosphate + silicate	Pacific	(27.85,27.95]	0.9595204	0.9566845	0.9623562
phosphate + silicate	Pacific	(27.95,28.05]	0.9484864	0.9475345	0.9494384
phosphate + silicate	Pacific	(28.05,28.1]	0.9423956	0.9423494	0.9424417
phosphate + silicate	Pacific	(28.1, Inf]	0.8690969	0.8266521	0.9115418
sal + aou	Atlantic	(-Inf,26]	-0.2441996	-0.4127298	-0.0756694
sal + aou	Atlantic	(26,26.5]	-0.3533961	-0.3628459	-0.3439462
sal + aou	Atlantic	(26.5,26.75]	-0.3946123	-0.4498050	-0.3394195
sal + aou	Atlantic	(26.75,27]	-0.2788627	-0.3924207	-0.1653048
sal + aou	Atlantic	(27,27.25]	-0.2166959	-0.3836679	-0.0497239
sal + aou	Atlantic	(27.25,27.5]	-0.2326361	-0.3413959	-0.1238763
sal + aou	Atlantic	(27.5,27.75]	-0.2938319	-0.2993309	-0.2883329
sal + aou	Atlantic	(27.75,27.85]	-0.1837103	-0.2262567	-0.1411640
sal + aou	Atlantic	(27.85,27.95]	-0.2256998	-0.3150414	-0.1363581
sal + aou	Atlantic	(27.95,28.05]	-0.4154242	-0.5076326	-0.3232158
sal + aou	Atlantic	(28.05,28.1]	-0.6682790	-0.6951069	-0.6414510
sal + aou	Atlantic	(28.1,28.15]	-0.7828121	-0.7849146	-0.7807095
sal + aou	Atlantic	(28.15,28.2]	-0.8978489	-0.9062859	-0.8894119
sal + aou	Atlantic	(28.2, Inf]	-0.4169230	-0.6302170	-0.2036291
sal + aou	Indian	(-Inf,26]	-0.6658951	-0.8370634	-0.4947267
sal + aou	Indian	(26,26.5]	-0.6134983	-0.7908400	-0.4361565
sal + aou	Indian	(26.5,26.75]	-0.1393124	-0.2357466	-0.0428781
sal + aou	Indian	(26.75,27]	0.4632251	0.3255511	0.6008991
sal + aou	Indian	(27,27.25]	0.8545797	0.8284296	0.8807299
sal + aou	Indian	(27.25,27.5]	0.9208093	0.8701995	0.9714192
sal + aou	Indian	(27.5,27.75]	0.9200105	0.8754989	0.9645221
sal + aou	Indian	(27.75,27.85]	0.9530115	0.9443705	0.9616525
sal + aou	Indian	(27.85,27.95]	0.9170337	0.9099392	0.9241281
sal + aou	Indian	(27.95,28.05]	0.6984585	0.6582177	0.7386993
sal + aou	Indian	(28.05,28.1]	0.1401479	0.0317094	0.2485864
sal + aou	Indian	(28.1, Inf]	0.6166096	0.5920658	0.6411534
sal + aou	Pacific	(-Inf,26]	-0.0549686	-0.0592995	-0.0506378
sal + aou	Pacific	(26,26.5]	0.1016188	-0.0644636	0.2677011
sal + aou	Pacific	(26.5,26.75]	0.2970387	0.2041936	0.3898838
sal + aou	Pacific	(26.75,27]	-0.0641388	-0.1465442	0.0182667
sal + aou	Pacific	(27,27.25]	-0.1966930	-0.2208436	-0.1725424
sal + aou	Pacific	(27.25,27.5]	0.1186325	0.0367619	0.2005032
sal + aou	Pacific	(27.5,27.75]	0.1459030	0.0094077	0.2823983
sal + aou	Pacific	(27.75,27.85]	-0.1005123	-0.2358417	0.0348172
sal + aou	Pacific	(27.85,27.95]	-0.2991282	-0.4648253	-0.1334310
sal + aou	Pacific	(27.95,28.05]	-0.5225047	-0.7709549	-0.2740546
sal + aou	Pacific	(28.05,28.1]	-0.6133047	-0.8860892	-0.3405203
sal + aou	Pacific	(28.1, Inf]	-0.3272497	-0.7237946	0.0692951
sal + nitrate	Atlantic	(-Inf,26]	-0.3037115	-0.3824097	-0.2250133
sal + nitrate	Atlantic	(26,26.5]	-0.5082830	-0.5153164	-0.5012496
sal + nitrate	Atlantic	(26.5,26.75]	-0.5915974	-0.6488333	-0.5343616
sal + nitrate	Atlantic	(26.75,27]	-0.5587527	-0.6359302	-0.4815751
sal + nitrate	Atlantic	(27,27.25]	-0.5893623	-0.6616047	-0.5171199
sal + nitrate	Atlantic	(27.25,27.5]	-0.6705718	-0.6985247	-0.6426190
sal + nitrate	Atlantic	(27.5,27.75]	-0.6599951	-0.6893414	-0.6306487
sal + nitrate	Atlantic	(27.75,27.85]	-0.5341031	-0.5770801	-0.4911261
sal + nitrate	Atlantic	(27.85,27.95]	-0.5519322	-0.6176570	-0.4862075
sal + nitrate	Atlantic	(27.95,28.05]	-0.7151876	-0.7610513	-0.6693239
sal + nitrate	Atlantic	(28.05,28.1]	-0.8375454	-0.8454072	-0.8296836
sal + nitrate	Atlantic	(28.1,28.15]	-0.8762837	-0.8792861	-0.8732813
sal + nitrate	Atlantic	(28.15,28.2]	-0.9395815	-0.9463683	-0.9327948
sal + nitrate	Atlantic	(28.2, Inf]	-0.8536639	-0.9164524	-0.7908754
sal + nitrate	Indian	(-Inf,26]	-0.7057278	-0.8525416	-0.5589140
sal + nitrate	Indian	(26,26.5]	-0.7223351	-0.8577014	-0.5869687
sal + nitrate	Indian	(26.5,26.75]	-0.3807990	-0.5225490	-0.2390489
sal + nitrate	Indian	(26.75,27]	0.0711273	-0.1748439	0.3170986
sal + nitrate	Indian	(27,27.25]	0.4357303	0.3798604	0.4916001
sal + nitrate	Indian	(27.25,27.5]	0.6740764	0.5715805	0.7765724
sal + nitrate	Indian	(27.5,27.75]	0.7450478	0.6607802	0.8293155
sal + nitrate	Indian	(27.75,27.85]	0.7598418	0.7042703	0.8154133
sal + nitrate	Indian	(27.85,27.95]	0.6008660	0.5859373	0.6157947
sal + nitrate	Indian	(27.95,28.05]	0.1317173	0.0598322	0.2036024
sal + nitrate	Indian	(28.05,28.1]	-0.2934948	-0.2949795	-0.2920101
sal + nitrate	Indian	(28.1, Inf]	-0.1699630	-0.2340136	-0.1059124
sal + nitrate	Pacific	(-Inf,26]	-0.3651785	-0.4177896	-0.3125674
sal + nitrate	Pacific	(26,26.5]	-0.3061148	-0.4807047	-0.1315250
sal + nitrate	Pacific	(26.5,26.75]	-0.2451492	-0.3845073	-0.1057912
sal + nitrate	Pacific	(26.75,27]	-0.4089129	-0.4779556	-0.3398702
sal + nitrate	Pacific	(27,27.25]	-0.3115897	-0.3462622	-0.2769173
sal + nitrate	Pacific	(27.25,27.5]	0.0939803	0.0043618	0.1835988
sal + nitrate	Pacific	(27.5,27.75]	0.1261945	-0.0010035	0.2533925
sal + nitrate	Pacific	(27.75,27.85]	-0.1198879	-0.2320422	-0.0077336
sal + nitrate	Pacific	(27.85,27.95]	-0.3232351	-0.4787576	-0.1677126
sal + nitrate	Pacific	(27.95,28.05]	-0.5866157	-0.7930177	-0.3802137
sal + nitrate	Pacific	(28.05,28.1]	-0.6910911	-0.9159524	-0.4662298
sal + nitrate	Pacific	(28.1, Inf]	-0.4423825	-0.8207152	-0.0640497
sal + oxygen	Atlantic	(-Inf,26]	-0.0273421	-0.1877445	0.1330604
sal + oxygen	Atlantic	(26,26.5]	0.0879782	0.0684775	0.1074788
sal + oxygen	Atlantic	(26.5,26.75]	0.1456024	0.1099059	0.1812989
sal + oxygen	Atlantic	(26.75,27]	0.0006571	-0.1275102	0.1288244
sal + oxygen	Atlantic	(27,27.25]	-0.0813206	-0.2557633	0.0931220
sal + oxygen	Atlantic	(27.25,27.5]	-0.1098578	-0.2382020	0.0184864
sal + oxygen	Atlantic	(27.5,27.75]	-0.0667161	-0.1027444	-0.0306877
sal + oxygen	Atlantic	(27.75,27.85]	-0.1417153	-0.1731164	-0.1103142
sal + oxygen	Atlantic	(27.85,27.95]	-0.0359868	-0.1249175	0.0529439
sal + oxygen	Atlantic	(27.95,28.05]	0.1712419	0.0638682	0.2786155
sal + oxygen	Atlantic	(28.05,28.1]	0.4867918	0.4414910	0.5320926
sal + oxygen	Atlantic	(28.1,28.15]	0.6797979	0.6791512	0.6804446
sal + oxygen	Atlantic	(28.15,28.2]	0.8597196	0.8470512	0.8723880
sal + oxygen	Atlantic	(28.2, Inf]	0.2568836	0.0040625	0.5097047
sal + oxygen	Indian	(-Inf,26]	0.6567173	0.4750325	0.8384022
sal + oxygen	Indian	(26,26.5]	0.5592452	0.3705305	0.7479599
sal + oxygen	Indian	(26.5,26.75]	0.0543673	-0.0239341	0.1326687
sal + oxygen	Indian	(26.75,27]	-0.5615982	-0.6608947	-0.4623018
sal + oxygen	Indian	(27,27.25]	-0.8999849	-0.9296343	-0.8703355
sal + oxygen	Indian	(27.25,27.5]	-0.9429491	-0.9850518	-0.9008464
sal + oxygen	Indian	(27.5,27.75]	-0.9295148	-0.9624916	-0.8965380
sal + oxygen	Indian	(27.75,27.85]	-0.9570422	-0.9643486	-0.9497357
sal + oxygen	Indian	(27.85,27.95]	-0.9369224	-0.9442356	-0.9296091
sal + oxygen	Indian	(27.95,28.05]	-0.7805841	-0.8208757	-0.7402926
sal + oxygen	Indian	(28.05,28.1]	-0.2669760	-0.4080373	-0.1259148
sal + oxygen	Indian	(28.1, Inf]	-0.7254024	-0.7517955	-0.6990094
sal + oxygen	Pacific	(-Inf,26]	-0.3531421	-0.3886210	-0.3176631
sal + oxygen	Pacific	(26,26.5]	-0.3016823	-0.4389063	-0.1644583
sal + oxygen	Pacific	(26.5,26.75]	-0.4885503	-0.5563456	-0.4207550
sal + oxygen	Pacific	(26.75,27]	-0.1550213	-0.2449157	-0.0651270
sal + oxygen	Pacific	(27,27.25]	0.0950456	0.0656573	0.1244340
sal + oxygen	Pacific	(27.25,27.5]	-0.1952372	-0.2812872	-0.1091873
sal + oxygen	Pacific	(27.5,27.75]	-0.2079434	-0.3577710	-0.0581159
sal + oxygen	Pacific	(27.75,27.85]	0.0448726	-0.0982585	0.1880036
sal + oxygen	Pacific	(27.85,27.95]	0.2516126	0.0668110	0.4364142
sal + oxygen	Pacific	(27.95,28.05]	0.4830322	0.1970729	0.7689915
sal + oxygen	Pacific	(28.05,28.1]	0.5648733	0.2497672	0.8799793
sal + oxygen	Pacific	(28.1, Inf]	0.2676355	-0.1385808	0.6738517
sal + phosphate	Atlantic	(-Inf,26]	-0.5816335	-0.6533297	-0.5099374
sal + phosphate	Atlantic	(26,26.5]	-0.6996209	-0.7181619	-0.6810800
sal + phosphate	Atlantic	(26.5,26.75]	-0.7153330	-0.7664855	-0.6641805
sal + phosphate	Atlantic	(26.75,27]	-0.6766985	-0.7440604	-0.6093367
sal + phosphate	Atlantic	(27,27.25]	-0.6877762	-0.7466614	-0.6288910
sal + phosphate	Atlantic	(27.25,27.5]	-0.7397767	-0.7636919	-0.7158614
sal + phosphate	Atlantic	(27.5,27.75]	-0.7138953	-0.7386572	-0.6891334
sal + phosphate	Atlantic	(27.75,27.85]	-0.5881869	-0.6255415	-0.5508323
sal + phosphate	Atlantic	(27.85,27.95]	-0.5794087	-0.6405721	-0.5182454
sal + phosphate	Atlantic	(27.95,28.05]	-0.7231834	-0.7694278	-0.6769390
sal + phosphate	Atlantic	(28.05,28.1]	-0.8478370	-0.8569783	-0.8386958
sal + phosphate	Atlantic	(28.1,28.15]	-0.8871066	-0.8894486	-0.8847647
sal + phosphate	Atlantic	(28.15,28.2]	-0.9414479	-0.9492518	-0.9336440
sal + phosphate	Atlantic	(28.2, Inf]	-0.8559602	-0.9194079	-0.7925125
sal + phosphate	Indian	(-Inf,26]	-0.6657191	-0.8421971	-0.4892411
sal + phosphate	Indian	(26,26.5]	-0.6535541	-0.8501483	-0.4569598
sal + phosphate	Indian	(26.5,26.75]	-0.3118463	-0.5132535	-0.1104390
sal + phosphate	Indian	(26.75,27]	0.1496971	-0.1471534	0.4465476
sal + phosphate	Indian	(27,27.25]	0.5598493	0.4301366	0.6895621
sal + phosphate	Indian	(27.25,27.5]	0.7936606	0.7692882	0.8180329
sal + phosphate	Indian	(27.5,27.75]	0.8536710	0.8124676	0.8948744
sal + phosphate	Indian	(27.75,27.85]	0.8428226	0.7991468	0.8864985
sal + phosphate	Indian	(27.85,27.95]	0.6543062	0.6170008	0.6916116
sal + phosphate	Indian	(27.95,28.05]	0.1793431	0.1045774	0.2541088
sal + phosphate	Indian	(28.05,28.1]	-0.2699740	-0.2822332	-0.2577148
sal + phosphate	Indian	(28.1, Inf]	-0.1841629	-0.2515293	-0.1167965
sal + phosphate	Pacific	(-Inf,26]	-0.2726527	-0.3166328	-0.2286725
sal + phosphate	Pacific	(26,26.5]	-0.2691469	-0.4197686	-0.1185253
sal + phosphate	Pacific	(26.5,26.75]	-0.2277561	-0.3646623	-0.0908499
sal + phosphate	Pacific	(26.75,27]	-0.4293358	-0.4937117	-0.3649600
sal + phosphate	Pacific	(27,27.25]	-0.3233173	-0.3544377	-0.2921970
sal + phosphate	Pacific	(27.25,27.5]	0.0795800	-0.0042888	0.1634489
sal + phosphate	Pacific	(27.5,27.75]	0.1273133	0.0018973	0.2527293
sal + phosphate	Pacific	(27.75,27.85]	-0.1078806	-0.2237918	0.0080305
sal + phosphate	Pacific	(27.85,27.95]	-0.3316577	-0.4822537	-0.1810616
sal + phosphate	Pacific	(27.95,28.05]	-0.5999434	-0.8012140	-0.3986728
sal + phosphate	Pacific	(28.05,28.1]	-0.7065907	-0.9182992	-0.4948822
sal + phosphate	Pacific	(28.1, Inf]	-0.4753156	-0.8217718	-0.1288595
sal + silicate	Atlantic	(-Inf,26]	-0.6154930	-0.6267501	-0.6042359
sal + silicate	Atlantic	(26,26.5]	-0.6761388	-0.6929996	-0.6592780
sal + silicate	Atlantic	(26.5,26.75]	-0.6742109	-0.7324632	-0.6159587
sal + silicate	Atlantic	(26.75,27]	-0.6323745	-0.7022608	-0.5624883
sal + silicate	Atlantic	(27,27.25]	-0.6636230	-0.7200376	-0.6072085
sal + silicate	Atlantic	(27.25,27.5]	-0.7627662	-0.7678834	-0.7576490
sal + silicate	Atlantic	(27.5,27.75]	-0.7233866	-0.7425399	-0.7042333
sal + silicate	Atlantic	(27.75,27.85]	-0.5847502	-0.6117026	-0.5577979
sal + silicate	Atlantic	(27.85,27.95]	-0.6380499	-0.6843537	-0.5917461
sal + silicate	Atlantic	(27.95,28.05]	-0.7503130	-0.7883052	-0.7123208
sal + silicate	Atlantic	(28.05,28.1]	-0.8403856	-0.8490623	-0.8317089
sal + silicate	Atlantic	(28.1,28.15]	-0.8758817	-0.8785397	-0.8732237
sal + silicate	Atlantic	(28.15,28.2]	-0.9141401	-0.9240129	-0.9042674
sal + silicate	Atlantic	(28.2, Inf]	-0.7658992	-0.8809667	-0.6508318
sal + silicate	Indian	(-Inf,26]	-0.8026756	-0.8793463	-0.7260049
sal + silicate	Indian	(26,26.5]	-0.7518170	-0.8515253	-0.6521087
sal + silicate	Indian	(26.5,26.75]	-0.2920857	-0.3117426	-0.2724288
sal + silicate	Indian	(26.75,27]	0.3232560	0.1947528	0.4517591
sal + silicate	Indian	(27,27.25]	0.6083371	0.6016279	0.6150463
sal + silicate	Indian	(27.25,27.5]	0.6872829	0.5829787	0.7915871
sal + silicate	Indian	(27.5,27.75]	0.7101327	0.5832186	0.8370467
sal + silicate	Indian	(27.75,27.85]	0.7938423	0.7668423	0.8208424
sal + silicate	Indian	(27.85,27.95]	0.6902283	0.6544423	0.7260142
sal + silicate	Indian	(27.95,28.05]	0.3704516	0.3408246	0.4000786
sal + silicate	Indian	(28.05,28.1]	-0.0713835	-0.1301607	-0.0126063
sal + silicate	Indian	(28.1, Inf]	-0.1717571	-0.1893370	-0.1541771
sal + silicate	Pacific	(-Inf,26]	-0.6446169	-0.6899112	-0.5993226
sal + silicate	Pacific	(26,26.5]	-0.6466814	-0.7135268	-0.5798360
sal + silicate	Pacific	(26.5,26.75]	-0.7164292	-0.7547961	-0.6780623
sal + silicate	Pacific	(26.75,27]	-0.7514482	-0.7577724	-0.7451241
sal + silicate	Pacific	(27,27.25]	-0.5541000	-0.5655313	-0.5426688
sal + silicate	Pacific	(27.25,27.5]	-0.1840817	-0.2149967	-0.1531668
sal + silicate	Pacific	(27.5,27.75]	0.0008730	-0.0556678	0.0574139
sal + silicate	Pacific	(27.75,27.85]	-0.1543773	-0.2670135	-0.0417410
sal + silicate	Pacific	(27.85,27.95]	-0.3098579	-0.4397044	-0.1800113
sal + silicate	Pacific	(27.95,28.05]	-0.4984515	-0.6761276	-0.3207755
sal + silicate	Pacific	(28.05,28.1]	-0.6314117	-0.8219261	-0.4408973
sal + silicate	Pacific	(28.1, Inf]	-0.4171021	-0.8452928	0.0110886
sal + temp	Atlantic	(-Inf,26]	0.7818727	0.7761862	0.7875591
sal + temp	Atlantic	(26,26.5]	0.9618373	0.9604913	0.9631834
sal + temp	Atlantic	(26.5,26.75]	0.9777494	0.9772435	0.9782552
sal + temp	Atlantic	(26.75,27]	0.9713258	0.9676529	0.9749987
sal + temp	Atlantic	(27,27.25]	0.9769885	0.9766085	0.9773685
sal + temp	Atlantic	(27.25,27.5]	0.9765050	0.9758176	0.9771924
sal + temp	Atlantic	(27.5,27.75]	0.9676353	0.9647718	0.9704988
sal + temp	Atlantic	(27.75,27.85]	0.9801991	0.9768395	0.9835586
sal + temp	Atlantic	(27.85,27.95]	0.9596095	0.9565524	0.9626667
sal + temp	Atlantic	(27.95,28.05]	0.9449543	0.9421617	0.9477468
sal + temp	Atlantic	(28.05,28.1]	0.9722840	0.9685425	0.9760254
sal + temp	Atlantic	(28.1,28.15]	0.9675268	0.9605203	0.9745334
sal + temp	Atlantic	(28.15,28.2]	0.8007878	0.6901389	0.9114366
sal + temp	Atlantic	(28.2, Inf]	0.5711309	0.3858139	0.7564479
sal + temp	Indian	(-Inf,26]	0.2314398	0.1725645	0.2903150
sal + temp	Indian	(26,26.5]	0.8679471	0.8464903	0.8894039
sal + temp	Indian	(26.5,26.75]	0.9583028	0.9523515	0.9642541
sal + temp	Indian	(26.75,27]	0.9718068	0.9624918	0.9811218
sal + temp	Indian	(27,27.25]	0.9636133	0.9600446	0.9671819
sal + temp	Indian	(27.25,27.5]	0.9482313	0.9362070	0.9602557
sal + temp	Indian	(27.5,27.75]	0.9077103	0.8816247	0.9337959
sal + temp	Indian	(27.75,27.85]	0.9390835	0.9323779	0.9457892
sal + temp	Indian	(27.85,27.95]	0.9478603	0.9339744	0.9617462
sal + temp	Indian	(27.95,28.05]	0.9521412	0.9415764	0.9627061
sal + temp	Indian	(28.05,28.1]	0.9278007	0.9024446	0.9531567
sal + temp	Indian	(28.1, Inf]	0.9284628	0.9210466	0.9358789
sal + temp	Pacific	(-Inf,26]	0.7218837	0.7084236	0.7353438
sal + temp	Pacific	(26,26.5]	0.9533252	0.9513537	0.9552967
sal + temp	Pacific	(26.5,26.75]	0.9792081	0.9786372	0.9797791
sal + temp	Pacific	(26.75,27]	0.9770795	0.9756570	0.9785019
sal + temp	Pacific	(27,27.25]	0.9431408	0.9383322	0.9479495
sal + temp	Pacific	(27.25,27.5]	0.8292811	0.8111550	0.8474072
sal + temp	Pacific	(27.5,27.75]	0.6668026	0.5680025	0.7656027
sal + temp	Pacific	(27.75,27.85]	0.7877310	0.7447321	0.8307300
sal + temp	Pacific	(27.85,27.95]	0.6529234	0.5550934	0.7507534
sal + temp	Pacific	(27.95,28.05]	0.4678164	0.2564921	0.6791408
sal + temp	Pacific	(28.05,28.1]	0.3892003	0.1570124	0.6213882
sal + temp	Pacific	(28.1, Inf]	0.0123261	-0.3001287	0.3247808
temp + aou	Atlantic	(-Inf,26]	-0.3218415	-0.4860961	-0.1575868
temp + aou	Atlantic	(26,26.5]	-0.3616379	-0.3679302	-0.3553457
temp + aou	Atlantic	(26.5,26.75]	-0.3588257	-0.4112731	-0.3063782
temp + aou	Atlantic	(26.75,27]	-0.1999270	-0.3294116	-0.0704424
temp + aou	Atlantic	(27,27.25]	-0.1313534	-0.2905043	0.0277975
temp + aou	Atlantic	(27.25,27.5]	-0.1756963	-0.2900323	-0.0613603
temp + aou	Atlantic	(27.5,27.75]	-0.2430707	-0.2449692	-0.2411722
temp + aou	Atlantic	(27.75,27.85]	-0.1508255	-0.2102816	-0.0913694
temp + aou	Atlantic	(27.85,27.95]	-0.1664574	-0.2669187	-0.0659960
temp + aou	Atlantic	(27.95,28.05]	-0.3775361	-0.4271944	-0.3278778
temp + aou	Atlantic	(28.05,28.1]	-0.5529824	-0.5653771	-0.5405877
temp + aou	Atlantic	(28.1,28.15]	-0.6365035	-0.6585682	-0.6144389
temp + aou	Atlantic	(28.15,28.2]	-0.6123871	-0.7163716	-0.5084025
temp + aou	Atlantic	(28.2, Inf]	0.2605330	0.1913904	0.3296756
temp + aou	Indian	(-Inf,26]	-0.3810092	-0.4586610	-0.3033575
temp + aou	Indian	(26,26.5]	-0.4812449	-0.5623210	-0.4001688
temp + aou	Indian	(26.5,26.75]	-0.0939711	-0.1658264	-0.0221158
temp + aou	Indian	(26.75,27]	0.3649073	0.2142143	0.5156003
temp + aou	Indian	(27,27.25]	0.7711113	0.7705746	0.7716481
temp + aou	Indian	(27.25,27.5]	0.8655407	0.8617610	0.8693204
temp + aou	Indian	(27.5,27.75]	0.9029487	0.9024059	0.9034914
temp + aou	Indian	(27.75,27.85]	0.9466494	0.9406294	0.9526694
temp + aou	Indian	(27.85,27.95]	0.9109630	0.8909852	0.9309408
temp + aou	Indian	(27.95,28.05]	0.7457171	0.6969234	0.7945109
temp + aou	Indian	(28.05,28.1]	0.3869190	0.3237104	0.4501276
temp + aou	Indian	(28.1, Inf]	0.7837172	0.7808856	0.7865488
temp + aou	Pacific	(-Inf,26]	-0.2311433	-0.2331896	-0.2290970
temp + aou	Pacific	(26,26.5]	0.0356302	-0.1158972	0.1871576
temp + aou	Pacific	(26.5,26.75]	0.3139041	0.2398975	0.3879106
temp + aou	Pacific	(26.75,27]	-0.0594182	-0.1366036	0.0177671
temp + aou	Pacific	(27,27.25]	-0.2391380	-0.2503461	-0.2279298
temp + aou	Pacific	(27.25,27.5]	0.0443407	-0.0484304	0.1371118
temp + aou	Pacific	(27.5,27.75]	0.1792395	0.0254683	0.3330108
temp + aou	Pacific	(27.75,27.85]	0.0749355	-0.0422641	0.1921350
temp + aou	Pacific	(27.85,27.95]	0.0242684	-0.1377290	0.1862658
temp + aou	Pacific	(27.95,28.05]	0.0081676	-0.2477640	0.2640993
temp + aou	Pacific	(28.05,28.1]	0.1291317	-0.1506918	0.4089552
temp + aou	Pacific	(28.1, Inf]	0.8204077	0.7927202	0.8480952
temp + nitrate	Atlantic	(-Inf,26]	-0.3032326	-0.3759811	-0.2304842
temp + nitrate	Atlantic	(26,26.5]	-0.5391078	-0.5624457	-0.5157698
temp + nitrate	Atlantic	(26.5,26.75]	-0.5541132	-0.6106696	-0.4975568
temp + nitrate	Atlantic	(26.75,27]	-0.4640169	-0.5636301	-0.3644038
temp + nitrate	Atlantic	(27,27.25]	-0.4931703	-0.5644860	-0.4218546
temp + nitrate	Atlantic	(27.25,27.5]	-0.6067781	-0.6398911	-0.5736651
temp + nitrate	Atlantic	(27.5,27.75]	-0.6150317	-0.6511895	-0.5788740
temp + nitrate	Atlantic	(27.75,27.85]	-0.5228001	-0.5801672	-0.4654329
temp + nitrate	Atlantic	(27.85,27.95]	-0.5261677	-0.6003897	-0.4519457
temp + nitrate	Atlantic	(27.95,28.05]	-0.6853138	-0.7042395	-0.6663880
temp + nitrate	Atlantic	(28.05,28.1]	-0.7558141	-0.7573287	-0.7542995
temp + nitrate	Atlantic	(28.1,28.15]	-0.7600858	-0.7792511	-0.7409205
temp + nitrate	Atlantic	(28.15,28.2]	-0.6528719	-0.7637224	-0.5420214
temp + nitrate	Atlantic	(28.2, Inf]	-0.2262826	-0.3171829	-0.1353823
temp + nitrate	Indian	(-Inf,26]	-0.4272588	-0.4999871	-0.3545306
temp + nitrate	Indian	(26,26.5]	-0.5972143	-0.6487859	-0.5456428
temp + nitrate	Indian	(26.5,26.75]	-0.3407055	-0.4605179	-0.2208931
temp + nitrate	Indian	(26.75,27]	-0.0381872	-0.2872357	0.2108613
temp + nitrate	Indian	(27,27.25]	0.2893036	0.1880759	0.3905313
temp + nitrate	Indian	(27.25,27.5]	0.5462019	0.5376579	0.5547459
temp + nitrate	Indian	(27.5,27.75]	0.7269931	0.7036772	0.7503089
temp + nitrate	Indian	(27.75,27.85]	0.7819118	0.7497119	0.8141116
temp + nitrate	Indian	(27.85,27.95]	0.6053284	0.5930986	0.6175581
temp + nitrate	Indian	(27.95,28.05]	0.2143416	0.1575124	0.2711707
temp + nitrate	Indian	(28.05,28.1]	-0.0230359	-0.0744475	0.0283758
temp + nitrate	Indian	(28.1, Inf]	0.0414558	-0.0653966	0.1483082
temp + nitrate	Pacific	(-Inf,26]	-0.4922681	-0.5249741	-0.4595621
temp + nitrate	Pacific	(26,26.5]	-0.3893589	-0.5490673	-0.2296505
temp + nitrate	Pacific	(26.5,26.75]	-0.2471424	-0.3734257	-0.1208591
temp + nitrate	Pacific	(26.75,27]	-0.4205064	-0.4909032	-0.3501096
temp + nitrate	Pacific	(27,27.25]	-0.3810145	-0.4050406	-0.3569884
temp + nitrate	Pacific	(27.25,27.5]	-0.0274959	-0.1266139	0.0716221
temp + nitrate	Pacific	(27.5,27.75]	0.1425271	-0.0055177	0.2905718
temp + nitrate	Pacific	(27.75,27.85]	0.0503682	-0.0491852	0.1499216
temp + nitrate	Pacific	(27.85,27.95]	0.0041174	-0.1538222	0.1620571
temp + nitrate	Pacific	(27.95,28.05]	-0.0537974	-0.2672322	0.1596374
temp + nitrate	Pacific	(28.05,28.1]	0.0442434	-0.1967096	0.2851964
temp + nitrate	Pacific	(28.1, Inf]	0.6285595	0.5928548	0.6642641
temp + oxygen	Atlantic	(-Inf,26]	-0.0086195	-0.1598510	0.1426120
temp + oxygen	Atlantic	(26,26.5]	0.0862663	0.0839272	0.0886054
temp + oxygen	Atlantic	(26.5,26.75]	0.0960881	0.0654615	0.1267146
temp + oxygen	Atlantic	(26.75,27]	-0.0924145	-0.2355083	0.0506793
temp + oxygen	Atlantic	(27,27.25]	-0.1758657	-0.3382019	-0.0135295
temp + oxygen	Atlantic	(27.25,27.5]	-0.1755758	-0.3071552	-0.0439965
temp + oxygen	Atlantic	(27.5,27.75]	-0.1325127	-0.1646262	-0.1003991
temp + oxygen	Atlantic	(27.75,27.85]	-0.1838401	-0.2324764	-0.1352038
temp + oxygen	Atlantic	(27.85,27.95]	-0.1100807	-0.2092260	-0.0109353
temp + oxygen	Atlantic	(27.95,28.05]	0.1117568	0.0491869	0.1743267
temp + oxygen	Atlantic	(28.05,28.1]	0.3485376	0.3197993	0.3772759
temp + oxygen	Atlantic	(28.1,28.15]	0.5115417	0.4903168	0.5327665
temp + oxygen	Atlantic	(28.15,28.2]	0.5325166	0.4168336	0.6481996
temp + oxygen	Atlantic	(28.2, Inf]	-0.4447711	-0.5212472	-0.3682951
temp + oxygen	Indian	(-Inf,26]	0.2804194	0.2057676	0.3550712
temp + oxygen	Indian	(26,26.5]	0.4091875	0.3247904	0.4935847
temp + oxygen	Indian	(26.5,26.75]	0.0054669	-0.0478554	0.0587891
temp + oxygen	Indian	(26.75,27]	-0.4712904	-0.5840675	-0.3585132
temp + oxygen	Indian	(27,27.25]	-0.8351244	-0.8427503	-0.8274984
temp + oxygen	Indian	(27.25,27.5]	-0.9070550	-0.9093158	-0.9047943
temp + oxygen	Indian	(27.5,27.75]	-0.9352640	-0.9354841	-0.9350440
temp + oxygen	Indian	(27.75,27.85]	-0.9671976	-0.9700602	-0.9643351
temp + oxygen	Indian	(27.85,27.95]	-0.9448346	-0.9599602	-0.9297089
temp + oxygen	Indian	(27.95,28.05]	-0.8302774	-0.8749674	-0.7855874
temp + oxygen	Indian	(28.05,28.1]	-0.5063022	-0.5967174	-0.4158871
temp + oxygen	Indian	(28.1, Inf]	-0.8719467	-0.8745340	-0.8693595
temp + oxygen	Pacific	(-Inf,26]	-0.2921254	-0.3496202	-0.2346305
temp + oxygen	Pacific	(26,26.5]	-0.2480833	-0.3712024	-0.1249642
temp + oxygen	Pacific	(26.5,26.75]	-0.5102582	-0.5606563	-0.4598601
temp + oxygen	Pacific	(26.75,27]	-0.1653778	-0.2501728	-0.0805827
temp + oxygen	Pacific	(27,27.25]	0.1326116	0.1165830	0.1486402
temp + oxygen	Pacific	(27.25,27.5]	-0.1367188	-0.2336832	-0.0397543
temp + oxygen	Pacific	(27.5,27.75]	-0.2699343	-0.4313695	-0.1084990
temp + oxygen	Pacific	(27.75,27.85]	-0.1438503	-0.2658390	-0.0218616
temp + oxygen	Pacific	(27.85,27.95]	-0.0929853	-0.2680270	0.0820564
temp + oxygen	Pacific	(27.95,28.05]	-0.0783901	-0.3577954	0.2010152
temp + oxygen	Pacific	(28.05,28.1]	-0.1862597	-0.4964300	0.1239107
temp + oxygen	Pacific	(28.1, Inf]	-0.8713939	-0.9065930	-0.8361948
temp + phosphate	Atlantic	(-Inf,26]	-0.4799042	-0.5286072	-0.4312013
temp + phosphate	Atlantic	(26,26.5]	-0.6951992	-0.7215727	-0.6688256
temp + phosphate	Atlantic	(26.5,26.75]	-0.6731570	-0.7239691	-0.6223450
temp + phosphate	Atlantic	(26.75,27]	-0.5823780	-0.6728761	-0.4918799
temp + phosphate	Atlantic	(27,27.25]	-0.5952754	-0.6550784	-0.5354725
temp + phosphate	Atlantic	(27.25,27.5]	-0.6815000	-0.7103728	-0.6526271
temp + phosphate	Atlantic	(27.5,27.75]	-0.6712017	-0.7025126	-0.6398908
temp + phosphate	Atlantic	(27.75,27.85]	-0.5775064	-0.6286398	-0.5263731
temp + phosphate	Atlantic	(27.85,27.95]	-0.5515907	-0.6216680	-0.4815135
temp + phosphate	Atlantic	(27.95,28.05]	-0.6951515	-0.7144368	-0.6758661
temp + phosphate	Atlantic	(28.05,28.1]	-0.7674268	-0.7675701	-0.7672835
temp + phosphate	Atlantic	(28.1,28.15]	-0.7749819	-0.7930710	-0.7568928
temp + phosphate	Atlantic	(28.15,28.2]	-0.6577364	-0.7667595	-0.5487133
temp + phosphate	Atlantic	(28.2, Inf]	-0.2291787	-0.3179446	-0.1404128
temp + phosphate	Indian	(-Inf,26]	-0.4043142	-0.4555147	-0.3531137
temp + phosphate	Indian	(26,26.5]	-0.5415713	-0.6475434	-0.4355992
temp + phosphate	Indian	(26.5,26.75]	-0.2769418	-0.4485624	-0.1053212
temp + phosphate	Indian	(26.75,27]	0.0333648	-0.2574906	0.3242201
temp + phosphate	Indian	(27,27.25]	0.4081525	0.2449590	0.5713460
temp + phosphate	Indian	(27.25,27.5]	0.6634103	0.6090094	0.7178112
temp + phosphate	Indian	(27.5,27.75]	0.8108603	0.8028478	0.8188727
temp + phosphate	Indian	(27.75,27.85]	0.7998635	0.7728040	0.8269230
temp + phosphate	Indian	(27.85,27.95]	0.6169757	0.6128071	0.6211443
temp + phosphate	Indian	(27.95,28.05]	0.2472159	0.1922996	0.3021321
temp + phosphate	Indian	(28.05,28.1]	-0.0003211	-0.0566123	0.0559702
temp + phosphate	Indian	(28.1, Inf]	0.0271233	-0.0758463	0.1300929
temp + phosphate	Pacific	(-Inf,26]	-0.4192044	-0.4436033	-0.3948055
temp + phosphate	Pacific	(26,26.5]	-0.3526596	-0.4904416	-0.2148775
temp + phosphate	Pacific	(26.5,26.75]	-0.2350515	-0.3594888	-0.1106143
temp + phosphate	Pacific	(26.75,27]	-0.4417226	-0.5024209	-0.3810244
temp + phosphate	Pacific	(27,27.25]	-0.3859554	-0.4052823	-0.3666285
temp + phosphate	Pacific	(27.25,27.5]	-0.0350179	-0.1278333	0.0577975
temp + phosphate	Pacific	(27.5,27.75]	0.1478949	0.0034427	0.2923470
temp + phosphate	Pacific	(27.75,27.85]	0.0571150	-0.0456818	0.1599117
temp + phosphate	Pacific	(27.85,27.95]	-0.0052992	-0.1530630	0.1424645
temp + phosphate	Pacific	(27.95,28.05]	-0.0651138	-0.2724852	0.1422576
temp + phosphate	Pacific	(28.05,28.1]	0.0386320	-0.1691786	0.2464426
temp + phosphate	Pacific	(28.1, Inf]	0.6128455	0.5627204	0.6629706
temp + silicate	Atlantic	(-Inf,26]	-0.4683649	-0.5066420	-0.4300877
temp + silicate	Atlantic	(26,26.5]	-0.6653721	-0.6834515	-0.6472926
temp + silicate	Atlantic	(26.5,26.75]	-0.6535229	-0.7091937	-0.5978521
temp + silicate	Atlantic	(26.75,27]	-0.5737608	-0.6594932	-0.4880284
temp + silicate	Atlantic	(27,27.25]	-0.6033015	-0.6534511	-0.5531518
temp + silicate	Atlantic	(27.25,27.5]	-0.7519324	-0.7585449	-0.7453200
temp + silicate	Atlantic	(27.5,27.75]	-0.7362834	-0.7615098	-0.7110571
temp + silicate	Atlantic	(27.75,27.85]	-0.6131134	-0.6483544	-0.5778725
temp + silicate	Atlantic	(27.85,27.95]	-0.6395554	-0.6910335	-0.5880773
temp + silicate	Atlantic	(27.95,28.05]	-0.7310342	-0.7419601	-0.7201084
temp + silicate	Atlantic	(28.05,28.1]	-0.7545112	-0.7557933	-0.7532290
temp + silicate	Atlantic	(28.1,28.15]	-0.7568400	-0.7755013	-0.7381787
temp + silicate	Atlantic	(28.15,28.2]	-0.6113372	-0.7194395	-0.5032350
temp + silicate	Atlantic	(28.2, Inf]	-0.1205366	-0.1471833	-0.0938899
temp + silicate	Indian	(-Inf,26]	-0.5128407	-0.5983221	-0.4273593
temp + silicate	Indian	(26,26.5]	-0.6013588	-0.6079646	-0.5947529
temp + silicate	Indian	(26.5,26.75]	-0.2368715	-0.2403826	-0.2333603
temp + silicate	Indian	(26.75,27]	0.2273489	0.0867886	0.3679092
temp + silicate	Indian	(27,27.25]	0.4801557	0.4456653	0.5146462
temp + silicate	Indian	(27.25,27.5]	0.5583342	0.5342442	0.5824242
temp + silicate	Indian	(27.5,27.75]	0.5656631	0.5339933	0.5973328
temp + silicate	Indian	(27.75,27.85]	0.6643024	0.6087792	0.7198257
temp + silicate	Indian	(27.85,27.95]	0.5835048	0.5667464	0.6002633
temp + silicate	Indian	(27.95,28.05]	0.3633505	0.3472546	0.3794464
temp + silicate	Indian	(28.05,28.1]	0.1827128	0.1735410	0.1918846
temp + silicate	Indian	(28.1, Inf]	-0.0507228	-0.1274047	0.0259590
temp + silicate	Pacific	(-Inf,26]	-0.6246235	-0.6536635	-0.5955835
temp + silicate	Pacific	(26,26.5]	-0.6990560	-0.7474274	-0.6506846
temp + silicate	Pacific	(26.5,26.75]	-0.7074261	-0.7365296	-0.6783227
temp + silicate	Pacific	(26.75,27]	-0.7412948	-0.7475519	-0.7350377
temp + silicate	Pacific	(27,27.25]	-0.5816993	-0.5983017	-0.5650968
temp + silicate	Pacific	(27.25,27.5]	-0.3002172	-0.3474946	-0.2529398
temp + silicate	Pacific	(27.5,27.75]	-0.1323192	-0.2310572	-0.0335812
temp + silicate	Pacific	(27.75,27.85]	-0.0682909	-0.1778423	0.0412605
temp + silicate	Pacific	(27.85,27.95]	-0.1175186	-0.2676973	0.0326601
temp + silicate	Pacific	(27.95,28.05]	-0.1658188	-0.4236175	0.0919799
temp + silicate	Pacific	(28.05,28.1]	0.0274642	-0.1963659	0.2512942
temp + silicate	Pacific	(28.1, Inf]	0.5595702	0.4549587	0.6641817

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

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

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

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

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

Past versions of correlation_predictors-1.png

Version	Author	Date
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.5849257	0.5822741	0.5875772
aou	Atlantic	(26,26.5]	-0.1621765	-0.1916873	-0.1326658
aou	Atlantic	(26.5,26.75]	-0.4485819	-0.4600024	-0.4371615
aou	Atlantic	(26.75,27]	-0.4402325	-0.4696278	-0.4108373
aou	Atlantic	(27,27.25]	-0.4597946	-0.5773999	-0.3421893
aou	Atlantic	(27.25,27.5]	-0.5392306	-0.5921937	-0.4862676
aou	Atlantic	(27.5,27.75]	-0.7239685	-0.7329157	-0.7150213
aou	Atlantic	(27.75,27.85]	-0.8056562	-0.8178879	-0.7934245
aou	Atlantic	(27.85,27.95]	-0.8425166	-0.8639755	-0.8210577
aou	Atlantic	(27.95,28.05]	-0.8319305	-0.8511417	-0.8127193
aou	Atlantic	(28.05,28.1]	-0.8582689	-0.8639349	-0.8526030
aou	Atlantic	(28.1,28.15]	-0.9020019	-0.9032358	-0.9007681
aou	Atlantic	(28.15,28.2]	-0.9347861	-0.9360314	-0.9335408
aou	Atlantic	(28.2, Inf]	-0.5767299	-0.7598069	-0.3936528
aou	Indian	(-Inf,26]	-0.6302153	-0.7151821	-0.5452486
aou	Indian	(26,26.5]	-0.9111077	-0.9228890	-0.8993263
aou	Indian	(26.5,26.75]	-0.7588582	-0.8566419	-0.6610745
aou	Indian	(26.75,27]	-0.3726184	-0.4262343	-0.3190025
aou	Indian	(27,27.25]	0.2958465	0.2078490	0.3838439
aou	Indian	(27.25,27.5]	0.6328847	0.6035332	0.6622362
aou	Indian	(27.5,27.75]	0.5267993	0.5162140	0.5373847
aou	Indian	(27.75,27.85]	0.2769233	0.2385943	0.3152524
aou	Indian	(27.85,27.95]	0.3667909	0.3361560	0.3974258
aou	Indian	(27.95,28.05]	0.2615986	0.2583778	0.2648195
aou	Indian	(28.05,28.1]	0.2176007	0.0960825	0.3391189
aou	Indian	(28.1, Inf]	0.4616159	0.4167648	0.5064670
aou	Pacific	(-Inf,26]	0.0801242	0.0518857	0.1083626
aou	Pacific	(26,26.5]	-0.4503308	-0.5254453	-0.3752163
aou	Pacific	(26.5,26.75]	-0.1712613	-0.1732427	-0.1692799
aou	Pacific	(26.75,27]	-0.4005006	-0.4759660	-0.3250351
aou	Pacific	(27,27.25]	0.1604838	0.1405544	0.1804131
aou	Pacific	(27.25,27.5]	0.6141064	0.5822320	0.6459808
aou	Pacific	(27.5,27.75]	0.7280745	0.6865905	0.7695585
aou	Pacific	(27.75,27.85]	0.8022600	0.7879639	0.8165561
aou	Pacific	(27.85,27.95]	0.7631221	0.7372497	0.7889944
aou	Pacific	(27.95,28.05]	0.5435919	0.5267720	0.5604118
aou	Pacific	(28.05,28.1]	0.3281605	0.2989988	0.3573222
aou	Pacific	(28.1, Inf]	0.3065656	0.2968681	0.3162631
nitrate	Atlantic	(-Inf,26]	0.3647218	0.3457879	0.3836558
nitrate	Atlantic	(26,26.5]	-0.3287800	-0.3797338	-0.2778262
nitrate	Atlantic	(26.5,26.75]	-0.6202279	-0.6420114	-0.5984445
nitrate	Atlantic	(26.75,27]	-0.7150810	-0.7225507	-0.7076113
nitrate	Atlantic	(27,27.25]	-0.8229589	-0.8494696	-0.7964482
nitrate	Atlantic	(27.25,27.5]	-0.9102638	-0.9123268	-0.9082008
nitrate	Atlantic	(27.5,27.75]	-0.9537570	-0.9587919	-0.9487220
nitrate	Atlantic	(27.75,27.85]	-0.9522977	-0.9605685	-0.9440270
nitrate	Atlantic	(27.85,27.95]	-0.9346893	-0.9481081	-0.9212705
nitrate	Atlantic	(27.95,28.05]	-0.9224163	-0.9268723	-0.9179604
nitrate	Atlantic	(28.05,28.1]	-0.9188373	-0.9211195	-0.9165552
nitrate	Atlantic	(28.1,28.15]	-0.9341769	-0.9385824	-0.9297713
nitrate	Atlantic	(28.15,28.2]	-0.9629543	-0.9636408	-0.9622679
nitrate	Atlantic	(28.2, Inf]	-0.9109098	-0.9571749	-0.8646448
nitrate	Indian	(-Inf,26]	-0.6273667	-0.6966699	-0.5580634
nitrate	Indian	(26,26.5]	-0.9179141	-0.9310450	-0.9047832
nitrate	Indian	(26.5,26.75]	-0.8698269	-0.9044222	-0.8352315
nitrate	Indian	(26.75,27]	-0.6644663	-0.7070018	-0.6219309
nitrate	Indian	(27,27.25]	-0.1484750	-0.2225299	-0.0744201
nitrate	Indian	(27.25,27.5]	0.4277675	0.3516995	0.5038354
nitrate	Indian	(27.5,27.75]	0.4503310	0.4456546	0.4550074
nitrate	Indian	(27.75,27.85]	0.1450439	0.1010128	0.1890749
nitrate	Indian	(27.85,27.95]	0.1129596	0.1011321	0.1247871
nitrate	Indian	(27.95,28.05]	-0.1328078	-0.2367167	-0.0288988
nitrate	Indian	(28.05,28.1]	-0.0421635	-0.2218329	0.1375059
nitrate	Indian	(28.1, Inf]	-0.0281434	-0.1638550	0.1075682
nitrate	Pacific	(-Inf,26]	-0.0070118	-0.0225708	0.0085473
nitrate	Pacific	(26,26.5]	-0.6815163	-0.7559948	-0.6070378
nitrate	Pacific	(26.5,26.75]	-0.5849807	-0.6388635	-0.5310978
nitrate	Pacific	(26.75,27]	-0.6020396	-0.6782683	-0.5258108
nitrate	Pacific	(27,27.25]	0.1045708	0.0879743	0.1211674
nitrate	Pacific	(27.25,27.5]	0.5438467	0.5020764	0.5856170
nitrate	Pacific	(27.5,27.75]	0.6601608	0.6157125	0.7046091
nitrate	Pacific	(27.75,27.85]	0.7597884	0.7434383	0.7761386
nitrate	Pacific	(27.85,27.95]	0.7232556	0.6937222	0.7527891
nitrate	Pacific	(27.95,28.05]	0.4962863	0.4736673	0.5189053
nitrate	Pacific	(28.05,28.1]	0.2874659	0.2690045	0.3059274
nitrate	Pacific	(28.1, Inf]	0.2747605	0.2259919	0.3235292
oxygen	Atlantic	(-Inf,26]	-0.4629184	-0.4707290	-0.4551078
oxygen	Atlantic	(26,26.5]	-0.0054147	-0.0186834	0.0078540
oxygen	Atlantic	(26.5,26.75]	0.3000252	0.2836047	0.3164457
oxygen	Atlantic	(26.75,27]	0.2751994	0.2464353	0.3039635
oxygen	Atlantic	(27,27.25]	0.2559407	0.1215598	0.3903215
oxygen	Atlantic	(27.25,27.5]	0.2751488	0.1955440	0.3547535
oxygen	Atlantic	(27.5,27.75]	0.4699461	0.4250760	0.5148161
oxygen	Atlantic	(27.75,27.85]	0.5946334	0.5876267	0.6016401
oxygen	Atlantic	(27.85,27.95]	0.7003775	0.6752439	0.7255111
oxygen	Atlantic	(27.95,28.05]	0.7045855	0.6718578	0.7373132
oxygen	Atlantic	(28.05,28.1]	0.7771556	0.7567938	0.7975175
oxygen	Atlantic	(28.1,28.15]	0.8676023	0.8587896	0.8764151
oxygen	Atlantic	(28.15,28.2]	0.9266188	0.9216854	0.9315522
oxygen	Atlantic	(28.2, Inf]	0.4418737	0.2219543	0.6617930
oxygen	Indian	(-Inf,26]	0.6816780	0.6021442	0.7612119
oxygen	Indian	(26,26.5]	0.9079002	0.9014876	0.9143128
oxygen	Indian	(26.5,26.75]	0.7140565	0.5944740	0.8336391
oxygen	Indian	(26.75,27]	0.2776585	0.1859879	0.3693290
oxygen	Indian	(27,27.25]	-0.3719857	-0.4785893	-0.2653822
oxygen	Indian	(27.25,27.5]	-0.6518735	-0.6711709	-0.6325761
oxygen	Indian	(27.5,27.75]	-0.5026885	-0.5122515	-0.4931255
oxygen	Indian	(27.75,27.85]	-0.2749297	-0.3195565	-0.2303029
oxygen	Indian	(27.85,27.95]	-0.3858667	-0.4175107	-0.3542227
oxygen	Indian	(27.95,28.05]	-0.3163168	-0.3307646	-0.3018690
oxygen	Indian	(28.05,28.1]	-0.2648413	-0.3609721	-0.1687105
oxygen	Indian	(28.1, Inf]	-0.5100414	-0.5444139	-0.4756689
oxygen	Pacific	(-Inf,26]	0.1489193	0.1452152	0.1526234
oxygen	Pacific	(26,26.5]	0.3030187	0.2421381	0.3638993
oxygen	Pacific	(26.5,26.75]	-0.0010509	-0.0249662	0.0228644
oxygen	Pacific	(26.75,27]	0.2752577	0.1954928	0.3550225
oxygen	Pacific	(27,27.25]	-0.1379444	-0.1639742	-0.1119145
oxygen	Pacific	(27.25,27.5]	-0.5716994	-0.6057710	-0.5376277
oxygen	Pacific	(27.5,27.75]	-0.6834359	-0.7334651	-0.6334066
oxygen	Pacific	(27.75,27.85]	-0.7787743	-0.7926006	-0.7649480
oxygen	Pacific	(27.85,27.95]	-0.7453451	-0.7725018	-0.7181883
oxygen	Pacific	(27.95,28.05]	-0.5359995	-0.5531684	-0.5188306
oxygen	Pacific	(28.05,28.1]	-0.3303282	-0.3573653	-0.3032910
oxygen	Pacific	(28.1, Inf]	-0.3007392	-0.3086340	-0.2928445
phosphate	Atlantic	(-Inf,26]	0.2366129	0.2101210	0.2631048
phosphate	Atlantic	(26,26.5]	-0.4841921	-0.5686227	-0.3997614
phosphate	Atlantic	(26.5,26.75]	-0.7038669	-0.7309758	-0.6767580
phosphate	Atlantic	(26.75,27]	-0.7864623	-0.7907339	-0.7821908
phosphate	Atlantic	(27,27.25]	-0.8741531	-0.8913682	-0.8569380
phosphate	Atlantic	(27.25,27.5]	-0.9383360	-0.9416304	-0.9350417
phosphate	Atlantic	(27.5,27.75]	-0.9706795	-0.9739413	-0.9674177
phosphate	Atlantic	(27.75,27.85]	-0.9699427	-0.9735153	-0.9663700
phosphate	Atlantic	(27.85,27.95]	-0.9502090	-0.9587199	-0.9416981
phosphate	Atlantic	(27.95,28.05]	-0.9373671	-0.9389075	-0.9358267
phosphate	Atlantic	(28.05,28.1]	-0.9304885	-0.9367969	-0.9241802
phosphate	Atlantic	(28.1,28.15]	-0.9428911	-0.9518714	-0.9339109
phosphate	Atlantic	(28.15,28.2]	-0.9673706	-0.9677993	-0.9669419
phosphate	Atlantic	(28.2, Inf]	-0.9253545	-0.9654906	-0.8852184
phosphate	Indian	(-Inf,26]	-0.6391576	-0.7055050	-0.5728103
phosphate	Indian	(26,26.5]	-0.9188076	-0.9332519	-0.9043632
phosphate	Indian	(26.5,26.75]	-0.8701158	-0.9027444	-0.8374871
phosphate	Indian	(26.75,27]	-0.6622889	-0.7062852	-0.6182925
phosphate	Indian	(27,27.25]	-0.1465728	-0.2125603	-0.0805852
phosphate	Indian	(27.25,27.5]	0.4125718	0.3397877	0.4853559
phosphate	Indian	(27.5,27.75]	0.4038269	0.3954581	0.4121957
phosphate	Indian	(27.75,27.85]	0.0896547	0.0449308	0.1343786
phosphate	Indian	(27.85,27.95]	0.0580052	0.0460246	0.0699858
phosphate	Indian	(27.95,28.05]	-0.1698183	-0.2695775	-0.0700591
phosphate	Indian	(28.05,28.1]	-0.0918672	-0.2999762	0.1162418
phosphate	Indian	(28.1, Inf]	-0.1788701	-0.2968706	-0.0608696
phosphate	Pacific	(-Inf,26]	-0.0665106	-0.0760160	-0.0570052
phosphate	Pacific	(26,26.5]	-0.7312911	-0.7886435	-0.6739386
phosphate	Pacific	(26.5,26.75]	-0.6443081	-0.6940065	-0.5946097
phosphate	Pacific	(26.75,27]	-0.6557969	-0.7212303	-0.5903636
phosphate	Pacific	(27,27.25]	0.0882974	0.0761868	0.1004081
phosphate	Pacific	(27.25,27.5]	0.5377140	0.4958581	0.5795698
phosphate	Pacific	(27.5,27.75]	0.6348731	0.5838209	0.6859252
phosphate	Pacific	(27.75,27.85]	0.7192853	0.6900378	0.7485329
phosphate	Pacific	(27.85,27.95]	0.6745141	0.6354013	0.7136269
phosphate	Pacific	(27.95,28.05]	0.4037242	0.3796599	0.4277886
phosphate	Pacific	(28.05,28.1]	0.1464702	0.1280773	0.1648631
phosphate	Pacific	(28.1, Inf]	0.1242488	0.1085721	0.1399256
sal	Atlantic	(-Inf,26]	-0.0720357	-0.0965578	-0.0475135
sal	Atlantic	(26,26.5]	0.6491063	0.5293263	0.7688862
sal	Atlantic	(26.5,26.75]	0.7431844	0.6823078	0.8040611
sal	Atlantic	(26.75,27]	0.7539074	0.7081765	0.7996383
sal	Atlantic	(27,27.25]	0.7839794	0.7710041	0.7969548
sal	Atlantic	(27.25,27.5]	0.8173018	0.8077726	0.8268310
sal	Atlantic	(27.5,27.75]	0.7562379	0.7350734	0.7774024
sal	Atlantic	(27.75,27.85]	0.6296912	0.6051763	0.6542061
sal	Atlantic	(27.85,27.95]	0.5388486	0.4845773	0.5931199
sal	Atlantic	(27.95,28.05]	0.6254989	0.5898140	0.6611838
sal	Atlantic	(28.05,28.1]	0.7402960	0.7269904	0.7536016
sal	Atlantic	(28.1,28.15]	0.7849822	0.7524694	0.8174950
sal	Atlantic	(28.15,28.2]	0.8923129	0.8821741	0.9024517
sal	Atlantic	(28.2, Inf]	0.9036814	0.8705112	0.9368515
sal	Indian	(-Inf,26]	0.6788262	0.5916993	0.7659532
sal	Indian	(26,26.5]	0.6446455	0.5283966	0.7608944
sal	Indian	(26.5,26.75]	0.5319670	0.3181479	0.7457861
sal	Indian	(26.75,27]	0.4576650	0.2021479	0.7131821
sal	Indian	(27,27.25]	0.5384992	0.3687789	0.7082196
sal	Indian	(27.25,27.5]	0.6196747	0.5740677	0.6652817
sal	Indian	(27.5,27.75]	0.5104783	0.4195027	0.6014539
sal	Indian	(27.75,27.85]	0.3317361	0.3216430	0.3418292
sal	Indian	(27.85,27.95]	0.4825789	0.4323642	0.5327935
sal	Indian	(27.95,28.05]	0.5457714	0.5028840	0.5886588
sal	Indian	(28.05,28.1]	0.4222250	0.3433256	0.5011244
sal	Indian	(28.1, Inf]	0.5236991	0.5226126	0.5247856
sal	Pacific	(-Inf,26]	-0.0569613	-0.0937576	-0.0201650
sal	Pacific	(26,26.5]	0.5684919	0.5186969	0.6182870
sal	Pacific	(26.5,26.75]	0.6454931	0.5922812	0.6987050
sal	Pacific	(26.75,27]	0.5033318	0.4760575	0.5306061
sal	Pacific	(27,27.25]	-0.3513197	-0.3800608	-0.3225785
sal	Pacific	(27.25,27.5]	-0.4291360	-0.4711745	-0.3870976
sal	Pacific	(27.5,27.75]	-0.2279241	-0.2857127	-0.1701355
sal	Pacific	(27.75,27.85]	-0.3366926	-0.4788561	-0.1945291
sal	Pacific	(27.85,27.95]	-0.3316667	-0.4716810	-0.1916524
sal	Pacific	(27.95,28.05]	-0.1833085	-0.3055551	-0.0610620
sal	Pacific	(28.05,28.1]	-0.0973959	-0.1455920	-0.0491998
sal	Pacific	(28.1, Inf]	-0.0328057	-0.1143136	0.0487021
silicate	Atlantic	(-Inf,26]	0.1178447	0.1116434	0.1240460
silicate	Atlantic	(26,26.5]	-0.4768671	-0.5546985	-0.3990356
silicate	Atlantic	(26.5,26.75]	-0.6282785	-0.6652063	-0.5913507
silicate	Atlantic	(26.75,27]	-0.6607678	-0.6844679	-0.6370677
silicate	Atlantic	(27,27.25]	-0.7960384	-0.8226626	-0.7694141
silicate	Atlantic	(27.25,27.5]	-0.8965469	-0.9008347	-0.8922590
silicate	Atlantic	(27.5,27.75]	-0.8889851	-0.8938493	-0.8841208
silicate	Atlantic	(27.75,27.85]	-0.8911342	-0.8991285	-0.8831400
silicate	Atlantic	(27.85,27.95]	-0.8847459	-0.9050324	-0.8644594
silicate	Atlantic	(27.95,28.05]	-0.8902334	-0.8947464	-0.8857204
silicate	Atlantic	(28.05,28.1]	-0.8980054	-0.9030338	-0.8929769
silicate	Atlantic	(28.1,28.15]	-0.9243698	-0.9329489	-0.9157907
silicate	Atlantic	(28.15,28.2]	-0.9580533	-0.9587622	-0.9573444
silicate	Atlantic	(28.2, Inf]	-0.8512551	-0.9403124	-0.7621978
silicate	Indian	(-Inf,26]	-0.6062919	-0.6795767	-0.5330072
silicate	Indian	(26,26.5]	-0.9075436	-0.9174827	-0.8976044
silicate	Indian	(26.5,26.75]	-0.7935675	-0.8838342	-0.7033008
silicate	Indian	(26.75,27]	-0.4565697	-0.4879094	-0.4252301
silicate	Indian	(27,27.25]	0.0542416	0.0535797	0.0549036
silicate	Indian	(27.25,27.5]	0.5364831	0.4709992	0.6019671
silicate	Indian	(27.5,27.75]	0.6461819	0.6182684	0.6740955
silicate	Indian	(27.75,27.85]	0.3266955	0.2779073	0.3754838
silicate	Indian	(27.85,27.95]	0.2534600	0.2368576	0.2700624
silicate	Indian	(27.95,28.05]	0.0622102	0.0081009	0.1163194
silicate	Indian	(28.05,28.1]	0.0703984	-0.0581293	0.1989262
silicate	Indian	(28.1, Inf]	-0.0862516	-0.2399178	0.0674146
silicate	Pacific	(-Inf,26]	-0.0287801	-0.0384319	-0.0191283
silicate	Pacific	(26,26.5]	-0.7093811	-0.7362018	-0.6825605
silicate	Pacific	(26.5,26.75]	-0.6494546	-0.6792652	-0.6196440
silicate	Pacific	(26.75,27]	-0.5181649	-0.5717105	-0.4646193
silicate	Pacific	(27,27.25]	0.3557337	0.3500235	0.3614440
silicate	Pacific	(27.25,27.5]	0.8074770	0.7945196	0.8204345
silicate	Pacific	(27.5,27.75]	0.8698650	0.8579010	0.8818290
silicate	Pacific	(27.75,27.85]	0.8398756	0.8245254	0.8552258
silicate	Pacific	(27.85,27.95]	0.7637772	0.7372488	0.7903056
silicate	Pacific	(27.95,28.05]	0.5224468	0.5150149	0.5298788
silicate	Pacific	(28.05,28.1]	0.3044176	0.2574635	0.3513718
silicate	Pacific	(28.1, Inf]	0.2337319	0.1952916	0.2721721
temp	Atlantic	(-Inf,26]	-0.4716499	-0.5132581	-0.4300417
temp	Atlantic	(26,26.5]	0.6054210	0.4954196	0.7154224
temp	Atlantic	(26.5,26.75]	0.6595985	0.5983304	0.7208665
temp	Atlantic	(26.75,27]	0.6284791	0.5623724	0.6945857
temp	Atlantic	(27,27.25]	0.6846785	0.6712900	0.6980669
temp	Atlantic	(27.25,27.5]	0.7508816	0.7380425	0.7637207
temp	Atlantic	(27.5,27.75]	0.6993224	0.6692209	0.7294238
temp	Atlantic	(27.75,27.85]	0.6129447	0.5772498	0.6486396
temp	Atlantic	(27.85,27.95]	0.5251594	0.4639322	0.5863866
temp	Atlantic	(27.95,28.05]	0.6340542	0.6235116	0.6445967
temp	Atlantic	(28.05,28.1]	0.6751691	0.6545520	0.6957862
temp	Atlantic	(28.1,28.15]	0.6666260	0.6081639	0.7250880
temp	Atlantic	(28.15,28.2]	0.5646177	0.4384930	0.6907424
temp	Atlantic	(28.2, Inf]	0.3795090	0.2267233	0.5322946
temp	Indian	(-Inf,26]	-0.2679702	-0.2691818	-0.2667586
temp	Indian	(26,26.5]	0.4335307	0.4222372	0.4448243
temp	Indian	(26.5,26.75]	0.4900786	0.3081081	0.6720490
temp	Indian	(26.75,27]	0.5557629	0.3448907	0.7666351
temp	Indian	(27,27.25]	0.6676157	0.5320151	0.8032162
temp	Indian	(27.25,27.5]	0.6626496	0.6282694	0.6970298
temp	Indian	(27.5,27.75]	0.3659049	0.3605319	0.3712778
temp	Indian	(27.75,27.85]	0.2592317	0.1962317	0.3222317
temp	Indian	(27.85,27.95]	0.4264083	0.3932357	0.4595809
temp	Indian	(27.95,28.05]	0.4603937	0.4246281	0.4961593
temp	Indian	(28.05,28.1]	0.3693749	0.3147161	0.4240338
temp	Indian	(28.1, Inf]	0.5449786	0.5269319	0.5630252
temp	Pacific	(-Inf,26]	-0.5282097	-0.5438916	-0.5125278
temp	Pacific	(26,26.5]	0.6017604	0.5548125	0.6487084
temp	Pacific	(26.5,26.75]	0.6713443	0.6133417	0.7293469
temp	Pacific	(26.75,27]	0.5359388	0.5090224	0.5628552
temp	Pacific	(27,27.25]	-0.2181821	-0.2597815	-0.1765827
temp	Pacific	(27.25,27.5]	-0.3998443	-0.4556813	-0.3440074
temp	Pacific	(27.5,27.75]	-0.2997789	-0.3840865	-0.2154713
temp	Pacific	(27.75,27.85]	-0.2520179	-0.3834265	-0.1206092
temp	Pacific	(27.85,27.95]	-0.2219420	-0.3831743	-0.0607097
temp	Pacific	(27.95,28.05]	-0.0949087	-0.2823724	0.0925550
temp	Pacific	(28.05,28.1]	0.0381154	-0.0781067	0.1543375
temp	Pacific	(28.1, Inf]	0.2204631	0.1670042	0.2739220

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

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