eMLR - assumption testing

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Last updated: 2021-07-30

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Environment: empty

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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

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Cache: none

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File paths: relative

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Repository version: a62f33f

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The results in this page were generated with repository version a62f33f. 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:

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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jquery-1.11.3/jquery.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/README
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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	a3006cd	Donghe-Zhu	2021-07-30	Build site.
html	a55ffdc	Donghe-Zhu	2021-07-30	Build site.
html	d5e4458	Donghe-Zhu	2021-07-30	Build site.
html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
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html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
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html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
html	7ae0d4b	Donghe-Zhu	2021-06-07	Build site.
html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
html	d50b039	Donghe-Zhu	2021-05-28	Build site.
html	441ebe5	Donghe-Zhu	2021-05-28	Build site.
html	6262ad3	Donghe-Zhu	2021-05-28	Build site.
html	a61aa77	Donghe-Zhu	2021-05-28	Build site.
html	b8dbce4	Donghe-Zhu	2021-05-28	Build site.
html	94a833e	Donghe-Zhu	2021-05-27	Build site.
html	5e0bd64	Donghe-Zhu	2021-05-27	Build site.
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html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
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html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
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html	8be810e	Donghe-Zhu	2021-03-23	Build site.
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html	134ace1	Donghe-Zhu	2021-03-22	Build site.
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html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
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html	f745381	Donghe-Zhu	2021-03-16	Build site.
html	aecbf75	Donghe-Zhu	2021-03-14	Build site.
html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
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html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
html	a49df30	Donghe-Zhu	2021-03-11	Build site.
html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
html	94ce5a8	Donghe-Zhu	2021-03-10	Build site.
html	db33928	Donghe-Zhu	2021-03-10	Build site.
html	3d1f470	Donghe-Zhu	2021-03-10	Build site.
html	9b7bc66	Donghe-Zhu	2021-03-10	Build site.
html	4168b43	Donghe-Zhu	2021-03-10	Build site.
html	5365f80	Donghe-Zhu	2021-03-10	Build site.
html	2b6c392	Donghe-Zhu	2021-03-10	Build site.
html	9f58753	Donghe-Zhu	2021-03-10	Build site.
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html	3fbbfa4	Donghe-Zhu	2021-03-07	Build site.
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html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
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html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
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html	a145fa7	Donghe-Zhu	2021-02-09	Build site.
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
html	1fad5f1	Donghe-Zhu	2021-02-07	Build site.
html	ca03c39	Donghe-Zhu	2021-02-07	Build site.
html	e2ffc14	Donghe-Zhu	2021-02-05	Build site.
Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
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html	ae5c18f	Donghe-Zhu	2021-01-31	Build site.
html	b50fe52	Donghe-Zhu	2021-01-31	Build site.
html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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html	442010d	Donghe-Zhu	2021-01-29	Build site.
html	372adf5	Donghe-Zhu	2021-01-29	Build site.
html	af8788e	Donghe-Zhu	2021-01-29	Build site.
html	21c91c9	Donghe-Zhu	2021-01-29	Build site.
html	eded038	Donghe-Zhu	2021-01-29	Build site.
html	541d4dd	Donghe-Zhu	2021-01-29	Build site.
html	6a75576	Donghe-Zhu	2021-01-28	Build site.
html	16fba40	Donghe-Zhu	2021-01-28	Build site.
html	12bc567	Donghe-Zhu	2021-01-27	Build site.
html	ceed31b	Donghe-Zhu	2021-01-27	Build site.
html	342402d	Donghe-Zhu	2021-01-27	Build site.
html	5bad5c2	Donghe-Zhu	2021-01-27	Build site.
html	61efb56	Donghe-Zhu	2021-01-25	Build site.
html	48f638e	Donghe-Zhu	2021-01-25	Build site.
html	c1cec47	Donghe-Zhu	2021-01-25	Build site.
html	05ffb0c	Donghe-Zhu	2021-01-25	Build site.
html	8b97165	Donghe-Zhu	2021-01-25	Build site.
html	c569946	Donghe-Zhu	2021-01-24	Build site.
html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
html	88eb28f	Donghe-Zhu	2021-01-21	Build site.
html	2679490	Donghe-Zhu	2021-01-21	Build site.
html	7891955	Donghe-Zhu	2021-01-21	Build site.
html	d4cf1cb	Donghe-Zhu	2021-01-21	Build site.
html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
html	73cbef3	jens-daniel-mueller	2021-01-15	Build site.
html	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
html	23151cd	jens-daniel-mueller	2021-01-14	Build site.
html	b3564aa	jens-daniel-mueller	2021-01-14	Build site.
html	8d032c3	jens-daniel-mueller	2021-01-14	Build site.
html	022871c	Donghe-Zhu	2021-01-13	Build site.
Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
html	17dee1d	jens-daniel-mueller	2021-01-13	Build site.
html	a076226	Donghe-Zhu	2021-01-11	Build site.
Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
html	7cdea0c	jens-daniel-mueller	2021-01-06	Build site.
html	fa85b93	jens-daniel-mueller	2021-01-06	Build site.
html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 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 coefficients.

2.1 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).

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

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(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:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
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c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
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72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
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7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
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df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

/nfs/kryo/work/jenmueller/emlr_cant/model/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)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          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()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 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)

2.2.2 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
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# 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]	0.8203199	0.7552875	0.9215802
aou + nitrate	Atlantic	(26,26.5]	0.8747474	0.8625670	0.8823217
aou + nitrate	Atlantic	(26.5,26.75]	0.9637524	0.9572753	0.9744370
aou + nitrate	Atlantic	(26.75,27]	0.9827934	0.9757048	0.9875323
aou + nitrate	Atlantic	(27,27.25]	0.9664152	0.9638506	0.9703426
aou + nitrate	Atlantic	(27.25,27.5]	0.9181602	0.8995109	0.9349189
aou + nitrate	Atlantic	(27.5,27.75]	0.8128884	0.7526103	0.8866490
aou + nitrate	Atlantic	(27.75,27.85]	0.6835334	0.5665902	0.8189608
aou + nitrate	Atlantic	(27.85,27.95]	0.6939298	0.5851988	0.8524983
aou + nitrate	Atlantic	(27.95,28.05]	0.8063253	0.7428198	0.8694556
aou + nitrate	Atlantic	(28.05,28.1]	0.9211201	0.9110298	0.9357966
aou + nitrate	Atlantic	(28.1,28.15]	0.9717053	0.9685900	0.9770713
aou + nitrate	Atlantic	(28.15,28.2]	0.9788002	0.9751218	0.9824960
aou + nitrate	Atlantic	(28.2, Inf]	0.9032354	0.8685210	0.9418841
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9207719	0.9109091	0.9307671
aou + nitrate	Indo-Pacific	(26,26.5]	0.8661657	0.8184410	0.8951551
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8625972	0.8263441	0.8898726
aou + nitrate	Indo-Pacific	(26.75,27]	0.8725980	0.8508781	0.9080766
aou + nitrate	Indo-Pacific	(27,27.25]	0.9263330	0.9004252	0.9410407
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9401611	0.9285884	0.9602524
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9670769	0.9518154	0.9767293
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9909858	0.9882303	0.9937714
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9940708	0.9920464	0.9955851
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9942989	0.9909958	0.9965908
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9944859	0.9919518	0.9963542
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9907438	0.9873709	0.9939791
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9841173	0.9789760	0.9891293
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9353303	0.9118850	0.9659361
aou + phosphate	Atlantic	(-Inf,26]	0.8317823	0.8163946	0.8409087
aou + phosphate	Atlantic	(26,26.5]	0.9010837	0.8787005	0.9156108
aou + phosphate	Atlantic	(26.5,26.75]	0.9367653	0.9047241	0.9582071
aou + phosphate	Atlantic	(26.75,27]	0.9619989	0.9504939	0.9707229
aou + phosphate	Atlantic	(27,27.25]	0.9384362	0.9334740	0.9412485
aou + phosphate	Atlantic	(27.25,27.5]	0.8754333	0.8497728	0.9049717
aou + phosphate	Atlantic	(27.5,27.75]	0.7681232	0.6983373	0.8567085
aou + phosphate	Atlantic	(27.75,27.85]	0.6453626	0.5213796	0.7904041
aou + phosphate	Atlantic	(27.85,27.95]	0.6680640	0.5579657	0.8309436
aou + phosphate	Atlantic	(27.95,28.05]	0.7936626	0.7304102	0.8536817
aou + phosphate	Atlantic	(28.05,28.1]	0.9170212	0.9070386	0.9303333
aou + phosphate	Atlantic	(28.1,28.15]	0.9699610	0.9663935	0.9759119
aou + phosphate	Atlantic	(28.15,28.2]	0.9817483	0.9781062	0.9856907
aou + phosphate	Atlantic	(28.2, Inf]	0.8844793	0.8344636	0.9282892
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9552294	0.9457261	0.9617556
aou + phosphate	Indo-Pacific	(26,26.5]	0.9579189	0.9556905	0.9623555
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9667684	0.9618432	0.9765272
aou + phosphate	Indo-Pacific	(26.75,27]	0.9759980	0.9727988	0.9810508
aou + phosphate	Indo-Pacific	(27,27.25]	0.9854818	0.9814147	0.9889925
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9868358	0.9829741	0.9892286
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9908894	0.9889159	0.9925887
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9961193	0.9945538	0.9971780
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9966472	0.9959929	0.9970420
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9965988	0.9960317	0.9974464
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9969257	0.9965554	0.9976241
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9944446	0.9931685	0.9965342
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9916448	0.9895871	0.9949741
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9178175	0.8897959	0.9591933
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1559834	-0.4968316	0.2058898
aou + phosphate_star	Atlantic	(26,26.5]	0.2991834	0.0724954	0.4443089
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1374713	-0.0947206	0.2945144
aou + phosphate_star	Atlantic	(26.75,27]	-0.0128190	-0.0904431	0.0267301
aou + phosphate_star	Atlantic	(27,27.25]	-0.0858440	-0.1861111	0.0880094
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0764125	-0.0206315	0.2577810
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1600441	0.0595839	0.3247735
aou + phosphate_star	Atlantic	(27.75,27.85]	0.2042692	0.0321083	0.4213739
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3240664	0.1779034	0.5320262
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5586268	0.4731803	0.6084309
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8036149	0.7821890	0.8186255
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9144932	0.9008162	0.9350225
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9372334	0.9253705	0.9470129
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7482330	0.6661314	0.8320452
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5148840	0.5053109	0.5242694
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4375389	0.3070566	0.5268337
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4309275	0.2958609	0.6325843
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5946394	0.5368461	0.6914329
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6903694	0.6111180	0.7757704
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4837006	0.3431157	0.5577468
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0496774	-0.0757145	0.1361985
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2392606	-0.3562114	-0.1542234
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3115070	-0.3820115	-0.2250623
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4065328	-0.6969294	-0.2376239
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2152842	-0.4594351	-0.0435581
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1829804	-0.3170279	-0.0757093
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1357638	-0.2566117	-0.0101011
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8130183	-0.8510073	-0.7751818
aou + silicate	Atlantic	(-Inf,26]	-0.0162477	-0.7600742	0.4214999
aou + silicate	Atlantic	(26,26.5]	0.2731256	0.1762980	0.3254702
aou + silicate	Atlantic	(26.5,26.75]	0.6538851	0.6076721	0.7247135
aou + silicate	Atlantic	(26.75,27]	0.8213805	0.8161905	0.8262688
aou + silicate	Atlantic	(27,27.25]	0.7344559	0.7139849	0.7673106
aou + silicate	Atlantic	(27.25,27.5]	0.6364299	0.5505565	0.6842834
aou + silicate	Atlantic	(27.5,27.75]	0.4974391	0.3912585	0.6219483
aou + silicate	Atlantic	(27.75,27.85]	0.3714183	0.2508296	0.5242309
aou + silicate	Atlantic	(27.85,27.95]	0.4560737	0.3800358	0.5725702
aou + silicate	Atlantic	(27.95,28.05]	0.6610399	0.6194153	0.7125056
aou + silicate	Atlantic	(28.05,28.1]	0.8703586	0.8557568	0.8890816
aou + silicate	Atlantic	(28.1,28.15]	0.9561575	0.9494937	0.9678680
aou + silicate	Atlantic	(28.15,28.2]	0.9666641	0.9602828	0.9739643
aou + silicate	Atlantic	(28.2, Inf]	0.6161236	0.4861351	0.6880684
aou + silicate	Indo-Pacific	(-Inf,26]	0.7962582	0.7585017	0.8454048
aou + silicate	Indo-Pacific	(26,26.5]	0.7828149	0.7278633	0.8187705
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7620168	0.7014027	0.8259944
aou + silicate	Indo-Pacific	(26.75,27]	0.8490407	0.8237960	0.8985637
aou + silicate	Indo-Pacific	(27,27.25]	0.9232618	0.9087155	0.9467310
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9429048	0.9255703	0.9606944
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9581080	0.9501761	0.9709567
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9766774	0.9698890	0.9842144
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9811665	0.9771571	0.9853623
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9862352	0.9825051	0.9891859
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9930193	0.9922153	0.9945609
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9811453	0.9794815	0.9827071
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9035099	0.8922707	0.9215976
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8075985	0.7484074	0.8857606
nitrate + phosphate	Atlantic	(-Inf,26]	0.4458509	0.2888039	0.6426603
nitrate + phosphate	Atlantic	(26,26.5]	0.7459809	0.7209257	0.7690664
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9438985	0.9352483	0.9484456
nitrate + phosphate	Atlantic	(26.75,27]	0.9783665	0.9736220	0.9834237
nitrate + phosphate	Atlantic	(27,27.25]	0.9841428	0.9815234	0.9863058
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9895857	0.9865237	0.9927818
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9950422	0.9940997	0.9963979
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983084	0.9981567	0.9985528
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9989195	0.9988633	0.9989962
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993075	0.9990525	0.9994402
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996782	0.9995516	0.9997647
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9996346	0.9995826	0.9997021
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9977007	0.9972535	0.9983483
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9918741	0.9910721	0.9924856
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9634879	0.9592888	0.9659718
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9152874	0.8661618	0.9416917
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9064136	0.8728378	0.9277290
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9026394	0.8807270	0.9321099
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9388252	0.9093358	0.9564649
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9431864	0.9305844	0.9632772
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9705814	0.9506321	0.9814813
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9941106	0.9932206	0.9946928
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9978500	0.9976513	0.9981044
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9986869	0.9972318	0.9994516
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9985363	0.9971927	0.9992344
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9975771	0.9960200	0.9983956
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9924260	0.9891505	0.9951930
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9829185	0.9770380	0.9894988
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.2910862	-0.8598655	0.0137262
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2068019	-0.0117385	0.3496977
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2193890	-0.0673842	0.3725643
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0778977	-0.0352914	0.1367465
nitrate + phosphate_star	Atlantic	(27,27.25]	0.0716848	-0.0640981	0.2767279
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4040815	0.3005226	0.5375853
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6689521	0.6346802	0.6967155
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8462218	0.8387216	0.8610366
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8991932	0.8933544	0.9043239
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9368053	0.9180881	0.9524711
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9704726	0.9669016	0.9758733
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9829015	0.9793540	0.9880678
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9860510	0.9831439	0.9879009
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9529438	0.9398815	0.9639811
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7284948	0.7101885	0.7634279
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6703458	0.5653843	0.7529990
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6561684	0.5580383	0.7960463
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7456410	0.7099861	0.8071417
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7825826	0.7449765	0.8443391
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5768150	0.4802164	0.6380257
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1644624	0.0754614	0.2270999
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1541410	-0.2411803	-0.0732931
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2265071	-0.3040827	-0.1534294
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3204094	-0.6406863	-0.1220185
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1246369	-0.3898201	0.0684615
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0623763	-0.2221938	0.0662573
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0143415	-0.1382640	0.1588096
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5700426	-0.6954461	-0.4630284
nitrate + silicate	Atlantic	(-Inf,26]	0.2855508	-0.6065108	0.8315993
nitrate + silicate	Atlantic	(26,26.5]	0.6661834	0.5733742	0.7212387
nitrate + silicate	Atlantic	(26.5,26.75]	0.7528465	0.7070455	0.7890405
nitrate + silicate	Atlantic	(26.75,27]	0.8808033	0.8731683	0.8908160
nitrate + silicate	Atlantic	(27,27.25]	0.8695542	0.8595039	0.8850261
nitrate + silicate	Atlantic	(27.25,27.5]	0.8695152	0.8354334	0.8889049
nitrate + silicate	Atlantic	(27.5,27.75]	0.8836607	0.8706974	0.8956341
nitrate + silicate	Atlantic	(27.75,27.85]	0.9008942	0.8982856	0.9032121
nitrate + silicate	Atlantic	(27.85,27.95]	0.9204578	0.8928505	0.9355423
nitrate + silicate	Atlantic	(27.95,28.05]	0.9404931	0.9067480	0.9596847
nitrate + silicate	Atlantic	(28.05,28.1]	0.9690557	0.9538201	0.9778372
nitrate + silicate	Atlantic	(28.1,28.15]	0.9815073	0.9781347	0.9856618
nitrate + silicate	Atlantic	(28.15,28.2]	0.9564797	0.9445668	0.9678942
nitrate + silicate	Atlantic	(28.2, Inf]	0.7452922	0.7026176	0.7731328
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8610764	0.7947326	0.9094665
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8889763	0.8253888	0.9220599
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8822487	0.8285622	0.9118987
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9159541	0.9013621	0.9368981
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9484030	0.9340755	0.9569557
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9561972	0.9493476	0.9675044
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9719668	0.9605229	0.9801276
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9874699	0.9861538	0.9899264
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9894695	0.9886183	0.9906695
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9915124	0.9891332	0.9938702
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9939092	0.9926727	0.9959965
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9821909	0.9804261	0.9845014
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8963096	0.8834919	0.9160120
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8799178	0.8388071	0.9159153
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.1498143	-0.0945084	0.5086812
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6482989	0.4255912	0.7687704
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4404682	0.1776704	0.6010426
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2402462	0.1235605	0.3248147
phosphate + phosphate_star	Atlantic	(27,27.25]	0.2222935	0.1115548	0.3941013
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5190265	0.4392521	0.6240910
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7328672	0.7076907	0.7495475
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8736601	0.8676725	0.8856011
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9156123	0.9115367	0.9205551
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9450859	0.9308634	0.9579233
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9735746	0.9714553	0.9777599
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9848595	0.9817607	0.9892616
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9855817	0.9831260	0.9868154
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9675664	0.9616271	0.9768350
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7275282	0.7053645	0.7563329
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6700963	0.5673177	0.7487398
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6415450	0.5413292	0.7814625
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7511725	0.7132814	0.8151502
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7985391	0.7472630	0.8566282
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6150387	0.5065222	0.6706532
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1806739	0.0712580	0.2637533
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1562650	-0.2585990	-0.0746916
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2351347	-0.3101717	-0.1517877
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3340599	-0.6457265	-0.1525433
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1420688	-0.3997970	0.0365562
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0822754	-0.2390875	0.0382985
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0189138	-0.1726288	0.1199647
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5267289	-0.6754672	-0.4103848
sal + aou	Atlantic	(-Inf,26]	0.2545743	-0.4257286	0.6066378
sal + aou	Atlantic	(26,26.5]	-0.2094913	-0.4927528	0.1178723
sal + aou	Atlantic	(26.5,26.75]	0.2456397	0.0302538	0.4376640
sal + aou	Atlantic	(26.75,27]	0.5048696	0.3480322	0.6404827
sal + aou	Atlantic	(27,27.25]	0.5730342	0.4942528	0.6213672
sal + aou	Atlantic	(27.25,27.5]	0.4758317	0.3510996	0.5541322
sal + aou	Atlantic	(27.5,27.75]	0.5060293	0.4588029	0.5332915
sal + aou	Atlantic	(27.75,27.85]	0.4132504	0.2951818	0.4860589
sal + aou	Atlantic	(27.85,27.95]	0.2553900	0.2333780	0.2753421
sal + aou	Atlantic	(27.95,28.05]	-0.1361836	-0.2151589	0.0060549
sal + aou	Atlantic	(28.05,28.1]	-0.6821037	-0.7134446	-0.6513832
sal + aou	Atlantic	(28.1,28.15]	-0.8724150	-0.9002025	-0.8538854
sal + aou	Atlantic	(28.15,28.2]	-0.8679672	-0.8764776	-0.8608350
sal + aou	Atlantic	(28.2, Inf]	-0.7830743	-0.8673085	-0.7400113
sal + aou	Indo-Pacific	(-Inf,26]	-0.0589035	-0.2136338	0.0281721
sal + aou	Indo-Pacific	(26,26.5]	-0.2536302	-0.3985601	-0.0434087
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2569896	-0.5066490	-0.0427695
sal + aou	Indo-Pacific	(26.75,27]	-0.4840224	-0.6277393	-0.3740378
sal + aou	Indo-Pacific	(27,27.25]	-0.6258464	-0.7305808	-0.5317278
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5008070	-0.6236787	-0.2971637
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0376091	-0.1689346	0.1627133
sal + aou	Indo-Pacific	(27.75,27.85]	0.4249208	0.3128415	0.4833905
sal + aou	Indo-Pacific	(27.85,27.95]	0.6355668	0.6035133	0.6683826
sal + aou	Indo-Pacific	(27.95,28.05]	0.7985149	0.7343387	0.8798156
sal + aou	Indo-Pacific	(28.05,28.1]	0.8458008	0.7803695	0.9035935
sal + aou	Indo-Pacific	(28.1,28.2]	0.8348012	0.8039804	0.8762059
sal + aou	Indo-Pacific	(28.2,28.3]	0.6583074	0.6312075	0.6813576
sal + aou	Indo-Pacific	(28.3, Inf]	0.8514767	0.7470936	0.9059626
sal + nitrate	Atlantic	(-Inf,26]	0.2186905	-0.7684367	0.8735482
sal + nitrate	Atlantic	(26,26.5]	-0.2235792	-0.4918817	0.0879898
sal + nitrate	Atlantic	(26.5,26.75]	0.2033401	-0.0817935	0.4639248
sal + nitrate	Atlantic	(26.75,27]	0.5093094	0.3162498	0.6464776
sal + nitrate	Atlantic	(27,27.25]	0.5701798	0.4493067	0.6385038
sal + nitrate	Atlantic	(27.25,27.5]	0.3416332	0.2181347	0.4241567
sal + nitrate	Atlantic	(27.5,27.75]	0.3016963	0.2602964	0.3372366
sal + nitrate	Atlantic	(27.75,27.85]	-0.1568430	-0.3009063	-0.0779040
sal + nitrate	Atlantic	(27.85,27.95]	-0.3853022	-0.5439269	-0.1793883
sal + nitrate	Atlantic	(27.95,28.05]	-0.5696129	-0.7512495	-0.3473062
sal + nitrate	Atlantic	(28.05,28.1]	-0.8868128	-0.9105942	-0.8423114
sal + nitrate	Atlantic	(28.1,28.15]	-0.9505749	-0.9595690	-0.9449036
sal + nitrate	Atlantic	(28.15,28.2]	-0.9403532	-0.9453512	-0.9341328
sal + nitrate	Atlantic	(28.2, Inf]	-0.9030879	-0.9390794	-0.8718704
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2335895	-0.4347135	-0.1079563
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5518869	-0.6610886	-0.4102380
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5585673	-0.7319742	-0.4086114
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7120853	-0.7924130	-0.6513787
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7645350	-0.8343267	-0.7024938
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6259013	-0.7141701	-0.4794184
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1481701	-0.2674000	0.0186950
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3417919	0.2318236	0.4233041
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5705302	0.5428802	0.6216402
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7442989	0.6503949	0.8481864
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7934495	0.7024101	0.8708619
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7722966	0.7172468	0.8354152
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5632339	0.5352072	0.6122093
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7553922	0.6409945	0.8490755
sal + phosphate	Atlantic	(-Inf,26]	0.2107230	0.0361790	0.3671335
sal + phosphate	Atlantic	(26,26.5]	-0.4189394	-0.7360715	-0.0604598
sal + phosphate	Atlantic	(26.5,26.75]	0.0303000	-0.3114162	0.3072203
sal + phosphate	Atlantic	(26.75,27]	0.3932592	0.1680721	0.5555836
sal + phosphate	Atlantic	(27,27.25]	0.4495852	0.3440332	0.5037741
sal + phosphate	Atlantic	(27.25,27.5]	0.2200629	0.1134253	0.2866689
sal + phosphate	Atlantic	(27.5,27.75]	0.2188288	0.1725949	0.2468559
sal + phosphate	Atlantic	(27.75,27.85]	-0.2020745	-0.3481297	-0.1251701
sal + phosphate	Atlantic	(27.85,27.95]	-0.4179238	-0.5727211	-0.2164205
sal + phosphate	Atlantic	(27.95,28.05]	-0.5838420	-0.7615704	-0.3710889
sal + phosphate	Atlantic	(28.05,28.1]	-0.8925639	-0.9156151	-0.8516639
sal + phosphate	Atlantic	(28.1,28.15]	-0.9517237	-0.9589614	-0.9465881
sal + phosphate	Atlantic	(28.15,28.2]	-0.9218806	-0.9301995	-0.9117221
sal + phosphate	Atlantic	(28.2, Inf]	-0.8560879	-0.8964620	-0.8181315
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2108874	-0.3883700	-0.1116561
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4692109	-0.6094234	-0.2843390
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4652504	-0.6600070	-0.2836470
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6335671	-0.7439658	-0.5484710
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7176016	-0.7954358	-0.6556392
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5835734	-0.6874290	-0.4195862
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1244358	-0.2383854	0.0493042
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.3626711	0.2540417	0.4309488
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.5862119	0.5572499	0.6260175
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7605019	0.6872145	0.8539873
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8137194	0.7420385	0.8808354
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7967050	0.7570419	0.8525116
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6295613	0.5892517	0.6758325
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.8120107	0.7017531	0.8954080
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4911814	-0.9838215	0.1641637
sal + phosphate_star	Atlantic	(26,26.5]	-0.8059840	-0.8449870	-0.7804705
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7629362	-0.8637632	-0.6602896
sal + phosphate_star	Atlantic	(26.75,27]	-0.5867278	-0.6968504	-0.4434701
sal + phosphate_star	Atlantic	(27,27.25]	-0.6233184	-0.6903036	-0.5750156
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6009059	-0.6419913	-0.5748853
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.3637937	-0.3911365	-0.3235803
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.5683843	-0.7059211	-0.4814442
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.6958721	-0.8209045	-0.5371532
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7570354	-0.9009474	-0.6142044
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9561292	-0.9764679	-0.9312316
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9794713	-0.9828778	-0.9766119
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9546402	-0.9606550	-0.9447623
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8553715	-0.8831754	-0.8092451
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6100491	-0.7325041	-0.4930020
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8968927	-0.9250953	-0.8790061
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9377673	-0.9559092	-0.9195865
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9417791	-0.9570266	-0.9339649
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9356523	-0.9446191	-0.9184418
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8223971	-0.8455902	-0.7935848
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7305172	-0.8209886	-0.6501222
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8465471	-0.9152654	-0.7960235
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7969949	-0.8511134	-0.7270987
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7627077	-0.8821592	-0.6981179
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6077100	-0.7242096	-0.5426385
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4973570	-0.5460597	-0.4622419
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4824014	-0.5117123	-0.4245398
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6848891	-0.7705398	-0.5868200
sal + silicate	Atlantic	(-Inf,26]	-0.6130608	-0.8226964	-0.2549802
sal + silicate	Atlantic	(26,26.5]	0.0454863	-0.0380241	0.1396983
sal + silicate	Atlantic	(26.5,26.75]	0.1641244	0.0067304	0.2616020
sal + silicate	Atlantic	(26.75,27]	0.3619571	0.1306426	0.5085538
sal + silicate	Atlantic	(27,27.25]	0.4077119	0.2491137	0.5191074
sal + silicate	Atlantic	(27.25,27.5]	0.1133688	0.0140101	0.2229867
sal + silicate	Atlantic	(27.5,27.75]	0.0391313	-0.0516286	0.0870620
sal + silicate	Atlantic	(27.75,27.85]	-0.4519727	-0.5817539	-0.3836472
sal + silicate	Atlantic	(27.85,27.95]	-0.6364096	-0.7286823	-0.5241139
sal + silicate	Atlantic	(27.95,28.05]	-0.7091587	-0.8452419	-0.6077859
sal + silicate	Atlantic	(28.05,28.1]	-0.9270644	-0.9387966	-0.9182592
sal + silicate	Atlantic	(28.1,28.15]	-0.9446192	-0.9461052	-0.9424172
sal + silicate	Atlantic	(28.15,28.2]	-0.8252880	-0.8543550	-0.7921838
sal + silicate	Atlantic	(28.2, Inf]	-0.4599014	-0.5438573	-0.3622861
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4740353	-0.6117197	-0.3731070
sal + silicate	Indo-Pacific	(26,26.5]	-0.6519844	-0.7052166	-0.5484233
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6933108	-0.8027230	-0.6096313
sal + silicate	Indo-Pacific	(26.75,27]	-0.7664272	-0.8176609	-0.7351381
sal + silicate	Indo-Pacific	(27,27.25]	-0.7993593	-0.8367268	-0.7726542
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6928142	-0.7546907	-0.5732227
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2323870	-0.3548313	-0.0846676
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2768016	0.1593932	0.3710992
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5350788	0.5032549	0.5895693
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7423454	0.6505810	0.8463081
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8041450	0.7269165	0.8736230
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8233636	0.7821931	0.8759494
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7711001	0.7356793	0.8305456
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8274694	0.7188036	0.9195520
silicate + phosphate	Atlantic	(-Inf,26]	-0.2121145	-0.5744152	0.2104790
silicate + phosphate	Atlantic	(26,26.5]	0.0352743	-0.0500493	0.0929793
silicate + phosphate	Atlantic	(26.5,26.75]	0.5936544	0.5407663	0.6797330
silicate + phosphate	Atlantic	(26.75,27]	0.8791764	0.8682001	0.8966760
silicate + phosphate	Atlantic	(27,27.25]	0.8991059	0.8945757	0.9077900
silicate + phosphate	Atlantic	(27.25,27.5]	0.9060892	0.8823930	0.9228289
silicate + phosphate	Atlantic	(27.5,27.75]	0.9155505	0.9079633	0.9206069
silicate + phosphate	Atlantic	(27.75,27.85]	0.9232411	0.9195657	0.9261527
silicate + phosphate	Atlantic	(27.85,27.95]	0.9360419	0.9120531	0.9490560
silicate + phosphate	Atlantic	(27.95,28.05]	0.9503677	0.9223123	0.9660101
silicate + phosphate	Atlantic	(28.05,28.1]	0.9743086	0.9615736	0.9814350
silicate + phosphate	Atlantic	(28.1,28.15]	0.9855204	0.9828631	0.9887217
silicate + phosphate	Atlantic	(28.15,28.2]	0.9722334	0.9646117	0.9793283
silicate + phosphate	Atlantic	(28.2, Inf]	0.8213002	0.7884840	0.8437623
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8664760	0.8178494	0.9098895
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8802487	0.8461849	0.8983212
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8607074	0.8256967	0.8953733
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9029725	0.8815473	0.9334170
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9486031	0.9380730	0.9613586
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9634305	0.9540497	0.9746884
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9745355	0.9699959	0.9824604
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9841562	0.9814267	0.9880075
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9870598	0.9849758	0.9893004
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9906324	0.9876342	0.9930358
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9946781	0.9934530	0.9965672
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9843594	0.9834432	0.9858530
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9198883	0.9092501	0.9350230
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9483330	0.9310263	0.9609826
silicate + phosphate_star	Atlantic	(-Inf,26]	0.3048778	-0.3019236	0.6440097
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2956761	-0.3247739	-0.2705939
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0671316	-0.0894976	0.1610982
silicate + phosphate_star	Atlantic	(26.75,27]	0.2774874	0.1512477	0.3668768
silicate + phosphate_star	Atlantic	(27,27.25]	0.3865082	0.2011668	0.5949059
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6822396	0.5658655	0.7732817
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8737428	0.8486661	0.8939143
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9560287	0.9418385	0.9701418
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9593215	0.9453436	0.9730452
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9586674	0.9556911	0.9624365
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9670366	0.9666061	0.9674636
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9733681	0.9707251	0.9780303
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9411021	0.9346723	0.9508918
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8238948	0.8100017	0.8494300
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7545126	0.6715055	0.8039475
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7678922	0.7286002	0.7965627
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7843713	0.7314957	0.8594632
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8075263	0.7740536	0.8366172
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8307095	0.8114862	0.8631211
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6695022	0.5863701	0.7212994
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2602015	0.1595893	0.3607466
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0912598	-0.1761288	0.0003198
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1870326	-0.2585366	-0.1221059
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3101569	-0.6227051	-0.1209968
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1474830	-0.3968776	0.0264156
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0904748	-0.2309541	0.0159106
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0347776	-0.1762219	0.0908459
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3915945	-0.5810007	-0.2523726

rm(cor_predictors, cor_predictors_stats)

2.2.3 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
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# 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]	0.2517174	-0.3571156	0.6551319
aou	Atlantic	(26,26.5]	-0.0554475	-0.2039806	0.0293402
aou	Atlantic	(26.5,26.75]	-0.2879917	-0.3594400	-0.1991629
aou	Atlantic	(26.75,27]	-0.3745299	-0.4022836	-0.3311083
aou	Atlantic	(27,27.25]	-0.5977347	-0.6709269	-0.4984321
aou	Atlantic	(27.25,27.5]	-0.6568798	-0.7153256	-0.6168346
aou	Atlantic	(27.5,27.75]	-0.5732592	-0.6516302	-0.4977512
aou	Atlantic	(27.75,27.85]	-0.4876070	-0.6241496	-0.3692015
aou	Atlantic	(27.85,27.95]	-0.6011072	-0.7367658	-0.5038158
aou	Atlantic	(27.95,28.05]	-0.7633588	-0.7965148	-0.7214061
aou	Atlantic	(28.05,28.1]	-0.9134786	-0.9185055	-0.9048374
aou	Atlantic	(28.1,28.15]	-0.9615882	-0.9678662	-0.9531933
aou	Atlantic	(28.15,28.2]	-0.9673285	-0.9766226	-0.9587309
aou	Atlantic	(28.2, Inf]	-0.7906115	-0.8529880	-0.7204395
aou	Indo-Pacific	(-Inf,26]	0.1983384	0.1157653	0.3348215
aou	Indo-Pacific	(26,26.5]	-0.4332320	-0.5128843	-0.3000549
aou	Indo-Pacific	(26.5,26.75]	-0.6319625	-0.6980288	-0.5859990
aou	Indo-Pacific	(26.75,27]	-0.8009111	-0.8382857	-0.7752025
aou	Indo-Pacific	(27,27.25]	-0.7008027	-0.7643985	-0.6257510
aou	Indo-Pacific	(27.25,27.5]	-0.4812282	-0.5884328	-0.3527920
aou	Indo-Pacific	(27.5,27.75]	0.0593977	-0.1538401	0.3836049
aou	Indo-Pacific	(27.75,27.85]	0.5053238	0.3051104	0.7184665
aou	Indo-Pacific	(27.85,27.95]	0.5375085	0.2998966	0.7196033
aou	Indo-Pacific	(27.95,28.05]	0.3575849	-0.0627621	0.6100766
aou	Indo-Pacific	(28.05,28.1]	0.4552882	0.1865028	0.5977131
aou	Indo-Pacific	(28.1,28.2]	0.4066107	0.2619845	0.4859768
aou	Indo-Pacific	(28.2,28.3]	0.4669438	0.4094791	0.5728808
aou	Indo-Pacific	(28.3, Inf]	0.0324711	-0.0304104	0.1244436
nitrate	Atlantic	(-Inf,26]	0.1665504	-0.7942928	0.6614939
nitrate	Atlantic	(26,26.5]	-0.2923854	-0.3906708	-0.1613387
nitrate	Atlantic	(26.5,26.75]	-0.4202378	-0.4756924	-0.3126431
nitrate	Atlantic	(26.75,27]	-0.4946810	-0.5357785	-0.4483925
nitrate	Atlantic	(27,27.25]	-0.7518134	-0.8004475	-0.6731196
nitrate	Atlantic	(27.25,27.5]	-0.8620224	-0.8866287	-0.8376375
nitrate	Atlantic	(27.5,27.75]	-0.9066772	-0.9105483	-0.9021312
nitrate	Atlantic	(27.75,27.85]	-0.9533640	-0.9575852	-0.9476119
nitrate	Atlantic	(27.85,27.95]	-0.9779005	-0.9825134	-0.9733607
nitrate	Atlantic	(27.95,28.05]	-0.9670524	-0.9690438	-0.9649375
nitrate	Atlantic	(28.05,28.1]	-0.9927698	-0.9938587	-0.9915740
nitrate	Atlantic	(28.1,28.15]	-0.9926345	-0.9931602	-0.9920936
nitrate	Atlantic	(28.15,28.2]	-0.9932758	-0.9938532	-0.9929426
nitrate	Atlantic	(28.2, Inf]	-0.9573011	-0.9677638	-0.9413857
nitrate	Indo-Pacific	(-Inf,26]	0.1986171	0.1159069	0.3363296
nitrate	Indo-Pacific	(26,26.5]	-0.5136666	-0.5850736	-0.3836386
nitrate	Indo-Pacific	(26.5,26.75]	-0.6494794	-0.6910731	-0.6022719
nitrate	Indo-Pacific	(26.75,27]	-0.6972950	-0.7535904	-0.6665372
nitrate	Indo-Pacific	(27,27.25]	-0.6161313	-0.6496527	-0.5653556
nitrate	Indo-Pacific	(27.25,27.5]	-0.4352041	-0.5206157	-0.3058691
nitrate	Indo-Pacific	(27.5,27.75]	0.0615387	-0.1194535	0.3544568
nitrate	Indo-Pacific	(27.75,27.85]	0.5300186	0.3334931	0.7400083
nitrate	Indo-Pacific	(27.85,27.95]	0.5687030	0.3378065	0.7519611
nitrate	Indo-Pacific	(27.95,28.05]	0.3998747	-0.0144048	0.6529505
nitrate	Indo-Pacific	(28.05,28.1]	0.4961305	0.2304725	0.6454222
nitrate	Indo-Pacific	(28.1,28.2]	0.4692689	0.3286995	0.5417887
nitrate	Indo-Pacific	(28.2,28.3]	0.5512955	0.4989029	0.6406561
nitrate	Indo-Pacific	(28.3, Inf]	-0.1242199	-0.2368487	-0.0507273
phosphate	Atlantic	(-Inf,26]	0.2968664	-0.0351777	0.4891265
phosphate	Atlantic	(26,26.5]	-0.0017574	-0.1213484	0.0877717
phosphate	Atlantic	(26.5,26.75]	-0.3956164	-0.4649785	-0.3283009
phosphate	Atlantic	(26.75,27]	-0.4866828	-0.5469548	-0.4155311
phosphate	Atlantic	(27,27.25]	-0.7308451	-0.7603603	-0.6797457
phosphate	Atlantic	(27.25,27.5]	-0.8509375	-0.8600889	-0.8349651
phosphate	Atlantic	(27.5,27.75]	-0.9083281	-0.9151565	-0.9041008
phosphate	Atlantic	(27.75,27.85]	-0.9631723	-0.9680428	-0.9575305
phosphate	Atlantic	(27.85,27.95]	-0.9814742	-0.9854098	-0.9787785
phosphate	Atlantic	(27.95,28.05]	-0.9698176	-0.9714011	-0.9673931
phosphate	Atlantic	(28.05,28.1]	-0.9925036	-0.9933845	-0.9915864
phosphate	Atlantic	(28.1,28.15]	-0.9925487	-0.9929478	-0.9921535
phosphate	Atlantic	(28.15,28.2]	-0.9928692	-0.9934232	-0.9925870
phosphate	Atlantic	(28.2, Inf]	-0.9757693	-0.9787183	-0.9702540
phosphate	Indo-Pacific	(-Inf,26]	0.1716791	0.0886157	0.3257111
phosphate	Indo-Pacific	(26,26.5]	-0.5271362	-0.5771782	-0.4417026
phosphate	Indo-Pacific	(26.5,26.75]	-0.7102512	-0.7418433	-0.6807500
phosphate	Indo-Pacific	(26.75,27]	-0.8098624	-0.8346039	-0.7844622
phosphate	Indo-Pacific	(27,27.25]	-0.7131445	-0.7716040	-0.6445417
phosphate	Indo-Pacific	(27.25,27.5]	-0.5393455	-0.6305799	-0.4379170
phosphate	Indo-Pacific	(27.5,27.75]	0.0294364	-0.1729894	0.3344577
phosphate	Indo-Pacific	(27.75,27.85]	0.5281155	0.3320904	0.7372284
phosphate	Indo-Pacific	(27.85,27.95]	0.5673407	0.3384414	0.7446313
phosphate	Indo-Pacific	(27.95,28.05]	0.3898796	-0.0193825	0.6320628
phosphate	Indo-Pacific	(28.05,28.1]	0.4762099	0.2173340	0.6095953
phosphate	Indo-Pacific	(28.1,28.2]	0.4336082	0.2980680	0.5197798
phosphate	Indo-Pacific	(28.2,28.3]	0.4871508	0.4207744	0.6081285
phosphate	Indo-Pacific	(28.3, Inf]	-0.2198776	-0.2950149	-0.1780013
phosphate_star	Atlantic	(-Inf,26]	0.7101753	0.5180492	0.9507179
phosphate_star	Atlantic	(26,26.5]	0.2303183	0.1228310	0.4287065
phosphate_star	Atlantic	(26.5,26.75]	-0.1126049	-0.3995520	0.3438133
phosphate_star	Atlantic	(26.75,27]	-0.1818067	-0.3666488	0.0481028
phosphate_star	Atlantic	(27,27.25]	-0.1078338	-0.4031688	0.1364752
phosphate_star	Atlantic	(27.25,27.5]	-0.4346503	-0.5819471	-0.2645821
phosphate_star	Atlantic	(27.5,27.75]	-0.7106686	-0.7447282	-0.6481731
phosphate_star	Atlantic	(27.75,27.85]	-0.9129536	-0.9292975	-0.9029357
phosphate_star	Atlantic	(27.85,27.95]	-0.9225394	-0.9379959	-0.9130072
phosphate_star	Atlantic	(27.95,28.05]	-0.9100337	-0.9141173	-0.9051932
phosphate_star	Atlantic	(28.05,28.1]	-0.9598445	-0.9646513	-0.9521235
phosphate_star	Atlantic	(28.1,28.15]	-0.9733517	-0.9800046	-0.9634272
phosphate_star	Atlantic	(28.15,28.2]	-0.9819551	-0.9836435	-0.9786459
phosphate_star	Atlantic	(28.2, Inf]	-0.9732537	-0.9824392	-0.9588323
phosphate_star	Indo-Pacific	(-Inf,26]	0.2481536	0.1364372	0.3845080
phosphate_star	Indo-Pacific	(26,26.5]	-0.4481601	-0.4874608	-0.3816371
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5524129	-0.6023320	-0.4624771
phosphate_star	Indo-Pacific	(26.75,27]	-0.5072809	-0.5636822	-0.4629526
phosphate_star	Indo-Pacific	(27,27.25]	-0.4647570	-0.5213671	-0.3752152
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4749005	-0.4902754	-0.4641965
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1437801	-0.2440200	-0.0801492
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2454926	0.0136167	0.4010689
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3056460	0.1380952	0.4604590
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3879468	0.2499362	0.5732971
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3760797	0.3247840	0.4780280
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3655710	0.2516526	0.4785913
phosphate_star	Indo-Pacific	(28.2,28.3]	0.2923193	0.2158919	0.3579602
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3346061	-0.4648030	-0.1832557
sal	Atlantic	(-Inf,26]	-0.3142050	-0.9001237	0.0999884
sal	Atlantic	(26,26.5]	-0.1964708	-0.5761234	0.1453803
sal	Atlantic	(26.5,26.75]	-0.3691333	-0.8023568	0.0508093
sal	Atlantic	(26.75,27]	-0.5922565	-0.7387574	-0.4517584
sal	Atlantic	(27,27.25]	-0.6815093	-0.8030580	-0.4881290
sal	Atlantic	(27.25,27.5]	-0.4364396	-0.5542879	-0.3048230
sal	Atlantic	(27.5,27.75]	-0.3832481	-0.4512566	-0.3198239
sal	Atlantic	(27.75,27.85]	0.2004266	0.1103512	0.3599411
sal	Atlantic	(27.85,27.95]	0.3911704	0.2222424	0.5432840
sal	Atlantic	(27.95,28.05]	0.4764132	0.2659810	0.6605430
sal	Atlantic	(28.05,28.1]	0.8540298	0.8123105	0.8797681
sal	Atlantic	(28.1,28.15]	0.9251302	0.9171893	0.9345529
sal	Atlantic	(28.15,28.2]	0.9234292	0.9100964	0.9319882
sal	Atlantic	(28.2, Inf]	0.7903352	0.7022136	0.8463981
sal	Indo-Pacific	(-Inf,26]	0.0587139	-0.1734895	0.3947031
sal	Indo-Pacific	(26,26.5]	0.3002931	0.2576808	0.3667155
sal	Indo-Pacific	(26.5,26.75]	0.3876953	0.3322508	0.4629078
sal	Indo-Pacific	(26.75,27]	0.3423255	0.2829355	0.4449325
sal	Indo-Pacific	(27,27.25]	0.2616696	0.1611506	0.3339731
sal	Indo-Pacific	(27.25,27.5]	0.1226564	0.0669597	0.1635060
sal	Indo-Pacific	(27.5,27.75]	-0.2749659	-0.3766099	-0.0876550
sal	Indo-Pacific	(27.75,27.85]	-0.2473703	-0.4592169	0.0111206
sal	Indo-Pacific	(27.85,27.95]	-0.1159661	-0.3846646	0.0858440
sal	Indo-Pacific	(27.95,28.05]	-0.1196006	-0.4407012	0.0741641
sal	Indo-Pacific	(28.05,28.1]	0.0463118	-0.1649902	0.1994386
sal	Indo-Pacific	(28.1,28.2]	0.0615639	-0.0578515	0.1469440
sal	Indo-Pacific	(28.2,28.3]	0.0331221	-0.0280967	0.1169329
sal	Indo-Pacific	(28.3, Inf]	-0.0359475	-0.2371498	0.2507752
silicate	Atlantic	(-Inf,26]	0.4743365	0.3155880	0.6594539
silicate	Atlantic	(26,26.5]	-0.4539226	-0.6265577	-0.3319442
silicate	Atlantic	(26.5,26.75]	-0.3637279	-0.4811455	-0.2858133
silicate	Atlantic	(26.75,27]	-0.6394648	-0.7059396	-0.5832966
silicate	Atlantic	(27,27.25]	-0.8748609	-0.8797324	-0.8653708
silicate	Atlantic	(27.25,27.5]	-0.9066990	-0.9203390	-0.8986265
silicate	Atlantic	(27.5,27.75]	-0.9088129	-0.9290487	-0.8966369
silicate	Atlantic	(27.75,27.85]	-0.9409380	-0.9444469	-0.9371265
silicate	Atlantic	(27.85,27.95]	-0.9302127	-0.9401216	-0.9252149
silicate	Atlantic	(27.95,28.05]	-0.9041535	-0.9165007	-0.8856240
silicate	Atlantic	(28.05,28.1]	-0.9534208	-0.9622232	-0.9359487
silicate	Atlantic	(28.1,28.15]	-0.9694033	-0.9754474	-0.9643103
silicate	Atlantic	(28.15,28.2]	-0.9578741	-0.9681630	-0.9503111
silicate	Atlantic	(28.2, Inf]	-0.8593055	-0.8763396	-0.8396148
silicate	Indo-Pacific	(-Inf,26]	0.1069592	-0.1379906	0.3438519
silicate	Indo-Pacific	(26,26.5]	-0.6043386	-0.6782674	-0.5470332
silicate	Indo-Pacific	(26.5,26.75]	-0.7257356	-0.7621110	-0.7017304
silicate	Indo-Pacific	(26.75,27]	-0.6982170	-0.7255641	-0.6587953
silicate	Indo-Pacific	(27,27.25]	-0.5723114	-0.6383381	-0.4769928
silicate	Indo-Pacific	(27.25,27.5]	-0.3962984	-0.4900056	-0.2752182
silicate	Indo-Pacific	(27.5,27.75]	0.1175667	-0.0777801	0.4208957
silicate	Indo-Pacific	(27.75,27.85]	0.5765377	0.3842727	0.7841836
silicate	Indo-Pacific	(27.85,27.95]	0.6083720	0.3749788	0.7936622
silicate	Indo-Pacific	(27.95,28.05]	0.4227716	0.0038121	0.6810018
silicate	Indo-Pacific	(28.05,28.1]	0.5108830	0.2446529	0.6537621
silicate	Indo-Pacific	(28.1,28.2]	0.4827251	0.3378875	0.5639147
silicate	Indo-Pacific	(28.2,28.3]	0.5302762	0.4500015	0.6368544
silicate	Indo-Pacific	(28.3, Inf]	-0.3905773	-0.4178830	-0.3538698

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.20               
[79] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_1.0.1