eMLR - assumption testing

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Last updated: 2021-07-31

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: 4336335

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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	016f9ed	Donghe-Zhu	2021-07-31	Build site.
html	2080ac5	Donghe-Zhu	2021-07-31	Build site.
html	50f0a16	Donghe-Zhu	2021-07-31	Build site.
html	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
html	4abf542	Donghe-Zhu	2021-07-31	Build site.
html	a2483f0	Donghe-Zhu	2021-07-31	Build site.
html	3300527	Donghe-Zhu	2021-07-31	Build site.
html	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
html	cb3ef32	Donghe-Zhu	2021-07-31	Build site.
html	6528618	Donghe-Zhu	2021-07-31	Build site.
html	f50925e	Donghe-Zhu	2021-07-31	Build site.
html	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
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html	4f897c4	Donghe-Zhu	2021-07-30	Build site.
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html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
html	fbca39a	Donghe-Zhu	2021-07-30	Build site.
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html	a3006cd	Donghe-Zhu	2021-07-30	Build site.
html	a55ffdc	Donghe-Zhu	2021-07-30	Build site.
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html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
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.
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html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
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html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
html	697aa6d	Donghe-Zhu	2021-07-06	Build site.
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html	f2bde6b	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.
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html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
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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	2705a04	Donghe-Zhu	2021-03-28	Build site.
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html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
html	1914a11	Donghe-Zhu	2021-03-24	Build site.
html	8be810e	Donghe-Zhu	2021-03-23	Build site.
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html	183443b	Donghe-Zhu	2021-03-21	Build site.
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

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

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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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
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
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]	0.9891465	0.9849064	0.9928801
aou + nitrate	Atlantic	(26,26.5]	0.9895587	0.9877930	0.9907580
aou + nitrate	Atlantic	(26.5,26.75]	0.9905586	0.9880298	0.9930935
aou + nitrate	Atlantic	(26.75,27]	0.9735992	0.9630938	0.9812464
aou + nitrate	Atlantic	(27,27.25]	0.8786320	0.8549257	0.9198617
aou + nitrate	Atlantic	(27.25,27.5]	0.6750455	0.5553769	0.7595119
aou + nitrate	Atlantic	(27.5,27.75]	0.7665567	0.7513103	0.7958902
aou + nitrate	Atlantic	(27.75,27.85]	0.8969807	0.8835920	0.9181264
aou + nitrate	Atlantic	(27.85,27.95]	0.9197141	0.9023250	0.9498236
aou + nitrate	Atlantic	(27.95,28.05]	0.9253830	0.9093813	0.9454424
aou + nitrate	Atlantic	(28.05,28.1]	0.8386523	0.7847036	0.8943211
aou + nitrate	Atlantic	(28.1,28.15]	0.8224747	0.7723711	0.8780181
aou + nitrate	Atlantic	(28.15,28.2]	0.7223694	0.6094276	0.8123841
aou + nitrate	Atlantic	(28.2, Inf]	0.8276533	0.7949891	0.8687723
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9729635	0.9678131	0.9789120
aou + nitrate	Indo-Pacific	(26,26.5]	0.9548254	0.9486405	0.9602334
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9424457	0.9293581	0.9522109
aou + nitrate	Indo-Pacific	(26.75,27]	0.9280777	0.9102476	0.9451381
aou + nitrate	Indo-Pacific	(27,27.25]	0.9391078	0.9216195	0.9606364
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9429797	0.9157113	0.9692127
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9851918	0.9769440	0.9915464
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9941303	0.9920532	0.9958391
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9864446	0.9842981	0.9887536
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9761286	0.9712543	0.9829900
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9649344	0.9603510	0.9729041
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9420247	0.9358448	0.9456596
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9223673	0.9109200	0.9340464
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9981477	0.9966653	0.9998167
aou + phosphate_star	Atlantic	(-Inf,26]	0.5270635	0.3634133	0.7170928
aou + phosphate_star	Atlantic	(26,26.5]	0.7085810	0.6434703	0.7885652
aou + phosphate_star	Atlantic	(26.5,26.75]	0.7152846	0.6291812	0.7603262
aou + phosphate_star	Atlantic	(26.75,27]	0.5780111	0.4000168	0.6834618
aou + phosphate_star	Atlantic	(27,27.25]	0.2732990	0.1000013	0.4831233
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0665606	-0.1301293	0.2053909
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3356019	0.3085334	0.3847351
aou + phosphate_star	Atlantic	(27.75,27.85]	0.4874288	0.4352158	0.5822470
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3118916	0.1075082	0.4758266
aou + phosphate_star	Atlantic	(27.95,28.05]	0.3812071	0.1157050	0.5873149
aou + phosphate_star	Atlantic	(28.05,28.1]	0.5459437	0.4356476	0.6840237
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5138600	0.4225678	0.6816699
aou + phosphate_star	Atlantic	(28.15,28.2]	0.0026219	-0.4055262	0.2974642
aou + phosphate_star	Atlantic	(28.2, Inf]	0.5330372	0.4382439	0.6917841
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.7037979	0.6676111	0.7266037
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6539090	0.5588230	0.7450305
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6164137	0.4993978	0.7360125
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.3645794	0.2370011	0.5264705
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.1803314	-0.1960215	-0.1575341
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5324606	-0.6078187	-0.4782224
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6891183	-0.7412942	-0.6226372
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1887288	-0.3485295	-0.0981843
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.1755522	0.0401639	0.2497130
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.2381615	0.1515490	0.3162462
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.1522827	0.0276418	0.2303382
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4284979	-0.5093264	-0.3651770
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8469491	-0.8913469	-0.8135451
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9979661	-0.9998578	-0.9968205
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.5107428	0.3520857	0.7098936
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7705608	0.7162891	0.8412931
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.7887189	0.7257754	0.8232491
nitrate + phosphate_star	Atlantic	(26.75,27]	0.7395431	0.6242890	0.8035812
nitrate + phosphate_star	Atlantic	(27,27.25]	0.6903400	0.5965252	0.7834318
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7726866	0.7475245	0.7890873
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8562946	0.8527119	0.8597799
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8125467	0.7926569	0.8483136
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6289500	0.4889907	0.7060573
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.6780979	0.4789710	0.8021057
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9048328	0.8899104	0.9302100
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.8954617	0.8430652	0.9402237
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.6561521	0.4514944	0.7912309
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.8840427	0.8393463	0.9496723
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8225889	0.8090584	0.8428486
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7754139	0.7129534	0.8554884
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7364661	0.6376307	0.8436643
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.5496467	0.4546327	0.6846793
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.0012413	-0.0145527	0.0128509
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.4057815	-0.4864444	-0.3643894
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6256368	-0.6892207	-0.5487619
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0942322	-0.2720209	0.0160668
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3224560	0.1784249	0.3950094
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4350890	0.3754476	0.5157947
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.3981168	0.2998202	0.4523157
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1183465	-0.1859249	-0.0585189
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5855099	-0.6540357	-0.5105954
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9928078	-0.9993609	-0.9885789
sal + aou	Atlantic	(-Inf,26]	-0.1122535	-0.2672435	0.0005662
sal + aou	Atlantic	(26,26.5]	-0.1789657	-0.3048320	-0.1069178
sal + aou	Atlantic	(26.5,26.75]	-0.2633655	-0.3606302	-0.1148373
sal + aou	Atlantic	(26.75,27]	-0.3395337	-0.4726689	-0.1441518
sal + aou	Atlantic	(27,27.25]	-0.2598075	-0.4753246	-0.1079784
sal + aou	Atlantic	(27.25,27.5]	-0.0945419	-0.2696912	0.0674717
sal + aou	Atlantic	(27.5,27.75]	-0.2815783	-0.3602468	-0.2106849
sal + aou	Atlantic	(27.75,27.85]	-0.2740720	-0.4311010	-0.1570033
sal + aou	Atlantic	(27.85,27.95]	-0.2189017	-0.4186756	-0.0932731
sal + aou	Atlantic	(27.95,28.05]	-0.2044326	-0.2675796	-0.1306937
sal + aou	Atlantic	(28.05,28.1]	-0.5340147	-0.6802395	-0.4180030
sal + aou	Atlantic	(28.1,28.15]	-0.4809964	-0.6871573	-0.3484289
sal + aou	Atlantic	(28.15,28.2]	0.2910417	0.0453543	0.5960353
sal + aou	Atlantic	(28.2, Inf]	-0.1165981	-0.4242131	0.0949234
sal + aou	Indo-Pacific	(-Inf,26]	-0.0513098	-0.1180528	0.0211481
sal + aou	Indo-Pacific	(26,26.5]	-0.1520898	-0.4052069	-0.0037390
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1733861	-0.4430199	-0.0015162
sal + aou	Indo-Pacific	(26.75,27]	-0.0449247	-0.2573417	0.0784863
sal + aou	Indo-Pacific	(27,27.25]	0.1005207	0.0009026	0.2142051
sal + aou	Indo-Pacific	(27.25,27.5]	0.2949736	0.2049601	0.3441679
sal + aou	Indo-Pacific	(27.5,27.75]	0.2834793	0.2379066	0.3182359
sal + aou	Indo-Pacific	(27.75,27.85]	0.0852909	0.0703371	0.1024146
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0720103	-0.1504683	-0.0149412
sal + aou	Indo-Pacific	(27.95,28.05]	-0.1439868	-0.1917535	-0.1036170
sal + aou	Indo-Pacific	(28.05,28.1]	0.0281975	-0.0772270	0.1203111
sal + aou	Indo-Pacific	(28.1,28.2]	0.5598234	0.5006378	0.6026483
sal + aou	Indo-Pacific	(28.2,28.3]	0.8954635	0.8339429	0.9551572
sal + aou	Indo-Pacific	(28.3, Inf]	0.9503128	0.8634698	0.9951951
sal + nitrate	Atlantic	(-Inf,26]	-0.0862608	-0.2577287	0.0372043
sal + nitrate	Atlantic	(26,26.5]	-0.2348644	-0.3660870	-0.1653630
sal + nitrate	Atlantic	(26.5,26.75]	-0.3433314	-0.4355371	-0.2184719
sal + nitrate	Atlantic	(26.75,27]	-0.5089794	-0.6053122	-0.3663788
sal + nitrate	Atlantic	(27,27.25]	-0.6609882	-0.7644713	-0.5807885
sal + nitrate	Atlantic	(27.25,27.5]	-0.7727252	-0.8197598	-0.7248169
sal + nitrate	Atlantic	(27.5,27.75]	-0.7880708	-0.8197727	-0.7540174
sal + nitrate	Atlantic	(27.75,27.85]	-0.6165311	-0.7018567	-0.5328198
sal + nitrate	Atlantic	(27.85,27.95]	-0.5050919	-0.6224764	-0.4379561
sal + nitrate	Atlantic	(27.95,28.05]	-0.4966300	-0.5530879	-0.4551212
sal + nitrate	Atlantic	(28.05,28.1]	-0.8689218	-0.8959867	-0.8501546
sal + nitrate	Atlantic	(28.1,28.15]	-0.8476600	-0.9199365	-0.7493657
sal + nitrate	Atlantic	(28.15,28.2]	-0.3733842	-0.5156376	-0.2036167
sal + nitrate	Atlantic	(28.2, Inf]	-0.6039583	-0.8042951	-0.4258603
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.1887746	-0.2729478	-0.1055121
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3338029	-0.5781401	-0.1635211
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3605156	-0.6069727	-0.2151541
sal + nitrate	Indo-Pacific	(26.75,27]	-0.2561166	-0.4295099	-0.1549014
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0826217	-0.1515535	0.0082475
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1499947	0.0541916	0.2310357
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2123871	0.1736490	0.2670218
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.0360889	0.0326537	0.0424135
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.1716425	-0.2470995	-0.1290497
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3136291	-0.3260053	-0.2976154
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2061001	-0.2689697	-0.1370564
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.3018809	0.2422515	0.3627324
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7178316	0.6494046	0.8081118
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.9393662	0.8350431	0.9964401
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8215642	-0.8846942	-0.7806832
sal + phosphate_star	Atlantic	(26,26.5]	-0.7629529	-0.7851238	-0.7226552
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8149340	-0.8339481	-0.8000993
sal + phosphate_star	Atlantic	(26.75,27]	-0.9214199	-0.9318419	-0.9148401
sal + phosphate_star	Atlantic	(27,27.25]	-0.9737397	-0.9793425	-0.9699680
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9729485	-0.9809300	-0.9593239
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9415057	-0.9558281	-0.9285556
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8749451	-0.9048693	-0.8373090
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8234154	-0.9245887	-0.6944314
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7520605	-0.9714255	-0.6174613
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9769544	-0.9786449	-0.9737880
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9816074	-0.9888590	-0.9711650
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9192509	-0.9445751	-0.8956931
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8816831	-0.9399202	-0.8092205
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5695812	-0.6430862	-0.5151960
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7588256	-0.8522169	-0.6633872
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8323017	-0.8981429	-0.7830247
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8484176	-0.8600796	-0.8293627
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.7950680	-0.8640940	-0.7410607
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7045692	-0.8041078	-0.6534850
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5999313	-0.7230973	-0.5364668
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6470213	-0.7264697	-0.5711727
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7096394	-0.7311391	-0.6927241
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8644237	-0.9032717	-0.8427023
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.9080736	-0.9423296	-0.8902815
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.8838418	-0.9168247	-0.8503724
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9316636	-0.9561287	-0.9110288
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9567064	-0.9949084	-0.8812023
sal + temp	Atlantic	(-Inf,26]	0.9549446	0.9474952	0.9607282
sal + temp	Atlantic	(26,26.5]	0.9615296	0.9594970	0.9650695
sal + temp	Atlantic	(26.5,26.75]	0.9781407	0.9769382	0.9799309
sal + temp	Atlantic	(26.75,27]	0.9703156	0.9687438	0.9730646
sal + temp	Atlantic	(27,27.25]	0.9720924	0.9704677	0.9739394
sal + temp	Atlantic	(27.25,27.5]	0.9748885	0.9735456	0.9757076
sal + temp	Atlantic	(27.5,27.75]	0.9668721	0.9619193	0.9710817
sal + temp	Atlantic	(27.75,27.85]	0.9746993	0.9738867	0.9761594
sal + temp	Atlantic	(27.85,27.95]	0.9306229	0.9138407	0.9515806
sal + temp	Atlantic	(27.95,28.05]	0.9362819	0.9030775	0.9681374
sal + temp	Atlantic	(28.05,28.1]	0.9767761	0.9723044	0.9818575
sal + temp	Atlantic	(28.1,28.15]	0.9817534	0.9783375	0.9879834
sal + temp	Atlantic	(28.15,28.2]	0.9139470	0.8771462	0.9460764
sal + temp	Atlantic	(28.2, Inf]	0.4740920	0.2568765	0.6476118
sal + temp	Indo-Pacific	(-Inf,26]	0.7567726	0.7038845	0.8165806
sal + temp	Indo-Pacific	(26,26.5]	0.9466494	0.9377897	0.9519298
sal + temp	Indo-Pacific	(26.5,26.75]	0.9793146	0.9753662	0.9826504
sal + temp	Indo-Pacific	(26.75,27]	0.9699551	0.9613333	0.9782871
sal + temp	Indo-Pacific	(27,27.25]	0.9275572	0.9103762	0.9559258
sal + temp	Indo-Pacific	(27.25,27.5]	0.8281393	0.7678232	0.9104607
sal + temp	Indo-Pacific	(27.5,27.75]	0.6495391	0.5385247	0.7937447
sal + temp	Indo-Pacific	(27.75,27.85]	0.8513283	0.8014022	0.9203104
sal + temp	Indo-Pacific	(27.85,27.95]	0.7872123	0.7488013	0.8529637
sal + temp	Indo-Pacific	(27.95,28.05]	0.7811500	0.7016536	0.8251442
sal + temp	Indo-Pacific	(28.05,28.1]	0.8148953	0.7390252	0.8676939
sal + temp	Indo-Pacific	(28.1,28.2]	0.7716467	0.6826909	0.8339642
sal + temp	Indo-Pacific	(28.2,28.3]	0.9064604	0.8995486	0.9184695
sal + temp	Indo-Pacific	(28.3, Inf]	0.9499591	0.8639856	0.9949866
temp + aou	Atlantic	(-Inf,26]	-0.1990043	-0.3735133	-0.1113515
temp + aou	Atlantic	(26,26.5]	-0.2568721	-0.3921653	-0.1888831
temp + aou	Atlantic	(26.5,26.75]	-0.2525908	-0.3429859	-0.1340803
temp + aou	Atlantic	(26.75,27]	-0.3100360	-0.4286934	-0.1194789
temp + aou	Atlantic	(27,27.25]	-0.2265011	-0.4403127	-0.0626435
temp + aou	Atlantic	(27.25,27.5]	-0.0440935	-0.2194278	0.1249588
temp + aou	Atlantic	(27.5,27.75]	-0.2209842	-0.2974532	-0.1787120
temp + aou	Atlantic	(27.75,27.85]	-0.2665434	-0.4283906	-0.1759820
temp + aou	Atlantic	(27.85,27.95]	-0.1469875	-0.3614825	0.0570785
temp + aou	Atlantic	(27.95,28.05]	-0.3157974	-0.4329782	-0.2488856
temp + aou	Atlantic	(28.05,28.1]	-0.4185955	-0.5691187	-0.3199408
temp + aou	Atlantic	(28.1,28.15]	-0.3943833	-0.6008057	-0.2193494
temp + aou	Atlantic	(28.15,28.2]	0.4211475	0.3526474	0.5580807
temp + aou	Atlantic	(28.2, Inf]	0.0280310	-0.1298171	0.1705372
temp + aou	Indo-Pacific	(-Inf,26]	-0.3254294	-0.4029383	-0.2119581
temp + aou	Indo-Pacific	(26,26.5]	-0.1970052	-0.4214082	-0.0576208
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1670058	-0.4223276	-0.0132429
temp + aou	Indo-Pacific	(26.75,27]	-0.0871101	-0.2836313	0.0299754
temp + aou	Indo-Pacific	(27,27.25]	0.0447826	-0.0287008	0.1450620
temp + aou	Indo-Pacific	(27.25,27.5]	0.2402816	0.1567839	0.3180082
temp + aou	Indo-Pacific	(27.5,27.75]	0.3741172	0.3617234	0.3984708
temp + aou	Indo-Pacific	(27.75,27.85]	0.2232232	0.1954831	0.2768538
temp + aou	Indo-Pacific	(27.85,27.95]	0.1988589	0.1267337	0.2923346
temp + aou	Indo-Pacific	(27.95,28.05]	0.2953135	0.2220293	0.3533168
temp + aou	Indo-Pacific	(28.05,28.1]	0.5129286	0.4746666	0.5328811
temp + aou	Indo-Pacific	(28.1,28.2]	0.8192933	0.7760846	0.8413039
temp + aou	Indo-Pacific	(28.2,28.3]	0.7804916	0.7413330	0.8169125
temp + aou	Indo-Pacific	(28.3, Inf]	0.9963540	0.9913128	0.9999103
temp + nitrate	Atlantic	(-Inf,26]	-0.1849348	-0.3751117	-0.0863150
temp + nitrate	Atlantic	(26,26.5]	-0.3292091	-0.4648873	-0.2513717
temp + nitrate	Atlantic	(26.5,26.75]	-0.3432474	-0.4289543	-0.2493492
temp + nitrate	Atlantic	(26.75,27]	-0.4902056	-0.5709722	-0.3560554
temp + nitrate	Atlantic	(27,27.25]	-0.6336307	-0.7369041	-0.5452724
temp + nitrate	Atlantic	(27.25,27.5]	-0.7345218	-0.7817009	-0.6918354
temp + nitrate	Atlantic	(27.5,27.75]	-0.7521290	-0.7742836	-0.7373055
temp + nitrate	Atlantic	(27.75,27.85]	-0.6271032	-0.7164951	-0.5717307
temp + nitrate	Atlantic	(27.85,27.95]	-0.4767441	-0.5977216	-0.3481951
temp + nitrate	Atlantic	(27.95,28.05]	-0.6200182	-0.6638616	-0.5898913
temp + nitrate	Atlantic	(28.05,28.1]	-0.8193817	-0.8526564	-0.7859320
temp + nitrate	Atlantic	(28.1,28.15]	-0.7929496	-0.8728044	-0.6595331
temp + nitrate	Atlantic	(28.15,28.2]	-0.1792874	-0.2068995	-0.1619860
temp + nitrate	Atlantic	(28.2, Inf]	-0.1066576	-0.2809147	-0.0014102
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4668655	-0.5413926	-0.3395729
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3878015	-0.6016757	-0.2268799
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3668739	-0.5974330	-0.2411034
temp + nitrate	Indo-Pacific	(26.75,27]	-0.3259948	-0.4810348	-0.2418237
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1859835	-0.2313587	-0.0991290
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0229921	-0.0796771	0.0894203
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2639550	0.2490340	0.2758501
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1770627	0.1310627	0.2417241
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0889442	0.0170252	0.1944730
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.1085601	0.0225177	0.2027475
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2993118	0.2394318	0.3590628
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6686501	0.6059016	0.7258395
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5260077	0.4535462	0.5766577
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.9940474	0.9876199	0.9995832
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8634692	-0.9181517	-0.8293250
temp + phosphate_star	Atlantic	(26,26.5]	-0.8394062	-0.8567223	-0.8080815
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8309864	-0.8473601	-0.8108671
temp + phosphate_star	Atlantic	(26.75,27]	-0.9314901	-0.9364074	-0.9264913
temp + phosphate_star	Atlantic	(27,27.25]	-0.9780323	-0.9807134	-0.9741211
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9762433	-0.9832442	-0.9633979
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9482391	-0.9523815	-0.9451930
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9105864	-0.9245369	-0.8930747
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8751013	-0.9139354	-0.8204018
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8239119	-0.9071410	-0.7774618
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9764989	-0.9787633	-0.9747929
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9701791	-0.9848345	-0.9495392
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8012762	-0.9149947	-0.6995719
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.4195007	-0.6600920	-0.2084855
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8190111	-0.8626256	-0.7481373
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8204602	-0.8903558	-0.7319034
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8517205	-0.9054765	-0.8011056
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9016449	-0.9105312	-0.8963616
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.8961208	-0.9233942	-0.8798603
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8590165	-0.9013796	-0.8344714
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7876591	-0.8323343	-0.7328077
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7162051	-0.7565416	-0.6696099
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7725468	-0.7882501	-0.7475932
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7972372	-0.8517685	-0.7481866
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7155222	-0.7948486	-0.6233917
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7417445	-0.7917547	-0.6696477
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9713281	-0.9767666	-0.9662026
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9973643	-0.9999355	-0.9953931

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
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]	-0.0097769	-0.0513906	0.0207083
aou	Atlantic	(26,26.5]	0.0320551	-0.1878066	0.1655727
aou	Atlantic	(26.5,26.75]	-0.0602365	-0.4008891	0.2550243
aou	Atlantic	(26.75,27]	-0.5365019	-0.6809104	-0.2608403
aou	Atlantic	(27,27.25]	-0.6688917	-0.7255681	-0.6171040
aou	Atlantic	(27.25,27.5]	-0.6088732	-0.7223305	-0.5072581
aou	Atlantic	(27.5,27.75]	-0.8347740	-0.8503370	-0.8165230
aou	Atlantic	(27.75,27.85]	-0.9379863	-0.9546956	-0.9232306
aou	Atlantic	(27.85,27.95]	-0.8571188	-0.8770712	-0.8324950
aou	Atlantic	(27.95,28.05]	-0.9159079	-0.9209229	-0.9070380
aou	Atlantic	(28.05,28.1]	-0.7270861	-0.8248713	-0.5991597
aou	Atlantic	(28.1,28.15]	-0.7357355	-0.8122032	-0.6346533
aou	Atlantic	(28.15,28.2]	-0.6156753	-0.7695000	-0.3235010
aou	Atlantic	(28.2, Inf]	-0.8263367	-0.8829864	-0.7401980
aou	Indo-Pacific	(-Inf,26]	0.3097130	0.2836535	0.3236914
aou	Indo-Pacific	(26,26.5]	-0.1619313	-0.3358019	-0.0088821
aou	Indo-Pacific	(26.5,26.75]	-0.5423891	-0.6875404	-0.4414816
aou	Indo-Pacific	(26.75,27]	-0.7281997	-0.8074114	-0.6639781
aou	Indo-Pacific	(27,27.25]	-0.7042594	-0.7635589	-0.5886959
aou	Indo-Pacific	(27.25,27.5]	-0.0858352	-0.1939986	0.0796122
aou	Indo-Pacific	(27.5,27.75]	0.5092306	0.4525289	0.5491874
aou	Indo-Pacific	(27.75,27.85]	0.6169705	0.5798076	0.6645858
aou	Indo-Pacific	(27.85,27.95]	0.5909554	0.5761909	0.6129809
aou	Indo-Pacific	(27.95,28.05]	0.6581326	0.5787274	0.7373953
aou	Indo-Pacific	(28.05,28.1]	0.4713871	0.4243377	0.5078655
aou	Indo-Pacific	(28.1,28.2]	0.3524213	0.2798844	0.4757860
aou	Indo-Pacific	(28.2,28.3]	-0.0671924	-0.3801906	0.5127110
aou	Indo-Pacific	(28.3, Inf]	-0.3522053	-0.9989451	0.9296082
nitrate	Atlantic	(-Inf,26]	-0.0920562	-0.1343351	-0.0445372
nitrate	Atlantic	(26,26.5]	0.0007073	-0.2070381	0.1369315
nitrate	Atlantic	(26.5,26.75]	-0.0745291	-0.3928810	0.2236308
nitrate	Atlantic	(26.75,27]	-0.5699802	-0.7042115	-0.3156744
nitrate	Atlantic	(27,27.25]	-0.8589588	-0.8989222	-0.8174569
nitrate	Atlantic	(27.25,27.5]	-0.9535073	-0.9689259	-0.9335493
nitrate	Atlantic	(27.5,27.75]	-0.9562501	-0.9615032	-0.9531191
nitrate	Atlantic	(27.75,27.85]	-0.9220487	-0.9422757	-0.9107056
nitrate	Atlantic	(27.85,27.95]	-0.8306920	-0.8401691	-0.8202805
nitrate	Atlantic	(27.95,28.05]	-0.8916605	-0.9171665	-0.8731922
nitrate	Atlantic	(28.05,28.1]	-0.9502168	-0.9587988	-0.9432593
nitrate	Atlantic	(28.1,28.15]	-0.9669302	-0.9778550	-0.9567031
nitrate	Atlantic	(28.15,28.2]	-0.9738188	-0.9952081	-0.9383474
nitrate	Atlantic	(28.2, Inf]	-0.9795174	-0.9923171	-0.9722155
nitrate	Indo-Pacific	(-Inf,26]	0.2010374	0.1825354	0.2143684
nitrate	Indo-Pacific	(26,26.5]	-0.3205498	-0.4864758	-0.1555073
nitrate	Indo-Pacific	(26.5,26.75]	-0.6685990	-0.7919359	-0.5828615
nitrate	Indo-Pacific	(26.75,27]	-0.8000520	-0.8570799	-0.7626748
nitrate	Indo-Pacific	(27,27.25]	-0.7627035	-0.8097711	-0.6779387
nitrate	Indo-Pacific	(27.25,27.5]	-0.0430314	-0.1734936	0.1245576
nitrate	Indo-Pacific	(27.5,27.75]	0.5773856	0.5264051	0.6065190
nitrate	Indo-Pacific	(27.75,27.85]	0.6082613	0.5726128	0.6448825
nitrate	Indo-Pacific	(27.85,27.95]	0.5692477	0.5522865	0.5780451
nitrate	Indo-Pacific	(27.95,28.05]	0.6049771	0.5052382	0.7307623
nitrate	Indo-Pacific	(28.05,28.1]	0.3453798	0.2606393	0.4313377
nitrate	Indo-Pacific	(28.1,28.2]	0.1759170	0.1249114	0.2144962
nitrate	Indo-Pacific	(28.2,28.3]	-0.3573016	-0.6782364	0.1925709
nitrate	Indo-Pacific	(28.3, Inf]	-0.3490373	-0.9996302	0.9477782
phosphate_star	Atlantic	(-Inf,26]	0.4859382	0.3944519	0.5446906
phosphate_star	Atlantic	(26,26.5]	0.3057411	0.2389238	0.3793077
phosphate_star	Atlantic	(26.5,26.75]	0.2082599	0.0734900	0.3275191
phosphate_star	Atlantic	(26.75,27]	-0.3240975	-0.4776872	-0.2445558
phosphate_star	Atlantic	(27,27.25]	-0.6780143	-0.8072718	-0.5770506
phosphate_star	Atlantic	(27.25,27.5]	-0.7683800	-0.8416478	-0.7299299
phosphate_star	Atlantic	(27.5,27.75]	-0.7389861	-0.7842290	-0.7129938
phosphate_star	Atlantic	(27.75,27.85]	-0.5782271	-0.6077383	-0.5425514
phosphate_star	Atlantic	(27.85,27.95]	-0.2485529	-0.3389222	-0.1373659
phosphate_star	Atlantic	(27.95,28.05]	-0.3716572	-0.4779019	-0.2096779
phosphate_star	Atlantic	(28.05,28.1]	-0.9020961	-0.9532541	-0.8614478
phosphate_star	Atlantic	(28.1,28.15]	-0.8892189	-0.9482579	-0.8143251
phosphate_star	Atlantic	(28.15,28.2]	-0.7384106	-0.8269182	-0.6862032
phosphate_star	Atlantic	(28.2, Inf]	-0.9101236	-0.9471856	-0.8553396
phosphate_star	Indo-Pacific	(-Inf,26]	0.0895098	0.0429292	0.1280482
phosphate_star	Indo-Pacific	(26,26.5]	-0.5695274	-0.6326787	-0.4848285
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7936639	-0.8595093	-0.7222406
phosphate_star	Indo-Pacific	(26.75,27]	-0.6497438	-0.7197364	-0.5152172
phosphate_star	Indo-Pacific	(27,27.25]	-0.2804531	-0.5084136	-0.1655244
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0227179	-0.2537787	0.1057720
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0904184	-0.1612619	-0.0136776
phosphate_star	Indo-Pacific	(27.75,27.85]	0.0849019	0.0252858	0.1970521
phosphate_star	Indo-Pacific	(27.85,27.95]	0.1681994	0.1420151	0.2039839
phosphate_star	Indo-Pacific	(27.95,28.05]	0.0295642	-0.0992095	0.2764754
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3007345	-0.5023521	-0.0478255
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5213245	-0.8139048	-0.3420999
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3777283	-0.8852888	-0.0618058
phosphate_star	Indo-Pacific	(28.3, Inf]	0.3509898	-0.9174958	0.9980330
sal	Atlantic	(-Inf,26]	-0.5431772	-0.5854536	-0.4911635
sal	Atlantic	(26,26.5]	-0.5342829	-0.6429820	-0.3954934
sal	Atlantic	(26.5,26.75]	-0.5548292	-0.5976573	-0.5156503
sal	Atlantic	(26.75,27]	0.0103184	-0.1174691	0.1399977
sal	Atlantic	(27,27.25]	0.5794221	0.4840458	0.7234557
sal	Atlantic	(27.25,27.5]	0.7287695	0.6302324	0.8248430
sal	Atlantic	(27.5,27.75]	0.6441093	0.5806306	0.7029733
sal	Atlantic	(27.75,27.85]	0.3890707	0.2798887	0.4608468
sal	Atlantic	(27.85,27.95]	0.1526882	0.0875023	0.2397278
sal	Atlantic	(27.95,28.05]	0.2583077	0.1826590	0.2984057
sal	Atlantic	(28.05,28.1]	0.8673108	0.8096162	0.9339170
sal	Atlantic	(28.1,28.15]	0.8229373	0.6888489	0.9177114
sal	Atlantic	(28.15,28.2]	0.4559152	0.3373191	0.5569500
sal	Atlantic	(28.2, Inf]	0.6267643	0.4145020	0.7893521
sal	Indo-Pacific	(-Inf,26]	0.2096613	0.1535993	0.2517973
sal	Indo-Pacific	(26,26.5]	0.5476439	0.4541368	0.6276450
sal	Indo-Pacific	(26.5,26.75]	0.6822209	0.6182444	0.7999681
sal	Indo-Pacific	(26.75,27]	0.5020752	0.4038155	0.5750288
sal	Indo-Pacific	(27,27.25]	0.2236715	0.1388268	0.3481822
sal	Indo-Pacific	(27.25,27.5]	-0.3316554	-0.5149582	-0.0982563
sal	Indo-Pacific	(27.5,27.75]	-0.2904101	-0.3534451	-0.2561574
sal	Indo-Pacific	(27.75,27.85]	-0.4556652	-0.5037926	-0.3902701
sal	Indo-Pacific	(27.85,27.95]	-0.4134988	-0.4526329	-0.3726934
sal	Indo-Pacific	(27.95,28.05]	-0.1744502	-0.4178053	-0.0286904
sal	Indo-Pacific	(28.05,28.1]	0.1234388	-0.2021216	0.3625781
sal	Indo-Pacific	(28.1,28.2]	0.2447783	0.0198429	0.5910439
sal	Indo-Pacific	(28.2,28.3]	0.1975206	-0.0762328	0.7178215
sal	Indo-Pacific	(28.3, Inf]	-0.4253270	-0.9971205	0.6909187
temp	Atlantic	(-Inf,26]	-0.5541279	-0.6130565	-0.4744932
temp	Atlantic	(26,26.5]	-0.5153215	-0.5936580	-0.4155468
temp	Atlantic	(26.5,26.75]	-0.4884703	-0.5401418	-0.4555052
temp	Atlantic	(26.75,27]	0.0673544	-0.0394967	0.1871331
temp	Atlantic	(27,27.25]	0.5929520	0.5004492	0.7373133
temp	Atlantic	(27.25,27.5]	0.7081835	0.6092612	0.8074509
temp	Atlantic	(27.5,27.75]	0.6122823	0.5772188	0.6644296
temp	Atlantic	(27.75,27.85]	0.3929853	0.3130974	0.4612212
temp	Atlantic	(27.85,27.95]	0.1471546	0.0425717	0.2365933
temp	Atlantic	(27.95,28.05]	0.3897733	0.3135571	0.4610414
temp	Atlantic	(28.05,28.1]	0.8243952	0.7582877	0.9037215
temp	Atlantic	(28.1,28.15]	0.7791023	0.6101984	0.9028992
temp	Atlantic	(28.15,28.2]	0.2720140	0.1561925	0.4425646
temp	Atlantic	(28.2, Inf]	0.2644498	0.1369208	0.4321230
temp	Indo-Pacific	(-Inf,26]	-0.1640412	-0.2373064	-0.0838165
temp	Indo-Pacific	(26,26.5]	0.4797847	0.4173081	0.5384414
temp	Indo-Pacific	(26.5,26.75]	0.6644862	0.6089006	0.7642299
temp	Indo-Pacific	(26.75,27]	0.5268823	0.4323083	0.5872345
temp	Indo-Pacific	(27,27.25]	0.3457995	0.2673007	0.4685076
temp	Indo-Pacific	(27.25,27.5]	-0.1180167	-0.2285795	0.0561324
temp	Indo-Pacific	(27.5,27.75]	-0.4103022	-0.4683082	-0.3453462
temp	Indo-Pacific	(27.75,27.85]	-0.4751346	-0.5076413	-0.4405395
temp	Indo-Pacific	(27.85,27.95]	-0.3301417	-0.3609636	-0.3113372
temp	Indo-Pacific	(27.95,28.05]	0.1397065	-0.0133824	0.2464562
temp	Indo-Pacific	(28.05,28.1]	0.4201704	0.1885822	0.6277576
temp	Indo-Pacific	(28.1,28.2]	0.4325232	0.3102427	0.6674122
temp	Indo-Pacific	(28.2,28.3]	0.4183513	0.1424201	0.8773679
temp	Indo-Pacific	(28.3, Inf]	-0.3447346	-0.9984425	0.9353681

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