eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2022-01-27

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.7.0). 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: d4a15d6

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 d4a15d6. 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	1039ef3	jens-daniel-mueller	2022-01-24	Build site.
html	23582a4	jens-daniel-mueller	2022-01-23	Build site.
html	26e57aa	jens-daniel-mueller	2022-01-17	Build site.
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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]	0.8963058	0.8799016	0.9127100
aou + nitrate	Atlantic	(26,26.5]	0.9068316	0.8862634	0.9273998
aou + nitrate	Atlantic	(26.5,26.75]	0.9609326	0.9522427	0.9696224
aou + nitrate	Atlantic	(26.75,27]	0.9314683	0.9285479	0.9343887
aou + nitrate	Atlantic	(27,27.25]	0.9342338	0.9310323	0.9374352
aou + nitrate	Atlantic	(27.25,27.5]	0.8514065	0.8473160	0.8554970
aou + nitrate	Atlantic	(27.5,27.75]	0.8782985	0.8771080	0.8794889
aou + nitrate	Atlantic	(27.75,27.85]	0.9261942	0.9246609	0.9277274
aou + nitrate	Atlantic	(27.85,27.95]	0.9511775	0.9479908	0.9543641
aou + nitrate	Atlantic	(27.95,28.05]	0.9661084	0.9597915	0.9724254
aou + nitrate	Atlantic	(28.05,28.1]	0.9811487	0.9773849	0.9849124
aou + nitrate	Atlantic	(28.1,28.15]	0.9814582	0.9735366	0.9893798
aou + nitrate	Atlantic	(28.15,28.2]	0.9941333	0.9907643	0.9975024
aou + nitrate	Atlantic	(28.2, Inf]	0.8853495	0.8492159	0.9214831
aou + nitrate	Indian	(-Inf,26]	0.9939678	0.9934098	0.9945259
aou + nitrate	Indian	(26,26.5]	0.9931645	0.9924379	0.9938910
aou + nitrate	Indian	(26.5,26.75]	0.9766909	0.9737015	0.9796802
aou + nitrate	Indian	(26.75,27]	0.9282087	0.9200184	0.9363991
aou + nitrate	Indian	(27,27.25]	0.8983802	0.8871164	0.9096441
aou + nitrate	Indian	(27.25,27.5]	0.9037500	0.8997722	0.9077277
aou + nitrate	Indian	(27.5,27.75]	0.8968343	0.8944773	0.8991912
aou + nitrate	Indian	(27.75,27.85]	0.7605721	0.7224396	0.7987045
aou + nitrate	Indian	(27.85,27.95]	0.8060615	0.7871831	0.8249398
aou + nitrate	Indian	(27.95,28.05]	0.7898707	0.7827115	0.7970299
aou + nitrate	Indian	(28.05,28.1]	0.8918737	0.8694170	0.9143305
aou + nitrate	Indian	(28.1, Inf]	0.6553281	0.6551949	0.6554612
aou + nitrate	Pacific	(-Inf,26]	0.8834792	0.8682202	0.8987383
aou + nitrate	Pacific	(26,26.5]	0.8690727	0.8684936	0.8696518
aou + nitrate	Pacific	(26.5,26.75]	0.7704383	0.7562960	0.7845807
aou + nitrate	Pacific	(26.75,27]	0.8951745	0.8917590	0.8985900
aou + nitrate	Pacific	(27,27.25]	0.9653176	0.9636675	0.9669677
aou + nitrate	Pacific	(27.25,27.5]	0.9733288	0.9724206	0.9742370
aou + nitrate	Pacific	(27.5,27.75]	0.9741888	0.9697505	0.9786271
aou + nitrate	Pacific	(27.75,27.85]	0.9833716	0.9767920	0.9899512
aou + nitrate	Pacific	(27.85,27.95]	0.9809244	0.9743397	0.9875090
aou + nitrate	Pacific	(27.95,28.05]	0.9686980	0.9598568	0.9775391
aou + nitrate	Pacific	(28.05,28.1]	0.9456470	0.9209238	0.9703702
aou + nitrate	Pacific	(28.1, Inf]	0.9523284	0.9354186	0.9692382
aou + oxygen	Atlantic	(-Inf,26]	-0.9648682	-0.9751671	-0.9545693
aou + oxygen	Atlantic	(26,26.5]	-0.9396941	-0.9500656	-0.9293226
aou + oxygen	Atlantic	(26.5,26.75]	-0.9321708	-0.9368011	-0.9275406
aou + oxygen	Atlantic	(26.75,27]	-0.9329953	-0.9514154	-0.9145752
aou + oxygen	Atlantic	(27,27.25]	-0.9582218	-0.9591143	-0.9573292
aou + oxygen	Atlantic	(27.25,27.5]	-0.9466879	-0.9476311	-0.9457448
aou + oxygen	Atlantic	(27.5,27.75]	-0.9536388	-0.9562644	-0.9510131
aou + oxygen	Atlantic	(27.75,27.85]	-0.9675540	-0.9705546	-0.9645534
aou + oxygen	Atlantic	(27.85,27.95]	-0.9799984	-0.9804490	-0.9795477
aou + oxygen	Atlantic	(27.95,28.05]	-0.9863917	-0.9865354	-0.9862481
aou + oxygen	Atlantic	(28.05,28.1]	-0.9944239	-0.9949346	-0.9939132
aou + oxygen	Atlantic	(28.1,28.15]	-0.9948285	-0.9949329	-0.9947241
aou + oxygen	Atlantic	(28.15,28.2]	-0.9955038	-0.9978944	-0.9931133
aou + oxygen	Atlantic	(28.2, Inf]	-0.9778232	-0.9784437	-0.9772027
aou + oxygen	Indian	(-Inf,26]	-0.9932311	-0.9934694	-0.9929929
aou + oxygen	Indian	(26,26.5]	-0.9977760	-0.9979303	-0.9976217
aou + oxygen	Indian	(26.5,26.75]	-0.9972765	-0.9973469	-0.9972061
aou + oxygen	Indian	(26.75,27]	-0.9945089	-0.9954706	-0.9935473
aou + oxygen	Indian	(27,27.25]	-0.9941635	-0.9942408	-0.9940863
aou + oxygen	Indian	(27.25,27.5]	-0.9956202	-0.9956858	-0.9955547
aou + oxygen	Indian	(27.5,27.75]	-0.9965935	-0.9968797	-0.9963074
aou + oxygen	Indian	(27.75,27.85]	-0.9961415	-0.9965314	-0.9957517
aou + oxygen	Indian	(27.85,27.95]	-0.9913300	-0.9923231	-0.9903370
aou + oxygen	Indian	(27.95,28.05]	-0.9844797	-0.9853677	-0.9835918
aou + oxygen	Indian	(28.05,28.1]	-0.9870757	-0.9888795	-0.9852719
aou + oxygen	Indian	(28.1, Inf]	-0.9764367	-0.9775684	-0.9753051
aou + oxygen	Pacific	(-Inf,26]	-0.8748628	-0.8782560	-0.8714697
aou + oxygen	Pacific	(26,26.5]	-0.9849776	-0.9863467	-0.9836085
aou + oxygen	Pacific	(26.5,26.75]	-0.9821800	-0.9826492	-0.9817107
aou + oxygen	Pacific	(26.75,27]	-0.9809406	-0.9817927	-0.9800885
aou + oxygen	Pacific	(27,27.25]	-0.9927475	-0.9928218	-0.9926732
aou + oxygen	Pacific	(27.25,27.5]	-0.9952580	-0.9954859	-0.9950301
aou + oxygen	Pacific	(27.5,27.75]	-0.9961706	-0.9967013	-0.9956398
aou + oxygen	Pacific	(27.75,27.85]	-0.9983803	-0.9985912	-0.9981693
aou + oxygen	Pacific	(27.85,27.95]	-0.9986431	-0.9990682	-0.9982180
aou + oxygen	Pacific	(27.95,28.05]	-0.9986229	-0.9986444	-0.9986013
aou + oxygen	Pacific	(28.05,28.1]	-0.9991320	-0.9991717	-0.9990922
aou + oxygen	Pacific	(28.1, Inf]	-0.9971198	-0.9972806	-0.9969589
aou + phosphate	Atlantic	(-Inf,26]	0.6635578	0.5834569	0.7436586
aou + phosphate	Atlantic	(26,26.5]	0.7231084	0.6630724	0.7831444
aou + phosphate	Atlantic	(26.5,26.75]	0.8931165	0.8745497	0.9116833
aou + phosphate	Atlantic	(26.75,27]	0.8584502	0.8559109	0.8609896
aou + phosphate	Atlantic	(27,27.25]	0.8924389	0.8900409	0.8948369
aou + phosphate	Atlantic	(27.25,27.5]	0.7986642	0.7953937	0.8019347
aou + phosphate	Atlantic	(27.5,27.75]	0.8420862	0.8418559	0.8423164
aou + phosphate	Atlantic	(27.75,27.85]	0.9066751	0.9063875	0.9069627
aou + phosphate	Atlantic	(27.85,27.95]	0.9448087	0.9427891	0.9468284
aou + phosphate	Atlantic	(27.95,28.05]	0.9637444	0.9552868	0.9722019
aou + phosphate	Atlantic	(28.05,28.1]	0.9802880	0.9780651	0.9825108
aou + phosphate	Atlantic	(28.1,28.15]	0.9790974	0.9773357	0.9808591
aou + phosphate	Atlantic	(28.15,28.2]	0.9955558	0.9940954	0.9970161
aou + phosphate	Atlantic	(28.2, Inf]	0.8890439	0.8590091	0.9190786
aou + phosphate	Indian	(-Inf,26]	0.9959127	0.9958180	0.9960075
aou + phosphate	Indian	(26,26.5]	0.9946018	0.9944988	0.9947047
aou + phosphate	Indian	(26.5,26.75]	0.9792849	0.9776208	0.9809491
aou + phosphate	Indian	(26.75,27]	0.9383858	0.9324642	0.9443075
aou + phosphate	Indian	(27,27.25]	0.9152936	0.9038477	0.9267395
aou + phosphate	Indian	(27.25,27.5]	0.9296272	0.9251325	0.9341220
aou + phosphate	Indian	(27.5,27.75]	0.9447829	0.9384619	0.9511038
aou + phosphate	Indian	(27.75,27.85]	0.8939212	0.8722829	0.9155594
aou + phosphate	Indian	(27.85,27.95]	0.8404290	0.8230731	0.8577848
aou + phosphate	Indian	(27.95,28.05]	0.8190388	0.8159709	0.8221066
aou + phosphate	Indian	(28.05,28.1]	0.9014200	0.8797204	0.9231195
aou + phosphate	Indian	(28.1, Inf]	0.6461923	0.6458541	0.6465305
aou + phosphate	Pacific	(-Inf,26]	0.8858502	0.8817908	0.8899095
aou + phosphate	Pacific	(26,26.5]	0.9387638	0.9318293	0.9456983
aou + phosphate	Pacific	(26.5,26.75]	0.8382410	0.8311382	0.8453439
aou + phosphate	Pacific	(26.75,27]	0.9254071	0.9237750	0.9270392
aou + phosphate	Pacific	(27,27.25]	0.9816475	0.9809037	0.9823914
aou + phosphate	Pacific	(27.25,27.5]	0.9824551	0.9809626	0.9839476
aou + phosphate	Pacific	(27.5,27.75]	0.9764337	0.9742830	0.9785844
aou + phosphate	Pacific	(27.75,27.85]	0.9808840	0.9761508	0.9856173
aou + phosphate	Pacific	(27.85,27.95]	0.9807954	0.9789460	0.9826447
aou + phosphate	Pacific	(27.95,28.05]	0.9724472	0.9700605	0.9748339
aou + phosphate	Pacific	(28.05,28.1]	0.9611663	0.9607300	0.9616026
aou + phosphate	Pacific	(28.1, Inf]	0.9470187	0.9335111	0.9605263
aou + silicate	Atlantic	(-Inf,26]	0.2998783	0.1208910	0.4788656
aou + silicate	Atlantic	(26,26.5]	0.5604945	0.4114051	0.7095839
aou + silicate	Atlantic	(26.5,26.75]	0.8344288	0.8258258	0.8430319
aou + silicate	Atlantic	(26.75,27]	0.7867739	0.7744714	0.7990763
aou + silicate	Atlantic	(27,27.25]	0.8179040	0.7986979	0.8371102
aou + silicate	Atlantic	(27.25,27.5]	0.6247667	0.6074802	0.6420531
aou + silicate	Atlantic	(27.5,27.75]	0.5751844	0.5687271	0.5816416
aou + silicate	Atlantic	(27.75,27.85]	0.7520363	0.7405405	0.7635322
aou + silicate	Atlantic	(27.85,27.95]	0.8577693	0.8450842	0.8704544
aou + silicate	Atlantic	(27.95,28.05]	0.9292159	0.9136444	0.9447873
aou + silicate	Atlantic	(28.05,28.1]	0.9695548	0.9678741	0.9712356
aou + silicate	Atlantic	(28.1,28.15]	0.9642511	0.9632470	0.9652552
aou + silicate	Atlantic	(28.15,28.2]	0.9937195	0.9922619	0.9951771
aou + silicate	Atlantic	(28.2, Inf]	0.9279550	0.9241381	0.9317718
aou + silicate	Indian	(-Inf,26]	0.9357227	0.9289619	0.9424834
aou + silicate	Indian	(26,26.5]	0.9504343	0.9412455	0.9596230
aou + silicate	Indian	(26.5,26.75]	0.9629828	0.9605851	0.9653806
aou + silicate	Indian	(26.75,27]	0.9747950	0.9743895	0.9752005
aou + silicate	Indian	(27,27.25]	0.9488741	0.9443138	0.9534343
aou + silicate	Indian	(27.25,27.5]	0.9098743	0.8999146	0.9198340
aou + silicate	Indian	(27.5,27.75]	0.8930829	0.8885521	0.8976138
aou + silicate	Indian	(27.75,27.85]	0.9324899	0.9314148	0.9335651
aou + silicate	Indian	(27.85,27.95]	0.8326776	0.8168263	0.8485289
aou + silicate	Indian	(27.95,28.05]	0.8712010	0.8631522	0.8792498
aou + silicate	Indian	(28.05,28.1]	0.9520912	0.9512942	0.9528881
aou + silicate	Indian	(28.1, Inf]	0.5581660	0.5555422	0.5607898
aou + silicate	Pacific	(-Inf,26]	0.5960969	0.5895212	0.6026726
aou + silicate	Pacific	(26,26.5]	0.5456689	0.5149828	0.5763549
aou + silicate	Pacific	(26.5,26.75]	0.2463525	0.2428048	0.2499003
aou + silicate	Pacific	(26.75,27]	0.5786164	0.5689302	0.5883026
aou + silicate	Pacific	(27,27.25]	0.8311674	0.8235775	0.8387572
aou + silicate	Pacific	(27.25,27.5]	0.8866253	0.8809557	0.8922949
aou + silicate	Pacific	(27.5,27.75]	0.9129813	0.8951160	0.9308466
aou + silicate	Pacific	(27.75,27.85]	0.9663873	0.9617063	0.9710684
aou + silicate	Pacific	(27.85,27.95]	0.9591582	0.9587263	0.9595902
aou + silicate	Pacific	(27.95,28.05]	0.9440038	0.9435656	0.9444419
aou + silicate	Pacific	(28.05,28.1]	0.9473813	0.9471107	0.9476518
aou + silicate	Pacific	(28.1, Inf]	0.8989710	0.8924400	0.9055021
nitrate + silicate	Atlantic	(-Inf,26]	0.4574558	0.3278531	0.5870586
nitrate + silicate	Atlantic	(26,26.5]	0.7456928	0.6615149	0.8298707
nitrate + silicate	Atlantic	(26.5,26.75]	0.9144480	0.9060354	0.9228606
nitrate + silicate	Atlantic	(26.75,27]	0.9106508	0.8921798	0.9291217
nitrate + silicate	Atlantic	(27,27.25]	0.9419537	0.9292215	0.9546860
nitrate + silicate	Atlantic	(27.25,27.5]	0.8996200	0.8977585	0.9014815
nitrate + silicate	Atlantic	(27.5,27.75]	0.8583467	0.8531866	0.8635067
nitrate + silicate	Atlantic	(27.75,27.85]	0.9189878	0.9142694	0.9237061
nitrate + silicate	Atlantic	(27.85,27.95]	0.9511479	0.9504631	0.9518327
nitrate + silicate	Atlantic	(27.95,28.05]	0.9675012	0.9669288	0.9680737
nitrate + silicate	Atlantic	(28.05,28.1]	0.9835843	0.9820559	0.9851126
nitrate + silicate	Atlantic	(28.1,28.15]	0.9796985	0.9755787	0.9838183
nitrate + silicate	Atlantic	(28.15,28.2]	0.9955600	0.9941043	0.9970157
nitrate + silicate	Atlantic	(28.2, Inf]	0.9685689	0.9484855	0.9886523
nitrate + silicate	Indian	(-Inf,26]	0.9520870	0.9483286	0.9558453
nitrate + silicate	Indian	(26,26.5]	0.9580088	0.9536205	0.9623971
nitrate + silicate	Indian	(26.5,26.75]	0.9523098	0.9517285	0.9528912
nitrate + silicate	Indian	(26.75,27]	0.9359185	0.9328652	0.9389718
nitrate + silicate	Indian	(27,27.25]	0.9377411	0.9373219	0.9381603
nitrate + silicate	Indian	(27.25,27.5]	0.9392622	0.9382681	0.9402563
nitrate + silicate	Indian	(27.5,27.75]	0.8601155	0.8458469	0.8743841
nitrate + silicate	Indian	(27.75,27.85]	0.7180683	0.6805465	0.7555901
nitrate + silicate	Indian	(27.85,27.95]	0.8109011	0.7966075	0.8251948
nitrate + silicate	Indian	(27.95,28.05]	0.8916750	0.8788680	0.9044820
nitrate + silicate	Indian	(28.05,28.1]	0.9389222	0.9367773	0.9410671
nitrate + silicate	Indian	(28.1, Inf]	0.8504937	0.8048696	0.8961178
nitrate + silicate	Pacific	(-Inf,26]	0.7991927	0.7903228	0.8080626
nitrate + silicate	Pacific	(26,26.5]	0.7583213	0.7481396	0.7685031
nitrate + silicate	Pacific	(26.5,26.75]	0.6650052	0.6623170	0.6676934
nitrate + silicate	Pacific	(26.75,27]	0.7765777	0.7750077	0.7781477
nitrate + silicate	Pacific	(27,27.25]	0.8468557	0.8384627	0.8552486
nitrate + silicate	Pacific	(27.25,27.5]	0.8388184	0.8271547	0.8504822
nitrate + silicate	Pacific	(27.5,27.75]	0.8530051	0.8248352	0.8811749
nitrate + silicate	Pacific	(27.75,27.85]	0.9335030	0.9198296	0.9471765
nitrate + silicate	Pacific	(27.85,27.95]	0.9439299	0.9336210	0.9542389
nitrate + silicate	Pacific	(27.95,28.05]	0.9256408	0.9151633	0.9361183
nitrate + silicate	Pacific	(28.05,28.1]	0.8982344	0.8796975	0.9167714
nitrate + silicate	Pacific	(28.1, Inf]	0.9273241	0.9152021	0.9394461
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8797107	-0.9154316	-0.8439898
oxygen + nitrate	Atlantic	(26,26.5]	-0.7469299	-0.8005484	-0.6933115
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8228895	-0.8459922	-0.7997868
oxygen + nitrate	Atlantic	(26.75,27]	-0.7820721	-0.8014849	-0.7626592
oxygen + nitrate	Atlantic	(27,27.25]	-0.8278387	-0.8322873	-0.8233900
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6693940	-0.6843511	-0.6544370
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7135338	-0.7174245	-0.7096431
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.8103293	-0.8147158	-0.8059429
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8805823	-0.8872716	-0.8738930
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9319832	-0.9441356	-0.9198308
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9689296	-0.9692810	-0.9685783
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9688272	-0.9754001	-0.9622542
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9889996	-0.9935755	-0.9844238
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8085152	-0.8595126	-0.7575178
oxygen + nitrate	Indian	(-Inf,26]	-0.9807776	-0.9813721	-0.9801832
oxygen + nitrate	Indian	(26,26.5]	-0.9853814	-0.9867910	-0.9839717
oxygen + nitrate	Indian	(26.5,26.75]	-0.9596537	-0.9639416	-0.9553657
oxygen + nitrate	Indian	(26.75,27]	-0.8852692	-0.8998920	-0.8706465
oxygen + nitrate	Indian	(27,27.25]	-0.8476796	-0.8622608	-0.8330984
oxygen + nitrate	Indian	(27.25,27.5]	-0.8639431	-0.8696437	-0.8582424
oxygen + nitrate	Indian	(27.5,27.75]	-0.8729358	-0.8772188	-0.8686528
oxygen + nitrate	Indian	(27.75,27.85]	-0.7192634	-0.7635077	-0.6750190
oxygen + nitrate	Indian	(27.85,27.95]	-0.7367572	-0.7649693	-0.7085451
oxygen + nitrate	Indian	(27.95,28.05]	-0.6792867	-0.6835907	-0.6749827
oxygen + nitrate	Indian	(28.05,28.1]	-0.8157770	-0.8508499	-0.7807041
oxygen + nitrate	Indian	(28.1, Inf]	-0.4909347	-0.4992753	-0.4825941
oxygen + nitrate	Pacific	(-Inf,26]	-0.6187280	-0.6481068	-0.5893493
oxygen + nitrate	Pacific	(26,26.5]	-0.7913858	-0.7984758	-0.7842959
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6567795	-0.6707328	-0.6428261
oxygen + nitrate	Pacific	(26.75,27]	-0.8064644	-0.8131130	-0.7998158
oxygen + nitrate	Pacific	(27,27.25]	-0.9393022	-0.9420087	-0.9365956
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9643011	-0.9650816	-0.9635205
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9709137	-0.9748009	-0.9670264
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9827431	-0.9898019	-0.9756842
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9792520	-0.9834578	-0.9750461
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9645409	-0.9730333	-0.9560485
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9399918	-0.9648193	-0.9151644
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9374657	-0.9539458	-0.9209856
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5963785	-0.6951899	-0.4975672
oxygen + phosphate	Atlantic	(26,26.5]	-0.4758915	-0.5820973	-0.3696857
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.6978633	-0.7341444	-0.6615822
oxygen + phosphate	Atlantic	(26.75,27]	-0.6567466	-0.6821503	-0.6313429
oxygen + phosphate	Atlantic	(27,27.25]	-0.7544856	-0.7547765	-0.7541947
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5898137	-0.6024474	-0.5771800
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6573908	-0.6632816	-0.6514999
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7778227	-0.7840635	-0.7715818
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8683352	-0.8720139	-0.8646565
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.9245317	-0.9378043	-0.9112591
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9665194	-0.9670457	-0.9659931
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9618971	-0.9626966	-0.9610975
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9902680	-0.9944185	-0.9861175
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8113796	-0.8583238	-0.7644354
oxygen + phosphate	Indian	(-Inf,26]	-0.9843227	-0.9848603	-0.9837851
oxygen + phosphate	Indian	(26,26.5]	-0.9871063	-0.9874490	-0.9867636
oxygen + phosphate	Indian	(26.5,26.75]	-0.9631318	-0.9656685	-0.9605952
oxygen + phosphate	Indian	(26.75,27]	-0.8988936	-0.9106759	-0.8871114
oxygen + phosphate	Indian	(27,27.25]	-0.8690276	-0.8838362	-0.8542190
oxygen + phosphate	Indian	(27.25,27.5]	-0.8954677	-0.9010432	-0.8898922
oxygen + phosphate	Indian	(27.5,27.75]	-0.9284735	-0.9357172	-0.9212298
oxygen + phosphate	Indian	(27.75,27.85]	-0.8664544	-0.8936845	-0.8392243
oxygen + phosphate	Indian	(27.85,27.95]	-0.7748496	-0.7972912	-0.7524080
oxygen + phosphate	Indian	(27.95,28.05]	-0.7142636	-0.7151786	-0.7133486
oxygen + phosphate	Indian	(28.05,28.1]	-0.8278441	-0.8620607	-0.7936275
oxygen + phosphate	Indian	(28.1, Inf]	-0.4808530	-0.4870707	-0.4746353
oxygen + phosphate	Pacific	(-Inf,26]	-0.6669861	-0.6842945	-0.6496777
oxygen + phosphate	Pacific	(26,26.5]	-0.8717016	-0.8869203	-0.8564829
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7274484	-0.7340169	-0.7208798
oxygen + phosphate	Pacific	(26.75,27]	-0.8402022	-0.8406943	-0.8397101
oxygen + phosphate	Pacific	(27,27.25]	-0.9581528	-0.9592504	-0.9570552
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9727457	-0.9758450	-0.9696463
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9739635	-0.9753028	-0.9726241
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9810175	-0.9860938	-0.9759412
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9787080	-0.9795494	-0.9778666
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9684273	-0.9703465	-0.9665082
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9572784	-0.9582044	-0.9563523
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9308031	-0.9454432	-0.9161630
oxygen + silicate	Atlantic	(-Inf,26]	-0.2105208	-0.4210478	0.0000062
oxygen + silicate	Atlantic	(26,26.5]	-0.3295452	-0.4994938	-0.1595966
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6183859	-0.6245426	-0.6122292
oxygen + silicate	Atlantic	(26.75,27]	-0.5601524	-0.6004531	-0.5198517
oxygen + silicate	Atlantic	(27,27.25]	-0.6551136	-0.6848475	-0.6253796
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3838382	-0.4154962	-0.3521801
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3434235	-0.3459747	-0.3408723
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5890763	-0.5959410	-0.5822117
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7531162	-0.7702828	-0.7359496
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8650473	-0.8874160	-0.8426786
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9442702	-0.9497801	-0.9387603
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9366167	-0.9387773	-0.9344562
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9881427	-0.9900935	-0.9861920
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8646904	-0.8675342	-0.8618466
oxygen + silicate	Indian	(-Inf,26]	-0.9144259	-0.9178449	-0.9110069
oxygen + silicate	Indian	(26,26.5]	-0.9400526	-0.9508854	-0.9292198
oxygen + silicate	Indian	(26.5,26.75]	-0.9543145	-0.9563854	-0.9522436
oxygen + silicate	Indian	(26.75,27]	-0.9607115	-0.9633304	-0.9580925
oxygen + silicate	Indian	(27,27.25]	-0.9200887	-0.9269863	-0.9131911
oxygen + silicate	Indian	(27.25,27.5]	-0.8738139	-0.8855979	-0.8620300
oxygen + silicate	Indian	(27.5,27.75]	-0.8632391	-0.8660032	-0.8604751
oxygen + silicate	Indian	(27.75,27.85]	-0.9124130	-0.9136077	-0.9112183
oxygen + silicate	Indian	(27.85,27.95]	-0.7755577	-0.7897138	-0.7614016
oxygen + silicate	Indian	(27.95,28.05]	-0.7890745	-0.8009903	-0.7771587
oxygen + silicate	Indian	(28.05,28.1]	-0.9032937	-0.9085462	-0.8980412
oxygen + silicate	Indian	(28.1, Inf]	-0.3906623	-0.3956004	-0.3857242
oxygen + silicate	Pacific	(-Inf,26]	-0.2764835	-0.2801666	-0.2728005
oxygen + silicate	Pacific	(26,26.5]	-0.4217507	-0.4643275	-0.3791739
oxygen + silicate	Pacific	(26.5,26.75]	-0.0769142	-0.0781185	-0.0757099
oxygen + silicate	Pacific	(26.75,27]	-0.4199002	-0.4343576	-0.4054428
oxygen + silicate	Pacific	(27,27.25]	-0.7657376	-0.7748134	-0.7566617
oxygen + silicate	Pacific	(27.25,27.5]	-0.8443556	-0.8496351	-0.8390761
oxygen + silicate	Pacific	(27.5,27.75]	-0.8809709	-0.9046039	-0.8573379
oxygen + silicate	Pacific	(27.75,27.85]	-0.9567087	-0.9631562	-0.9502612
oxygen + silicate	Pacific	(27.85,27.95]	-0.9488130	-0.9515524	-0.9460736
oxygen + silicate	Pacific	(27.95,28.05]	-0.9300828	-0.9302976	-0.9298680
oxygen + silicate	Pacific	(28.05,28.1]	-0.9385817	-0.9396067	-0.9375567
oxygen + silicate	Pacific	(28.1, Inf]	-0.8673729	-0.8760018	-0.8587440
phosphate + nitrate	Atlantic	(-Inf,26]	0.8053930	0.7615201	0.8492660
phosphate + nitrate	Atlantic	(26,26.5]	0.8884636	0.8781051	0.8988220
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9723089	0.9714645	0.9731532
phosphate + nitrate	Atlantic	(26.75,27]	0.9783681	0.9775294	0.9792068
phosphate + nitrate	Atlantic	(27,27.25]	0.9890717	0.9880457	0.9900976
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9915336	0.9905075	0.9925597
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9933176	0.9933120	0.9933232
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9943360	0.9937674	0.9949046
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9921462	0.9911350	0.9931574
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9888588	0.9859489	0.9917687
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9882432	0.9857159	0.9907705
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9857821	0.9795251	0.9920391
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9973992	0.9973781	0.9974202
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9928113	0.9926859	0.9929366
phosphate + nitrate	Indian	(-Inf,26]	0.9979604	0.9976933	0.9982276
phosphate + nitrate	Indian	(26,26.5]	0.9981137	0.9977339	0.9984935
phosphate + nitrate	Indian	(26.5,26.75]	0.9979717	0.9977545	0.9981890
phosphate + nitrate	Indian	(26.75,27]	0.9956055	0.9954749	0.9957360
phosphate + nitrate	Indian	(27,27.25]	0.9909278	0.9902302	0.9916254
phosphate + nitrate	Indian	(27.25,27.5]	0.9791577	0.9770011	0.9813142
phosphate + nitrate	Indian	(27.5,27.75]	0.9429234	0.9371793	0.9486674
phosphate + nitrate	Indian	(27.75,27.85]	0.8843834	0.8569304	0.9118363
phosphate + nitrate	Indian	(27.85,27.95]	0.9416441	0.9293295	0.9539586
phosphate + nitrate	Indian	(27.95,28.05]	0.9726349	0.9670729	0.9781969
phosphate + nitrate	Indian	(28.05,28.1]	0.9819952	0.9791312	0.9848591
phosphate + nitrate	Indian	(28.1, Inf]	0.9445830	0.9248551	0.9643110
phosphate + nitrate	Pacific	(-Inf,26]	0.9480736	0.9442335	0.9519136
phosphate + nitrate	Pacific	(26,26.5]	0.9231959	0.9129440	0.9334479
phosphate + nitrate	Pacific	(26.5,26.75]	0.9124288	0.9044339	0.9204237
phosphate + nitrate	Pacific	(26.75,27]	0.9615635	0.9583173	0.9648098
phosphate + nitrate	Pacific	(27,27.25]	0.9803103	0.9797539	0.9808667
phosphate + nitrate	Pacific	(27.25,27.5]	0.9879907	0.9847984	0.9911831
phosphate + nitrate	Pacific	(27.5,27.75]	0.9883472	0.9828279	0.9938666
phosphate + nitrate	Pacific	(27.75,27.85]	0.9860125	0.9790797	0.9929454
phosphate + nitrate	Pacific	(27.85,27.95]	0.9805192	0.9708173	0.9902210
phosphate + nitrate	Pacific	(27.95,28.05]	0.9616368	0.9486277	0.9746458
phosphate + nitrate	Pacific	(28.05,28.1]	0.9234915	0.8956059	0.9513771
phosphate + nitrate	Pacific	(28.1, Inf]	0.9471212	0.9258974	0.9683449
phosphate + silicate	Atlantic	(-Inf,26]	0.7860477	0.6840297	0.8880658
phosphate + silicate	Atlantic	(26,26.5]	0.8567863	0.7609142	0.9526584
phosphate + silicate	Atlantic	(26.5,26.75]	0.9403256	0.9223458	0.9583055
phosphate + silicate	Atlantic	(26.75,27]	0.9427716	0.9281706	0.9573725
phosphate + silicate	Atlantic	(27,27.25]	0.9672211	0.9610778	0.9733643
phosphate + silicate	Atlantic	(27.25,27.5]	0.9302175	0.9283190	0.9321161
phosphate + silicate	Atlantic	(27.5,27.75]	0.8845113	0.8797188	0.8893038
phosphate + silicate	Atlantic	(27.75,27.85]	0.9294221	0.9238453	0.9349990
phosphate + silicate	Atlantic	(27.85,27.95]	0.9582068	0.9562828	0.9601308
phosphate + silicate	Atlantic	(27.95,28.05]	0.9724175	0.9714694	0.9733655
phosphate + silicate	Atlantic	(28.05,28.1]	0.9855867	0.9851091	0.9860643
phosphate + silicate	Atlantic	(28.1,28.15]	0.9872193	0.9851137	0.9893248
phosphate + silicate	Atlantic	(28.15,28.2]	0.9959130	0.9956882	0.9961378
phosphate + silicate	Atlantic	(28.2, Inf]	0.9698230	0.9531753	0.9864707
phosphate + silicate	Indian	(-Inf,26]	0.9511056	0.9468705	0.9553407
phosphate + silicate	Indian	(26,26.5]	0.9612104	0.9575472	0.9648736
phosphate + silicate	Indian	(26.5,26.75]	0.9571164	0.9566663	0.9575664
phosphate + silicate	Indian	(26.75,27]	0.9478583	0.9465593	0.9491574
phosphate + silicate	Indian	(27,27.25]	0.9525024	0.9503748	0.9546300
phosphate + silicate	Indian	(27.25,27.5]	0.9516971	0.9459513	0.9574429
phosphate + silicate	Indian	(27.5,27.75]	0.9121363	0.9100682	0.9142044
phosphate + silicate	Indian	(27.75,27.85]	0.8812815	0.8768314	0.8857317
phosphate + silicate	Indian	(27.85,27.95]	0.8985988	0.8952889	0.9019086
phosphate + silicate	Indian	(27.95,28.05]	0.9221750	0.9136208	0.9307291
phosphate + silicate	Indian	(28.05,28.1]	0.9525519	0.9492705	0.9558334
phosphate + silicate	Indian	(28.1, Inf]	0.8453634	0.8123865	0.8783403
phosphate + silicate	Pacific	(-Inf,26]	0.7020452	0.6760763	0.7280140
phosphate + silicate	Pacific	(26,26.5]	0.7044382	0.7030821	0.7057943
phosphate + silicate	Pacific	(26.5,26.75]	0.6316478	0.6297315	0.6335641
phosphate + silicate	Pacific	(26.75,27]	0.7753513	0.7707653	0.7799373
phosphate + silicate	Pacific	(27,27.25]	0.8626522	0.8566674	0.8686370
phosphate + silicate	Pacific	(27.25,27.5]	0.8586314	0.8507127	0.8665500
phosphate + silicate	Pacific	(27.5,27.75]	0.8563009	0.8285855	0.8840163
phosphate + silicate	Pacific	(27.75,27.85]	0.9356257	0.9224669	0.9487845
phosphate + silicate	Pacific	(27.85,27.95]	0.9540241	0.9457071	0.9623411
phosphate + silicate	Pacific	(27.95,28.05]	0.9439767	0.9399361	0.9480174
phosphate + silicate	Pacific	(28.05,28.1]	0.9296945	0.9254114	0.9339777
phosphate + silicate	Pacific	(28.1, Inf]	0.9225155	0.9152793	0.9297518
sal + aou	Atlantic	(-Inf,26]	-0.2793153	-0.4015134	-0.1571171
sal + aou	Atlantic	(26,26.5]	-0.1350078	-0.1881304	-0.0818852
sal + aou	Atlantic	(26.5,26.75]	-0.4403665	-0.5009391	-0.3797938
sal + aou	Atlantic	(26.75,27]	-0.2806568	-0.3198466	-0.2414669
sal + aou	Atlantic	(27,27.25]	-0.3767471	-0.3988458	-0.3546484
sal + aou	Atlantic	(27.25,27.5]	-0.2116628	-0.2554587	-0.1678669
sal + aou	Atlantic	(27.5,27.75]	-0.2181734	-0.2409674	-0.1953794
sal + aou	Atlantic	(27.75,27.85]	-0.1881870	-0.2148031	-0.1615710
sal + aou	Atlantic	(27.85,27.95]	-0.1338200	-0.2069197	-0.0607203
sal + aou	Atlantic	(27.95,28.05]	-0.2872591	-0.4181538	-0.1563645
sal + aou	Atlantic	(28.05,28.1]	-0.6540990	-0.6665985	-0.6415996
sal + aou	Atlantic	(28.1,28.15]	-0.6435486	-0.6931909	-0.5939063
sal + aou	Atlantic	(28.15,28.2]	-0.9347598	-0.9354444	-0.9340753
sal + aou	Atlantic	(28.2, Inf]	-0.6420101	-0.7683393	-0.5156809
sal + aou	Indian	(-Inf,26]	-0.7605320	-0.7629606	-0.7581035
sal + aou	Indian	(26,26.5]	-0.8580113	-0.8695382	-0.8464844
sal + aou	Indian	(26.5,26.75]	-0.4834667	-0.5254532	-0.4414802
sal + aou	Indian	(26.75,27]	0.3878404	0.3728225	0.4028584
sal + aou	Indian	(27,27.25]	0.8652257	0.8633290	0.8671223
sal + aou	Indian	(27.25,27.5]	0.9670482	0.9669791	0.9671174
sal + aou	Indian	(27.5,27.75]	0.9678074	0.9658328	0.9697820
sal + aou	Indian	(27.75,27.85]	0.8955801	0.8892714	0.9018887
sal + aou	Indian	(27.85,27.95]	0.8064033	0.7856623	0.8271443
sal + aou	Indian	(27.95,28.05]	0.4811408	0.4206855	0.5415962
sal + aou	Indian	(28.05,28.1]	-0.0598327	-0.2030042	0.0833388
sal + aou	Indian	(28.1, Inf]	0.2948711	0.2900482	0.2996941
sal + aou	Pacific	(-Inf,26]	-0.0527664	-0.0934077	-0.0121251
sal + aou	Pacific	(26,26.5]	0.2092238	0.1890465	0.2294012
sal + aou	Pacific	(26.5,26.75]	0.4274020	0.4187744	0.4360295
sal + aou	Pacific	(26.75,27]	0.0881433	0.0878631	0.0884235
sal + aou	Pacific	(27,27.25]	-0.1282878	-0.1474462	-0.1091295
sal + aou	Pacific	(27.25,27.5]	0.0483221	0.0235790	0.0730651
sal + aou	Pacific	(27.5,27.75]	-0.0244887	-0.0611946	0.0122171
sal + aou	Pacific	(27.75,27.85]	-0.3214992	-0.3864405	-0.2565580
sal + aou	Pacific	(27.85,27.95]	-0.5272992	-0.6376796	-0.4169188
sal + aou	Pacific	(27.95,28.05]	-0.7423975	-0.7496613	-0.7351337
sal + aou	Pacific	(28.05,28.1]	-0.8758374	-0.8783010	-0.8733738
sal + aou	Pacific	(28.1, Inf]	-0.7929704	-0.7942149	-0.7917260
sal + nitrate	Atlantic	(-Inf,26]	-0.3473957	-0.4097736	-0.2850179
sal + nitrate	Atlantic	(26,26.5]	-0.3862780	-0.3874988	-0.3850573
sal + nitrate	Atlantic	(26.5,26.75]	-0.6358007	-0.6639733	-0.6076281
sal + nitrate	Atlantic	(26.75,27]	-0.5508144	-0.5991914	-0.5024374
sal + nitrate	Atlantic	(27,27.25]	-0.6070578	-0.6349578	-0.5791577
sal + nitrate	Atlantic	(27.25,27.5]	-0.6198785	-0.6790630	-0.5606941
sal + nitrate	Atlantic	(27.5,27.75]	-0.6005896	-0.6219924	-0.5791867
sal + nitrate	Atlantic	(27.75,27.85]	-0.4984662	-0.5197970	-0.4771354
sal + nitrate	Atlantic	(27.85,27.95]	-0.3917320	-0.4373610	-0.3461029
sal + nitrate	Atlantic	(27.95,28.05]	-0.4535997	-0.5355035	-0.3716959
sal + nitrate	Atlantic	(28.05,28.1]	-0.7059373	-0.7145451	-0.6973295
sal + nitrate	Atlantic	(28.1,28.15]	-0.6870718	-0.7155664	-0.6585772
sal + nitrate	Atlantic	(28.15,28.2]	-0.9389707	-0.9421565	-0.9357850
sal + nitrate	Atlantic	(28.2, Inf]	-0.9067823	-0.9418029	-0.8717618
sal + nitrate	Indian	(-Inf,26]	-0.7749524	-0.7785783	-0.7713266
sal + nitrate	Indian	(26,26.5]	-0.8995965	-0.9051472	-0.8940458
sal + nitrate	Indian	(26.5,26.75]	-0.6435645	-0.6694617	-0.6176674
sal + nitrate	Indian	(26.75,27]	0.0292995	-0.0121414	0.0707405
sal + nitrate	Indian	(27,27.25]	0.5702390	0.5432648	0.5972131
sal + nitrate	Indian	(27.25,27.5]	0.7936218	0.7873079	0.7999358
sal + nitrate	Indian	(27.5,27.75]	0.8207571	0.8123693	0.8291450
sal + nitrate	Indian	(27.75,27.85]	0.4430895	0.3839015	0.5022776
sal + nitrate	Indian	(27.85,27.95]	0.3454016	0.2931512	0.3976520
sal + nitrate	Indian	(27.95,28.05]	-0.1284140	-0.1841481	-0.0726800
sal + nitrate	Indian	(28.05,28.1]	-0.4687523	-0.5505451	-0.3869595
sal + nitrate	Indian	(28.1, Inf]	-0.4626228	-0.4744825	-0.4507631
sal + nitrate	Pacific	(-Inf,26]	-0.3511202	-0.3618501	-0.3403904
sal + nitrate	Pacific	(26,26.5]	-0.1552741	-0.1630889	-0.1474593
sal + nitrate	Pacific	(26.5,26.75]	-0.1282766	-0.1515281	-0.1050251
sal + nitrate	Pacific	(26.75,27]	-0.2680170	-0.2754872	-0.2605468
sal + nitrate	Pacific	(27,27.25]	-0.2479009	-0.2740722	-0.2217295
sal + nitrate	Pacific	(27.25,27.5]	0.0533789	0.0206594	0.0860984
sal + nitrate	Pacific	(27.5,27.75]	0.0005762	-0.0256726	0.0268250
sal + nitrate	Pacific	(27.75,27.85]	-0.2944944	-0.3554909	-0.2334979
sal + nitrate	Pacific	(27.85,27.95]	-0.5235273	-0.5986461	-0.4484085
sal + nitrate	Pacific	(27.95,28.05]	-0.7679564	-0.7803116	-0.7556012
sal + nitrate	Pacific	(28.05,28.1]	-0.8930227	-0.9108698	-0.8751756
sal + nitrate	Pacific	(28.1, Inf]	-0.8506782	-0.8617568	-0.8395996
sal + oxygen	Atlantic	(-Inf,26]	0.1416489	0.0147200	0.2685778
sal + oxygen	Atlantic	(26,26.5]	-0.1975318	-0.2802234	-0.1148401
sal + oxygen	Atlantic	(26.5,26.75]	0.1084264	0.0288273	0.1880256
sal + oxygen	Atlantic	(26.75,27]	-0.0614356	-0.1480744	0.0252032
sal + oxygen	Atlantic	(27,27.25]	0.1054080	0.0777845	0.1330315
sal + oxygen	Atlantic	(27.25,27.5]	-0.1066708	-0.1533051	-0.0600365
sal + oxygen	Atlantic	(27.5,27.75]	-0.0742814	-0.1058445	-0.0427184
sal + oxygen	Atlantic	(27.75,27.85]	-0.0601418	-0.0753750	-0.0449085
sal + oxygen	Atlantic	(27.85,27.95]	-0.0556728	-0.1276709	0.0163254
sal + oxygen	Atlantic	(27.95,28.05]	0.1504585	0.0135646	0.2873524
sal + oxygen	Atlantic	(28.05,28.1]	0.5813426	0.5627405	0.5999448
sal + oxygen	Atlantic	(28.1,28.15]	0.5674954	0.5142458	0.6207450
sal + oxygen	Atlantic	(28.15,28.2]	0.9072405	0.9028626	0.9116183
sal + oxygen	Atlantic	(28.2, Inf]	0.5154800	0.3671244	0.6638356
sal + oxygen	Indian	(-Inf,26]	0.7809682	0.7744803	0.7874561
sal + oxygen	Indian	(26,26.5]	0.8295549	0.8159188	0.8431910
sal + oxygen	Indian	(26.5,26.75]	0.4202955	0.3762757	0.4643153
sal + oxygen	Indian	(26.75,27]	-0.4799767	-0.4860895	-0.4738640
sal + oxygen	Indian	(27,27.25]	-0.9116272	-0.9129125	-0.9103419
sal + oxygen	Indian	(27.25,27.5]	-0.9817791	-0.9818960	-0.9816621
sal + oxygen	Indian	(27.5,27.75]	-0.9688190	-0.9704003	-0.9672376
sal + oxygen	Indian	(27.75,27.85]	-0.9166290	-0.9204718	-0.9127863
sal + oxygen	Indian	(27.85,27.95]	-0.8556643	-0.8679821	-0.8433464
sal + oxygen	Indian	(27.95,28.05]	-0.6143081	-0.6642754	-0.5643409
sal + oxygen	Indian	(28.05,28.1]	-0.0927505	-0.2473036	0.0618025
sal + oxygen	Indian	(28.1, Inf]	-0.4828383	-0.4927184	-0.4729581
sal + oxygen	Pacific	(-Inf,26]	-0.3666850	-0.3991263	-0.3342436
sal + oxygen	Pacific	(26,26.5]	-0.3655778	-0.3921286	-0.3390270
sal + oxygen	Pacific	(26.5,26.75]	-0.5840265	-0.5932768	-0.5747761
sal + oxygen	Pacific	(26.75,27]	-0.2756450	-0.2804364	-0.2708537
sal + oxygen	Pacific	(27,27.25]	0.0136671	-0.0065120	0.0338462
sal + oxygen	Pacific	(27.25,27.5]	-0.1290891	-0.1521724	-0.1060057
sal + oxygen	Pacific	(27.5,27.75]	-0.0268640	-0.0602439	0.0065159
sal + oxygen	Pacific	(27.75,27.85]	0.2839178	0.2135495	0.3542862
sal + oxygen	Pacific	(27.85,27.95]	0.5084313	0.3845056	0.6323571
sal + oxygen	Pacific	(27.95,28.05]	0.7381544	0.7315833	0.7447254
sal + oxygen	Pacific	(28.05,28.1]	0.8698842	0.8676812	0.8720871
sal + oxygen	Pacific	(28.1, Inf]	0.7522117	0.7494533	0.7549701
sal + phosphate	Atlantic	(-Inf,26]	-0.6106534	-0.6394546	-0.5818521
sal + phosphate	Atlantic	(26,26.5]	-0.7003813	-0.7224564	-0.6783063
sal + phosphate	Atlantic	(26.5,26.75]	-0.7774073	-0.7932827	-0.7615318
sal + phosphate	Atlantic	(26.75,27]	-0.6964197	-0.7368654	-0.6559740
sal + phosphate	Atlantic	(27,27.25]	-0.7039223	-0.7221324	-0.6857122
sal + phosphate	Atlantic	(27.25,27.5]	-0.6989651	-0.7496783	-0.6482519
sal + phosphate	Atlantic	(27.5,27.75]	-0.6639822	-0.6833842	-0.6445803
sal + phosphate	Atlantic	(27.75,27.85]	-0.5502687	-0.5693513	-0.5311860
sal + phosphate	Atlantic	(27.85,27.95]	-0.4210609	-0.4739767	-0.3681451
sal + phosphate	Atlantic	(27.95,28.05]	-0.4762374	-0.5616561	-0.3908186
sal + phosphate	Atlantic	(28.05,28.1]	-0.7173463	-0.7175280	-0.7171647
sal + phosphate	Atlantic	(28.1,28.15]	-0.7191276	-0.7550455	-0.6832097
sal + phosphate	Atlantic	(28.15,28.2]	-0.9384774	-0.9435789	-0.9333758
sal + phosphate	Atlantic	(28.2, Inf]	-0.9052284	-0.9367829	-0.8736738
sal + phosphate	Indian	(-Inf,26]	-0.7718045	-0.7779342	-0.7656748
sal + phosphate	Indian	(26,26.5]	-0.8933299	-0.9013960	-0.8852639
sal + phosphate	Indian	(26.5,26.75]	-0.6344883	-0.6659911	-0.6029855
sal + phosphate	Indian	(26.75,27]	0.0613569	0.0243114	0.0984023
sal + phosphate	Indian	(27,27.25]	0.6072319	0.5807895	0.6336744
sal + phosphate	Indian	(27.25,27.5]	0.8351795	0.8285859	0.8417730
sal + phosphate	Indian	(27.5,27.75]	0.8904552	0.8750657	0.9058448
sal + phosphate	Indian	(27.75,27.85]	0.6710771	0.6308906	0.7112637
sal + phosphate	Indian	(27.85,27.95]	0.4523223	0.4153202	0.4893245
sal + phosphate	Indian	(27.95,28.05]	-0.0629591	-0.1167751	-0.0091431
sal + phosphate	Indian	(28.05,28.1]	-0.4451566	-0.5242372	-0.3660760
sal + phosphate	Indian	(28.1, Inf]	-0.4767556	-0.4824669	-0.4710442
sal + phosphate	Pacific	(-Inf,26]	-0.2481708	-0.2571977	-0.2391440
sal + phosphate	Pacific	(26,26.5]	-0.0860153	-0.0885819	-0.0834486
sal + phosphate	Pacific	(26.5,26.75]	-0.0787662	-0.0973918	-0.0601405
sal + phosphate	Pacific	(26.75,27]	-0.2507138	-0.2509731	-0.2504546
sal + phosphate	Pacific	(27,27.25]	-0.2410991	-0.2634434	-0.2187549
sal + phosphate	Pacific	(27.25,27.5]	0.0382645	0.0071392	0.0693898
sal + phosphate	Pacific	(27.5,27.75]	0.0075990	-0.0152958	0.0304938
sal + phosphate	Pacific	(27.75,27.85]	-0.2770887	-0.3341935	-0.2199839
sal + phosphate	Pacific	(27.85,27.95]	-0.5333915	-0.6101781	-0.4566050
sal + phosphate	Pacific	(27.95,28.05]	-0.7868313	-0.8002184	-0.7734443
sal + phosphate	Pacific	(28.05,28.1]	-0.8988902	-0.9165727	-0.8812077
sal + phosphate	Pacific	(28.1, Inf]	-0.8577283	-0.8632699	-0.8521867
sal + silicate	Atlantic	(-Inf,26]	-0.6442381	-0.6761857	-0.6122905
sal + silicate	Atlantic	(26,26.5]	-0.6804234	-0.7259812	-0.6348657
sal + silicate	Atlantic	(26.5,26.75]	-0.7687995	-0.8323440	-0.7052550
sal + silicate	Atlantic	(26.75,27]	-0.7172572	-0.7537234	-0.6807909
sal + silicate	Atlantic	(27,27.25]	-0.7519861	-0.7565574	-0.7474149
sal + silicate	Atlantic	(27.25,27.5]	-0.7565262	-0.8107947	-0.7022577
sal + silicate	Atlantic	(27.5,27.75]	-0.7542802	-0.7755405	-0.7330198
sal + silicate	Atlantic	(27.75,27.85]	-0.6370318	-0.6405583	-0.6335053
sal + silicate	Atlantic	(27.85,27.95]	-0.5302824	-0.5626369	-0.4979279
sal + silicate	Atlantic	(27.95,28.05]	-0.5608686	-0.6290904	-0.4926468
sal + silicate	Atlantic	(28.05,28.1]	-0.7756441	-0.7843670	-0.7669212
sal + silicate	Atlantic	(28.1,28.15]	-0.7853163	-0.8117423	-0.7588903
sal + silicate	Atlantic	(28.15,28.2]	-0.9389318	-0.9431961	-0.9346675
sal + silicate	Atlantic	(28.2, Inf]	-0.8344631	-0.9374743	-0.7314519
sal + silicate	Indian	(-Inf,26]	-0.8238385	-0.8326217	-0.8150554
sal + silicate	Indian	(26,26.5]	-0.9130033	-0.9340118	-0.8919947
sal + silicate	Indian	(26.5,26.75]	-0.5515557	-0.5840427	-0.5190686
sal + silicate	Indian	(26.75,27]	0.3004608	0.2713746	0.3295471
sal + silicate	Indian	(27,27.25]	0.7179585	0.7037240	0.7321929
sal + silicate	Indian	(27.25,27.5]	0.8001620	0.7893194	0.8110045
sal + silicate	Indian	(27.5,27.75]	0.8504991	0.8488930	0.8521053
sal + silicate	Indian	(27.75,27.85]	0.8257644	0.8166208	0.8349080
sal + silicate	Indian	(27.85,27.95]	0.6029309	0.5860465	0.6198153
sal + silicate	Indian	(27.95,28.05]	0.1687060	0.1438559	0.1935561
sal + silicate	Indian	(28.05,28.1]	-0.2471002	-0.3604932	-0.1337072
sal + silicate	Indian	(28.1, Inf]	-0.4148284	-0.4309671	-0.3986896
sal + silicate	Pacific	(-Inf,26]	-0.5952291	-0.6045209	-0.5859374
sal + silicate	Pacific	(26,26.5]	-0.5179930	-0.5439570	-0.4920289
sal + silicate	Pacific	(26.5,26.75]	-0.6830254	-0.6933024	-0.6727484
sal + silicate	Pacific	(26.75,27]	-0.7090239	-0.7169416	-0.7011063
sal + silicate	Pacific	(27,27.25]	-0.5995821	-0.6039763	-0.5951879
sal + silicate	Pacific	(27.25,27.5]	-0.2950667	-0.3106622	-0.2794712
sal + silicate	Pacific	(27.5,27.75]	-0.1357865	-0.1899845	-0.0815885
sal + silicate	Pacific	(27.75,27.85]	-0.3409324	-0.3779329	-0.3039319
sal + silicate	Pacific	(27.85,27.95]	-0.4884379	-0.5523422	-0.4245337
sal + silicate	Pacific	(27.95,28.05]	-0.6611118	-0.6759992	-0.6462244
sal + silicate	Pacific	(28.05,28.1]	-0.8019635	-0.8084156	-0.7955114
sal + silicate	Pacific	(28.1, Inf]	-0.8873014	-0.8918187	-0.8827840
sal + temp	Atlantic	(-Inf,26]	0.5176124	0.4070223	0.6282026
sal + temp	Atlantic	(26,26.5]	0.9525852	0.9454237	0.9597467
sal + temp	Atlantic	(26.5,26.75]	0.9731661	0.9722954	0.9740368
sal + temp	Atlantic	(26.75,27]	0.9725167	0.9671381	0.9778953
sal + temp	Atlantic	(27,27.25]	0.9726905	0.9715606	0.9738203
sal + temp	Atlantic	(27.25,27.5]	0.9769043	0.9747735	0.9790352
sal + temp	Atlantic	(27.5,27.75]	0.9576434	0.9562489	0.9590379
sal + temp	Atlantic	(27.75,27.85]	0.9785799	0.9769568	0.9802029
sal + temp	Atlantic	(27.85,27.95]	0.9521089	0.9517012	0.9525167
sal + temp	Atlantic	(27.95,28.05]	0.8769557	0.8728979	0.8810134
sal + temp	Atlantic	(28.05,28.1]	0.9402708	0.9324258	0.9481157
sal + temp	Atlantic	(28.1,28.15]	0.9148950	0.9087132	0.9210768
sal + temp	Atlantic	(28.15,28.2]	0.7499576	0.6252379	0.8746772
sal + temp	Atlantic	(28.2, Inf]	0.2838369	0.2005704	0.3671034
sal + temp	Indian	(-Inf,26]	0.0348669	0.0249240	0.0448098
sal + temp	Indian	(26,26.5]	0.8741106	0.8730581	0.8751632
sal + temp	Indian	(26.5,26.75]	0.9513350	0.9512389	0.9514312
sal + temp	Indian	(26.75,27]	0.9711913	0.9706307	0.9717519
sal + temp	Indian	(27,27.25]	0.9389060	0.9333676	0.9444444
sal + temp	Indian	(27.25,27.5]	0.9273456	0.9268149	0.9278764
sal + temp	Indian	(27.5,27.75]	0.8805720	0.8731239	0.8880201
sal + temp	Indian	(27.75,27.85]	0.9184953	0.9168028	0.9201879
sal + temp	Indian	(27.85,27.95]	0.9127245	0.9058151	0.9196338
sal + temp	Indian	(27.95,28.05]	0.9387714	0.9355063	0.9420365
sal + temp	Indian	(28.05,28.1]	0.9281083	0.9091267	0.9470900
sal + temp	Indian	(28.1, Inf]	0.9049044	0.8905129	0.9192959
sal + temp	Pacific	(-Inf,26]	0.8014977	0.7982418	0.8047536
sal + temp	Pacific	(26,26.5]	0.9427691	0.9381112	0.9474269
sal + temp	Pacific	(26.5,26.75]	0.9802231	0.9798127	0.9806334
sal + temp	Pacific	(26.75,27]	0.9772974	0.9751450	0.9794497
sal + temp	Pacific	(27,27.25]	0.9465431	0.9446982	0.9483879
sal + temp	Pacific	(27.25,27.5]	0.8199955	0.8169062	0.8230847
sal + temp	Pacific	(27.5,27.75]	0.5690173	0.5667328	0.5713017
sal + temp	Pacific	(27.75,27.85]	0.6944850	0.6627409	0.7262290
sal + temp	Pacific	(27.85,27.95]	0.4530025	0.3432123	0.5627928
sal + temp	Pacific	(27.95,28.05]	0.3128586	0.3110182	0.3146990
sal + temp	Pacific	(28.05,28.1]	0.2960604	0.2747788	0.3173420
sal + temp	Pacific	(28.1, Inf]	-0.3650675	-0.3762719	-0.3538630
temp + aou	Atlantic	(-Inf,26]	-0.4224984	-0.5583078	-0.2866890
temp + aou	Atlantic	(26,26.5]	-0.1785387	-0.2168349	-0.1402425
temp + aou	Atlantic	(26.5,26.75]	-0.3980702	-0.4616198	-0.3345207
temp + aou	Atlantic	(26.75,27]	-0.2276250	-0.2878156	-0.1674345
temp + aou	Atlantic	(27,27.25]	-0.2751610	-0.3022322	-0.2480898
temp + aou	Atlantic	(27.25,27.5]	-0.1652804	-0.2268033	-0.1037574
temp + aou	Atlantic	(27.5,27.75]	-0.1160326	-0.1473609	-0.0847043
temp + aou	Atlantic	(27.75,27.85]	-0.1172886	-0.1569401	-0.0776371
temp + aou	Atlantic	(27.85,27.95]	-0.0712380	-0.1685022	0.0260261
temp + aou	Atlantic	(27.95,28.05]	-0.3502039	-0.4486952	-0.2517126
temp + aou	Atlantic	(28.05,28.1]	-0.5936839	-0.5987681	-0.5885997
temp + aou	Atlantic	(28.1,28.15]	-0.3432929	-0.4268700	-0.2597158
temp + aou	Atlantic	(28.15,28.2]	-0.5487818	-0.6610142	-0.4365494
temp + aou	Atlantic	(28.2, Inf]	0.3217917	0.2241757	0.4194077
temp + aou	Indian	(-Inf,26]	-0.3613956	-0.3811810	-0.3416103
temp + aou	Indian	(26,26.5]	-0.6974248	-0.7093806	-0.6854690
temp + aou	Indian	(26.5,26.75]	-0.3638181	-0.3710491	-0.3565871
temp + aou	Indian	(26.75,27]	0.2608050	0.2259141	0.2956958
temp + aou	Indian	(27,27.25]	0.6834074	0.6700587	0.6967561
temp + aou	Indian	(27.25,27.5]	0.8445425	0.8427825	0.8463026
temp + aou	Indian	(27.5,27.75]	0.8841605	0.8747940	0.8935269
temp + aou	Indian	(27.75,27.85]	0.8734899	0.8624120	0.8845678
temp + aou	Indian	(27.85,27.95]	0.8136679	0.8077008	0.8196350
temp + aou	Indian	(27.95,28.05]	0.5861818	0.5504162	0.6219473
temp + aou	Indian	(28.05,28.1]	0.2268167	0.1343183	0.3193150
temp + aou	Indian	(28.1, Inf]	0.6034710	0.5865767	0.6203654
temp + aou	Pacific	(-Inf,26]	-0.2088962	-0.2307696	-0.1870228
temp + aou	Pacific	(26,26.5]	0.1206622	0.0932302	0.1480941
temp + aou	Pacific	(26.5,26.75]	0.4111543	0.4045463	0.4177624
temp + aou	Pacific	(26.75,27]	0.0645793	0.0627214	0.0664372
temp + aou	Pacific	(27,27.25]	-0.1897927	-0.2022274	-0.1773579
temp + aou	Pacific	(27.25,27.5]	-0.0418067	-0.0546551	-0.0289583
temp + aou	Pacific	(27.5,27.75]	0.0198712	0.0049823	0.0347602
temp + aou	Pacific	(27.75,27.85]	-0.1716925	-0.2144073	-0.1289777
temp + aou	Pacific	(27.85,27.95]	-0.2214517	-0.3550707	-0.0878326
temp + aou	Pacific	(27.95,28.05]	-0.2722944	-0.2856602	-0.2589286
temp + aou	Pacific	(28.05,28.1]	-0.2613151	-0.3074169	-0.2152133
temp + aou	Pacific	(28.1, Inf]	0.7844332	0.7804973	0.7883691
temp + nitrate	Atlantic	(-Inf,26]	-0.3143247	-0.4003280	-0.2283215
temp + nitrate	Atlantic	(26,26.5]	-0.4655454	-0.4743972	-0.4566935
temp + nitrate	Atlantic	(26.5,26.75]	-0.5857607	-0.6199221	-0.5515994
temp + nitrate	Atlantic	(26.75,27]	-0.4768952	-0.5588674	-0.3949230
temp + nitrate	Atlantic	(27,27.25]	-0.4997123	-0.5319567	-0.4674678
temp + nitrate	Atlantic	(27.25,27.5]	-0.5605252	-0.6443516	-0.4766988
temp + nitrate	Atlantic	(27.5,27.75]	-0.5055856	-0.5336598	-0.4775114
temp + nitrate	Atlantic	(27.75,27.85]	-0.4432919	-0.4757294	-0.4108544
temp + nitrate	Atlantic	(27.85,27.95]	-0.3286155	-0.3974038	-0.2598271
temp + nitrate	Atlantic	(27.95,28.05]	-0.4627908	-0.5221615	-0.4034201
temp + nitrate	Atlantic	(28.05,28.1]	-0.6353426	-0.6539072	-0.6167780
temp + nitrate	Atlantic	(28.1,28.15]	-0.3973059	-0.4562869	-0.3383249
temp + nitrate	Atlantic	(28.15,28.2]	-0.5517855	-0.6788052	-0.4247659
temp + nitrate	Atlantic	(28.2, Inf]	0.0447694	0.0384273	0.0511114
temp + nitrate	Indian	(-Inf,26]	-0.4074239	-0.4235235	-0.3913244
temp + nitrate	Indian	(26,26.5]	-0.7511042	-0.7590321	-0.7431763
temp + nitrate	Indian	(26.5,26.75]	-0.5356688	-0.5411954	-0.5301423
temp + nitrate	Indian	(26.75,27]	-0.1059242	-0.1651544	-0.0466941
temp + nitrate	Indian	(27,27.25]	0.3079872	0.2973366	0.3186377
temp + nitrate	Indian	(27.25,27.5]	0.5597494	0.5502428	0.5692560
temp + nitrate	Indian	(27.5,27.75]	0.6765264	0.6574693	0.6955834
temp + nitrate	Indian	(27.75,27.85]	0.4458953	0.3735956	0.5181950
temp + nitrate	Indian	(27.85,27.95]	0.3738482	0.3291741	0.4185222
temp + nitrate	Indian	(27.95,28.05]	0.0051617	-0.0296921	0.0400155
temp + nitrate	Indian	(28.05,28.1]	-0.1924995	-0.2381355	-0.1468636
temp + nitrate	Indian	(28.1, Inf]	-0.1440358	-0.1747413	-0.1133303
temp + nitrate	Pacific	(-Inf,26]	-0.4734862	-0.4933712	-0.4536012
temp + nitrate	Pacific	(26,26.5]	-0.2647068	-0.2767923	-0.2526213
temp + nitrate	Pacific	(26.5,26.75]	-0.1654022	-0.1853146	-0.1454899
temp + nitrate	Pacific	(26.75,27]	-0.3102133	-0.3169606	-0.3034660
temp + nitrate	Pacific	(27,27.25]	-0.3401105	-0.3616290	-0.3185919
temp + nitrate	Pacific	(27.25,27.5]	-0.0865732	-0.1126086	-0.0605378
temp + nitrate	Pacific	(27.5,27.75]	0.0248078	-0.0013854	0.0510010
temp + nitrate	Pacific	(27.75,27.85]	-0.1515212	-0.1893768	-0.1136655
temp + nitrate	Pacific	(27.85,27.95]	-0.2152593	-0.3087658	-0.1217528
temp + nitrate	Pacific	(27.95,28.05]	-0.3018366	-0.3045416	-0.2991317
temp + nitrate	Pacific	(28.05,28.1]	-0.3155684	-0.3681756	-0.2629612
temp + nitrate	Pacific	(28.1, Inf]	0.6688091	0.6646796	0.6729386
temp + oxygen	Atlantic	(-Inf,26]	0.1754938	-0.0105859	0.3615735
temp + oxygen	Atlantic	(26,26.5]	-0.1664988	-0.2349192	-0.0980784
temp + oxygen	Atlantic	(26.5,26.75]	0.0435561	-0.0381751	0.1252872
temp + oxygen	Atlantic	(26.75,27]	-0.1310091	-0.2429223	-0.0190958
temp + oxygen	Atlantic	(27,27.25]	-0.0101610	-0.0414674	0.0211453
temp + oxygen	Atlantic	(27.25,27.5]	-0.1602943	-0.2247330	-0.0958557
temp + oxygen	Atlantic	(27.5,27.75]	-0.1875535	-0.2271009	-0.1480061
temp + oxygen	Atlantic	(27.75,27.85]	-0.1368624	-0.1646573	-0.1090674
temp + oxygen	Atlantic	(27.85,27.95]	-0.1274162	-0.2219754	-0.0328571
temp + oxygen	Atlantic	(27.95,28.05]	0.1927547	0.0886934	0.2968160
temp + oxygen	Atlantic	(28.05,28.1]	0.5068757	0.4971082	0.5166432
temp + oxygen	Atlantic	(28.1,28.15]	0.2526898	0.1668527	0.3385268
temp + oxygen	Atlantic	(28.15,28.2]	0.4716479	0.3305487	0.6127471
temp + oxygen	Atlantic	(28.2, Inf]	-0.5081933	-0.5946041	-0.4217825
temp + oxygen	Indian	(-Inf,26]	0.2509996	0.2324530	0.2695462
temp + oxygen	Indian	(26,26.5]	0.6482063	0.6337255	0.6626870
temp + oxygen	Indian	(26.5,26.75]	0.2941906	0.2858629	0.3025182
temp + oxygen	Indian	(26.75,27]	-0.3599743	-0.3851079	-0.3348407
temp + oxygen	Indian	(27,27.25]	-0.7579606	-0.7703687	-0.7455525
temp + oxygen	Indian	(27.25,27.5]	-0.8907070	-0.8925206	-0.8888934
temp + oxygen	Indian	(27.5,27.75]	-0.9195623	-0.9260426	-0.9130819
temp + oxygen	Indian	(27.75,27.85]	-0.9126489	-0.9201398	-0.9051580
temp + oxygen	Indian	(27.85,27.95]	-0.8825783	-0.8838398	-0.8813167
temp + oxygen	Indian	(27.95,28.05]	-0.7185805	-0.7457540	-0.6914070
temp + oxygen	Indian	(28.05,28.1]	-0.3766230	-0.4752261	-0.2780199
temp + oxygen	Indian	(28.1, Inf]	-0.7563071	-0.7670088	-0.7456055
temp + oxygen	Pacific	(-Inf,26]	-0.2868686	-0.3015375	-0.2721998
temp + oxygen	Pacific	(26,26.5]	-0.2894699	-0.3234576	-0.2554822
temp + oxygen	Pacific	(26.5,26.75]	-0.5746944	-0.5826164	-0.5667724
temp + oxygen	Pacific	(26.75,27]	-0.2569979	-0.2594318	-0.2545639
temp + oxygen	Pacific	(27,27.25]	0.0704581	0.0572076	0.0837085
temp + oxygen	Pacific	(27.25,27.5]	-0.0554810	-0.0659905	-0.0449714
temp + oxygen	Pacific	(27.5,27.75]	-0.1068988	-0.1277395	-0.0860581
temp + oxygen	Pacific	(27.75,27.85]	0.1156199	0.0688426	0.1623971
temp + oxygen	Pacific	(27.85,27.95]	0.1714936	0.0283994	0.3145877
temp + oxygen	Pacific	(27.95,28.05]	0.2231370	0.2099151	0.2363589
temp + oxygen	Pacific	(28.05,28.1]	0.2311513	0.1849562	0.2773464
temp + oxygen	Pacific	(28.1, Inf]	-0.8227997	-0.8250200	-0.8205793
temp + phosphate	Atlantic	(-Inf,26]	-0.4095149	-0.4961501	-0.3228797
temp + phosphate	Atlantic	(26,26.5]	-0.7058270	-0.7464419	-0.6652121
temp + phosphate	Atlantic	(26.5,26.75]	-0.7220010	-0.7444292	-0.6995727
temp + phosphate	Atlantic	(26.75,27]	-0.6198030	-0.6934876	-0.5461184
temp + phosphate	Atlantic	(27,27.25]	-0.6005861	-0.6218405	-0.5793317
temp + phosphate	Atlantic	(27.25,27.5]	-0.6425461	-0.7179729	-0.5671192
temp + phosphate	Atlantic	(27.5,27.75]	-0.5729882	-0.5992971	-0.5466793
temp + phosphate	Atlantic	(27.75,27.85]	-0.4949648	-0.5261152	-0.4638144
temp + phosphate	Atlantic	(27.85,27.95]	-0.3568921	-0.4334064	-0.2803777
temp + phosphate	Atlantic	(27.95,28.05]	-0.4903604	-0.5554860	-0.4252348
temp + phosphate	Atlantic	(28.05,28.1]	-0.6480048	-0.6585096	-0.6375001
temp + phosphate	Atlantic	(28.1,28.15]	-0.4377850	-0.5062478	-0.3693221
temp + phosphate	Atlantic	(28.15,28.2]	-0.5493541	-0.6583104	-0.4403978
temp + phosphate	Atlantic	(28.2, Inf]	0.0475057	0.0436378	0.0513735
temp + phosphate	Indian	(-Inf,26]	-0.3957154	-0.4071250	-0.3843058
temp + phosphate	Indian	(26,26.5]	-0.7495895	-0.7593877	-0.7397913
temp + phosphate	Indian	(26.5,26.75]	-0.5255005	-0.5262183	-0.5247827
temp + phosphate	Indian	(26.75,27]	-0.0708384	-0.1263889	-0.0152878
temp + phosphate	Indian	(27,27.25]	0.3509868	0.3398719	0.3621017
temp + phosphate	Indian	(27.25,27.5]	0.6161087	0.6101027	0.6221146
temp + phosphate	Indian	(27.5,27.75]	0.7653737	0.7470806	0.7836668
temp + phosphate	Indian	(27.75,27.85]	0.6474854	0.5906238	0.7043471
temp + phosphate	Indian	(27.85,27.95]	0.4284988	0.4030799	0.4539176
temp + phosphate	Indian	(27.95,28.05]	0.0576391	0.0229049	0.0923732
temp + phosphate	Indian	(28.05,28.1]	-0.1648676	-0.2081226	-0.1216127
temp + phosphate	Indian	(28.1, Inf]	-0.1529124	-0.1758551	-0.1299698
temp + phosphate	Pacific	(-Inf,26]	-0.3734650	-0.3904191	-0.3565108
temp + phosphate	Pacific	(26,26.5]	-0.1860740	-0.1863064	-0.1858416
temp + phosphate	Pacific	(26.5,26.75]	-0.1149008	-0.1306400	-0.0991616
temp + phosphate	Pacific	(26.75,27]	-0.2866240	-0.2871289	-0.2861191
temp + phosphate	Pacific	(27,27.25]	-0.3212171	-0.3371452	-0.3052890
temp + phosphate	Pacific	(27.25,27.5]	-0.0927697	-0.1179298	-0.0676096
temp + phosphate	Pacific	(27.5,27.75]	0.0346957	0.0056011	0.0637902
temp + phosphate	Pacific	(27.75,27.85]	-0.1363935	-0.1749920	-0.0977951
temp + phosphate	Pacific	(27.85,27.95]	-0.2220841	-0.3123869	-0.1317813
temp + phosphate	Pacific	(27.95,28.05]	-0.3081808	-0.3147767	-0.3015850
temp + phosphate	Pacific	(28.05,28.1]	-0.2953826	-0.3510374	-0.2397278
temp + phosphate	Pacific	(28.1, Inf]	0.6479511	0.6221432	0.6737590
temp + silicate	Atlantic	(-Inf,26]	-0.3844364	-0.3996240	-0.3692488
temp + silicate	Atlantic	(26,26.5]	-0.6681535	-0.6867342	-0.6495727
temp + silicate	Atlantic	(26.5,26.75]	-0.7429352	-0.8121364	-0.6737340
temp + silicate	Atlantic	(26.75,27]	-0.6736477	-0.7367312	-0.6105641
temp + silicate	Atlantic	(27,27.25]	-0.6740132	-0.6805615	-0.6674649
temp + silicate	Atlantic	(27.25,27.5]	-0.7376166	-0.8160988	-0.6591344
temp + silicate	Atlantic	(27.5,27.75]	-0.7283875	-0.7549530	-0.7018220
temp + silicate	Atlantic	(27.75,27.85]	-0.6239359	-0.6355115	-0.6123603
temp + silicate	Atlantic	(27.85,27.95]	-0.4992416	-0.5506646	-0.4478186
temp + silicate	Atlantic	(27.95,28.05]	-0.6217954	-0.6698773	-0.5737136
temp + silicate	Atlantic	(28.05,28.1]	-0.7285545	-0.7425116	-0.7145974
temp + silicate	Atlantic	(28.1,28.15]	-0.5246021	-0.5822362	-0.4669681
temp + silicate	Atlantic	(28.15,28.2]	-0.5556530	-0.6851428	-0.4261632
temp + silicate	Atlantic	(28.2, Inf]	0.1308252	0.0473196	0.2143308
temp + silicate	Indian	(-Inf,26]	-0.4434150	-0.4591069	-0.4277231
temp + silicate	Indian	(26,26.5]	-0.7427540	-0.7673474	-0.7181605
temp + silicate	Indian	(26.5,26.75]	-0.4235805	-0.4272091	-0.4199518
temp + silicate	Indian	(26.75,27]	0.1734320	0.1270420	0.2198219
temp + silicate	Indian	(27,27.25]	0.4883372	0.4866618	0.4900127
temp + silicate	Indian	(27.25,27.5]	0.5827207	0.5683306	0.5971107
temp + silicate	Indian	(27.5,27.75]	0.6395325	0.6260388	0.6530262
temp + silicate	Indian	(27.75,27.85]	0.7274006	0.7187367	0.7360645
temp + silicate	Indian	(27.85,27.95]	0.4677450	0.4644415	0.4710485
temp + silicate	Indian	(27.95,28.05]	0.2061777	0.2017336	0.2106219
temp + silicate	Indian	(28.05,28.1]	0.0186073	-0.0571995	0.0944140
temp + silicate	Indian	(28.1, Inf]	-0.1674455	-0.1941432	-0.1407477
temp + silicate	Pacific	(-Inf,26]	-0.5741338	-0.5795702	-0.5686974
temp + silicate	Pacific	(26,26.5]	-0.5929340	-0.6175399	-0.5683282
temp + silicate	Pacific	(26.5,26.75]	-0.6989330	-0.7035178	-0.6943483
temp + silicate	Pacific	(26.75,27]	-0.7197713	-0.7279239	-0.7116186
temp + silicate	Pacific	(27,27.25]	-0.6405580	-0.6416035	-0.6395126
temp + silicate	Pacific	(27.25,27.5]	-0.4291965	-0.4333254	-0.4250677
temp + silicate	Pacific	(27.5,27.75]	-0.3095922	-0.3350629	-0.2841214
temp + silicate	Pacific	(27.75,27.85]	-0.3032004	-0.3254037	-0.2809972
temp + silicate	Pacific	(27.85,27.95]	-0.3709217	-0.4832261	-0.2586172
temp + silicate	Pacific	(27.95,28.05]	-0.4582860	-0.4640199	-0.4525520
temp + silicate	Pacific	(28.05,28.1]	-0.3319953	-0.3618580	-0.3021326
temp + silicate	Pacific	(28.1, Inf]	0.5124294	0.4920058	0.5328530

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
1039ef3	jens-daniel-mueller	2022-01-24
23582a4	jens-daniel-mueller	2022-01-23
26e57aa	jens-daniel-mueller	2022-01-17
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]	0.7059540	0.6925888	0.7193192
aou	Atlantic	(26,26.5]	0.2647806	0.2357565	0.2938046
aou	Atlantic	(26.5,26.75]	-0.4455448	-0.4879948	-0.4030948
aou	Atlantic	(26.75,27]	-0.4967401	-0.5656533	-0.4278269
aou	Atlantic	(27,27.25]	-0.6842871	-0.6927190	-0.6758553
aou	Atlantic	(27.25,27.5]	-0.5788443	-0.6009830	-0.5567056
aou	Atlantic	(27.5,27.75]	-0.7451443	-0.7650111	-0.7252775
aou	Atlantic	(27.75,27.85]	-0.8842658	-0.8931130	-0.8754186
aou	Atlantic	(27.85,27.95]	-0.9159766	-0.9164662	-0.9154870
aou	Atlantic	(27.95,28.05]	-0.9007683	-0.9055966	-0.8959400
aou	Atlantic	(28.05,28.1]	-0.8492625	-0.8500075	-0.8485174
aou	Atlantic	(28.1,28.15]	-0.8757043	-0.8757377	-0.8756708
aou	Atlantic	(28.15,28.2]	-0.9544261	-0.9547038	-0.9541485
aou	Atlantic	(28.2, Inf]	-0.8057314	-0.8565727	-0.7548901
aou	Indian	(-Inf,26]	-0.5587185	-0.5708491	-0.5465880
aou	Indian	(26,26.5]	-0.9285473	-0.9335387	-0.9235560
aou	Indian	(26.5,26.75]	-0.8299700	-0.8435371	-0.8164029
aou	Indian	(26.75,27]	-0.4453644	-0.4592886	-0.4314402
aou	Indian	(27,27.25]	0.0733055	0.0578612	0.0887499
aou	Indian	(27.25,27.5]	0.5394930	0.5194798	0.5595061
aou	Indian	(27.5,27.75]	0.5674092	0.5377487	0.5970698
aou	Indian	(27.75,27.85]	0.2052763	0.1809574	0.2295952
aou	Indian	(27.85,27.95]	0.2262006	0.1848450	0.2675561
aou	Indian	(27.95,28.05]	0.0829580	0.0362289	0.1296870
aou	Indian	(28.05,28.1]	-0.0995265	-0.2109556	0.0119027
aou	Indian	(28.1, Inf]	0.3168237	0.2722870	0.3613605
aou	Pacific	(-Inf,26]	0.0314156	0.0087317	0.0540995
aou	Pacific	(26,26.5]	-0.5263657	-0.6219912	-0.4307403
aou	Pacific	(26.5,26.75]	-0.1542031	-0.2120770	-0.0963291
aou	Pacific	(26.75,27]	-0.4149493	-0.5093619	-0.3205366
aou	Pacific	(27,27.25]	0.0563949	-0.0427892	0.1555789
aou	Pacific	(27.25,27.5]	0.5437105	0.5301750	0.5572460
aou	Pacific	(27.5,27.75]	0.6833861	0.6567949	0.7099773
aou	Pacific	(27.75,27.85]	0.8050881	0.7965107	0.8136655
aou	Pacific	(27.85,27.95]	0.7687023	0.7511855	0.7862190
aou	Pacific	(27.95,28.05]	0.5479698	0.5462460	0.5496935
aou	Pacific	(28.05,28.1]	0.2985321	0.2640245	0.3330397
aou	Pacific	(28.1, Inf]	0.3983766	0.2862210	0.5105323
nitrate	Atlantic	(-Inf,26]	0.4564156	0.4437753	0.4690558
nitrate	Atlantic	(26,26.5]	-0.0437111	-0.0596840	-0.0277383
nitrate	Atlantic	(26.5,26.75]	-0.6211824	-0.6883268	-0.5540380
nitrate	Atlantic	(26.75,27]	-0.7460620	-0.7979298	-0.6941941
nitrate	Atlantic	(27,27.25]	-0.8769335	-0.8891886	-0.8646784
nitrate	Atlantic	(27.25,27.5]	-0.9083812	-0.9169351	-0.8998274
nitrate	Atlantic	(27.5,27.75]	-0.9562451	-0.9655381	-0.9469520
nitrate	Atlantic	(27.75,27.85]	-0.9630756	-0.9672067	-0.9589444
nitrate	Atlantic	(27.85,27.95]	-0.9286065	-0.9342013	-0.9230117
nitrate	Atlantic	(27.95,28.05]	-0.8991568	-0.9018377	-0.8964759
nitrate	Atlantic	(28.05,28.1]	-0.8719654	-0.8744146	-0.8695162
nitrate	Atlantic	(28.1,28.15]	-0.8978355	-0.8982819	-0.8973891
nitrate	Atlantic	(28.15,28.2]	-0.9623320	-0.9675854	-0.9570786
nitrate	Atlantic	(28.2, Inf]	-0.9505735	-0.9511654	-0.9499815
nitrate	Indian	(-Inf,26]	-0.5535149	-0.5555780	-0.5514518
nitrate	Indian	(26,26.5]	-0.9369655	-0.9437523	-0.9301787
nitrate	Indian	(26.5,26.75]	-0.9063875	-0.9217880	-0.8909871
nitrate	Indian	(26.75,27]	-0.6962669	-0.7224501	-0.6700836
nitrate	Indian	(27,27.25]	-0.2870223	-0.3066326	-0.2674121
nitrate	Indian	(27.25,27.5]	0.3395274	0.3116629	0.3673919
nitrate	Indian	(27.5,27.75]	0.4840699	0.4620742	0.5060656
nitrate	Indian	(27.75,27.85]	-0.0095600	-0.0248785	0.0057585
nitrate	Indian	(27.85,27.95]	-0.1211852	-0.1358339	-0.1065365
nitrate	Indian	(27.95,28.05]	-0.3262606	-0.3389105	-0.3136107
nitrate	Indian	(28.05,28.1]	-0.3416893	-0.3865373	-0.2968414
nitrate	Indian	(28.1, Inf]	-0.1800191	-0.1912535	-0.1687847
nitrate	Pacific	(-Inf,26]	-0.0283220	-0.0508635	-0.0057806
nitrate	Pacific	(26,26.5]	-0.6572423	-0.7320387	-0.5824459
nitrate	Pacific	(26.5,26.75]	-0.5500374	-0.6265646	-0.4735103
nitrate	Pacific	(26.75,27]	-0.5765866	-0.6722465	-0.4809267
nitrate	Pacific	(27,27.25]	0.0184208	-0.0896294	0.1264711
nitrate	Pacific	(27.25,27.5]	0.4432685	0.4245717	0.4619652
nitrate	Pacific	(27.5,27.75]	0.5817368	0.5527446	0.6107289
nitrate	Pacific	(27.75,27.85]	0.7458200	0.7328701	0.7587699
nitrate	Pacific	(27.85,27.95]	0.7242754	0.7017160	0.7468347
nitrate	Pacific	(27.95,28.05]	0.4972309	0.4934586	0.5010032
nitrate	Pacific	(28.05,28.1]	0.2720466	0.2375713	0.3065218
nitrate	Pacific	(28.1, Inf]	0.3176109	0.2275057	0.4077160
oxygen	Atlantic	(-Inf,26]	-0.6044297	-0.6615986	-0.5472609
oxygen	Atlantic	(26,26.5]	-0.4932895	-0.5446690	-0.4419100
oxygen	Atlantic	(26.5,26.75]	0.2603256	0.2427021	0.2779490
oxygen	Atlantic	(26.75,27]	0.3010036	0.2218513	0.3801560
oxygen	Atlantic	(27,27.25]	0.5353006	0.5322175	0.5383837
oxygen	Atlantic	(27.25,27.5]	0.3413775	0.3005047	0.3822504
oxygen	Atlantic	(27.5,27.75]	0.5440577	0.5285475	0.5595678
oxygen	Atlantic	(27.75,27.85]	0.7631308	0.7573668	0.7688947
oxygen	Atlantic	(27.85,27.95]	0.8607258	0.8598877	0.8615640
oxygen	Atlantic	(27.95,28.05]	0.8892932	0.8793342	0.8992523
oxygen	Atlantic	(28.05,28.1]	0.8541460	0.8520813	0.8562106
oxygen	Atlantic	(28.1,28.15]	0.8708296	0.8673349	0.8743243
oxygen	Atlantic	(28.15,28.2]	0.9626422	0.9604697	0.9648147
oxygen	Atlantic	(28.2, Inf]	0.7335284	0.6560338	0.8110231
oxygen	Indian	(-Inf,26]	0.6248204	0.6151064	0.6345344
oxygen	Indian	(26,26.5]	0.9290297	0.9266585	0.9314010
oxygen	Indian	(26.5,26.75]	0.7996784	0.7856661	0.8136908
oxygen	Indian	(26.75,27]	0.3646287	0.3576364	0.3716210
oxygen	Indian	(27,27.25]	-0.1599828	-0.1781051	-0.1418605
oxygen	Indian	(27.25,27.5]	-0.5665643	-0.5873235	-0.5458051
oxygen	Indian	(27.5,27.75]	-0.5502329	-0.5788438	-0.5216221
oxygen	Indian	(27.75,27.85]	-0.2082646	-0.2272060	-0.1893232
oxygen	Indian	(27.85,27.95]	-0.2819152	-0.3080573	-0.2557731
oxygen	Indian	(27.95,28.05]	-0.1797420	-0.2165502	-0.1429339
oxygen	Indian	(28.05,28.1]	0.0277285	-0.0903463	0.1458032
oxygen	Indian	(28.1, Inf]	-0.4102993	-0.4534627	-0.3671360
oxygen	Pacific	(-Inf,26]	0.1900517	0.1855629	0.1945405
oxygen	Pacific	(26,26.5]	0.4309509	0.3262106	0.5356913
oxygen	Pacific	(26.5,26.75]	0.0088286	-0.0442860	0.0619432
oxygen	Pacific	(26.75,27]	0.3278988	0.2359572	0.4198403
oxygen	Pacific	(27,27.25]	-0.0139103	-0.1104017	0.0825811
oxygen	Pacific	(27.25,27.5]	-0.4930951	-0.5067788	-0.4794115
oxygen	Pacific	(27.5,27.75]	-0.6384116	-0.6701392	-0.6066841
oxygen	Pacific	(27.75,27.85]	-0.7841172	-0.7918076	-0.7764267
oxygen	Pacific	(27.85,27.95]	-0.7543523	-0.7675485	-0.7411561
oxygen	Pacific	(27.95,28.05]	-0.5419403	-0.5431038	-0.5407768
oxygen	Pacific	(28.05,28.1]	-0.3013321	-0.3305203	-0.2721440
oxygen	Pacific	(28.1, Inf]	-0.4075659	-0.5182222	-0.2969097
phosphate	Atlantic	(-Inf,26]	0.2591310	0.2225236	0.2957385
phosphate	Atlantic	(26,26.5]	-0.3717824	-0.4205637	-0.3230010
phosphate	Atlantic	(26.5,26.75]	-0.7277081	-0.7942971	-0.6611192
phosphate	Atlantic	(26.75,27]	-0.8302288	-0.8659559	-0.7945017
phosphate	Atlantic	(27,27.25]	-0.9170936	-0.9289105	-0.9052768
phosphate	Atlantic	(27.25,27.5]	-0.9433278	-0.9499208	-0.9367348
phosphate	Atlantic	(27.5,27.75]	-0.9764798	-0.9831627	-0.9697970
phosphate	Atlantic	(27.75,27.85]	-0.9746148	-0.9752624	-0.9739672
phosphate	Atlantic	(27.85,27.95]	-0.9416094	-0.9435129	-0.9397059
phosphate	Atlantic	(27.95,28.05]	-0.9179784	-0.9201949	-0.9157619
phosphate	Atlantic	(28.05,28.1]	-0.8932724	-0.8934068	-0.8931380
phosphate	Atlantic	(28.1,28.15]	-0.9200956	-0.9221139	-0.9180773
phosphate	Atlantic	(28.15,28.2]	-0.9676074	-0.9686717	-0.9665430
phosphate	Atlantic	(28.2, Inf]	-0.9626890	-0.9673922	-0.9579859
phosphate	Indian	(-Inf,26]	-0.5641124	-0.5675744	-0.5606504
phosphate	Indian	(26,26.5]	-0.9340449	-0.9395459	-0.9285439
phosphate	Indian	(26.5,26.75]	-0.9068405	-0.9217982	-0.8918829
phosphate	Indian	(26.75,27]	-0.6967308	-0.7206685	-0.6727930
phosphate	Indian	(27,27.25]	-0.2909598	-0.3068057	-0.2751139
phosphate	Indian	(27.25,27.5]	0.3110318	0.2797368	0.3423267
phosphate	Indian	(27.5,27.75]	0.4278916	0.4160027	0.4397806
phosphate	Indian	(27.75,27.85]	-0.0884194	-0.1344351	-0.0424036
phosphate	Indian	(27.85,27.95]	-0.1623034	-0.2045916	-0.1200152
phosphate	Indian	(27.95,28.05]	-0.3591530	-0.3911357	-0.3271704
phosphate	Indian	(28.05,28.1]	-0.3899645	-0.4486365	-0.3312924
phosphate	Indian	(28.1, Inf]	-0.2962147	-0.3406021	-0.2518273
phosphate	Pacific	(-Inf,26]	-0.0894948	-0.1147989	-0.0641908
phosphate	Pacific	(26,26.5]	-0.7280144	-0.8032029	-0.6528260
phosphate	Pacific	(26.5,26.75]	-0.6117067	-0.6858950	-0.5375184
phosphate	Pacific	(26.75,27]	-0.6207889	-0.7194168	-0.5221610
phosphate	Pacific	(27,27.25]	0.0026996	-0.1052130	0.1106121
phosphate	Pacific	(27.25,27.5]	0.4520138	0.4329552	0.4710723
phosphate	Pacific	(27.5,27.75]	0.5587889	0.5232364	0.5943413
phosphate	Pacific	(27.75,27.85]	0.7080775	0.6890449	0.7271101
phosphate	Pacific	(27.85,27.95]	0.6766956	0.6454265	0.7079648
phosphate	Pacific	(27.95,28.05]	0.3963804	0.3942117	0.3985492
phosphate	Pacific	(28.05,28.1]	0.1061992	0.0467826	0.1656158
phosphate	Pacific	(28.1, Inf]	0.1812503	0.0910889	0.2714117
sal	Atlantic	(-Inf,26]	0.0752352	0.0105831	0.1398873
sal	Atlantic	(26,26.5]	0.7171345	0.6927922	0.7414769
sal	Atlantic	(26.5,26.75]	0.7590563	0.7215594	0.7965532
sal	Atlantic	(26.75,27]	0.7459764	0.6579342	0.8340185
sal	Atlantic	(27,27.25]	0.7403199	0.7057504	0.7748894
sal	Atlantic	(27.25,27.5]	0.7937231	0.7322583	0.8551879
sal	Atlantic	(27.5,27.75]	0.7240090	0.6983446	0.7496735
sal	Atlantic	(27.75,27.85]	0.5334018	0.5304350	0.5363687
sal	Atlantic	(27.85,27.95]	0.3019059	0.2464182	0.3573935
sal	Atlantic	(27.95,28.05]	0.2605468	0.1922197	0.3288739
sal	Atlantic	(28.05,28.1]	0.4914698	0.4755276	0.5074119
sal	Atlantic	(28.1,28.15]	0.5404982	0.5200234	0.5609731
sal	Atlantic	(28.15,28.2]	0.8488018	0.8447837	0.8528199
sal	Atlantic	(28.2, Inf]	0.8849441	0.8819540	0.8879342
sal	Indian	(-Inf,26]	0.7992328	0.7852430	0.8132227
sal	Indian	(26,26.5]	0.8592197	0.8268215	0.8916180
sal	Indian	(26.5,26.75]	0.7665138	0.7270286	0.8059991
sal	Indian	(26.75,27]	0.5323139	0.5280352	0.5365926
sal	Indian	(27,27.25]	0.4533778	0.4351501	0.4716055
sal	Indian	(27.25,27.5]	0.5941827	0.5718270	0.6165385
sal	Indian	(27.5,27.75]	0.6022990	0.5767107	0.6278872
sal	Indian	(27.75,27.85]	0.3081573	0.2811777	0.3351369
sal	Indian	(27.85,27.95]	0.4854318	0.4507282	0.5201354
sal	Indian	(27.95,28.05]	0.5793628	0.5620682	0.5966574
sal	Indian	(28.05,28.1]	0.5069334	0.4723322	0.5415345
sal	Indian	(28.1, Inf]	0.5644671	0.5514828	0.5774514
sal	Pacific	(-Inf,26]	-0.1494966	-0.2082803	-0.0907128
sal	Pacific	(26,26.5]	0.3757058	0.3619780	0.3894335
sal	Pacific	(26.5,26.75]	0.5853880	0.5754498	0.5953262
sal	Pacific	(26.75,27]	0.3321870	0.3230257	0.3413484
sal	Pacific	(27,27.25]	-0.4628409	-0.4747416	-0.4509403
sal	Pacific	(27.25,27.5]	-0.5392529	-0.5614068	-0.5170989
sal	Pacific	(27.5,27.75]	-0.3830501	-0.4218969	-0.3442033
sal	Pacific	(27.75,27.85]	-0.5234029	-0.6113404	-0.4354654
sal	Pacific	(27.85,27.95]	-0.4684328	-0.4796041	-0.4572616
sal	Pacific	(27.95,28.05]	-0.2447436	-0.2563805	-0.2331067
sal	Pacific	(28.05,28.1]	-0.1472938	-0.2130911	-0.0814966
sal	Pacific	(28.1, Inf]	-0.2257120	-0.3306478	-0.1207761
silicate	Atlantic	(-Inf,26]	0.0493443	-0.0050585	0.1037472
silicate	Atlantic	(26,26.5]	-0.4069784	-0.4437724	-0.3701843
silicate	Atlantic	(26.5,26.75]	-0.6625250	-0.6963205	-0.6287295
silicate	Atlantic	(26.75,27]	-0.7810623	-0.7971875	-0.7649370
silicate	Atlantic	(27,27.25]	-0.9106209	-0.9225979	-0.8986440
silicate	Atlantic	(27.25,27.5]	-0.9245379	-0.9256191	-0.9234567
silicate	Atlantic	(27.5,27.75]	-0.8907838	-0.8951362	-0.8864314
silicate	Atlantic	(27.75,27.85]	-0.8632715	-0.8648568	-0.8616863
silicate	Atlantic	(27.85,27.95]	-0.8456289	-0.8526969	-0.8385608
silicate	Atlantic	(27.95,28.05]	-0.8514716	-0.8517920	-0.8511512
silicate	Atlantic	(28.05,28.1]	-0.8421174	-0.8453438	-0.8388911
silicate	Atlantic	(28.1,28.15]	-0.8832031	-0.8872650	-0.8791412
silicate	Atlantic	(28.15,28.2]	-0.9577683	-0.9625170	-0.9530196
silicate	Atlantic	(28.2, Inf]	-0.9155020	-0.9383278	-0.8926762
silicate	Indian	(-Inf,26]	-0.5615932	-0.5712326	-0.5519538
silicate	Indian	(26,26.5]	-0.9223487	-0.9258443	-0.9188531
silicate	Indian	(26.5,26.75]	-0.8279093	-0.8454838	-0.8103348
silicate	Indian	(26.75,27]	-0.4964521	-0.5260007	-0.4669036
silicate	Indian	(27,27.25]	-0.1118568	-0.1175845	-0.1061290
silicate	Indian	(27.25,27.5]	0.4161103	0.3930177	0.4392030
silicate	Indian	(27.5,27.75]	0.5977692	0.5835450	0.6119934
silicate	Indian	(27.75,27.85]	0.1908240	0.1546413	0.2270067
silicate	Indian	(27.85,27.95]	0.0641916	0.0235573	0.1048260
silicate	Indian	(27.95,28.05]	-0.1382081	-0.1574973	-0.1189188
silicate	Indian	(28.05,28.1]	-0.2292237	-0.3312952	-0.1271523
silicate	Indian	(28.1, Inf]	-0.2106048	-0.2351175	-0.1860922
silicate	Pacific	(-Inf,26]	-0.0579304	-0.0874663	-0.0283944
silicate	Pacific	(26,26.5]	-0.6322372	-0.6569831	-0.6074913
silicate	Pacific	(26.5,26.75]	-0.6456672	-0.6908956	-0.6004388
silicate	Pacific	(26.75,27]	-0.4434953	-0.5139611	-0.3730294
silicate	Pacific	(27,27.25]	0.3573285	0.2840108	0.4306462
silicate	Pacific	(27.25,27.5]	0.7910050	0.7829384	0.7990717
silicate	Pacific	(27.5,27.75]	0.8500826	0.8399161	0.8602490
silicate	Pacific	(27.75,27.85]	0.8435332	0.8360852	0.8509812
silicate	Pacific	(27.85,27.95]	0.7629531	0.7440886	0.7818175
silicate	Pacific	(27.95,28.05]	0.5196620	0.5152325	0.5240914
silicate	Pacific	(28.05,28.1]	0.2692946	0.1925415	0.3460478
silicate	Pacific	(28.1, Inf]	0.3197497	0.2233764	0.4161230
temp	Atlantic	(-Inf,26]	-0.5973410	-0.6018459	-0.5928361
temp	Atlantic	(26,26.5]	0.6474251	0.6166197	0.6782305
temp	Atlantic	(26.5,26.75]	0.6341288	0.5915844	0.6766732
temp	Atlantic	(26.75,27]	0.6218929	0.4936883	0.7500974
temp	Atlantic	(27,27.25]	0.6222949	0.5817435	0.6628463
temp	Atlantic	(27.25,27.5]	0.7283459	0.6404561	0.8162358
temp	Atlantic	(27.5,27.75]	0.6290329	0.6003246	0.6577411
temp	Atlantic	(27.75,27.85]	0.4687973	0.4505291	0.4870655
temp	Atlantic	(27.85,27.95]	0.2522623	0.1657645	0.3387600
temp	Atlantic	(27.95,28.05]	0.3110161	0.2493811	0.3726512
temp	Atlantic	(28.05,28.1]	0.4139580	0.3935245	0.4343916
temp	Atlantic	(28.1,28.15]	0.2563991	0.2141134	0.2986848
temp	Atlantic	(28.15,28.2]	0.3956842	0.2671721	0.5241963
temp	Atlantic	(28.2, Inf]	-0.0472297	-0.1224952	0.0280358
temp	Indian	(-Inf,26]	-0.3859858	-0.3880991	-0.3838725
temp	Indian	(26,26.5]	0.6118401	0.5683343	0.6553459
temp	Indian	(26.5,26.75]	0.6484656	0.6377779	0.6591534
temp	Indian	(26.75,27]	0.6044358	0.5898724	0.6189993
temp	Indian	(27,27.25]	0.6350518	0.6191965	0.6509071
temp	Indian	(27.25,27.5]	0.6237052	0.6026500	0.6447604
temp	Indian	(27.5,27.75]	0.4131904	0.3963588	0.4300219
temp	Indian	(27.75,27.85]	0.1991043	0.1940493	0.2041594
temp	Indian	(27.85,27.95]	0.4335936	0.4196428	0.4475445
temp	Indian	(27.95,28.05]	0.4979796	0.4891816	0.5067776
temp	Indian	(28.05,28.1]	0.4097423	0.3719664	0.4475183
temp	Indian	(28.1, Inf]	0.5463641	0.5247511	0.5679771
temp	Pacific	(-Inf,26]	-0.5248850	-0.5440457	-0.5057242
temp	Pacific	(26,26.5]	0.4243337	0.4010027	0.4476647
temp	Pacific	(26.5,26.75]	0.6169360	0.6092339	0.6246380
temp	Pacific	(26.75,27]	0.3796161	0.3707007	0.3885315
temp	Pacific	(27,27.25]	-0.3412034	-0.3765884	-0.3058184
temp	Pacific	(27.25,27.5]	-0.5135094	-0.5174690	-0.5095498
temp	Pacific	(27.5,27.75]	-0.4733054	-0.4863863	-0.4602245
temp	Pacific	(27.75,27.85]	-0.4837629	-0.5578897	-0.4096360
temp	Pacific	(27.85,27.95]	-0.4191138	-0.4717350	-0.3664926
temp	Pacific	(27.95,28.05]	-0.2498694	-0.2674393	-0.2322995
temp	Pacific	(28.05,28.1]	-0.0096410	-0.0259043	0.0066223
temp	Pacific	(28.1, Inf]	0.3712619	0.2800553	0.4624684

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/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_0.7.11     kableExtra_1.3.4 knitr_1.37      
 [5] olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0  ggforce_0.3.3   
 [9] metR_0.11.0      scico_1.3.0      patchwork_1.1.1  collapse_1.7.0  
[13] forcats_0.5.1    stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4     
[17] readr_2.1.1      tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5   
[21] tidyverse_1.3.1  workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] fs_1.5.2           bit64_4.0.5        webshot_0.5.2      RColorBrewer_1.1-2
 [5] httr_1.4.2         rprojroot_2.0.2    tools_4.1.2        backports_1.4.1   
 [9] bslib_0.3.1        utf8_1.2.2         R6_2.5.1           nortest_1.0-4     
[13] DBI_1.1.2          colorspace_2.0-2   withr_2.4.3        gridExtra_2.3     
[17] tidyselect_1.1.1   processx_3.5.2     bit_4.0.4          compiler_4.1.2    
[21] git2r_0.29.0       cli_3.1.1          rvest_1.0.2        xml2_1.3.3        
[25] labeling_0.4.2     sass_0.4.0         scales_1.1.1       checkmate_2.0.0   
[29] callr_3.7.0        systemfonts_1.0.3  goftest_1.2-3      digest_0.6.29     
[33] svglite_2.0.0      rmarkdown_2.11     pkgconfig_2.0.3    htmltools_0.5.2   
[37] highr_0.9          dbplyr_2.1.1       fastmap_1.1.0      rlang_0.4.12      
[41] readxl_1.3.1       rstudioapi_0.13    jquerylib_0.1.4    generics_0.1.1    
[45] farver_2.1.0       jsonlite_1.7.3     vroom_1.5.7        car_3.0-12        
[49] magrittr_2.0.1     Rcpp_1.0.8         munsell_0.5.0      fansi_1.0.2       
[53] abind_1.4-5        lifecycle_1.0.1    stringi_1.7.6      whisker_0.4       
[57] yaml_2.2.1         carData_3.0-5      MASS_7.3-55        plyr_1.8.6        
[61] grid_4.1.2         parallel_4.1.2     promises_1.2.0.1   crayon_1.4.2      
[65] haven_2.4.3        hms_1.1.1          ps_1.6.0           pillar_1.6.4      
[69] reprex_2.0.1       glue_1.6.0         evaluate_0.14      getPass_0.2-2     
[73] data.table_1.14.2  modelr_0.1.8       vctrs_0.3.8        tzdb_0.2.0        
[77] tweenr_1.0.2       httpuv_1.6.5       cellranger_1.1.0   gtable_0.3.0      
[81] polyclip_1.10-0    reshape_0.8.8      assertthat_0.2.1   xfun_0.29         
[85] later_1.3.0        viridisLite_0.4.0  ellipsis_0.3.2     here_1.0.1