eMLR - assumption testing

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Last updated: 2021-08-01

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: 437235e

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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	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.
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.
html	43bc7b4	Donghe-Zhu	2021-07-30	Build site.
html	f8c34a8	Donghe-Zhu	2021-07-30	Build site.
html	4f897c4	Donghe-Zhu	2021-07-30	Build site.
html	0f6e960	Donghe-Zhu	2021-07-30	Build site.
html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
html	fbca39a	Donghe-Zhu	2021-07-30	Build site.
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html	a55ffdc	Donghe-Zhu	2021-07-30	Build site.
html	d5e4458	Donghe-Zhu	2021-07-30	Build site.
html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
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html	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.
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.
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html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
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html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
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html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
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html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
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html	94a833e	Donghe-Zhu	2021-05-27	Build site.
html	5e0bd64	Donghe-Zhu	2021-05-27	Build site.
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html	951e188	Donghe-Zhu	2021-05-27	Build site.
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html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
html	e2704ca	Donghe-Zhu	2021-03-27	Build site.
html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
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html	8be810e	Donghe-Zhu	2021-03-23	Build site.
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
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html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
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html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
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html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
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html	1c24ff7	Donghe-Zhu	2021-03-10	Build site.
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html	4168b43	Donghe-Zhu	2021-03-10	Build site.
html	5365f80	Donghe-Zhu	2021-03-10	Build site.
html	2b6c392	Donghe-Zhu	2021-03-10	Build site.
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html	9d5a62c	Donghe-Zhu	2021-03-10	Build site.
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html	65b0cef	Donghe-Zhu	2021-03-07	Build site.
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html	924430b	Donghe-Zhu	2021-03-03	Build site.
html	0d0bca1	Donghe-Zhu	2021-03-03	Build site.
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html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
html	691ba81	Donghe-Zhu	2021-03-03	Build site.
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html	b71c719	Donghe-Zhu	2021-03-01	Build site.
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html	ac9bb7a	Donghe-Zhu	2021-02-28	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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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
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
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]	0.9871394	0.9841317	0.9909088
aou + nitrate	Atlantic	(26,26.5]	0.9898618	0.9894101	0.9902658
aou + nitrate	Atlantic	(26.5,26.75]	0.9917940	0.9902330	0.9945480
aou + nitrate	Atlantic	(26.75,27]	0.9765895	0.9715206	0.9792939
aou + nitrate	Atlantic	(27,27.25]	0.8830522	0.8556798	0.9125887
aou + nitrate	Atlantic	(27.25,27.5]	0.6556490	0.5369192	0.7591338
aou + nitrate	Atlantic	(27.5,27.75]	0.7564939	0.7455315	0.7776242
aou + nitrate	Atlantic	(27.75,27.85]	0.8899917	0.8728095	0.9062603
aou + nitrate	Atlantic	(27.85,27.95]	0.9312692	0.9201708	0.9432993
aou + nitrate	Atlantic	(27.95,28.05]	0.9491867	0.9353699	0.9598350
aou + nitrate	Atlantic	(28.05,28.1]	0.8688393	0.7883707	0.9357018
aou + nitrate	Atlantic	(28.1,28.15]	0.8602806	0.7699406	0.9440132
aou + nitrate	Atlantic	(28.15,28.2]	0.7799776	0.7299593	0.8425844
aou + nitrate	Atlantic	(28.2, Inf]	0.8959752	0.8255539	0.9637241
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9722548	0.9659952	0.9790508
aou + nitrate	Indo-Pacific	(26,26.5]	0.9539322	0.9481227	0.9596748
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9405732	0.9273754	0.9507351
aou + nitrate	Indo-Pacific	(26.75,27]	0.9239603	0.9079902	0.9415560
aou + nitrate	Indo-Pacific	(27,27.25]	0.9354465	0.9131125	0.9591160
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9357691	0.8966036	0.9680936
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9841507	0.9743276	0.9912040
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9937695	0.9911216	0.9959715
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9887945	0.9855100	0.9941336
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9794557	0.9741289	0.9896197
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9663043	0.9580027	0.9795691
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9475426	0.9408270	0.9591716
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9455488	0.9347861	0.9576363
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.2147664	-0.8825079	0.9974458
aou + phosphate_star	Atlantic	(-Inf,26]	0.4775956	0.3483897	0.7143368
aou + phosphate_star	Atlantic	(26,26.5]	0.7065719	0.6853569	0.7243805
aou + phosphate_star	Atlantic	(26.5,26.75]	0.7397947	0.7062374	0.7907079
aou + phosphate_star	Atlantic	(26.75,27]	0.5944613	0.5012085	0.6465861
aou + phosphate_star	Atlantic	(27,27.25]	0.3041198	0.2119073	0.4859083
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0525920	-0.1513201	0.1967659
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3395832	0.2869102	0.3837236
aou + phosphate_star	Atlantic	(27.75,27.85]	0.5051915	0.4016821	0.5723937
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3315876	0.2192809	0.4146033
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4557989	0.3048651	0.5696593
aou + phosphate_star	Atlantic	(28.05,28.1]	0.5956161	0.3681856	0.7616657
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5928057	0.3063872	0.8166459
aou + phosphate_star	Atlantic	(28.15,28.2]	0.2185398	0.0807983	0.4096978
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7313381	0.5174944	0.8912367
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6970649	0.6538087	0.7214800
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6702331	0.5584083	0.7627354
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6439329	0.5114094	0.7680162
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.3481919	0.2287640	0.5226973
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.1932896	-0.1982830	-0.1876861
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5081031	-0.5903715	-0.4286771
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6661840	-0.7206033	-0.5782937
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1664920	-0.3484238	-0.0662089
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3839238	0.3169301	0.5117256
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3973485	0.2834530	0.5467412
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.2608528	0.1207741	0.4941349
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3395416	-0.4227134	-0.2264783
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8081839	-0.9073722	-0.6277033
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5077918	-0.9980202	0.4463396
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.4681664	0.3316010	0.7176506
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7681973	0.7443627	0.7916499
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.8037405	0.7803152	0.8349492
nitrate + phosphate_star	Atlantic	(26.75,27]	0.7451632	0.6838144	0.7798566
nitrate + phosphate_star	Atlantic	(27,27.25]	0.7071229	0.6434880	0.7970345
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7793193	0.7471231	0.8092806
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.8664100	0.8455286	0.8982405
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8317009	0.7867665	0.8722082
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6247773	0.5507714	0.6702132
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.6921300	0.5699288	0.8064939
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9009214	0.8464084	0.9303368
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.8985455	0.8174264	0.9427792
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.7618699	0.7138634	0.8320245
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9374762	0.8692726	0.9732471
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8184934	0.8006070	0.8395214
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7855640	0.7156277	0.8660787
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7514163	0.6474583	0.8668087
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.5324424	0.4483939	0.6859137
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.0179071	-0.0324200	0.0063604
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.3871431	-0.4703658	-0.3283174
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.5995557	-0.6677595	-0.4953960
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0691947	-0.2731558	0.0551700
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5045759	0.4552716	0.5903892
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5644804	0.4851158	0.6542736
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4899235	0.3834809	0.6517415
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0427377	-0.1049370	0.0341663
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5952027	-0.7529308	-0.3550882
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2468395	-0.9915061	0.9855994
sal + aou	Atlantic	(-Inf,26]	-0.1146724	-0.3387692	0.0797644
sal + aou	Atlantic	(26,26.5]	-0.1940093	-0.2416796	-0.1052835
sal + aou	Atlantic	(26.5,26.75]	-0.3105639	-0.3909855	-0.2417334
sal + aou	Atlantic	(26.75,27]	-0.3405970	-0.4011299	-0.2341238
sal + aou	Atlantic	(27,27.25]	-0.2914818	-0.4790464	-0.1823580
sal + aou	Atlantic	(27.25,27.5]	-0.0742397	-0.2102116	0.0764578
sal + aou	Atlantic	(27.5,27.75]	-0.3022395	-0.4031608	-0.2374408
sal + aou	Atlantic	(27.75,27.85]	-0.3047352	-0.3937051	-0.1440581
sal + aou	Atlantic	(27.85,27.95]	-0.2940437	-0.3829275	-0.1676697
sal + aou	Atlantic	(27.95,28.05]	-0.3921100	-0.5395104	-0.2474642
sal + aou	Atlantic	(28.05,28.1]	-0.5809667	-0.7474336	-0.3486911
sal + aou	Atlantic	(28.1,28.15]	-0.5534465	-0.7688440	-0.2369436
sal + aou	Atlantic	(28.15,28.2]	0.1135519	-0.0918738	0.2204442
sal + aou	Atlantic	(28.2, Inf]	-0.4337487	-0.7500910	0.0544181
sal + aou	Indo-Pacific	(-Inf,26]	-0.0621499	-0.1356601	0.0093735
sal + aou	Indo-Pacific	(26,26.5]	-0.1647351	-0.4212892	-0.0208481
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1906414	-0.4865901	-0.0153947
sal + aou	Indo-Pacific	(26.75,27]	-0.0185662	-0.2535185	0.1152186
sal + aou	Indo-Pacific	(27,27.25]	0.1346947	0.0305067	0.2857921
sal + aou	Indo-Pacific	(27.25,27.5]	0.2975046	0.1976346	0.3528396
sal + aou	Indo-Pacific	(27.5,27.75]	0.2816280	0.2358314	0.3095242
sal + aou	Indo-Pacific	(27.75,27.85]	0.0805810	0.0487565	0.1124477
sal + aou	Indo-Pacific	(27.85,27.95]	-0.1658298	-0.2465058	-0.0499702
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2845890	-0.4434960	-0.1717148
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0835161	-0.3384121	0.0666326
sal + aou	Indo-Pacific	(28.1,28.2]	0.4806587	0.3544421	0.5946135
sal + aou	Indo-Pacific	(28.2,28.3]	0.8976725	0.8781867	0.9344334
sal + aou	Indo-Pacific	(28.3, Inf]	0.5059389	-0.2550545	0.9234779
sal + nitrate	Atlantic	(-Inf,26]	-0.0901613	-0.3451681	0.1181631
sal + nitrate	Atlantic	(26,26.5]	-0.2491316	-0.3153758	-0.1368089
sal + nitrate	Atlantic	(26.5,26.75]	-0.3791106	-0.4370628	-0.3154800
sal + nitrate	Atlantic	(26.75,27]	-0.4991413	-0.5484215	-0.4220536
sal + nitrate	Atlantic	(27,27.25]	-0.6779612	-0.7799941	-0.6225458
sal + nitrate	Atlantic	(27.25,27.5]	-0.7726053	-0.8589832	-0.6797251
sal + nitrate	Atlantic	(27.5,27.75]	-0.8168143	-0.8869250	-0.7694981
sal + nitrate	Atlantic	(27.75,27.85]	-0.6609691	-0.7319490	-0.5705787
sal + nitrate	Atlantic	(27.85,27.95]	-0.5738008	-0.6208868	-0.4915388
sal + nitrate	Atlantic	(27.95,28.05]	-0.6083531	-0.7117952	-0.4823157
sal + nitrate	Atlantic	(28.05,28.1]	-0.8528394	-0.8908883	-0.7876606
sal + nitrate	Atlantic	(28.1,28.15]	-0.8354434	-0.9126621	-0.7193723
sal + nitrate	Atlantic	(28.15,28.2]	-0.4701374	-0.5902733	-0.3915339
sal + nitrate	Atlantic	(28.2, Inf]	-0.7436031	-0.8880271	-0.4616676
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2027028	-0.2959802	-0.1214186
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3422543	-0.5926048	-0.1673995
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3694537	-0.6453883	-0.2298083
sal + nitrate	Indo-Pacific	(26.75,27]	-0.2334690	-0.4366874	-0.1089665
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0485637	-0.1265660	0.0860919
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1535181	0.0451381	0.2298204
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2070474	0.1693044	0.2458635
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.0272006	0.0089416	0.0383811
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2443149	-0.2901088	-0.1566810
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.4236900	-0.5169309	-0.3462269
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.3023115	-0.4784276	-0.2003773
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2352720	0.1374252	0.3472903
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7554255	0.7018852	0.7990167
sal + nitrate	Indo-Pacific	(28.3, Inf]	-0.2293329	-0.8801146	0.8266618
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8534366	-0.8880282	-0.8316184
sal + phosphate_star	Atlantic	(26,26.5]	-0.7763975	-0.8140806	-0.7077708
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8238113	-0.8440206	-0.7952426
sal + phosphate_star	Atlantic	(26.75,27]	-0.9169910	-0.9245387	-0.9097960
sal + phosphate_star	Atlantic	(27,27.25]	-0.9743444	-0.9799282	-0.9712016
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9708180	-0.9830342	-0.9519989
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9517622	-0.9615079	-0.9461307
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8934731	-0.9193383	-0.8607565
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9070891	-0.9456997	-0.8665155
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8522798	-0.9742889	-0.6168026
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9684023	-0.9771436	-0.9589959
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9742891	-0.9860267	-0.9674584
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9078194	-0.9274024	-0.8828321
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9098057	-0.9632822	-0.8034142
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5854224	-0.6665854	-0.5250031
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7511767	-0.8494507	-0.6394050
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8223948	-0.8980046	-0.7519845
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8464200	-0.8581822	-0.8329527
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8060350	-0.8762390	-0.7564312
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7131268	-0.8217986	-0.6560672
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6137705	-0.7526535	-0.5387780
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6633981	-0.7484018	-0.5784533
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6705030	-0.7168271	-0.6189997
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8343471	-0.8890619	-0.7830817
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8987334	-0.9375822	-0.8657220
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.8595770	-0.9064445	-0.8163702
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9254696	-0.9499058	-0.9044804
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9330730	-0.9879724	-0.8635454
sal + temp	Atlantic	(-Inf,26]	0.9469547	0.9325958	0.9550257
sal + temp	Atlantic	(26,26.5]	0.9629926	0.9596076	0.9660706
sal + temp	Atlantic	(26.5,26.75]	0.9789065	0.9753753	0.9830604
sal + temp	Atlantic	(26.75,27]	0.9704121	0.9665126	0.9727401
sal + temp	Atlantic	(27,27.25]	0.9718650	0.9704624	0.9726829
sal + temp	Atlantic	(27.25,27.5]	0.9753303	0.9734444	0.9782923
sal + temp	Atlantic	(27.5,27.75]	0.9671364	0.9601563	0.9725270
sal + temp	Atlantic	(27.75,27.85]	0.9768560	0.9722071	0.9799693
sal + temp	Atlantic	(27.85,27.95]	0.9282554	0.9208221	0.9377936
sal + temp	Atlantic	(27.95,28.05]	0.9038874	0.8763276	0.9414401
sal + temp	Atlantic	(28.05,28.1]	0.9719504	0.9691409	0.9771857
sal + temp	Atlantic	(28.1,28.15]	0.9775585	0.9750654	0.9815011
sal + temp	Atlantic	(28.15,28.2]	0.8975207	0.8575009	0.9234827
sal + temp	Atlantic	(28.2, Inf]	0.2306622	0.0145434	0.6050786
sal + temp	Indo-Pacific	(-Inf,26]	0.7624711	0.6979181	0.8281266
sal + temp	Indo-Pacific	(26,26.5]	0.9480624	0.9393870	0.9528379
sal + temp	Indo-Pacific	(26.5,26.75]	0.9795492	0.9759962	0.9823211
sal + temp	Indo-Pacific	(26.75,27]	0.9703261	0.9624192	0.9786193
sal + temp	Indo-Pacific	(27,27.25]	0.9306261	0.9132961	0.9594109
sal + temp	Indo-Pacific	(27.25,27.5]	0.8328166	0.7685266	0.9173898
sal + temp	Indo-Pacific	(27.5,27.75]	0.6613567	0.5445563	0.8148718
sal + temp	Indo-Pacific	(27.75,27.85]	0.8574041	0.8051305	0.9281769
sal + temp	Indo-Pacific	(27.85,27.95]	0.7646323	0.6743977	0.8628855
sal + temp	Indo-Pacific	(27.95,28.05]	0.7234566	0.5594597	0.8228383
sal + temp	Indo-Pacific	(28.05,28.1]	0.7811474	0.6321591	0.8584410
sal + temp	Indo-Pacific	(28.1,28.2]	0.7162873	0.5531668	0.8372905
sal + temp	Indo-Pacific	(28.2,28.3]	0.8671953	0.7540367	0.9336462
sal + temp	Indo-Pacific	(28.3, Inf]	0.2524323	-0.2367702	0.8508714
temp + aou	Atlantic	(-Inf,26]	-0.1997157	-0.4232435	-0.0354239
temp + aou	Atlantic	(26,26.5]	-0.2806337	-0.3385192	-0.1843939
temp + aou	Atlantic	(26.5,26.75]	-0.3023236	-0.3542560	-0.2405585
temp + aou	Atlantic	(26.75,27]	-0.3078800	-0.3613552	-0.2156611
temp + aou	Atlantic	(27,27.25]	-0.2600325	-0.4472369	-0.1620185
temp + aou	Atlantic	(27.25,27.5]	-0.0230457	-0.1532699	0.1406599
temp + aou	Atlantic	(27.5,27.75]	-0.2312169	-0.3169710	-0.1563731
temp + aou	Atlantic	(27.75,27.85]	-0.3010673	-0.3969290	-0.1465673
temp + aou	Atlantic	(27.85,27.95]	-0.1756658	-0.3063643	-0.0410795
temp + aou	Atlantic	(27.95,28.05]	-0.4776382	-0.6008444	-0.4059996
temp + aou	Atlantic	(28.05,28.1]	-0.4626310	-0.6685904	-0.1769317
temp + aou	Atlantic	(28.1,28.15]	-0.4484200	-0.7015032	-0.0693900
temp + aou	Atlantic	(28.15,28.2]	0.3192943	0.2665356	0.3579926
temp + aou	Atlantic	(28.2, Inf]	0.0498346	-0.1918128	0.3053719
temp + aou	Indo-Pacific	(-Inf,26]	-0.3220259	-0.4065581	-0.2008254
temp + aou	Indo-Pacific	(26,26.5]	-0.2072908	-0.4375318	-0.0667549
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1878587	-0.4659372	-0.0270724
temp + aou	Indo-Pacific	(26.75,27]	-0.0637474	-0.2809887	0.0565836
temp + aou	Indo-Pacific	(27,27.25]	0.0762457	-0.0014589	0.2137765
temp + aou	Indo-Pacific	(27.25,27.5]	0.2394394	0.1542141	0.3313852
temp + aou	Indo-Pacific	(27.5,27.75]	0.3671571	0.3291632	0.4103367
temp + aou	Indo-Pacific	(27.75,27.85]	0.2130529	0.1689624	0.2727158
temp + aou	Indo-Pacific	(27.85,27.95]	0.0946754	0.0738963	0.1235187
temp + aou	Indo-Pacific	(27.95,28.05]	0.1982824	0.1885753	0.2046980
temp + aou	Indo-Pacific	(28.05,28.1]	0.4462975	0.4082239	0.4725348
temp + aou	Indo-Pacific	(28.1,28.2]	0.7991025	0.7705867	0.8174422
temp + aou	Indo-Pacific	(28.2,28.3]	0.7013855	0.3940432	0.8708632
temp + aou	Indo-Pacific	(28.3, Inf]	-0.1849789	-0.9621950	0.9986532
temp + nitrate	Atlantic	(-Inf,26]	-0.1892792	-0.4399987	-0.0113181
temp + nitrate	Atlantic	(26,26.5]	-0.3524987	-0.4243843	-0.2416170
temp + nitrate	Atlantic	(26.5,26.75]	-0.3816672	-0.4108656	-0.3275381
temp + nitrate	Atlantic	(26.75,27]	-0.4756310	-0.5104267	-0.4140248
temp + nitrate	Atlantic	(27,27.25]	-0.6514984	-0.7547885	-0.5894362
temp + nitrate	Atlantic	(27.25,27.5]	-0.7336988	-0.8212708	-0.6485718
temp + nitrate	Atlantic	(27.5,27.75]	-0.7762851	-0.8432043	-0.7297734
temp + nitrate	Atlantic	(27.75,27.85]	-0.6711654	-0.7268079	-0.5802360
temp + nitrate	Atlantic	(27.85,27.95]	-0.4906783	-0.5684989	-0.3945701
temp + nitrate	Atlantic	(27.95,28.05]	-0.7004481	-0.7730111	-0.6614773
temp + nitrate	Atlantic	(28.05,28.1]	-0.8012303	-0.8500438	-0.7046332
temp + nitrate	Atlantic	(28.1,28.15]	-0.7651276	-0.8671288	-0.6037192
temp + nitrate	Atlantic	(28.15,28.2]	-0.2113676	-0.3089505	-0.1553194
temp + nitrate	Atlantic	(28.2, Inf]	-0.0053650	-0.3132639	0.2612354
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4649311	-0.5455766	-0.3282388
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3934736	-0.6155870	-0.2225449
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3797597	-0.6360596	-0.2476334
temp + nitrate	Indo-Pacific	(26.75,27]	-0.3073473	-0.4897703	-0.1900108
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1543808	-0.2337857	-0.0260708
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0209649	-0.0824880	0.1000809
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2538654	0.2407894	0.2720967
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1632549	0.1228756	0.2370644
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0103466	-0.0284050	0.0475636
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0313137	-0.0082884	0.0978257
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2381482	0.2221890	0.2681950
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6589343	0.5903401	0.7298709
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5110597	0.1722443	0.7190115
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.5195512	-0.3389245	0.9964279
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8969966	-0.9310714	-0.8442216
temp + phosphate_star	Atlantic	(26,26.5]	-0.8554921	-0.8802432	-0.8097408
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8412045	-0.8676080	-0.8246619
temp + phosphate_star	Atlantic	(26.75,27]	-0.9218096	-0.9316589	-0.9167740
temp + phosphate_star	Atlantic	(27,27.25]	-0.9774634	-0.9825696	-0.9730418
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9732904	-0.9871470	-0.9501756
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9564584	-0.9653380	-0.9481511
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9228362	-0.9326009	-0.9177908
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9069320	-0.9242735	-0.8980729
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8560154	-0.8988859	-0.7823814
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9691207	-0.9777138	-0.9636651
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9568555	-0.9766084	-0.9426525
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.7503819	-0.8456721	-0.6537481
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.1997959	-0.6302186	0.0647018
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8196422	-0.8672308	-0.7372412
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8115407	-0.8862884	-0.7057727
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8425912	-0.9050948	-0.7738201
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8994650	-0.9113147	-0.8887728
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9002400	-0.9290981	-0.8857327
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8608244	-0.9089903	-0.8343641
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7913351	-0.8539649	-0.7184822
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7227358	-0.7698243	-0.6688013
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6660072	-0.7564046	-0.5299019
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7401482	-0.8325166	-0.6065621
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6721185	-0.7869341	-0.4758094
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6877065	-0.7778562	-0.5333967
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9473792	-0.9845215	-0.8857495
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2973548	-0.9977617	0.3841557

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
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]	-0.0281256	-0.2054293	0.0729724
aou	Atlantic	(26,26.5]	0.0823726	-0.0965185	0.1727908
aou	Atlantic	(26.5,26.75]	-0.0093551	-0.3251988	0.2002817
aou	Atlantic	(26.75,27]	-0.5634309	-0.6872106	-0.3793982
aou	Atlantic	(27,27.25]	-0.6885822	-0.7158979	-0.6618012
aou	Atlantic	(27.25,27.5]	-0.5773977	-0.7808315	-0.4689358
aou	Atlantic	(27.5,27.75]	-0.8268729	-0.8764094	-0.7709613
aou	Atlantic	(27.75,27.85]	-0.9343744	-0.9471133	-0.9257010
aou	Atlantic	(27.85,27.95]	-0.8344882	-0.8642146	-0.8172962
aou	Atlantic	(27.95,28.05]	-0.9229346	-0.9461658	-0.9010692
aou	Atlantic	(28.05,28.1]	-0.7751802	-0.8432613	-0.6757907
aou	Atlantic	(28.1,28.15]	-0.7941115	-0.8819055	-0.7014782
aou	Atlantic	(28.15,28.2]	-0.7218239	-0.8090993	-0.5869150
aou	Atlantic	(28.2, Inf]	-0.9102350	-0.9457487	-0.8694246
aou	Indo-Pacific	(-Inf,26]	0.2851322	0.2726147	0.2995887
aou	Indo-Pacific	(26,26.5]	-0.2046130	-0.3524845	-0.1088843
aou	Indo-Pacific	(26.5,26.75]	-0.5795945	-0.7198971	-0.4519332
aou	Indo-Pacific	(26.75,27]	-0.7328271	-0.8119419	-0.6748359
aou	Indo-Pacific	(27,27.25]	-0.7091135	-0.7648899	-0.6001201
aou	Indo-Pacific	(27.25,27.5]	-0.1190624	-0.2213751	-0.0052570
aou	Indo-Pacific	(27.5,27.75]	0.4982794	0.4625441	0.5557665
aou	Indo-Pacific	(27.75,27.85]	0.6066302	0.5740866	0.6608375
aou	Indo-Pacific	(27.85,27.95]	0.5849764	0.5566370	0.5993407
aou	Indo-Pacific	(27.95,28.05]	0.6391735	0.5513920	0.7368267
aou	Indo-Pacific	(28.05,28.1]	0.4663188	0.4228580	0.5023334
aou	Indo-Pacific	(28.1,28.2]	0.3988239	0.3087017	0.5125303
aou	Indo-Pacific	(28.2,28.3]	-0.0071448	-0.3632740	0.6751328
aou	Indo-Pacific	(28.3, Inf]	0.4776748	-0.5045515	0.9995312
nitrate	Atlantic	(-Inf,26]	-0.1205851	-0.3028087	0.0007181
nitrate	Atlantic	(26,26.5]	0.0536748	-0.1244130	0.1534176
nitrate	Atlantic	(26.5,26.75]	-0.0264930	-0.3273405	0.1647992
nitrate	Atlantic	(26.75,27]	-0.5967734	-0.6864285	-0.4478013
nitrate	Atlantic	(27,27.25]	-0.8649023	-0.8873573	-0.8404967
nitrate	Atlantic	(27.25,27.5]	-0.9523603	-0.9699033	-0.9380752
nitrate	Atlantic	(27.5,27.75]	-0.9553217	-0.9669462	-0.9463575
nitrate	Atlantic	(27.75,27.85]	-0.9114214	-0.9409628	-0.8948699
nitrate	Atlantic	(27.85,27.95]	-0.8093884	-0.8165671	-0.8040959
nitrate	Atlantic	(27.95,28.05]	-0.8907162	-0.9038149	-0.8732781
nitrate	Atlantic	(28.05,28.1]	-0.9448043	-0.9511456	-0.9366082
nitrate	Atlantic	(28.1,28.15]	-0.9683668	-0.9758096	-0.9565950
nitrate	Atlantic	(28.15,28.2]	-0.9878987	-0.9963512	-0.9769277
nitrate	Atlantic	(28.2, Inf]	-0.9874340	-0.9948907	-0.9769308
nitrate	Indo-Pacific	(-Inf,26]	0.1717205	0.1666275	0.1748523
nitrate	Indo-Pacific	(26,26.5]	-0.3602407	-0.4994778	-0.2493017
nitrate	Indo-Pacific	(26.5,26.75]	-0.6982464	-0.8185528	-0.5942654
nitrate	Indo-Pacific	(26.75,27]	-0.8041788	-0.8655778	-0.7660455
nitrate	Indo-Pacific	(27,27.25]	-0.7648316	-0.8089417	-0.6804182
nitrate	Indo-Pacific	(27.25,27.5]	-0.0818551	-0.2074834	0.0290289
nitrate	Indo-Pacific	(27.5,27.75]	0.5674645	0.5374308	0.6045742
nitrate	Indo-Pacific	(27.75,27.85]	0.6014053	0.5799263	0.6411192
nitrate	Indo-Pacific	(27.85,27.95]	0.5611952	0.5371733	0.5837767
nitrate	Indo-Pacific	(27.95,28.05]	0.5854424	0.4789180	0.7256123
nitrate	Indo-Pacific	(28.05,28.1]	0.3337285	0.2466665	0.4214444
nitrate	Indo-Pacific	(28.1,28.2]	0.2062977	0.1471967	0.2431620
nitrate	Indo-Pacific	(28.2,28.3]	-0.2533660	-0.6093948	0.4525193
nitrate	Indo-Pacific	(28.3, Inf]	-0.3038614	-0.9985229	0.9546347
phosphate_star	Atlantic	(-Inf,26]	0.4265826	0.3006866	0.5115886
phosphate_star	Atlantic	(26,26.5]	0.3585317	0.2174812	0.4694784
phosphate_star	Atlantic	(26.5,26.75]	0.2468291	0.0554721	0.3782813
phosphate_star	Atlantic	(26.75,27]	-0.3449948	-0.4016810	-0.2645271
phosphate_star	Atlantic	(27,27.25]	-0.6787273	-0.8504880	-0.5678871
phosphate_star	Atlantic	(27.25,27.5]	-0.7761291	-0.8866572	-0.7164908
phosphate_star	Atlantic	(27.5,27.75]	-0.7452670	-0.8362176	-0.6956265
phosphate_star	Atlantic	(27.75,27.85]	-0.5779492	-0.6958961	-0.5014250
phosphate_star	Atlantic	(27.85,27.95]	-0.2600607	-0.3208479	-0.2131270
phosphate_star	Atlantic	(27.95,28.05]	-0.3704232	-0.4904063	-0.2398190
phosphate_star	Atlantic	(28.05,28.1]	-0.8733087	-0.9313119	-0.8054385
phosphate_star	Atlantic	(28.1,28.15]	-0.8781418	-0.9431040	-0.7922534
phosphate_star	Atlantic	(28.15,28.2]	-0.7964789	-0.8583977	-0.7157552
phosphate_star	Atlantic	(28.2, Inf]	-0.9417323	-0.9895814	-0.8705378
phosphate_star	Indo-Pacific	(-Inf,26]	0.0579608	-0.0206392	0.1267925
phosphate_star	Indo-Pacific	(26,26.5]	-0.5878380	-0.6317228	-0.5368978
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7999855	-0.8632144	-0.7251052
phosphate_star	Indo-Pacific	(26.75,27]	-0.6453893	-0.7171056	-0.5137814
phosphate_star	Indo-Pacific	(27,27.25]	-0.2704177	-0.4843515	-0.1571628
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0388205	-0.2763486	0.0993194
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0732343	-0.1629045	-0.0157125
phosphate_star	Indo-Pacific	(27.75,27.85]	0.1235199	0.0422378	0.2679614
phosphate_star	Indo-Pacific	(27.85,27.95]	0.2698250	0.1868246	0.4268562
phosphate_star	Indo-Pacific	(27.95,28.05]	0.1112592	-0.0880257	0.4489040
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2788126	-0.5475684	0.0349534
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5902053	-0.8369889	-0.4336290
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4866000	-0.9095569	-0.0483291
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9661676	-0.9933068	-0.9267241
sal	Atlantic	(-Inf,26]	-0.4443883	-0.5309823	-0.2961192
sal	Atlantic	(26,26.5]	-0.5670782	-0.7531906	-0.4497036
sal	Atlantic	(26.5,26.75]	-0.5668269	-0.7076422	-0.4691368
sal	Atlantic	(26.75,27]	0.0102378	-0.1035942	0.1063934
sal	Atlantic	(27,27.25]	0.5799354	0.4672056	0.7765112
sal	Atlantic	(27.25,27.5]	0.7280623	0.5677704	0.8872294
sal	Atlantic	(27.5,27.75]	0.6697877	0.5800459	0.7867306
sal	Atlantic	(27.75,27.85]	0.4150416	0.2815826	0.5482847
sal	Atlantic	(27.85,27.95]	0.1902853	0.1245955	0.2526616
sal	Atlantic	(27.95,28.05]	0.3320521	0.2934828	0.3845795
sal	Atlantic	(28.05,28.1]	0.8233494	0.7321414	0.8961729
sal	Atlantic	(28.1,28.15]	0.7918772	0.6603820	0.8646256
sal	Atlantic	(28.15,28.2]	0.5067436	0.3448211	0.6208796
sal	Atlantic	(28.2, Inf]	0.7374835	0.4279830	0.9193523
sal	Indo-Pacific	(-Inf,26]	0.2030218	0.1338068	0.2451195
sal	Indo-Pacific	(26,26.5]	0.5292978	0.4181603	0.6159545
sal	Indo-Pacific	(26.5,26.75]	0.6656334	0.5766364	0.8001278
sal	Indo-Pacific	(26.75,27]	0.4784548	0.4033791	0.5698058
sal	Indo-Pacific	(27,27.25]	0.2039670	0.1250377	0.2977116
sal	Indo-Pacific	(27.25,27.5]	-0.3041270	-0.5000918	-0.0517761
sal	Indo-Pacific	(27.5,27.75]	-0.2924847	-0.3480993	-0.2593423
sal	Indo-Pacific	(27.75,27.85]	-0.4714970	-0.5309756	-0.4076079
sal	Indo-Pacific	(27.85,27.95]	-0.4834308	-0.5558570	-0.4176140
sal	Indo-Pacific	(27.95,28.05]	-0.2736910	-0.5952782	-0.0977618
sal	Indo-Pacific	(28.05,28.1]	0.0823660	-0.3233800	0.4058172
sal	Indo-Pacific	(28.1,28.2]	0.2899507	0.1017954	0.6406964
sal	Indo-Pacific	(28.2,28.3]	0.2579990	-0.1169964	0.7739055
sal	Indo-Pacific	(28.3, Inf]	0.8424011	0.6878576	0.9347905
temp	Atlantic	(-Inf,26]	-0.4690282	-0.5758679	-0.2961193
temp	Atlantic	(26,26.5]	-0.5361638	-0.6711403	-0.4393634
temp	Atlantic	(26.5,26.75]	-0.4973419	-0.6385254	-0.3983811
temp	Atlantic	(26.75,27]	0.0561324	-0.0365625	0.1265491
temp	Atlantic	(27,27.25]	0.5945519	0.4890758	0.7886024
temp	Atlantic	(27.25,27.5]	0.7084155	0.5458594	0.8747270
temp	Atlantic	(27.5,27.75]	0.6337593	0.5730450	0.7491743
temp	Atlantic	(27.75,27.85]	0.4196315	0.2967300	0.5403942
temp	Atlantic	(27.85,27.95]	0.1596438	0.1042515	0.1907980
temp	Atlantic	(27.95,28.05]	0.4582480	0.3906501	0.5264123
temp	Atlantic	(28.05,28.1]	0.7782360	0.6715814	0.8621944
temp	Atlantic	(28.1,28.15]	0.7345125	0.5624631	0.8258444
temp	Atlantic	(28.15,28.2]	0.2590323	0.1408716	0.4367064
temp	Atlantic	(28.2, Inf]	0.1196097	-0.1346851	0.4506861
temp	Indo-Pacific	(-Inf,26]	-0.1573520	-0.2530388	-0.0562107
temp	Indo-Pacific	(26,26.5]	0.4704565	0.4013389	0.5307002
temp	Indo-Pacific	(26.5,26.75]	0.6517894	0.5787404	0.7647979
temp	Indo-Pacific	(26.75,27]	0.5099023	0.4325642	0.5876927
temp	Indo-Pacific	(27,27.25]	0.3285027	0.2535049	0.4241748
temp	Indo-Pacific	(27.25,27.5]	-0.0891619	-0.2104581	0.1086702
temp	Indo-Pacific	(27.5,27.75]	-0.4084271	-0.4585473	-0.3428561
temp	Indo-Pacific	(27.75,27.85]	-0.4947093	-0.5406601	-0.4635201
temp	Indo-Pacific	(27.85,27.95]	-0.4507826	-0.5858103	-0.3700920
temp	Indo-Pacific	(27.95,28.05]	0.0586969	-0.1496594	0.1694035
temp	Indo-Pacific	(28.05,28.1]	0.3990688	0.1156495	0.6611327
temp	Indo-Pacific	(28.1,28.2]	0.4888336	0.3287033	0.7161936
temp	Indo-Pacific	(28.2,28.3]	0.5180867	0.0686189	0.9045976
temp	Indo-Pacific	(28.3, Inf]	0.2324075	-0.5664301	0.9429040

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