eMLR - assumption testing

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Last updated: 2021-08-01

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: b720834

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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	c55d4d7	Donghe-Zhu	2021-08-01	Build site.
html	26741db	Donghe-Zhu	2021-08-01	Build site.
html	ca539b5	Donghe-Zhu	2021-08-01	Build site.
html	1e98138	Donghe-Zhu	2021-08-01	Build site.
html	777b9e9	Donghe-Zhu	2021-08-01	Build site.
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html	3611a48	Donghe-Zhu	2021-08-01	Build site.
html	af832ef	Donghe-Zhu	2021-07-31	Build site.
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html	2080ac5	Donghe-Zhu	2021-07-31	Build site.
html	50f0a16	Donghe-Zhu	2021-07-31	Build site.
html	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
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html	3300527	Donghe-Zhu	2021-07-31	Build site.
html	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
html	cb3ef32	Donghe-Zhu	2021-07-31	Build site.
html	6528618	Donghe-Zhu	2021-07-31	Build site.
html	f50925e	Donghe-Zhu	2021-07-31	Build site.
html	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
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html	fbca39a	Donghe-Zhu	2021-07-30	Build site.
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html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
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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.
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html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
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html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
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html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
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html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
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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.
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html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
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html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
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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
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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
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
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
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
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]	0.7911918	0.7302204	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8629414	0.8546045	0.8792913
aou + nitrate	Atlantic	(26.5,26.75]	0.9676669	0.9625608	0.9743825
aou + nitrate	Atlantic	(26.75,27]	0.9824846	0.9792926	0.9866522
aou + nitrate	Atlantic	(27,27.25]	0.9656267	0.9591436	0.9731812
aou + nitrate	Atlantic	(27.25,27.5]	0.9090881	0.8786746	0.9307677
aou + nitrate	Atlantic	(27.5,27.75]	0.7900574	0.7352044	0.8357190
aou + nitrate	Atlantic	(27.75,27.85]	0.6500398	0.5935978	0.7248407
aou + nitrate	Atlantic	(27.85,27.95]	0.7137679	0.5702417	0.7879553
aou + nitrate	Atlantic	(27.95,28.05]	0.8248229	0.7131143	0.8944957
aou + nitrate	Atlantic	(28.05,28.1]	0.9353220	0.9052865	0.9651229
aou + nitrate	Atlantic	(28.1,28.15]	0.9739153	0.9651500	0.9831586
aou + nitrate	Atlantic	(28.15,28.2]	0.9783603	0.9686823	0.9851086
aou + nitrate	Atlantic	(28.2, Inf]	0.9253614	0.8897675	0.9490012
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9156661	0.9002286	0.9303388
aou + nitrate	Indo-Pacific	(26,26.5]	0.8644427	0.8167319	0.8963809
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8631869	0.8332945	0.8862657
aou + nitrate	Indo-Pacific	(26.75,27]	0.8701030	0.8506561	0.9014496
aou + nitrate	Indo-Pacific	(27,27.25]	0.9197860	0.8978691	0.9359972
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9395264	0.9294550	0.9591802
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9643835	0.9502600	0.9775488
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9897605	0.9852865	0.9932162
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9934071	0.9904510	0.9953081
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9936216	0.9892943	0.9965555
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9937767	0.9901408	0.9962764
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9906013	0.9863773	0.9940907
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9839291	0.9773355	0.9893033
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9438647	0.9231108	0.9650268
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1245960	-0.4523182	0.4442608
aou + phosphate_star	Atlantic	(26,26.5]	0.3037191	0.1831459	0.4059836
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0186318	-0.2536922	0.2168889
aou + phosphate_star	Atlantic	(26.75,27]	-0.0198426	-0.0931442	0.1052521
aou + phosphate_star	Atlantic	(27,27.25]	-0.0584799	-0.1803755	0.0957672
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0754683	-0.0417802	0.2192071
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1309887	0.0653307	0.1797094
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1702195	0.1107838	0.2460044
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3571821	0.1421925	0.5153077
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6020778	0.4326136	0.6894194
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8352112	0.7741942	0.8922133
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9193293	0.8943249	0.9458669
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9357538	0.9068395	0.9548096
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8075382	0.7312244	0.8816142
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5059466	0.5025786	0.5100292
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4494459	0.3269823	0.5471487
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4607830	0.3488184	0.6673273
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5923923	0.5243894	0.6873812
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6800425	0.5920835	0.7643936
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4616962	0.2889500	0.5499262
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0623616	-0.0860366	0.1558071
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2303461	-0.3798138	-0.1428221
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3183229	-0.3894824	-0.1955608
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4021992	-0.7018426	-0.2346265
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1926994	-0.4644561	-0.0510970
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1285092	-0.2980004	-0.0421033
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0885732	-0.2366018	0.0123009
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8400247	-0.8575844	-0.8082040
aou + silicate	Atlantic	(-Inf,26]	0.0344034	-0.7857934	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.3186922	0.2029873	0.4256283
aou + silicate	Atlantic	(26.5,26.75]	0.6291813	0.5919199	0.6803886
aou + silicate	Atlantic	(26.75,27]	0.8164119	0.7947040	0.8373435
aou + silicate	Atlantic	(27,27.25]	0.7349245	0.7029597	0.7674080
aou + silicate	Atlantic	(27.25,27.5]	0.6333329	0.6154882	0.6611052
aou + silicate	Atlantic	(27.5,27.75]	0.4756559	0.4418506	0.5007851
aou + silicate	Atlantic	(27.75,27.85]	0.3618779	0.3348493	0.3791326
aou + silicate	Atlantic	(27.85,27.95]	0.4740397	0.3485969	0.6128332
aou + silicate	Atlantic	(27.95,28.05]	0.6784281	0.5799586	0.7781560
aou + silicate	Atlantic	(28.05,28.1]	0.8884049	0.8582062	0.9052851
aou + silicate	Atlantic	(28.1,28.15]	0.9562305	0.9489135	0.9628005
aou + silicate	Atlantic	(28.15,28.2]	0.9612331	0.9583065	0.9628404
aou + silicate	Atlantic	(28.2, Inf]	0.6831241	0.6095264	0.8157958
aou + silicate	Indo-Pacific	(-Inf,26]	0.7957076	0.7630627	0.8478128
aou + silicate	Indo-Pacific	(26,26.5]	0.7995167	0.7733625	0.8223920
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7827165	0.7524380	0.8356213
aou + silicate	Indo-Pacific	(26.75,27]	0.8594261	0.8292001	0.8974816
aou + silicate	Indo-Pacific	(27,27.25]	0.9229162	0.9071539	0.9452225
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9408947	0.9184902	0.9606169
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9551227	0.9421225	0.9696323
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9743029	0.9641591	0.9830787
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9796298	0.9736232	0.9841466
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9852300	0.9805511	0.9893425
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9922693	0.9905080	0.9945878
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9804406	0.9781389	0.9832185
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9018334	0.8864818	0.9253135
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8481081	0.8157953	0.8800259
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.3659157	-0.8519195	0.3725043
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2100979	0.1429582	0.2667762
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.0969402	-0.2194094	0.3383469
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0640770	-0.0408900	0.1965781
nitrate + phosphate_star	Atlantic	(27,27.25]	0.1053284	-0.0246275	0.3100891
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4252133	0.3436476	0.5570506
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6799090	0.6704411	0.6857516
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8535694	0.8372516	0.8810228
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9032082	0.8878213	0.9299776
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9435719	0.9351254	0.9563482
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9742031	0.9689392	0.9776765
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9830576	0.9792174	0.9870260
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9852668	0.9805559	0.9876890
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9627509	0.9529789	0.9750898
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7203633	0.7013751	0.7567537
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6645601	0.5416076	0.7613576
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6601220	0.5525448	0.8114503
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7372201	0.6943196	0.8019241
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7777286	0.7395521	0.8374250
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5636295	0.4502148	0.6345862
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1798629	0.0749207	0.2428158
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1408241	-0.2547756	-0.0611385
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2298215	-0.3109366	-0.1216971
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3119463	-0.6456453	-0.1093547
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0974870	-0.3941877	0.0719894
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0087838	-0.2040259	0.0991440
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0592962	-0.1205173	0.1837246
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6276876	-0.7022817	-0.5336276
nitrate + silicate	Atlantic	(-Inf,26]	0.3842423	-0.5985376	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.7128530	0.6356833	0.7743862
nitrate + silicate	Atlantic	(26.5,26.75]	0.7340569	0.7103125	0.7650621
nitrate + silicate	Atlantic	(26.75,27]	0.8750042	0.8581850	0.9024184
nitrate + silicate	Atlantic	(27,27.25]	0.8698214	0.8523427	0.8799177
nitrate + silicate	Atlantic	(27.25,27.5]	0.8748739	0.8641493	0.8906727
nitrate + silicate	Atlantic	(27.5,27.75]	0.8859529	0.8693112	0.9033006
nitrate + silicate	Atlantic	(27.75,27.85]	0.9131443	0.8892811	0.9416036
nitrate + silicate	Atlantic	(27.85,27.95]	0.9214558	0.8864232	0.9432402
nitrate + silicate	Atlantic	(27.95,28.05]	0.9397412	0.9042954	0.9587299
nitrate + silicate	Atlantic	(28.05,28.1]	0.9707635	0.9589685	0.9769240
nitrate + silicate	Atlantic	(28.1,28.15]	0.9792235	0.9752475	0.9827311
nitrate + silicate	Atlantic	(28.15,28.2]	0.9527294	0.9458329	0.9621105
nitrate + silicate	Atlantic	(28.2, Inf]	0.7842868	0.7595287	0.8198717
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8557946	0.7831686	0.9095420
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8849513	0.8162416	0.9225198
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8831881	0.8310676	0.9106941
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9148148	0.9004043	0.9326297
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9461956	0.9340730	0.9546311
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9558946	0.9487140	0.9678578
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9702089	0.9599259	0.9804729
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9864656	0.9834601	0.9894810
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9889031	0.9871161	0.9900843
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9910160	0.9881455	0.9940616
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9935697	0.9919979	0.9961685
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9809591	0.9781564	0.9849661
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8964627	0.8821442	0.9208030
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8897495	0.8540450	0.9119590
oxygen + aou	Atlantic	(-Inf,26]	-0.7982099	-0.9488524	-0.6532183
oxygen + aou	Atlantic	(26,26.5]	-0.9549290	-0.9611927	-0.9492346
oxygen + aou	Atlantic	(26.5,26.75]	-0.9661709	-0.9815272	-0.9377085
oxygen + aou	Atlantic	(26.75,27]	-0.9888036	-0.9931528	-0.9813764
oxygen + aou	Atlantic	(27,27.25]	-0.9785951	-0.9890596	-0.9684396
oxygen + aou	Atlantic	(27.25,27.5]	-0.9675558	-0.9752757	-0.9549729
oxygen + aou	Atlantic	(27.5,27.75]	-0.9623636	-0.9758876	-0.9446272
oxygen + aou	Atlantic	(27.75,27.85]	-0.9674358	-0.9739584	-0.9563241
oxygen + aou	Atlantic	(27.85,27.95]	-0.9475256	-0.9627037	-0.9375638
oxygen + aou	Atlantic	(27.95,28.05]	-0.9051782	-0.9447666	-0.8595045
oxygen + aou	Atlantic	(28.05,28.1]	-0.9086242	-0.9463931	-0.8673890
oxygen + aou	Atlantic	(28.1,28.15]	-0.9559002	-0.9718661	-0.9355800
oxygen + aou	Atlantic	(28.15,28.2]	-0.9681713	-0.9809567	-0.9560712
oxygen + aou	Atlantic	(28.2, Inf]	-0.8599789	-0.9317489	-0.8190379
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.9411669	-0.9645222	-0.9177657
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9701705	-0.9813234	-0.9560141
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9793419	-0.9847519	-0.9740708
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9777036	-0.9789112	-0.9765348
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9870285	-0.9886330	-0.9841343
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9953534	-0.9964114	-0.9939126
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9970592	-0.9978016	-0.9961938
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9985067	-0.9990687	-0.9978288
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9981554	-0.9983731	-0.9979158
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9983108	-0.9988905	-0.9979171
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9985431	-0.9988828	-0.9979812
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9979165	-0.9985136	-0.9971166
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9966662	-0.9974690	-0.9956080
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.9971894	-0.9977380	-0.9962785
oxygen + nitrate	Atlantic	(-Inf,26]	-0.6241414	-0.9117115	-0.1959704
oxygen + nitrate	Atlantic	(26,26.5]	-0.8138846	-0.8373537	-0.7876586
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9355574	-0.9505452	-0.9270721
oxygen + nitrate	Atlantic	(26.75,27]	-0.9761888	-0.9775830	-0.9752226
oxygen + nitrate	Atlantic	(27,27.25]	-0.9512343	-0.9656316	-0.9416201
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.8538103	-0.8985985	-0.8033383
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7181497	-0.7742847	-0.6466575
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.4827312	-0.5848000	-0.3989074
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.4843127	-0.6064082	-0.2852272
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.5339803	-0.7216321	-0.2684989
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.7129835	-0.8381685	-0.5803364
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.8736189	-0.9253465	-0.8161508
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9018721	-0.9412072	-0.8593760
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6529617	-0.8169794	-0.5468213
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.7729203	-0.8202564	-0.7019526
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.7604215	-0.8023693	-0.7338387
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.7773804	-0.8020902	-0.7599684
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.7827980	-0.8213530	-0.7567068
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.8669612	-0.8906516	-0.8463650
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.9145331	-0.9407020	-0.8967977
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9488637	-0.9663165	-0.9348625
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9826697	-0.9892235	-0.9742195
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9862038	-0.9897258	-0.9810419
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9866319	-0.9923358	-0.9794478
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9873227	-0.9920062	-0.9803723
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9808455	-0.9874883	-0.9724621
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.9691496	-0.9795011	-0.9567138
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.9283460	-0.9555473	-0.8994295
oxygen + phosphate_star	Atlantic	(-Inf,26]	0.4176372	-0.1575441	0.9642785
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.0523341	-0.1758256	0.1001345
oxygen + phosphate_star	Atlantic	(26.5,26.75]	0.1732455	-0.0540065	0.5076803
oxygen + phosphate_star	Atlantic	(26.75,27]	0.1195955	-0.0056128	0.2250144
oxygen + phosphate_star	Atlantic	(27,27.25]	0.1888315	-0.0005770	0.3462825
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.0955797	-0.0576766	0.2453748
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.0170934	-0.0508358	0.1095613
oxygen + phosphate_star	Atlantic	(27.75,27.85]	0.0401189	-0.0560699	0.0947593
oxygen + phosphate_star	Atlantic	(27.85,27.95]	-0.0711300	-0.2186046	0.1783540
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.2365571	-0.4311738	0.0772879
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.5403110	-0.7061016	-0.3617602
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.7720773	-0.8543496	-0.6833449
oxygen + phosphate_star	Atlantic	(28.15,28.2]	-0.8266085	-0.8884471	-0.7523641
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.4517754	-0.6968120	-0.2870654
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	-0.2187860	-0.2889533	-0.1524359
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	-0.2365088	-0.2880142	-0.1519834
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.2830160	-0.5087312	-0.1524261
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	-0.4184808	-0.5256364	-0.3475456
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	-0.5630072	-0.6671235	-0.4487185
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3820402	-0.4835977	-0.1883944
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0092079	-0.0864280	0.1690528
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.2785696	0.1914164	0.4373966
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3723538	0.2481679	0.4421129
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4506334	0.2937250	0.7323807
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	0.2402811	0.1081459	0.5022177
oxygen + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1873868	0.0990412	0.3465727
oxygen + phosphate_star	Indo-Pacific	(28.2,28.3]	0.1526822	0.0687312	0.2844861
oxygen + phosphate_star	Indo-Pacific	(28.3, Inf]	0.8573425	0.8333141	0.8701140
oxygen + silicate	Atlantic	(-Inf,26]	0.1780513	-0.4889987	0.7208538
oxygen + silicate	Atlantic	(26,26.5]	-0.3727153	-0.4829409	-0.2396957
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6004234	-0.6859092	-0.5294660
oxygen + silicate	Atlantic	(26.75,27]	-0.8065680	-0.8342501	-0.7920612
oxygen + silicate	Atlantic	(27,27.25]	-0.7209843	-0.7649795	-0.6710425
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5610681	-0.6158897	-0.5249738
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3824072	-0.4213728	-0.3344136
oxygen + silicate	Atlantic	(27.75,27.85]	-0.1609880	-0.2009793	-0.1391033
oxygen + silicate	Atlantic	(27.85,27.95]	-0.1957094	-0.3244325	-0.0362960
oxygen + silicate	Atlantic	(27.95,28.05]	-0.3310297	-0.4712473	-0.0996048
oxygen + silicate	Atlantic	(28.05,28.1]	-0.6325722	-0.7268066	-0.5027962
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8453350	-0.8898119	-0.7901315
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9197203	-0.9356033	-0.8914829
oxygen + silicate	Atlantic	(28.2, Inf]	-0.4449682	-0.7174003	-0.2863449
oxygen + silicate	Indo-Pacific	(-Inf,26]	-0.6244943	-0.6833079	-0.5280947
oxygen + silicate	Indo-Pacific	(26,26.5]	-0.6737968	-0.6797519	-0.6707579
oxygen + silicate	Indo-Pacific	(26.5,26.75]	-0.6708749	-0.7325638	-0.6327349
oxygen + silicate	Indo-Pacific	(26.75,27]	-0.7600451	-0.8104376	-0.7247410
oxygen + silicate	Indo-Pacific	(27,27.25]	-0.8634669	-0.9000270	-0.8287961
oxygen + silicate	Indo-Pacific	(27.25,27.5]	-0.9075901	-0.9370111	-0.8731555
oxygen + silicate	Indo-Pacific	(27.5,27.75]	-0.9325963	-0.9538938	-0.9132606
oxygen + silicate	Indo-Pacific	(27.75,27.85]	-0.9629438	-0.9763345	-0.9475492
oxygen + silicate	Indo-Pacific	(27.85,27.95]	-0.9693173	-0.9760476	-0.9604474
oxygen + silicate	Indo-Pacific	(27.95,28.05]	-0.9770845	-0.9841463	-0.9696471
oxygen + silicate	Indo-Pacific	(28.05,28.1]	-0.9866343	-0.9904635	-0.9827201
oxygen + silicate	Indo-Pacific	(28.1,28.2]	-0.9723014	-0.9771286	-0.9695148
oxygen + silicate	Indo-Pacific	(28.2,28.3]	-0.9049205	-0.9212620	-0.8890848
oxygen + silicate	Indo-Pacific	(28.3, Inf]	-0.8502180	-0.8859537	-0.8175961
sal + aou	Atlantic	(-Inf,26]	-0.1171607	-0.5301569	0.5850416
sal + aou	Atlantic	(26,26.5]	-0.3111985	-0.4392600	-0.2358407
sal + aou	Atlantic	(26.5,26.75]	0.2963926	0.0825805	0.4646944
sal + aou	Atlantic	(26.75,27]	0.4901323	0.3342196	0.6975233
sal + aou	Atlantic	(27,27.25]	0.5593213	0.5199662	0.5897001
sal + aou	Atlantic	(27.25,27.5]	0.4661282	0.2837183	0.5649888
sal + aou	Atlantic	(27.5,27.75]	0.4799341	0.4555109	0.4947122
sal + aou	Atlantic	(27.75,27.85]	0.4014854	0.3779926	0.4229040
sal + aou	Atlantic	(27.85,27.95]	0.2117582	0.1186148	0.2930971
sal + aou	Atlantic	(27.95,28.05]	-0.2023527	-0.3157499	-0.1231439
sal + aou	Atlantic	(28.05,28.1]	-0.7342092	-0.7726827	-0.6789458
sal + aou	Atlantic	(28.1,28.15]	-0.8776433	-0.9121114	-0.8489114
sal + aou	Atlantic	(28.15,28.2]	-0.8583740	-0.8861873	-0.8254678
sal + aou	Atlantic	(28.2, Inf]	-0.8371783	-0.8807988	-0.7618644
sal + aou	Indo-Pacific	(-Inf,26]	-0.0631869	-0.2398904	0.0287724
sal + aou	Indo-Pacific	(26,26.5]	-0.2540445	-0.4134190	-0.0330141
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2902653	-0.5511982	-0.0939039
sal + aou	Indo-Pacific	(26.75,27]	-0.4792740	-0.6255855	-0.3508357
sal + aou	Indo-Pacific	(27,27.25]	-0.6083977	-0.7193882	-0.4887661
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4704426	-0.6169985	-0.2152613
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0260801	-0.1838935	0.2310426
sal + aou	Indo-Pacific	(27.75,27.85]	0.4306740	0.3041612	0.5377311
sal + aou	Indo-Pacific	(27.85,27.95]	0.6376696	0.6029622	0.6645022
sal + aou	Indo-Pacific	(27.95,28.05]	0.7923322	0.7317272	0.8803960
sal + aou	Indo-Pacific	(28.05,28.1]	0.8346448	0.7704494	0.9033132
sal + aou	Indo-Pacific	(28.1,28.2]	0.8200176	0.7873641	0.8747241
sal + aou	Indo-Pacific	(28.2,28.3]	0.6375429	0.5795663	0.6864054
sal + aou	Indo-Pacific	(28.3, Inf]	0.8391757	0.7062271	0.9062860
sal + nitrate	Atlantic	(-Inf,26]	-0.1821892	-0.7367410	0.8768457
sal + nitrate	Atlantic	(26,26.5]	-0.3284006	-0.4259472	-0.2559304
sal + nitrate	Atlantic	(26.5,26.75]	0.2734038	0.0015713	0.4994329
sal + nitrate	Atlantic	(26.75,27]	0.5087969	0.3111950	0.7152159
sal + nitrate	Atlantic	(27,27.25]	0.5460727	0.4487467	0.5984109
sal + nitrate	Atlantic	(27.25,27.5]	0.3052635	0.0807495	0.4624359
sal + nitrate	Atlantic	(27.5,27.75]	0.2312364	0.2103376	0.2590848
sal + nitrate	Atlantic	(27.75,27.85]	-0.2089997	-0.2502548	-0.1702765
sal + nitrate	Atlantic	(27.85,27.95]	-0.4011486	-0.5196819	-0.3195352
sal + nitrate	Atlantic	(27.95,28.05]	-0.6038872	-0.7575781	-0.4257241
sal + nitrate	Atlantic	(28.05,28.1]	-0.9020207	-0.9137706	-0.8835562
sal + nitrate	Atlantic	(28.1,28.15]	-0.9454762	-0.9489823	-0.9417586
sal + nitrate	Atlantic	(28.15,28.2]	-0.9305554	-0.9347016	-0.9224507
sal + nitrate	Atlantic	(28.2, Inf]	-0.9221469	-0.9411738	-0.8918873
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2399992	-0.4756879	-0.1029335
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5446842	-0.6716124	-0.3803263
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5750073	-0.7636095	-0.4212227
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7051097	-0.7942259	-0.6205385
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7575337	-0.8304920	-0.6832476
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6035433	-0.7129983	-0.4145601
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1432282	-0.2833676	0.0703372
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3426021	0.2213938	0.4148873
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5688064	0.5402706	0.5955304
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7338157	0.6387045	0.8482179
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7769653	0.6812178	0.8698446
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7546116	0.6927518	0.8339046
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5419890	0.4886283	0.6188009
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7370465	0.5972943	0.8494092
sal + oxygen	Atlantic	(-Inf,26]	-0.2367424	-0.9877457	0.3188858
sal + oxygen	Atlantic	(26,26.5]	0.0358192	-0.0589048	0.1944385
sal + oxygen	Atlantic	(26.5,26.75]	-0.5099187	-0.7391818	-0.2676522
sal + oxygen	Atlantic	(26.75,27]	-0.6076690	-0.7743245	-0.4488451
sal + oxygen	Atlantic	(27,27.25]	-0.7083314	-0.7671045	-0.6352410
sal + oxygen	Atlantic	(27.25,27.5]	-0.6626286	-0.7784335	-0.4836134
sal + oxygen	Atlantic	(27.5,27.75]	-0.6881890	-0.7432030	-0.6312766
sal + oxygen	Atlantic	(27.75,27.85]	-0.6101759	-0.6427835	-0.5716121
sal + oxygen	Atlantic	(27.85,27.95]	-0.4974354	-0.5845330	-0.4399757
sal + oxygen	Atlantic	(27.95,28.05]	-0.2044081	-0.3426693	-0.0804842
sal + oxygen	Atlantic	(28.05,28.1]	0.3966773	0.2320372	0.5344781
sal + oxygen	Atlantic	(28.1,28.15]	0.7079533	0.6162502	0.7978217
sal + oxygen	Atlantic	(28.15,28.2]	0.7169805	0.6383593	0.7929678
sal + oxygen	Atlantic	(28.2, Inf]	0.5021073	0.3166981	0.6722037
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.1876220	-0.3086163	-0.1022621
sal + oxygen	Indo-Pacific	(26,26.5]	0.0304107	-0.1528635	0.1396901
sal + oxygen	Indo-Pacific	(26.5,26.75]	0.1011237	-0.0774990	0.3744366
sal + oxygen	Indo-Pacific	(26.75,27]	0.2915534	0.1567552	0.4522372
sal + oxygen	Indo-Pacific	(27,27.25]	0.4782956	0.3299234	0.6099889
sal + oxygen	Indo-Pacific	(27.25,27.5]	0.3928146	0.1127043	0.5547322
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.0346768	-0.3051504	0.1274778
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.4735485	-0.5889067	-0.3480631
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.6766857	-0.7069881	-0.6421508
sal + oxygen	Indo-Pacific	(27.95,28.05]	-0.8206577	-0.8980135	-0.7672347
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.8596270	-0.9196076	-0.8051266
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.8432304	-0.8902911	-0.8196024
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.6858264	-0.7283994	-0.6286656
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.8531072	-0.9294683	-0.7087553
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2828185	-0.9810049	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.8226757	-0.8510651	-0.7876637
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7991163	-0.8600297	-0.7211600
sal + phosphate_star	Atlantic	(26.75,27]	-0.6107703	-0.7129138	-0.4475222
sal + phosphate_star	Atlantic	(27,27.25]	-0.6232447	-0.6957871	-0.5381976
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6139855	-0.6583097	-0.5520342
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4150394	-0.4340198	-0.3846776
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6044722	-0.6638375	-0.5591859
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7028097	-0.8113560	-0.6279662
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7735546	-0.9047719	-0.6489928
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9608549	-0.9769206	-0.9461940
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9721223	-0.9837161	-0.9649714
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9418781	-0.9474294	-0.9367580
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8846322	-0.9080218	-0.8672859
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6212508	-0.7661403	-0.4807208
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8955643	-0.9270623	-0.8690013
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9369588	-0.9559606	-0.9165805
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9429115	-0.9583584	-0.9350591
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9346783	-0.9446142	-0.9195840
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8320704	-0.8624531	-0.7970862
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7380031	-0.8341058	-0.6557314
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8457810	-0.9184116	-0.7891715
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8033763	-0.8626209	-0.7240825
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7642747	-0.8867605	-0.7014626
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6019272	-0.7297120	-0.5197547
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4680179	-0.5331549	-0.4123097
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4522654	-0.4902173	-0.4297885
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7188453	-0.7828627	-0.6035032
sal + silicate	Atlantic	(-Inf,26]	-0.7647950	-0.7914932	-0.7226283
sal + silicate	Atlantic	(26,26.5]	0.0508532	0.0118049	0.0986262
sal + silicate	Atlantic	(26.5,26.75]	0.2226227	0.1400567	0.3445364
sal + silicate	Atlantic	(26.75,27]	0.4037026	0.1622511	0.6211339
sal + silicate	Atlantic	(27,27.25]	0.3601547	0.1880903	0.4467270
sal + silicate	Atlantic	(27.25,27.5]	0.0643448	-0.1550423	0.2146149
sal + silicate	Atlantic	(27.5,27.75]	-0.0384891	-0.0582910	-0.0279776
sal + silicate	Atlantic	(27.75,27.85]	-0.4876135	-0.5320745	-0.4378312
sal + silicate	Atlantic	(27.85,27.95]	-0.6587918	-0.7185970	-0.6023297
sal + silicate	Atlantic	(27.95,28.05]	-0.7584337	-0.8538780	-0.6830310
sal + silicate	Atlantic	(28.05,28.1]	-0.9408755	-0.9488202	-0.9299314
sal + silicate	Atlantic	(28.1,28.15]	-0.9392921	-0.9471749	-0.9262645
sal + silicate	Atlantic	(28.15,28.2]	-0.8060771	-0.8131272	-0.7938019
sal + silicate	Atlantic	(28.2, Inf]	-0.5587583	-0.6383099	-0.5061779
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4759760	-0.6381627	-0.3507977
sal + silicate	Indo-Pacific	(26,26.5]	-0.6327380	-0.7083314	-0.4903019
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6951275	-0.8185754	-0.5974020
sal + silicate	Indo-Pacific	(26.75,27]	-0.7570282	-0.8170251	-0.7037165
sal + silicate	Indo-Pacific	(27,27.25]	-0.7905781	-0.8321285	-0.7507376
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6735142	-0.7512824	-0.5212543
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2305123	-0.3695226	-0.0414794
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2754760	0.1488530	0.3406494
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5323555	0.5099861	0.5620710
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7310607	0.6378420	0.8461848
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7884002	0.7070936	0.8727668
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8087723	0.7625758	0.8737753
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7507490	0.7081254	0.8300145
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8317108	0.7063085	0.9198128
sal + temp	Atlantic	(-Inf,26]	0.7941438	0.6858358	0.9618835
sal + temp	Atlantic	(26,26.5]	0.9236734	0.9122558	0.9408192
sal + temp	Atlantic	(26.5,26.75]	0.9858384	0.9790017	0.9926193
sal + temp	Atlantic	(26.75,27]	0.9819779	0.9769859	0.9867936
sal + temp	Atlantic	(27,27.25]	0.9847012	0.9752155	0.9897843
sal + temp	Atlantic	(27.25,27.5]	0.9859308	0.9808113	0.9890179
sal + temp	Atlantic	(27.5,27.75]	0.9677162	0.9625571	0.9716205
sal + temp	Atlantic	(27.75,27.85]	0.9700221	0.9659288	0.9731086
sal + temp	Atlantic	(27.85,27.95]	0.9590436	0.9501425	0.9681771
sal + temp	Atlantic	(27.95,28.05]	0.9453537	0.9354396	0.9619296
sal + temp	Atlantic	(28.05,28.1]	0.9693587	0.9675389	0.9719666
sal + temp	Atlantic	(28.1,28.15]	0.9638711	0.9607245	0.9661205
sal + temp	Atlantic	(28.15,28.2]	0.9604925	0.9558585	0.9671920
sal + temp	Atlantic	(28.2, Inf]	0.9042982	0.8775816	0.9239203
sal + temp	Indo-Pacific	(-Inf,26]	0.6251297	0.3412296	0.8074318
sal + temp	Indo-Pacific	(26,26.5]	0.9555659	0.9408467	0.9633704
sal + temp	Indo-Pacific	(26.5,26.75]	0.9820508	0.9777402	0.9856442
sal + temp	Indo-Pacific	(26.75,27]	0.9812956	0.9781162	0.9833414
sal + temp	Indo-Pacific	(27,27.25]	0.9790595	0.9715699	0.9830175
sal + temp	Indo-Pacific	(27.25,27.5]	0.9231455	0.9051610	0.9367207
sal + temp	Indo-Pacific	(27.5,27.75]	0.8025899	0.7511071	0.8830872
sal + temp	Indo-Pacific	(27.75,27.85]	0.9175541	0.8924656	0.9594283
sal + temp	Indo-Pacific	(27.85,27.95]	0.9108358	0.8879929	0.9484730
sal + temp	Indo-Pacific	(27.95,28.05]	0.9283063	0.9115381	0.9556332
sal + temp	Indo-Pacific	(28.05,28.1]	0.9501432	0.9465005	0.9560986
sal + temp	Indo-Pacific	(28.1,28.2]	0.8689315	0.8333238	0.8947965
sal + temp	Indo-Pacific	(28.2,28.3]	0.8840964	0.8588512	0.9122773
sal + temp	Indo-Pacific	(28.3, Inf]	0.8667700	0.7029206	0.9546555
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0200780	-0.6957630	0.5861294
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3220424	-0.3961118	-0.2384619
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0434560	-0.1427919	0.0765253
silicate + phosphate_star	Atlantic	(26.75,27]	0.2332180	0.1146184	0.3558316
silicate + phosphate_star	Atlantic	(27,27.25]	0.4238924	0.2666079	0.6659473
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6999842	0.6394418	0.8088299
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8782460	0.8643986	0.8876710
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9539733	0.9417515	0.9658760
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9645079	0.9481228	0.9727832
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9643467	0.9587710	0.9701132
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9706263	0.9687997	0.9737795
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9726783	0.9712714	0.9753851
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9405604	0.9330874	0.9490543
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8513243	0.8373201	0.8611244
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7395499	0.6389776	0.7948441
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7614168	0.7094835	0.7920736
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7863033	0.7319888	0.8663997
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8037269	0.7776630	0.8330839
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8258441	0.8043209	0.8568307
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6566652	0.5582743	0.7174517
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2810597	0.1713207	0.3788296
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0739397	-0.1828703	0.0140840
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1884546	-0.2656553	-0.0878116
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3007301	-0.6280165	-0.1081322
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1210231	-0.4011148	0.0297254
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0386119	-0.2129094	0.0514855
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0197417	-0.1484663	0.1158511
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5051367	-0.5808276	-0.4267860
temp + aou	Atlantic	(-Inf,26]	-0.3301347	-0.7806278	0.3991916
temp + aou	Atlantic	(26,26.5]	-0.4038973	-0.5331751	-0.3177106
temp + aou	Atlantic	(26.5,26.75]	0.2386748	0.0116378	0.4358256
temp + aou	Atlantic	(26.75,27]	0.4298145	0.2535391	0.6379817
temp + aou	Atlantic	(27,27.25]	0.5396744	0.4717501	0.5911530
temp + aou	Atlantic	(27.25,27.5]	0.4799063	0.3105352	0.5647339
temp + aou	Atlantic	(27.5,27.75]	0.4745364	0.4582958	0.5023915
temp + aou	Atlantic	(27.75,27.85]	0.3918139	0.3674866	0.4180076
temp + aou	Atlantic	(27.85,27.95]	0.2197027	0.1131452	0.3164104
temp + aou	Atlantic	(27.95,28.05]	-0.1060820	-0.2220483	-0.0378476
temp + aou	Atlantic	(28.05,28.1]	-0.6137305	-0.6653738	-0.5476685
temp + aou	Atlantic	(28.1,28.15]	-0.7790571	-0.8281785	-0.7399038
temp + aou	Atlantic	(28.15,28.2]	-0.8054306	-0.8470215	-0.7525483
temp + aou	Atlantic	(28.2, Inf]	-0.7200683	-0.7836321	-0.5953710
temp + aou	Indo-Pacific	(-Inf,26]	-0.3631427	-0.3994820	-0.3056050
temp + aou	Indo-Pacific	(26,26.5]	-0.2676109	-0.4095080	-0.0601543
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2799206	-0.5307846	-0.0854020
temp + aou	Indo-Pacific	(26.75,27]	-0.4466666	-0.5740949	-0.3279745
temp + aou	Indo-Pacific	(27,27.25]	-0.5884334	-0.6930413	-0.4787446
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4441577	-0.5738609	-0.2094358
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0035184	-0.1226971	0.2045404
temp + aou	Indo-Pacific	(27.75,27.85]	0.4506239	0.3460166	0.5606958
temp + aou	Indo-Pacific	(27.85,27.95]	0.6009822	0.5489666	0.6417670
temp + aou	Indo-Pacific	(27.95,28.05]	0.7357668	0.6703522	0.8564927
temp + aou	Indo-Pacific	(28.05,28.1]	0.7543363	0.6963321	0.8371264
temp + aou	Indo-Pacific	(28.1,28.2]	0.7621246	0.7156885	0.8346382
temp + aou	Indo-Pacific	(28.2,28.3]	0.7392990	0.7065835	0.7882095
temp + aou	Indo-Pacific	(28.3, Inf]	0.9578732	0.9418449	0.9684867
temp + nitrate	Atlantic	(-Inf,26]	-0.3133206	-0.9376675	0.8030394
temp + nitrate	Atlantic	(26,26.5]	-0.3764005	-0.4625112	-0.2663249
temp + nitrate	Atlantic	(26.5,26.75]	0.2122695	-0.0743588	0.4700609
temp + nitrate	Atlantic	(26.75,27]	0.4384093	0.2207313	0.6418975
temp + nitrate	Atlantic	(27,27.25]	0.5271990	0.3971110	0.6005203
temp + nitrate	Atlantic	(27.25,27.5]	0.3256994	0.1114774	0.4852962
temp + nitrate	Atlantic	(27.5,27.75]	0.2269707	0.2038165	0.2616221
temp + nitrate	Atlantic	(27.75,27.85]	-0.2710578	-0.3048362	-0.2212000
temp + nitrate	Atlantic	(27.85,27.95]	-0.4287646	-0.5295714	-0.3463138
temp + nitrate	Atlantic	(27.95,28.05]	-0.5777147	-0.7130980	-0.4086723
temp + nitrate	Atlantic	(28.05,28.1]	-0.8315633	-0.8400578	-0.8153245
temp + nitrate	Atlantic	(28.1,28.15]	-0.8800084	-0.8853568	-0.8753019
temp + nitrate	Atlantic	(28.15,28.2]	-0.8947502	-0.9026876	-0.8789969
temp + nitrate	Atlantic	(28.2, Inf]	-0.8578595	-0.9374513	-0.7811049
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5813744	-0.6491688	-0.5103667
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5581165	-0.6716889	-0.4076677
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5677662	-0.7483541	-0.4202203
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6844403	-0.7573335	-0.6090182
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7508426	-0.8184756	-0.6812054
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6070822	-0.6964946	-0.4388684
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1662466	-0.2853332	0.0139226
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3577926	0.2557258	0.4393838
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5266545	0.4875220	0.5474321
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6696610	0.5842877	0.8191107
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6894825	0.6014635	0.7974600
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6787261	0.6041116	0.7779777
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6332049	0.5854237	0.7164550
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8544785	0.7908203	0.9005132
temp + oxygen	Atlantic	(-Inf,26]	-0.1366140	-0.9543542	0.5445618
temp + oxygen	Atlantic	(26,26.5]	0.1164567	0.0037387	0.2794943
temp + oxygen	Atlantic	(26.5,26.75]	-0.4601925	-0.7204656	-0.2022356
temp + oxygen	Atlantic	(26.75,27]	-0.5546830	-0.7234424	-0.3743421
temp + oxygen	Atlantic	(27,27.25]	-0.6946140	-0.7726082	-0.5956460
temp + oxygen	Atlantic	(27.25,27.5]	-0.6785537	-0.7830445	-0.5119567
temp + oxygen	Atlantic	(27.5,27.75]	-0.6917157	-0.7238464	-0.6447813
temp + oxygen	Atlantic	(27.75,27.85]	-0.6100285	-0.6418955	-0.5686556
temp + oxygen	Atlantic	(27.85,27.95]	-0.5170148	-0.6154959	-0.4514057
temp + oxygen	Atlantic	(27.95,28.05]	-0.3168217	-0.4599353	-0.1989710
temp + oxygen	Atlantic	(28.05,28.1]	0.2337878	0.0587336	0.3886466
temp + oxygen	Atlantic	(28.1,28.15]	0.5626141	0.4547417	0.6729300
temp + oxygen	Atlantic	(28.15,28.2]	0.6328323	0.5265050	0.7277211
temp + oxygen	Atlantic	(28.2, Inf]	0.2768649	0.0267932	0.5012722
temp + oxygen	Indo-Pacific	(-Inf,26]	0.0349444	0.0049807	0.0523084
temp + oxygen	Indo-Pacific	(26,26.5]	0.0335841	-0.1323265	0.1248498
temp + oxygen	Indo-Pacific	(26.5,26.75]	0.0856718	-0.0889676	0.3481016
temp + oxygen	Indo-Pacific	(26.75,27]	0.2508976	0.1285610	0.3896381
temp + oxygen	Indo-Pacific	(27,27.25]	0.4523616	0.3158062	0.5770679
temp + oxygen	Indo-Pacific	(27.25,27.5]	0.3576348	0.1005236	0.5025647
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.0716180	-0.2890356	0.0479404
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.4973646	-0.6139840	-0.3947452
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.6481095	-0.6898775	-0.5956774
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.7735272	-0.8798286	-0.7144755
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.7883778	-0.8620287	-0.7404972
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8020392	-0.8633918	-0.7665999
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.7914525	-0.8299415	-0.7598527
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.9766368	-0.9834995	-0.9672735
temp + phosphate_star	Atlantic	(-Inf,26]	-0.4857755	-0.9871533	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8433756	-0.8751013	-0.7956005
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7992517	-0.8379665	-0.7349510
temp + phosphate_star	Atlantic	(26.75,27]	-0.6484563	-0.7374786	-0.5106846
temp + phosphate_star	Atlantic	(27,27.25]	-0.6159712	-0.6839896	-0.5490303
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5929924	-0.6363073	-0.5239574
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4180513	-0.4360664	-0.3915981
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6748977	-0.7266057	-0.6470237
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7454324	-0.8359936	-0.6893415
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.7925522	-0.9015398	-0.6806914
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9291294	-0.9447619	-0.9127801
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9442404	-0.9539801	-0.9374022
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9427544	-0.9461774	-0.9407468
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9134179	-0.9695899	-0.8693372
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8803035	-0.9107928	-0.8232791
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9365907	-0.9600786	-0.8999641
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9515439	-0.9642827	-0.9266209
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9590877	-0.9687475	-0.9466673
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9588852	-0.9633931	-0.9559670
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9440962	-0.9471305	-0.9402423
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9448425	-0.9548097	-0.9346476
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9142329	-0.9462951	-0.8746914
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9138435	-0.9375987	-0.8826998
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8792918	-0.9438257	-0.8337447
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7349698	-0.8293189	-0.6706846
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6944273	-0.7412953	-0.6562703
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5991142	-0.6052078	-0.5889542
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8812561	-0.8935761	-0.8717059
temp + silicate	Atlantic	(-Inf,26]	-0.6821600	-0.8003479	-0.5559977
temp + silicate	Atlantic	(26,26.5]	0.0843668	0.0612752	0.1106138
temp + silicate	Atlantic	(26.5,26.75]	0.1573043	0.0375137	0.2780958
temp + silicate	Atlantic	(26.75,27]	0.3249679	0.0695056	0.5392708
temp + silicate	Atlantic	(27,27.25]	0.3554562	0.1511638	0.4623949
temp + silicate	Atlantic	(27.25,27.5]	0.0915293	-0.1235022	0.2474700
temp + silicate	Atlantic	(27.5,27.75]	-0.0314976	-0.0466179	-0.0233208
temp + silicate	Atlantic	(27.75,27.85]	-0.5436111	-0.5757819	-0.5134469
temp + silicate	Atlantic	(27.85,27.95]	-0.6774465	-0.7180929	-0.6407064
temp + silicate	Atlantic	(27.95,28.05]	-0.7483519	-0.8156745	-0.6914558
temp + silicate	Atlantic	(28.05,28.1]	-0.8804244	-0.8946780	-0.8688960
temp + silicate	Atlantic	(28.1,28.15]	-0.8928720	-0.9079389	-0.8812935
temp + silicate	Atlantic	(28.15,28.2]	-0.8024442	-0.8280852	-0.7880507
temp + silicate	Atlantic	(28.2, Inf]	-0.6895909	-0.7272672	-0.6286090
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5967481	-0.7281844	-0.3687890
temp + silicate	Indo-Pacific	(26,26.5]	-0.6361640	-0.7064582	-0.5069910
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6845923	-0.8057647	-0.5997174
temp + silicate	Indo-Pacific	(26.75,27]	-0.7339974	-0.7817513	-0.6932762
temp + silicate	Indo-Pacific	(27,27.25]	-0.7864848	-0.8237516	-0.7534787
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6833699	-0.7614908	-0.5431427
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2570912	-0.3856841	-0.0914636
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2802783	0.1685439	0.3565712
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4757833	0.4426317	0.4945612
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6487734	0.5647648	0.8010630
temp + silicate	Indo-Pacific	(28.05,28.1]	0.6977003	0.6238668	0.7976819
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6840222	0.6292056	0.7718373
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7159316	0.6653459	0.8131764
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8277196	0.7838972	0.8773536

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
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
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]	0.2280189	-0.3027302	0.6358479
aou	Atlantic	(26,26.5]	0.1485940	0.0829677	0.2795637
aou	Atlantic	(26.5,26.75]	-0.3009121	-0.4267299	-0.1551184
aou	Atlantic	(26.75,27]	-0.3885349	-0.4474610	-0.3119410
aou	Atlantic	(27,27.25]	-0.5874527	-0.6580371	-0.4574849
aou	Atlantic	(27.25,27.5]	-0.6491746	-0.7109074	-0.5588419
aou	Atlantic	(27.5,27.75]	-0.5355227	-0.5719480	-0.5149800
aou	Atlantic	(27.75,27.85]	-0.4586831	-0.4899852	-0.4427961
aou	Atlantic	(27.85,27.95]	-0.6243611	-0.7473130	-0.4827330
aou	Atlantic	(27.95,28.05]	-0.7718485	-0.8124495	-0.6911966
aou	Atlantic	(28.05,28.1]	-0.9283520	-0.9515712	-0.9117691
aou	Atlantic	(28.1,28.15]	-0.9608970	-0.9642954	-0.9571224
aou	Atlantic	(28.15,28.2]	-0.9635998	-0.9750149	-0.9510036
aou	Atlantic	(28.2, Inf]	-0.8351914	-0.8839788	-0.7922908
aou	Indo-Pacific	(-Inf,26]	0.1737150	0.0809433	0.3215182
aou	Indo-Pacific	(26,26.5]	-0.4648911	-0.5268012	-0.3852694
aou	Indo-Pacific	(26.5,26.75]	-0.6516780	-0.7154282	-0.6119464
aou	Indo-Pacific	(26.75,27]	-0.8099221	-0.8456818	-0.7757145
aou	Indo-Pacific	(27,27.25]	-0.7066703	-0.7653801	-0.6391312
aou	Indo-Pacific	(27.25,27.5]	-0.4955558	-0.5904847	-0.3808410
aou	Indo-Pacific	(27.5,27.75]	0.0271506	-0.1384013	0.2982128
aou	Indo-Pacific	(27.75,27.85]	0.4905756	0.3147401	0.6719993
aou	Indo-Pacific	(27.85,27.95]	0.5210601	0.2958620	0.6830955
aou	Indo-Pacific	(27.95,28.05]	0.3432015	-0.0756721	0.5912169
aou	Indo-Pacific	(28.05,28.1]	0.4371888	0.1676594	0.5949565
aou	Indo-Pacific	(28.1,28.2]	0.4145957	0.2728119	0.5452611
aou	Indo-Pacific	(28.2,28.3]	0.4621319	0.3677759	0.6125489
aou	Indo-Pacific	(28.3, Inf]	0.0142810	-0.1239963	0.1951907
nitrate	Atlantic	(-Inf,26]	0.0491604	-0.7714572	0.7340005
nitrate	Atlantic	(26,26.5]	-0.1874278	-0.2945346	-0.0205459
nitrate	Atlantic	(26.5,26.75]	-0.4387405	-0.5487943	-0.2762905
nitrate	Atlantic	(26.75,27]	-0.5119328	-0.5762090	-0.4507582
nitrate	Atlantic	(27,27.25]	-0.7430154	-0.7971435	-0.6442901
nitrate	Atlantic	(27.25,27.5]	-0.8631918	-0.8960005	-0.8111445
nitrate	Atlantic	(27.5,27.75]	-0.9006672	-0.9117008	-0.8792312
nitrate	Atlantic	(27.75,27.85]	-0.9552094	-0.9651655	-0.9441204
nitrate	Atlantic	(27.85,27.95]	-0.9756344	-0.9793903	-0.9712225
nitrate	Atlantic	(27.95,28.05]	-0.9497598	-0.9598204	-0.9408892
nitrate	Atlantic	(28.05,28.1]	-0.9925557	-0.9939742	-0.9907741
nitrate	Atlantic	(28.1,28.15]	-0.9909222	-0.9921485	-0.9900852
nitrate	Atlantic	(28.15,28.2]	-0.9913055	-0.9924452	-0.9901351
nitrate	Atlantic	(28.2, Inf]	-0.9652578	-0.9805001	-0.9543403
nitrate	Indo-Pacific	(-Inf,26]	0.1764655	0.0744073	0.3242235
nitrate	Indo-Pacific	(26,26.5]	-0.5279879	-0.5826097	-0.4209167
nitrate	Indo-Pacific	(26.5,26.75]	-0.6652105	-0.7023925	-0.6355909
nitrate	Indo-Pacific	(26.75,27]	-0.7081527	-0.7608407	-0.6688447
nitrate	Indo-Pacific	(27,27.25]	-0.6203114	-0.6499942	-0.5760579
nitrate	Indo-Pacific	(27.25,27.5]	-0.4602355	-0.5201839	-0.3655004
nitrate	Indo-Pacific	(27.5,27.75]	0.0239958	-0.1034535	0.2570418
nitrate	Indo-Pacific	(27.75,27.85]	0.5146230	0.3428855	0.6919652
nitrate	Indo-Pacific	(27.85,27.95]	0.5546485	0.3359105	0.7192210
nitrate	Indo-Pacific	(27.95,28.05]	0.3887088	-0.0262804	0.6399608
nitrate	Indo-Pacific	(28.05,28.1]	0.4822692	0.2136766	0.6243846
nitrate	Indo-Pacific	(28.1,28.2]	0.4772314	0.3387627	0.5921940
nitrate	Indo-Pacific	(28.2,28.3]	0.5495594	0.4795688	0.6718967
nitrate	Indo-Pacific	(28.3, Inf]	-0.1153241	-0.3142700	0.0580344
oxygen	Atlantic	(-Inf,26]	0.0692372	-0.4953852	0.8998351
oxygen	Atlantic	(26,26.5]	-0.0863147	-0.2123357	0.0010563
oxygen	Atlantic	(26.5,26.75]	0.4149781	0.2578138	0.6658422
oxygen	Atlantic	(26.75,27]	0.4654282	0.4456645	0.5030714
oxygen	Atlantic	(27,27.25]	0.6642880	0.4841445	0.7548633
oxygen	Atlantic	(27.25,27.5]	0.6657083	0.5423308	0.7562248
oxygen	Atlantic	(27.5,27.75]	0.5347554	0.4983446	0.5742872
oxygen	Atlantic	(27.75,27.85]	0.3038471	0.2770423	0.3490797
oxygen	Atlantic	(27.85,27.95]	0.4043880	0.2095823	0.5468542
oxygen	Atlantic	(27.95,28.05]	0.5274749	0.2939936	0.6677749
oxygen	Atlantic	(28.05,28.1]	0.7225860	0.6125154	0.8315074
oxygen	Atlantic	(28.1,28.15]	0.8739370	0.8364509	0.9123561
oxygen	Atlantic	(28.15,28.2]	0.8935742	0.8475168	0.9225965
oxygen	Atlantic	(28.2, Inf]	0.5576196	0.4487928	0.7473536
oxygen	Indo-Pacific	(-Inf,26]	-0.0213712	-0.1459874	0.0886914
oxygen	Indo-Pacific	(26,26.5]	0.4378124	0.3462369	0.5168355
oxygen	Indo-Pacific	(26.5,26.75]	0.6031949	0.5551581	0.6883789
oxygen	Indo-Pacific	(26.75,27]	0.8049809	0.7748795	0.8478858
oxygen	Indo-Pacific	(27,27.25]	0.7323464	0.6601299	0.7899411
oxygen	Indo-Pacific	(27.25,27.5]	0.4897055	0.3599638	0.5923341
oxygen	Indo-Pacific	(27.5,27.75]	-0.0276858	-0.3087918	0.1455084
oxygen	Indo-Pacific	(27.75,27.85]	-0.4639038	-0.6462761	-0.2845882
oxygen	Indo-Pacific	(27.85,27.95]	-0.4838654	-0.6494007	-0.2512324
oxygen	Indo-Pacific	(27.95,28.05]	-0.3039132	-0.5538679	0.1150474
oxygen	Indo-Pacific	(28.05,28.1]	-0.4019225	-0.5654656	-0.1297186
oxygen	Indo-Pacific	(28.1,28.2]	-0.3746085	-0.5091440	-0.2316020
oxygen	Indo-Pacific	(28.2,28.3]	-0.4215697	-0.5775108	-0.3217530
oxygen	Indo-Pacific	(28.3, Inf]	-0.0023640	-0.1883849	0.1348906
phosphate_star	Atlantic	(-Inf,26]	0.4496741	-0.1868457	0.9490640
phosphate_star	Atlantic	(26,26.5]	0.1807726	0.1536640	0.2229838
phosphate_star	Atlantic	(26.5,26.75]	0.0243715	-0.3644907	0.5027143
phosphate_star	Atlantic	(26.75,27]	-0.0918834	-0.2388241	0.1751645
phosphate_star	Atlantic	(27,27.25]	-0.1426980	-0.5494616	0.1044619
phosphate_star	Atlantic	(27.25,27.5]	-0.4585189	-0.6825803	-0.3453649
phosphate_star	Atlantic	(27.5,27.75]	-0.7273254	-0.7969316	-0.6720928
phosphate_star	Atlantic	(27.75,27.85]	-0.9123074	-0.9308064	-0.9004049
phosphate_star	Atlantic	(27.85,27.95]	-0.9183370	-0.9391960	-0.9076212
phosphate_star	Atlantic	(27.95,28.05]	-0.8952516	-0.9027553	-0.8898910
phosphate_star	Atlantic	(28.05,28.1]	-0.9625581	-0.9720107	-0.9513857
phosphate_star	Atlantic	(28.1,28.15]	-0.9718939	-0.9789012	-0.9628089
phosphate_star	Atlantic	(28.15,28.2]	-0.9801348	-0.9855600	-0.9759847
phosphate_star	Atlantic	(28.2, Inf]	-0.9721786	-0.9807149	-0.9555834
phosphate_star	Indo-Pacific	(-Inf,26]	0.2212368	0.1042973	0.3811802
phosphate_star	Indo-Pacific	(26,26.5]	-0.4664935	-0.5236716	-0.3970503
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5968554	-0.6966649	-0.4693032
phosphate_star	Indo-Pacific	(26.75,27]	-0.5378087	-0.5883225	-0.4802465
phosphate_star	Indo-Pacific	(27,27.25]	-0.4934362	-0.5334864	-0.4356472
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5036883	-0.5217742	-0.4877715
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1799346	-0.3195258	-0.0974900
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2456634	0.0084758	0.3949554
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3195487	0.1373999	0.4712150
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4096734	0.2713213	0.5834023
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3952851	0.3428198	0.4932696
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3783888	0.2942395	0.4774365
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3212737	0.2716233	0.3734016
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2669908	-0.4490551	-0.1615733
sal	Atlantic	(-Inf,26]	-0.1655114	-0.8946301	0.5631449
sal	Atlantic	(26,26.5]	-0.0283404	-0.1033339	0.0706375
sal	Atlantic	(26.5,26.75]	-0.4607241	-0.8757387	0.0028308
sal	Atlantic	(26.75,27]	-0.6452727	-0.7988317	-0.4495456
sal	Atlantic	(27,27.25]	-0.6419525	-0.7779966	-0.3733573
sal	Atlantic	(27.25,27.5]	-0.3860900	-0.5815912	-0.0840659
sal	Atlantic	(27.5,27.75]	-0.3070508	-0.3644263	-0.1935382
sal	Atlantic	(27.75,27.85]	0.2391213	0.1664645	0.2892660
sal	Atlantic	(27.85,27.95]	0.3877560	0.2717701	0.5086123
sal	Atlantic	(27.95,28.05]	0.4607589	0.3020746	0.6470615
sal	Atlantic	(28.05,28.1]	0.8683824	0.8557888	0.8807267
sal	Atlantic	(28.1,28.15]	0.9116044	0.9075718	0.9184047
sal	Atlantic	(28.15,28.2]	0.9073741	0.8991388	0.9143013
sal	Atlantic	(28.2, Inf]	0.8259038	0.7680694	0.8817188
sal	Indo-Pacific	(-Inf,26]	0.0970395	-0.1586468	0.4808883
sal	Indo-Pacific	(26,26.5]	0.3026963	0.2693788	0.3607798
sal	Indo-Pacific	(26.5,26.75]	0.4357012	0.3421624	0.4980995
sal	Indo-Pacific	(26.75,27]	0.3731761	0.3191525	0.4747604
sal	Indo-Pacific	(27,27.25]	0.2824567	0.1960590	0.3448889
sal	Indo-Pacific	(27.25,27.5]	0.1694406	0.1583365	0.1802345
sal	Indo-Pacific	(27.5,27.75]	-0.2219025	-0.3466547	0.0192762
sal	Indo-Pacific	(27.75,27.85]	-0.2310334	-0.4474004	0.0585621
sal	Indo-Pacific	(27.85,27.95]	-0.1263804	-0.3882287	0.0875579
sal	Indo-Pacific	(27.95,28.05]	-0.1437278	-0.4519536	0.0489049
sal	Indo-Pacific	(28.05,28.1]	0.0094302	-0.1851807	0.1827495
sal	Indo-Pacific	(28.1,28.2]	0.0520201	-0.0526815	0.1874505
sal	Indo-Pacific	(28.2,28.3]	0.0168647	-0.0625189	0.1399835
sal	Indo-Pacific	(28.3, Inf]	0.0150764	-0.2303172	0.2796542
silicate	Atlantic	(-Inf,26]	0.2391763	-0.1165638	0.4460557
silicate	Atlantic	(26,26.5]	-0.5357021	-0.6152203	-0.4371921
silicate	Atlantic	(26.5,26.75]	-0.3725540	-0.5284731	-0.2926515
silicate	Atlantic	(26.75,27]	-0.6617635	-0.7304369	-0.5927240
silicate	Atlantic	(27,27.25]	-0.8630448	-0.8643897	-0.8609840
silicate	Atlantic	(27.25,27.5]	-0.9008939	-0.9244174	-0.8882187
silicate	Atlantic	(27.5,27.75]	-0.9020209	-0.9312247	-0.8832015
silicate	Atlantic	(27.75,27.85]	-0.9389554	-0.9456233	-0.9337539
silicate	Atlantic	(27.85,27.95]	-0.9196317	-0.9342177	-0.9005519
silicate	Atlantic	(27.95,28.05]	-0.8776084	-0.9049882	-0.8571438
silicate	Atlantic	(28.05,28.1]	-0.9536052	-0.9603524	-0.9421355
silicate	Atlantic	(28.1,28.15]	-0.9648172	-0.9703539	-0.9567585
silicate	Atlantic	(28.15,28.2]	-0.9540972	-0.9618134	-0.9479517
silicate	Atlantic	(28.2, Inf]	-0.8688496	-0.9004862	-0.8309967
silicate	Indo-Pacific	(-Inf,26]	0.0594600	-0.2182995	0.3301150
silicate	Indo-Pacific	(26,26.5]	-0.6195405	-0.6769702	-0.5886934
silicate	Indo-Pacific	(26.5,26.75]	-0.7491791	-0.7668861	-0.7247445
silicate	Indo-Pacific	(26.75,27]	-0.7225599	-0.7383215	-0.7096021
silicate	Indo-Pacific	(27,27.25]	-0.5855735	-0.6484782	-0.5016360
silicate	Indo-Pacific	(27.25,27.5]	-0.4224343	-0.4992156	-0.3260010
silicate	Indo-Pacific	(27.5,27.75]	0.0767619	-0.0685033	0.3191716
silicate	Indo-Pacific	(27.75,27.85]	0.5631973	0.3912418	0.7459057
silicate	Indo-Pacific	(27.85,27.95]	0.5948753	0.3709287	0.7650036
silicate	Indo-Pacific	(27.95,28.05]	0.4129447	-0.0087092	0.6713833
silicate	Indo-Pacific	(28.05,28.1]	0.4952019	0.2260028	0.6452269
silicate	Indo-Pacific	(28.1,28.2]	0.4902474	0.3465565	0.6178594
silicate	Indo-Pacific	(28.2,28.3]	0.5337022	0.4517141	0.6821456
silicate	Indo-Pacific	(28.3, Inf]	-0.3369250	-0.3934396	-0.2576891
temp	Atlantic	(-Inf,26]	-0.5982677	-0.9749021	-0.0055925
temp	Atlantic	(26,26.5]	-0.2433447	-0.2809933	-0.1682493
temp	Atlantic	(26.5,26.75]	-0.4734135	-0.8705915	-0.0231668
temp	Atlantic	(26.75,27]	-0.6158333	-0.7840291	-0.4085477
temp	Atlantic	(27,27.25]	-0.6454268	-0.7854652	-0.3680260
temp	Atlantic	(27.25,27.5]	-0.4108951	-0.6046603	-0.1209882
temp	Atlantic	(27.5,27.75]	-0.3009631	-0.3544988	-0.1993224
temp	Atlantic	(27.75,27.85]	0.3241549	0.2735352	0.3663094
temp	Atlantic	(27.85,27.95]	0.4384980	0.3470378	0.5375811
temp	Atlantic	(27.95,28.05]	0.4723508	0.3317812	0.6252677
temp	Atlantic	(28.05,28.1]	0.7974978	0.7922936	0.8007509
temp	Atlantic	(28.1,28.15]	0.8430891	0.8392722	0.8477669
temp	Atlantic	(28.15,28.2]	0.8700238	0.8556020	0.8825974
temp	Atlantic	(28.2, Inf]	0.8162363	0.7107737	0.9184289
temp	Indo-Pacific	(-Inf,26]	-0.5153569	-0.5668151	-0.4451219
temp	Indo-Pacific	(26,26.5]	0.2191483	0.1945768	0.2614811
temp	Indo-Pacific	(26.5,26.75]	0.3900995	0.2899579	0.4494129
temp	Indo-Pacific	(26.75,27]	0.3300159	0.2859101	0.4166953
temp	Indo-Pacific	(27,27.25]	0.2738515	0.1864489	0.3319664
temp	Indo-Pacific	(27.25,27.5]	0.2904694	0.2709332	0.3091455
temp	Indo-Pacific	(27.5,27.75]	0.0466968	-0.0627313	0.2074266
temp	Indo-Pacific	(27.75,27.85]	-0.2006183	-0.4110993	0.0778208
temp	Indo-Pacific	(27.85,27.95]	-0.1637937	-0.3934927	0.0559666
temp	Indo-Pacific	(27.95,28.05]	-0.2160158	-0.4963723	-0.0090749
temp	Indo-Pacific	(28.05,28.1]	-0.1013387	-0.2985625	0.0367102
temp	Indo-Pacific	(28.1,28.2]	-0.0849275	-0.1859216	0.0119331
temp	Indo-Pacific	(28.2,28.3]	0.0133827	-0.0666427	0.1304910
temp	Indo-Pacific	(28.3, Inf]	-0.0230798	-0.1493311	0.1713874

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