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)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: fcd952c

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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	4f897c4	Donghe-Zhu	2021-07-30	Build site.
html	0f6e960	Donghe-Zhu	2021-07-30	Build site.
html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
html	fbca39a	Donghe-Zhu	2021-07-30	Build site.
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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.
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html	8623898	Donghe-Zhu	2021-07-27	Build site.
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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.
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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.
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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.
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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.
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html	94a833e	Donghe-Zhu	2021-05-27	Build site.
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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	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	183443b	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.
html	6733e48	Donghe-Zhu	2021-03-12	Build site.
html	ba71e6a	Donghe-Zhu	2021-03-12	Build site.
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.
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html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
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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.
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html	a518739	Donghe-Zhu	2021-02-01	Build site.
html	61666de	Donghe-Zhu	2021-01-31	Build site.
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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.
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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
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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
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0b02791	Donghe-Zhu	2021-06-25
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472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
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256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
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25dda1d	Donghe-Zhu	2021-06-08
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325391f	Donghe-Zhu	2021-06-07
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812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
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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
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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
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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
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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]	0.9263208	0.8851141	0.9535085
aou + nitrate	Atlantic	(26,26.5]	0.9435844	0.9163469	0.9593878
aou + nitrate	Atlantic	(26.5,26.75]	0.9516310	0.9290163	0.9707601
aou + nitrate	Atlantic	(26.75,27]	0.9624913	0.9460746	0.9809751
aou + nitrate	Atlantic	(27,27.25]	0.9044466	0.8918192	0.9284127
aou + nitrate	Atlantic	(27.25,27.5]	0.8269648	0.7979597	0.8421160
aou + nitrate	Atlantic	(27.5,27.75]	0.7167681	0.6219117	0.8332957
aou + nitrate	Atlantic	(27.75,27.85]	0.7462877	0.6984436	0.7702297
aou + nitrate	Atlantic	(27.85,27.95]	0.8052279	0.7356774	0.8538551
aou + nitrate	Atlantic	(27.95,28.05]	0.8652235	0.8540860	0.8866326
aou + nitrate	Atlantic	(28.05,28.1]	0.9608405	0.9555250	0.9651313
aou + nitrate	Atlantic	(28.1,28.15]	0.9749137	0.9668943	0.9838008
aou + nitrate	Atlantic	(28.15,28.2]	0.9806450	0.9687629	0.9893667
aou + nitrate	Atlantic	(28.2, Inf]	0.8233170	0.7885555	0.8625950
aou + nitrate	Indo-Pacific	(-Inf,26]	0.8923018	0.8543335	0.9413590
aou + nitrate	Indo-Pacific	(26,26.5]	0.8200233	0.8062459	0.8398421
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.5611444	0.5092725	0.5900151
aou + nitrate	Indo-Pacific	(26.75,27]	0.2590675	0.1968104	0.3419948
aou + nitrate	Indo-Pacific	(27,27.25]	0.0466628	-0.0335813	0.2038377
aou + nitrate	Indo-Pacific	(27.25,27.5]	-0.1646234	-0.3211143	0.0154540
aou + nitrate	Indo-Pacific	(27.5,27.75]	-0.1988926	-0.2368119	-0.1593661
aou + nitrate	Indo-Pacific	(27.75,27.85]	-0.1338130	-0.1601486	-0.1033822
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.0650306	-0.0079113	0.1210200
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.7486412	0.7011622	0.7832134
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9617198	0.9486773	0.9731150
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9769497	0.9734583	0.9797135
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.7958771	0.7660933	0.8119469
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.5827358	0.4222051	0.8481877
aou + silicate	Atlantic	(-Inf,26]	0.8365090	0.8230160	0.8553684
aou + silicate	Atlantic	(26,26.5]	0.8639751	0.8473759	0.8727319
aou + silicate	Atlantic	(26.5,26.75]	0.8308024	0.7086291	0.9130405
aou + silicate	Atlantic	(26.75,27]	0.8765003	0.8121500	0.9123670
aou + silicate	Atlantic	(27,27.25]	0.8260997	0.7719206	0.8866058
aou + silicate	Atlantic	(27.25,27.5]	0.5902370	0.5123884	0.7235631
aou + silicate	Atlantic	(27.5,27.75]	0.6886148	0.6189372	0.7876560
aou + silicate	Atlantic	(27.75,27.85]	0.7347307	0.6962758	0.7799580
aou + silicate	Atlantic	(27.85,27.95]	0.6992543	0.6907375	0.7038926
aou + silicate	Atlantic	(27.95,28.05]	0.7081766	0.6369621	0.8078674
aou + silicate	Atlantic	(28.05,28.1]	0.6440388	0.5911118	0.7175228
aou + silicate	Atlantic	(28.1,28.15]	0.4777303	0.4221764	0.5156914
aou + silicate	Atlantic	(28.15,28.2]	0.5498004	0.4447521	0.6337807
aou + silicate	Atlantic	(28.2, Inf]	0.3958079	0.3771033	0.4257830
aou + silicate	Indo-Pacific	(-Inf,26]	0.7953517	0.7386008	0.8774412
aou + silicate	Indo-Pacific	(26,26.5]	0.8081159	0.7655902	0.8332258
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7556014	0.7408313	0.7672478
aou + silicate	Indo-Pacific	(26.75,27]	0.7688039	0.7504876	0.7786868
aou + silicate	Indo-Pacific	(27,27.25]	0.8016535	0.7723993	0.8206670
aou + silicate	Indo-Pacific	(27.25,27.5]	0.8774239	0.8453031	0.8995383
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9128325	0.8939004	0.9225605
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9258993	0.9193788	0.9340021
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9156834	0.9119871	0.9184468
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8902867	0.8668788	0.9082986
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9170772	0.8978701	0.9498872
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8603368	0.8470404	0.8743593
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7545210	0.7461123	0.7613189
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4364832	0.3840099	0.5101660
nitrate + silicate	Atlantic	(-Inf,26]	0.9329031	0.9228029	0.9464290
nitrate + silicate	Atlantic	(26,26.5]	0.9414234	0.9345009	0.9550073
nitrate + silicate	Atlantic	(26.5,26.75]	0.8977946	0.8292834	0.9379552
nitrate + silicate	Atlantic	(26.75,27]	0.9192516	0.8764599	0.9495382
nitrate + silicate	Atlantic	(27,27.25]	0.8859908	0.8540734	0.9097967
nitrate + silicate	Atlantic	(27.25,27.5]	0.8115004	0.7662025	0.8446543
nitrate + silicate	Atlantic	(27.5,27.75]	0.8103696	0.7583959	0.8843717
nitrate + silicate	Atlantic	(27.75,27.85]	0.9477826	0.9439050	0.9541885
nitrate + silicate	Atlantic	(27.85,27.95]	0.9558277	0.9351469	0.9773583
nitrate + silicate	Atlantic	(27.95,28.05]	0.8535861	0.8317367	0.8852625
nitrate + silicate	Atlantic	(28.05,28.1]	0.5946664	0.5710204	0.6313043
nitrate + silicate	Atlantic	(28.1,28.15]	0.4443864	0.4262944	0.4787063
nitrate + silicate	Atlantic	(28.15,28.2]	0.5694566	0.4898181	0.6274448
nitrate + silicate	Atlantic	(28.2, Inf]	0.6940843	0.6658082	0.7181321
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9299770	0.9176986	0.9376405
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8186748	0.7812620	0.8397970
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.5997339	0.4752617	0.7063250
nitrate + silicate	Indo-Pacific	(26.75,27]	0.3877775	0.2791429	0.5137287
nitrate + silicate	Indo-Pacific	(27,27.25]	0.2686126	0.1289145	0.4349305
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.0099339	-0.2298185	0.2194067
nitrate + silicate	Indo-Pacific	(27.5,27.75]	-0.0267224	-0.1097390	0.0309997
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.1220440	0.0804861	0.1708402
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.3305964	0.2409052	0.3924216
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.8606964	0.8310424	0.8824926
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9353625	0.9166564	0.9603526
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9013666	0.8922608	0.9139638
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9476037	0.9381176	0.9599235
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6240308	0.5793613	0.6723066
oxygen + aou	Atlantic	(-Inf,26]	-0.8445787	-0.8890592	-0.7809571
oxygen + aou	Atlantic	(26,26.5]	-0.9767750	-0.9814457	-0.9703263
oxygen + aou	Atlantic	(26.5,26.75]	-0.9912902	-0.9947062	-0.9866531
oxygen + aou	Atlantic	(26.75,27]	-0.9945458	-0.9958832	-0.9922344
oxygen + aou	Atlantic	(27,27.25]	-0.9884338	-0.9912920	-0.9866294
oxygen + aou	Atlantic	(27.25,27.5]	-0.9750547	-0.9814088	-0.9657969
oxygen + aou	Atlantic	(27.5,27.75]	-0.9660390	-0.9803909	-0.9479462
oxygen + aou	Atlantic	(27.75,27.85]	-0.9537508	-0.9735385	-0.9317698
oxygen + aou	Atlantic	(27.85,27.95]	-0.8622905	-0.9436242	-0.7129276
oxygen + aou	Atlantic	(27.95,28.05]	-0.4706578	-0.7421106	0.0491435
oxygen + aou	Atlantic	(28.05,28.1]	0.0516822	-0.1014218	0.3007305
oxygen + aou	Atlantic	(28.1,28.15]	0.0620507	-0.0732450	0.2257718
oxygen + aou	Atlantic	(28.15,28.2]	-0.4183998	-0.5408754	-0.2132186
oxygen + aou	Atlantic	(28.2, Inf]	-0.7233298	-0.7892013	-0.6752953
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9264128	-0.9505508	-0.8955800
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9798684	-0.9824676	-0.9772034
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9786852	-0.9821331	-0.9733993
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9767047	-0.9788053	-0.9725115
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9765169	-0.9797204	-0.9728566
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9865446	-0.9894056	-0.9831231
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9920872	-0.9922612	-0.9918180
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9931263	-0.9939524	-0.9925531
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9930518	-0.9932986	-0.9927612
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9927975	-0.9934790	-0.9916615
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9955679	-0.9963779	-0.9946520
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9928252	-0.9954044	-0.9894747
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9344326	-0.9416463	-0.9290601
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9809066	-0.9922205	-0.9723466
oxygen + nitrate	Atlantic	(-Inf,26]	-0.6329150	-0.7627672	-0.4464369
oxygen + nitrate	Atlantic	(26,26.5]	-0.8647701	-0.8968870	-0.8088703
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9135536	-0.9390143	-0.8697511
oxygen + nitrate	Atlantic	(26.75,27]	-0.9377377	-0.9627662	-0.9108509
oxygen + nitrate	Atlantic	(27,27.25]	-0.8497530	-0.8668712	-0.8314582
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.7104612	-0.7493211	-0.6848472
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5793284	-0.6441765	-0.5209616
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.5527917	-0.6341981	-0.5040206
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.4412887	-0.6526065	-0.0767975
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.0535818	-0.3252033	0.4503525
oxygen + nitrate	Atlantic	(28.05,28.1]	0.2476950	0.1035988	0.4945741
oxygen + nitrate	Atlantic	(28.1,28.15]	0.1854999	0.0505593	0.3594434
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.3439331	-0.5090716	-0.0766624
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.4317263	-0.4630383	-0.4097516
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.6822389	-0.7773835	-0.5602318
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.7240523	-0.7492603	-0.6881012
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.4487182	-0.4782629	-0.4282859
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.1227891	-0.1768378	-0.0879444
oxygen + nitrate	Indo-Pacific	(27,27.25]	0.0978459	-0.0479046	0.1926783
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	0.2406582	0.0856265	0.3564995
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	0.2326641	0.2095441	0.2576763
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	0.1540681	0.1388752	0.1741233
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.0460449	-0.0924296	0.0249759
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.7152866	-0.7495555	-0.6729449
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9517781	-0.9639636	-0.9398584
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9677704	-0.9698947	-0.9654292
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.8847531	-0.8984480	-0.8727315
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.5339729	-0.8630195	-0.3185728
oxygen + silicate	Atlantic	(-Inf,26]	-0.5526684	-0.6243141	-0.4216011
oxygen + silicate	Atlantic	(26,26.5]	-0.7683282	-0.7946800	-0.7261397
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7663211	-0.8756004	-0.6062442
oxygen + silicate	Atlantic	(26.75,27]	-0.8289450	-0.8768126	-0.7438497
oxygen + silicate	Atlantic	(27,27.25]	-0.7420470	-0.8252748	-0.6762928
oxygen + silicate	Atlantic	(27.25,27.5]	-0.4143562	-0.5729917	-0.2866612
oxygen + silicate	Atlantic	(27.5,27.75]	-0.5003488	-0.6623572	-0.4069423
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5309846	-0.6430684	-0.4611612
oxygen + silicate	Atlantic	(27.85,27.95]	-0.3256325	-0.4771198	-0.0429614
oxygen + silicate	Atlantic	(27.95,28.05]	-0.0652632	-0.2487841	0.2720395
oxygen + silicate	Atlantic	(28.05,28.1]	-0.4564310	-0.6013119	-0.2406439
oxygen + silicate	Atlantic	(28.1,28.15]	-0.6380111	-0.7081899	-0.5193246
oxygen + silicate	Atlantic	(28.15,28.2]	-0.7234165	-0.8536669	-0.5635549
oxygen + silicate	Atlantic	(28.2, Inf]	-0.2355679	-0.2778301	-0.1946617
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.5737647	-0.7124611	-0.4236589
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.7028368	-0.7197593	-0.6711280
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.6320413	-0.6571332	-0.5877910
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.6414957	-0.6648729	-0.5991623
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.6761512	-0.7165774	-0.6279229
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.8062527	-0.8488026	-0.7548612
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.8741222	-0.8871434	-0.8517922
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9091182	-0.9229234	-0.9018950
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9105006	-0.9156748	-0.9075160
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.8879396	-0.8991098	-0.8681029
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9273750	-0.9543589	-0.9117758
oxygen + silicate	Indo-Pacific	(28.1,28.2]	-0.8630599	-0.8686927	-0.8601120
oxygen + silicate	Indo-Pacific	(28.2,28.3]	-0.8332266	-0.8519589	-0.8150703
oxygen + silicate	Indo-Pacific	(28.3, Inf]	-0.4074013	-0.4755003	-0.3712150
sal + aou	Atlantic	(-Inf,26]	-0.1144927	-0.2004847	-0.0588377
sal + aou	Atlantic	(26,26.5]	-0.1522557	-0.2115628	-0.0359031
sal + aou	Atlantic	(26.5,26.75]	-0.2512562	-0.4966578	0.0342673
sal + aou	Atlantic	(26.75,27]	-0.6247252	-0.7197797	-0.4605114
sal + aou	Atlantic	(27,27.25]	-0.4559998	-0.6281450	-0.2997815
sal + aou	Atlantic	(27.25,27.5]	-0.0555155	-0.3403385	0.1677614
sal + aou	Atlantic	(27.5,27.75]	-0.2886042	-0.4622647	-0.1839396
sal + aou	Atlantic	(27.75,27.85]	-0.2732911	-0.2852424	-0.2617745
sal + aou	Atlantic	(27.85,27.95]	-0.2147944	-0.2782615	-0.1266929
sal + aou	Atlantic	(27.95,28.05]	-0.5194718	-0.7322647	-0.3852810
sal + aou	Atlantic	(28.05,28.1]	-0.8263082	-0.8665364	-0.7853936
sal + aou	Atlantic	(28.1,28.15]	-0.8353056	-0.8656165	-0.8126805
sal + aou	Atlantic	(28.15,28.2]	-0.9000631	-0.9069541	-0.8891505
sal + aou	Atlantic	(28.2, Inf]	-0.6408489	-0.7430873	-0.4634084
sal + aou	Indo-Pacific	(-Inf,26]	-0.2208905	-0.2970417	-0.1031032
sal + aou	Indo-Pacific	(26,26.5]	-0.2740718	-0.4736590	-0.0668908
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1369073	-0.2645607	-0.0423642
sal + aou	Indo-Pacific	(26.75,27]	-0.1446147	-0.2353526	-0.0398011
sal + aou	Indo-Pacific	(27,27.25]	-0.0498787	-0.1831238	0.0601479
sal + aou	Indo-Pacific	(27.25,27.5]	0.0724199	-0.1088354	0.2243957
sal + aou	Indo-Pacific	(27.5,27.75]	0.2361702	0.0796582	0.3618845
sal + aou	Indo-Pacific	(27.75,27.85]	0.1717668	0.0358290	0.3297440
sal + aou	Indo-Pacific	(27.85,27.95]	0.0011591	-0.1039310	0.1505496
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2099753	-0.2891742	-0.0737976
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0614104	-0.1073260	0.0149384
sal + aou	Indo-Pacific	(28.1,28.2]	0.2469750	0.2235822	0.2733614
sal + aou	Indo-Pacific	(28.2,28.3]	0.5175908	0.4531305	0.6216795
sal + aou	Indo-Pacific	(28.3, Inf]	0.8283109	0.7950693	0.8499671
sal + nitrate	Atlantic	(-Inf,26]	-0.3723983	-0.4303529	-0.3129600
sal + nitrate	Atlantic	(26,26.5]	-0.3863774	-0.4171063	-0.3395885
sal + nitrate	Atlantic	(26.5,26.75]	-0.4541564	-0.6318673	-0.2513986
sal + nitrate	Atlantic	(26.75,27]	-0.7498619	-0.8174261	-0.6374880
sal + nitrate	Atlantic	(27,27.25]	-0.6660392	-0.7626814	-0.5648571
sal + nitrate	Atlantic	(27.25,27.5]	-0.4678133	-0.6517243	-0.2664913
sal + nitrate	Atlantic	(27.5,27.75]	-0.6435821	-0.7186868	-0.5696142
sal + nitrate	Atlantic	(27.75,27.85]	-0.7372761	-0.7531508	-0.7245907
sal + nitrate	Atlantic	(27.85,27.95]	-0.6840449	-0.8154926	-0.5674604
sal + nitrate	Atlantic	(27.95,28.05]	-0.8388204	-0.9370169	-0.7756505
sal + nitrate	Atlantic	(28.05,28.1]	-0.9129590	-0.9414046	-0.8896295
sal + nitrate	Atlantic	(28.1,28.15]	-0.8891452	-0.9167335	-0.8678835
sal + nitrate	Atlantic	(28.15,28.2]	-0.9229509	-0.9442616	-0.9003288
sal + nitrate	Atlantic	(28.2, Inf]	-0.7703586	-0.8507442	-0.6466356
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.5038164	-0.5827848	-0.4484046
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5792769	-0.7806022	-0.3824908
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5401820	-0.7198281	-0.3694075
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6175467	-0.7226710	-0.4767628
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6484259	-0.7169389	-0.5344131
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.5258360	-0.6486311	-0.3282462
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.4202726	-0.5382000	-0.3036780
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.3518373	-0.4869125	-0.2026656
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.3312673	-0.4153828	-0.2822965
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.4599380	-0.5391452	-0.3547611
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.1460419	-0.1903780	-0.0916010
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2065858	0.1577137	0.2649454
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.6377750	0.5686045	0.7242347
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.3627056	0.1829982	0.7037406
sal + oxygen	Atlantic	(-Inf,26]	-0.3726899	-0.5285803	-0.2201896
sal + oxygen	Atlantic	(26,26.5]	-0.0529186	-0.1982734	0.0259797
sal + oxygen	Atlantic	(26.5,26.75]	0.1297736	-0.1930390	0.4071346
sal + oxygen	Atlantic	(26.75,27]	0.5436684	0.3499167	0.6559175
sal + oxygen	Atlantic	(27,27.25]	0.3205333	0.1483195	0.5226918
sal + oxygen	Atlantic	(27.25,27.5]	-0.1555574	-0.3478077	0.1406605
sal + oxygen	Atlantic	(27.5,27.75]	0.0475635	-0.0907830	0.2854220
sal + oxygen	Atlantic	(27.75,27.85]	-0.0137609	-0.0936017	0.0654297
sal + oxygen	Atlantic	(27.85,27.95]	-0.2613307	-0.4597044	-0.1222912
sal + oxygen	Atlantic	(27.95,28.05]	-0.4375224	-0.6982482	-0.2596747
sal + oxygen	Atlantic	(28.05,28.1]	-0.5876823	-0.7258816	-0.5118466
sal + oxygen	Atlantic	(28.1,28.15]	-0.5906016	-0.6757491	-0.5140284
sal + oxygen	Atlantic	(28.15,28.2]	-0.0065189	-0.2167612	0.1003626
sal + oxygen	Atlantic	(28.2, Inf]	0.0658515	-0.0676159	0.1827433
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.0586046	-0.1602705	0.0641407
sal + oxygen	Indo-Pacific	(26,26.5]	0.0876024	-0.1140727	0.2834771
sal + oxygen	Indo-Pacific	(26.5,26.75]	-0.0637399	-0.1424904	0.0402821
sal + oxygen	Indo-Pacific	(26.75,27]	-0.0657859	-0.1605328	0.0060200
sal + oxygen	Indo-Pacific	(27,27.25]	-0.1597890	-0.2541285	-0.0263283
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.2230087	-0.3561658	-0.0433875
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.3401228	-0.4613192	-0.1869513
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.2761092	-0.4211856	-0.1457525
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.1096742	-0.2576941	-0.0044853
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.0969435	-0.0349036	0.1676780
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.0300881	-0.0970046	0.0060412
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.3550293	-0.4055675	-0.3295223
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.6895632	-0.7682074	-0.6261034
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.8288778	-0.8661376	-0.7815916
sal + silicate	Atlantic	(-Inf,26]	-0.3882830	-0.4468673	-0.3110715
sal + silicate	Atlantic	(26,26.5]	-0.4574074	-0.4915455	-0.4063035
sal + silicate	Atlantic	(26.5,26.75]	-0.6263123	-0.7247300	-0.5301688
sal + silicate	Atlantic	(26.75,27]	-0.8702775	-0.9024956	-0.8157027
sal + silicate	Atlantic	(27,27.25]	-0.8267845	-0.8809059	-0.7641793
sal + silicate	Atlantic	(27.25,27.5]	-0.7550816	-0.8394781	-0.6295399
sal + silicate	Atlantic	(27.5,27.75]	-0.8099816	-0.8477078	-0.7838031
sal + silicate	Atlantic	(27.75,27.85]	-0.7543295	-0.7935145	-0.7159800
sal + silicate	Atlantic	(27.85,27.95]	-0.7235118	-0.7984814	-0.6531107
sal + silicate	Atlantic	(27.95,28.05]	-0.6444513	-0.7385154	-0.5775816
sal + silicate	Atlantic	(28.05,28.1]	-0.2469340	-0.2870354	-0.2216040
sal + silicate	Atlantic	(28.1,28.15]	-0.0308035	-0.0583785	-0.0017648
sal + silicate	Atlantic	(28.15,28.2]	-0.2704889	-0.2978280	-0.2253889
sal + silicate	Atlantic	(28.2, Inf]	-0.2399558	-0.3281086	-0.1202903
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5833297	-0.6788268	-0.5319830
sal + silicate	Indo-Pacific	(26,26.5]	-0.6225188	-0.7794487	-0.4460433
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5910340	-0.7438420	-0.4640933
sal + silicate	Indo-Pacific	(26.75,27]	-0.5910574	-0.7128734	-0.4610249
sal + silicate	Indo-Pacific	(27,27.25]	-0.5075089	-0.6397569	-0.3551491
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.2652732	-0.4497856	-0.0454797
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0015693	-0.1519675	0.0952472
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0299753	-0.1514429	0.1529258
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0367659	-0.1276567	0.0944209
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.1788841	-0.2928126	-0.0359405
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0877919	-0.0029178	0.1894772
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3219181	0.2355356	0.4195067
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6436272	0.5908931	0.7036154
sal + silicate	Indo-Pacific	(28.3, Inf]	0.5101914	0.4272819	0.5731252
sal + temp	Atlantic	(-Inf,26]	0.8589365	0.8367562	0.8783147
sal + temp	Atlantic	(26,26.5]	0.9514247	0.9474659	0.9534139
sal + temp	Atlantic	(26.5,26.75]	0.9764510	0.9755130	0.9778591
sal + temp	Atlantic	(26.75,27]	0.9781553	0.9742526	0.9821075
sal + temp	Atlantic	(27,27.25]	0.9813136	0.9785395	0.9828782
sal + temp	Atlantic	(27.25,27.5]	0.9775166	0.9718602	0.9806713
sal + temp	Atlantic	(27.5,27.75]	0.9664666	0.9623850	0.9702342
sal + temp	Atlantic	(27.75,27.85]	0.9777872	0.9774339	0.9784410
sal + temp	Atlantic	(27.85,27.95]	0.9763071	0.9691043	0.9800759
sal + temp	Atlantic	(27.95,28.05]	0.9841904	0.9788749	0.9872312
sal + temp	Atlantic	(28.05,28.1]	0.9867582	0.9847011	0.9894597
sal + temp	Atlantic	(28.1,28.15]	0.9880650	0.9854889	0.9903499
sal + temp	Atlantic	(28.15,28.2]	0.9881427	0.9871278	0.9899391
sal + temp	Atlantic	(28.2, Inf]	0.7942608	0.6906985	0.9141625
sal + temp	Indo-Pacific	(-Inf,26]	0.6933510	0.6005214	0.7855023
sal + temp	Indo-Pacific	(26,26.5]	0.9647703	0.9592454	0.9677128
sal + temp	Indo-Pacific	(26.5,26.75]	0.9852016	0.9827610	0.9865627
sal + temp	Indo-Pacific	(26.75,27]	0.9839410	0.9819787	0.9871094
sal + temp	Indo-Pacific	(27,27.25]	0.9753104	0.9709348	0.9775539
sal + temp	Indo-Pacific	(27.25,27.5]	0.9413063	0.9304797	0.9506806
sal + temp	Indo-Pacific	(27.5,27.75]	0.8775149	0.8599576	0.8988456
sal + temp	Indo-Pacific	(27.75,27.85]	0.9213657	0.9098264	0.9368438
sal + temp	Indo-Pacific	(27.85,27.95]	0.9101540	0.8954994	0.9190917
sal + temp	Indo-Pacific	(27.95,28.05]	0.9428368	0.9307623	0.9513198
sal + temp	Indo-Pacific	(28.05,28.1]	0.9618112	0.9457306	0.9704015
sal + temp	Indo-Pacific	(28.1,28.2]	0.9572344	0.9305494	0.9712204
sal + temp	Indo-Pacific	(28.2,28.3]	0.7267141	0.6824529	0.7892887
sal + temp	Indo-Pacific	(28.3, Inf]	0.5667984	0.4279980	0.6495263
temp + aou	Atlantic	(-Inf,26]	-0.3072340	-0.3516628	-0.2846724
temp + aou	Atlantic	(26,26.5]	-0.2640007	-0.3206284	-0.1683180
temp + aou	Atlantic	(26.5,26.75]	-0.2766453	-0.5060405	-0.0168369
temp + aou	Atlantic	(26.75,27]	-0.6048315	-0.7014352	-0.4462540
temp + aou	Atlantic	(27,27.25]	-0.4108283	-0.5868746	-0.2488264
temp + aou	Atlantic	(27.25,27.5]	0.0083455	-0.2839103	0.2402482
temp + aou	Atlantic	(27.5,27.75]	-0.2004297	-0.3850572	-0.0810539
temp + aou	Atlantic	(27.75,27.85]	-0.2034656	-0.2160288	-0.1926412
temp + aou	Atlantic	(27.85,27.95]	-0.1250069	-0.1975029	-0.0468227
temp + aou	Atlantic	(27.95,28.05]	-0.4674909	-0.6893625	-0.3406985
temp + aou	Atlantic	(28.05,28.1]	-0.7558970	-0.8125539	-0.7049246
temp + aou	Atlantic	(28.1,28.15]	-0.7589568	-0.8058069	-0.7209693
temp + aou	Atlantic	(28.15,28.2]	-0.8376439	-0.8526769	-0.8159775
temp + aou	Atlantic	(28.2, Inf]	-0.4373104	-0.6669673	-0.2244079
temp + aou	Indo-Pacific	(-Inf,26]	-0.4169474	-0.5262596	-0.2984294
temp + aou	Indo-Pacific	(26,26.5]	-0.2642550	-0.4513092	-0.0553734
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1071824	-0.2118205	-0.0232703
temp + aou	Indo-Pacific	(26.75,27]	-0.1318515	-0.2123458	-0.0294130
temp + aou	Indo-Pacific	(27,27.25]	-0.0618172	-0.1849435	0.0419007
temp + aou	Indo-Pacific	(27.25,27.5]	0.0994117	-0.0869026	0.2270541
temp + aou	Indo-Pacific	(27.5,27.75]	0.3068338	0.1482498	0.4609524
temp + aou	Indo-Pacific	(27.75,27.85]	0.3137958	0.1964220	0.4772356
temp + aou	Indo-Pacific	(27.85,27.95]	0.2072427	0.0961354	0.3635113
temp + aou	Indo-Pacific	(27.95,28.05]	-0.0356254	-0.1175367	0.1225335
temp + aou	Indo-Pacific	(28.05,28.1]	0.1060283	0.0443572	0.2105771
temp + aou	Indo-Pacific	(28.1,28.2]	0.3541462	0.3329180	0.3964725
temp + aou	Indo-Pacific	(28.2,28.3]	0.3684288	0.3573204	0.3811513
temp + aou	Indo-Pacific	(28.3, Inf]	0.6280740	0.5221557	0.7314880
temp + nitrate	Atlantic	(-Inf,26]	-0.5415438	-0.6218176	-0.4976720
temp + nitrate	Atlantic	(26,26.5]	-0.5035438	-0.5273147	-0.4812581
temp + nitrate	Atlantic	(26.5,26.75]	-0.4767819	-0.6374192	-0.3041123
temp + nitrate	Atlantic	(26.75,27]	-0.7315103	-0.7998206	-0.6233541
temp + nitrate	Atlantic	(27,27.25]	-0.6354846	-0.7368248	-0.5239353
temp + nitrate	Atlantic	(27.25,27.5]	-0.4107461	-0.6098341	-0.1901063
temp + nitrate	Atlantic	(27.5,27.75]	-0.5655478	-0.6557558	-0.4735331
temp + nitrate	Atlantic	(27.75,27.85]	-0.6808276	-0.6916552	-0.6642291
temp + nitrate	Atlantic	(27.85,27.95]	-0.6173387	-0.7713214	-0.5011572
temp + nitrate	Atlantic	(27.95,28.05]	-0.7983617	-0.9078679	-0.7380062
temp + nitrate	Atlantic	(28.05,28.1]	-0.8581956	-0.9031573	-0.8248975
temp + nitrate	Atlantic	(28.1,28.15]	-0.8217629	-0.8645765	-0.7872435
temp + nitrate	Atlantic	(28.15,28.2]	-0.8602979	-0.8954904	-0.8254424
temp + nitrate	Atlantic	(28.2, Inf]	-0.5650100	-0.7464737	-0.4222905
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.7025609	-0.7532630	-0.6371133
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5837149	-0.7813184	-0.3791956
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5342504	-0.6991296	-0.3776654
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6337188	-0.7294034	-0.5074952
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6660981	-0.7295597	-0.5680017
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4936311	-0.6217007	-0.3172565
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.3274607	-0.4299452	-0.2370135
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2216630	-0.3278558	-0.1342355
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1438076	-0.2203646	-0.0590294
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.2659136	-0.3709897	-0.1228850
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0403175	-0.0220710	0.1382992
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.3267803	0.2750064	0.3764833
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6596422	0.6029634	0.7206984
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.2520970	-0.0789848	0.7389859
temp + oxygen	Atlantic	(-Inf,26]	-0.2418581	-0.3751532	-0.1150024
temp + oxygen	Atlantic	(26,26.5]	0.0529624	-0.0748511	0.1332673
temp + oxygen	Atlantic	(26.5,26.75]	0.1524153	-0.1461150	0.4147883
temp + oxygen	Atlantic	(26.75,27]	0.5196528	0.3315536	0.6340012
temp + oxygen	Atlantic	(27,27.25]	0.2698883	0.0924217	0.4752372
temp + oxygen	Atlantic	(27.25,27.5]	-0.2229676	-0.4218263	0.0776057
temp + oxygen	Atlantic	(27.5,27.75]	-0.0514172	-0.1863217	0.1960481
temp + oxygen	Atlantic	(27.75,27.85]	-0.0940751	-0.1665409	-0.0123312
temp + oxygen	Atlantic	(27.85,27.95]	-0.3579266	-0.5459478	-0.2416330
temp + oxygen	Atlantic	(27.95,28.05]	-0.5034437	-0.7569430	-0.3452127
temp + oxygen	Atlantic	(28.05,28.1]	-0.6869681	-0.8000184	-0.6270028
temp + oxygen	Atlantic	(28.1,28.15]	-0.6940806	-0.7584729	-0.6378771
temp + oxygen	Atlantic	(28.15,28.2]	-0.1379932	-0.3285491	-0.0406169
temp + oxygen	Atlantic	(28.2, Inf]	-0.2884610	-0.4210652	-0.0989142
temp + oxygen	Indo-Pacific	(-Inf,26]	0.0541662	-0.0164659	0.1891075
temp + oxygen	Indo-Pacific	(26,26.5]	0.0702202	-0.1312167	0.2520558
temp + oxygen	Indo-Pacific	(26.5,26.75]	-0.0975289	-0.1648023	-0.0173289
temp + oxygen	Indo-Pacific	(26.75,27]	-0.0825518	-0.1753673	-0.0207196
temp + oxygen	Indo-Pacific	(27,27.25]	-0.1531831	-0.2409881	-0.0288000
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.2584162	-0.3658154	-0.0735689
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.4224965	-0.5703399	-0.2703927
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.4218878	-0.5707963	-0.3118269
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.3199747	-0.4727344	-0.2104974
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.0834484	-0.2348561	-0.0041032
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.1986065	-0.2929338	-0.1472880
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.4619500	-0.4825585	-0.4374389
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.6749818	-0.6960993	-0.6585272
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.7651043	-0.8105345	-0.7067677
temp + silicate	Atlantic	(-Inf,26]	-0.5225618	-0.5646425	-0.4820056
temp + silicate	Atlantic	(26,26.5]	-0.5666516	-0.5873061	-0.5334858
temp + silicate	Atlantic	(26.5,26.75]	-0.6529739	-0.7367375	-0.5853652
temp + silicate	Atlantic	(26.75,27]	-0.8598574	-0.8908302	-0.8112061
temp + silicate	Atlantic	(27,27.25]	-0.7913379	-0.8511435	-0.7211817
temp + silicate	Atlantic	(27.25,27.5]	-0.7304865	-0.8250896	-0.5950856
temp + silicate	Atlantic	(27.5,27.75]	-0.7746289	-0.8158356	-0.7418800
temp + silicate	Atlantic	(27.75,27.85]	-0.7077905	-0.7299468	-0.6644521
temp + silicate	Atlantic	(27.85,27.95]	-0.6627980	-0.7643886	-0.5932568
temp + silicate	Atlantic	(27.95,28.05]	-0.6332973	-0.7315352	-0.5643875
temp + silicate	Atlantic	(28.05,28.1]	-0.1644204	-0.2240504	-0.1308921
temp + silicate	Atlantic	(28.1,28.15]	0.0732024	0.0346617	0.1066058
temp + silicate	Atlantic	(28.15,28.2]	-0.1626119	-0.1928068	-0.1287877
temp + silicate	Atlantic	(28.2, Inf]	-0.2328291	-0.3117906	-0.1272158
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6926855	-0.7523232	-0.6466316
temp + silicate	Indo-Pacific	(26,26.5]	-0.6287716	-0.7731960	-0.4585720
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5869410	-0.7194349	-0.4717254
temp + silicate	Indo-Pacific	(26.75,27]	-0.5949905	-0.7026157	-0.4785449
temp + silicate	Indo-Pacific	(27,27.25]	-0.5369080	-0.6514122	-0.3957447
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.2670217	-0.4546297	-0.0669311
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0394633	-0.1191854	0.1638318
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2036067	0.0481583	0.3453822
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1977583	0.1146363	0.3462125
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0006409	-0.1299669	0.1674043
temp + silicate	Indo-Pacific	(28.05,28.1]	0.2484720	0.1520726	0.3723319
temp + silicate	Indo-Pacific	(28.1,28.2]	0.3662578	0.2890098	0.4245222
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6107310	0.5501474	0.6491346
temp + silicate	Indo-Pacific	(28.3, Inf]	0.1842461	0.0922486	0.2359590

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
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
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]	0.0276919	-0.1837490	0.2480797
aou	Atlantic	(26,26.5]	0.2842076	0.1209289	0.4637513
aou	Atlantic	(26.5,26.75]	0.7283335	0.6458553	0.8461072
aou	Atlantic	(26.75,27]	0.7501026	0.6698935	0.8070625
aou	Atlantic	(27,27.25]	0.7116843	0.6729403	0.7447117
aou	Atlantic	(27.25,27.5]	0.6998633	0.6869537	0.7099754
aou	Atlantic	(27.5,27.75]	0.6418699	0.4759193	0.7982200
aou	Atlantic	(27.75,27.85]	0.6448282	0.4599750	0.8795611
aou	Atlantic	(27.85,27.95]	0.1645998	-0.3273441	0.6864759
aou	Atlantic	(27.95,28.05]	-0.4977658	-0.6554938	-0.4137561
aou	Atlantic	(28.05,28.1]	-0.7932887	-0.8251855	-0.7303549
aou	Atlantic	(28.1,28.15]	-0.7972685	-0.8556543	-0.7098888
aou	Atlantic	(28.15,28.2]	-0.8149760	-0.8363189	-0.7832940
aou	Atlantic	(28.2, Inf]	-0.6101459	-0.7127695	-0.4344899
aou	Indo-Pacific	(-Inf,26]	0.6313680	0.5895630	0.7148939
aou	Indo-Pacific	(26,26.5]	0.7392134	0.7077778	0.7876589
aou	Indo-Pacific	(26.5,26.75]	0.7370266	0.7098012	0.7688661
aou	Indo-Pacific	(26.75,27]	0.7237384	0.7020017	0.7423334
aou	Indo-Pacific	(27,27.25]	0.6789702	0.6646312	0.6900296
aou	Indo-Pacific	(27.25,27.5]	0.7127360	0.6831820	0.7505198
aou	Indo-Pacific	(27.5,27.75]	0.7837125	0.7564996	0.7992223
aou	Indo-Pacific	(27.75,27.85]	0.8448959	0.8240845	0.8620581
aou	Indo-Pacific	(27.85,27.95]	0.8785832	0.8546601	0.9045132
aou	Indo-Pacific	(27.95,28.05]	0.9199584	0.9109493	0.9306055
aou	Indo-Pacific	(28.05,28.1]	0.9467380	0.9415026	0.9531695
aou	Indo-Pacific	(28.1,28.2]	0.9386627	0.9263302	0.9544092
aou	Indo-Pacific	(28.2,28.3]	-0.0987229	-0.1677771	0.0182967
aou	Indo-Pacific	(28.3, Inf]	-0.0107480	-0.2362326	0.2540202
nitrate	Atlantic	(-Inf,26]	0.1331125	-0.0050085	0.3364997
nitrate	Atlantic	(26,26.5]	0.2837159	0.0984275	0.4859650
nitrate	Atlantic	(26.5,26.75]	0.6492782	0.5607134	0.7301209
nitrate	Atlantic	(26.75,27]	0.6025818	0.4691285	0.7284825
nitrate	Atlantic	(27,27.25]	0.4137056	0.3411642	0.5290234
nitrate	Atlantic	(27.25,27.5]	0.3266162	0.2213972	0.3969241
nitrate	Atlantic	(27.5,27.75]	0.0690896	-0.0044243	0.1314231
nitrate	Atlantic	(27.75,27.85]	0.1223774	-0.0566504	0.4515425
nitrate	Atlantic	(27.85,27.95]	-0.1945833	-0.6379147	0.3297568
nitrate	Atlantic	(27.95,28.05]	-0.6677336	-0.7197888	-0.6295513
nitrate	Atlantic	(28.05,28.1]	-0.8503809	-0.8909835	-0.7947581
nitrate	Atlantic	(28.1,28.15]	-0.8641027	-0.9122232	-0.7930600
nitrate	Atlantic	(28.15,28.2]	-0.8689379	-0.8861072	-0.8354024
nitrate	Atlantic	(28.2, Inf]	-0.7108778	-0.8284134	-0.5487186
nitrate	Indo-Pacific	(-Inf,26]	0.5369824	0.4896353	0.5626916
nitrate	Indo-Pacific	(26,26.5]	0.3193821	0.2664781	0.3566732
nitrate	Indo-Pacific	(26.5,26.75]	-0.0690550	-0.1485061	0.0243042
nitrate	Indo-Pacific	(26.75,27]	-0.4259062	-0.4831388	-0.3200075
nitrate	Indo-Pacific	(27,27.25]	-0.6476981	-0.7192953	-0.5292059
nitrate	Indo-Pacific	(27.25,27.5]	-0.7647562	-0.8344033	-0.6574811
nitrate	Indo-Pacific	(27.5,27.75]	-0.7418398	-0.7699225	-0.7044766
nitrate	Indo-Pacific	(27.75,27.85]	-0.6286133	-0.6782711	-0.6016648
nitrate	Indo-Pacific	(27.85,27.95]	-0.4035118	-0.4315089	-0.3577042
nitrate	Indo-Pacific	(27.95,28.05]	0.4445568	0.3631644	0.5140447
nitrate	Indo-Pacific	(28.05,28.1]	0.8393214	0.8087775	0.8720563
nitrate	Indo-Pacific	(28.1,28.2]	0.9259144	0.9167762	0.9381551
nitrate	Indo-Pacific	(28.2,28.3]	0.2906622	0.2404140	0.3301157
nitrate	Indo-Pacific	(28.3, Inf]	-0.1945256	-0.2565588	-0.1362417
oxygen	Atlantic	(-Inf,26]	0.2749690	0.0557909	0.5707156
oxygen	Atlantic	(26,26.5]	-0.1910170	-0.3713219	-0.0271771
oxygen	Atlantic	(26.5,26.75]	-0.6902662	-0.8252487	-0.5901324
oxygen	Atlantic	(26.75,27]	-0.7478326	-0.8059332	-0.6660954
oxygen	Atlantic	(27,27.25]	-0.7147132	-0.7477157	-0.6759430
oxygen	Atlantic	(27.25,27.5]	-0.6921679	-0.6993874	-0.6811456
oxygen	Atlantic	(27.5,27.75]	-0.6455280	-0.8026867	-0.4815912
oxygen	Atlantic	(27.75,27.85]	-0.6894879	-0.8838949	-0.5328214
oxygen	Atlantic	(27.85,27.95]	-0.3254929	-0.7278923	-0.0244176
oxygen	Atlantic	(27.95,28.05]	0.0927921	-0.0202192	0.1948253
oxygen	Atlantic	(28.05,28.1]	-0.0207571	-0.1797599	0.1364069
oxygen	Atlantic	(28.1,28.15]	-0.1149012	-0.2019828	0.0522631
oxygen	Atlantic	(28.15,28.2]	0.2335311	0.0949359	0.3563425
oxygen	Atlantic	(28.2, Inf]	0.1442878	0.0106497	0.2894782
oxygen	Indo-Pacific	(-Inf,26]	-0.5283583	-0.6657057	-0.4518473
oxygen	Indo-Pacific	(26,26.5]	-0.7384487	-0.8059944	-0.6933185
oxygen	Indo-Pacific	(26.5,26.75]	-0.7443371	-0.7875163	-0.7217231
oxygen	Indo-Pacific	(26.75,27]	-0.7535356	-0.7814904	-0.7352259
oxygen	Indo-Pacific	(27,27.25]	-0.7279833	-0.7403940	-0.7169462
oxygen	Indo-Pacific	(27.25,27.5]	-0.7345027	-0.7482420	-0.7130131
oxygen	Indo-Pacific	(27.5,27.75]	-0.7854927	-0.8077943	-0.7560600
oxygen	Indo-Pacific	(27.75,27.85]	-0.8392674	-0.8509959	-0.8168278
oxygen	Indo-Pacific	(27.85,27.95]	-0.8699480	-0.8965988	-0.8406229
oxygen	Indo-Pacific	(27.95,28.05]	-0.9181478	-0.9280319	-0.9054444
oxygen	Indo-Pacific	(28.05,28.1]	-0.9432355	-0.9477967	-0.9384474
oxygen	Indo-Pacific	(28.1,28.2]	-0.9367423	-0.9499899	-0.9294172
oxygen	Indo-Pacific	(28.2,28.3]	-0.0512376	-0.1159737	0.0075657
oxygen	Indo-Pacific	(28.3, Inf]	-0.0301743	-0.3095232	0.2041881
sal	Atlantic	(-Inf,26]	-0.5225690	-0.6916154	-0.3549484
sal	Atlantic	(26,26.5]	-0.4980064	-0.5425447	-0.4252482
sal	Atlantic	(26.5,26.75]	-0.4202821	-0.5516465	-0.2759397
sal	Atlantic	(26.75,27]	-0.4419595	-0.5405145	-0.2781457
sal	Atlantic	(27,27.25]	-0.2617448	-0.3927800	-0.1224252
sal	Atlantic	(27.25,27.5]	0.0051336	-0.1770168	0.1281068
sal	Atlantic	(27.5,27.75]	-0.0879214	-0.2537653	-0.0013849
sal	Atlantic	(27.75,27.85]	0.0543652	-0.1208698	0.1454883
sal	Atlantic	(27.85,27.95]	0.2871450	0.1626018	0.4272917
sal	Atlantic	(27.95,28.05]	0.4547233	0.3921611	0.5025047
sal	Atlantic	(28.05,28.1]	0.6771599	0.5878956	0.7416505
sal	Atlantic	(28.1,28.15]	0.7259353	0.6091105	0.8256684
sal	Atlantic	(28.15,28.2]	0.8153164	0.7606904	0.8751687
sal	Atlantic	(28.2, Inf]	0.9445176	0.9334926	0.9553755
sal	Indo-Pacific	(-Inf,26]	0.0777071	0.0267597	0.1176046
sal	Indo-Pacific	(26,26.5]	-0.1331117	-0.2041653	-0.0524137
sal	Indo-Pacific	(26.5,26.75]	0.0087157	-0.0253029	0.0724228
sal	Indo-Pacific	(26.75,27]	0.0993904	0.0613724	0.1627620
sal	Indo-Pacific	(27,27.25]	0.2489005	0.2067101	0.3256336
sal	Indo-Pacific	(27.25,27.5]	0.2560925	0.2001428	0.3391063
sal	Indo-Pacific	(27.5,27.75]	0.3029430	0.2433372	0.3868028
sal	Indo-Pacific	(27.75,27.85]	0.2238616	0.1168432	0.3560851
sal	Indo-Pacific	(27.85,27.95]	0.0606833	-0.0583960	0.1774571
sal	Indo-Pacific	(27.95,28.05]	-0.1129130	-0.1973496	-0.0089224
sal	Indo-Pacific	(28.05,28.1]	-0.0413569	-0.1012599	0.0322467
sal	Indo-Pacific	(28.1,28.2]	0.2445821	0.2077166	0.2777614
sal	Indo-Pacific	(28.2,28.3]	0.2944346	0.1721459	0.5002029
sal	Indo-Pacific	(28.3, Inf]	0.4942738	0.2901051	0.6762165
silicate	Atlantic	(-Inf,26]	-0.0238796	-0.1629036	0.1260903
silicate	Atlantic	(26,26.5]	0.2773433	0.1610847	0.4791364
silicate	Atlantic	(26.5,26.75]	0.6888317	0.6175971	0.8293173
silicate	Atlantic	(26.75,27]	0.6518242	0.5442193	0.7189333
silicate	Atlantic	(27,27.25]	0.5590048	0.4811804	0.6147154
silicate	Atlantic	(27.25,27.5]	0.3571169	0.2985329	0.4485970
silicate	Atlantic	(27.5,27.75]	0.3255015	0.1780973	0.5226022
silicate	Atlantic	(27.75,27.85]	0.1865693	0.0010253	0.5150356
silicate	Atlantic	(27.85,27.95]	-0.3283515	-0.6791559	0.1141315
silicate	Atlantic	(27.95,28.05]	-0.7402690	-0.7930170	-0.6975827
silicate	Atlantic	(28.05,28.1]	-0.6619868	-0.7356080	-0.5986165
silicate	Atlantic	(28.1,28.15]	-0.4511900	-0.5615172	-0.3183717
silicate	Atlantic	(28.15,28.2]	-0.4088003	-0.4705500	-0.3548413
silicate	Atlantic	(28.2, Inf]	-0.1638947	-0.3009103	0.0129158
silicate	Indo-Pacific	(-Inf,26]	0.4486877	0.3759607	0.4914370
silicate	Indo-Pacific	(26,26.5]	0.6010762	0.5407180	0.6548145
silicate	Indo-Pacific	(26.5,26.75]	0.5745440	0.5465351	0.6242449
silicate	Indo-Pacific	(26.75,27]	0.5395343	0.5081497	0.5972302
silicate	Indo-Pacific	(27,27.25]	0.4792207	0.4205355	0.5610140
silicate	Indo-Pacific	(27.25,27.5]	0.5864702	0.5181177	0.6936397
silicate	Indo-Pacific	(27.5,27.75]	0.6508748	0.5992493	0.7000008
silicate	Indo-Pacific	(27.75,27.85]	0.6598661	0.6215219	0.7049901
silicate	Indo-Pacific	(27.85,27.95]	0.6775074	0.6353275	0.7236605
silicate	Indo-Pacific	(27.95,28.05]	0.7029165	0.6928017	0.7195831
silicate	Indo-Pacific	(28.05,28.1]	0.8032240	0.7797188	0.8434106
silicate	Indo-Pacific	(28.1,28.2]	0.7837583	0.7662598	0.8101505
silicate	Indo-Pacific	(28.2,28.3]	0.3063302	0.2776446	0.3290021
silicate	Indo-Pacific	(28.3, Inf]	0.1681675	0.0326967	0.3116777
temp	Atlantic	(-Inf,26]	-0.5399395	-0.5992722	-0.4436985
temp	Atlantic	(26,26.5]	-0.4740334	-0.5194355	-0.3870982
temp	Atlantic	(26.5,26.75]	-0.4407377	-0.5619470	-0.2975939
temp	Atlantic	(26.75,27]	-0.4437214	-0.5453929	-0.2854297
temp	Atlantic	(27,27.25]	-0.2230977	-0.3602788	-0.0915696
temp	Atlantic	(27.25,27.5]	0.0482198	-0.1411880	0.1709358
temp	Atlantic	(27.5,27.75]	-0.0541027	-0.2147561	0.0343522
temp	Atlantic	(27.75,27.85]	0.0924110	-0.0717769	0.1817050
temp	Atlantic	(27.85,27.95]	0.2924799	0.2048462	0.4207418
temp	Atlantic	(27.95,28.05]	0.3951097	0.3207791	0.4462853
temp	Atlantic	(28.05,28.1]	0.5896248	0.4828492	0.6565760
temp	Atlantic	(28.1,28.15]	0.6502292	0.5178328	0.7592703
temp	Atlantic	(28.15,28.2]	0.7508776	0.6845724	0.8213392
temp	Atlantic	(28.2, Inf]	0.6460749	0.5480659	0.7805986
temp	Indo-Pacific	(-Inf,26]	-0.4337634	-0.5806968	-0.2914742
temp	Indo-Pacific	(26,26.5]	-0.1440367	-0.2013822	-0.0644587
temp	Indo-Pacific	(26.5,26.75]	0.0242014	-0.0041595	0.0698428
temp	Indo-Pacific	(26.75,27]	0.1165084	0.0869222	0.1669572
temp	Indo-Pacific	(27,27.25]	0.2488604	0.2092883	0.3143391
temp	Indo-Pacific	(27.25,27.5]	0.2513951	0.1978612	0.3312207
temp	Indo-Pacific	(27.5,27.75]	0.2980064	0.2394630	0.3895234
temp	Indo-Pacific	(27.75,27.85]	0.2684370	0.1851089	0.3786329
temp	Indo-Pacific	(27.85,27.95]	0.1627117	0.0723723	0.2527913
temp	Indo-Pacific	(27.95,28.05]	0.0082471	-0.0678380	0.1178185
temp	Indo-Pacific	(28.05,28.1]	0.1082285	0.0400161	0.2028419
temp	Indo-Pacific	(28.1,28.2]	0.3739237	0.3323661	0.4521493
temp	Indo-Pacific	(28.2,28.3]	0.3373525	0.2595768	0.3982002
temp	Indo-Pacific	(28.3, Inf]	0.1293934	-0.0433878	0.3614407

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