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: 820fc98

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 820fc98. 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	0a211c9	jens-daniel-mueller	2022-01-17	Build site.
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
0a211c9	jens-daniel-mueller	2022-01-17
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
0a211c9	jens-daniel-mueller	2022-01-17
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
0a211c9	jens-daniel-mueller	2022-01-17
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
0a211c9	jens-daniel-mueller	2022-01-17
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
0a211c9	jens-daniel-mueller	2022-01-17
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
0a211c9	jens-daniel-mueller	2022-01-17
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
0a211c9	jens-daniel-mueller	2022-01-17
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]	0.7195758	0.6610770	0.7780747
aou + nitrate	Atlantic	(27.5,27.75]	0.8200101	0.8050231	0.8349972
aou + nitrate	Atlantic	(27.75,27.85]	0.9160554	0.9132166	0.9188942
aou + nitrate	Atlantic	(27.85,27.95]	0.9268145	0.9177595	0.9358695
aou + nitrate	Atlantic	(27.95,28.05]	0.9346738	0.9133176	0.9560300
aou + nitrate	Atlantic	(28.05,28.1]	0.9603075	0.9471872	0.9734279
aou + nitrate	Atlantic	(28.1,28.15]	0.9721723	0.9696806	0.9746640
aou + nitrate	Atlantic	(28.15,28.2]	0.9870010	0.9852782	0.9887239
aou + nitrate	Atlantic	(28.2, Inf]	0.8477606	0.7992011	0.8963202
aou + nitrate	Indian	(-Inf,26]	0.9903617	0.9860655	0.9946579
aou + nitrate	Indian	(26,26.5]	0.9811113	0.9731739	0.9890488
aou + nitrate	Indian	(26.5,26.75]	0.9512431	0.9470927	0.9553935
aou + nitrate	Indian	(26.75,27]	0.9142072	0.9111054	0.9173089
aou + nitrate	Indian	(27,27.25]	0.8736114	0.8648383	0.8823845
aou + nitrate	Indian	(27.25,27.5]	0.9145430	0.9059939	0.9230920
aou + nitrate	Indian	(27.5,27.75]	0.9390065	0.9178394	0.9601736
aou + nitrate	Indian	(27.75,27.85]	0.8831974	0.8525182	0.9138766
aou + nitrate	Indian	(27.85,27.95]	0.8544833	0.8182482	0.8907184
aou + nitrate	Indian	(27.95,28.05]	0.8048989	0.7389736	0.8708242
aou + nitrate	Indian	(28.05,28.1]	0.9054460	0.8494837	0.9614083
aou + nitrate	Indian	(28.1, Inf]	0.5889928	0.5423484	0.6356372
aou + nitrate	Pacific	(-Inf,26]	0.8762553	0.8553648	0.8971459
aou + nitrate	Pacific	(26,26.5]	0.8589415	0.8551044	0.8627787
aou + nitrate	Pacific	(26.5,26.75]	0.8017852	0.7686389	0.8349315
aou + nitrate	Pacific	(26.75,27]	0.9185602	0.9073096	0.9298109
aou + nitrate	Pacific	(27,27.25]	0.9734315	0.9721016	0.9747614
aou + nitrate	Pacific	(27.25,27.5]	0.9800477	0.9778460	0.9822495
aou + nitrate	Pacific	(27.5,27.75]	0.9824917	0.9809475	0.9840359
aou + nitrate	Pacific	(27.75,27.85]	0.9897551	0.9896022	0.9899081
aou + nitrate	Pacific	(27.85,27.95]	0.9889941	0.9875370	0.9904512
aou + nitrate	Pacific	(27.95,28.05]	0.9788766	0.9741580	0.9835953
aou + nitrate	Pacific	(28.05,28.1]	0.9772701	0.9664169	0.9881234
aou + nitrate	Pacific	(28.1, Inf]	0.9568359	0.9500475	0.9636242
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]	-0.9489956	-0.9633461	-0.9346452
aou + oxygen	Atlantic	(27.5,27.75]	-0.9255458	-0.9301460	-0.9209456
aou + oxygen	Atlantic	(27.75,27.85]	-0.9581285	-0.9613130	-0.9549440
aou + oxygen	Atlantic	(27.85,27.95]	-0.9733292	-0.9762442	-0.9704143
aou + oxygen	Atlantic	(27.95,28.05]	-0.9692671	-0.9812310	-0.9573031
aou + oxygen	Atlantic	(28.05,28.1]	-0.9838321	-0.9900785	-0.9775857
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897205	-0.9900203	-0.9894208
aou + oxygen	Atlantic	(28.15,28.2]	-0.9950158	-0.9965560	-0.9934756
aou + oxygen	Atlantic	(28.2, Inf]	-0.9817765	-0.9837571	-0.9797959
aou + oxygen	Indian	(-Inf,26]	-0.9924428	-0.9941328	-0.9907528
aou + oxygen	Indian	(26,26.5]	-0.9972465	-0.9976315	-0.9968615
aou + oxygen	Indian	(26.5,26.75]	-0.9958298	-0.9963187	-0.9953409
aou + oxygen	Indian	(26.75,27]	-0.9940739	-0.9957727	-0.9923750
aou + oxygen	Indian	(27,27.25]	-0.9948676	-0.9962031	-0.9935321
aou + oxygen	Indian	(27.25,27.5]	-0.9965517	-0.9972635	-0.9958399
aou + oxygen	Indian	(27.5,27.75]	-0.9970356	-0.9974582	-0.9966130
aou + oxygen	Indian	(27.75,27.85]	-0.9969834	-0.9975912	-0.9963756
aou + oxygen	Indian	(27.85,27.95]	-0.9948217	-0.9953184	-0.9943249
aou + oxygen	Indian	(27.95,28.05]	-0.9896317	-0.9915336	-0.9877297
aou + oxygen	Indian	(28.05,28.1]	-0.9913117	-0.9962050	-0.9864184
aou + oxygen	Indian	(28.1, Inf]	-0.9856898	-0.9881929	-0.9831868
aou + oxygen	Pacific	(-Inf,26]	-0.8417927	-0.8453236	-0.8382619
aou + oxygen	Pacific	(26,26.5]	-0.9711630	-0.9738141	-0.9685120
aou + oxygen	Pacific	(26.5,26.75]	-0.9741946	-0.9765837	-0.9718054
aou + oxygen	Pacific	(26.75,27]	-0.9797690	-0.9817068	-0.9778313
aou + oxygen	Pacific	(27,27.25]	-0.9944233	-0.9949307	-0.9939159
aou + oxygen	Pacific	(27.25,27.5]	-0.9959352	-0.9965232	-0.9953473
aou + oxygen	Pacific	(27.5,27.75]	-0.9956796	-0.9969995	-0.9943597
aou + oxygen	Pacific	(27.75,27.85]	-0.9967713	-0.9977917	-0.9957509
aou + oxygen	Pacific	(27.85,27.95]	-0.9970686	-0.9982939	-0.9958434
aou + oxygen	Pacific	(27.95,28.05]	-0.9978183	-0.9987407	-0.9968960
aou + oxygen	Pacific	(28.05,28.1]	-0.9989922	-0.9991019	-0.9988826
aou + oxygen	Pacific	(28.1, Inf]	-0.9953590	-0.9962125	-0.9945055
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]	0.6386336	0.5491541	0.7281130
aou + phosphate	Atlantic	(27.5,27.75]	0.7887574	0.7705770	0.8069378
aou + phosphate	Atlantic	(27.75,27.85]	0.8985971	0.8939632	0.9032309
aou + phosphate	Atlantic	(27.85,27.95]	0.9215879	0.9104902	0.9326856
aou + phosphate	Atlantic	(27.95,28.05]	0.9305227	0.9056886	0.9553568
aou + phosphate	Atlantic	(28.05,28.1]	0.9564817	0.9418934	0.9710700
aou + phosphate	Atlantic	(28.1,28.15]	0.9679803	0.9673199	0.9686408
aou + phosphate	Atlantic	(28.15,28.2]	0.9865778	0.9852494	0.9879062
aou + phosphate	Atlantic	(28.2, Inf]	0.8451269	0.7938521	0.8964017
aou + phosphate	Indian	(-Inf,26]	0.9947054	0.9933036	0.9961073
aou + phosphate	Indian	(26,26.5]	0.9933498	0.9915206	0.9951790
aou + phosphate	Indian	(26.5,26.75]	0.9656681	0.9605228	0.9708133
aou + phosphate	Indian	(26.75,27]	0.9361747	0.9227741	0.9495752
aou + phosphate	Indian	(27,27.25]	0.9118445	0.8892209	0.9344680
aou + phosphate	Indian	(27.25,27.5]	0.9430258	0.9313234	0.9547283
aou + phosphate	Indian	(27.5,27.75]	0.9584270	0.9512607	0.9655934
aou + phosphate	Indian	(27.75,27.85]	0.9194785	0.9055534	0.9334037
aou + phosphate	Indian	(27.85,27.95]	0.8630533	0.8361919	0.8899147
aou + phosphate	Indian	(27.95,28.05]	0.8237201	0.7715549	0.8758853
aou + phosphate	Indian	(28.05,28.1]	0.9131171	0.8650477	0.9611864
aou + phosphate	Indian	(28.1, Inf]	0.5847552	0.5546684	0.6148421
aou + phosphate	Pacific	(-Inf,26]	0.8804931	0.8626372	0.8983490
aou + phosphate	Pacific	(26,26.5]	0.8973951	0.8752567	0.9195335
aou + phosphate	Pacific	(26.5,26.75]	0.8255667	0.8026394	0.8484939
aou + phosphate	Pacific	(26.75,27]	0.9271691	0.9115245	0.9428137
aou + phosphate	Pacific	(27,27.25]	0.9795770	0.9788805	0.9802735
aou + phosphate	Pacific	(27.25,27.5]	0.9834012	0.9827495	0.9840529
aou + phosphate	Pacific	(27.5,27.75]	0.9815765	0.9795227	0.9836303
aou + phosphate	Pacific	(27.75,27.85]	0.9869831	0.9869180	0.9870482
aou + phosphate	Pacific	(27.85,27.95]	0.9866582	0.9863297	0.9869868
aou + phosphate	Pacific	(27.95,28.05]	0.9804231	0.9792636	0.9815826
aou + phosphate	Pacific	(28.05,28.1]	0.9775743	0.9708779	0.9842707
aou + phosphate	Pacific	(28.1, Inf]	0.9534641	0.9508133	0.9561149
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]	0.3786834	0.2255003	0.5318665
aou + silicate	Atlantic	(27.5,27.75]	0.5036615	0.4398614	0.5674616
aou + silicate	Atlantic	(27.75,27.85]	0.7657373	0.7350044	0.7964702
aou + silicate	Atlantic	(27.85,27.95]	0.8428848	0.8239632	0.8618064
aou + silicate	Atlantic	(27.95,28.05]	0.9120743	0.8858261	0.9383226
aou + silicate	Atlantic	(28.05,28.1]	0.9607141	0.9500398	0.9713884
aou + silicate	Atlantic	(28.1,28.15]	0.9680738	0.9679584	0.9681892
aou + silicate	Atlantic	(28.15,28.2]	0.9862021	0.9854123	0.9869920
aou + silicate	Atlantic	(28.2, Inf]	0.8321194	0.7792669	0.8849719
aou + silicate	Indian	(-Inf,26]	0.9138748	0.8740459	0.9537037
aou + silicate	Indian	(26,26.5]	0.9477052	0.9373974	0.9580129
aou + silicate	Indian	(26.5,26.75]	0.9662452	0.9612722	0.9712182
aou + silicate	Indian	(26.75,27]	0.9762196	0.9743834	0.9780558
aou + silicate	Indian	(27,27.25]	0.9255015	0.9122293	0.9387737
aou + silicate	Indian	(27.25,27.5]	0.8733167	0.8510574	0.8955759
aou + silicate	Indian	(27.5,27.75]	0.8574821	0.8439200	0.8710442
aou + silicate	Indian	(27.75,27.85]	0.8634815	0.8246495	0.9023135
aou + silicate	Indian	(27.85,27.95]	0.8415204	0.8016212	0.8814195
aou + silicate	Indian	(27.95,28.05]	0.8585752	0.8215517	0.8955986
aou + silicate	Indian	(28.05,28.1]	0.9515066	0.9406044	0.9624087
aou + silicate	Indian	(28.1, Inf]	0.3708540	0.2959248	0.4457831
aou + silicate	Pacific	(-Inf,26]	0.6451322	0.5989521	0.6913122
aou + silicate	Pacific	(26,26.5]	0.5674313	0.5383958	0.5964668
aou + silicate	Pacific	(26.5,26.75]	0.3825086	0.3812745	0.3837427
aou + silicate	Pacific	(26.75,27]	0.6900252	0.6850533	0.6949971
aou + silicate	Pacific	(27,27.25]	0.9039686	0.8930260	0.9149113
aou + silicate	Pacific	(27.25,27.5]	0.9245370	0.9156599	0.9334141
aou + silicate	Pacific	(27.5,27.75]	0.9327844	0.9182913	0.9472776
aou + silicate	Pacific	(27.75,27.85]	0.9681591	0.9665425	0.9697757
aou + silicate	Pacific	(27.85,27.95]	0.9656351	0.9650752	0.9661949
aou + silicate	Pacific	(27.95,28.05]	0.9523263	0.9440731	0.9605794
aou + silicate	Pacific	(28.05,28.1]	0.9578500	0.9468435	0.9688565
aou + silicate	Pacific	(28.1, Inf]	0.8180917	0.7776851	0.8584983
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]	0.8216009	0.7619228	0.8812791
nitrate + silicate	Atlantic	(27.5,27.75]	0.8499528	0.8217572	0.8781484
nitrate + silicate	Atlantic	(27.75,27.85]	0.9348787	0.9226460	0.9471114
nitrate + silicate	Atlantic	(27.85,27.95]	0.9668808	0.9647916	0.9689701
nitrate + silicate	Atlantic	(27.95,28.05]	0.9829401	0.9822158	0.9836644
nitrate + silicate	Atlantic	(28.05,28.1]	0.9896914	0.9883450	0.9910379
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897160	0.9886064	0.9908257
nitrate + silicate	Atlantic	(28.15,28.2]	0.9931456	0.9927769	0.9935142
nitrate + silicate	Atlantic	(28.2, Inf]	0.9765705	0.9674669	0.9856742
nitrate + silicate	Indian	(-Inf,26]	0.9325148	0.9020316	0.9629980
nitrate + silicate	Indian	(26,26.5]	0.9542561	0.9487449	0.9597673
nitrate + silicate	Indian	(26.5,26.75]	0.9437647	0.9404044	0.9471250
nitrate + silicate	Indian	(26.75,27]	0.9309773	0.9242201	0.9377345
nitrate + silicate	Indian	(27,27.25]	0.9328602	0.9318336	0.9338868
nitrate + silicate	Indian	(27.25,27.5]	0.9238218	0.9105709	0.9370727
nitrate + silicate	Indian	(27.5,27.75]	0.8494812	0.8403192	0.8586433
nitrate + silicate	Indian	(27.75,27.85]	0.7933027	0.7560988	0.8305066
nitrate + silicate	Indian	(27.85,27.95]	0.8393779	0.8257994	0.8529565
nitrate + silicate	Indian	(27.95,28.05]	0.8919017	0.8833806	0.9004229
nitrate + silicate	Indian	(28.05,28.1]	0.9544693	0.9389078	0.9700308
nitrate + silicate	Indian	(28.1, Inf]	0.8128525	0.8071626	0.8185423
nitrate + silicate	Pacific	(-Inf,26]	0.8450818	0.8435505	0.8466131
nitrate + silicate	Pacific	(26,26.5]	0.8051223	0.7934198	0.8168247
nitrate + silicate	Pacific	(26.5,26.75]	0.7422998	0.7009301	0.7836696
nitrate + silicate	Pacific	(26.75,27]	0.8299751	0.8054362	0.8545139
nitrate + silicate	Pacific	(27,27.25]	0.9139062	0.8990732	0.9287393
nitrate + silicate	Pacific	(27.25,27.5]	0.9026406	0.8910532	0.9142281
nitrate + silicate	Pacific	(27.5,27.75]	0.9028537	0.8886167	0.9170908
nitrate + silicate	Pacific	(27.75,27.85]	0.9502541	0.9481543	0.9523539
nitrate + silicate	Pacific	(27.85,27.95]	0.9618096	0.9566305	0.9669886
nitrate + silicate	Pacific	(27.95,28.05]	0.9443678	0.9189170	0.9698187
nitrate + silicate	Pacific	(28.05,28.1]	0.9435691	0.9152494	0.9718889
nitrate + silicate	Pacific	(28.1, Inf]	0.9050173	0.8919261	0.9181084
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]	-0.4866539	-0.5256103	-0.4476974
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5645736	-0.5756183	-0.5535288
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7705204	-0.7811391	-0.7599017
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8240397	-0.8467636	-0.8013158
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8286645	-0.8925267	-0.7648023
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9037682	-0.9411096	-0.8664268
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9355835	-0.9370227	-0.9341444
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9760233	-0.9790901	-0.9729565
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7545233	-0.8274296	-0.6816169
oxygen + nitrate	Indian	(-Inf,26]	-0.9753491	-0.9829529	-0.9677453
oxygen + nitrate	Indian	(26,26.5]	-0.9678529	-0.9771691	-0.9585367
oxygen + nitrate	Indian	(26.5,26.75]	-0.9218839	-0.9246508	-0.9191170
oxygen + nitrate	Indian	(26.75,27]	-0.8668531	-0.8790436	-0.8546627
oxygen + nitrate	Indian	(27,27.25]	-0.8219041	-0.8402746	-0.8035337
oxygen + nitrate	Indian	(27.25,27.5]	-0.8810564	-0.8951599	-0.8669528
oxygen + nitrate	Indian	(27.5,27.75]	-0.9226065	-0.9480504	-0.8971625
oxygen + nitrate	Indian	(27.75,27.85]	-0.8623763	-0.8957469	-0.8290058
oxygen + nitrate	Indian	(27.85,27.95]	-0.8093559	-0.8521976	-0.7665143
oxygen + nitrate	Indian	(27.95,28.05]	-0.7202624	-0.8053935	-0.6351313
oxygen + nitrate	Indian	(28.05,28.1]	-0.8492319	-0.9376721	-0.7607916
oxygen + nitrate	Indian	(28.1, Inf]	-0.4558939	-0.5154007	-0.3963870
oxygen + nitrate	Pacific	(-Inf,26]	-0.5505480	-0.5981811	-0.5029149
oxygen + nitrate	Pacific	(26,26.5]	-0.7248919	-0.7399173	-0.7098664
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6597771	-0.7104842	-0.6090701
oxygen + nitrate	Pacific	(26.75,27]	-0.8311766	-0.8538759	-0.8084772
oxygen + nitrate	Pacific	(27,27.25]	-0.9500745	-0.9526443	-0.9475047
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9685550	-0.9721822	-0.9649277
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9746617	-0.9787326	-0.9705909
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9846824	-0.9868617	-0.9825031
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9825051	-0.9842522	-0.9807580
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9713637	-0.9719813	-0.9707461
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9717655	-0.9830037	-0.9605273
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9291453	-0.9423974	-0.9158933
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]	-0.3853023	-0.4555730	-0.3150316
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5161080	-0.5314134	-0.5008027
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7422017	-0.7553145	-0.7290890
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8147738	-0.8404062	-0.7891415
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8212851	-0.8898783	-0.7526919
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8968673	-0.9364195	-0.8573152
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9274242	-0.9300959	-0.9247526
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9743665	-0.9773076	-0.9714254
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7509414	-0.8269984	-0.6748844
oxygen + phosphate	Indian	(-Inf,26]	-0.9834987	-0.9851324	-0.9818649
oxygen + phosphate	Indian	(26,26.5]	-0.9844471	-0.9890607	-0.9798335
oxygen + phosphate	Indian	(26.5,26.75]	-0.9401841	-0.9494060	-0.9309621
oxygen + phosphate	Indian	(26.75,27]	-0.8947372	-0.9195784	-0.8698960
oxygen + phosphate	Indian	(27,27.25]	-0.8689487	-0.9043537	-0.8335436
oxygen + phosphate	Indian	(27.25,27.5]	-0.9173380	-0.9367553	-0.8979208
oxygen + phosphate	Indian	(27.5,27.75]	-0.9465592	-0.9560932	-0.9370252
oxygen + phosphate	Indian	(27.75,27.85]	-0.8975070	-0.9135707	-0.8814432
oxygen + phosphate	Indian	(27.85,27.95]	-0.8141967	-0.8465377	-0.7818557
oxygen + phosphate	Indian	(27.95,28.05]	-0.7415763	-0.8112878	-0.6718648
oxygen + phosphate	Indian	(28.05,28.1]	-0.8599081	-0.9388267	-0.7809895
oxygen + phosphate	Indian	(28.1, Inf]	-0.4541220	-0.4964759	-0.4117682
oxygen + phosphate	Pacific	(-Inf,26]	-0.6053127	-0.6423754	-0.5682500
oxygen + phosphate	Pacific	(26,26.5]	-0.7748167	-0.8139015	-0.7357318
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6849338	-0.7222578	-0.6476098
oxygen + phosphate	Pacific	(26.75,27]	-0.8398363	-0.8680887	-0.8115839
oxygen + phosphate	Pacific	(27,27.25]	-0.9576200	-0.9578974	-0.9573425
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9729184	-0.9739076	-0.9719292
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9743788	-0.9790715	-0.9696862
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9819404	-0.9839102	-0.9799706
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9800088	-0.9828859	-0.9771316
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9730366	-0.9757827	-0.9702905
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9724203	-0.9786496	-0.9661909
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9267749	-0.9346289	-0.9189210
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]	-0.1107714	-0.2339032	0.0123604
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1830320	-0.2469502	-0.1191138
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5739797	-0.6114749	-0.5364846
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7081801	-0.7441491	-0.6722111
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7912145	-0.8611432	-0.7212858
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9012514	-0.9338017	-0.8687010
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9279799	-0.9288019	-0.9271579
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9776722	-0.9778313	-0.9775131
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7397716	-0.8154647	-0.6640784
oxygen + silicate	Indian	(-Inf,26]	-0.8770857	-0.9338884	-0.8202830
oxygen + silicate	Indian	(26,26.5]	-0.9341171	-0.9473372	-0.9208969
oxygen + silicate	Indian	(26.5,26.75]	-0.9547411	-0.9601184	-0.9493638
oxygen + silicate	Indian	(26.75,27]	-0.9599934	-0.9604201	-0.9595666
oxygen + silicate	Indian	(27,27.25]	-0.8922482	-0.9028356	-0.8816607
oxygen + silicate	Indian	(27.25,27.5]	-0.8378557	-0.8586480	-0.8170635
oxygen + silicate	Indian	(27.5,27.75]	-0.8248103	-0.8369906	-0.8126301
oxygen + silicate	Indian	(27.75,27.85]	-0.8374255	-0.8836635	-0.7911876
oxygen + silicate	Indian	(27.85,27.95]	-0.7952800	-0.8452599	-0.7453002
oxygen + silicate	Indian	(27.95,28.05]	-0.7906380	-0.8455464	-0.7357295
oxygen + silicate	Indian	(28.05,28.1]	-0.9150305	-0.9458221	-0.8842388
oxygen + silicate	Indian	(28.1, Inf]	-0.2348571	-0.3033842	-0.1663300
oxygen + silicate	Pacific	(-Inf,26]	-0.2814660	-0.3615445	-0.2013876
oxygen + silicate	Pacific	(26,26.5]	-0.3909976	-0.4290020	-0.3529931
oxygen + silicate	Pacific	(26.5,26.75]	-0.1897035	-0.2033195	-0.1760876
oxygen + silicate	Pacific	(26.75,27]	-0.5466703	-0.5511558	-0.5421848
oxygen + silicate	Pacific	(27,27.25]	-0.8617302	-0.8759354	-0.8475249
oxygen + silicate	Pacific	(27.25,27.5]	-0.8926868	-0.9054417	-0.8799318
oxygen + silicate	Pacific	(27.5,27.75]	-0.9032648	-0.9260243	-0.8805053
oxygen + silicate	Pacific	(27.75,27.85]	-0.9532736	-0.9581299	-0.9484172
oxygen + silicate	Pacific	(27.85,27.95]	-0.9519303	-0.9547631	-0.9490976
oxygen + silicate	Pacific	(27.95,28.05]	-0.9378834	-0.9444753	-0.9312915
oxygen + silicate	Pacific	(28.05,28.1]	-0.9489018	-0.9601959	-0.9376077
oxygen + silicate	Pacific	(28.1, Inf]	-0.7670994	-0.8161148	-0.7180840
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]	0.9892160	0.9851403	0.9932917
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9951062	0.9949661	0.9952462
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9964131	0.9957536	0.9970726
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9955696	0.9945387	0.9966006
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9954419	0.9938803	0.9970035
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9943381	0.9924529	0.9962232
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9945811	0.9928218	0.9963404
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9978869	0.9974860	0.9982879
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9957664	0.9957634	0.9957695
phosphate + nitrate	Indian	(-Inf,26]	0.9905152	0.9834862	0.9975443
phosphate + nitrate	Indian	(26,26.5]	0.9850720	0.9735579	0.9965860
phosphate + nitrate	Indian	(26.5,26.75]	0.9855666	0.9739015	0.9972317
phosphate + nitrate	Indian	(26.75,27]	0.9821771	0.9687751	0.9955792
phosphate + nitrate	Indian	(27,27.25]	0.9744815	0.9572110	0.9917520
phosphate + nitrate	Indian	(27.25,27.5]	0.9724321	0.9612238	0.9836403
phosphate + nitrate	Indian	(27.5,27.75]	0.9616567	0.9523366	0.9709767
phosphate + nitrate	Indian	(27.75,27.85]	0.9471995	0.9253443	0.9690547
phosphate + nitrate	Indian	(27.85,27.95]	0.9641809	0.9555088	0.9728529
phosphate + nitrate	Indian	(27.95,28.05]	0.9818275	0.9771568	0.9864983
phosphate + nitrate	Indian	(28.05,28.1]	0.9871173	0.9829883	0.9912463
phosphate + nitrate	Indian	(28.1, Inf]	0.9467335	0.9339434	0.9595236
phosphate + nitrate	Pacific	(-Inf,26]	0.9561042	0.9516422	0.9605662
phosphate + nitrate	Pacific	(26,26.5]	0.9599983	0.9483832	0.9716133
phosphate + nitrate	Pacific	(26.5,26.75]	0.9529571	0.9499609	0.9559533
phosphate + nitrate	Pacific	(26.75,27]	0.9805438	0.9797193	0.9813684
phosphate + nitrate	Pacific	(27,27.25]	0.9904037	0.9897052	0.9911022
phosphate + nitrate	Pacific	(27.25,27.5]	0.9925202	0.9918527	0.9931876
phosphate + nitrate	Pacific	(27.5,27.75]	0.9939732	0.9937855	0.9941609
phosphate + nitrate	Pacific	(27.75,27.85]	0.9929399	0.9920324	0.9938474
phosphate + nitrate	Pacific	(27.85,27.95]	0.9916966	0.9892835	0.9941096
phosphate + nitrate	Pacific	(27.95,28.05]	0.9809969	0.9697389	0.9922548
phosphate + nitrate	Pacific	(28.05,28.1]	0.9711586	0.9553231	0.9869941
phosphate + nitrate	Pacific	(28.1, Inf]	0.9770976	0.9732523	0.9809429
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]	0.8651841	0.8259201	0.9044482
phosphate + silicate	Atlantic	(27.5,27.75]	0.8730548	0.8515459	0.8945638
phosphate + silicate	Atlantic	(27.75,27.85]	0.9448219	0.9359626	0.9536812
phosphate + silicate	Atlantic	(27.85,27.95]	0.9709373	0.9706161	0.9712584
phosphate + silicate	Atlantic	(27.95,28.05]	0.9845296	0.9833575	0.9857016
phosphate + silicate	Atlantic	(28.05,28.1]	0.9908508	0.9894592	0.9922425
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919480	0.9911844	0.9927117
phosphate + silicate	Atlantic	(28.15,28.2]	0.9933368	0.9921100	0.9945636
phosphate + silicate	Atlantic	(28.2, Inf]	0.9761533	0.9651986	0.9871080
phosphate + silicate	Indian	(-Inf,26]	0.9192556	0.8747665	0.9637447
phosphate + silicate	Indian	(26,26.5]	0.9548083	0.9461625	0.9634540
phosphate + silicate	Indian	(26.5,26.75]	0.9504185	0.9482316	0.9526054
phosphate + silicate	Indian	(26.75,27]	0.9451825	0.9375003	0.9528647
phosphate + silicate	Indian	(27,27.25]	0.9388249	0.9291247	0.9485251
phosphate + silicate	Indian	(27.25,27.5]	0.9117976	0.8794591	0.9441361
phosphate + silicate	Indian	(27.5,27.75]	0.8651180	0.8328026	0.8974335
phosphate + silicate	Indian	(27.75,27.85]	0.8821582	0.8821209	0.8821954
phosphate + silicate	Indian	(27.85,27.95]	0.9012449	0.9010822	0.9014077
phosphate + silicate	Indian	(27.95,28.05]	0.9132683	0.9126158	0.9139208
phosphate + silicate	Indian	(28.05,28.1]	0.9579573	0.9487560	0.9671587
phosphate + silicate	Indian	(28.1, Inf]	0.7911849	0.7763568	0.8060129
phosphate + silicate	Pacific	(-Inf,26]	0.7621699	0.7503527	0.7739871
phosphate + silicate	Pacific	(26,26.5]	0.7615291	0.7454908	0.7775674
phosphate + silicate	Pacific	(26.5,26.75]	0.7028787	0.6584966	0.7472607
phosphate + silicate	Pacific	(26.75,27]	0.8285320	0.8006326	0.8564315
phosphate + silicate	Pacific	(27,27.25]	0.9198717	0.9045171	0.9352264
phosphate + silicate	Pacific	(27.25,27.5]	0.9066438	0.8923797	0.9209080
phosphate + silicate	Pacific	(27.5,27.75]	0.9018183	0.8864686	0.9171679
phosphate + silicate	Pacific	(27.75,27.85]	0.9528015	0.9503862	0.9552167
phosphate + silicate	Pacific	(27.85,27.95]	0.9671395	0.9644992	0.9697797
phosphate + silicate	Pacific	(27.95,28.05]	0.9585622	0.9481213	0.9690032
phosphate + silicate	Pacific	(28.05,28.1]	0.9560824	0.9408662	0.9712986
phosphate + silicate	Pacific	(28.1, Inf]	0.8909274	0.8707948	0.9110599
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]	0.0476980	-0.1925150	0.2879110
sal + aou	Atlantic	(27.5,27.75]	-0.3045366	-0.3513665	-0.2577067
sal + aou	Atlantic	(27.75,27.85]	-0.3730075	-0.4477392	-0.2982757
sal + aou	Atlantic	(27.85,27.95]	-0.4419193	-0.4863940	-0.3974446
sal + aou	Atlantic	(27.95,28.05]	-0.5903618	-0.5994106	-0.5813130
sal + aou	Atlantic	(28.05,28.1]	-0.7428615	-0.7685369	-0.7171862
sal + aou	Atlantic	(28.1,28.15]	-0.7794210	-0.7985235	-0.7603184
sal + aou	Atlantic	(28.15,28.2]	-0.9197835	-0.9259554	-0.9136117
sal + aou	Atlantic	(28.2, Inf]	-0.6094813	-0.7214556	-0.4975070
sal + aou	Indian	(-Inf,26]	-0.5586366	-0.7805719	-0.3367013
sal + aou	Indian	(26,26.5]	-0.7184636	-0.7927191	-0.6442080
sal + aou	Indian	(26.5,26.75]	-0.1236024	-0.2873337	0.0401288
sal + aou	Indian	(26.75,27]	0.4870153	0.3383866	0.6356440
sal + aou	Indian	(27,27.25]	0.8798186	0.8672415	0.8923956
sal + aou	Indian	(27.25,27.5]	0.9547046	0.9381168	0.9712924
sal + aou	Indian	(27.5,27.75]	0.9634025	0.9593286	0.9674764
sal + aou	Indian	(27.75,27.85]	0.9488571	0.9353426	0.9623715
sal + aou	Indian	(27.85,27.95]	0.9037840	0.8943053	0.9132627
sal + aou	Indian	(27.95,28.05]	0.6861788	0.6848846	0.6874731
sal + aou	Indian	(28.05,28.1]	0.2497252	0.1914565	0.3079939
sal + aou	Indian	(28.1, Inf]	0.6721420	0.5901426	0.7541413
sal + aou	Pacific	(-Inf,26]	-0.1321522	-0.1551785	-0.1091260
sal + aou	Pacific	(26,26.5]	-0.0646489	-0.1098741	-0.0194237
sal + aou	Pacific	(26.5,26.75]	0.2158542	0.1388686	0.2928399
sal + aou	Pacific	(26.75,27]	-0.1198243	-0.1548518	-0.0847968
sal + aou	Pacific	(27,27.25]	-0.2244545	-0.2508432	-0.1980658
sal + aou	Pacific	(27.25,27.5]	0.0315870	0.0104774	0.0526966
sal + aou	Pacific	(27.5,27.75]	0.1360197	0.0320105	0.2400290
sal + aou	Pacific	(27.75,27.85]	0.0413834	-0.1634249	0.2461917
sal + aou	Pacific	(27.85,27.95]	-0.1499799	-0.4190531	0.1190934
sal + aou	Pacific	(27.95,28.05]	-0.5803048	-0.7684604	-0.3921493
sal + aou	Pacific	(28.05,28.1]	-0.8851455	-0.8862271	-0.8840639
sal + aou	Pacific	(28.1, Inf]	-0.6087324	-0.7221600	-0.4953047
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]	-0.6087381	-0.7238191	-0.4936570
sal + nitrate	Atlantic	(27.5,27.75]	-0.7431077	-0.7568948	-0.7293205
sal + nitrate	Atlantic	(27.75,27.85]	-0.6737369	-0.7324682	-0.6150057
sal + nitrate	Atlantic	(27.85,27.95]	-0.7049468	-0.7639202	-0.6459734
sal + nitrate	Atlantic	(27.95,28.05]	-0.8029493	-0.8403258	-0.7655728
sal + nitrate	Atlantic	(28.05,28.1]	-0.8643398	-0.8774430	-0.8512366
sal + nitrate	Atlantic	(28.1,28.15]	-0.8712642	-0.8909987	-0.8515297
sal + nitrate	Atlantic	(28.15,28.2]	-0.9484982	-0.9497611	-0.9472354
sal + nitrate	Atlantic	(28.2, Inf]	-0.9198983	-0.9429360	-0.8968607
sal + nitrate	Indian	(-Inf,26]	-0.5813232	-0.7927184	-0.3699280
sal + nitrate	Indian	(26,26.5]	-0.8198039	-0.8580924	-0.7815154
sal + nitrate	Indian	(26.5,26.75]	-0.3967858	-0.5358836	-0.2576879
sal + nitrate	Indian	(26.75,27]	0.1094223	-0.0694876	0.2883322
sal + nitrate	Indian	(27,27.25]	0.5520136	0.5094825	0.5945447
sal + nitrate	Indian	(27.25,27.5]	0.7872525	0.7728320	0.8016731
sal + nitrate	Indian	(27.5,27.75]	0.8693697	0.8434928	0.8952466
sal + nitrate	Indian	(27.75,27.85]	0.7307880	0.6598014	0.8017746
sal + nitrate	Indian	(27.85,27.95]	0.5774838	0.5025492	0.6524184
sal + nitrate	Indian	(27.95,28.05]	0.1530609	0.0421267	0.2639952
sal + nitrate	Indian	(28.05,28.1]	-0.1215001	-0.3170397	0.0740396
sal + nitrate	Indian	(28.1, Inf]	-0.1164989	-0.2641930	0.0311952
sal + nitrate	Pacific	(-Inf,26]	-0.4315904	-0.4607091	-0.4024717
sal + nitrate	Pacific	(26,26.5]	-0.4821672	-0.5074861	-0.4568484
sal + nitrate	Pacific	(26.5,26.75]	-0.3225724	-0.4481208	-0.1970241
sal + nitrate	Pacific	(26.75,27]	-0.4263151	-0.4908168	-0.3618135
sal + nitrate	Pacific	(27,27.25]	-0.3524991	-0.3800417	-0.3249564
sal + nitrate	Pacific	(27.25,27.5]	-0.0023000	-0.0239987	0.0193987
sal + nitrate	Pacific	(27.5,27.75]	0.1121452	0.0195516	0.2047387
sal + nitrate	Pacific	(27.75,27.85]	0.0193392	-0.1670786	0.2057569
sal + nitrate	Pacific	(27.85,27.95]	-0.1946986	-0.4412021	0.0518050
sal + nitrate	Pacific	(27.95,28.05]	-0.6429279	-0.7918928	-0.4939631
sal + nitrate	Pacific	(28.05,28.1]	-0.9150534	-0.9156508	-0.9144560
sal + nitrate	Pacific	(28.1, Inf]	-0.7545876	-0.8262398	-0.6829354
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]	-0.3430561	-0.5255165	-0.1605958
sal + oxygen	Atlantic	(27.5,27.75]	-0.0632971	-0.1007776	-0.0258167
sal + oxygen	Atlantic	(27.75,27.85]	0.1021370	0.0104847	0.1937894
sal + oxygen	Atlantic	(27.85,27.95]	0.2361867	0.2006168	0.2717565
sal + oxygen	Atlantic	(27.95,28.05]	0.3909758	0.3312144	0.4507371
sal + oxygen	Atlantic	(28.05,28.1]	0.6186401	0.5595991	0.6776810
sal + oxygen	Atlantic	(28.1,28.15]	0.6850380	0.6652424	0.7048337
sal + oxygen	Atlantic	(28.15,28.2]	0.8864270	0.8782785	0.8945755
sal + oxygen	Atlantic	(28.2, Inf]	0.4772982	0.3353226	0.6192738
sal + oxygen	Indian	(-Inf,26]	0.5514430	0.3075054	0.7953805
sal + oxygen	Indian	(26,26.5]	0.6749531	0.5988633	0.7510430
sal + oxygen	Indian	(26.5,26.75]	0.0369632	-0.1225801	0.1965065
sal + oxygen	Indian	(26.75,27]	-0.5756620	-0.7012556	-0.4500685
sal + oxygen	Indian	(27,27.25]	-0.9195145	-0.9231927	-0.9158363
sal + oxygen	Indian	(27.25,27.5]	-0.9691866	-0.9847601	-0.9536131
sal + oxygen	Indian	(27.5,27.75]	-0.9650735	-0.9664371	-0.9637099
sal + oxygen	Indian	(27.75,27.85]	-0.9561327	-0.9686720	-0.9435934
sal + oxygen	Indian	(27.85,27.95]	-0.9273303	-0.9321783	-0.9224823
sal + oxygen	Indian	(27.95,28.05]	-0.7704794	-0.7797721	-0.7611866
sal + oxygen	Indian	(28.05,28.1]	-0.3632412	-0.3817592	-0.3447231
sal + oxygen	Indian	(28.1, Inf]	-0.7750387	-0.8368068	-0.7132707
sal + oxygen	Pacific	(-Inf,26]	-0.2905727	-0.3581567	-0.2229887
sal + oxygen	Pacific	(26,26.5]	-0.1599296	-0.2127045	-0.1071548
sal + oxygen	Pacific	(26.5,26.75]	-0.4226707	-0.4839463	-0.3613950
sal + oxygen	Pacific	(26.75,27]	-0.0753605	-0.1006091	-0.0501119
sal + oxygen	Pacific	(27,27.25]	0.1268478	0.0957994	0.1578962
sal + oxygen	Pacific	(27.25,27.5]	-0.1046731	-0.1202897	-0.0890565
sal + oxygen	Pacific	(27.5,27.75]	-0.1929454	-0.3104023	-0.0754885
sal + oxygen	Pacific	(27.75,27.85]	-0.1055559	-0.3234694	0.1123576
sal + oxygen	Pacific	(27.85,27.95]	0.0951388	-0.1960103	0.3862878
sal + oxygen	Pacific	(27.95,28.05]	0.5521976	0.3380572	0.7663380
sal + oxygen	Pacific	(28.05,28.1]	0.8748557	0.8716898	0.8780216
sal + oxygen	Pacific	(28.1, Inf]	0.5429110	0.4156169	0.6702051
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]	-0.6961637	-0.7783000	-0.6140273
sal + phosphate	Atlantic	(27.5,27.75]	-0.7826331	-0.7930812	-0.7721850
sal + phosphate	Atlantic	(27.75,27.85]	-0.7050997	-0.7604595	-0.6497399
sal + phosphate	Atlantic	(27.85,27.95]	-0.7183940	-0.7779099	-0.6588782
sal + phosphate	Atlantic	(27.95,28.05]	-0.8109199	-0.8504098	-0.7714301
sal + phosphate	Atlantic	(28.05,28.1]	-0.8750632	-0.8893491	-0.8607773
sal + phosphate	Atlantic	(28.1,28.15]	-0.8859423	-0.9074777	-0.8644069
sal + phosphate	Atlantic	(28.15,28.2]	-0.9532924	-0.9543719	-0.9522130
sal + phosphate	Atlantic	(28.2, Inf]	-0.9239473	-0.9466887	-0.9012059
sal + phosphate	Indian	(-Inf,26]	-0.5321336	-0.7879166	-0.2763506
sal + phosphate	Indian	(26,26.5]	-0.7596573	-0.8515125	-0.6678022
sal + phosphate	Indian	(26.5,26.75]	-0.3394259	-0.5259563	-0.1528955
sal + phosphate	Indian	(26.75,27]	0.1844400	-0.0392159	0.4080958
sal + phosphate	Indian	(27,27.25]	0.6493985	0.5576223	0.7411747
sal + phosphate	Indian	(27.25,27.5]	0.8621012	0.8430701	0.8811322
sal + phosphate	Indian	(27.5,27.75]	0.9188426	0.8997694	0.9379159
sal + phosphate	Indian	(27.75,27.85]	0.8202906	0.7837131	0.8568680
sal + phosphate	Indian	(27.85,27.95]	0.6262607	0.5624012	0.6901201
sal + phosphate	Indian	(27.95,28.05]	0.1994213	0.1008194	0.2980231
sal + phosphate	Indian	(28.05,28.1]	-0.0946789	-0.2816146	0.0922567
sal + phosphate	Indian	(28.1, Inf]	-0.1120679	-0.2423279	0.0181922
sal + phosphate	Pacific	(-Inf,26]	-0.3358809	-0.3407299	-0.3310319
sal + phosphate	Pacific	(26,26.5]	-0.4271681	-0.4305174	-0.4238188
sal + phosphate	Pacific	(26.5,26.75]	-0.3016544	-0.4103390	-0.1929697
sal + phosphate	Pacific	(26.75,27]	-0.4314556	-0.5002731	-0.3626380
sal + phosphate	Pacific	(27,27.25]	-0.3506765	-0.3838156	-0.3175374
sal + phosphate	Pacific	(27.25,27.5]	-0.0009604	-0.0126091	0.0106883
sal + phosphate	Pacific	(27.5,27.75]	0.1186064	0.0254045	0.2118084
sal + phosphate	Pacific	(27.75,27.85]	0.0266858	-0.1617608	0.2151324
sal + phosphate	Pacific	(27.85,27.95]	-0.1976494	-0.4448181	0.0495192
sal + phosphate	Pacific	(27.95,28.05]	-0.6454419	-0.7980593	-0.4928244
sal + phosphate	Pacific	(28.05,28.1]	-0.9187070	-0.9191566	-0.9182573
sal + phosphate	Pacific	(28.1, Inf]	-0.7531583	-0.8272525	-0.6790641
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]	-0.7466611	-0.7975298	-0.6957925
sal + silicate	Atlantic	(27.5,27.75]	-0.8075734	-0.8154938	-0.7996531
sal + silicate	Atlantic	(27.75,27.85]	-0.7497172	-0.8427603	-0.6566742
sal + silicate	Atlantic	(27.85,27.95]	-0.7837120	-0.8465247	-0.7208993
sal + silicate	Atlantic	(27.95,28.05]	-0.8331239	-0.8677898	-0.7984579
sal + silicate	Atlantic	(28.05,28.1]	-0.8772971	-0.8833442	-0.8712500
sal + silicate	Atlantic	(28.1,28.15]	-0.8856116	-0.9027051	-0.8685181
sal + silicate	Atlantic	(28.15,28.2]	-0.9357784	-0.9367180	-0.9348388
sal + silicate	Atlantic	(28.2, Inf]	-0.8947268	-0.9326560	-0.8567976
sal + silicate	Indian	(-Inf,26]	-0.7032079	-0.8278840	-0.5785319
sal + silicate	Indian	(26,26.5]	-0.8275556	-0.8535035	-0.8016077
sal + silicate	Indian	(26.5,26.75]	-0.2195409	-0.3568737	-0.0822081
sal + silicate	Indian	(26.75,27]	0.3881530	0.2488493	0.5274567
sal + silicate	Indian	(27,27.25]	0.6877210	0.6850334	0.6904086
sal + silicate	Indian	(27.25,27.5]	0.7337912	0.6748322	0.7927502
sal + silicate	Indian	(27.5,27.75]	0.7918764	0.7431131	0.8406397
sal + silicate	Indian	(27.75,27.85]	0.8279833	0.7938038	0.8621628
sal + silicate	Indian	(27.85,27.95]	0.7066126	0.6300320	0.7831931
sal + silicate	Indian	(27.95,28.05]	0.3947137	0.2995167	0.4899106
sal + silicate	Indian	(28.05,28.1]	0.0695925	-0.0562069	0.1953919
sal + silicate	Indian	(28.1, Inf]	-0.1836675	-0.1966182	-0.1707169
sal + silicate	Pacific	(-Inf,26]	-0.6294806	-0.6566478	-0.6023133
sal + silicate	Pacific	(26,26.5]	-0.6943630	-0.7091828	-0.6795431
sal + silicate	Pacific	(26.5,26.75]	-0.7132802	-0.7726207	-0.6539396
sal + silicate	Pacific	(26.75,27]	-0.7303533	-0.7586955	-0.7020110
sal + silicate	Pacific	(27,27.25]	-0.5494628	-0.5646056	-0.5343200
sal + silicate	Pacific	(27.25,27.5]	-0.2276713	-0.2581624	-0.1971801
sal + silicate	Pacific	(27.5,27.75]	0.0275871	-0.0269308	0.0821050
sal + silicate	Pacific	(27.75,27.85]	-0.0244630	-0.2073497	0.1584237
sal + silicate	Pacific	(27.85,27.95]	-0.1800143	-0.4107930	0.0507644
sal + silicate	Pacific	(27.95,28.05]	-0.5413995	-0.6718783	-0.4109207
sal + silicate	Pacific	(28.05,28.1]	-0.8465924	-0.8772088	-0.8159761
sal + silicate	Pacific	(28.1, Inf]	-0.7713525	-0.8471482	-0.6955569
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]	0.9745696	0.9713510	0.9777881
sal + temp	Atlantic	(27.5,27.75]	0.9619251	0.9573374	0.9665127
sal + temp	Atlantic	(27.75,27.85]	0.9738697	0.9665841	0.9811553
sal + temp	Atlantic	(27.85,27.95]	0.9590614	0.9588141	0.9593086
sal + temp	Atlantic	(27.95,28.05]	0.9408156	0.9271737	0.9544575
sal + temp	Atlantic	(28.05,28.1]	0.9657348	0.9567803	0.9746894
sal + temp	Atlantic	(28.1,28.15]	0.9543350	0.9292895	0.9793806
sal + temp	Atlantic	(28.15,28.2]	0.7425572	0.5593942	0.9257202
sal + temp	Atlantic	(28.2, Inf]	0.3255679	0.1774243	0.4737116
sal + temp	Indian	(-Inf,26]	0.1406864	0.0726199	0.2087529
sal + temp	Indian	(26,26.5]	0.8495565	0.8467931	0.8523200
sal + temp	Indian	(26.5,26.75]	0.9609467	0.9607640	0.9611294
sal + temp	Indian	(26.75,27]	0.9714129	0.9674397	0.9753861
sal + temp	Indian	(27,27.25]	0.9580821	0.9534499	0.9627144
sal + temp	Indian	(27.25,27.5]	0.9488328	0.9331558	0.9645098
sal + temp	Indian	(27.5,27.75]	0.9087662	0.8792368	0.9382956
sal + temp	Indian	(27.75,27.85]	0.9399524	0.9223115	0.9575932
sal + temp	Indian	(27.85,27.95]	0.9415159	0.9373069	0.9457248
sal + temp	Indian	(27.95,28.05]	0.9421962	0.9287956	0.9555967
sal + temp	Indian	(28.05,28.1]	0.9246352	0.9040103	0.9452602
sal + temp	Indian	(28.1, Inf]	0.9503616	0.9353375	0.9653856
sal + temp	Pacific	(-Inf,26]	0.6941071	0.6088705	0.7793437
sal + temp	Pacific	(26,26.5]	0.9433699	0.9359101	0.9508297
sal + temp	Pacific	(26.5,26.75]	0.9767621	0.9747252	0.9787990
sal + temp	Pacific	(26.75,27]	0.9727067	0.9691746	0.9762387
sal + temp	Pacific	(27,27.25]	0.9353707	0.9309272	0.9398142
sal + temp	Pacific	(27.25,27.5]	0.8023823	0.8015758	0.8031889
sal + temp	Pacific	(27.5,27.75]	0.6261643	0.5456907	0.7066380
sal + temp	Pacific	(27.75,27.85]	0.8183478	0.7568134	0.8798821
sal + temp	Pacific	(27.85,27.95]	0.7107892	0.5895947	0.8319838
sal + temp	Pacific	(27.95,28.05]	0.4149675	0.2544164	0.5755186
sal + temp	Pacific	(28.05,28.1]	0.0570926	-0.0391710	0.1533561
sal + temp	Pacific	(28.1, Inf]	-0.1687232	-0.2898798	-0.0475667
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]	0.1028857	-0.1447198	0.3504912
temp + aou	Atlantic	(27.5,27.75]	-0.2295628	-0.3037792	-0.1553464
temp + aou	Atlantic	(27.75,27.85]	-0.2975865	-0.3193515	-0.2758214
temp + aou	Atlantic	(27.85,27.95]	-0.3608469	-0.3751598	-0.3465340
temp + aou	Atlantic	(27.95,28.05]	-0.4713789	-0.5197261	-0.4230317
temp + aou	Atlantic	(28.05,28.1]	-0.6246936	-0.6474348	-0.6019523
temp + aou	Atlantic	(28.1,28.15]	-0.6051966	-0.6869391	-0.5234541
temp + aou	Atlantic	(28.15,28.2]	-0.5678308	-0.7806998	-0.3549618
temp + aou	Atlantic	(28.2, Inf]	0.3319426	0.3218545	0.3420306
temp + aou	Indian	(-Inf,26]	-0.2968736	-0.3522552	-0.2414919
temp + aou	Indian	(26,26.5]	-0.5196403	-0.5651694	-0.4741111
temp + aou	Indian	(26.5,26.75]	-0.0748849	-0.2026444	0.0528747
temp + aou	Indian	(26.75,27]	0.3631093	0.2027308	0.5234878
temp + aou	Indian	(27,27.25]	0.7690987	0.7158196	0.8223777
temp + aou	Indian	(27.25,27.5]	0.8850695	0.8574675	0.9126715
temp + aou	Indian	(27.5,27.75]	0.9148347	0.8937628	0.9359066
temp + aou	Indian	(27.75,27.85]	0.9328976	0.9194233	0.9463718
temp + aou	Indian	(27.85,27.95]	0.8972244	0.8927749	0.9016739
temp + aou	Indian	(27.95,28.05]	0.7357539	0.7233444	0.7481635
temp + aou	Indian	(28.05,28.1]	0.4609852	0.4138561	0.5081143
temp + aou	Indian	(28.1, Inf]	0.7906108	0.7555213	0.8257003
temp + aou	Pacific	(-Inf,26]	-0.2800341	-0.2941907	-0.2658775
temp + aou	Pacific	(26,26.5]	-0.1068155	-0.1581461	-0.0554848
temp + aou	Pacific	(26.5,26.75]	0.2348687	0.1794147	0.2903227
temp + aou	Pacific	(26.75,27]	-0.1124505	-0.1385410	-0.0863600
temp + aou	Pacific	(27,27.25]	-0.2695122	-0.2708240	-0.2682004
temp + aou	Pacific	(27.25,27.5]	-0.0528813	-0.0663952	-0.0393675
temp + aou	Pacific	(27.5,27.75]	0.1865928	0.0467907	0.3263948
temp + aou	Pacific	(27.75,27.85]	0.2038472	0.0256002	0.3820941
temp + aou	Pacific	(27.85,27.95]	0.1421553	-0.0971425	0.3814532
temp + aou	Pacific	(27.95,28.05]	-0.0043663	-0.2373769	0.2286444
temp + aou	Pacific	(28.05,28.1]	0.0410049	-0.1548584	0.2368682
temp + aou	Pacific	(28.1, Inf]	0.8086215	0.7948657	0.8223774
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]	-0.5519464	-0.6752219	-0.4286709
temp + nitrate	Atlantic	(27.5,27.75]	-0.6825442	-0.7200287	-0.6450598
temp + nitrate	Atlantic	(27.75,27.85]	-0.6263354	-0.6424718	-0.6101990
temp + nitrate	Atlantic	(27.85,27.95]	-0.6498014	-0.6867490	-0.6128537
temp + nitrate	Atlantic	(27.95,28.05]	-0.7138711	-0.7294157	-0.6983266
temp + nitrate	Atlantic	(28.05,28.1]	-0.7743482	-0.7961686	-0.7525277
temp + nitrate	Atlantic	(28.1,28.15]	-0.7288221	-0.8023940	-0.6552501
temp + nitrate	Atlantic	(28.15,28.2]	-0.5946730	-0.8041534	-0.3851926
temp + nitrate	Atlantic	(28.2, Inf]	-0.0428281	-0.1385586	0.0529025
temp + nitrate	Indian	(-Inf,26]	-0.3488618	-0.3981853	-0.2995382
temp + nitrate	Indian	(26,26.5]	-0.6328816	-0.6486349	-0.6171282
temp + nitrate	Indian	(26.5,26.75]	-0.3476063	-0.4595210	-0.2356916
temp + nitrate	Indian	(26.75,27]	-0.0250466	-0.2085332	0.1584399
temp + nitrate	Indian	(27,27.25]	0.3745465	0.2773634	0.4717296
temp + nitrate	Indian	(27.25,27.5]	0.6401697	0.5786002	0.7017392
temp + nitrate	Indian	(27.5,27.75]	0.7859510	0.7239165	0.8479855
temp + nitrate	Indian	(27.75,27.85]	0.7306369	0.6775949	0.7836789
temp + nitrate	Indian	(27.85,27.95]	0.5828854	0.5234251	0.6423456
temp + nitrate	Indian	(27.95,28.05]	0.2330794	0.1465454	0.3196133
temp + nitrate	Indian	(28.05,28.1]	0.1122592	-0.0745206	0.2990389
temp + nitrate	Indian	(28.1, Inf]	0.0381430	-0.0586183	0.1349042
temp + nitrate	Pacific	(-Inf,26]	-0.5487004	-0.5776823	-0.5197186
temp + nitrate	Pacific	(26,26.5]	-0.5452220	-0.5705905	-0.5198534
temp + nitrate	Pacific	(26.5,26.75]	-0.3284054	-0.4343413	-0.2224695
temp + nitrate	Pacific	(26.75,27]	-0.4441280	-0.4985181	-0.3897378
temp + nitrate	Pacific	(27,27.25]	-0.4271616	-0.4295051	-0.4248181
temp + nitrate	Pacific	(27.25,27.5]	-0.1360168	-0.1530476	-0.1189860
temp + nitrate	Pacific	(27.5,27.75]	0.1459893	0.0160132	0.2759653
temp + nitrate	Pacific	(27.75,27.85]	0.1798657	0.0124952	0.3472362
temp + nitrate	Pacific	(27.85,27.95]	0.1005412	-0.1211123	0.3221947
temp + nitrate	Pacific	(27.95,28.05]	-0.0638908	-0.2591248	0.1313432
temp + nitrate	Pacific	(28.05,28.1]	0.0004906	-0.1995333	0.2005145
temp + nitrate	Pacific	(28.1, Inf]	0.6528843	0.6435621	0.6622065
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]	-0.4024470	-0.5886280	-0.2162660
temp + oxygen	Atlantic	(27.5,27.75]	-0.1542945	-0.2177973	-0.0907917
temp + oxygen	Atlantic	(27.75,27.85]	0.0125891	-0.0212837	0.0464620
temp + oxygen	Atlantic	(27.85,27.95]	0.1381109	0.1355437	0.1406781
temp + oxygen	Atlantic	(27.95,28.05]	0.2443715	0.1432048	0.3455382
temp + oxygen	Atlantic	(28.05,28.1]	0.4778936	0.4209475	0.5348396
temp + oxygen	Atlantic	(28.1,28.15]	0.4888436	0.4010066	0.5766806
temp + oxygen	Atlantic	(28.15,28.2]	0.4881911	0.2479469	0.7284354
temp + oxygen	Atlantic	(28.2, Inf]	-0.4979930	-0.5152831	-0.4807029
temp + oxygen	Indian	(-Inf,26]	0.1786463	0.1080743	0.2492183
temp + oxygen	Indian	(26,26.5]	0.4553339	0.4125035	0.4981642
temp + oxygen	Indian	(26.5,26.75]	-0.0153356	-0.1381233	0.1074521
temp + oxygen	Indian	(26.75,27]	-0.4605572	-0.5993771	-0.3217372
temp + oxygen	Indian	(27,27.25]	-0.8294451	-0.8685829	-0.7903072
temp + oxygen	Indian	(27.25,27.5]	-0.9203763	-0.9401562	-0.9005965
temp + oxygen	Indian	(27.5,27.75]	-0.9429134	-0.9583658	-0.9274609
temp + oxygen	Indian	(27.75,27.85]	-0.9577468	-0.9662550	-0.9492386
temp + oxygen	Indian	(27.85,27.95]	-0.9371092	-0.9388660	-0.9353523
temp + oxygen	Indian	(27.95,28.05]	-0.8241065	-0.8421097	-0.8061034
temp + oxygen	Indian	(28.05,28.1]	-0.5673972	-0.5788035	-0.5559908
temp + oxygen	Indian	(28.1, Inf]	-0.8772737	-0.8978349	-0.8567125
temp + oxygen	Pacific	(-Inf,26]	-0.2774922	-0.2979688	-0.2570155
temp + oxygen	Pacific	(26,26.5]	-0.1319537	-0.1940230	-0.0698844
temp + oxygen	Pacific	(26.5,26.75]	-0.4473479	-0.4888997	-0.4057962
temp + oxygen	Pacific	(26.75,27]	-0.0881521	-0.1046933	-0.0716109
temp + oxygen	Pacific	(27,27.25]	0.1666131	0.1605214	0.1727049
temp + oxygen	Pacific	(27.25,27.5]	-0.0369805	-0.0439702	-0.0299909
temp + oxygen	Pacific	(27.5,27.75]	-0.2742819	-0.4246740	-0.1238897
temp + oxygen	Pacific	(27.75,27.85]	-0.2786629	-0.4654684	-0.0918574
temp + oxygen	Pacific	(27.85,27.95]	-0.2124107	-0.4638468	0.0390254
temp + oxygen	Pacific	(27.95,28.05]	-0.0562571	-0.3029704	0.1904562
temp + oxygen	Pacific	(28.05,28.1]	-0.0705398	-0.2692635	0.1281839
temp + oxygen	Pacific	(28.1, Inf]	-0.8548716	-0.8711291	-0.8386141
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]	-0.6445467	-0.7335611	-0.5555324
temp + phosphate	Atlantic	(27.5,27.75]	-0.7263021	-0.7570574	-0.6955467
temp + phosphate	Atlantic	(27.75,27.85]	-0.6600178	-0.6747972	-0.6452384
temp + phosphate	Atlantic	(27.85,27.95]	-0.6645702	-0.7034629	-0.6256775
temp + phosphate	Atlantic	(27.95,28.05]	-0.7243729	-0.7414175	-0.7073284
temp + phosphate	Atlantic	(28.05,28.1]	-0.7868780	-0.8086933	-0.7650627
temp + phosphate	Atlantic	(28.1,28.15]	-0.7486954	-0.8234487	-0.6739422
temp + phosphate	Atlantic	(28.15,28.2]	-0.6043947	-0.8108916	-0.3978979
temp + phosphate	Atlantic	(28.2, Inf]	-0.0489774	-0.1496498	0.0516950
temp + phosphate	Indian	(-Inf,26]	-0.3252282	-0.3925521	-0.2579042
temp + phosphate	Indian	(26,26.5]	-0.5847001	-0.6488686	-0.5205316
temp + phosphate	Indian	(26.5,26.75]	-0.2997360	-0.4475755	-0.1518965
temp + phosphate	Indian	(26.75,27]	0.0423354	-0.1758961	0.2605669
temp + phosphate	Indian	(27,27.25]	0.4669746	0.3313380	0.6026113
temp + phosphate	Indian	(27.25,27.5]	0.7148286	0.6348679	0.7947893
temp + phosphate	Indian	(27.5,27.75]	0.8342692	0.7939715	0.8745669
temp + phosphate	Indian	(27.75,27.85]	0.7704271	0.7378523	0.8030018
temp + phosphate	Indian	(27.85,27.95]	0.5835852	0.5378966	0.6292738
temp + phosphate	Indian	(27.95,28.05]	0.2647585	0.1963980	0.3331189
temp + phosphate	Indian	(28.05,28.1]	0.1382507	-0.0338728	0.3103742
temp + phosphate	Indian	(28.1, Inf]	0.0430695	-0.0319825	0.1181216
temp + phosphate	Pacific	(-Inf,26]	-0.4514577	-0.4655612	-0.4373542
temp + phosphate	Pacific	(26,26.5]	-0.4926467	-0.4945728	-0.4907206
temp + phosphate	Pacific	(26.5,26.75]	-0.3111369	-0.4012629	-0.2210109
temp + phosphate	Pacific	(26.75,27]	-0.4422364	-0.5022359	-0.3822368
temp + phosphate	Pacific	(27,27.25]	-0.4161006	-0.4249053	-0.4072960
temp + phosphate	Pacific	(27.25,27.5]	-0.1251613	-0.1307592	-0.1195635
temp + phosphate	Pacific	(27.5,27.75]	0.1541991	0.0262282	0.2821701
temp + phosphate	Pacific	(27.75,27.85]	0.1810110	0.0123562	0.3496658
temp + phosphate	Pacific	(27.85,27.95]	0.0995465	-0.1221937	0.3212867
temp + phosphate	Pacific	(27.95,28.05]	-0.0629155	-0.2631090	0.1372781
temp + phosphate	Pacific	(28.05,28.1]	0.0183306	-0.1675589	0.2042202
temp + phosphate	Pacific	(28.1, Inf]	0.6604390	0.6587759	0.6621021
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]	-0.7645967	-0.8073683	-0.7218250
temp + silicate	Atlantic	(27.5,27.75]	-0.8341194	-0.8393866	-0.8288522
temp + silicate	Atlantic	(27.75,27.85]	-0.7505460	-0.8141657	-0.6869264
temp + silicate	Atlantic	(27.85,27.95]	-0.7579270	-0.7992353	-0.7166188
temp + silicate	Atlantic	(27.95,28.05]	-0.7637621	-0.7738270	-0.7536972
temp + silicate	Atlantic	(28.05,28.1]	-0.7906841	-0.8006643	-0.7807039
temp + silicate	Atlantic	(28.1,28.15]	-0.7465166	-0.8152175	-0.6778158
temp + silicate	Atlantic	(28.15,28.2]	-0.5719402	-0.7823070	-0.3615734
temp + silicate	Atlantic	(28.2, Inf]	-0.0294664	-0.1143815	0.0554488
temp + silicate	Indian	(-Inf,26]	-0.4807898	-0.5152945	-0.4462850
temp + silicate	Indian	(26,26.5]	-0.6154097	-0.6172724	-0.6135470
temp + silicate	Indian	(26.5,26.75]	-0.1556090	-0.2629277	-0.0482903
temp + silicate	Indian	(26.75,27]	0.2625701	0.1173795	0.4077608
temp + silicate	Indian	(27,27.25]	0.5270983	0.4867802	0.5674165
temp + silicate	Indian	(27.25,27.5]	0.5883345	0.5784810	0.5981881
temp + silicate	Indian	(27.5,27.75]	0.6275923	0.6126267	0.6425579
temp + silicate	Indian	(27.75,27.85]	0.7053052	0.6277590	0.7828514
temp + silicate	Indian	(27.85,27.95]	0.5851855	0.5067607	0.6636102
temp + silicate	Indian	(27.95,28.05]	0.3732958	0.3053556	0.4412359
temp + silicate	Indian	(28.05,28.1]	0.2848423	0.1699302	0.3997544
temp + silicate	Indian	(28.1, Inf]	-0.0977243	-0.1364189	-0.0590298
temp + silicate	Pacific	(-Inf,26]	-0.5995634	-0.6470121	-0.5521146
temp + silicate	Pacific	(26,26.5]	-0.7245288	-0.7464843	-0.7025734
temp + silicate	Pacific	(26.5,26.75]	-0.7012953	-0.7540316	-0.6485590
temp + silicate	Pacific	(26.75,27]	-0.7195603	-0.7449186	-0.6942019
temp + silicate	Pacific	(27,27.25]	-0.5821502	-0.5896246	-0.5746759
temp + silicate	Pacific	(27.25,27.5]	-0.3606567	-0.3873645	-0.3339489
temp + silicate	Pacific	(27.5,27.75]	-0.0954985	-0.1963608	0.0053638
temp + silicate	Pacific	(27.75,27.85]	0.0571366	-0.1162160	0.2304893
temp + silicate	Pacific	(27.85,27.95]	0.0051990	-0.2333239	0.2437219
temp + silicate	Pacific	(27.95,28.05]	-0.1597166	-0.4120015	0.0925682
temp + silicate	Pacific	(28.05,28.1]	0.0012207	-0.1933310	0.1957724
temp + silicate	Pacific	(28.1, Inf]	0.4231713	0.3902172	0.4561253

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
0a211c9	jens-daniel-mueller	2022-01-17
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]	-0.3103955	-0.4879158	-0.1328753
aou	Atlantic	(27.5,27.75]	-0.7094809	-0.7160512	-0.7029105
aou	Atlantic	(27.75,27.85]	-0.8732776	-0.8931811	-0.8533740
aou	Atlantic	(27.85,27.95]	-0.8957644	-0.9068405	-0.8846883
aou	Atlantic	(27.95,28.05]	-0.8571999	-0.8929261	-0.8214737
aou	Atlantic	(28.05,28.1]	-0.8665291	-0.8779440	-0.8551141
aou	Atlantic	(28.1,28.15]	-0.8905135	-0.8956381	-0.8853889
aou	Atlantic	(28.15,28.2]	-0.9439461	-0.9481229	-0.9397693
aou	Atlantic	(28.2, Inf]	-0.7182077	-0.8177209	-0.6186946
aou	Indian	(-Inf,26]	-0.6532227	-0.7330717	-0.5733738
aou	Indian	(26,26.5]	-0.9352433	-0.9563691	-0.9141175
aou	Indian	(26.5,26.75]	-0.7704604	-0.7938779	-0.7470428
aou	Indian	(26.75,27]	-0.4952673	-0.5579056	-0.4326290
aou	Indian	(27,27.25]	0.0136393	-0.1271143	0.1543930
aou	Indian	(27.25,27.5]	0.5322541	0.4912721	0.5732362
aou	Indian	(27.5,27.75]	0.4815411	0.3648949	0.5981872
aou	Indian	(27.75,27.85]	0.2270387	0.0924308	0.3616465
aou	Indian	(27.85,27.95]	0.2254858	0.0446346	0.4063370
aou	Indian	(27.95,28.05]	0.0315576	-0.1037609	0.1668761
aou	Indian	(28.05,28.1]	-0.0117538	-0.0781702	0.0546626
aou	Indian	(28.1, Inf]	0.4485990	0.4399331	0.4572649
aou	Pacific	(-Inf,26]	0.0199167	-0.0147977	0.0546311
aou	Pacific	(26,26.5]	-0.5563329	-0.5600794	-0.5525863
aou	Pacific	(26.5,26.75]	-0.3070902	-0.4115183	-0.2026622
aou	Pacific	(26.75,27]	-0.5917094	-0.7083770	-0.4750417
aou	Pacific	(27,27.25]	0.1018514	0.0207935	0.1829093
aou	Pacific	(27.25,27.5]	0.6238343	0.5842974	0.6633711
aou	Pacific	(27.5,27.75]	0.7357265	0.6926673	0.7787857
aou	Pacific	(27.75,27.85]	0.7989467	0.7799476	0.8179457
aou	Pacific	(27.85,27.95]	0.7782900	0.7592198	0.7973601
aou	Pacific	(27.95,28.05]	0.5916394	0.5792569	0.6040218
aou	Pacific	(28.05,28.1]	0.3147415	0.3146930	0.3147900
aou	Pacific	(28.1, Inf]	0.3709880	0.2964343	0.4455416
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]	-0.8623056	-0.9152546	-0.8093565
nitrate	Atlantic	(27.5,27.75]	-0.9696432	-0.9714957	-0.9677907
nitrate	Atlantic	(27.75,27.85]	-0.9708140	-0.9715401	-0.9700880
nitrate	Atlantic	(27.85,27.95]	-0.9496434	-0.9526263	-0.9466605
nitrate	Atlantic	(27.95,28.05]	-0.9231150	-0.9233036	-0.9229264
nitrate	Atlantic	(28.05,28.1]	-0.9082300	-0.9145099	-0.9019500
nitrate	Atlantic	(28.1,28.15]	-0.9213186	-0.9226698	-0.9199674
nitrate	Atlantic	(28.15,28.2]	-0.9658342	-0.9710315	-0.9606370
nitrate	Atlantic	(28.2, Inf]	-0.9560323	-0.9711739	-0.9408907
nitrate	Indian	(-Inf,26]	-0.6301692	-0.7050615	-0.5552769
nitrate	Indian	(26,26.5]	-0.9304702	-0.9411930	-0.9197473
nitrate	Indian	(26.5,26.75]	-0.8833052	-0.8836480	-0.8829625
nitrate	Indian	(26.75,27]	-0.7402084	-0.7512112	-0.7292056
nitrate	Indian	(27,27.25]	-0.3375561	-0.3805458	-0.2945664
nitrate	Indian	(27.25,27.5]	0.3971417	0.3597074	0.4345759
nitrate	Indian	(27.5,27.75]	0.4422117	0.3532457	0.5311777
nitrate	Indian	(27.75,27.85]	0.0630710	-0.0628340	0.1889761
nitrate	Indian	(27.85,27.95]	-0.0740161	-0.1926283	0.0445960
nitrate	Indian	(27.95,28.05]	-0.3430177	-0.3710495	-0.3149858
nitrate	Indian	(28.05,28.1]	-0.2354362	-0.2706884	-0.2001839
nitrate	Indian	(28.1, Inf]	-0.1024869	-0.1299725	-0.0750012
nitrate	Pacific	(-Inf,26]	-0.0257412	-0.0376335	-0.0138489
nitrate	Pacific	(26,26.5]	-0.7875936	-0.8239567	-0.7512304
nitrate	Pacific	(26.5,26.75]	-0.6966921	-0.7302199	-0.6631643
nitrate	Pacific	(26.75,27]	-0.7416669	-0.7916205	-0.6917132
nitrate	Pacific	(27,27.25]	0.0444565	-0.0283999	0.1173128
nitrate	Pacific	(27.25,27.5]	0.5608915	0.5158308	0.6059522
nitrate	Pacific	(27.5,27.75]	0.6726352	0.6285926	0.7166778
nitrate	Pacific	(27.75,27.85]	0.7633950	0.7471378	0.7796521
nitrate	Pacific	(27.85,27.95]	0.7507443	0.7403007	0.7611879
nitrate	Pacific	(27.95,28.05]	0.5474460	0.5313978	0.5634942
nitrate	Pacific	(28.05,28.1]	0.2882724	0.2793909	0.2971540
nitrate	Pacific	(28.1, Inf]	0.3069918	0.2207526	0.3932310
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]	0.0345505	-0.1152756	0.1843766
oxygen	Atlantic	(27.5,27.75]	0.4246884	0.4238581	0.4255188
oxygen	Atlantic	(27.75,27.85]	0.7208408	0.6833569	0.7583246
oxygen	Atlantic	(27.85,27.95]	0.8038462	0.7802525	0.8274400
oxygen	Atlantic	(27.95,28.05]	0.7616102	0.6793490	0.8438714
oxygen	Atlantic	(28.05,28.1]	0.8259215	0.7894368	0.8624063
oxygen	Atlantic	(28.1,28.15]	0.8653289	0.8557387	0.8749190
oxygen	Atlantic	(28.15,28.2]	0.9429570	0.9396601	0.9462538
oxygen	Atlantic	(28.2, Inf]	0.6123311	0.4859096	0.7387526
oxygen	Indian	(-Inf,26]	0.7168227	0.6367069	0.7969384
oxygen	Indian	(26,26.5]	0.9339230	0.9164447	0.9514012
oxygen	Indian	(26.5,26.75]	0.7226207	0.6939809	0.7512605
oxygen	Indian	(26.75,27]	0.4114934	0.3315174	0.4914695
oxygen	Indian	(27,27.25]	-0.0896556	-0.2489849	0.0696738
oxygen	Indian	(27.25,27.5]	-0.5453283	-0.6005196	-0.4901370
oxygen	Indian	(27.5,27.75]	-0.4547462	-0.5751223	-0.3343702
oxygen	Indian	(27.75,27.85]	-0.2247446	-0.3566017	-0.0928875
oxygen	Indian	(27.85,27.95]	-0.2544200	-0.4337617	-0.0750782
oxygen	Indian	(27.95,28.05]	-0.0938715	-0.2382291	0.0504861
oxygen	Indian	(28.05,28.1]	-0.0293114	-0.1206268	0.0620039
oxygen	Indian	(28.1, Inf]	-0.5028638	-0.5124927	-0.4932349
oxygen	Pacific	(-Inf,26]	0.2494662	0.1716990	0.3272334
oxygen	Pacific	(26,26.5]	0.3949457	0.3717853	0.4181060
oxygen	Pacific	(26.5,26.75]	0.1280062	0.0062951	0.2497173
oxygen	Pacific	(26.75,27]	0.4989608	0.3513640	0.6465575
oxygen	Pacific	(27,27.25]	-0.0827825	-0.1717845	0.0062195
oxygen	Pacific	(27.25,27.5]	-0.5821633	-0.6266965	-0.5376300
oxygen	Pacific	(27.5,27.75]	-0.6930465	-0.7458179	-0.6402752
oxygen	Pacific	(27.75,27.85]	-0.7679776	-0.7922470	-0.7437082
oxygen	Pacific	(27.85,27.95]	-0.7538173	-0.7797289	-0.7279058
oxygen	Pacific	(27.95,28.05]	-0.5825447	-0.5937100	-0.5713793
oxygen	Pacific	(28.05,28.1]	-0.3191845	-0.3196591	-0.3187098
oxygen	Pacific	(28.1, Inf]	-0.3817710	-0.4539478	-0.3095941
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]	-0.9156833	-0.9448293	-0.8865373
phosphate	Atlantic	(27.5,27.75]	-0.9809370	-0.9825603	-0.9793137
phosphate	Atlantic	(27.75,27.85]	-0.9762499	-0.9788212	-0.9736786
phosphate	Atlantic	(27.85,27.95]	-0.9553511	-0.9611435	-0.9495588
phosphate	Atlantic	(27.95,28.05]	-0.9305030	-0.9336670	-0.9273390
phosphate	Atlantic	(28.05,28.1]	-0.9159855	-0.9172417	-0.9147293
phosphate	Atlantic	(28.1,28.15]	-0.9279698	-0.9311463	-0.9247933
phosphate	Atlantic	(28.15,28.2]	-0.9678583	-0.9730691	-0.9626474
phosphate	Atlantic	(28.2, Inf]	-0.9637865	-0.9771616	-0.9504114
phosphate	Indian	(-Inf,26]	-0.6538493	-0.7393145	-0.5683841
phosphate	Indian	(26,26.5]	-0.9437062	-0.9696913	-0.9177212
phosphate	Indian	(26.5,26.75]	-0.8939852	-0.9049629	-0.8830075
phosphate	Indian	(26.75,27]	-0.7501940	-0.7746536	-0.7257345
phosphate	Indian	(27,27.25]	-0.3509801	-0.4244840	-0.2774762
phosphate	Indian	(27.25,27.5]	0.3440862	0.3368350	0.3513374
phosphate	Indian	(27.5,27.75]	0.3709715	0.2678885	0.4740545
phosphate	Indian	(27.75,27.85]	0.0146178	-0.1018371	0.1310727
phosphate	Indian	(27.85,27.95]	-0.1185598	-0.2422232	0.0051035
phosphate	Indian	(27.95,28.05]	-0.3687679	-0.4034931	-0.3340428
phosphate	Indian	(28.05,28.1]	-0.2754478	-0.3103759	-0.2405197
phosphate	Indian	(28.1, Inf]	-0.1987855	-0.2315901	-0.1659809
phosphate	Pacific	(-Inf,26]	-0.0832257	-0.0942095	-0.0722419
phosphate	Pacific	(26,26.5]	-0.8179033	-0.8422090	-0.7935976
phosphate	Pacific	(26.5,26.75]	-0.7464364	-0.7802278	-0.7126450
phosphate	Pacific	(26.75,27]	-0.7736510	-0.8157368	-0.7315653
phosphate	Pacific	(27,27.25]	0.0238269	-0.0484919	0.0961458
phosphate	Pacific	(27.25,27.5]	0.5500922	0.5012001	0.5989843
phosphate	Pacific	(27.5,27.75]	0.6526071	0.6068534	0.6983607
phosphate	Pacific	(27.75,27.85]	0.7369378	0.7203382	0.7535375
phosphate	Pacific	(27.85,27.95]	0.7188091	0.7102463	0.7273718
phosphate	Pacific	(27.95,28.05]	0.4843933	0.4519582	0.5168283
phosphate	Pacific	(28.05,28.1]	0.1801804	0.1446152	0.2157456
phosphate	Pacific	(28.1, Inf]	0.2071565	0.1044227	0.3098902
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]	0.8682548	0.8561040	0.8804057
sal	Atlantic	(27.5,27.75]	0.8195661	0.8074647	0.8316675
sal	Atlantic	(27.75,27.85]	0.6949282	0.6715391	0.7183172
sal	Atlantic	(27.85,27.95]	0.6277772	0.5803806	0.6751738
sal	Atlantic	(27.95,28.05]	0.6876880	0.6252502	0.7501257
sal	Atlantic	(28.05,28.1]	0.7216049	0.6917837	0.7514261
sal	Atlantic	(28.1,28.15]	0.7495400	0.7178368	0.7812433
sal	Atlantic	(28.15,28.2]	0.8856311	0.8735214	0.8977407
sal	Atlantic	(28.2, Inf]	0.9321158	0.9092181	0.9550135
sal	Indian	(-Inf,26]	0.5270094	0.2961751	0.7578437
sal	Indian	(26,26.5]	0.7268758	0.6810898	0.7726619
sal	Indian	(26.5,26.75]	0.5738146	0.4194551	0.7281741
sal	Indian	(26.75,27]	0.3646546	0.1231285	0.6061807
sal	Indian	(27,27.25]	0.2829603	0.0288219	0.5370987
sal	Indian	(27.25,27.5]	0.4803207	0.3333158	0.6273257
sal	Indian	(27.5,27.75]	0.4396271	0.2425868	0.6366675
sal	Indian	(27.75,27.85]	0.2670740	0.1072432	0.4269048
sal	Indian	(27.85,27.95]	0.3831136	0.1983941	0.5678330
sal	Indian	(27.95,28.05]	0.4137290	0.2722040	0.5552540
sal	Indian	(28.05,28.1]	0.3205413	0.1517817	0.4893008
sal	Indian	(28.1, Inf]	0.5442097	0.5277861	0.5606333
sal	Pacific	(-Inf,26]	-0.0379117	-0.0554488	-0.0203746
sal	Pacific	(26,26.5]	0.6286894	0.6023608	0.6550179
sal	Pacific	(26.5,26.75]	0.6153440	0.5147566	0.7159314
sal	Pacific	(26.75,27]	0.4249762	0.2800026	0.5699499
sal	Pacific	(27,27.25]	-0.3336554	-0.3793231	-0.2879876
sal	Pacific	(27.25,27.5]	-0.4884658	-0.5248923	-0.4520392
sal	Pacific	(27.5,27.75]	-0.2335342	-0.2662431	-0.2008253
sal	Pacific	(27.75,27.85]	-0.2772560	-0.4371733	-0.1173386
sal	Pacific	(27.85,27.95]	-0.2932237	-0.4577222	-0.1287253
sal	Pacific	(27.95,28.05]	-0.2537996	-0.3205504	-0.1870488
sal	Pacific	(28.05,28.1]	-0.1849544	-0.2249720	-0.1449368
sal	Pacific	(28.1, Inf]	-0.1398655	-0.1889773	-0.0907537
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]	-0.8667238	-0.8898080	-0.8436397
silicate	Atlantic	(27.5,27.75]	-0.8602681	-0.8849289	-0.8356072
silicate	Atlantic	(27.75,27.85]	-0.8901385	-0.9083951	-0.8718820
silicate	Atlantic	(27.85,27.95]	-0.8891027	-0.8988970	-0.8793084
silicate	Atlantic	(27.95,28.05]	-0.8825107	-0.8842638	-0.8807577
silicate	Atlantic	(28.05,28.1]	-0.8817838	-0.8864613	-0.8771063
silicate	Atlantic	(28.1,28.15]	-0.9068590	-0.9075771	-0.9061409
silicate	Atlantic	(28.15,28.2]	-0.9611700	-0.9694163	-0.9529238
silicate	Atlantic	(28.2, Inf]	-0.9377325	-0.9660762	-0.9093888
silicate	Indian	(-Inf,26]	-0.5684112	-0.5780723	-0.5587502
silicate	Indian	(26,26.5]	-0.9234956	-0.9366073	-0.9103838
silicate	Indian	(26.5,26.75]	-0.7904839	-0.8125545	-0.7684134
silicate	Indian	(26.75,27]	-0.5538545	-0.6129680	-0.4947410
silicate	Indian	(27,27.25]	-0.1797996	-0.2911014	-0.0684978
silicate	Indian	(27.25,27.5]	0.4823465	0.4407221	0.5239709
silicate	Indian	(27.5,27.75]	0.6107626	0.5968228	0.6247025
silicate	Indian	(27.75,27.85]	0.2420331	0.1847690	0.2992973
silicate	Indian	(27.85,27.95]	0.0976435	-0.0051196	0.2004065
silicate	Indian	(27.95,28.05]	-0.1430356	-0.2006289	-0.0854423
silicate	Indian	(28.05,28.1]	-0.1367565	-0.1645018	-0.1090112
silicate	Indian	(28.1, Inf]	-0.2084942	-0.2641450	-0.1528433
silicate	Pacific	(-Inf,26]	-0.0655165	-0.0694249	-0.0616081
silicate	Pacific	(26,26.5]	-0.7491960	-0.7647175	-0.7336745
silicate	Pacific	(26.5,26.75]	-0.6618656	-0.6914798	-0.6322515
silicate	Pacific	(26.75,27]	-0.5612241	-0.5891893	-0.5332589
silicate	Pacific	(27,27.25]	0.3095205	0.2816530	0.3373880
silicate	Pacific	(27.25,27.5]	0.8127101	0.7975509	0.8278692
silicate	Pacific	(27.5,27.75]	0.8739439	0.8624815	0.8854063
silicate	Pacific	(27.75,27.85]	0.8532366	0.8454019	0.8610714
silicate	Pacific	(27.85,27.95]	0.7879270	0.7770130	0.7988409
silicate	Pacific	(27.95,28.05]	0.5698706	0.5542333	0.5855079
silicate	Pacific	(28.05,28.1]	0.2746612	0.2742778	0.2750446
silicate	Pacific	(28.1, Inf]	0.2153724	0.1833248	0.2474201
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]	0.8177032	0.8061311	0.8292753
temp	Atlantic	(27.5,27.75]	0.7528462	0.7225894	0.7831031
temp	Atlantic	(27.75,27.85]	0.6430274	0.6269265	0.6591283
temp	Atlantic	(27.85,27.95]	0.5932314	0.5612217	0.6252410
temp	Atlantic	(27.95,28.05]	0.6383830	0.5998208	0.6769453
temp	Atlantic	(28.05,28.1]	0.6356715	0.5911235	0.6802196
temp	Atlantic	(28.1,28.15]	0.5942046	0.5035036	0.6849056
temp	Atlantic	(28.15,28.2]	0.4711766	0.2700193	0.6723338
temp	Atlantic	(28.2, Inf]	0.1381067	0.0089097	0.2673037
temp	Indian	(-Inf,26]	-0.3726257	-0.3987484	-0.3465030
temp	Indian	(26,26.5]	0.4689426	0.4534365	0.4844487
temp	Indian	(26.5,26.75]	0.5243513	0.4059182	0.6427844
temp	Indian	(26.75,27]	0.4870373	0.2898919	0.6841827
temp	Indian	(27,27.25]	0.4732821	0.2481819	0.6983823
temp	Indian	(27.25,27.5]	0.5449324	0.4281824	0.6616824
temp	Indian	(27.5,27.75]	0.3044069	0.1871265	0.4216874
temp	Indian	(27.75,27.85]	0.2004035	0.0879612	0.3128457
temp	Indian	(27.85,27.95]	0.3308383	0.1736029	0.4880738
temp	Indian	(27.95,28.05]	0.3180229	0.1995803	0.4364655
temp	Indian	(28.05,28.1]	0.2407569	0.0955960	0.3859178
temp	Indian	(28.1, Inf]	0.5541628	0.5247094	0.5836162
temp	Pacific	(-Inf,26]	-0.5632033	-0.6405891	-0.4858175
temp	Pacific	(26,26.5]	0.6482526	0.6251671	0.6713381
temp	Pacific	(26.5,26.75]	0.6445407	0.5454464	0.7436349
temp	Pacific	(26.75,27]	0.4596848	0.3210883	0.5982812
temp	Pacific	(27,27.25]	-0.1816927	-0.2295225	-0.1338629
temp	Pacific	(27.25,27.5]	-0.4623896	-0.4889163	-0.4358629
temp	Pacific	(27.5,27.75]	-0.2861574	-0.3613021	-0.2110127
temp	Pacific	(27.75,27.85]	-0.1886725	-0.3412505	-0.0360946
temp	Pacific	(27.85,27.95]	-0.1826452	-0.3609788	-0.0043116
temp	Pacific	(27.95,28.05]	-0.1496945	-0.2966098	-0.0027791
temp	Pacific	(28.05,28.1]	-0.0407243	-0.0950256	0.0135771
temp	Pacific	(28.1, Inf]	0.3396733	0.2777348	0.4016119

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