eMLR - assumption testing

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Last updated: 2021-08-05

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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Seed: set.seed(20200707)

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Session information: recorded

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File paths: relative

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Repository version: f138ee9

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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	3253031	Donghe-Zhu	2021-08-05	Build site.
html	6c70952	Donghe-Zhu	2021-08-01	Build site.
html	2666bd7	Donghe-Zhu	2021-08-01	Build site.
html	e51cfa2	Donghe-Zhu	2021-08-01	Build site.
html	78cbc18	Donghe-Zhu	2021-08-01	Build site.
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.
html	b110c47	Donghe-Zhu	2021-08-01	Build site.
html	3611a48	Donghe-Zhu	2021-08-01	Build site.
html	af832ef	Donghe-Zhu	2021-07-31	Build site.
html	016f9ed	Donghe-Zhu	2021-07-31	Build site.
html	2080ac5	Donghe-Zhu	2021-07-31	Build site.
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html	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
html	4abf542	Donghe-Zhu	2021-07-31	Build site.
html	a2483f0	Donghe-Zhu	2021-07-31	Build site.
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html	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
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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	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
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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	0d0b48d	Donghe-Zhu	2021-07-27	Build site.
html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
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.
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html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
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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.
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html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
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html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
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html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
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html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
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html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
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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	b81bb49	Donghe-Zhu	2021-05-27	Build site.
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.
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html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
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html	3607f4d	Donghe-Zhu	2021-03-07	Build site.
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---

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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ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
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
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
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]	0.8553173	0.8131935	0.9123707
aou + nitrate	Atlantic	(26,26.5]	0.9178771	0.9032040	0.9290646
aou + nitrate	Atlantic	(26.5,26.75]	0.9313440	0.9023816	0.9509631
aou + nitrate	Atlantic	(26.75,27]	0.9356580	0.9144492	0.9466316
aou + nitrate	Atlantic	(27,27.25]	0.8706152	0.8213495	0.8975732
aou + nitrate	Atlantic	(27.25,27.5]	0.8509357	0.8283382	0.8725040
aou + nitrate	Atlantic	(27.5,27.75]	0.7554707	0.6874999	0.8456723
aou + nitrate	Atlantic	(27.75,27.85]	0.7009598	0.6692176	0.7203242
aou + nitrate	Atlantic	(27.85,27.95]	0.8085412	0.7674118	0.8445959
aou + nitrate	Atlantic	(27.95,28.05]	0.8687645	0.8500360	0.8913429
aou + nitrate	Atlantic	(28.05,28.1]	0.9632520	0.9599117	0.9684829
aou + nitrate	Atlantic	(28.1,28.15]	0.9752581	0.9706484	0.9815046
aou + nitrate	Atlantic	(28.15,28.2]	0.9830238	0.9758359	0.9908258
aou + nitrate	Atlantic	(28.2, Inf]	0.8671233	0.8552229	0.8829589
aou + nitrate	Indo-Pacific	(-Inf,26]	0.7239967	0.6335084	0.7866609
aou + nitrate	Indo-Pacific	(26,26.5]	0.6217069	0.5239558	0.6714790
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.5898309	0.5521660	0.6426352
aou + nitrate	Indo-Pacific	(26.75,27]	0.3620505	0.3047839	0.4207292
aou + nitrate	Indo-Pacific	(27,27.25]	0.1890224	0.0594236	0.3327461
aou + nitrate	Indo-Pacific	(27.25,27.5]	-0.0515701	-0.2703516	0.0810217
aou + nitrate	Indo-Pacific	(27.5,27.75]	-0.1676274	-0.2575925	-0.0998228
aou + nitrate	Indo-Pacific	(27.75,27.85]	-0.1540966	-0.2156808	-0.1101395
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.0199319	-0.0850393	0.0884879
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.7480673	0.6871578	0.8009225
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9623453	0.9495805	0.9743868
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9765006	0.9741478	0.9778785
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.8114697	0.7681560	0.8403584
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.6225643	0.5086153	0.8504283
aou + phosphate	Atlantic	(-Inf,26]	0.8177136	0.7666549	0.9045144
aou + phosphate	Atlantic	(26,26.5]	0.9235144	0.9147600	0.9310988
aou + phosphate	Atlantic	(26.5,26.75]	0.9455816	0.9251786	0.9657093
aou + phosphate	Atlantic	(26.75,27]	0.9546831	0.9434831	0.9634387
aou + phosphate	Atlantic	(27,27.25]	0.9245476	0.9034213	0.9524688
aou + phosphate	Atlantic	(27.25,27.5]	0.9125104	0.8900219	0.9246542
aou + phosphate	Atlantic	(27.5,27.75]	0.9196364	0.8748884	0.9442871
aou + phosphate	Atlantic	(27.75,27.85]	0.8871680	0.7851170	0.9416208
aou + phosphate	Atlantic	(27.85,27.95]	0.9151337	0.8621543	0.9459054
aou + phosphate	Atlantic	(27.95,28.05]	0.8895384	0.8777142	0.9040079
aou + phosphate	Atlantic	(28.05,28.1]	0.9650778	0.9614333	0.9695128
aou + phosphate	Atlantic	(28.1,28.15]	0.9770576	0.9724647	0.9828382
aou + phosphate	Atlantic	(28.15,28.2]	0.9838127	0.9772091	0.9908596
aou + phosphate	Atlantic	(28.2, Inf]	0.8703172	0.8621286	0.8818556
aou + phosphate	Indo-Pacific	(-Inf,26]	0.7571128	0.6888986	0.8284392
aou + phosphate	Indo-Pacific	(26,26.5]	0.8208749	0.7826760	0.8406449
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9099941	0.8842359	0.9257858
aou + phosphate	Indo-Pacific	(26.75,27]	0.9376463	0.9243182	0.9481972
aou + phosphate	Indo-Pacific	(27,27.25]	0.9078444	0.8888329	0.9314752
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.8725588	0.8581192	0.9001360
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9291120	0.9203516	0.9417413
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9755943	0.9725969	0.9811525
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9903044	0.9897390	0.9911200
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9956573	0.9955072	0.9958513
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9942270	0.9920251	0.9960772
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9859724	0.9830747	0.9878258
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8247178	0.7820350	0.8565761
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6414987	0.5239395	0.8726008
aou + phosphate_star	Atlantic	(-Inf,26]	0.4347918	0.3485923	0.5484636
aou + phosphate_star	Atlantic	(26,26.5]	0.3577698	0.2452481	0.4868672
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4062226	0.1334887	0.5736956
aou + phosphate_star	Atlantic	(26.75,27]	0.4731574	0.3012601	0.5767088
aou + phosphate_star	Atlantic	(27,27.25]	0.1689814	-0.2023288	0.4436777
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1264468	-0.0583426	0.2284931
aou + phosphate_star	Atlantic	(27.5,27.75]	0.2153417	0.1163483	0.3308761
aou + phosphate_star	Atlantic	(27.75,27.85]	0.2368570	0.1682591	0.3081469
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3040819	0.2431471	0.3594899
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5698019	0.4595030	0.7623867
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8829991	0.8710918	0.9042755
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9112722	0.8970354	0.9243893
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9569033	0.9515275	0.9673533
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7817785	0.7342042	0.8418811
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.3784271	0.3279521	0.4323482
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.1581805	0.0494436	0.2315196
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.3838867	0.3295211	0.4428565
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5448344	0.4438401	0.6076079
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.5157626	0.4651886	0.6160790
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5519779	0.4682778	0.6152570
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6490821	0.5861460	0.7349026
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.7775848	0.7373869	0.8407311
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8320266	0.8129772	0.8456368
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8049994	0.7879221	0.8164732
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7218087	0.7169425	0.7306662
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6222926	0.5941582	0.6736900
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2737125	0.2256122	0.3608132
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0383404	0.0206548	0.0621929
aou + silicate	Atlantic	(-Inf,26]	0.7430076	0.6683313	0.8409460
aou + silicate	Atlantic	(26,26.5]	0.7759205	0.7418200	0.8026872
aou + silicate	Atlantic	(26.5,26.75]	0.8112429	0.7094345	0.8715217
aou + silicate	Atlantic	(26.75,27]	0.8245586	0.7744320	0.8610341
aou + silicate	Atlantic	(27,27.25]	0.6881496	0.5297381	0.8193210
aou + silicate	Atlantic	(27.25,27.5]	0.6340055	0.5947059	0.6580927
aou + silicate	Atlantic	(27.5,27.75]	0.6690512	0.6466921	0.7071883
aou + silicate	Atlantic	(27.75,27.85]	0.6686153	0.6293006	0.7144091
aou + silicate	Atlantic	(27.85,27.95]	0.7130927	0.6950612	0.7412234
aou + silicate	Atlantic	(27.95,28.05]	0.6990848	0.6414975	0.8070087
aou + silicate	Atlantic	(28.05,28.1]	0.6619443	0.6194620	0.7220751
aou + silicate	Atlantic	(28.1,28.15]	0.5382754	0.4951023	0.5636176
aou + silicate	Atlantic	(28.15,28.2]	0.5627729	0.4718911	0.6739394
aou + silicate	Atlantic	(28.2, Inf]	0.4557634	0.4102794	0.5015486
aou + silicate	Indo-Pacific	(-Inf,26]	0.5580170	0.4723512	0.6172003
aou + silicate	Indo-Pacific	(26,26.5]	0.5250103	0.4738086	0.5796763
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7152006	0.6528552	0.7505335
aou + silicate	Indo-Pacific	(26.75,27]	0.8019134	0.7952471	0.8066285
aou + silicate	Indo-Pacific	(27,27.25]	0.8437673	0.8236914	0.8629527
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9029387	0.8958489	0.9150229
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9292681	0.9216723	0.9374082
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9327451	0.9278523	0.9418332
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9166731	0.9121919	0.9194425
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8860085	0.8575903	0.9071657
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9146156	0.8923619	0.9489695
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8586594	0.8476746	0.8709688
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7690760	0.7452593	0.7817053
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4230337	0.3842649	0.4734299
nitrate + phosphate	Atlantic	(-Inf,26]	0.9868546	0.9855311	0.9892814
nitrate + phosphate	Atlantic	(26,26.5]	0.9917874	0.9860491	0.9989196
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9917193	0.9851649	0.9990512
nitrate + phosphate	Atlantic	(26.75,27]	0.9888503	0.9808465	0.9966606
nitrate + phosphate	Atlantic	(27,27.25]	0.9657321	0.9469155	0.9921385
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9558254	0.9305778	0.9951490
nitrate + phosphate	Atlantic	(27.5,27.75]	0.8595950	0.7854864	0.9889295
nitrate + phosphate	Atlantic	(27.75,27.85]	0.8948268	0.8351055	0.9853473
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9649573	0.9534850	0.9793626
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9962644	0.9961314	0.9964799
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9989994	0.9988242	0.9991064
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995541	0.9994667	0.9996338
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9998865	0.9998618	0.9999048
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9996662	0.9995164	0.9998277
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9617941	0.9509195	0.9717774
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8692956	0.8610508	0.8773129
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.6381972	0.5480294	0.6978018
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.2926357	0.1897784	0.4021285
nitrate + phosphate	Indo-Pacific	(27,27.25]	-0.0466288	-0.2298335	0.1560888
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	-0.4175351	-0.6445486	-0.2440598
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	-0.4475809	-0.5387518	-0.3989440
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	-0.3111505	-0.3781121	-0.2479659
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	-0.0593345	-0.1710036	0.0153471
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.7683173	0.7136186	0.8128721
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9732173	0.9682232	0.9783475
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9951649	0.9940879	0.9958441
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9973117	0.9971039	0.9976497
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9977757	0.9973044	0.9980221
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8046985	0.7753263	0.8252120
nitrate + phosphate_star	Atlantic	(26,26.5]	0.6652688	0.6113677	0.7262249
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6802563	0.5159102	0.7758672
nitrate + phosphate_star	Atlantic	(26.75,27]	0.7213025	0.6172730	0.7833349
nitrate + phosphate_star	Atlantic	(27,27.25]	0.5541778	0.3070993	0.7088401
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.5421807	0.3614548	0.6614380
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5840693	0.4482401	0.6685073
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7618188	0.7336107	0.7911300
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.7711300	0.6886591	0.8607959
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.8884117	0.8499439	0.9645879
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9642805	0.9549759	0.9756328
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9652204	0.9586513	0.9755527
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9851774	0.9829494	0.9881700
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9788718	0.9685582	0.9903018
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8807034	0.8460797	0.9057764
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7276192	0.6027636	0.8443028
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5204482	0.3592420	0.6657094
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.2459026	0.0796103	0.4042853
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.1839353	-0.3886777	0.0443184
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6021507	-0.7795132	-0.4315356
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6484121	-0.7317471	-0.5655822
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4869481	-0.5671970	-0.3784471
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1780200	-0.3020172	-0.0777780
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7700245	0.7464799	0.8059951
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7901095	0.7516513	0.8151369
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7420702	0.6924844	0.8033346
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7171808	0.6788713	0.7377702
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7660205	0.5657372	0.8681342
nitrate + silicate	Atlantic	(-Inf,26]	0.8978751	0.8566996	0.9184976
nitrate + silicate	Atlantic	(26,26.5]	0.8963538	0.8591999	0.9162154
nitrate + silicate	Atlantic	(26.5,26.75]	0.9334828	0.9053929	0.9599377
nitrate + silicate	Atlantic	(26.75,27]	0.9391764	0.9233690	0.9573178
nitrate + silicate	Atlantic	(27,27.25]	0.8921117	0.8348963	0.9333651
nitrate + silicate	Atlantic	(27.25,27.5]	0.8759008	0.8405992	0.8995465
nitrate + silicate	Atlantic	(27.5,27.75]	0.8515129	0.8058277	0.9020310
nitrate + silicate	Atlantic	(27.75,27.85]	0.9425804	0.9347373	0.9504999
nitrate + silicate	Atlantic	(27.85,27.95]	0.9568812	0.9400086	0.9730263
nitrate + silicate	Atlantic	(27.95,28.05]	0.8375773	0.8168233	0.8638176
nitrate + silicate	Atlantic	(28.05,28.1]	0.6305015	0.5706345	0.6659504
nitrate + silicate	Atlantic	(28.1,28.15]	0.5146928	0.4491143	0.5835381
nitrate + silicate	Atlantic	(28.15,28.2]	0.5913458	0.5382773	0.6724633
nitrate + silicate	Atlantic	(28.2, Inf]	0.6950460	0.6770492	0.7124732
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9181566	0.9051843	0.9246614
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8523767	0.8251785	0.8813965
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.6708296	0.5864304	0.7478291
nitrate + silicate	Indo-Pacific	(26.75,27]	0.4515004	0.3523762	0.5427379
nitrate + silicate	Indo-Pacific	(27,27.25]	0.3224197	0.1235358	0.4949497
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.0388587	-0.2722148	0.2364271
nitrate + silicate	Indo-Pacific	(27.5,27.75]	-0.0399911	-0.1976406	0.0572574
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.0826596	-0.0267319	0.1542492
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.2815422	0.1487641	0.3622957
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.8539786	0.8223230	0.8773381
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9325505	0.9151398	0.9591584
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9001463	0.8937530	0.9107387
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9477699	0.9369215	0.9623066
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6422434	0.5822056	0.7083145
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8127588	0.7801654	0.8367477
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6634448	0.6065437	0.7282355
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.6674262	0.4974832	0.7660257
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7071716	0.5987163	0.7722943
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5164458	0.2347610	0.6941284
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5101783	0.3222686	0.6420324
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.5665816	0.4309124	0.6401436
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.6305656	0.5575407	0.7292799
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6416346	0.5376857	0.7737892
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8611696	0.8162228	0.9476776
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9611820	0.9519212	0.9722262
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9627152	0.9568500	0.9735263
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9843545	0.9825551	0.9871558
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9751774	0.9624353	0.9889930
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8728232	0.8149389	0.9056980
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6876493	0.5827564	0.7605381
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7272343	0.7072749	0.7449503
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7937002	0.7427453	0.8197037
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8145895	0.7862277	0.8489700
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.8818628	0.8488237	0.9074237
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.8786615	0.8511343	0.9148345
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.8907047	0.8672169	0.9235082
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8946177	0.8814025	0.9024489
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8511803	0.8343952	0.8624445
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7819458	0.7647534	0.7906158
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7254614	0.6825899	0.7861840
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7128230	0.6771649	0.7350066
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7494931	0.5303340	0.8616208
sal + aou	Atlantic	(-Inf,26]	-0.0043824	-0.0554401	0.0708322
sal + aou	Atlantic	(26,26.5]	0.1163789	-0.0012430	0.2878426
sal + aou	Atlantic	(26.5,26.75]	-0.1085945	-0.4021370	0.0665882
sal + aou	Atlantic	(26.75,27]	-0.2927788	-0.4753051	-0.1813111
sal + aou	Atlantic	(27,27.25]	-0.0155715	-0.3432491	0.2737679
sal + aou	Atlantic	(27.25,27.5]	-0.0621585	-0.1779810	0.0955900
sal + aou	Atlantic	(27.5,27.75]	-0.1631463	-0.2809662	-0.0526138
sal + aou	Atlantic	(27.75,27.85]	-0.1583092	-0.1838964	-0.1374919
sal + aou	Atlantic	(27.85,27.95]	-0.2208857	-0.3082795	-0.1462797
sal + aou	Atlantic	(27.95,28.05]	-0.5393632	-0.7385723	-0.4250958
sal + aou	Atlantic	(28.05,28.1]	-0.8344791	-0.8739358	-0.8028310
sal + aou	Atlantic	(28.1,28.15]	-0.8353941	-0.8761626	-0.8119202
sal + aou	Atlantic	(28.15,28.2]	-0.9110208	-0.9334723	-0.8926861
sal + aou	Atlantic	(28.2, Inf]	-0.7367536	-0.8878986	-0.5746261
sal + aou	Indo-Pacific	(-Inf,26]	-0.0708400	-0.1303456	0.0150279
sal + aou	Indo-Pacific	(26,26.5]	0.0967544	-0.0327909	0.2667285
sal + aou	Indo-Pacific	(26.5,26.75]	-0.0343493	-0.0903124	0.0586020
sal + aou	Indo-Pacific	(26.75,27]	-0.0733544	-0.1937402	0.1245729
sal + aou	Indo-Pacific	(27,27.25]	0.1708903	-0.0491858	0.3709085
sal + aou	Indo-Pacific	(27.25,27.5]	0.3413573	0.1321782	0.4841579
sal + aou	Indo-Pacific	(27.5,27.75]	0.3661973	0.1584303	0.4910564
sal + aou	Indo-Pacific	(27.75,27.85]	0.2057641	0.0282485	0.3557581
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0195367	-0.0737029	0.0837441
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2616683	-0.3326392	-0.1645266
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0966881	-0.1617237	-0.0015733
sal + aou	Indo-Pacific	(28.1,28.2]	0.2173137	0.1831745	0.2346411
sal + aou	Indo-Pacific	(28.2,28.3]	0.5440722	0.4839590	0.6372085
sal + aou	Indo-Pacific	(28.3, Inf]	0.8286915	0.8053136	0.8463269
sal + nitrate	Atlantic	(-Inf,26]	-0.1245314	-0.2952054	-0.0371574
sal + nitrate	Atlantic	(26,26.5]	-0.0838511	-0.3197886	0.3477806
sal + nitrate	Atlantic	(26.5,26.75]	-0.3422205	-0.6354537	-0.0638200
sal + nitrate	Atlantic	(26.75,27]	-0.5263233	-0.6999448	-0.3710856
sal + nitrate	Atlantic	(27,27.25]	-0.3915012	-0.6398317	-0.2372924
sal + nitrate	Atlantic	(27.25,27.5]	-0.4776372	-0.5967304	-0.3343702
sal + nitrate	Atlantic	(27.5,27.75]	-0.5614050	-0.6579271	-0.4409714
sal + nitrate	Atlantic	(27.75,27.85]	-0.6925217	-0.7414383	-0.6669088
sal + nitrate	Atlantic	(27.85,27.95]	-0.6814547	-0.8063876	-0.5809182
sal + nitrate	Atlantic	(27.95,28.05]	-0.8389456	-0.9230003	-0.7915843
sal + nitrate	Atlantic	(28.05,28.1]	-0.9096841	-0.9270864	-0.8905542
sal + nitrate	Atlantic	(28.1,28.15]	-0.8880433	-0.9165924	-0.8735816
sal + nitrate	Atlantic	(28.15,28.2]	-0.9283343	-0.9519175	-0.9045506
sal + nitrate	Atlantic	(28.2, Inf]	-0.8463361	-0.9325663	-0.7917646
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.5431819	-0.6507689	-0.3751368
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5761675	-0.7880038	-0.3811996
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5189182	-0.6889451	-0.3546332
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5551902	-0.6723386	-0.3631438
sal + nitrate	Indo-Pacific	(27,27.25]	-0.4767803	-0.6003178	-0.3067341
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3341634	-0.4785618	-0.1615771
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.2968313	-0.4616419	-0.1333937
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2967268	-0.4759412	-0.0899744
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.3211492	-0.4286696	-0.1886544
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.5156455	-0.6084624	-0.4662817
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.1792411	-0.2648421	-0.1075086
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.1759487	0.1085645	0.2287176
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.6395170	0.5756990	0.7244838
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.4115001	0.2430309	0.6983159
sal + phosphate	Atlantic	(-Inf,26]	-0.1196983	-0.3028151	-0.0098330
sal + phosphate	Atlantic	(26,26.5]	-0.0615112	-0.3006923	0.3589271
sal + phosphate	Atlantic	(26.5,26.75]	-0.3195295	-0.6150402	-0.0515319
sal + phosphate	Atlantic	(26.75,27]	-0.5051225	-0.6788700	-0.3611615
sal + phosphate	Atlantic	(27,27.25]	-0.3464836	-0.6038626	-0.1488706
sal + phosphate	Atlantic	(27.25,27.5]	-0.4328789	-0.5331150	-0.2737688
sal + phosphate	Atlantic	(27.5,27.75]	-0.4984738	-0.5744611	-0.3544543
sal + phosphate	Atlantic	(27.75,27.85]	-0.5391973	-0.6857832	-0.4529476
sal + phosphate	Atlantic	(27.85,27.95]	-0.5498940	-0.7185469	-0.4301182
sal + phosphate	Atlantic	(27.95,28.05]	-0.8100801	-0.9033203	-0.7600703
sal + phosphate	Atlantic	(28.05,28.1]	-0.9077482	-0.9242591	-0.8886236
sal + phosphate	Atlantic	(28.1,28.15]	-0.8855843	-0.9148350	-0.8690781
sal + phosphate	Atlantic	(28.15,28.2]	-0.9272792	-0.9510328	-0.9019950
sal + phosphate	Atlantic	(28.2, Inf]	-0.8410299	-0.9334771	-0.7810595
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.5399020	-0.6421041	-0.3380326
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4342711	-0.6062924	-0.2553057
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3702124	-0.4887013	-0.2636253
sal + phosphate	Indo-Pacific	(26.75,27]	-0.2945344	-0.4191806	-0.1427343
sal + phosphate	Indo-Pacific	(27,27.25]	0.0195897	-0.1624686	0.1594755
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.2184075	0.0870989	0.3102382
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.2671557	0.1323410	0.3862357
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.1351653	0.0040546	0.2882019
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.0752351	-0.1320700	0.0250165
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.3246624	-0.3974782	-0.2282257
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.1448390	-0.2161136	-0.0580911
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.1845734	0.1276054	0.2230373
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6410939	0.5794344	0.7303235
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.4451349	0.2717978	0.7426634
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3256051	-0.4551306	-0.0748148
sal + phosphate_star	Atlantic	(26,26.5]	-0.5921835	-0.8435396	-0.1151249
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7939375	-0.9580653	-0.4803283
sal + phosphate_star	Atlantic	(26.75,27]	-0.8885531	-0.9717715	-0.7385013
sal + phosphate_star	Atlantic	(27,27.25]	-0.9272601	-0.9772349	-0.8296808
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9600267	-0.9830981	-0.9240547
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9603207	-0.9723483	-0.9491848
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9631327	-0.9677347	-0.9588339
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9641413	-0.9770242	-0.9573623
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9762395	-0.9791673	-0.9705438
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9807245	-0.9831281	-0.9791454
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9731970	-0.9775299	-0.9706278
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9737321	-0.9825048	-0.9618968
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8852629	-0.9327478	-0.8507946
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7164394	-0.7912207	-0.5792578
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.9063690	-0.9396923	-0.8894750
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8307879	-0.8986370	-0.7950563
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.7102165	-0.7779036	-0.6716550
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.3716343	-0.4699067	-0.3040651
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0604893	-0.1275332	0.0004480
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0273650	-0.0887447	0.0491229
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1738567	-0.2913016	-0.0248708
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4056835	-0.4616294	-0.3310283
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7411659	-0.7806327	-0.6628179
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6384617	-0.6907037	-0.5471036
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3459258	-0.4378308	-0.2190140
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2758508	0.1197628	0.3552896
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0696606	-0.1440518	0.0726620
sal + silicate	Atlantic	(-Inf,26]	-0.3222641	-0.4283338	-0.1292401
sal + silicate	Atlantic	(26,26.5]	-0.3549093	-0.5046492	-0.0769532
sal + silicate	Atlantic	(26.5,26.75]	-0.5650969	-0.7528924	-0.3410736
sal + silicate	Atlantic	(26.75,27]	-0.7143679	-0.8297786	-0.5965538
sal + silicate	Atlantic	(27,27.25]	-0.6710803	-0.7897264	-0.5988321
sal + silicate	Atlantic	(27.25,27.5]	-0.7483483	-0.8088377	-0.6686623
sal + silicate	Atlantic	(27.5,27.75]	-0.7624806	-0.8045848	-0.7037035
sal + silicate	Atlantic	(27.75,27.85]	-0.7384482	-0.7824067	-0.6886417
sal + silicate	Atlantic	(27.85,27.95]	-0.7095240	-0.7724615	-0.6379023
sal + silicate	Atlantic	(27.95,28.05]	-0.6170607	-0.6772916	-0.5628335
sal + silicate	Atlantic	(28.05,28.1]	-0.2848959	-0.3701283	-0.2124323
sal + silicate	Atlantic	(28.1,28.15]	-0.1150705	-0.2470562	-0.0071457
sal + silicate	Atlantic	(28.15,28.2]	-0.3145873	-0.3746833	-0.2633937
sal + silicate	Atlantic	(28.2, Inf]	-0.3547325	-0.4775250	-0.2652739
sal + silicate	Indo-Pacific	(-Inf,26]	-0.6955439	-0.7845103	-0.5425038
sal + silicate	Indo-Pacific	(26,26.5]	-0.6802044	-0.8288176	-0.5243292
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5748220	-0.7273744	-0.4129733
sal + silicate	Indo-Pacific	(26.75,27]	-0.4963780	-0.6379539	-0.2800387
sal + silicate	Indo-Pacific	(27,27.25]	-0.2551373	-0.4903384	0.0068786
sal + silicate	Indo-Pacific	(27.25,27.5]	0.0341593	-0.2148483	0.2456983
sal + silicate	Indo-Pacific	(27.5,27.75]	0.1694619	-0.0592740	0.2915455
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0910065	-0.1451077	0.2169729
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0397479	-0.1550965	0.0269791
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.2318468	-0.3714294	-0.1415795
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0581532	-0.0766841	0.1793332
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3000867	0.1883196	0.4040483
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6359432	0.5752712	0.7039779
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4907460	0.3748862	0.5691715
sal + temp	Atlantic	(-Inf,26]	0.3305984	-0.0276761	0.6801314
sal + temp	Atlantic	(26,26.5]	0.9682146	0.9643256	0.9752626
sal + temp	Atlantic	(26.5,26.75]	0.9873477	0.9845859	0.9889742
sal + temp	Atlantic	(26.75,27]	0.9864482	0.9840588	0.9883306
sal + temp	Atlantic	(27,27.25]	0.9804636	0.9794664	0.9822982
sal + temp	Atlantic	(27.25,27.5]	0.9678994	0.9652473	0.9716529
sal + temp	Atlantic	(27.5,27.75]	0.9571301	0.9517443	0.9626343
sal + temp	Atlantic	(27.75,27.85]	0.9733055	0.9713979	0.9746728
sal + temp	Atlantic	(27.85,27.95]	0.9732676	0.9699388	0.9757454
sal + temp	Atlantic	(27.95,28.05]	0.9793557	0.9770626	0.9817939
sal + temp	Atlantic	(28.05,28.1]	0.9842839	0.9809607	0.9865277
sal + temp	Atlantic	(28.1,28.15]	0.9850470	0.9826178	0.9864586
sal + temp	Atlantic	(28.15,28.2]	0.9885765	0.9865203	0.9903723
sal + temp	Atlantic	(28.2, Inf]	0.7393764	0.6562209	0.9044326
sal + temp	Indo-Pacific	(-Inf,26]	0.5203188	0.4001554	0.5859468
sal + temp	Indo-Pacific	(26,26.5]	0.9769459	0.9718962	0.9799920
sal + temp	Indo-Pacific	(26.5,26.75]	0.9859595	0.9840691	0.9891898
sal + temp	Indo-Pacific	(26.75,27]	0.9736663	0.9654276	0.9848525
sal + temp	Indo-Pacific	(27,27.25]	0.9501111	0.9400412	0.9575809
sal + temp	Indo-Pacific	(27.25,27.5]	0.9252771	0.9106511	0.9422490
sal + temp	Indo-Pacific	(27.5,27.75]	0.8873885	0.8697833	0.9087381
sal + temp	Indo-Pacific	(27.75,27.85]	0.9220379	0.9094000	0.9385293
sal + temp	Indo-Pacific	(27.85,27.95]	0.9114087	0.8879080	0.9272579
sal + temp	Indo-Pacific	(27.95,28.05]	0.9397498	0.9176932	0.9541588
sal + temp	Indo-Pacific	(28.05,28.1]	0.9614037	0.9455760	0.9695656
sal + temp	Indo-Pacific	(28.1,28.2]	0.9530815	0.9310816	0.9643962
sal + temp	Indo-Pacific	(28.2,28.3]	0.6975319	0.6135536	0.7764745
sal + temp	Indo-Pacific	(28.3, Inf]	0.5859955	0.4385094	0.7011820
silicate + phosphate	Atlantic	(-Inf,26]	0.8855294	0.8278428	0.9286922
silicate + phosphate	Atlantic	(26,26.5]	0.9030870	0.8564939	0.9320247
silicate + phosphate	Atlantic	(26.5,26.75]	0.9358082	0.9128342	0.9621973
silicate + phosphate	Atlantic	(26.75,27]	0.9429221	0.9306551	0.9595021
silicate + phosphate	Atlantic	(27,27.25]	0.8950025	0.8262135	0.9475669
silicate + phosphate	Atlantic	(27.25,27.5]	0.8702838	0.8319329	0.9003791
silicate + phosphate	Atlantic	(27.5,27.75]	0.8695374	0.8357262	0.8960909
silicate + phosphate	Atlantic	(27.75,27.85]	0.8815384	0.8579334	0.9151731
silicate + phosphate	Atlantic	(27.85,27.95]	0.8983262	0.8660791	0.9488269
silicate + phosphate	Atlantic	(27.95,28.05]	0.8233620	0.7976536	0.8567603
silicate + phosphate	Atlantic	(28.05,28.1]	0.6235387	0.5618098	0.6621290
silicate + phosphate	Atlantic	(28.1,28.15]	0.5117555	0.4430307	0.5811930
silicate + phosphate	Atlantic	(28.15,28.2]	0.5882217	0.5357770	0.6716129
silicate + phosphate	Atlantic	(28.2, Inf]	0.6927932	0.6770002	0.7066668
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.9233857	0.8902247	0.9484283
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8872657	0.8557575	0.9032590
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8990512	0.8957051	0.9022653
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8965885	0.8865698	0.9048533
silicate + phosphate	Indo-Pacific	(27,27.25]	0.8607015	0.8358257	0.8752435
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8416791	0.8182998	0.8676832
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8679075	0.8497474	0.8856217
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.8838713	0.8762933	0.8904620
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.8888626	0.8844141	0.8945797
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.8898913	0.8561087	0.9147172
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9145142	0.8936910	0.9495714
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.8731667	0.8621162	0.8864604
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9487214	0.9394775	0.9586419
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.6435706	0.5817681	0.7107197
silicate + phosphate_star	Atlantic	(-Inf,26]	0.8137381	0.7778741	0.8761470
silicate + phosphate_star	Atlantic	(26,26.5]	0.7900935	0.7787836	0.7979674
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.8272572	0.7671709	0.8771045
silicate + phosphate_star	Atlantic	(26.75,27]	0.8624679	0.8108156	0.8961496
silicate + phosphate_star	Atlantic	(27,27.25]	0.7928682	0.6917969	0.8573778
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8020798	0.7133556	0.8559555
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8075095	0.7662500	0.8382191
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.8050728	0.7887797	0.8138823
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.8015654	0.7516260	0.8365294
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.7275107	0.6893051	0.7768250
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.4391375	0.3619317	0.5246800
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.3104758	0.2130738	0.4263769
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.4858653	0.4386766	0.5654139
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6940845	0.6620790	0.7281856
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.9176730	0.8535094	0.9506020
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8684782	0.7909305	0.9307154
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8359193	0.7778457	0.8818225
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8196254	0.7438105	0.8711499
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.6960662	0.6543395	0.7776089
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6273398	0.5482864	0.6740748
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6404122	0.5736131	0.7027778
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.6731946	0.6297392	0.7399075
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.7024316	0.6839525	0.7386529
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7330255	0.6530480	0.7974389
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6281646	0.5835094	0.6911855
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6072579	0.5186591	0.6674065
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7014181	0.6614470	0.7290114
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5332035	0.4483972	0.5877700
temp + aou	Atlantic	(-Inf,26]	-0.1886408	-0.3042175	-0.0955380
temp + aou	Atlantic	(26,26.5]	0.0799292	-0.0466846	0.2755911
temp + aou	Atlantic	(26.5,26.75]	-0.0907862	-0.3716302	0.0754840
temp + aou	Atlantic	(26.75,27]	-0.2553423	-0.4309078	-0.1325267
temp + aou	Atlantic	(27,27.25]	0.0385969	-0.2697566	0.3383276
temp + aou	Atlantic	(27.25,27.5]	0.0328845	-0.0587544	0.1955991
temp + aou	Atlantic	(27.5,27.75]	-0.0350240	-0.1520073	0.1031508
temp + aou	Atlantic	(27.75,27.85]	-0.0794034	-0.1121265	-0.0420484
temp + aou	Atlantic	(27.85,27.95]	-0.1228483	-0.2053642	-0.0514492
temp + aou	Atlantic	(27.95,28.05]	-0.4804650	-0.6852926	-0.3597869
temp + aou	Atlantic	(28.05,28.1]	-0.7606739	-0.8165811	-0.7123485
temp + aou	Atlantic	(28.1,28.15]	-0.7494833	-0.8076324	-0.7199341
temp + aou	Atlantic	(28.15,28.2]	-0.8548767	-0.8932671	-0.8208247
temp + aou	Atlantic	(28.2, Inf]	-0.5160165	-0.6718868	-0.2629434
temp + aou	Indo-Pacific	(-Inf,26]	-0.3128429	-0.3642059	-0.2773950
temp + aou	Indo-Pacific	(26,26.5]	0.1199464	0.0056468	0.2794786
temp + aou	Indo-Pacific	(26.5,26.75]	-0.0066507	-0.0478487	0.0741177
temp + aou	Indo-Pacific	(26.75,27]	-0.0566038	-0.1832491	0.1376221
temp + aou	Indo-Pacific	(27,27.25]	0.2202152	-0.0030763	0.3831398
temp + aou	Indo-Pacific	(27.25,27.5]	0.4402359	0.2310775	0.5661533
temp + aou	Indo-Pacific	(27.5,27.75]	0.4533697	0.2550329	0.6112733
temp + aou	Indo-Pacific	(27.75,27.85]	0.3473559	0.1910684	0.5086644
temp + aou	Indo-Pacific	(27.85,27.95]	0.1781615	0.1124767	0.3018372
temp + aou	Indo-Pacific	(27.95,28.05]	-0.0925150	-0.1948339	0.0450345
temp + aou	Indo-Pacific	(28.05,28.1]	0.0688131	-0.0122744	0.1942967
temp + aou	Indo-Pacific	(28.1,28.2]	0.3294801	0.2939799	0.3894538
temp + aou	Indo-Pacific	(28.2,28.3]	0.3898345	0.3803391	0.3998102
temp + aou	Indo-Pacific	(28.3, Inf]	0.6874308	0.5836587	0.7488250
temp + nitrate	Atlantic	(-Inf,26]	-0.4564417	-0.5682933	-0.2475176
temp + nitrate	Atlantic	(26,26.5]	-0.1337160	-0.3731171	0.3124329
temp + nitrate	Atlantic	(26.5,26.75]	-0.3269196	-0.6103879	-0.0520130
temp + nitrate	Atlantic	(26.75,27]	-0.4971999	-0.6604596	-0.3643570
temp + nitrate	Atlantic	(27,27.25]	-0.3518935	-0.5840115	-0.1746630
temp + nitrate	Atlantic	(27.25,27.5]	-0.3966839	-0.4932963	-0.2357820
temp + nitrate	Atlantic	(27.5,27.75]	-0.4561567	-0.5540781	-0.3038232
temp + nitrate	Atlantic	(27.75,27.85]	-0.6364474	-0.6969064	-0.5989364
temp + nitrate	Atlantic	(27.85,27.95]	-0.6126527	-0.7459708	-0.5075881
temp + nitrate	Atlantic	(27.95,28.05]	-0.7907529	-0.8791250	-0.7415693
temp + nitrate	Atlantic	(28.05,28.1]	-0.8495066	-0.8771096	-0.8162255
temp + nitrate	Atlantic	(28.1,28.15]	-0.8105942	-0.8509249	-0.7855527
temp + nitrate	Atlantic	(28.15,28.2]	-0.8695148	-0.9064214	-0.8312113
temp + nitrate	Atlantic	(28.2, Inf]	-0.5519734	-0.7415635	-0.3454018
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.7593505	-0.7959406	-0.7027056
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5791721	-0.7846964	-0.3844164
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5151934	-0.6748719	-0.3640341
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5586786	-0.6846720	-0.3752454
temp + nitrate	Indo-Pacific	(27,27.25]	-0.4136390	-0.5520944	-0.2821206
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.2159629	-0.3490213	-0.1321779
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1757454	-0.3144685	-0.0683986
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.1709319	-0.3199335	-0.0404588
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1538970	-0.2568257	-0.0879678
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.3302119	-0.4641701	-0.2232201
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0048773	-0.1030029	0.1237863
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.3017973	0.2392586	0.3717595
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6699009	0.6131475	0.7261990
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.3858615	0.2015587	0.7365503
temp + phosphate	Atlantic	(-Inf,26]	-0.4038125	-0.5210227	-0.1844105
temp + phosphate	Atlantic	(26,26.5]	-0.1080040	-0.3504704	0.3249165
temp + phosphate	Atlantic	(26.5,26.75]	-0.3047259	-0.5900918	-0.0402609
temp + phosphate	Atlantic	(26.75,27]	-0.4757976	-0.6384223	-0.3541467
temp + phosphate	Atlantic	(27,27.25]	-0.2988788	-0.5387760	-0.0804632
temp + phosphate	Atlantic	(27.25,27.5]	-0.3444168	-0.4419656	-0.1707590
temp + phosphate	Atlantic	(27.5,27.75]	-0.3778337	-0.4770454	-0.2025736
temp + phosphate	Atlantic	(27.75,27.85]	-0.4642364	-0.6177831	-0.3639740
temp + phosphate	Atlantic	(27.85,27.95]	-0.4644187	-0.6373817	-0.3414177
temp + phosphate	Atlantic	(27.95,28.05]	-0.7490267	-0.8448647	-0.6975142
temp + phosphate	Atlantic	(28.05,28.1]	-0.8418685	-0.8685853	-0.8077076
temp + phosphate	Atlantic	(28.1,28.15]	-0.8050714	-0.8465576	-0.7766514
temp + phosphate	Atlantic	(28.15,28.2]	-0.8675482	-0.9046447	-0.8275433
temp + phosphate	Atlantic	(28.2, Inf]	-0.5377836	-0.7303248	-0.3246778
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.6656750	-0.7089431	-0.5980447
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4262431	-0.5859874	-0.2548326
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3559862	-0.4608685	-0.2540810
temp + phosphate	Indo-Pacific	(26.75,27]	-0.2762444	-0.4101200	-0.1169432
temp + phosphate	Indo-Pacific	(27,27.25]	0.0625699	-0.1240510	0.1850864
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.2828822	0.1491983	0.4019038
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.3340609	0.1962488	0.4760346
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2667438	0.1473089	0.4236291
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.1208769	0.0510960	0.2392928
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.1476204	-0.2531561	-0.0068026
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0359538	-0.0553031	0.1624024
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.3185002	0.2656210	0.3929529
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6582911	0.6039664	0.7120346
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3959801	0.2066177	0.7532316
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7886170	-0.8450352	-0.6879873
temp + phosphate_star	Atlantic	(26,26.5]	-0.6400475	-0.8812909	-0.1831276
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7945296	-0.9569662	-0.4811149
temp + phosphate_star	Atlantic	(26.75,27]	-0.8923747	-0.9620404	-0.7574169
temp + phosphate_star	Atlantic	(27,27.25]	-0.9319733	-0.9731402	-0.8541758
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9595455	-0.9733934	-0.9348426
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9516428	-0.9582898	-0.9459805
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9583325	-0.9638002	-0.9535350
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9591271	-0.9708847	-0.9515821
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9569780	-0.9635487	-0.9505107
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9516866	-0.9582489	-0.9437757
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9308209	-0.9400247	-0.9214524
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9347454	-0.9527653	-0.9111680
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.6526853	-0.8138182	-0.5033753
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8475137	-0.8597890	-0.8340134
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9222385	-0.9492947	-0.9085647
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8438335	-0.9049813	-0.8033610
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.7057388	-0.7778072	-0.6537519
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.3626342	-0.4613072	-0.2860221
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0506090	-0.1233074	0.0009101
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0103174	-0.0632938	0.0711333
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0860933	-0.1938377	0.0543609
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2534745	-0.3115355	-0.1706852
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5963978	-0.6663657	-0.4664886
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4534857	-0.5362617	-0.2963962
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1873194	-0.2945701	0.0256589
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3254510	0.2107822	0.4142508
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0977667	-0.2621066	0.1403037
temp + silicate	Atlantic	(-Inf,26]	-0.5413939	-0.5696290	-0.5139984
temp + silicate	Atlantic	(26,26.5]	-0.3902465	-0.5421426	-0.0928101
temp + silicate	Atlantic	(26.5,26.75]	-0.5528510	-0.7299427	-0.3290266
temp + silicate	Atlantic	(26.75,27]	-0.6909907	-0.7970397	-0.5893882
temp + silicate	Atlantic	(27,27.25]	-0.6365672	-0.7416812	-0.5759402
temp + silicate	Atlantic	(27.25,27.5]	-0.6992569	-0.7496784	-0.6073955
temp + silicate	Atlantic	(27.5,27.75]	-0.6939508	-0.7382229	-0.6084879
temp + silicate	Atlantic	(27.75,27.85]	-0.6973221	-0.7667106	-0.6484678
temp + silicate	Atlantic	(27.85,27.95]	-0.6482158	-0.7248579	-0.5746947
temp + silicate	Atlantic	(27.95,28.05]	-0.6116193	-0.6767117	-0.5609746
temp + silicate	Atlantic	(28.05,28.1]	-0.1998661	-0.2967285	-0.1300020
temp + silicate	Atlantic	(28.1,28.15]	0.0015434	-0.1306702	0.1030396
temp + silicate	Atlantic	(28.15,28.2]	-0.2117751	-0.2606925	-0.1602180
temp + silicate	Atlantic	(28.2, Inf]	-0.2680679	-0.3542124	-0.1389789
temp + silicate	Indo-Pacific	(-Inf,26]	-0.7177074	-0.7640145	-0.6302317
temp + silicate	Indo-Pacific	(26,26.5]	-0.6801377	-0.8176220	-0.5356666
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5710188	-0.7097130	-0.4199016
temp + silicate	Indo-Pacific	(26.75,27]	-0.4819446	-0.6306784	-0.2721189
temp + silicate	Indo-Pacific	(27,27.25]	-0.1949910	-0.4359768	0.0281043
temp + silicate	Indo-Pacific	(27.25,27.5]	0.1367119	-0.1113837	0.2768446
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2478838	0.0200626	0.3971093
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2638337	0.0582116	0.3981668
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1815943	0.0719101	0.2805363
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0603745	-0.2288287	0.0769265
temp + silicate	Indo-Pacific	(28.05,28.1]	0.2172922	0.0746805	0.3637050
temp + silicate	Indo-Pacific	(28.1,28.2]	0.3462887	0.2464189	0.4082340
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6119289	0.5280044	0.6698372
temp + silicate	Indo-Pacific	(28.3, Inf]	0.2633449	0.1925676	0.3530130

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
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
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]	-0.0134160	-0.0700341	0.0966997
aou	Atlantic	(26,26.5]	-0.2914638	-0.4169851	-0.1177931
aou	Atlantic	(26.5,26.75]	-0.2674750	-0.3733357	-0.1908528
aou	Atlantic	(26.75,27]	-0.3246952	-0.3551811	-0.2927179
aou	Atlantic	(27,27.25]	-0.2843653	-0.4369418	-0.0988560
aou	Atlantic	(27.25,27.5]	-0.3189660	-0.5162770	-0.1094036
aou	Atlantic	(27.5,27.75]	-0.3794530	-0.5932821	-0.0981180
aou	Atlantic	(27.75,27.85]	-0.4344324	-0.7201158	-0.1210540
aou	Atlantic	(27.85,27.95]	-0.5151677	-0.7103232	-0.3490949
aou	Atlantic	(27.95,28.05]	-0.5475641	-0.6857911	-0.4571927
aou	Atlantic	(28.05,28.1]	-0.7690821	-0.7804911	-0.7479012
aou	Atlantic	(28.1,28.15]	-0.7771616	-0.8065428	-0.7322239
aou	Atlantic	(28.15,28.2]	-0.8199953	-0.8498377	-0.7982856
aou	Atlantic	(28.2, Inf]	-0.7287542	-0.8749680	-0.5857364
aou	Indo-Pacific	(-Inf,26]	0.1250269	0.0702765	0.2033711
aou	Indo-Pacific	(26,26.5]	0.0407198	-0.0679897	0.1334452
aou	Indo-Pacific	(26.5,26.75]	-0.1073510	-0.2641479	0.0020356
aou	Indo-Pacific	(26.75,27]	-0.0523934	-0.2138202	0.1643389
aou	Indo-Pacific	(27,27.25]	0.1953014	0.0505953	0.4528482
aou	Indo-Pacific	(27.25,27.5]	0.4393697	0.2957749	0.6580587
aou	Indo-Pacific	(27.5,27.75]	0.6667914	0.5467685	0.7779062
aou	Indo-Pacific	(27.75,27.85]	0.8199978	0.7413477	0.8886660
aou	Indo-Pacific	(27.85,27.95]	0.8937652	0.8363650	0.9494430
aou	Indo-Pacific	(27.95,28.05]	0.9551091	0.9379824	0.9715581
aou	Indo-Pacific	(28.05,28.1]	0.9773782	0.9657502	0.9847340
aou	Indo-Pacific	(28.1,28.2]	0.8862103	0.8642835	0.9167990
aou	Indo-Pacific	(28.2,28.3]	-0.0554710	-0.1506729	0.0836784
aou	Indo-Pacific	(28.3, Inf]	0.0030921	-0.2557220	0.2901960
nitrate	Atlantic	(-Inf,26]	0.1133071	-0.0610908	0.2650067
nitrate	Atlantic	(26,26.5]	-0.3660250	-0.6173179	-0.0956811
nitrate	Atlantic	(26.5,26.75]	-0.4213733	-0.5494789	-0.2943027
nitrate	Atlantic	(26.75,27]	-0.5151420	-0.5622851	-0.4699717
nitrate	Atlantic	(27,27.25]	-0.6097387	-0.7105256	-0.5364982
nitrate	Atlantic	(27.25,27.5]	-0.6753441	-0.8119982	-0.5501879
nitrate	Atlantic	(27.5,27.75]	-0.7492951	-0.8557840	-0.6449236
nitrate	Atlantic	(27.75,27.85]	-0.8005895	-0.8967743	-0.6675241
nitrate	Atlantic	(27.85,27.95]	-0.6947865	-0.7838206	-0.5861930
nitrate	Atlantic	(27.95,28.05]	-0.6830401	-0.7464462	-0.6379104
nitrate	Atlantic	(28.05,28.1]	-0.8340421	-0.8540608	-0.8000159
nitrate	Atlantic	(28.1,28.15]	-0.8499183	-0.8731686	-0.8039506
nitrate	Atlantic	(28.15,28.2]	-0.8714229	-0.8891242	-0.8473976
nitrate	Atlantic	(28.2, Inf]	-0.8400682	-0.9293447	-0.7951555
nitrate	Indo-Pacific	(-Inf,26]	0.0369834	-0.0491954	0.1644146
nitrate	Indo-Pacific	(26,26.5]	-0.6850769	-0.7684813	-0.5772612
nitrate	Indo-Pacific	(26.5,26.75]	-0.7100790	-0.7527242	-0.6341888
nitrate	Indo-Pacific	(26.75,27]	-0.7795040	-0.8359076	-0.7059113
nitrate	Indo-Pacific	(27,27.25]	-0.8557241	-0.9073920	-0.7932571
nitrate	Indo-Pacific	(27.25,27.5]	-0.8782273	-0.9065918	-0.8579616
nitrate	Indo-Pacific	(27.5,27.75]	-0.7830667	-0.8229650	-0.7570869
nitrate	Indo-Pacific	(27.75,27.85]	-0.6065825	-0.6824713	-0.5633982
nitrate	Indo-Pacific	(27.85,27.95]	-0.3014115	-0.3615787	-0.2317886
nitrate	Indo-Pacific	(27.95,28.05]	0.6349200	0.5305415	0.7334695
nitrate	Indo-Pacific	(28.05,28.1]	0.9343590	0.9092622	0.9552791
nitrate	Indo-Pacific	(28.1,28.2]	0.9214911	0.9056445	0.9470223
nitrate	Indo-Pacific	(28.2,28.3]	0.3460972	0.2867091	0.4256260
nitrate	Indo-Pacific	(28.3, Inf]	-0.0959085	-0.1761994	0.0411600
phosphate	Atlantic	(-Inf,26]	0.0874944	-0.1113827	0.2524883
phosphate	Atlantic	(26,26.5]	-0.3707709	-0.6269675	-0.0982374
phosphate	Atlantic	(26.5,26.75]	-0.4115587	-0.5476903	-0.2791338
phosphate	Atlantic	(26.75,27]	-0.4978198	-0.5412178	-0.4527865
phosphate	Atlantic	(27,27.25]	-0.5557438	-0.6726374	-0.4613719
phosphate	Atlantic	(27.25,27.5]	-0.5928836	-0.7831286	-0.4196690
phosphate	Atlantic	(27.5,27.75]	-0.5617759	-0.8173210	-0.3086497
phosphate	Atlantic	(27.75,27.85]	-0.5953734	-0.8849130	-0.3073656
phosphate	Atlantic	(27.85,27.95]	-0.6328198	-0.7884087	-0.4852048
phosphate	Atlantic	(27.95,28.05]	-0.7046724	-0.7754947	-0.6554574
phosphate	Atlantic	(28.05,28.1]	-0.8438348	-0.8624105	-0.8101990
phosphate	Atlantic	(28.1,28.15]	-0.8526256	-0.8754508	-0.8078986
phosphate	Atlantic	(28.15,28.2]	-0.8724155	-0.8885561	-0.8508319
phosphate	Atlantic	(28.2, Inf]	-0.8380329	-0.9321599	-0.7899953
phosphate	Indo-Pacific	(-Inf,26]	-0.0471878	-0.1346031	0.0953442
phosphate	Indo-Pacific	(26,26.5]	-0.4593142	-0.5257152	-0.3439779
phosphate	Indo-Pacific	(26.5,26.75]	-0.3697762	-0.4699321	-0.2075963
phosphate	Indo-Pacific	(26.75,27]	-0.1459184	-0.2628189	0.0821843
phosphate	Indo-Pacific	(27,27.25]	0.3434416	0.1584991	0.6142360
phosphate	Indo-Pacific	(27.25,27.5]	0.7394641	0.6503762	0.9084878
phosphate	Indo-Pacific	(27.5,27.75]	0.8388550	0.7631819	0.9169592
phosphate	Indo-Pacific	(27.75,27.85]	0.8908155	0.8349294	0.9432978
phosphate	Indo-Pacific	(27.85,27.95]	0.9211966	0.8725033	0.9690813
phosphate	Indo-Pacific	(27.95,28.05]	0.9506686	0.9317121	0.9706563
phosphate	Indo-Pacific	(28.05,28.1]	0.9703489	0.9571539	0.9789340
phosphate	Indo-Pacific	(28.1,28.2]	0.9196494	0.9055871	0.9432781
phosphate	Indo-Pacific	(28.2,28.3]	0.3593660	0.3097231	0.4355450
phosphate	Indo-Pacific	(28.3, Inf]	-0.0623211	-0.1452589	0.0729774
phosphate_star	Atlantic	(-Inf,26]	0.4155333	0.3224152	0.5015553
phosphate_star	Atlantic	(26,26.5]	-0.1756123	-0.3922104	0.0422241
phosphate_star	Atlantic	(26.5,26.75]	-0.4365886	-0.4876233	-0.3820664
phosphate_star	Atlantic	(26.75,27]	-0.6206333	-0.7377795	-0.4705802
phosphate_star	Atlantic	(27,27.25]	-0.7615402	-0.8060943	-0.6809649
phosphate_star	Atlantic	(27.25,27.5]	-0.7396546	-0.8077055	-0.6583708
phosphate_star	Atlantic	(27.5,27.75]	-0.5712131	-0.6681680	-0.4335092
phosphate_star	Atlantic	(27.75,27.85]	-0.5444909	-0.5912829	-0.5116980
phosphate_star	Atlantic	(27.85,27.95]	-0.4837974	-0.5127436	-0.4338576
phosphate_star	Atlantic	(27.95,28.05]	-0.5646567	-0.6219367	-0.5349623
phosphate_star	Atlantic	(28.05,28.1]	-0.7606955	-0.7896868	-0.7086463
phosphate_star	Atlantic	(28.1,28.15]	-0.8169389	-0.8656103	-0.7453541
phosphate_star	Atlantic	(28.15,28.2]	-0.8721141	-0.9093333	-0.8420299
phosphate_star	Atlantic	(28.2, Inf]	-0.8495676	-0.9109277	-0.8083635
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0081221	-0.1035607	0.1216714
phosphate_star	Indo-Pacific	(26,26.5]	-0.8574573	-0.8964275	-0.8378411
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7053593	-0.8276469	-0.5696461
phosphate_star	Indo-Pacific	(26.75,27]	-0.4079890	-0.5600061	-0.2241217
phosphate_star	Indo-Pacific	(27,27.25]	0.2710018	0.0809881	0.4976824
phosphate_star	Indo-Pacific	(27.25,27.5]	0.8079267	0.7341074	0.9021221
phosphate_star	Indo-Pacific	(27.5,27.75]	0.8636312	0.8385702	0.8797815
phosphate_star	Indo-Pacific	(27.75,27.85]	0.8858579	0.8719601	0.9044662
phosphate_star	Indo-Pacific	(27.85,27.95]	0.8978034	0.8756871	0.9148325
phosphate_star	Indo-Pacific	(27.95,28.05]	0.8001649	0.7963309	0.8051706
phosphate_star	Indo-Pacific	(28.05,28.1]	0.7076641	0.7014915	0.7167843
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7317136	0.6765246	0.7920267
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6369601	0.5290010	0.7201437
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0357450	-0.1578255	0.1570741
sal	Atlantic	(-Inf,26]	0.1277579	-0.3375916	0.5983773
sal	Atlantic	(26,26.5]	-0.3944216	-0.8005768	-0.1567769
sal	Atlantic	(26.5,26.75]	0.0441249	-0.5169740	0.3361471
sal	Atlantic	(26.75,27]	0.3468562	-0.1656542	0.6070323
sal	Atlantic	(27,27.25]	0.5734381	0.2190756	0.7658549
sal	Atlantic	(27.25,27.5]	0.6414684	0.5124994	0.7957364
sal	Atlantic	(27.5,27.75]	0.5303672	0.4181501	0.6439149
sal	Atlantic	(27.75,27.85]	0.4822394	0.4601566	0.5208303
sal	Atlantic	(27.85,27.95]	0.3436553	0.2748828	0.4021558
sal	Atlantic	(27.95,28.05]	0.4114954	0.3588346	0.4874686
sal	Atlantic	(28.05,28.1]	0.6621685	0.6097035	0.6964829
sal	Atlantic	(28.1,28.15]	0.7265871	0.6302070	0.7939711
sal	Atlantic	(28.15,28.2]	0.8196720	0.7855608	0.8679561
sal	Atlantic	(28.2, Inf]	0.9544774	0.9402345	0.9693693
sal	Indo-Pacific	(-Inf,26]	0.4281901	0.4046865	0.4676449
sal	Indo-Pacific	(26,26.5]	0.8524601	0.8144118	0.9141972
sal	Indo-Pacific	(26.5,26.75]	0.8011946	0.7140696	0.9019020
sal	Indo-Pacific	(26.75,27]	0.7758408	0.6475614	0.8744219
sal	Indo-Pacific	(27,27.25]	0.6489868	0.5454420	0.7326469
sal	Indo-Pacific	(27.25,27.5]	0.3807912	0.3089989	0.4306143
sal	Indo-Pacific	(27.5,27.75]	0.3310437	0.2991377	0.3771825
sal	Indo-Pacific	(27.75,27.85]	0.1654711	0.1052613	0.2827298
sal	Indo-Pacific	(27.85,27.95]	-0.0983189	-0.1587113	-0.0062952
sal	Indo-Pacific	(27.95,28.05]	-0.2907383	-0.3380322	-0.2194100
sal	Indo-Pacific	(28.05,28.1]	-0.1024456	-0.1573727	-0.0285465
sal	Indo-Pacific	(28.1,28.2]	0.1896935	0.1084597	0.2500174
sal	Indo-Pacific	(28.2,28.3]	0.3138959	0.1390220	0.5903393
sal	Indo-Pacific	(28.3, Inf]	0.5064949	0.2758786	0.7150286
silicate	Atlantic	(-Inf,26]	0.1312289	0.0517026	0.1843482
silicate	Atlantic	(26,26.5]	-0.3245927	-0.4603304	-0.1839216
silicate	Atlantic	(26.5,26.75]	-0.4512496	-0.5413425	-0.3876692
silicate	Atlantic	(26.75,27]	-0.5735856	-0.6841498	-0.4473821
silicate	Atlantic	(27,27.25]	-0.7058355	-0.7583190	-0.6644058
silicate	Atlantic	(27.25,27.5]	-0.7561047	-0.7848599	-0.7039600
silicate	Atlantic	(27.5,27.75]	-0.6918217	-0.7636120	-0.5976780
silicate	Atlantic	(27.75,27.85]	-0.7217044	-0.7917204	-0.5905746
silicate	Atlantic	(27.85,27.95]	-0.7488069	-0.7854887	-0.6819446
silicate	Atlantic	(27.95,28.05]	-0.7046637	-0.7677425	-0.6411840
silicate	Atlantic	(28.05,28.1]	-0.6513869	-0.7648046	-0.5671674
silicate	Atlantic	(28.1,28.15]	-0.4862381	-0.6520275	-0.3617205
silicate	Atlantic	(28.15,28.2]	-0.4300168	-0.4932357	-0.3740866
silicate	Atlantic	(28.2, Inf]	-0.3316640	-0.4712428	-0.2424137
silicate	Indo-Pacific	(-Inf,26]	-0.1316384	-0.1911652	-0.0578355
silicate	Indo-Pacific	(26,26.5]	-0.7455767	-0.7852923	-0.7001782
silicate	Indo-Pacific	(26.5,26.75]	-0.6391742	-0.7110625	-0.5076703
silicate	Indo-Pacific	(26.75,27]	-0.4487589	-0.5695536	-0.2392546
silicate	Indo-Pacific	(27,27.25]	-0.0920173	-0.2793014	0.2432937
silicate	Indo-Pacific	(27.25,27.5]	0.3349427	0.1769922	0.6323636
silicate	Indo-Pacific	(27.5,27.75]	0.5384238	0.3900793	0.6982000
silicate	Indo-Pacific	(27.75,27.85]	0.6389947	0.5299777	0.7520811
silicate	Indo-Pacific	(27.85,27.95]	0.7119150	0.6230951	0.8008001
silicate	Indo-Pacific	(27.95,28.05]	0.7989553	0.7770136	0.8183201
silicate	Indo-Pacific	(28.05,28.1]	0.8878225	0.8659794	0.9262679
silicate	Indo-Pacific	(28.1,28.2]	0.8503019	0.8302742	0.8859666
silicate	Indo-Pacific	(28.2,28.3]	0.3392205	0.2832163	0.4109849
silicate	Indo-Pacific	(28.3, Inf]	0.2173506	0.0136817	0.4355053
temp	Atlantic	(-Inf,26]	-0.7176206	-0.7745511	-0.6559204
temp	Atlantic	(26,26.5]	-0.3657709	-0.7744224	-0.1261003
temp	Atlantic	(26.5,26.75]	0.0367528	-0.5187776	0.3371373
temp	Atlantic	(26.75,27]	0.3408303	-0.1455585	0.6016266
temp	Atlantic	(27,27.25]	0.5576783	0.2430409	0.7325250
temp	Atlantic	(27.25,27.5]	0.6038201	0.5026837	0.7613097
temp	Atlantic	(27.5,27.75]	0.4449768	0.2891186	0.5826685
temp	Atlantic	(27.75,27.85]	0.4219155	0.3750201	0.4582199
temp	Atlantic	(27.85,27.95]	0.2779781	0.2217194	0.3329474
temp	Atlantic	(27.95,28.05]	0.3264326	0.2727463	0.3969286
temp	Atlantic	(28.05,28.1]	0.5591201	0.5083077	0.5847252
temp	Atlantic	(28.1,28.15]	0.6386940	0.5381552	0.7056915
temp	Atlantic	(28.15,28.2]	0.7550787	0.7160916	0.8084218
temp	Atlantic	(28.2, Inf]	0.5689943	0.4139970	0.7737122
temp	Indo-Pacific	(-Inf,26]	-0.4333939	-0.5575697	-0.3462329
temp	Indo-Pacific	(26,26.5]	0.8507727	0.8149085	0.9141057
temp	Indo-Pacific	(26.5,26.75]	0.8145346	0.7389957	0.9126861
temp	Indo-Pacific	(26.75,27]	0.7723037	0.6443656	0.8845557
temp	Indo-Pacific	(27,27.25]	0.5842022	0.5115866	0.6867584
temp	Indo-Pacific	(27.25,27.5]	0.3002556	0.2609988	0.3435885
temp	Indo-Pacific	(27.5,27.75]	0.2426497	0.2204032	0.2586985
temp	Indo-Pacific	(27.75,27.85]	0.1541803	0.1011805	0.2256935
temp	Indo-Pacific	(27.85,27.95]	-0.0302421	-0.0643874	0.0195768
temp	Indo-Pacific	(27.95,28.05]	-0.1897025	-0.2692896	-0.0982090
temp	Indo-Pacific	(28.05,28.1]	0.0429063	-0.0286270	0.1470571
temp	Indo-Pacific	(28.1,28.2]	0.2919724	0.2151200	0.3958910
temp	Indo-Pacific	(28.2,28.3]	0.3485721	0.2276183	0.4804134
temp	Indo-Pacific	(28.3, Inf]	0.0969024	-0.0396204	0.3355527

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