eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-01-17

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: f56160f

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 f56160f. 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	035570b	jens-daniel-mueller	2022-01-17	Build site.
html	7a1a2fe	jens-daniel-mueller	2022-01-12	Build site.
html	af4b27f	jens-daniel-mueller	2022-01-12	Build site.
html	ebd7fbc	jens-daniel-mueller	2022-01-09	Build site.
html	013c119	jens-daniel-mueller	2022-01-08	Build site.
html	984b603	jens-daniel-mueller	2022-01-06	Build site.
html	2dc49a1	jens-daniel-mueller	2022-01-06	Build site.
html	8d17c91	jens-daniel-mueller	2022-01-05	Build site.
html	dcb68b6	jens-daniel-mueller	2022-01-05	Build site.
html	719a008	jens-daniel-mueller	2022-01-05	Build site.
html	6450fc1	jens-daniel-mueller	2022-01-05	Build site.
html	dfed6a1	jens-daniel-mueller	2022-01-05	Build site.
html	d5af0d7	jens-daniel-mueller	2022-01-04	Build site.
html	f39db85	jens-daniel-mueller	2022-01-04	Build site.
html	4fa937d	jens-daniel-mueller	2022-01-03	Build site.
html	da28869	jens-daniel-mueller	2021-12-23	Build site.
html	8900388	jens-daniel-mueller	2021-12-23	Build site.
html	afdc482	jens-daniel-mueller	2021-12-21	Build site.
html	2fe7f8e	jens-daniel-mueller	2021-12-08	Build site.
html	a768c5d	jens-daniel-mueller	2021-12-07	Build site.
html	a7c514b	jens-daniel-mueller	2021-12-07	Build site.
html	bc1edbd	jens-daniel-mueller	2021-12-07	Build site.
html	6cfccf7	jens-daniel-mueller	2021-12-06	Build site.
html	3c60929	jens-daniel-mueller	2021-12-06	Build site.
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
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
035570b	jens-daniel-mueller	2022-01-17
af4b27f	jens-daniel-mueller	2022-01-12
ebd7fbc	jens-daniel-mueller	2022-01-09
013c119	jens-daniel-mueller	2022-01-08
984b603	jens-daniel-mueller	2022-01-06
2dc49a1	jens-daniel-mueller	2022-01-06
8d17c91	jens-daniel-mueller	2022-01-05
dcb68b6	jens-daniel-mueller	2022-01-05
6450fc1	jens-daniel-mueller	2022-01-05
dfed6a1	jens-daniel-mueller	2022-01-05
d5af0d7	jens-daniel-mueller	2022-01-04
f39db85	jens-daniel-mueller	2022-01-04
4fa937d	jens-daniel-mueller	2022-01-03
da28869	jens-daniel-mueller	2021-12-23
8900388	jens-daniel-mueller	2021-12-23
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9117050	0.9093254	0.9140847
aou + nitrate	Atlantic	(26,26.5]	0.9499100	0.9460617	0.9537583
aou + nitrate	Atlantic	(26.5,26.75]	0.9495883	0.9477982	0.9513784
aou + nitrate	Atlantic	(26.75,27]	0.8764600	0.8601546	0.8927655
aou + nitrate	Atlantic	(27,27.25]	0.8063806	0.7766531	0.8361080
aou + nitrate	Atlantic	(27.25,27.5]	0.7203611	0.6613850	0.7793373
aou + nitrate	Atlantic	(27.5,27.75]	0.8198522	0.8047856	0.8349188
aou + nitrate	Atlantic	(27.75,27.85]	0.9161535	0.9134129	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9269362	0.9178862	0.9359863
aou + nitrate	Atlantic	(27.95,28.05]	0.9346354	0.9133721	0.9558988
aou + nitrate	Atlantic	(28.05,28.1]	0.9603697	0.9472065	0.9735329
aou + nitrate	Atlantic	(28.1,28.15]	0.9721492	0.9696967	0.9746017
aou + nitrate	Atlantic	(28.15,28.2]	0.9869761	0.9852283	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8450120	0.7937318	0.8962922
aou + nitrate	Indian	(-Inf,26]	0.9902786	0.9860231	0.9945341
aou + nitrate	Indian	(26,26.5]	0.9802442	0.9714675	0.9890209
aou + nitrate	Indian	(26.5,26.75]	0.9512713	0.9472815	0.9552611
aou + nitrate	Indian	(26.75,27]	0.9191851	0.9092191	0.9291510
aou + nitrate	Indian	(27,27.25]	0.8795528	0.8648383	0.8942674
aou + nitrate	Indian	(27.25,27.5]	0.9146517	0.9059939	0.9233095
aou + nitrate	Indian	(27.5,27.75]	0.9393318	0.9175612	0.9611023
aou + nitrate	Indian	(27.75,27.85]	0.8889966	0.8525182	0.9254750
aou + nitrate	Indian	(27.85,27.95]	0.8606563	0.8180784	0.9032343
aou + nitrate	Indian	(27.95,28.05]	0.8049891	0.7378668	0.8721115
aou + nitrate	Indian	(28.05,28.1]	0.9048598	0.8494837	0.9602359
aou + nitrate	Indian	(28.1, Inf]	0.6078679	0.5436419	0.6720939
aou + nitrate	Pacific	(-Inf,26]	0.8753347	0.8553936	0.8952758
aou + nitrate	Pacific	(26,26.5]	0.8591894	0.8555231	0.8628558
aou + nitrate	Pacific	(26.5,26.75]	0.7998749	0.7668111	0.8329387
aou + nitrate	Pacific	(26.75,27]	0.9179156	0.9067478	0.9290833
aou + nitrate	Pacific	(27,27.25]	0.9735582	0.9722076	0.9749088
aou + nitrate	Pacific	(27.25,27.5]	0.9801144	0.9779997	0.9822291
aou + nitrate	Pacific	(27.5,27.75]	0.9824814	0.9809073	0.9840555
aou + nitrate	Pacific	(27.75,27.85]	0.9897504	0.9895870	0.9899137
aou + nitrate	Pacific	(27.85,27.95]	0.9890029	0.9875326	0.9904732
aou + nitrate	Pacific	(27.95,28.05]	0.9787948	0.9740996	0.9834899
aou + nitrate	Pacific	(28.05,28.1]	0.9772732	0.9664336	0.9881127
aou + nitrate	Pacific	(28.1, Inf]	0.9569660	0.9503497	0.9635824
aou + oxygen	Atlantic	(-Inf,26]	-0.9421615	-0.9441375	-0.9401856
aou + oxygen	Atlantic	(26,26.5]	-0.9570752	-0.9658492	-0.9483013
aou + oxygen	Atlantic	(26.5,26.75]	-0.9706274	-0.9747021	-0.9665526
aou + oxygen	Atlantic	(26.75,27]	-0.9604155	-0.9716545	-0.9491764
aou + oxygen	Atlantic	(27,27.25]	-0.9641213	-0.9728987	-0.9553438
aou + oxygen	Atlantic	(27.25,27.5]	-0.9492220	-0.9635132	-0.9349309
aou + oxygen	Atlantic	(27.5,27.75]	-0.9254682	-0.9301427	-0.9207936
aou + oxygen	Atlantic	(27.75,27.85]	-0.9580478	-0.9613130	-0.9547826
aou + oxygen	Atlantic	(27.85,27.95]	-0.9733895	-0.9762739	-0.9705052
aou + oxygen	Atlantic	(27.95,28.05]	-0.9692376	-0.9812281	-0.9572470
aou + oxygen	Atlantic	(28.05,28.1]	-0.9838458	-0.9900691	-0.9776224
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897207	-0.9900216	-0.9894198
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949911	-0.9965560	-0.9934261
aou + oxygen	Atlantic	(28.2, Inf]	-0.9816045	-0.9836417	-0.9795673
aou + oxygen	Indian	(-Inf,26]	-0.9924083	-0.9941004	-0.9907162
aou + oxygen	Indian	(26,26.5]	-0.9971457	-0.9974361	-0.9968553
aou + oxygen	Indian	(26.5,26.75]	-0.9961506	-0.9969753	-0.9953260
aou + oxygen	Indian	(26.75,27]	-0.9944225	-0.9966197	-0.9922253
aou + oxygen	Indian	(27,27.25]	-0.9949668	-0.9964015	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9964719	-0.9971038	-0.9958399
aou + oxygen	Indian	(27.5,27.75]	-0.9969908	-0.9973775	-0.9966041
aou + oxygen	Indian	(27.75,27.85]	-0.9970925	-0.9978095	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9951203	-0.9959154	-0.9943252
aou + oxygen	Indian	(27.95,28.05]	-0.9899917	-0.9922281	-0.9877553
aou + oxygen	Indian	(28.05,28.1]	-0.9913605	-0.9963026	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9862932	-0.9896626	-0.9829238
aou + oxygen	Pacific	(-Inf,26]	-0.8412253	-0.8446302	-0.8378204
aou + oxygen	Pacific	(26,26.5]	-0.9712843	-0.9739764	-0.9685921
aou + oxygen	Pacific	(26.5,26.75]	-0.9738017	-0.9760019	-0.9716015
aou + oxygen	Pacific	(26.75,27]	-0.9795590	-0.9813905	-0.9777276
aou + oxygen	Pacific	(27,27.25]	-0.9944593	-0.9949324	-0.9939861
aou + oxygen	Pacific	(27.25,27.5]	-0.9959529	-0.9965231	-0.9953828
aou + oxygen	Pacific	(27.5,27.75]	-0.9956708	-0.9970010	-0.9943407
aou + oxygen	Pacific	(27.75,27.85]	-0.9967666	-0.9977920	-0.9957412
aou + oxygen	Pacific	(27.85,27.95]	-0.9970790	-0.9982939	-0.9958640
aou + oxygen	Pacific	(27.95,28.05]	-0.9978151	-0.9987333	-0.9968968
aou + oxygen	Pacific	(28.05,28.1]	-0.9989930	-0.9991041	-0.9988819
aou + oxygen	Pacific	(28.1, Inf]	-0.9953257	-0.9962077	-0.9944437
aou + phosphate	Atlantic	(-Inf,26]	0.6487047	0.5711671	0.7262423
aou + phosphate	Atlantic	(26,26.5]	0.8427329	0.8204169	0.8650489
aou + phosphate	Atlantic	(26.5,26.75]	0.8821840	0.8782738	0.8860942
aou + phosphate	Atlantic	(26.75,27]	0.7999231	0.7908124	0.8090337
aou + phosphate	Atlantic	(27,27.25]	0.7275309	0.7071370	0.7479248
aou + phosphate	Atlantic	(27.25,27.5]	0.6394563	0.5492906	0.7296220
aou + phosphate	Atlantic	(27.5,27.75]	0.7885595	0.7702942	0.8068247
aou + phosphate	Atlantic	(27.75,27.85]	0.8985547	0.8938784	0.9032309
aou + phosphate	Atlantic	(27.85,27.95]	0.9216646	0.9107070	0.9326221
aou + phosphate	Atlantic	(27.95,28.05]	0.9303423	0.9055462	0.9551384
aou + phosphate	Atlantic	(28.05,28.1]	0.9565404	0.9419269	0.9711539
aou + phosphate	Atlantic	(28.1,28.15]	0.9679465	0.9671368	0.9687562
aou + phosphate	Atlantic	(28.15,28.2]	0.9865664	0.9852266	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8424178	0.7884639	0.8963717
aou + phosphate	Indian	(-Inf,26]	0.9946944	0.9933261	0.9960627
aou + phosphate	Indian	(26,26.5]	0.9939601	0.9915165	0.9964037
aou + phosphate	Indian	(26.5,26.75]	0.9675788	0.9604093	0.9747484
aou + phosphate	Indian	(26.75,27]	0.9412597	0.9212090	0.9613105
aou + phosphate	Indian	(27,27.25]	0.9173061	0.8892209	0.9453913
aou + phosphate	Indian	(27.25,27.5]	0.9431806	0.9313234	0.9550378
aou + phosphate	Indian	(27.5,27.75]	0.9576650	0.9510759	0.9642541
aou + phosphate	Indian	(27.75,27.85]	0.9221021	0.9055534	0.9386507
aou + phosphate	Indian	(27.85,27.95]	0.8688228	0.8363585	0.9012871
aou + phosphate	Indian	(27.95,28.05]	0.8244791	0.7703907	0.8785675
aou + phosphate	Indian	(28.05,28.1]	0.9133423	0.8650477	0.9616368
aou + phosphate	Indian	(28.1, Inf]	0.6000820	0.5572655	0.6428986
aou + phosphate	Pacific	(-Inf,26]	0.8799289	0.8629421	0.8969157
aou + phosphate	Pacific	(26,26.5]	0.8976125	0.8756080	0.9196170
aou + phosphate	Pacific	(26.5,26.75]	0.8232322	0.8004585	0.8460058
aou + phosphate	Pacific	(26.75,27]	0.9264167	0.9109845	0.9418488
aou + phosphate	Pacific	(27,27.25]	0.9797404	0.9790175	0.9804633
aou + phosphate	Pacific	(27.25,27.5]	0.9834363	0.9828370	0.9840356
aou + phosphate	Pacific	(27.5,27.75]	0.9815825	0.9795178	0.9836472
aou + phosphate	Pacific	(27.75,27.85]	0.9869772	0.9868994	0.9870551
aou + phosphate	Pacific	(27.85,27.95]	0.9866989	0.9863461	0.9870518
aou + phosphate	Pacific	(27.95,28.05]	0.9803230	0.9791571	0.9814889
aou + phosphate	Pacific	(28.05,28.1]	0.9774993	0.9707981	0.9842006
aou + phosphate	Pacific	(28.1, Inf]	0.9531522	0.9506062	0.9556982
aou + silicate	Atlantic	(-Inf,26]	0.4107298	0.3009804	0.5204792
aou + silicate	Atlantic	(26,26.5]	0.7845607	0.7213543	0.8477670
aou + silicate	Atlantic	(26.5,26.75]	0.8960180	0.8784075	0.9136285
aou + silicate	Atlantic	(26.75,27]	0.8430838	0.8188354	0.8673322
aou + silicate	Atlantic	(27,27.25]	0.6560642	0.6318059	0.6803225
aou + silicate	Atlantic	(27.25,27.5]	0.3802554	0.2268263	0.5336844
aou + silicate	Atlantic	(27.5,27.75]	0.5037126	0.4399753	0.5674499
aou + silicate	Atlantic	(27.75,27.85]	0.7659865	0.7350044	0.7969686
aou + silicate	Atlantic	(27.85,27.95]	0.8429146	0.8238486	0.8619806
aou + silicate	Atlantic	(27.95,28.05]	0.9121128	0.8858976	0.9383280
aou + silicate	Atlantic	(28.05,28.1]	0.9607710	0.9500197	0.9715223
aou + silicate	Atlantic	(28.1,28.15]	0.9680320	0.9679716	0.9680924
aou + silicate	Atlantic	(28.15,28.2]	0.9861928	0.9854123	0.9869734
aou + silicate	Atlantic	(28.2, Inf]	0.8304744	0.7762342	0.8847145
aou + silicate	Indian	(-Inf,26]	0.9135854	0.8735178	0.9536530
aou + silicate	Indian	(26,26.5]	0.9441094	0.9301856	0.9580332
aou + silicate	Indian	(26.5,26.75]	0.9642197	0.9572159	0.9712234
aou + silicate	Indian	(26.75,27]	0.9762699	0.9746343	0.9779055
aou + silicate	Indian	(27,27.25]	0.9230788	0.9073840	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8700346	0.8444933	0.8955759
aou + silicate	Indian	(27.5,27.75]	0.8511840	0.8320880	0.8702801
aou + silicate	Indian	(27.75,27.85]	0.8636633	0.8246495	0.9026771
aou + silicate	Indian	(27.85,27.95]	0.8437883	0.8015062	0.8860704
aou + silicate	Indian	(27.95,28.05]	0.8600148	0.8230362	0.8969934
aou + silicate	Indian	(28.05,28.1]	0.9509860	0.9406044	0.9613677
aou + silicate	Indian	(28.1, Inf]	0.4048751	0.3616321	0.4481180
aou + silicate	Pacific	(-Inf,26]	0.6431574	0.5990408	0.6872740
aou + silicate	Pacific	(26,26.5]	0.5679809	0.5396865	0.5962753
aou + silicate	Pacific	(26.5,26.75]	0.3802068	0.3791763	0.3812372
aou + silicate	Pacific	(26.75,27]	0.6891216	0.6836127	0.6946304
aou + silicate	Pacific	(27,27.25]	0.9040973	0.8934845	0.9147102
aou + silicate	Pacific	(27.25,27.5]	0.9246706	0.9159447	0.9333965
aou + silicate	Pacific	(27.5,27.75]	0.9327930	0.9182913	0.9472947
aou + silicate	Pacific	(27.75,27.85]	0.9680740	0.9663693	0.9697786
aou + silicate	Pacific	(27.85,27.95]	0.9656344	0.9651428	0.9661260
aou + silicate	Pacific	(27.95,28.05]	0.9523494	0.9444066	0.9602921
aou + silicate	Pacific	(28.05,28.1]	0.9575615	0.9467612	0.9683618
aou + silicate	Pacific	(28.1, Inf]	0.8195797	0.7813656	0.8577939
nitrate + silicate	Atlantic	(-Inf,26]	0.6360836	0.5244257	0.7477414
nitrate + silicate	Atlantic	(26,26.5]	0.8886957	0.8482174	0.9291739
nitrate + silicate	Atlantic	(26.5,26.75]	0.9462515	0.9282231	0.9642799
nitrate + silicate	Atlantic	(26.75,27]	0.9077216	0.8882080	0.9272353
nitrate + silicate	Atlantic	(27,27.25]	0.8926386	0.8837978	0.9014794
nitrate + silicate	Atlantic	(27.25,27.5]	0.8218313	0.7620774	0.8815852
nitrate + silicate	Atlantic	(27.5,27.75]	0.8499147	0.8216528	0.8781765
nitrate + silicate	Atlantic	(27.75,27.85]	0.9349026	0.9226460	0.9471592
nitrate + silicate	Atlantic	(27.85,27.95]	0.9669016	0.9648032	0.9690000
nitrate + silicate	Atlantic	(27.95,28.05]	0.9829206	0.9822185	0.9836226
nitrate + silicate	Atlantic	(28.05,28.1]	0.9896949	0.9883508	0.9910389
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897329	0.9886100	0.9908558
nitrate + silicate	Atlantic	(28.15,28.2]	0.9931484	0.9927769	0.9935198
nitrate + silicate	Atlantic	(28.2, Inf]	0.9770455	0.9683042	0.9857867
nitrate + silicate	Indian	(-Inf,26]	0.9322404	0.9016191	0.9628618
nitrate + silicate	Indian	(26,26.5]	0.9516330	0.9435462	0.9597199
nitrate + silicate	Indian	(26.5,26.75]	0.9440663	0.9411246	0.9470081
nitrate + silicate	Indian	(26.75,27]	0.9331953	0.9221554	0.9442353
nitrate + silicate	Indian	(27,27.25]	0.9334433	0.9329998	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9224711	0.9078695	0.9370727
nitrate + silicate	Indian	(27.5,27.75]	0.8471675	0.8365482	0.8577868
nitrate + silicate	Indian	(27.75,27.85]	0.7954291	0.7560988	0.8347594
nitrate + silicate	Indian	(27.85,27.95]	0.8429347	0.8249782	0.8608913
nitrate + silicate	Indian	(27.95,28.05]	0.8919620	0.8820596	0.9018643
nitrate + silicate	Indian	(28.05,28.1]	0.9537562	0.9389078	0.9686046
nitrate + silicate	Indian	(28.1, Inf]	0.8138357	0.8069563	0.8207150
nitrate + silicate	Pacific	(-Inf,26]	0.8442687	0.8437764	0.8447610
nitrate + silicate	Pacific	(26,26.5]	0.8051998	0.7936684	0.8167313
nitrate + silicate	Pacific	(26.5,26.75]	0.7431888	0.7026084	0.7837693
nitrate + silicate	Pacific	(26.75,27]	0.8302342	0.8056776	0.8547909
nitrate + silicate	Pacific	(27,27.25]	0.9138388	0.8991333	0.9285443
nitrate + silicate	Pacific	(27.25,27.5]	0.9027631	0.8912499	0.9142763
nitrate + silicate	Pacific	(27.5,27.75]	0.9029751	0.8887480	0.9172022
nitrate + silicate	Pacific	(27.75,27.85]	0.9501299	0.9478997	0.9523601
nitrate + silicate	Pacific	(27.85,27.95]	0.9618063	0.9566827	0.9669299
nitrate + silicate	Pacific	(27.95,28.05]	0.9445056	0.9190630	0.9699483
nitrate + silicate	Pacific	(28.05,28.1]	0.9434334	0.9152266	0.9716402
nitrate + silicate	Pacific	(28.1, Inf]	0.9053284	0.8930997	0.9175572
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8164748	-0.8214049	-0.8115447
oxygen + nitrate	Atlantic	(26,26.5]	-0.8367976	-0.8544367	-0.8191585
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8546335	-0.8622324	-0.8470347
oxygen + nitrate	Atlantic	(26.75,27]	-0.7403732	-0.7805719	-0.7001745
oxygen + nitrate	Atlantic	(27,27.25]	-0.6396126	-0.7019323	-0.5772929
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4882936	-0.5279757	-0.4486115
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5642057	-0.5752753	-0.5531361
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7705574	-0.7811391	-0.7599757
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8242837	-0.8469624	-0.8016050
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8285953	-0.8924373	-0.7647534
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9038721	-0.9412819	-0.8664623
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9355341	-0.9369071	-0.9341611
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9759406	-0.9790901	-0.9727912
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7504268	-0.8269448	-0.6739087
oxygen + nitrate	Indian	(-Inf,26]	-0.9751711	-0.9826760	-0.9676662
oxygen + nitrate	Indian	(26,26.5]	-0.9665521	-0.9771149	-0.9559894
oxygen + nitrate	Indian	(26.5,26.75]	-0.9232642	-0.9244241	-0.9221044
oxygen + nitrate	Indian	(26.75,27]	-0.8746490	-0.8976726	-0.8516254
oxygen + nitrate	Indian	(27,27.25]	-0.8294816	-0.8554294	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8806691	-0.8943853	-0.8669528
oxygen + nitrate	Indian	(27.5,27.75]	-0.9223375	-0.9478110	-0.8968640
oxygen + nitrate	Indian	(27.75,27.85]	-0.8693960	-0.9097862	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8180781	-0.8697828	-0.7663733
oxygen + nitrate	Indian	(27.95,28.05]	-0.7220441	-0.8100473	-0.6340410
oxygen + nitrate	Indian	(28.05,28.1]	-0.8486915	-0.9365914	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4802023	-0.5640721	-0.3963325
oxygen + nitrate	Pacific	(-Inf,26]	-0.5480257	-0.5940614	-0.5019899
oxygen + nitrate	Pacific	(26,26.5]	-0.7256201	-0.7405342	-0.7107060
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6560401	-0.7059316	-0.6061486
oxygen + nitrate	Pacific	(26.75,27]	-0.8296504	-0.8519557	-0.8073451
oxygen + nitrate	Pacific	(27,27.25]	-0.9503632	-0.9528776	-0.9478488
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9686927	-0.9721403	-0.9652452
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9746137	-0.9787450	-0.9704824
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846698	-0.9868653	-0.9824744
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9825371	-0.9842502	-0.9808240
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9712440	-0.9718087	-0.9706793
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9717842	-0.9830097	-0.9605587
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9292288	-0.9423346	-0.9161230
oxygen + phosphate	Atlantic	(-Inf,26]	-0.4695392	-0.5599394	-0.3791390
oxygen + phosphate	Atlantic	(26,26.5]	-0.6650097	-0.7169125	-0.6131069
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7489204	-0.7620061	-0.7358346
oxygen + phosphate	Atlantic	(26.75,27]	-0.6295760	-0.6645681	-0.5945840
oxygen + phosphate	Atlantic	(27,27.25]	-0.5363643	-0.5885723	-0.4841562
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3870006	-0.4582377	-0.3157634
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5156980	-0.5310209	-0.5003750
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7419517	-0.7553145	-0.7285890
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8149709	-0.8403627	-0.7895791
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8209755	-0.8896287	-0.7523224
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8969571	-0.9365125	-0.8574016
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9273329	-0.9301839	-0.9244820
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9742985	-0.9773076	-0.9712894
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7468975	-0.8265349	-0.6672601
oxygen + phosphate	Indian	(-Inf,26]	-0.9834472	-0.9849783	-0.9819161
oxygen + phosphate	Indian	(26,26.5]	-0.9852684	-0.9907296	-0.9798071
oxygen + phosphate	Indian	(26.5,26.75]	-0.9439899	-0.9572179	-0.9307619
oxygen + phosphate	Indian	(26.75,27]	-0.9028083	-0.9383330	-0.8672837
oxygen + phosphate	Indian	(27,27.25]	-0.8763554	-0.9191672	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9173047	-0.9366887	-0.8979208
oxygen + phosphate	Indian	(27.5,27.75]	-0.9455714	-0.9544743	-0.9366684
oxygen + phosphate	Indian	(27.75,27.85]	-0.9012698	-0.9210964	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8226285	-0.8632247	-0.7820322
oxygen + phosphate	Indian	(27.95,28.05]	-0.7442070	-0.8178131	-0.6706009
oxygen + phosphate	Indian	(28.05,28.1]	-0.8605449	-0.9401003	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.4746307	-0.5362163	-0.4130452
oxygen + phosphate	Pacific	(-Inf,26]	-0.6033061	-0.6386816	-0.5679306
oxygen + phosphate	Pacific	(26,26.5]	-0.7754448	-0.8144614	-0.7364282
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6805903	-0.7170374	-0.6441431
oxygen + phosphate	Pacific	(26.75,27]	-0.8381363	-0.8657742	-0.8104984
oxygen + phosphate	Pacific	(27,27.25]	-0.9579731	-0.9584003	-0.9575459
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9730062	-0.9738579	-0.9721545
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9743515	-0.9790731	-0.9696298
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9819317	-0.9839122	-0.9799511
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9800575	-0.9828967	-0.9772183
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9729264	-0.9757087	-0.9701441
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9723399	-0.9785646	-0.9661151
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9262760	-0.9340793	-0.9184727
oxygen + silicate	Atlantic	(-Inf,26]	-0.2231740	-0.3236154	-0.1227326
oxygen + silicate	Atlantic	(26,26.5]	-0.6225442	-0.7117835	-0.5333049
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7933870	-0.8210376	-0.7657365
oxygen + silicate	Atlantic	(26.75,27]	-0.7008766	-0.7549750	-0.6467782
oxygen + silicate	Atlantic	(27,27.25]	-0.4695685	-0.5214548	-0.4176822
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1132194	-0.2367330	0.0102941
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1829833	-0.2466301	-0.1193364
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5741488	-0.6118131	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7083461	-0.7444105	-0.6722816
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7912049	-0.8611883	-0.7212216
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9013726	-0.9340009	-0.8687442
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9279025	-0.9287855	-0.9270196
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9776098	-0.9778313	-0.9773882
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7368816	-0.8146677	-0.6590955
oxygen + silicate	Indian	(-Inf,26]	-0.8766314	-0.9337549	-0.8195080
oxygen + silicate	Indian	(26,26.5]	-0.9295531	-0.9473879	-0.9117182
oxygen + silicate	Indian	(26.5,26.75]	-0.9521260	-0.9601058	-0.9441463
oxygen + silicate	Indian	(26.75,27]	-0.9611236	-0.9621266	-0.9601207
oxygen + silicate	Indian	(27,27.25]	-0.8899464	-0.9028356	-0.8770572
oxygen + silicate	Indian	(27.25,27.5]	-0.8334867	-0.8586480	-0.8083255
oxygen + silicate	Indian	(27.5,27.75]	-0.8174851	-0.8360854	-0.7988848
oxygen + silicate	Indian	(27.75,27.85]	-0.8384814	-0.8857752	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7992499	-0.8533093	-0.7451904
oxygen + silicate	Indian	(27.95,28.05]	-0.7936538	-0.8496183	-0.7376894
oxygen + silicate	Indian	(28.05,28.1]	-0.9148028	-0.9453668	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2745984	-0.3043884	-0.2448084
oxygen + silicate	Pacific	(-Inf,26]	-0.2785054	-0.3562174	-0.2007934
oxygen + silicate	Pacific	(26,26.5]	-0.3919998	-0.4291790	-0.3548207
oxygen + silicate	Pacific	(26.5,26.75]	-0.1856613	-0.1986275	-0.1726951
oxygen + silicate	Pacific	(26.75,27]	-0.5448221	-0.5482466	-0.5413975
oxygen + silicate	Pacific	(27,27.25]	-0.8620449	-0.8756792	-0.8484105
oxygen + silicate	Pacific	(27.25,27.5]	-0.8929316	-0.9054197	-0.8804436
oxygen + silicate	Pacific	(27.5,27.75]	-0.9032226	-0.9260629	-0.8803823
oxygen + silicate	Pacific	(27.75,27.85]	-0.9531539	-0.9581347	-0.9481732
oxygen + silicate	Pacific	(27.85,27.95]	-0.9519919	-0.9548395	-0.9491442
oxygen + silicate	Pacific	(27.95,28.05]	-0.9378799	-0.9441407	-0.9316190
oxygen + silicate	Pacific	(28.05,28.1]	-0.9485545	-0.9595837	-0.9375253
oxygen + silicate	Pacific	(28.1, Inf]	-0.7686578	-0.8152543	-0.7220613
phosphate + nitrate	Atlantic	(-Inf,26]	0.8264536	0.7715051	0.8814020
phosphate + nitrate	Atlantic	(26,26.5]	0.9469356	0.9322228	0.9616485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9771979	0.9747262	0.9796696
phosphate + nitrate	Atlantic	(26.75,27]	0.9803593	0.9792629	0.9814557
phosphate + nitrate	Atlantic	(27,27.25]	0.9858461	0.9841388	0.9875534
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9892039	0.9850940	0.9933139
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9951031	0.9949637	0.9952424
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9963760	0.9956795	0.9970726
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9955336	0.9944587	0.9966085
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9953355	0.9937844	0.9968865
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943643	0.9924794	0.9962493
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946184	0.9929004	0.9963365
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978877	0.9974875	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9958162	0.9957834	0.9958491
phosphate + nitrate	Indian	(-Inf,26]	0.9904530	0.9834130	0.9974929
phosphate + nitrate	Indian	(26,26.5]	0.9833852	0.9701782	0.9965923
phosphate + nitrate	Indian	(26.5,26.75]	0.9834738	0.9697075	0.9972401
phosphate + nitrate	Indian	(26.75,27]	0.9818721	0.9681687	0.9955755
phosphate + nitrate	Indian	(27,27.25]	0.9728999	0.9540477	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9714158	0.9591913	0.9836403
phosphate + nitrate	Indian	(27.5,27.75]	0.9627907	0.9525850	0.9729965
phosphate + nitrate	Indian	(27.75,27.85]	0.9491450	0.9253443	0.9729458
phosphate + nitrate	Indian	(27.85,27.95]	0.9650825	0.9556346	0.9745305
phosphate + nitrate	Indian	(27.95,28.05]	0.9820221	0.9770942	0.9869501
phosphate + nitrate	Indian	(28.05,28.1]	0.9872192	0.9829883	0.9914502
phosphate + nitrate	Indian	(28.1, Inf]	0.9500564	0.9348652	0.9652477
phosphate + nitrate	Pacific	(-Inf,26]	0.9560057	0.9515892	0.9604221
phosphate + nitrate	Pacific	(26,26.5]	0.9599176	0.9482391	0.9715960
phosphate + nitrate	Pacific	(26.5,26.75]	0.9530414	0.9498932	0.9561896
phosphate + nitrate	Pacific	(26.75,27]	0.9805609	0.9796918	0.9814301
phosphate + nitrate	Pacific	(27,27.25]	0.9904035	0.9897365	0.9910705
phosphate + nitrate	Pacific	(27.25,27.5]	0.9925316	0.9918634	0.9931999
phosphate + nitrate	Pacific	(27.5,27.75]	0.9939660	0.9937701	0.9941620
phosphate + nitrate	Pacific	(27.75,27.85]	0.9929392	0.9920367	0.9938417
phosphate + nitrate	Pacific	(27.85,27.95]	0.9917203	0.9892920	0.9941486
phosphate + nitrate	Pacific	(27.95,28.05]	0.9809663	0.9696594	0.9922733
phosphate + nitrate	Pacific	(28.05,28.1]	0.9712130	0.9553516	0.9870743
phosphate + nitrate	Pacific	(28.1, Inf]	0.9769491	0.9733029	0.9805953
phosphate + silicate	Atlantic	(-Inf,26]	0.7928419	0.7374635	0.8482203
phosphate + silicate	Atlantic	(26,26.5]	0.9323212	0.9019935	0.9626489
phosphate + silicate	Atlantic	(26.5,26.75]	0.9421135	0.9275975	0.9566296
phosphate + silicate	Atlantic	(26.75,27]	0.9090600	0.8994368	0.9186831
phosphate + silicate	Atlantic	(27,27.25]	0.9138226	0.8981392	0.9295059
phosphate + silicate	Atlantic	(27.25,27.5]	0.8653574	0.8260405	0.9046743
phosphate + silicate	Atlantic	(27.5,27.75]	0.8730130	0.8514308	0.8945952
phosphate + silicate	Atlantic	(27.75,27.85]	0.9448921	0.9359626	0.9538216
phosphate + silicate	Atlantic	(27.85,27.95]	0.9709543	0.9705519	0.9713567
phosphate + silicate	Atlantic	(27.95,28.05]	0.9845416	0.9833260	0.9857573
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908700	0.9895048	0.9922351
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919595	0.9912018	0.9927171
phosphate + silicate	Atlantic	(28.15,28.2]	0.9933379	0.9921100	0.9945658
phosphate + silicate	Atlantic	(28.2, Inf]	0.9768126	0.9662694	0.9873559
phosphate + silicate	Indian	(-Inf,26]	0.9189895	0.8742434	0.9637356
phosphate + silicate	Indian	(26,26.5]	0.9517758	0.9401634	0.9633882
phosphate + silicate	Indian	(26.5,26.75]	0.9511808	0.9498559	0.9525056
phosphate + silicate	Indian	(26.75,27]	0.9472920	0.9358787	0.9587053
phosphate + silicate	Indian	(27,27.25]	0.9371072	0.9256892	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9064361	0.8687362	0.9441361
phosphate + silicate	Indian	(27.5,27.75]	0.8555337	0.8138790	0.8971885
phosphate + silicate	Indian	(27.75,27.85]	0.8791752	0.8762295	0.8821209
phosphate + silicate	Indian	(27.85,27.95]	0.9019747	0.9005787	0.9033707
phosphate + silicate	Indian	(27.95,28.05]	0.9124641	0.9120279	0.9129002
phosphate + silicate	Indian	(28.05,28.1]	0.9568064	0.9487560	0.9648569
phosphate + silicate	Indian	(28.1, Inf]	0.7953963	0.7817725	0.8090202
phosphate + silicate	Pacific	(-Inf,26]	0.7612258	0.7505477	0.7719040
phosphate + silicate	Pacific	(26,26.5]	0.7615372	0.7457427	0.7773318
phosphate + silicate	Pacific	(26.5,26.75]	0.7041749	0.6608191	0.7475308
phosphate + silicate	Pacific	(26.75,27]	0.8288189	0.8009808	0.8566570
phosphate + silicate	Pacific	(27,27.25]	0.9197509	0.9043795	0.9351223
phosphate + silicate	Pacific	(27.25,27.5]	0.9067746	0.8925148	0.9210344
phosphate + silicate	Pacific	(27.5,27.75]	0.9019216	0.8865141	0.9173291
phosphate + silicate	Pacific	(27.75,27.85]	0.9526835	0.9501203	0.9552468
phosphate + silicate	Pacific	(27.85,27.95]	0.9672001	0.9645923	0.9698079
phosphate + silicate	Pacific	(27.95,28.05]	0.9585197	0.9480846	0.9689548
phosphate + silicate	Pacific	(28.05,28.1]	0.9558989	0.9407762	0.9710216
phosphate + silicate	Pacific	(28.1, Inf]	0.8918385	0.8729712	0.9107057
sal + aou	Atlantic	(-Inf,26]	0.0283921	0.0082163	0.0485679
sal + aou	Atlantic	(26,26.5]	-0.1890216	-0.2064854	-0.1715577
sal + aou	Atlantic	(26.5,26.75]	-0.2513776	-0.2714195	-0.2313356
sal + aou	Atlantic	(26.75,27]	-0.0574072	-0.1195335	0.0047190
sal + aou	Atlantic	(27,27.25]	0.0248038	-0.0379109	0.0875186
sal + aou	Atlantic	(27.25,27.5]	0.0474317	-0.1950990	0.2899623
sal + aou	Atlantic	(27.5,27.75]	-0.3041045	-0.3516725	-0.2565365
sal + aou	Atlantic	(27.75,27.85]	-0.3732104	-0.4477392	-0.2986816
sal + aou	Atlantic	(27.85,27.95]	-0.4400189	-0.4837161	-0.3963216
sal + aou	Atlantic	(27.95,28.05]	-0.5904966	-0.5996883	-0.5813049
sal + aou	Atlantic	(28.05,28.1]	-0.7431367	-0.7692015	-0.7170718
sal + aou	Atlantic	(28.1,28.15]	-0.7794288	-0.7984002	-0.7604574
sal + aou	Atlantic	(28.15,28.2]	-0.9199285	-0.9259554	-0.9139016
sal + aou	Atlantic	(28.2, Inf]	-0.6060606	-0.7217566	-0.4903646
sal + aou	Indian	(-Inf,26]	-0.5577270	-0.7803822	-0.3350718
sal + aou	Indian	(26,26.5]	-0.7179817	-0.7926481	-0.6433152
sal + aou	Indian	(26.5,26.75]	-0.0980518	-0.2875381	0.0914345
sal + aou	Indian	(26.75,27]	0.4926326	0.3363086	0.6489566
sal + aou	Indian	(27,27.25]	0.8759476	0.8672415	0.8846538
sal + aou	Indian	(27.25,27.5]	0.9517257	0.9321591	0.9712924
sal + aou	Indian	(27.5,27.75]	0.9617973	0.9562197	0.9673749
sal + aou	Indian	(27.75,27.85]	0.9507519	0.9353426	0.9661612
sal + aou	Indian	(27.85,27.95]	0.9115482	0.8942687	0.9288277
sal + aou	Indian	(27.95,28.05]	0.7045853	0.6860184	0.7231523
sal + aou	Indian	(28.05,28.1]	0.2814286	0.1914565	0.3714007
sal + aou	Indian	(28.1, Inf]	0.6753181	0.5785433	0.7720928
sal + aou	Pacific	(-Inf,26]	-0.1310792	-0.1535701	-0.1085883
sal + aou	Pacific	(26,26.5]	-0.0639728	-0.1083595	-0.0195861
sal + aou	Pacific	(26.5,26.75]	0.2167295	0.1414254	0.2920336
sal + aou	Pacific	(26.75,27]	-0.1184575	-0.1531931	-0.0837219
sal + aou	Pacific	(27,27.25]	-0.2244870	-0.2497975	-0.1991765
sal + aou	Pacific	(27.25,27.5]	0.0322861	0.0116858	0.0528864
sal + aou	Pacific	(27.5,27.75]	0.1355736	0.0309006	0.2402466
sal + aou	Pacific	(27.75,27.85]	0.0422933	-0.1634618	0.2480483
sal + aou	Pacific	(27.85,27.95]	-0.1519028	-0.4186112	0.1148057
sal + aou	Pacific	(27.95,28.05]	-0.5791950	-0.7667947	-0.3915953
sal + aou	Pacific	(28.05,28.1]	-0.8859640	-0.8877043	-0.8842237
sal + aou	Pacific	(28.1, Inf]	-0.6040910	-0.7203197	-0.4878622
sal + nitrate	Atlantic	(-Inf,26]	-0.1536150	-0.1654825	-0.1417475
sal + nitrate	Atlantic	(26,26.5]	-0.4054841	-0.4345152	-0.3764531
sal + nitrate	Atlantic	(26.5,26.75]	-0.5066900	-0.5264326	-0.4869474
sal + nitrate	Atlantic	(26.75,27]	-0.4555347	-0.5251059	-0.3859635
sal + nitrate	Atlantic	(27,27.25]	-0.5116318	-0.6019311	-0.4213325
sal + nitrate	Atlantic	(27.25,27.5]	-0.6079036	-0.7242951	-0.4915122
sal + nitrate	Atlantic	(27.5,27.75]	-0.7430529	-0.7571096	-0.7289962
sal + nitrate	Atlantic	(27.75,27.85]	-0.6736121	-0.7324682	-0.6147560
sal + nitrate	Atlantic	(27.85,27.95]	-0.7033588	-0.7619231	-0.6447945
sal + nitrate	Atlantic	(27.95,28.05]	-0.8028426	-0.8400188	-0.7656663
sal + nitrate	Atlantic	(28.05,28.1]	-0.8645568	-0.8776564	-0.8514572
sal + nitrate	Atlantic	(28.1,28.15]	-0.8714141	-0.8910955	-0.8517327
sal + nitrate	Atlantic	(28.15,28.2]	-0.9486440	-0.9497611	-0.9475269
sal + nitrate	Atlantic	(28.2, Inf]	-0.9202936	-0.9432225	-0.8973647
sal + nitrate	Indian	(-Inf,26]	-0.5805486	-0.7925953	-0.3685018
sal + nitrate	Indian	(26,26.5]	-0.8214300	-0.8580943	-0.7847657
sal + nitrate	Indian	(26.5,26.75]	-0.3738252	-0.5364944	-0.2111560
sal + nitrate	Indian	(26.75,27]	0.1290823	-0.0764179	0.3345825
sal + nitrate	Indian	(27,27.25]	0.5555892	0.5094825	0.6016959
sal + nitrate	Indian	(27.25,27.5]	0.7810757	0.7604783	0.8016731
sal + nitrate	Indian	(27.5,27.75]	0.8681772	0.8426597	0.8936947
sal + nitrate	Indian	(27.75,27.85]	0.7446724	0.6598014	0.8295434
sal + nitrate	Indian	(27.85,27.95]	0.6034331	0.5022497	0.7046164
sal + nitrate	Indian	(27.95,28.05]	0.1787441	0.0422064	0.3152818
sal + nitrate	Indian	(28.05,28.1]	-0.0897005	-0.3170397	0.1376387
sal + nitrate	Indian	(28.1, Inf]	-0.0833893	-0.2751607	0.1083821
sal + nitrate	Pacific	(-Inf,26]	-0.4318078	-0.4604092	-0.4032065
sal + nitrate	Pacific	(26,26.5]	-0.4807856	-0.5055468	-0.4560243
sal + nitrate	Pacific	(26.5,26.75]	-0.3254320	-0.4484357	-0.2024283
sal + nitrate	Pacific	(26.75,27]	-0.4269011	-0.4905937	-0.3632085
sal + nitrate	Pacific	(27,27.25]	-0.3517819	-0.3782042	-0.3253595
sal + nitrate	Pacific	(27.25,27.5]	-0.0014024	-0.0219723	0.0191675
sal + nitrate	Pacific	(27.5,27.75]	0.1115711	0.0181525	0.2049896
sal + nitrate	Pacific	(27.75,27.85]	0.0201275	-0.1671785	0.2074335
sal + nitrate	Pacific	(27.85,27.95]	-0.1964990	-0.4407921	0.0477941
sal + nitrate	Pacific	(27.95,28.05]	-0.6417287	-0.7905585	-0.4928989
sal + nitrate	Pacific	(28.05,28.1]	-0.9155670	-0.9157338	-0.9154003
sal + nitrate	Pacific	(28.1, Inf]	-0.7501368	-0.8252755	-0.6749981
sal + oxygen	Atlantic	(-Inf,26]	-0.3116912	-0.3305192	-0.2928631
sal + oxygen	Atlantic	(26,26.5]	-0.0923559	-0.1394337	-0.0452782
sal + oxygen	Atlantic	(26.5,26.75]	0.0178031	-0.0171121	0.0527182
sal + oxygen	Atlantic	(26.75,27]	-0.2074000	-0.2316603	-0.1831397
sal + oxygen	Atlantic	(27,27.25]	-0.2806087	-0.3093998	-0.2518175
sal + oxygen	Atlantic	(27.25,27.5]	-0.3420411	-0.5268591	-0.1572230
sal + oxygen	Atlantic	(27.5,27.75]	-0.0639172	-0.1019830	-0.0258513
sal + oxygen	Atlantic	(27.75,27.85]	0.1020877	0.0103860	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2343655	0.1995342	0.2691967
sal + oxygen	Atlantic	(27.95,28.05]	0.3910415	0.3310113	0.4510718
sal + oxygen	Atlantic	(28.05,28.1]	0.6190368	0.5596476	0.6784260
sal + oxygen	Atlantic	(28.1,28.15]	0.6850491	0.6654155	0.7046828
sal + oxygen	Atlantic	(28.15,28.2]	0.8865546	0.8785338	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4725917	0.3261293	0.6190541
sal + oxygen	Indian	(-Inf,26]	0.5503676	0.3056832	0.7950521
sal + oxygen	Indian	(26,26.5]	0.6735232	0.5961171	0.7509294
sal + oxygen	Indian	(26.5,26.75]	0.0157115	-0.1651528	0.1965757
sal + oxygen	Indian	(26.75,27]	-0.5778527	-0.7065191	-0.4491863
sal + oxygen	Indian	(27,27.25]	-0.9157431	-0.9158363	-0.9156499
sal + oxygen	Indian	(27.25,27.5]	-0.9669612	-0.9847601	-0.9491623
sal + oxygen	Indian	(27.5,27.75]	-0.9638770	-0.9663839	-0.9613702
sal + oxygen	Indian	(27.75,27.85]	-0.9573734	-0.9711535	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9328830	-0.9433276	-0.9224385
sal + oxygen	Indian	(27.95,28.05]	-0.7851836	-0.7897123	-0.7806550
sal + oxygen	Indian	(28.05,28.1]	-0.3934292	-0.4421354	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7751104	-0.8456384	-0.7045823
sal + oxygen	Pacific	(-Inf,26]	-0.2921812	-0.3596951	-0.2246674
sal + oxygen	Pacific	(26,26.5]	-0.1600024	-0.2121365	-0.1078683
sal + oxygen	Pacific	(26.5,26.75]	-0.4249347	-0.4853066	-0.3645628
sal + oxygen	Pacific	(26.75,27]	-0.0777675	-0.1032933	-0.0522416
sal + oxygen	Pacific	(27,27.25]	0.1272351	0.0976302	0.1568400
sal + oxygen	Pacific	(27.25,27.5]	-0.1052065	-0.1204953	-0.0899176
sal + oxygen	Pacific	(27.5,27.75]	-0.1925940	-0.3107616	-0.0744265
sal + oxygen	Pacific	(27.75,27.85]	-0.1064698	-0.3253433	0.1124037
sal + oxygen	Pacific	(27.85,27.95]	0.0971212	-0.1915551	0.3857975
sal + oxygen	Pacific	(27.95,28.05]	0.5510279	0.3374582	0.7645977
sal + oxygen	Pacific	(28.05,28.1]	0.8758232	0.8734299	0.8782166
sal + oxygen	Pacific	(28.1, Inf]	0.5378300	0.4073833	0.6682767
sal + phosphate	Atlantic	(-Inf,26]	-0.4984430	-0.5360908	-0.4607953
sal + phosphate	Atlantic	(26,26.5]	-0.6475240	-0.6562545	-0.6387934
sal + phosphate	Atlantic	(26.5,26.75]	-0.6635060	-0.6750217	-0.6519902
sal + phosphate	Atlantic	(26.75,27]	-0.6013804	-0.6545956	-0.5481653
sal + phosphate	Atlantic	(27,27.25]	-0.6264577	-0.6973656	-0.5555498
sal + phosphate	Atlantic	(27.25,27.5]	-0.6954536	-0.7786130	-0.6122942
sal + phosphate	Atlantic	(27.5,27.75]	-0.7825796	-0.7932931	-0.7718660
sal + phosphate	Atlantic	(27.75,27.85]	-0.7053279	-0.7604595	-0.6501962
sal + phosphate	Atlantic	(27.85,27.95]	-0.7169652	-0.7757511	-0.6581792
sal + phosphate	Atlantic	(27.95,28.05]	-0.8114222	-0.8507045	-0.7721400
sal + phosphate	Atlantic	(28.05,28.1]	-0.8752415	-0.8893430	-0.8611401
sal + phosphate	Atlantic	(28.1,28.15]	-0.8862978	-0.9076496	-0.8649459
sal + phosphate	Atlantic	(28.15,28.2]	-0.9535364	-0.9543719	-0.9527008
sal + phosphate	Atlantic	(28.2, Inf]	-0.9241471	-0.9468074	-0.9014868
sal + phosphate	Indian	(-Inf,26]	-0.5312287	-0.7877746	-0.2746828
sal + phosphate	Indian	(26,26.5]	-0.7562898	-0.8514931	-0.6610864
sal + phosphate	Indian	(26.5,26.75]	-0.3019969	-0.5264834	-0.0775105
sal + phosphate	Indian	(26.75,27]	0.2101341	-0.0455582	0.4658265
sal + phosphate	Indian	(27,27.25]	0.6576594	0.5576223	0.7576965
sal + phosphate	Indian	(27.25,27.5]	0.8591877	0.8430701	0.8753053
sal + phosphate	Indian	(27.5,27.75]	0.9177660	0.8995246	0.9360074
sal + phosphate	Indian	(27.75,27.85]	0.8294388	0.7837131	0.8751646
sal + phosphate	Indian	(27.85,27.95]	0.6505499	0.5624174	0.7386824
sal + phosphate	Indian	(27.95,28.05]	0.2257272	0.1008579	0.3505964
sal + phosphate	Indian	(28.05,28.1]	-0.0592836	-0.2816146	0.1630473
sal + phosphate	Indian	(28.1, Inf]	-0.0821165	-0.2533847	0.0891517
sal + phosphate	Pacific	(-Inf,26]	-0.3355538	-0.3399698	-0.3311379
sal + phosphate	Pacific	(26,26.5]	-0.4257000	-0.4285152	-0.4228847
sal + phosphate	Pacific	(26.5,26.75]	-0.3051100	-0.4112412	-0.1989787
sal + phosphate	Pacific	(26.75,27]	-0.4322016	-0.4999256	-0.3644777
sal + phosphate	Pacific	(27,27.25]	-0.3497353	-0.3822998	-0.3171708
sal + phosphate	Pacific	(27.25,27.5]	-0.0003143	-0.0109996	0.0103709
sal + phosphate	Pacific	(27.5,27.75]	0.1179881	0.0241522	0.2118240
sal + phosphate	Pacific	(27.75,27.85]	0.0275698	-0.1618364	0.2169761
sal + phosphate	Pacific	(27.85,27.95]	-0.1994596	-0.4444454	0.0455261
sal + phosphate	Pacific	(27.95,28.05]	-0.6445342	-0.7969605	-0.4921080
sal + phosphate	Pacific	(28.05,28.1]	-0.9192948	-0.9203157	-0.9182739
sal + phosphate	Pacific	(28.1, Inf]	-0.7500606	-0.8268417	-0.6732796
sal + silicate	Atlantic	(-Inf,26]	-0.5788504	-0.5908720	-0.5668288
sal + silicate	Atlantic	(26,26.5]	-0.6027791	-0.6043792	-0.6011790
sal + silicate	Atlantic	(26.5,26.75]	-0.5314637	-0.5439941	-0.5189333
sal + silicate	Atlantic	(26.75,27]	-0.4441388	-0.5245426	-0.3637350
sal + silicate	Atlantic	(27,27.25]	-0.5835466	-0.6325658	-0.5345273
sal + silicate	Atlantic	(27.25,27.5]	-0.7458726	-0.7978535	-0.6938916
sal + silicate	Atlantic	(27.5,27.75]	-0.8072336	-0.8147150	-0.7997523
sal + silicate	Atlantic	(27.75,27.85]	-0.7495624	-0.8427603	-0.6563644
sal + silicate	Atlantic	(27.85,27.95]	-0.7824825	-0.8450903	-0.7198746
sal + silicate	Atlantic	(27.95,28.05]	-0.8331324	-0.8676708	-0.7985941
sal + silicate	Atlantic	(28.05,28.1]	-0.8773600	-0.8833364	-0.8713837
sal + silicate	Atlantic	(28.1,28.15]	-0.8857854	-0.9027315	-0.8688394
sal + silicate	Atlantic	(28.15,28.2]	-0.9359066	-0.9367180	-0.9350952
sal + silicate	Atlantic	(28.2, Inf]	-0.8957749	-0.9332979	-0.8582520
sal + silicate	Indian	(-Inf,26]	-0.7027076	-0.8276723	-0.5777429
sal + silicate	Indian	(26,26.5]	-0.8317303	-0.8533144	-0.8101462
sal + silicate	Indian	(26.5,26.75]	-0.2122270	-0.3569339	-0.0675200
sal + silicate	Indian	(26.75,27]	0.3961931	0.2474687	0.5449175
sal + silicate	Indian	(27,27.25]	0.6790002	0.6675917	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7211411	0.6495319	0.7927502
sal + silicate	Indian	(27.5,27.75]	0.7785018	0.7173089	0.8396948
sal + silicate	Indian	(27.75,27.85]	0.8319566	0.7938038	0.8701094
sal + silicate	Indian	(27.85,27.95]	0.7196710	0.6301222	0.8092198
sal + silicate	Indian	(27.95,28.05]	0.4166583	0.3034071	0.5299095
sal + silicate	Indian	(28.05,28.1]	0.1024990	-0.0562069	0.2612048
sal + silicate	Indian	(28.1, Inf]	-0.1376534	-0.1852533	-0.0900536
sal + silicate	Pacific	(-Inf,26]	-0.6292652	-0.6555784	-0.6029520
sal + silicate	Pacific	(26,26.5]	-0.6941719	-0.7090830	-0.6792608
sal + silicate	Pacific	(26.5,26.75]	-0.7150122	-0.7727501	-0.6572742
sal + silicate	Pacific	(26.75,27]	-0.7306340	-0.7581472	-0.7031209
sal + silicate	Pacific	(27,27.25]	-0.5489612	-0.5643252	-0.5335971
sal + silicate	Pacific	(27.25,27.5]	-0.2261754	-0.2554185	-0.1969324
sal + silicate	Pacific	(27.5,27.75]	0.0266520	-0.0278349	0.0811388
sal + silicate	Pacific	(27.75,27.85]	-0.0236260	-0.2073698	0.1601178
sal + silicate	Pacific	(27.85,27.95]	-0.1814289	-0.4107207	0.0478629
sal + silicate	Pacific	(27.95,28.05]	-0.5406501	-0.6712972	-0.4100030
sal + silicate	Pacific	(28.05,28.1]	-0.8467930	-0.8777133	-0.8158727
sal + silicate	Pacific	(28.1, Inf]	-0.7668037	-0.8465702	-0.6870371
sal + temp	Atlantic	(-Inf,26]	0.8125186	0.7953792	0.8296580
sal + temp	Atlantic	(26,26.5]	0.9627531	0.9626434	0.9628629
sal + temp	Atlantic	(26.5,26.75]	0.9854113	0.9829258	0.9878968
sal + temp	Atlantic	(26.75,27]	0.9735052	0.9717988	0.9752117
sal + temp	Atlantic	(27,27.25]	0.9786507	0.9776253	0.9796761
sal + temp	Atlantic	(27.25,27.5]	0.9746422	0.9714952	0.9777892
sal + temp	Atlantic	(27.5,27.75]	0.9619360	0.9573420	0.9665301
sal + temp	Atlantic	(27.75,27.85]	0.9738680	0.9665841	0.9811519
sal + temp	Atlantic	(27.85,27.95]	0.9591093	0.9589026	0.9593159
sal + temp	Atlantic	(27.95,28.05]	0.9407546	0.9270164	0.9544929
sal + temp	Atlantic	(28.05,28.1]	0.9657067	0.9566946	0.9747187
sal + temp	Atlantic	(28.1,28.15]	0.9542533	0.9291987	0.9793080
sal + temp	Atlantic	(28.15,28.2]	0.7438182	0.5619162	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3288743	0.1802160	0.4775327
sal + temp	Indian	(-Inf,26]	0.1417080	0.0729901	0.2104258
sal + temp	Indian	(26,26.5]	0.8539129	0.8466170	0.8612087
sal + temp	Indian	(26.5,26.75]	0.9565242	0.9519791	0.9610693
sal + temp	Indian	(26.75,27]	0.9692730	0.9626409	0.9759051
sal + temp	Indian	(27,27.25]	0.9571883	0.9534499	0.9609268
sal + temp	Indian	(27.25,27.5]	0.9485014	0.9331558	0.9638469
sal + temp	Indian	(27.5,27.75]	0.9087044	0.8793996	0.9380092
sal + temp	Indian	(27.75,27.85]	0.9408774	0.9223115	0.9594433
sal + temp	Indian	(27.85,27.95]	0.9435372	0.9413876	0.9456869
sal + temp	Indian	(27.95,28.05]	0.9449989	0.9341319	0.9558660
sal + temp	Indian	(28.05,28.1]	0.9263331	0.9074060	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9487071	0.9342489	0.9631653
sal + temp	Pacific	(-Inf,26]	0.6939253	0.6074488	0.7804018
sal + temp	Pacific	(26,26.5]	0.9428555	0.9354842	0.9502269
sal + temp	Pacific	(26.5,26.75]	0.9766058	0.9743917	0.9788200
sal + temp	Pacific	(26.75,27]	0.9728507	0.9694708	0.9762306
sal + temp	Pacific	(27,27.25]	0.9348990	0.9299945	0.9398036
sal + temp	Pacific	(27.25,27.5]	0.8020591	0.8016715	0.8024466
sal + temp	Pacific	(27.5,27.75]	0.6267160	0.5464582	0.7069739
sal + temp	Pacific	(27.75,27.85]	0.8183521	0.7566783	0.8800258
sal + temp	Pacific	(27.85,27.95]	0.7103981	0.5905632	0.8302330
sal + temp	Pacific	(27.95,28.05]	0.4168363	0.2563034	0.5773693
sal + temp	Pacific	(28.05,28.1]	0.0558303	-0.0416164	0.1532769
sal + temp	Pacific	(28.1, Inf]	-0.1654002	-0.2900213	-0.0407792
temp + aou	Atlantic	(-Inf,26]	-0.0360093	-0.0695421	-0.0024766
temp + aou	Atlantic	(26,26.5]	-0.2431474	-0.2671005	-0.2191943
temp + aou	Atlantic	(26.5,26.75]	-0.2501968	-0.2696562	-0.2307374
temp + aou	Atlantic	(26.75,27]	-0.0078569	-0.0615047	0.0457908
temp + aou	Atlantic	(27,27.25]	0.0944513	0.0279938	0.1609088
temp + aou	Atlantic	(27.25,27.5]	0.1024270	-0.1474015	0.3522555
temp + aou	Atlantic	(27.5,27.75]	-0.2296786	-0.3048279	-0.1545292
temp + aou	Atlantic	(27.75,27.85]	-0.2981248	-0.3193515	-0.2768981
temp + aou	Atlantic	(27.85,27.95]	-0.3598411	-0.3734116	-0.3462706
temp + aou	Atlantic	(27.95,28.05]	-0.4715563	-0.5200038	-0.4231088
temp + aou	Atlantic	(28.05,28.1]	-0.6251268	-0.6479317	-0.6023219
temp + aou	Atlantic	(28.1,28.15]	-0.6048667	-0.6863871	-0.5233463
temp + aou	Atlantic	(28.15,28.2]	-0.5697731	-0.7806998	-0.3588464
temp + aou	Atlantic	(28.2, Inf]	0.3336763	0.3198406	0.3475120
temp + aou	Indian	(-Inf,26]	-0.2982053	-0.3511276	-0.2452831
temp + aou	Indian	(26,26.5]	-0.5362169	-0.5648946	-0.5075391
temp + aou	Indian	(26.5,26.75]	-0.0400572	-0.2028188	0.1227044
temp + aou	Indian	(26.75,27]	0.3679626	0.2028461	0.5330792
temp + aou	Indian	(27,27.25]	0.7660676	0.7158196	0.8163156
temp + aou	Indian	(27.25,27.5]	0.8827839	0.8574675	0.9081004
temp + aou	Indian	(27.5,27.75]	0.9141361	0.8936801	0.9345920
temp + aou	Indian	(27.75,27.85]	0.9360541	0.9194233	0.9526848
temp + aou	Indian	(27.85,27.95]	0.9047835	0.8927806	0.9167865
temp + aou	Indian	(27.95,28.05]	0.7528116	0.7481576	0.7574656
temp + aou	Indian	(28.05,28.1]	0.4916186	0.4138561	0.5693811
temp + aou	Indian	(28.1, Inf]	0.7958904	0.7504962	0.8412846
temp + aou	Pacific	(-Inf,26]	-0.2774689	-0.2894645	-0.2654734
temp + aou	Pacific	(26,26.5]	-0.1055186	-0.1557141	-0.0553231
temp + aou	Pacific	(26.5,26.75]	0.2356816	0.1828383	0.2885249
temp + aou	Pacific	(26.75,27]	-0.1106549	-0.1374808	-0.0838290
temp + aou	Pacific	(27,27.25]	-0.2702174	-0.2705076	-0.2699273
temp + aou	Pacific	(27.25,27.5]	-0.0538559	-0.0672630	-0.0404488
temp + aou	Pacific	(27.5,27.75]	0.1860360	0.0468593	0.3252127
temp + aou	Pacific	(27.75,27.85]	0.2036375	0.0258058	0.3814691
temp + aou	Pacific	(27.85,27.95]	0.1425024	-0.0976148	0.3826196
temp + aou	Pacific	(27.95,28.05]	-0.0059782	-0.2398665	0.2279102
temp + aou	Pacific	(28.05,28.1]	0.0398243	-0.1548243	0.2344728
temp + aou	Pacific	(28.1, Inf]	0.8087915	0.7948209	0.8227621
temp + nitrate	Atlantic	(-Inf,26]	-0.1522104	-0.1650948	-0.1393260
temp + nitrate	Atlantic	(26,26.5]	-0.4757085	-0.5021547	-0.4492622
temp + nitrate	Atlantic	(26.5,26.75]	-0.5112016	-0.5346397	-0.4877636
temp + nitrate	Atlantic	(26.75,27]	-0.3938997	-0.4480080	-0.3397915
temp + nitrate	Atlantic	(27,27.25]	-0.4455188	-0.5421639	-0.3488737
temp + nitrate	Atlantic	(27.25,27.5]	-0.5512011	-0.6757600	-0.4266422
temp + nitrate	Atlantic	(27.5,27.75]	-0.6827438	-0.7206217	-0.6448660
temp + nitrate	Atlantic	(27.75,27.85]	-0.6264243	-0.6424718	-0.6103768
temp + nitrate	Atlantic	(27.85,27.95]	-0.6491022	-0.6856074	-0.6125971
temp + nitrate	Atlantic	(27.95,28.05]	-0.7138119	-0.7293959	-0.6982279
temp + nitrate	Atlantic	(28.05,28.1]	-0.7745768	-0.7967347	-0.7524189
temp + nitrate	Atlantic	(28.1,28.15]	-0.7286981	-0.8021727	-0.6552234
temp + nitrate	Atlantic	(28.15,28.2]	-0.5967279	-0.8041534	-0.3893024
temp + nitrate	Atlantic	(28.2, Inf]	-0.0463078	-0.1424077	0.0497920
temp + nitrate	Indian	(-Inf,26]	-0.3504872	-0.3979137	-0.3030606
temp + nitrate	Indian	(26,26.5]	-0.6477634	-0.6484800	-0.6470469
temp + nitrate	Indian	(26.5,26.75]	-0.3148039	-0.4600373	-0.1695704
temp + nitrate	Indian	(26.75,27]	-0.0061081	-0.2131196	0.2009035
temp + nitrate	Indian	(27,27.25]	0.3818463	0.2773634	0.4863293
temp + nitrate	Indian	(27.25,27.5]	0.6360191	0.5786002	0.6934379
temp + nitrate	Indian	(27.5,27.75]	0.7835739	0.7236012	0.8435467
temp + nitrate	Indian	(27.75,27.85]	0.7451808	0.6775949	0.8127667
temp + nitrate	Indian	(27.85,27.95]	0.6066625	0.5233384	0.6899865
temp + nitrate	Indian	(27.95,28.05]	0.2568601	0.1450046	0.3687156
temp + nitrate	Indian	(28.05,28.1]	0.1440753	-0.0745206	0.3626711
temp + nitrate	Indian	(28.1, Inf]	0.0710617	-0.0647669	0.2068903
temp + nitrate	Pacific	(-Inf,26]	-0.5480356	-0.5779897	-0.5180816
temp + nitrate	Pacific	(26,26.5]	-0.5435797	-0.5683044	-0.5188549
temp + nitrate	Pacific	(26.5,26.75]	-0.3312979	-0.4338513	-0.2287445
temp + nitrate	Pacific	(26.75,27]	-0.4442603	-0.4989453	-0.3895753
temp + nitrate	Pacific	(27,27.25]	-0.4271698	-0.4284697	-0.4258699
temp + nitrate	Pacific	(27.25,27.5]	-0.1365839	-0.1528732	-0.1202947
temp + nitrate	Pacific	(27.5,27.75]	0.1451755	0.0159670	0.2743840
temp + nitrate	Pacific	(27.75,27.85]	0.1796290	0.0126600	0.3465980
temp + nitrate	Pacific	(27.85,27.95]	0.1009772	-0.1215364	0.3234909
temp + nitrate	Pacific	(27.95,28.05]	-0.0657375	-0.2614899	0.1300149
temp + nitrate	Pacific	(28.05,28.1]	-0.0002498	-0.1994445	0.1989450
temp + nitrate	Pacific	(28.1, Inf]	0.6535287	0.6443705	0.6626869
temp + oxygen	Atlantic	(-Inf,26]	-0.2998968	-0.3263381	-0.2734555
temp + oxygen	Atlantic	(26,26.5]	-0.0464463	-0.1013846	0.0084920
temp + oxygen	Atlantic	(26.5,26.75]	0.0113596	-0.0251160	0.0478353
temp + oxygen	Atlantic	(26.75,27]	-0.2667808	-0.2796777	-0.2538840
temp + oxygen	Atlantic	(27,27.25]	-0.3529790	-0.3843670	-0.3215909
temp + oxygen	Atlantic	(27.25,27.5]	-0.4012400	-0.5896469	-0.2128332
temp + oxygen	Atlantic	(27.5,27.75]	-0.1543489	-0.2186132	-0.0900846
temp + oxygen	Atlantic	(27.75,27.85]	0.0128784	-0.0207053	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1372906	0.1354012	0.1391801
temp + oxygen	Atlantic	(27.95,28.05]	0.2444626	0.1430950	0.3458301
temp + oxygen	Atlantic	(28.05,28.1]	0.4784345	0.4215308	0.5353382
temp + oxygen	Atlantic	(28.1,28.15]	0.4884820	0.4009047	0.5760594
temp + oxygen	Atlantic	(28.15,28.2]	0.4899977	0.2515600	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.5003699	-0.5213137	-0.4794261
temp + oxygen	Indian	(-Inf,26]	0.1797274	0.1116932	0.2477616
temp + oxygen	Indian	(26,26.5]	0.4712324	0.4446572	0.4978076
temp + oxygen	Indian	(26.5,26.75]	-0.0459164	-0.1993088	0.1074761
temp + oxygen	Indian	(26.75,27]	-0.4618225	-0.6006525	-0.3229925
temp + oxygen	Indian	(27,27.25]	-0.8262197	-0.8621322	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9188333	-0.9370702	-0.9005965
temp + oxygen	Indian	(27.5,27.75]	-0.9425301	-0.9576289	-0.9274313
temp + oxygen	Indian	(27.75,27.85]	-0.9598547	-0.9704707	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9420582	-0.9487604	-0.9353559
temp + oxygen	Indian	(27.95,28.05]	-0.8370788	-0.8420085	-0.8321491
temp + oxygen	Indian	(28.05,28.1]	-0.5958953	-0.6357998	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8795818	-0.9057397	-0.8534239
temp + oxygen	Pacific	(-Inf,26]	-0.2810856	-0.2991430	-0.2630283
temp + oxygen	Pacific	(26,26.5]	-0.1327480	-0.1938644	-0.0716315
temp + oxygen	Pacific	(26.5,26.75]	-0.4496739	-0.4895916	-0.4097561
temp + oxygen	Pacific	(26.75,27]	-0.0910126	-0.1088581	-0.0731671
temp + oxygen	Pacific	(27,27.25]	0.1676589	0.1629191	0.1723986
temp + oxygen	Pacific	(27.25,27.5]	-0.0358211	-0.0428896	-0.0287526
temp + oxygen	Pacific	(27.5,27.75]	-0.2738207	-0.4237037	-0.1239377
temp + oxygen	Pacific	(27.75,27.85]	-0.2785102	-0.4649626	-0.0920578
temp + oxygen	Pacific	(27.85,27.95]	-0.2126318	-0.4647639	0.0395004
temp + oxygen	Pacific	(27.95,28.05]	-0.0547173	-0.3022301	0.1927955
temp + oxygen	Pacific	(28.05,28.1]	-0.0692755	-0.2667462	0.1281953
temp + oxygen	Pacific	(28.1, Inf]	-0.8550879	-0.8716919	-0.8384839
temp + phosphate	Atlantic	(-Inf,26]	-0.4312768	-0.4724050	-0.3901486
temp + phosphate	Atlantic	(26,26.5]	-0.6778778	-0.6859232	-0.6698325
temp + phosphate	Atlantic	(26.5,26.75]	-0.6591614	-0.6757178	-0.6426050
temp + phosphate	Atlantic	(26.75,27]	-0.5336519	-0.5732647	-0.4940391
temp + phosphate	Atlantic	(27,27.25]	-0.5593253	-0.6361543	-0.4824964
temp + phosphate	Atlantic	(27.25,27.5]	-0.6438806	-0.7338732	-0.5538880
temp + phosphate	Atlantic	(27.5,27.75]	-0.7264849	-0.7576072	-0.6953625
temp + phosphate	Atlantic	(27.75,27.85]	-0.6605085	-0.6747972	-0.6462197
temp + phosphate	Atlantic	(27.85,27.95]	-0.6639330	-0.7021776	-0.6256883
temp + phosphate	Atlantic	(27.95,28.05]	-0.7246594	-0.7417570	-0.7075619
temp + phosphate	Atlantic	(28.05,28.1]	-0.7871914	-0.8091104	-0.7652725
temp + phosphate	Atlantic	(28.1,28.15]	-0.7488332	-0.8234162	-0.6742503
temp + phosphate	Atlantic	(28.15,28.2]	-0.6064280	-0.8108916	-0.4019644
temp + phosphate	Atlantic	(28.2, Inf]	-0.0523253	-0.1532384	0.0485878
temp + phosphate	Indian	(-Inf,26]	-0.3265595	-0.3919646	-0.2611544
temp + phosphate	Indian	(26,26.5]	-0.5961393	-0.6486979	-0.5435806
temp + phosphate	Indian	(26.5,26.75]	-0.2549822	-0.4480270	-0.0619375
temp + phosphate	Indian	(26.75,27]	0.0668578	-0.1798504	0.3135660
temp + phosphate	Indian	(27,27.25]	0.4776752	0.3313380	0.6240123
temp + phosphate	Indian	(27.25,27.5]	0.7124938	0.6348679	0.7901196
temp + phosphate	Indian	(27.5,27.75]	0.8321727	0.7928745	0.8714710
temp + phosphate	Indian	(27.75,27.85]	0.7812565	0.7378523	0.8246608
temp + phosphate	Indian	(27.85,27.95]	0.6072469	0.5380233	0.6764706
temp + phosphate	Indian	(27.95,28.05]	0.2900879	0.1943843	0.3857915
temp + phosphate	Indian	(28.05,28.1]	0.1745229	-0.0338728	0.3829186
temp + phosphate	Indian	(28.1, Inf]	0.0729344	-0.0380467	0.1839155
temp + phosphate	Pacific	(-Inf,26]	-0.4506050	-0.4653925	-0.4358174
temp + phosphate	Pacific	(26,26.5]	-0.4910949	-0.4921836	-0.4900061
temp + phosphate	Pacific	(26.5,26.75]	-0.3148311	-0.4015431	-0.2281190
temp + phosphate	Pacific	(26.75,27]	-0.4426805	-0.5025234	-0.3828375
temp + phosphate	Pacific	(27,27.25]	-0.4158532	-0.4240369	-0.4076694
temp + phosphate	Pacific	(27.25,27.5]	-0.1258881	-0.1307702	-0.1210060
temp + phosphate	Pacific	(27.5,27.75]	0.1534148	0.0260686	0.2807610
temp + phosphate	Pacific	(27.75,27.85]	0.1808150	0.0124760	0.3491540
temp + phosphate	Pacific	(27.85,27.95]	0.0997975	-0.1227600	0.3223551
temp + phosphate	Pacific	(27.95,28.05]	-0.0643640	-0.2646665	0.1359385
temp + phosphate	Pacific	(28.05,28.1]	0.0173361	-0.1677427	0.2024149
temp + phosphate	Pacific	(28.1, Inf]	0.6608354	0.6597838	0.6618869
temp + silicate	Atlantic	(-Inf,26]	-0.4817813	-0.4903625	-0.4732001
temp + silicate	Atlantic	(26,26.5]	-0.6223244	-0.6232738	-0.6213749
temp + silicate	Atlantic	(26.5,26.75]	-0.5346134	-0.5479805	-0.5212463
temp + silicate	Atlantic	(26.75,27]	-0.4088232	-0.4770807	-0.3405657
temp + silicate	Atlantic	(27,27.25]	-0.5544915	-0.6122462	-0.4967368
temp + silicate	Atlantic	(27.25,27.5]	-0.7636089	-0.8075838	-0.7196339
temp + silicate	Atlantic	(27.5,27.75]	-0.8339816	-0.8388209	-0.8291423
temp + silicate	Atlantic	(27.75,27.85]	-0.7505592	-0.8141657	-0.6869528
temp + silicate	Atlantic	(27.85,27.95]	-0.7574437	-0.7984523	-0.7164352
temp + silicate	Atlantic	(27.95,28.05]	-0.7637724	-0.7738756	-0.7536693
temp + silicate	Atlantic	(28.05,28.1]	-0.7908156	-0.8010044	-0.7806269
temp + silicate	Atlantic	(28.1,28.15]	-0.7464975	-0.8150028	-0.6779922
temp + silicate	Atlantic	(28.15,28.2]	-0.5740311	-0.7823070	-0.3657553
temp + silicate	Atlantic	(28.2, Inf]	-0.0331094	-0.1178247	0.0516059
temp + silicate	Indian	(-Inf,26]	-0.4822293	-0.5190455	-0.4454131
temp + silicate	Indian	(26,26.5]	-0.6340281	-0.6551852	-0.6128710
temp + silicate	Indian	(26.5,26.75]	-0.1389874	-0.2630106	-0.0149642
temp + silicate	Indian	(26.75,27]	0.2699128	0.1182913	0.4215342
temp + silicate	Indian	(27,27.25]	0.5184964	0.4867802	0.5502126
temp + silicate	Indian	(27.25,27.5]	0.5775420	0.5766029	0.5784810
temp + silicate	Indian	(27.5,27.75]	0.6158877	0.6112757	0.6204997
temp + silicate	Indian	(27.75,27.85]	0.7122043	0.6277590	0.7966496
temp + silicate	Indian	(27.85,27.95]	0.6006203	0.5067022	0.6945385
temp + silicate	Indian	(27.95,28.05]	0.3966511	0.3082578	0.4850444
temp + silicate	Indian	(28.05,28.1]	0.3183593	0.1699302	0.4667883
temp + silicate	Indian	(28.1, Inf]	-0.0503468	-0.0624339	-0.0382596
temp + silicate	Pacific	(-Inf,26]	-0.5983420	-0.6469151	-0.5497689
temp + silicate	Pacific	(26,26.5]	-0.7237584	-0.7463677	-0.7011490
temp + silicate	Pacific	(26.5,26.75]	-0.7029040	-0.7536014	-0.6522066
temp + silicate	Pacific	(26.75,27]	-0.7192191	-0.7445531	-0.6938851
temp + silicate	Pacific	(27,27.25]	-0.5824431	-0.5898931	-0.5749932
temp + silicate	Pacific	(27.25,27.5]	-0.3612233	-0.3874399	-0.3350067
temp + silicate	Pacific	(27.5,27.75]	-0.0961754	-0.1960899	0.0037391
temp + silicate	Pacific	(27.75,27.85]	0.0566491	-0.1160008	0.2292990
temp + silicate	Pacific	(27.85,27.95]	0.0059725	-0.2336311	0.2455762
temp + silicate	Pacific	(27.95,28.05]	-0.1612509	-0.4139240	0.0914221
temp + silicate	Pacific	(28.05,28.1]	-0.0001958	-0.1933591	0.1929675
temp + silicate	Pacific	(28.1, Inf]	0.4263041	0.3971228	0.4554854

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.5808348	0.5582978	0.6033718
aou	Atlantic	(26,26.5]	-0.1397390	-0.2470890	-0.0323889
aou	Atlantic	(26.5,26.75]	-0.3734008	-0.3865135	-0.3602881
aou	Atlantic	(26.75,27]	-0.2266658	-0.2828894	-0.1704422
aou	Atlantic	(27,27.25]	-0.2288213	-0.2675971	-0.1900454
aou	Atlantic	(27.25,27.5]	-0.3106394	-0.4889485	-0.1323304
aou	Atlantic	(27.5,27.75]	-0.7087622	-0.7155129	-0.7020115
aou	Atlantic	(27.75,27.85]	-0.8727340	-0.8931811	-0.8522869
aou	Atlantic	(27.85,27.95]	-0.8961985	-0.9073193	-0.8850776
aou	Atlantic	(27.95,28.05]	-0.8564898	-0.8922189	-0.8207608
aou	Atlantic	(28.05,28.1]	-0.8664809	-0.8776702	-0.8552915
aou	Atlantic	(28.1,28.15]	-0.8907760	-0.8966262	-0.8849258
aou	Atlantic	(28.15,28.2]	-0.9439186	-0.9480680	-0.9397693
aou	Atlantic	(28.2, Inf]	-0.7126019	-0.8173691	-0.6078347
aou	Indian	(-Inf,26]	-0.6520209	-0.7313177	-0.5727241
aou	Indian	(26,26.5]	-0.9387733	-0.9633524	-0.9141941
aou	Indian	(26.5,26.75]	-0.7880552	-0.8296758	-0.7464346
aou	Indian	(26.75,27]	-0.5316259	-0.6351376	-0.4281142
aou	Indian	(27,27.25]	-0.0242044	-0.2028019	0.1543930
aou	Indian	(27.25,27.5]	0.5198211	0.4664061	0.5732362
aou	Indian	(27.5,27.75]	0.4816688	0.3681604	0.5951773
aou	Indian	(27.75,27.85]	0.2377465	0.1138464	0.3616465
aou	Indian	(27.85,27.95]	0.2443340	0.0822762	0.4063917
aou	Indian	(27.95,28.05]	0.0633488	-0.0533331	0.1800307
aou	Indian	(28.05,28.1]	0.0272635	-0.0001357	0.0546626
aou	Indian	(28.1, Inf]	0.4589823	0.4353058	0.4826588
aou	Pacific	(-Inf,26]	0.0191120	-0.0139297	0.0521538
aou	Pacific	(26,26.5]	-0.5566975	-0.5599587	-0.5534362
aou	Pacific	(26.5,26.75]	-0.3031244	-0.4078639	-0.1983849
aou	Pacific	(26.75,27]	-0.5911116	-0.7079679	-0.4742554
aou	Pacific	(27,27.25]	0.1044096	0.0255749	0.1832443
aou	Pacific	(27.25,27.5]	0.6245522	0.5851083	0.6639961
aou	Pacific	(27.5,27.75]	0.7357386	0.6928014	0.7786757
aou	Pacific	(27.75,27.85]	0.7987705	0.7796583	0.8178827
aou	Pacific	(27.85,27.95]	0.7794218	0.7612396	0.7976039
aou	Pacific	(27.95,28.05]	0.5935410	0.5804777	0.6066043
aou	Pacific	(28.05,28.1]	0.3155045	0.3128438	0.3181653
aou	Pacific	(28.1, Inf]	0.3714494	0.3000812	0.4428175
nitrate	Atlantic	(-Inf,26]	0.3729089	0.3591353	0.3866826
nitrate	Atlantic	(26,26.5]	-0.3729952	-0.4781977	-0.2677927
nitrate	Atlantic	(26.5,26.75]	-0.6078238	-0.6262420	-0.5894057
nitrate	Atlantic	(26.75,27]	-0.6295724	-0.6927647	-0.5663801
nitrate	Atlantic	(27,27.25]	-0.7295241	-0.7887698	-0.6702783
nitrate	Atlantic	(27.25,27.5]	-0.8618246	-0.9148538	-0.8087954
nitrate	Atlantic	(27.5,27.75]	-0.9694466	-0.9712790	-0.9676142
nitrate	Atlantic	(27.75,27.85]	-0.9703917	-0.9715401	-0.9692433
nitrate	Atlantic	(27.85,27.95]	-0.9495309	-0.9532255	-0.9458364
nitrate	Atlantic	(27.95,28.05]	-0.9229623	-0.9232650	-0.9226597
nitrate	Atlantic	(28.05,28.1]	-0.9079047	-0.9139942	-0.9018152
nitrate	Atlantic	(28.1,28.15]	-0.9216770	-0.9235303	-0.9198236
nitrate	Atlantic	(28.15,28.2]	-0.9658330	-0.9710291	-0.9606370
nitrate	Atlantic	(28.2, Inf]	-0.9552412	-0.9709802	-0.9395022
nitrate	Indian	(-Inf,26]	-0.6287724	-0.7033982	-0.5541466
nitrate	Indian	(26,26.5]	-0.9304214	-0.9409183	-0.9199246
nitrate	Indian	(26.5,26.75]	-0.8900678	-0.8974240	-0.8827116
nitrate	Indian	(26.75,27]	-0.7556207	-0.7823003	-0.7289411
nitrate	Indian	(27,27.25]	-0.3454778	-0.3963892	-0.2945664
nitrate	Indian	(27.25,27.5]	0.3927105	0.3597074	0.4257135
nitrate	Indian	(27.5,27.75]	0.4442545	0.3614641	0.5270449
nitrate	Indian	(27.75,27.85]	0.0870868	-0.0148024	0.1889761
nitrate	Indian	(27.85,27.95]	-0.0388936	-0.1220830	0.0442958
nitrate	Indian	(27.95,28.05]	-0.3114805	-0.3140419	-0.3089191
nitrate	Indian	(28.05,28.1]	-0.1955612	-0.2706884	-0.1204339
nitrate	Indian	(28.1, Inf]	-0.0674567	-0.1282207	-0.0066926
nitrate	Pacific	(-Inf,26]	-0.0266079	-0.0365191	-0.0166967
nitrate	Pacific	(26,26.5]	-0.7877458	-0.8241687	-0.7513230
nitrate	Pacific	(26.5,26.75]	-0.6967170	-0.7309346	-0.6624994
nitrate	Pacific	(26.75,27]	-0.7424271	-0.7926580	-0.6921961
nitrate	Pacific	(27,27.25]	0.0475396	-0.0236565	0.1187358
nitrate	Pacific	(27.25,27.5]	0.5614714	0.5166238	0.6063191
nitrate	Pacific	(27.5,27.75]	0.6727172	0.6286705	0.7167640
nitrate	Pacific	(27.75,27.85]	0.7632414	0.7468368	0.7796461
nitrate	Pacific	(27.85,27.95]	0.7518757	0.7423522	0.7613992
nitrate	Pacific	(27.95,28.05]	0.5493262	0.5322037	0.5664487
nitrate	Pacific	(28.05,28.1]	0.2884657	0.2772361	0.2996954
nitrate	Pacific	(28.1, Inf]	0.3073746	0.2227415	0.3920077
oxygen	Atlantic	(-Inf,26]	-0.4525807	-0.5033528	-0.4018087
oxygen	Atlantic	(26,26.5]	-0.0729067	-0.1956105	0.0497970
oxygen	Atlantic	(26.5,26.75]	0.1806693	0.1692069	0.1921317
oxygen	Atlantic	(26.75,27]	0.0320944	-0.0093297	0.0735185
oxygen	Atlantic	(27,27.25]	0.0028096	-0.0067377	0.0123568
oxygen	Atlantic	(27.25,27.5]	0.0356367	-0.1152187	0.1864920
oxygen	Atlantic	(27.5,27.75]	0.4237921	0.4227948	0.4247893
oxygen	Atlantic	(27.75,27.85]	0.7200930	0.6818614	0.7583246
oxygen	Atlantic	(27.85,27.95]	0.8046653	0.7814734	0.8278572
oxygen	Atlantic	(27.95,28.05]	0.7607737	0.6784945	0.8430529
oxygen	Atlantic	(28.05,28.1]	0.8259809	0.7896258	0.8623360
oxygen	Atlantic	(28.1,28.15]	0.8654777	0.8551142	0.8758412
oxygen	Atlantic	(28.15,28.2]	0.9429549	0.9396601	0.9462496
oxygen	Atlantic	(28.2, Inf]	0.6051380	0.4725181	0.7377579
oxygen	Indian	(-Inf,26]	0.7158615	0.6362599	0.7954631
oxygen	Indian	(26,26.5]	0.9382376	0.9164967	0.9599786
oxygen	Indian	(26.5,26.75]	0.7441815	0.6932719	0.7950912
oxygen	Indian	(26.75,27]	0.4538687	0.3255940	0.5821434
oxygen	Indian	(27,27.25]	-0.0483295	-0.2489849	0.1523259
oxygen	Indian	(27.25,27.5]	-0.5316743	-0.6005196	-0.4628290
oxygen	Indian	(27.5,27.75]	-0.4546610	-0.5722004	-0.3371216
oxygen	Indian	(27.75,27.85]	-0.2334244	-0.3566017	-0.1102470
oxygen	Indian	(27.85,27.95]	-0.2690685	-0.4338059	-0.1043310
oxygen	Indian	(27.95,28.05]	-0.1220234	-0.2519840	0.0079372
oxygen	Indian	(28.05,28.1]	-0.0656176	-0.1206268	-0.0106085
oxygen	Indian	(28.1, Inf]	-0.5083153	-0.5282754	-0.4883553
oxygen	Pacific	(-Inf,26]	0.2504205	0.1733319	0.3275090
oxygen	Pacific	(26,26.5]	0.3956743	0.3730676	0.4182811
oxygen	Pacific	(26.5,26.75]	0.1219633	0.0008943	0.2430324
oxygen	Pacific	(26.75,27]	0.4971384	0.3499006	0.6443762
oxygen	Pacific	(27,27.25]	-0.0851073	-0.1717010	0.0014865
oxygen	Pacific	(27.25,27.5]	-0.5830730	-0.6275591	-0.5385869
oxygen	Pacific	(27.5,27.75]	-0.6930829	-0.7457225	-0.6404433
oxygen	Pacific	(27.75,27.85]	-0.7677336	-0.7922055	-0.7432618
oxygen	Pacific	(27.85,27.95]	-0.7550126	-0.7799923	-0.7300328
oxygen	Pacific	(27.95,28.05]	-0.5843104	-0.5960823	-0.5725386
oxygen	Pacific	(28.05,28.1]	-0.3198737	-0.3221350	-0.3176123
oxygen	Pacific	(28.1, Inf]	-0.3820561	-0.4506456	-0.3134665
phosphate	Atlantic	(-Inf,26]	0.1839419	0.1111960	0.2566877
phosphate	Atlantic	(26,26.5]	-0.5748168	-0.6465042	-0.5031293
phosphate	Atlantic	(26.5,26.75]	-0.7287592	-0.7416648	-0.7158537
phosphate	Atlantic	(26.75,27]	-0.7350747	-0.7789635	-0.6911859
phosphate	Atlantic	(27,27.25]	-0.8160571	-0.8556046	-0.7765096
phosphate	Atlantic	(27.25,27.5]	-0.9153369	-0.9444687	-0.8862052
phosphate	Atlantic	(27.5,27.75]	-0.9807572	-0.9823404	-0.9791739
phosphate	Atlantic	(27.75,27.85]	-0.9759117	-0.9781447	-0.9736786
phosphate	Atlantic	(27.85,27.95]	-0.9551075	-0.9616107	-0.9486042
phosphate	Atlantic	(27.95,28.05]	-0.9302080	-0.9334009	-0.9270152
phosphate	Atlantic	(28.05,28.1]	-0.9155449	-0.9168700	-0.9142199
phosphate	Atlantic	(28.1,28.15]	-0.9280734	-0.9314079	-0.9247388
phosphate	Atlantic	(28.15,28.2]	-0.9678148	-0.9729822	-0.9626474
phosphate	Atlantic	(28.2, Inf]	-0.9630491	-0.9770003	-0.9490979
phosphate	Indian	(-Inf,26]	-0.6527185	-0.7379531	-0.5674839
phosphate	Indian	(26,26.5]	-0.9449838	-0.9722037	-0.9177638
phosphate	Indian	(26.5,26.75]	-0.9024101	-0.9220435	-0.8827766
phosphate	Indian	(26.75,27]	-0.7669015	-0.8086395	-0.7251634
phosphate	Indian	(27,27.25]	-0.3694490	-0.4614218	-0.2774762
phosphate	Indian	(27.25,27.5]	0.3330011	0.3146647	0.3513374
phosphate	Indian	(27.5,27.75]	0.3677474	0.2644889	0.4710060
phosphate	Indian	(27.75,27.85]	0.0340342	-0.0630043	0.1310727
phosphate	Indian	(27.85,27.95]	-0.0847096	-0.1749164	0.0054971
phosphate	Indian	(27.95,28.05]	-0.3368848	-0.3469900	-0.3267796
phosphate	Indian	(28.05,28.1]	-0.2340627	-0.3103759	-0.1577494
phosphate	Indian	(28.1, Inf]	-0.1695951	-0.2279289	-0.1112612
phosphate	Pacific	(-Inf,26]	-0.0838615	-0.0922170	-0.0755060
phosphate	Pacific	(26,26.5]	-0.8178541	-0.8421208	-0.7935873
phosphate	Pacific	(26.5,26.75]	-0.7466489	-0.7810693	-0.7122285
phosphate	Pacific	(26.75,27]	-0.7743521	-0.8168917	-0.7318125
phosphate	Pacific	(27,27.25]	0.0267145	-0.0440850	0.0975139
phosphate	Pacific	(27.25,27.5]	0.5506431	0.5018251	0.5994611
phosphate	Pacific	(27.5,27.75]	0.6527539	0.6070283	0.6984795
phosphate	Pacific	(27.75,27.85]	0.7367661	0.7200186	0.7535136
phosphate	Pacific	(27.85,27.95]	0.7202268	0.7127063	0.7277473
phosphate	Pacific	(27.95,28.05]	0.4863617	0.4525985	0.5201249
phosphate	Pacific	(28.05,28.1]	0.1813207	0.1426263	0.2200150
phosphate	Pacific	(28.1, Inf]	0.2067300	0.1050376	0.3084224
sal	Atlantic	(-Inf,26]	0.0573893	-0.0131509	0.1279296
sal	Atlantic	(26,26.5]	0.7801328	0.7353386	0.8249270
sal	Atlantic	(26.5,26.75]	0.8655342	0.8332996	0.8977688
sal	Atlantic	(26.75,27]	0.8160267	0.7998137	0.8322396
sal	Atlantic	(27,27.25]	0.8678683	0.8533585	0.8823781
sal	Atlantic	(27.25,27.5]	0.8679764	0.8554907	0.8804621
sal	Atlantic	(27.5,27.75]	0.8195869	0.8074283	0.8317455
sal	Atlantic	(27.75,27.85]	0.6950217	0.6717262	0.7183172
sal	Atlantic	(27.85,27.95]	0.6249820	0.5802633	0.6697006
sal	Atlantic	(27.95,28.05]	0.6884013	0.6264662	0.7503364
sal	Atlantic	(28.05,28.1]	0.7207568	0.6905961	0.7509174
sal	Atlantic	(28.1,28.15]	0.7504476	0.7193480	0.7815472
sal	Atlantic	(28.15,28.2]	0.8861087	0.8735214	0.8986959
sal	Atlantic	(28.2, Inf]	0.9323570	0.9096853	0.9550287
sal	Indian	(-Inf,26]	0.5254233	0.2942868	0.7565598
sal	Indian	(26,26.5]	0.7214743	0.6701400	0.7728086
sal	Indian	(26.5,26.75]	0.5222454	0.3160278	0.7284630
sal	Indian	(26.75,27]	0.3008757	-0.0110722	0.6128235
sal	Indian	(27,27.25]	0.2297207	-0.0776573	0.5370987
sal	Indian	(27.25,27.5]	0.4601527	0.2929798	0.6273257
sal	Indian	(27.5,27.75]	0.4315451	0.2298298	0.6332605
sal	Indian	(27.75,27.85]	0.2666655	0.1064262	0.4269048
sal	Indian	(27.85,27.95]	0.3798249	0.1915998	0.5680501
sal	Indian	(27.95,28.05]	0.4139922	0.2622558	0.5657286
sal	Indian	(28.05,28.1]	0.3030381	0.1167754	0.4893008
sal	Indian	(28.1, Inf]	0.5367037	0.5262603	0.5471471
sal	Pacific	(-Inf,26]	-0.0369565	-0.0551029	-0.0188100
sal	Pacific	(26,26.5]	0.6282940	0.6024765	0.6541116
sal	Pacific	(26.5,26.75]	0.6194730	0.5211505	0.7177956
sal	Pacific	(26.75,27]	0.4277714	0.2849934	0.5705494
sal	Pacific	(27,27.25]	-0.3366752	-0.3811161	-0.2922343
sal	Pacific	(27.25,27.5]	-0.4857545	-0.5223207	-0.4491884
sal	Pacific	(27.5,27.75]	-0.2345774	-0.2682214	-0.2009333
sal	Pacific	(27.75,27.85]	-0.2766129	-0.4372781	-0.1159478
sal	Pacific	(27.85,27.95]	-0.2948012	-0.4575541	-0.1320483
sal	Pacific	(27.95,28.05]	-0.2551950	-0.3200012	-0.1903887
sal	Pacific	(28.05,28.1]	-0.1860086	-0.2288395	-0.1431778
sal	Pacific	(28.1, Inf]	-0.1382061	-0.1903567	-0.0860556
silicate	Atlantic	(-Inf,26]	0.1081814	0.1063211	0.1100416
silicate	Atlantic	(26,26.5]	-0.5657813	-0.6252100	-0.5063525
silicate	Atlantic	(26.5,26.75]	-0.6218645	-0.6451620	-0.5985670
silicate	Atlantic	(26.75,27]	-0.5428124	-0.5872016	-0.4984233
silicate	Atlantic	(27,27.25]	-0.7499937	-0.7508656	-0.7491218
silicate	Atlantic	(27.25,27.5]	-0.8663936	-0.8898482	-0.8429390
silicate	Atlantic	(27.5,27.75]	-0.8599411	-0.8848531	-0.8350290
silicate	Atlantic	(27.75,27.85]	-0.8898541	-0.9078262	-0.8718820
silicate	Atlantic	(27.85,27.95]	-0.8888245	-0.8997540	-0.8778950
silicate	Atlantic	(27.95,28.05]	-0.8823692	-0.8840367	-0.8807017
silicate	Atlantic	(28.05,28.1]	-0.8815553	-0.8862422	-0.8768683
silicate	Atlantic	(28.1,28.15]	-0.9071364	-0.9082077	-0.9060652
silicate	Atlantic	(28.15,28.2]	-0.9611700	-0.9694163	-0.9529238
silicate	Atlantic	(28.2, Inf]	-0.9378808	-0.9660705	-0.9096911
silicate	Indian	(-Inf,26]	-0.5669999	-0.5759276	-0.5580722
silicate	Indian	(26,26.5]	-0.9232683	-0.9362541	-0.9102825
silicate	Indian	(26.5,26.75]	-0.8070505	-0.8462150	-0.7678860
silicate	Indian	(26.75,27]	-0.5835809	-0.6775227	-0.4896392
silicate	Indian	(27,27.25]	-0.2062222	-0.3439465	-0.0684978
silicate	Indian	(27.25,27.5]	0.4843365	0.4407221	0.5279508
silicate	Indian	(27.5,27.75]	0.6177397	0.6134181	0.6220613
silicate	Indian	(27.75,27.85]	0.2662300	0.2331626	0.2992973
silicate	Indian	(27.85,27.95]	0.1280959	0.0550827	0.2011090
silicate	Indian	(27.95,28.05]	-0.1084750	-0.1414999	-0.0754502
silicate	Indian	(28.05,28.1]	-0.0964042	-0.1090112	-0.0837971
silicate	Indian	(28.1, Inf]	-0.1671733	-0.1836910	-0.1506555
silicate	Pacific	(-Inf,26]	-0.0659563	-0.0688762	-0.0630364
silicate	Pacific	(26,26.5]	-0.7494879	-0.7653990	-0.7335768
silicate	Pacific	(26.5,26.75]	-0.6637233	-0.6920468	-0.6353999
silicate	Pacific	(26.75,27]	-0.5632910	-0.5897791	-0.5368029
silicate	Pacific	(27,27.25]	0.3123869	0.2861713	0.3386025
silicate	Pacific	(27.25,27.5]	0.8126527	0.7976692	0.8276361
silicate	Pacific	(27.5,27.75]	0.8739457	0.8629720	0.8849194
silicate	Pacific	(27.75,27.85]	0.8532708	0.8456379	0.8609036
silicate	Pacific	(27.85,27.95]	0.7884873	0.7779372	0.7990374
silicate	Pacific	(27.95,28.05]	0.5724232	0.5554411	0.5894054
silicate	Pacific	(28.05,28.1]	0.2751461	0.2737472	0.2765451
silicate	Pacific	(28.1, Inf]	0.2188940	0.1868892	0.2508988
temp	Atlantic	(-Inf,26]	-0.3372922	-0.4359344	-0.2386501
temp	Atlantic	(26,26.5]	0.7343741	0.7042746	0.7644735
temp	Atlantic	(26.5,26.75]	0.8417471	0.7892769	0.8942173
temp	Atlantic	(26.75,27]	0.7306371	0.6926760	0.7685983
temp	Atlantic	(27,27.25]	0.8159219	0.8036389	0.8282048
temp	Atlantic	(27.25,27.5]	0.8173253	0.8054523	0.8291984
temp	Atlantic	(27.5,27.75]	0.7528868	0.7225314	0.7832421
temp	Atlantic	(27.75,27.85]	0.6433827	0.6269265	0.6598390
temp	Atlantic	(27.85,27.95]	0.5915461	0.5617291	0.6213632
temp	Atlantic	(27.95,28.05]	0.6385813	0.6001786	0.6769841
temp	Atlantic	(28.05,28.1]	0.6352307	0.5899272	0.6805342
temp	Atlantic	(28.1,28.15]	0.5948383	0.5044703	0.6852063
temp	Atlantic	(28.15,28.2]	0.4727598	0.2731858	0.6723338
temp	Atlantic	(28.2, Inf]	0.1435402	0.0127723	0.2743080
temp	Indian	(-Inf,26]	-0.3724920	-0.4001731	-0.3448109
temp	Indian	(26,26.5]	0.4744836	0.4534693	0.4954979
temp	Indian	(26.5,26.75]	0.4682381	0.2936098	0.6428663
temp	Indian	(26.75,27]	0.4308191	0.1731347	0.6885036
temp	Indian	(27,27.25]	0.4257392	0.1530961	0.6983823
temp	Indian	(27.25,27.5]	0.5254621	0.3892417	0.6616824
temp	Indian	(27.5,27.75]	0.3034957	0.1875403	0.4194511
temp	Indian	(27.75,27.85]	0.2011673	0.0894890	0.3128457
temp	Indian	(27.85,27.95]	0.3287348	0.1692846	0.4881849
temp	Indian	(27.95,28.05]	0.3197968	0.1892591	0.4503345
temp	Indian	(28.05,28.1]	0.2284373	0.0709567	0.3859178
temp	Indian	(28.1, Inf]	0.5501229	0.5209764	0.5792695
temp	Pacific	(-Inf,26]	-0.5631109	-0.6423753	-0.4838465
temp	Pacific	(26,26.5]	0.6477565	0.6250083	0.6705048
temp	Pacific	(26.5,26.75]	0.6490107	0.5525615	0.7454599
temp	Pacific	(26.75,27]	0.4623276	0.3252656	0.5993895
temp	Pacific	(27,27.25]	-0.1851194	-0.2322108	-0.1380280
temp	Pacific	(27.25,27.5]	-0.4618223	-0.4899008	-0.4337439
temp	Pacific	(27.5,27.75]	-0.2859735	-0.3611951	-0.2107518
temp	Pacific	(27.75,27.85]	-0.1893738	-0.3407719	-0.0379758
temp	Pacific	(27.85,27.95]	-0.1816058	-0.3609911	-0.0022204
temp	Pacific	(27.95,28.05]	-0.1520688	-0.2991993	-0.0049384
temp	Pacific	(28.05,28.1]	-0.0428127	-0.0950653	0.0094399
temp	Pacific	(28.1, Inf]	0.3379124	0.2802265	0.3955984

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 15.3

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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.1          
[40] zip_2.1.1                car_3.0-10               magrittr_1.5            
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.0.0 data.table_1.14.0        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_1.0.1