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: 6c08dff

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    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jquery-1.11.3/jquery.min.js
    Deleted:    docs_RV_2021_2R_mon_standard/site_libs/jqueryui-1.11.4/README
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Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	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	a3006cd	Donghe-Zhu	2021-07-30	Build site.
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.
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html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
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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.
html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
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.
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html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
html	7ae0d4b	Donghe-Zhu	2021-06-07	Build site.
html	325391f	Donghe-Zhu	2021-06-07	Build site.
html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
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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.
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html	0c20513	Donghe-Zhu	2021-03-26	Build site.
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html	bf19764	Donghe-Zhu	2021-03-22	Build site.
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html	183443b	Donghe-Zhu	2021-03-21	Build site.
html	2e6976b	Donghe-Zhu	2021-03-21	Build site.
html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
html	f745381	Donghe-Zhu	2021-03-16	Build site.
html	aecbf75	Donghe-Zhu	2021-03-14	Build site.
html	1b2a0c2	Donghe-Zhu	2021-03-14	Build site.
html	6733e48	Donghe-Zhu	2021-03-12	Build site.
html	ba71e6a	Donghe-Zhu	2021-03-12	Build site.
html	9dbf5bd	Donghe-Zhu	2021-03-11	Build site.
html	a49df30	Donghe-Zhu	2021-03-11	Build site.
html	b3348a5	Donghe-Zhu	2021-03-11	Build site.
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html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
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html	feb991c	Donghe-Zhu	2021-02-27	Build site.
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Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
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html	12bc567	Donghe-Zhu	2021-01-27	Build site.
html	ceed31b	Donghe-Zhu	2021-01-27	Build site.
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html	61efb56	Donghe-Zhu	2021-01-25	Build site.
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html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
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html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
html	73cbef3	jens-daniel-mueller	2021-01-15	Build site.
html	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
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Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
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Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
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html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
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Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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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
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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
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3d4ac14	Donghe-Zhu	2021-07-15
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363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
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75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
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90a9da5	Donghe-Zhu	2021-06-25
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7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
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441ebe5	Donghe-Zhu	2021-05-28
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a61aa77	Donghe-Zhu	2021-05-28
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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
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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
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75dda4d	Donghe-Zhu	2021-03-27
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e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
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1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
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a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
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94ce5a8	Donghe-Zhu	2021-03-10
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3d1f470	Donghe-Zhu	2021-03-10
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5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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
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 + phosphate	Atlantic	(-Inf,26]	0.8960108	0.8209194	0.9348604
aou + phosphate	Atlantic	(26,26.5]	0.9366519	0.9216186	0.9543268
aou + phosphate	Atlantic	(26.5,26.75]	0.9679229	0.9511812	0.9844715
aou + phosphate	Atlantic	(26.75,27]	0.9842040	0.9820814	0.9881417
aou + phosphate	Atlantic	(27,27.25]	0.9650102	0.9485269	0.9771294
aou + phosphate	Atlantic	(27.25,27.5]	0.9034922	0.8495981	0.9333362
aou + phosphate	Atlantic	(27.5,27.75]	0.9200679	0.8648097	0.9501555
aou + phosphate	Atlantic	(27.75,27.85]	0.9058922	0.8210933	0.9498168
aou + phosphate	Atlantic	(27.85,27.95]	0.9210591	0.8723737	0.9494467
aou + phosphate	Atlantic	(27.95,28.05]	0.8924593	0.8785930	0.9125266
aou + phosphate	Atlantic	(28.05,28.1]	0.9663665	0.9644960	0.9693490
aou + phosphate	Atlantic	(28.1,28.15]	0.9777134	0.9744000	0.9828625
aou + phosphate	Atlantic	(28.15,28.2]	0.9840821	0.9777535	0.9908694
aou + phosphate	Atlantic	(28.2, Inf]	0.8686965	0.8613109	0.8787382
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9369934	0.9041883	0.9614704
aou + phosphate	Indo-Pacific	(26,26.5]	0.9475188	0.9378387	0.9549918
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9317182	0.9287942	0.9365472
aou + phosphate	Indo-Pacific	(26.75,27]	0.9353482	0.9219915	0.9451850
aou + phosphate	Indo-Pacific	(27,27.25]	0.8988261	0.8744523	0.9282910
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.8649070	0.8436384	0.8986953
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9261389	0.9145323	0.9417021
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9755410	0.9722817	0.9812323
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9903075	0.9896571	0.9911277
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9956526	0.9955032	0.9958365
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9942223	0.9920050	0.9960647
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9859693	0.9830661	0.9878162
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8249567	0.7819871	0.8572318
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6436156	0.5213048	0.8726008
aou + phosphate_star	Atlantic	(-Inf,26]	0.5764719	0.4169543	0.6692473
aou + phosphate_star	Atlantic	(26,26.5]	0.4658598	0.4249298	0.5342825
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4521094	0.2920086	0.7045550
aou + phosphate_star	Atlantic	(26.75,27]	0.7468980	0.7017326	0.8005182
aou + phosphate_star	Atlantic	(27,27.25]	0.5566416	0.4412827	0.7162571
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1097402	-0.0513154	0.3689575
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3136110	0.2037138	0.4635319
aou + phosphate_star	Atlantic	(27.75,27.85]	0.3349063	0.2860007	0.3817183
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3205141	0.2542037	0.3843451
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5729463	0.4598216	0.7706439
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8854031	0.8701510	0.9121274
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9134215	0.8980099	0.9299850
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9576063	0.9527606	0.9670467
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7794707	0.7325677	0.8378912
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6692465	0.6055893	0.7634454
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6372313	0.4966248	0.7376911
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5240580	0.4894427	0.5460691
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6072241	0.5561711	0.6412866
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6365950	0.5848942	0.7017730
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6490466	0.6071623	0.7017275
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6933826	0.6412749	0.7664686
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.7997662	0.7633376	0.8534575
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8407244	0.8290398	0.8466588
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8048765	0.7891665	0.8150605
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7218663	0.7164718	0.7311286
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6223765	0.5930753	0.6737834
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2739378	0.2260836	0.3594928
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0408529	0.0269982	0.0621929
aou + silicate	Atlantic	(-Inf,26]	0.8481948	0.8228417	0.8767199
aou + silicate	Atlantic	(26,26.5]	0.8340365	0.7899375	0.8662506
aou + silicate	Atlantic	(26.5,26.75]	0.8269259	0.7434180	0.9060560
aou + silicate	Atlantic	(26.75,27]	0.8868682	0.8674796	0.9145734
aou + silicate	Atlantic	(27,27.25]	0.8304812	0.7726297	0.8980468
aou + silicate	Atlantic	(27.25,27.5]	0.6022260	0.4863637	0.7231589
aou + silicate	Atlantic	(27.5,27.75]	0.6881681	0.6427149	0.7359504
aou + silicate	Atlantic	(27.75,27.85]	0.7276033	0.7118713	0.7355068
aou + silicate	Atlantic	(27.85,27.95]	0.7276422	0.7028225	0.7654208
aou + silicate	Atlantic	(27.95,28.05]	0.7039380	0.6429315	0.8191062
aou + silicate	Atlantic	(28.05,28.1]	0.6600021	0.6269120	0.7189883
aou + silicate	Atlantic	(28.1,28.15]	0.5371252	0.5085520	0.5605969
aou + silicate	Atlantic	(28.15,28.2]	0.5626454	0.4725204	0.6705826
aou + silicate	Atlantic	(28.2, Inf]	0.4477203	0.4083322	0.4991005
aou + silicate	Indo-Pacific	(-Inf,26]	0.8319037	0.7752688	0.8818154
aou + silicate	Indo-Pacific	(26,26.5]	0.8221261	0.7858581	0.8446064
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7726501	0.7613104	0.7797285
aou + silicate	Indo-Pacific	(26.75,27]	0.7877086	0.7763246	0.8024809
aou + silicate	Indo-Pacific	(27,27.25]	0.8150257	0.7785876	0.8429350
aou + silicate	Indo-Pacific	(27.25,27.5]	0.8832240	0.8555679	0.9043707
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9188834	0.9024256	0.9301188
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9282188	0.9211344	0.9383593
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9149725	0.9084438	0.9182736
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8859606	0.8575479	0.9070216
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9146740	0.8923671	0.9490753
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8585852	0.8466592	0.8717899
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7698765	0.7454287	0.7827551
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4299633	0.3842649	0.4822202
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8599047	0.8464633	0.8781312
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7395166	0.7137307	0.7566347
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.6556868	0.5698014	0.8170034
phosphate + phosphate_star	Atlantic	(26.75,27]	0.8521169	0.8227268	0.8826113
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7524016	0.7023576	0.8478084
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5127172	0.3246408	0.6773846
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6484952	0.5572991	0.7256339
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.6804229	0.6109254	0.7733607
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6445949	0.5387644	0.7780484
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8609997	0.8153289	0.9467103
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9614921	0.9516121	0.9735300
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9632076	0.9572985	0.9746224
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9844515	0.9829393	0.9873286
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9750617	0.9622396	0.9888688
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8774889	0.8487186	0.9035662
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8463850	0.7644936	0.9028005
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7936055	0.7719168	0.8144297
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.8420745	0.8282938	0.8490320
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.9009895	0.8969166	0.9070179
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.9389826	0.9341324	0.9443325
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.9098337	0.8924959	0.9339013
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.9069590	0.8865243	0.9324793
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.9016379	0.8946140	0.9070397
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8510956	0.8356213	0.8611260
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7819288	0.7648857	0.7906101
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7254879	0.6815430	0.7862756
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7126473	0.6779121	0.7354131
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7494344	0.5303340	0.8605449
sal + aou	Atlantic	(-Inf,26]	-0.1245308	-0.2935708	-0.0225956
sal + aou	Atlantic	(26,26.5]	-0.0027760	-0.0741565	0.0550389
sal + aou	Atlantic	(26.5,26.75]	-0.1335573	-0.4209972	0.0416199
sal + aou	Atlantic	(26.75,27]	-0.6385644	-0.7093598	-0.5739475
sal + aou	Atlantic	(27,27.25]	-0.4636884	-0.6312749	-0.3477864
sal + aou	Atlantic	(27.25,27.5]	-0.0718246	-0.3126858	0.0883304
sal + aou	Atlantic	(27.5,27.75]	-0.2778105	-0.4169827	-0.1954381
sal + aou	Atlantic	(27.75,27.85]	-0.2709010	-0.2861773	-0.2464081
sal + aou	Atlantic	(27.85,27.95]	-0.2401960	-0.3304174	-0.1633531
sal + aou	Atlantic	(27.95,28.05]	-0.5407109	-0.7431067	-0.4234882
sal + aou	Atlantic	(28.05,28.1]	-0.8365484	-0.8819486	-0.8020052
sal + aou	Atlantic	(28.1,28.15]	-0.8372909	-0.8818602	-0.8118335
sal + aou	Atlantic	(28.15,28.2]	-0.9117967	-0.9347820	-0.8918283
sal + aou	Atlantic	(28.2, Inf]	-0.7355631	-0.8862655	-0.5727504
sal + aou	Indo-Pacific	(-Inf,26]	-0.2483661	-0.3056602	-0.1454544
sal + aou	Indo-Pacific	(26,26.5]	-0.2767196	-0.4868948	-0.0501543
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1610826	-0.2911894	-0.0726155
sal + aou	Indo-Pacific	(26.75,27]	-0.1648040	-0.2643262	-0.0551393
sal + aou	Indo-Pacific	(27,27.25]	-0.0550587	-0.2125726	0.0927739
sal + aou	Indo-Pacific	(27.25,27.5]	0.0742365	-0.1238958	0.2539822
sal + aou	Indo-Pacific	(27.5,27.75]	0.2445720	0.0502608	0.3609767
sal + aou	Indo-Pacific	(27.75,27.85]	0.1453246	-0.0197876	0.2911658
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0473553	-0.1024580	0.0389145
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2613029	-0.3264259	-0.1639827
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0943180	-0.1554236	-0.0015769
sal + aou	Indo-Pacific	(28.1,28.2]	0.2186251	0.1838291	0.2370827
sal + aou	Indo-Pacific	(28.2,28.3]	0.5446522	0.4865740	0.6371804
sal + aou	Indo-Pacific	(28.3, Inf]	0.8305129	0.8099508	0.8471539
sal + phosphate	Atlantic	(-Inf,26]	-0.4196655	-0.5207568	-0.2724449
sal + phosphate	Atlantic	(26,26.5]	-0.2750153	-0.3134902	-0.2154332
sal + phosphate	Atlantic	(26.5,26.75]	-0.3463503	-0.5578650	-0.2311171
sal + phosphate	Atlantic	(26.75,27]	-0.7555679	-0.8016228	-0.7061703
sal + phosphate	Atlantic	(27,27.25]	-0.6728504	-0.7775480	-0.6168630
sal + phosphate	Atlantic	(27.25,27.5]	-0.4732088	-0.6256166	-0.2838376
sal + phosphate	Atlantic	(27.5,27.75]	-0.6017532	-0.6803925	-0.4996328
sal + phosphate	Atlantic	(27.75,27.85]	-0.6121546	-0.7364097	-0.5266064
sal + phosphate	Atlantic	(27.85,27.95]	-0.5616495	-0.7234798	-0.4418792
sal + phosphate	Atlantic	(27.95,28.05]	-0.8093085	-0.9017395	-0.7622439
sal + phosphate	Atlantic	(28.05,28.1]	-0.9080357	-0.9263253	-0.8886103
sal + phosphate	Atlantic	(28.1,28.15]	-0.8854468	-0.9152527	-0.8693286
sal + phosphate	Atlantic	(28.15,28.2]	-0.9274139	-0.9507319	-0.9013260
sal + phosphate	Atlantic	(28.2, Inf]	-0.8400696	-0.9326484	-0.7796507
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.4554684	-0.5437544	-0.3608057
sal + phosphate	Indo-Pacific	(26,26.5]	-0.5119060	-0.6742021	-0.3315825
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4280821	-0.5609371	-0.3488661
sal + phosphate	Indo-Pacific	(26.75,27]	-0.3716314	-0.4767235	-0.2937060
sal + phosphate	Indo-Pacific	(27,27.25]	-0.1542169	-0.2783304	-0.0723824
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.0353287	-0.0762291	0.1039671
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.1683287	0.0560275	0.2785886
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0822129	-0.0358324	0.2319991
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1006796	-0.1631246	-0.0157313
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.3243228	-0.3912512	-0.2277151
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.1421335	-0.2089943	-0.0581827
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.1861115	0.1284820	0.2262836
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6427950	0.5824659	0.7300422
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.4505022	0.2765949	0.7426634
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7585862	-0.8096795	-0.6589093
sal + phosphate_star	Atlantic	(26,26.5]	-0.7740498	-0.8024864	-0.7478057
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8926733	-0.9037896	-0.8788494
sal + phosphate_star	Atlantic	(26.75,27]	-0.9653880	-0.9714935	-0.9556855
sal + phosphate_star	Atlantic	(27,27.25]	-0.9827931	-0.9876760	-0.9769756
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9839875	-0.9857671	-0.9830328
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9701966	-0.9794401	-0.9617599
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9780805	-0.9851800	-0.9676187
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9717942	-0.9781777	-0.9663028
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9761603	-0.9790540	-0.9712292
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9806317	-0.9826643	-0.9791053
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9726783	-0.9767219	-0.9704808
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9737611	-0.9822014	-0.9619117
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8838505	-0.9307482	-0.8497293
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6884104	-0.7332990	-0.6507721
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8284863	-0.8735530	-0.7872196
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8075065	-0.8717040	-0.7726984
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.7058103	-0.7834986	-0.6632276
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.3780022	-0.4732921	-0.3270156
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0906079	-0.1451609	-0.0151158
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0433342	-0.1109447	0.0332117
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1854500	-0.3047995	-0.0356283
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4125067	-0.4718450	-0.3391514
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7410401	-0.7823228	-0.6626716
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6363537	-0.6850287	-0.5475359
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3444404	-0.4359745	-0.2181556
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2771656	0.1263189	0.3526624
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0655841	-0.1446006	0.0726620
sal + silicate	Atlantic	(-Inf,26]	-0.3717871	-0.5212574	-0.2296074
sal + silicate	Atlantic	(26,26.5]	-0.3485247	-0.3902826	-0.3054439
sal + silicate	Atlantic	(26.5,26.75]	-0.5341468	-0.6604818	-0.4272253
sal + silicate	Atlantic	(26.75,27]	-0.8742663	-0.8928726	-0.8485462
sal + silicate	Atlantic	(27,27.25]	-0.8323938	-0.8785783	-0.7999558
sal + silicate	Atlantic	(27.25,27.5]	-0.7630819	-0.8254171	-0.6563658
sal + silicate	Atlantic	(27.5,27.75]	-0.8075580	-0.8596388	-0.7675921
sal + silicate	Atlantic	(27.75,27.85]	-0.7640491	-0.7752319	-0.7533337
sal + silicate	Atlantic	(27.85,27.95]	-0.7078788	-0.7573875	-0.6353569
sal + silicate	Atlantic	(27.95,28.05]	-0.6182688	-0.6805939	-0.5634902
sal + silicate	Atlantic	(28.05,28.1]	-0.2846344	-0.3690855	-0.2189215
sal + silicate	Atlantic	(28.1,28.15]	-0.1147290	-0.2351390	-0.0221056
sal + silicate	Atlantic	(28.15,28.2]	-0.3147763	-0.3674347	-0.2693264
sal + silicate	Atlantic	(28.2, Inf]	-0.3486455	-0.4631631	-0.2644039
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5527731	-0.6647446	-0.4564044
sal + silicate	Indo-Pacific	(26,26.5]	-0.5946047	-0.7723893	-0.3730626
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5834462	-0.7374682	-0.4466306
sal + silicate	Indo-Pacific	(26.75,27]	-0.5711254	-0.7011518	-0.4048528
sal + silicate	Indo-Pacific	(27,27.25]	-0.4814960	-0.6429068	-0.2667378
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.2445474	-0.4556529	0.0156817
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0282118	-0.1741136	0.1524330
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0173828	-0.2077275	0.1416698
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0732894	-0.1611559	-0.0284407
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.2306211	-0.3625958	-0.1408468
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0614212	-0.0689400	0.1795914
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3015203	0.1895360	0.4067677
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6376345	0.5785318	0.7038176
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4987878	0.3937396	0.5744438
sal + temp	Atlantic	(-Inf,26]	0.8698374	0.8432659	0.8849421
sal + temp	Atlantic	(26,26.5]	0.9495010	0.9421788	0.9617826
sal + temp	Atlantic	(26.5,26.75]	0.9771335	0.9756167	0.9792772
sal + temp	Atlantic	(26.75,27]	0.9780533	0.9751452	0.9823003
sal + temp	Atlantic	(27,27.25]	0.9812832	0.9776616	0.9836170
sal + temp	Atlantic	(27.25,27.5]	0.9777294	0.9716601	0.9821817
sal + temp	Atlantic	(27.5,27.75]	0.9654919	0.9575933	0.9699100
sal + temp	Atlantic	(27.75,27.85]	0.9795491	0.9766987	0.9829374
sal + temp	Atlantic	(27.85,27.95]	0.9721483	0.9695445	0.9739333
sal + temp	Atlantic	(27.95,28.05]	0.9792507	0.9766131	0.9814851
sal + temp	Atlantic	(28.05,28.1]	0.9842411	0.9811184	0.9865071
sal + temp	Atlantic	(28.1,28.15]	0.9850193	0.9827331	0.9863130
sal + temp	Atlantic	(28.15,28.2]	0.9885021	0.9864805	0.9900211
sal + temp	Atlantic	(28.2, Inf]	0.7367262	0.6490848	0.9040411
sal + temp	Indo-Pacific	(-Inf,26]	0.6868394	0.5951405	0.7682516
sal + temp	Indo-Pacific	(26,26.5]	0.9643360	0.9596907	0.9682504
sal + temp	Indo-Pacific	(26.5,26.75]	0.9853880	0.9829971	0.9869084
sal + temp	Indo-Pacific	(26.75,27]	0.9835864	0.9812739	0.9872145
sal + temp	Indo-Pacific	(27,27.25]	0.9743403	0.9709129	0.9769240
sal + temp	Indo-Pacific	(27.25,27.5]	0.9412058	0.9302722	0.9498743
sal + temp	Indo-Pacific	(27.5,27.75]	0.8819224	0.8640583	0.9057854
sal + temp	Indo-Pacific	(27.75,27.85]	0.9278538	0.9210128	0.9397964
sal + temp	Indo-Pacific	(27.85,27.95]	0.9108987	0.8879791	0.9257115
sal + temp	Indo-Pacific	(27.95,28.05]	0.9396377	0.9176274	0.9536625
sal + temp	Indo-Pacific	(28.05,28.1]	0.9615119	0.9456106	0.9696257
sal + temp	Indo-Pacific	(28.1,28.2]	0.9531527	0.9309279	0.9647643
sal + temp	Indo-Pacific	(28.2,28.3]	0.6999917	0.6197091	0.7783590
sal + temp	Indo-Pacific	(28.3, Inf]	0.5902012	0.4568973	0.6954110
silicate + phosphate	Atlantic	(-Inf,26]	0.9214159	0.8784839	0.9475907
silicate + phosphate	Atlantic	(26,26.5]	0.9487952	0.9394797	0.9577673
silicate + phosphate	Atlantic	(26.5,26.75]	0.9264832	0.8950535	0.9572382
silicate + phosphate	Atlantic	(26.75,27]	0.9484119	0.9376027	0.9613276
silicate + phosphate	Atlantic	(27,27.25]	0.9354187	0.9207300	0.9645189
silicate + phosphate	Atlantic	(27.25,27.5]	0.8579539	0.8215158	0.9035021
silicate + phosphate	Atlantic	(27.5,27.75]	0.8759488	0.8463752	0.8945149
silicate + phosphate	Atlantic	(27.75,27.85]	0.8911953	0.8669957	0.9291711
silicate + phosphate	Atlantic	(27.85,27.95]	0.8994772	0.8674396	0.9503392
silicate + phosphate	Atlantic	(27.95,28.05]	0.8265134	0.7981534	0.8639654
silicate + phosphate	Atlantic	(28.05,28.1]	0.6223357	0.5698538	0.6551698
silicate + phosphate	Atlantic	(28.1,28.15]	0.5122479	0.4590596	0.5702882
silicate + phosphate	Atlantic	(28.15,28.2]	0.5878657	0.5370291	0.6669448
silicate + phosphate	Atlantic	(28.2, Inf]	0.6881547	0.6759405	0.6949732
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.9345920	0.9203578	0.9479862
silicate + phosphate	Indo-Pacific	(26,26.5]	0.9253990	0.8911067	0.9473539
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.9055411	0.8955394	0.9178321
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8841026	0.8731172	0.8944084
silicate + phosphate	Indo-Pacific	(27,27.25]	0.8272671	0.7906069	0.8460537
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8106364	0.7669190	0.8474204
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8543866	0.8266158	0.8750912
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.8790877	0.8680367	0.8867889
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.8873229	0.8807570	0.8945031
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.8898161	0.8560766	0.9145059
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9146066	0.8937568	0.9497876
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.8731408	0.8613193	0.8872267
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9486997	0.9396800	0.9583027
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.6458719	0.5817681	0.7123176
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7722584	0.7150077	0.8554945
silicate + phosphate_star	Atlantic	(26,26.5]	0.7955634	0.7765660	0.8056750
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.8115640	0.7403155	0.8940106
silicate + phosphate_star	Atlantic	(26.75,27]	0.9438791	0.9312455	0.9543092
silicate + phosphate_star	Atlantic	(27,27.25]	0.8844668	0.8571014	0.9273640
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7946349	0.6872327	0.8637202
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8310193	0.8024150	0.8780817
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.8028010	0.7822552	0.8182139
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.7938130	0.7405949	0.8243335
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.7296212	0.6885455	0.7817781
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.4399690	0.3702839	0.5254927
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.3127675	0.2314193	0.4193939
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.4858436	0.4426678	0.5587655
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6905533	0.6611481	0.7177581
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8847714	0.8397240	0.9092245
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8735598	0.7704403	0.9442281
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8515621	0.7952376	0.9027220
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8482459	0.7872400	0.8944572
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7575378	0.7174340	0.8138970
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6799602	0.6329820	0.7077374
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6725029	0.6152261	0.7232851
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.6936964	0.6542830	0.7533026
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.7122176	0.6950753	0.7399938
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7326083	0.6547059	0.7948242
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6279352	0.5833711	0.6913432
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6072593	0.5175840	0.6674595
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7006435	0.6630800	0.7247514
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5324346	0.4537830	0.5800773
temp + aou	Atlantic	(-Inf,26]	-0.3350029	-0.3884661	-0.2725824
temp + aou	Atlantic	(26,26.5]	-0.1221278	-0.1763261	-0.0936675
temp + aou	Atlantic	(26.5,26.75]	-0.1599943	-0.4355873	-0.0014388
temp + aou	Atlantic	(26.75,27]	-0.6151515	-0.6779909	-0.5545868
temp + aou	Atlantic	(27,27.25]	-0.4210798	-0.5881077	-0.3176458
temp + aou	Atlantic	(27.25,27.5]	-0.0040240	-0.2510607	0.1785672
temp + aou	Atlantic	(27.5,27.75]	-0.1813048	-0.3423258	-0.1006954
temp + aou	Atlantic	(27.75,27.85]	-0.2077392	-0.2408157	-0.1545877
temp + aou	Atlantic	(27.85,27.95]	-0.1346999	-0.2201768	-0.0596629
temp + aou	Atlantic	(27.95,28.05]	-0.4804321	-0.6847121	-0.3587145
temp + aou	Atlantic	(28.05,28.1]	-0.7629156	-0.8249366	-0.7116498
temp + aou	Atlantic	(28.1,28.15]	-0.7516292	-0.8140413	-0.7203925
temp + aou	Atlantic	(28.15,28.2]	-0.8554667	-0.8934919	-0.8195626
temp + aou	Atlantic	(28.2, Inf]	-0.5139534	-0.6713205	-0.2611721
temp + aou	Indo-Pacific	(-Inf,26]	-0.4424869	-0.5306048	-0.3448555
temp + aou	Indo-Pacific	(26,26.5]	-0.2664834	-0.4714341	-0.0288844
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1292605	-0.2375947	-0.0481489
temp + aou	Indo-Pacific	(26.75,27]	-0.1533812	-0.2416260	-0.0498151
temp + aou	Indo-Pacific	(27,27.25]	-0.0719463	-0.2157452	0.0623279
temp + aou	Indo-Pacific	(27.25,27.5]	0.1041790	-0.1061244	0.2665344
temp + aou	Indo-Pacific	(27.5,27.75]	0.3058864	0.1072968	0.4623696
temp + aou	Indo-Pacific	(27.75,27.85]	0.2782059	0.1298143	0.4331108
temp + aou	Indo-Pacific	(27.85,27.95]	0.1478543	0.0773103	0.2510332
temp + aou	Indo-Pacific	(27.95,28.05]	-0.0913636	-0.1872946	0.0458215
temp + aou	Indo-Pacific	(28.05,28.1]	0.0712563	-0.0052429	0.1941272
temp + aou	Indo-Pacific	(28.1,28.2]	0.3308645	0.2972026	0.3896619
temp + aou	Indo-Pacific	(28.2,28.3]	0.3907203	0.3822314	0.3995329
temp + aou	Indo-Pacific	(28.3, Inf]	0.6828924	0.5848370	0.7340315
temp + phosphate	Atlantic	(-Inf,26]	-0.5879024	-0.6575930	-0.5243926
temp + phosphate	Atlantic	(26,26.5]	-0.3976083	-0.4194037	-0.3715108
temp + phosphate	Atlantic	(26.5,26.75]	-0.3725588	-0.5718632	-0.2720041
temp + phosphate	Atlantic	(26.75,27]	-0.7375780	-0.7767247	-0.6921295
temp + phosphate	Atlantic	(27,27.25]	-0.6357398	-0.7407761	-0.5696123
temp + phosphate	Atlantic	(27.25,27.5]	-0.4119598	-0.5756158	-0.1948731
temp + phosphate	Atlantic	(27.5,27.75]	-0.5159249	-0.6163797	-0.3890273
temp + phosphate	Atlantic	(27.75,27.85]	-0.5504112	-0.6956105	-0.4377030
temp + phosphate	Atlantic	(27.85,27.95]	-0.4660609	-0.6337280	-0.3416439
temp + phosphate	Atlantic	(27.95,28.05]	-0.7480110	-0.8415395	-0.7004365
temp + phosphate	Atlantic	(28.05,28.1]	-0.8424540	-0.8712747	-0.8080143
temp + phosphate	Atlantic	(28.1,28.15]	-0.8050535	-0.8473346	-0.7773086
temp + phosphate	Atlantic	(28.15,28.2]	-0.8674467	-0.9030809	-0.8264919
temp + phosphate	Atlantic	(28.2, Inf]	-0.5363092	-0.7304744	-0.3245873
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.6263444	-0.6828059	-0.5416901
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5141959	-0.6718860	-0.3248805
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4114474	-0.5253966	-0.3348444
temp + phosphate	Indo-Pacific	(26.75,27]	-0.3645391	-0.4597124	-0.2876763
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1668912	-0.2822467	-0.0862152
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0505185	-0.0709146	0.1287157
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2135882	0.0914484	0.3531760
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2061328	0.0959569	0.3589935
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.0928426	0.0185045	0.1924596
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.1465006	-0.2455756	-0.0060230
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0387589	-0.0473823	0.1621788
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.3201033	0.2666430	0.3933674
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6587727	0.6065486	0.7118188
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3927313	0.2056497	0.7532316
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8660005	-0.9112263	-0.8333623
temp + phosphate_star	Atlantic	(26,26.5]	-0.8577852	-0.8726383	-0.8474194
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9098180	-0.9168890	-0.9008838
temp + phosphate_star	Atlantic	(26.75,27]	-0.9700189	-0.9745841	-0.9641690
temp + phosphate_star	Atlantic	(27,27.25]	-0.9782315	-0.9842206	-0.9744267
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9858076	-0.9889158	-0.9836452
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9651841	-0.9752896	-0.9560744
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9679203	-0.9758651	-0.9622227
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9600710	-0.9681989	-0.9554616
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9570173	-0.9627220	-0.9516363
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9517684	-0.9576504	-0.9443470
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9301834	-0.9391121	-0.9219747
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9346008	-0.9515288	-0.9110446
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.6515557	-0.8138983	-0.5039102
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8521684	-0.8739786	-0.8271152
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8516737	-0.8910875	-0.8095044
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8193261	-0.8732853	-0.7868077
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.7100005	-0.7812330	-0.6632997
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.3891745	-0.4811010	-0.3288032
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0934796	-0.1563661	-0.0233446
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0341518	-0.0997973	0.0548817
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0994974	-0.2094378	0.0460714
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2620138	-0.3230680	-0.1825192
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5957426	-0.6626888	-0.4660639
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4511135	-0.5293040	-0.2969590
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1856769	-0.2929312	0.0265559
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3252050	0.2146281	0.4144396
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.1001280	-0.2572669	0.1403037
temp + silicate	Atlantic	(-Inf,26]	-0.5307827	-0.5646374	-0.4877578
temp + silicate	Atlantic	(26,26.5]	-0.4670377	-0.4898110	-0.4551320
temp + silicate	Atlantic	(26.5,26.75]	-0.5644251	-0.6769962	-0.4510347
temp + silicate	Atlantic	(26.75,27]	-0.8616506	-0.8753537	-0.8404594
temp + silicate	Atlantic	(27,27.25]	-0.7979985	-0.8472006	-0.7576890
temp + silicate	Atlantic	(27.25,27.5]	-0.7340994	-0.8084784	-0.6025458
temp + silicate	Atlantic	(27.5,27.75]	-0.7666245	-0.8366678	-0.7090546
temp + silicate	Atlantic	(27.75,27.85]	-0.7245952	-0.7543001	-0.7022499
temp + silicate	Atlantic	(27.85,27.95]	-0.6357068	-0.7004251	-0.5588645
temp + silicate	Atlantic	(27.95,28.05]	-0.6115792	-0.6760707	-0.5611726
temp + silicate	Atlantic	(28.05,28.1]	-0.2015791	-0.3013104	-0.1366196
temp + silicate	Atlantic	(28.1,28.15]	0.0009306	-0.1223377	0.0892099
temp + silicate	Atlantic	(28.15,28.2]	-0.2119207	-0.2531809	-0.1670340
temp + silicate	Atlantic	(28.2, Inf]	-0.2672607	-0.3516626	-0.1382596
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6635551	-0.7367820	-0.5770633
temp + silicate	Indo-Pacific	(26,26.5]	-0.5999782	-0.7683083	-0.3806970
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5788305	-0.7125314	-0.4533250
temp + silicate	Indo-Pacific	(26.75,27]	-0.5766883	-0.6893846	-0.4297658
temp + silicate	Indo-Pacific	(27,27.25]	-0.5155500	-0.6556777	-0.3199194
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.2454110	-0.4650584	-0.0009378
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0550658	-0.1575974	0.1792013
temp + silicate	Indo-Pacific	(27.75,27.85]	0.1751436	-0.0252689	0.2945682
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1448772	0.0656105	0.2170420
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0584219	-0.2184676	0.0778223
temp + silicate	Indo-Pacific	(28.05,28.1]	0.2206129	0.0832361	0.3637529
temp + silicate	Indo-Pacific	(28.1,28.2]	0.3478265	0.2482083	0.4110057
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6120080	0.5305677	0.6677739
temp + silicate	Indo-Pacific	(28.3, Inf]	0.2641468	0.1998132	0.3481734

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
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]	-0.0523209	-0.2237155	0.2256282
aou	Atlantic	(26,26.5]	-0.3993310	-0.4969336	-0.2868727
aou	Atlantic	(26.5,26.75]	-0.0374113	-0.3142432	0.2887339
aou	Atlantic	(26.75,27]	-0.3898763	-0.5260323	-0.2440448
aou	Atlantic	(27,27.25]	-0.4720176	-0.5184464	-0.3804943
aou	Atlantic	(27.25,27.5]	-0.1382518	-0.1600799	-0.1072102
aou	Atlantic	(27.5,27.75]	-0.2493564	-0.5169062	-0.0183241
aou	Atlantic	(27.75,27.85]	-0.4080754	-0.7382444	-0.0568912
aou	Atlantic	(27.85,27.95]	-0.5220397	-0.7313807	-0.3432745
aou	Atlantic	(27.95,28.05]	-0.5587403	-0.7150345	-0.4580070
aou	Atlantic	(28.05,28.1]	-0.7753135	-0.7970574	-0.7478665
aou	Atlantic	(28.1,28.15]	-0.7819946	-0.8094158	-0.7296257
aou	Atlantic	(28.15,28.2]	-0.8227410	-0.8495070	-0.7982075
aou	Atlantic	(28.2, Inf]	-0.7281036	-0.8740386	-0.5847610
aou	Indo-Pacific	(-Inf,26]	-0.1121097	-0.1371644	-0.0924882
aou	Indo-Pacific	(26,26.5]	-0.3959901	-0.5138459	-0.2442569
aou	Indo-Pacific	(26.5,26.75]	-0.2044946	-0.3197078	-0.0689233
aou	Indo-Pacific	(26.75,27]	-0.0729173	-0.1929947	0.0904295
aou	Indo-Pacific	(27,27.25]	0.2120182	0.0716597	0.3975106
aou	Indo-Pacific	(27.25,27.5]	0.5207023	0.4204221	0.6780884
aou	Indo-Pacific	(27.5,27.75]	0.7256238	0.6426661	0.8161289
aou	Indo-Pacific	(27.75,27.85]	0.8444213	0.7855647	0.9040360
aou	Indo-Pacific	(27.85,27.95]	0.9001225	0.8532946	0.9514655
aou	Indo-Pacific	(27.95,28.05]	0.9547556	0.9378262	0.9713676
aou	Indo-Pacific	(28.05,28.1]	0.9772699	0.9656470	0.9847000
aou	Indo-Pacific	(28.1,28.2]	0.8858842	0.8641769	0.9165338
aou	Indo-Pacific	(28.2,28.3]	-0.0545132	-0.1506128	0.0867093
aou	Indo-Pacific	(28.3, Inf]	0.0005291	-0.2557220	0.2782369
phosphate	Atlantic	(-Inf,26]	0.1055683	-0.1492272	0.3758546
phosphate	Atlantic	(26,26.5]	-0.3226025	-0.4012781	-0.1927362
phosphate	Atlantic	(26.5,26.75]	-0.0015322	-0.2767767	0.3454243
phosphate	Atlantic	(26.75,27]	-0.4548004	-0.5915625	-0.2979764
phosphate	Atlantic	(27,27.25]	-0.6199743	-0.6517519	-0.5749960
phosphate	Atlantic	(27.25,27.5]	-0.4571182	-0.5682597	-0.3679269
phosphate	Atlantic	(27.5,27.75]	-0.4601595	-0.7680167	-0.2471597
phosphate	Atlantic	(27.75,27.85]	-0.5676963	-0.8913219	-0.2555682
phosphate	Atlantic	(27.85,27.95]	-0.6334600	-0.7997224	-0.4745068
phosphate	Atlantic	(27.95,28.05]	-0.7103147	-0.7884012	-0.6548327
phosphate	Atlantic	(28.05,28.1]	-0.8468353	-0.8711481	-0.8104874
phosphate	Atlantic	(28.1,28.15]	-0.8559998	-0.8848184	-0.8074844
phosphate	Atlantic	(28.15,28.2]	-0.8740349	-0.8882931	-0.8507934
phosphate	Atlantic	(28.2, Inf]	-0.8363647	-0.9294441	-0.7886408
phosphate	Indo-Pacific	(-Inf,26]	-0.1896084	-0.2388115	-0.1318703
phosphate	Indo-Pacific	(26,26.5]	-0.5363627	-0.6252874	-0.4061679
phosphate	Indo-Pacific	(26.5,26.75]	-0.3766263	-0.4672205	-0.2075844
phosphate	Indo-Pacific	(26.75,27]	-0.1459175	-0.2628663	0.0658573
phosphate	Indo-Pacific	(27,27.25]	0.3746255	0.1924619	0.5992070
phosphate	Indo-Pacific	(27.25,27.5]	0.7941824	0.6907994	0.9176995
phosphate	Indo-Pacific	(27.5,27.75]	0.8778979	0.8313986	0.9388127
phosphate	Indo-Pacific	(27.75,27.85]	0.9081788	0.8676834	0.9530506
phosphate	Indo-Pacific	(27.85,27.95]	0.9260671	0.8859392	0.9702056
phosphate	Indo-Pacific	(27.95,28.05]	0.9503707	0.9315550	0.9704594
phosphate	Indo-Pacific	(28.05,28.1]	0.9702611	0.9570452	0.9787923
phosphate	Indo-Pacific	(28.1,28.2]	0.9194721	0.9053620	0.9430595
phosphate	Indo-Pacific	(28.2,28.3]	0.3610264	0.3099460	0.4354521
phosphate	Indo-Pacific	(28.3, Inf]	-0.0580718	-0.1371403	0.0776068
phosphate_star	Atlantic	(-Inf,26]	0.3557761	0.0805389	0.5556373
phosphate_star	Atlantic	(26,26.5]	0.0394848	-0.0577252	0.1482269
phosphate_star	Atlantic	(26.5,26.75]	0.1977866	0.0172754	0.4928356
phosphate_star	Atlantic	(26.75,27]	-0.5361302	-0.6401378	-0.3967973
phosphate_star	Atlantic	(27,27.25]	-0.7744528	-0.7855355	-0.7592715
phosphate_star	Atlantic	(27.25,27.5]	-0.7860574	-0.8274097	-0.7188822
phosphate_star	Atlantic	(27.5,27.75]	-0.6494682	-0.6969297	-0.5924075
phosphate_star	Atlantic	(27.75,27.85]	-0.6207380	-0.6658519	-0.5944874
phosphate_star	Atlantic	(27.85,27.95]	-0.4919144	-0.5247425	-0.4339024
phosphate_star	Atlantic	(27.95,28.05]	-0.5696911	-0.6337022	-0.5323478
phosphate_star	Atlantic	(28.05,28.1]	-0.7637765	-0.7937461	-0.7091015
phosphate_star	Atlantic	(28.1,28.15]	-0.8196452	-0.8656300	-0.7456103
phosphate_star	Atlantic	(28.15,28.2]	-0.8739666	-0.9094533	-0.8422573
phosphate_star	Atlantic	(28.2, Inf]	-0.8471536	-0.9066263	-0.8068913
phosphate_star	Indo-Pacific	(-Inf,26]	-0.1659516	-0.2768863	-0.0299080
phosphate_star	Indo-Pacific	(26,26.5]	-0.6700187	-0.7261335	-0.5880613
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6189180	-0.7414969	-0.4630054
phosphate_star	Indo-Pacific	(26.75,27]	-0.3653051	-0.5469445	-0.1267608
phosphate_star	Indo-Pacific	(27,27.25]	0.3039748	0.1146337	0.5480049
phosphate_star	Indo-Pacific	(27.25,27.5]	0.8127212	0.7364056	0.9078764
phosphate_star	Indo-Pacific	(27.5,27.75]	0.8661317	0.8431865	0.8815506
phosphate_star	Indo-Pacific	(27.75,27.85]	0.8874892	0.8737830	0.9045708
phosphate_star	Indo-Pacific	(27.85,27.95]	0.8989406	0.8764548	0.9172857
phosphate_star	Indo-Pacific	(27.95,28.05]	0.8004693	0.7962196	0.8060275
phosphate_star	Indo-Pacific	(28.05,28.1]	0.7077305	0.7011684	0.7167281
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7319281	0.6763929	0.7921210
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6369468	0.5295864	0.7199402
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0314315	-0.1539533	0.1570741
sal	Atlantic	(-Inf,26]	-0.5271580	-0.7041382	-0.3514972
sal	Atlantic	(26,26.5]	-0.4579744	-0.4820089	-0.4206395
sal	Atlantic	(26.5,26.75]	-0.3752577	-0.5992823	-0.2322807
sal	Atlantic	(26.75,27]	0.4942243	0.3779246	0.5803356
sal	Atlantic	(27,27.25]	0.7653452	0.7481422	0.7740982
sal	Atlantic	(27.25,27.5]	0.7802970	0.7355440	0.8251873
sal	Atlantic	(27.5,27.75]	0.6769411	0.6023060	0.7451723
sal	Atlantic	(27.75,27.85]	0.6229194	0.6005889	0.6479688
sal	Atlantic	(27.85,27.95]	0.3645724	0.2912850	0.4133072
sal	Atlantic	(27.95,28.05]	0.4163223	0.3582292	0.4997388
sal	Atlantic	(28.05,28.1]	0.6648063	0.6078558	0.6955786
sal	Atlantic	(28.1,28.15]	0.7266136	0.6264049	0.7942067
sal	Atlantic	(28.15,28.2]	0.8221178	0.7858792	0.8683125
sal	Atlantic	(28.2, Inf]	0.9542725	0.9401075	0.9689879
sal	Indo-Pacific	(-Inf,26]	0.4112285	0.3406586	0.4748241
sal	Indo-Pacific	(26,26.5]	0.6778250	0.5550119	0.8013565
sal	Indo-Pacific	(26.5,26.75]	0.7610939	0.6575036	0.8745673
sal	Indo-Pacific	(26.75,27]	0.7684024	0.6157057	0.8762005
sal	Indo-Pacific	(27,27.25]	0.6732911	0.5111712	0.7547274
sal	Indo-Pacific	(27.25,27.5]	0.4238080	0.2604066	0.5204553
sal	Indo-Pacific	(27.5,27.75]	0.3676280	0.3078009	0.4417643
sal	Indo-Pacific	(27.75,27.85]	0.1701753	0.0951453	0.3053963
sal	Indo-Pacific	(27.85,27.95]	-0.1053454	-0.1770842	-0.0058082
sal	Indo-Pacific	(27.95,28.05]	-0.2916644	-0.3361484	-0.2193183
sal	Indo-Pacific	(28.05,28.1]	-0.1001343	-0.1516028	-0.0289816
sal	Indo-Pacific	(28.1,28.2]	0.1911351	0.1098738	0.2526455
sal	Indo-Pacific	(28.2,28.3]	0.3160822	0.1457950	0.5904964
sal	Indo-Pacific	(28.3, Inf]	0.5016917	0.2758786	0.7030583
silicate	Atlantic	(-Inf,26]	-0.1180931	-0.2826941	0.0422574
silicate	Atlantic	(26,26.5]	-0.3871083	-0.4948208	-0.2305684
silicate	Atlantic	(26.5,26.75]	-0.0593810	-0.2733631	0.2891427
silicate	Atlantic	(26.75,27]	-0.5589022	-0.6690898	-0.4150521
silicate	Atlantic	(27,27.25]	-0.7483836	-0.7738508	-0.7301767
silicate	Atlantic	(27.25,27.5]	-0.7321512	-0.7827597	-0.7066566
silicate	Atlantic	(27.5,27.75]	-0.6684248	-0.7636068	-0.5722598
silicate	Atlantic	(27.75,27.85]	-0.7417810	-0.8367031	-0.5818517
silicate	Atlantic	(27.85,27.95]	-0.7587265	-0.8086362	-0.6803751
silicate	Atlantic	(27.95,28.05]	-0.7142418	-0.7891317	-0.6415768
silicate	Atlantic	(28.05,28.1]	-0.6518672	-0.7620489	-0.5649953
silicate	Atlantic	(28.1,28.15]	-0.4909877	-0.6519243	-0.3589296
silicate	Atlantic	(28.15,28.2]	-0.4277142	-0.4893143	-0.3785056
silicate	Atlantic	(28.2, Inf]	-0.3236033	-0.4512657	-0.2413188
silicate	Indo-Pacific	(-Inf,26]	-0.2742775	-0.3498941	-0.1863147
silicate	Indo-Pacific	(26,26.5]	-0.6996363	-0.7461277	-0.6476522
silicate	Indo-Pacific	(26.5,26.75]	-0.6222125	-0.6962034	-0.4929966
silicate	Indo-Pacific	(26.75,27]	-0.4670944	-0.5689439	-0.2737574
silicate	Indo-Pacific	(27,27.25]	-0.1192678	-0.2903755	0.1666658
silicate	Indo-Pacific	(27.25,27.5]	0.3607224	0.2081122	0.6199058
silicate	Indo-Pacific	(27.5,27.75]	0.5739446	0.4520738	0.7172070
silicate	Indo-Pacific	(27.75,27.85]	0.6583394	0.5642152	0.7638444
silicate	Indo-Pacific	(27.85,27.95]	0.7178547	0.6390842	0.8024693
silicate	Indo-Pacific	(27.95,28.05]	0.7983816	0.7768496	0.8169794
silicate	Indo-Pacific	(28.05,28.1]	0.8878038	0.8659218	0.9262612
silicate	Indo-Pacific	(28.1,28.2]	0.8500035	0.8301681	0.8862714
silicate	Indo-Pacific	(28.2,28.3]	0.3405186	0.2842187	0.4108032
silicate	Indo-Pacific	(28.3, Inf]	0.2185082	0.0281428	0.4245168
temp	Atlantic	(-Inf,26]	-0.5292168	-0.5736003	-0.4700301
temp	Atlantic	(26,26.5]	-0.3760405	-0.4192893	-0.3429659
temp	Atlantic	(26.5,26.75]	-0.3550485	-0.5826617	-0.2000570
temp	Atlantic	(26.75,27]	0.4736437	0.3486679	0.5649743
temp	Atlantic	(27,27.25]	0.7330223	0.7124649	0.7454610
temp	Atlantic	(27.25,27.5]	0.7784161	0.7156524	0.8446433
temp	Atlantic	(27.5,27.75]	0.6333743	0.5453549	0.7337396
temp	Atlantic	(27.75,27.85]	0.5736649	0.5343848	0.6177557
temp	Atlantic	(27.85,27.95]	0.2877381	0.2235887	0.3376014
temp	Atlantic	(27.95,28.05]	0.3323839	0.2729317	0.4103097
temp	Atlantic	(28.05,28.1]	0.5627857	0.5071057	0.5971718
temp	Atlantic	(28.1,28.15]	0.6388712	0.5345211	0.7062346
temp	Atlantic	(28.15,28.2]	0.7577042	0.7174823	0.8088336
temp	Atlantic	(28.2, Inf]	0.5660561	0.4148448	0.7729474
temp	Indo-Pacific	(-Inf,26]	-0.1464001	-0.3160857	-0.0189920
temp	Indo-Pacific	(26,26.5]	0.6520424	0.5350447	0.7723685
temp	Indo-Pacific	(26.5,26.75]	0.7750138	0.6905522	0.8807311
temp	Indo-Pacific	(26.75,27]	0.7955696	0.6697321	0.8890190
temp	Indo-Pacific	(27,27.25]	0.6849285	0.5404690	0.7606187
temp	Indo-Pacific	(27.25,27.5]	0.4077096	0.2662225	0.4786098
temp	Indo-Pacific	(27.5,27.75]	0.3115053	0.2825438	0.3657223
temp	Indo-Pacific	(27.75,27.85]	0.1729639	0.1063479	0.2782654
temp	Indo-Pacific	(27.85,27.95]	-0.0372272	-0.0676313	0.0223363
temp	Indo-Pacific	(27.95,28.05]	-0.1901155	-0.2662085	-0.0980056
temp	Indo-Pacific	(28.05,28.1]	0.0453528	-0.0220512	0.1464388
temp	Indo-Pacific	(28.1,28.2]	0.2937816	0.2168285	0.3960851
temp	Indo-Pacific	(28.2,28.3]	0.3526745	0.2368303	0.4805762
temp	Indo-Pacific	(28.3, Inf]	0.1087536	-0.0396204	0.3456334

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