eMLR - assumption testing

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Last updated: 2021-08-01

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: 829b53a

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The results in this page were generated with repository version 829b53a. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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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	3611a48	Donghe-Zhu	2021-08-01	Build site.
html	af832ef	Donghe-Zhu	2021-07-31	Build site.
html	016f9ed	Donghe-Zhu	2021-07-31	Build site.
html	2080ac5	Donghe-Zhu	2021-07-31	Build site.
html	50f0a16	Donghe-Zhu	2021-07-31	Build site.
html	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
html	4abf542	Donghe-Zhu	2021-07-31	Build site.
html	a2483f0	Donghe-Zhu	2021-07-31	Build site.
html	3300527	Donghe-Zhu	2021-07-31	Build site.
html	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
html	cb3ef32	Donghe-Zhu	2021-07-31	Build site.
html	6528618	Donghe-Zhu	2021-07-31	Build site.
html	f50925e	Donghe-Zhu	2021-07-31	Build site.
html	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
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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.
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html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
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html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
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html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
html	b473472	Donghe-Zhu	2021-07-15	Build site.
html	363270a	Donghe-Zhu	2021-07-15	Build site.
html	8b75a03	Donghe-Zhu	2021-07-15	Build site.
html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
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html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
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html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
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html	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	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
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html	3061a0b	Donghe-Zhu	2021-03-27	Build site.
html	b883157	Donghe-Zhu	2021-03-27	Build site.
html	0c20513	Donghe-Zhu	2021-03-26	Build site.
html	d19654d	Donghe-Zhu	2021-03-26	Build site.
html	6c53dbf	Donghe-Zhu	2021-03-25	Build site.
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html	8be810e	Donghe-Zhu	2021-03-23	Build site.
html	bf19764	Donghe-Zhu	2021-03-22	Build site.
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html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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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
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9877019	0.9842828	0.9917805
aou + nitrate	Atlantic	(26,26.5]	0.9903498	0.9883543	0.9920722
aou + nitrate	Atlantic	(26.5,26.75]	0.9905483	0.9883619	0.9935790
aou + nitrate	Atlantic	(26.75,27]	0.9752832	0.9660702	0.9826548
aou + nitrate	Atlantic	(27,27.25]	0.8739463	0.8418246	0.9178475
aou + nitrate	Atlantic	(27.25,27.5]	0.6427001	0.4963498	0.7412909
aou + nitrate	Atlantic	(27.5,27.75]	0.7521893	0.7352822	0.7674438
aou + nitrate	Atlantic	(27.75,27.85]	0.8873447	0.8742289	0.9112670
aou + nitrate	Atlantic	(27.85,27.95]	0.9228591	0.9039325	0.9479956
aou + nitrate	Atlantic	(27.95,28.05]	0.9284590	0.8958823	0.9486740
aou + nitrate	Atlantic	(28.05,28.1]	0.8793617	0.8188919	0.9270716
aou + nitrate	Atlantic	(28.1,28.15]	0.8660187	0.7931759	0.9322225
aou + nitrate	Atlantic	(28.15,28.2]	0.7856721	0.7549872	0.8404342
aou + nitrate	Atlantic	(28.2, Inf]	0.8848595	0.8213556	0.9396413
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9725328	0.9659773	0.9795131
aou + nitrate	Indo-Pacific	(26,26.5]	0.9552091	0.9495888	0.9615988
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9431831	0.9292328	0.9517660
aou + nitrate	Indo-Pacific	(26.75,27]	0.9261820	0.9098326	0.9423354
aou + nitrate	Indo-Pacific	(27,27.25]	0.9365069	0.9159659	0.9592378
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9379721	0.9031577	0.9683836
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9843209	0.9747854	0.9913778
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9937294	0.9910834	0.9958310
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9872825	0.9837680	0.9916709
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9778229	0.9724087	0.9870006
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9649183	0.9578414	0.9754976
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9458534	0.9410844	0.9530487
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9334630	0.9200661	0.9505529
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9989750	0.9975819	0.9998860
sal + aou	Atlantic	(-Inf,26]	-0.1663728	-0.3791240	-0.0511660
sal + aou	Atlantic	(26,26.5]	-0.2146905	-0.3522994	-0.1348149
sal + aou	Atlantic	(26.5,26.75]	-0.2892656	-0.3398370	-0.1940691
sal + aou	Atlantic	(26.75,27]	-0.3566888	-0.4790166	-0.1951249
sal + aou	Atlantic	(27,27.25]	-0.2570132	-0.4867166	-0.0768840
sal + aou	Atlantic	(27.25,27.5]	-0.0829558	-0.2303939	0.1004253
sal + aou	Atlantic	(27.5,27.75]	-0.3307444	-0.3926085	-0.2895753
sal + aou	Atlantic	(27.75,27.85]	-0.2984958	-0.4251344	-0.2194788
sal + aou	Atlantic	(27.85,27.95]	-0.2301681	-0.4050665	-0.1144397
sal + aou	Atlantic	(27.95,28.05]	-0.2309591	-0.3121699	-0.1192609
sal + aou	Atlantic	(28.05,28.1]	-0.6093588	-0.7250065	-0.4305044
sal + aou	Atlantic	(28.1,28.15]	-0.5809912	-0.7506577	-0.3215763
sal + aou	Atlantic	(28.15,28.2]	0.1103963	-0.0570143	0.2171892
sal + aou	Atlantic	(28.2, Inf]	-0.3700343	-0.6564379	0.0726042
sal + aou	Indo-Pacific	(-Inf,26]	-0.0656405	-0.1353757	-0.0050147
sal + aou	Indo-Pacific	(26,26.5]	-0.1656645	-0.4287399	-0.0284457
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1921701	-0.4946420	0.0058707
sal + aou	Indo-Pacific	(26.75,27]	-0.0246481	-0.2604070	0.1011111
sal + aou	Indo-Pacific	(27,27.25]	0.1303903	0.0311491	0.2777951
sal + aou	Indo-Pacific	(27.25,27.5]	0.3090702	0.1885413	0.3843030
sal + aou	Indo-Pacific	(27.5,27.75]	0.2921271	0.2317950	0.3336699
sal + aou	Indo-Pacific	(27.75,27.85]	0.0922025	0.0551732	0.1394271
sal + aou	Indo-Pacific	(27.85,27.95]	-0.1168223	-0.1797661	-0.0094619
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2325229	-0.3420484	-0.1254678
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0278533	-0.1967822	0.0857433
sal + aou	Indo-Pacific	(28.1,28.2]	0.5078437	0.4243471	0.6060943
sal + aou	Indo-Pacific	(28.2,28.3]	0.9123663	0.8660414	0.9405310
sal + aou	Indo-Pacific	(28.3, Inf]	0.9507540	0.8599194	0.9989800
sal + nitrate	Atlantic	(-Inf,26]	-0.1449647	-0.3839532	-0.0132458
sal + nitrate	Atlantic	(26,26.5]	-0.2672016	-0.4187651	-0.1705988
sal + nitrate	Atlantic	(26.5,26.75]	-0.3681293	-0.4216968	-0.2924810
sal + nitrate	Atlantic	(26.75,27]	-0.5199003	-0.6071318	-0.4053239
sal + nitrate	Atlantic	(27,27.25]	-0.6656997	-0.7761721	-0.5768807
sal + nitrate	Atlantic	(27.25,27.5]	-0.7895810	-0.8540784	-0.7185536
sal + nitrate	Atlantic	(27.5,27.75]	-0.8336503	-0.8782672	-0.8051026
sal + nitrate	Atlantic	(27.75,27.85]	-0.6559086	-0.7050601	-0.5992535
sal + nitrate	Atlantic	(27.85,27.95]	-0.5163718	-0.6123305	-0.4271713
sal + nitrate	Atlantic	(27.95,28.05]	-0.5191312	-0.5726841	-0.4851513
sal + nitrate	Atlantic	(28.05,28.1]	-0.8568914	-0.8939324	-0.8072195
sal + nitrate	Atlantic	(28.1,28.15]	-0.8493512	-0.9154391	-0.7511052
sal + nitrate	Atlantic	(28.15,28.2]	-0.4638755	-0.5557392	-0.3926724
sal + nitrate	Atlantic	(28.2, Inf]	-0.7105642	-0.8516889	-0.4428060
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2049311	-0.2958939	-0.1316275
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3407083	-0.5987596	-0.1705696
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3679132	-0.6508329	-0.2075209
sal + nitrate	Indo-Pacific	(26.75,27]	-0.2365801	-0.4420465	-0.1185821
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0528218	-0.1264643	0.0779592
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1653013	0.0359415	0.2417573
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2194656	0.1666922	0.2573640
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.0394637	0.0157257	0.0618268
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2074768	-0.2728854	-0.1265891
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3852248	-0.4407690	-0.3139161
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2577296	-0.3681406	-0.1830214
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2569561	0.1866908	0.3618884
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7616425	0.7292512	0.7834554
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.9434764	0.8385194	0.9995295
sal + temp	Atlantic	(-Inf,26]	0.9536739	0.9479012	0.9635846
sal + temp	Atlantic	(26,26.5]	0.9627358	0.9597737	0.9649159
sal + temp	Atlantic	(26.5,26.75]	0.9787368	0.9769258	0.9814939
sal + temp	Atlantic	(26.75,27]	0.9711250	0.9684103	0.9735369
sal + temp	Atlantic	(27,27.25]	0.9724669	0.9714182	0.9733937
sal + temp	Atlantic	(27.25,27.5]	0.9758158	0.9744389	0.9775871
sal + temp	Atlantic	(27.5,27.75]	0.9680159	0.9625886	0.9724533
sal + temp	Atlantic	(27.75,27.85]	0.9766095	0.9744380	0.9783784
sal + temp	Atlantic	(27.85,27.95]	0.9393509	0.9279826	0.9610477
sal + temp	Atlantic	(27.95,28.05]	0.9347591	0.8822294	0.9814577
sal + temp	Atlantic	(28.05,28.1]	0.9698423	0.9663098	0.9741177
sal + temp	Atlantic	(28.1,28.15]	0.9777038	0.9736986	0.9798082
sal + temp	Atlantic	(28.15,28.2]	0.9006724	0.8647332	0.9236968
sal + temp	Atlantic	(28.2, Inf]	0.3282802	0.1463351	0.6502131
sal + temp	Indo-Pacific	(-Inf,26]	0.7656631	0.7053197	0.8304809
sal + temp	Indo-Pacific	(26,26.5]	0.9470925	0.9375039	0.9522528
sal + temp	Indo-Pacific	(26.5,26.75]	0.9787393	0.9753745	0.9824550
sal + temp	Indo-Pacific	(26.75,27]	0.9699913	0.9615579	0.9783486
sal + temp	Indo-Pacific	(27,27.25]	0.9296155	0.9134806	0.9586428
sal + temp	Indo-Pacific	(27.25,27.5]	0.8321387	0.7715842	0.9185933
sal + temp	Indo-Pacific	(27.5,27.75]	0.6593171	0.5489543	0.8120440
sal + temp	Indo-Pacific	(27.75,27.85]	0.8554174	0.8043203	0.9281273
sal + temp	Indo-Pacific	(27.85,27.95]	0.7768392	0.7072968	0.8620549
sal + temp	Indo-Pacific	(27.95,28.05]	0.7487249	0.6205283	0.8348042
sal + temp	Indo-Pacific	(28.05,28.1]	0.8032298	0.6962799	0.8586140
sal + temp	Indo-Pacific	(28.1,28.2]	0.7385744	0.6169717	0.8397686
sal + temp	Indo-Pacific	(28.2,28.3]	0.9117228	0.8883298	0.9326499
sal + temp	Indo-Pacific	(28.3, Inf]	0.9509140	0.8613067	0.9985666
temp + aou	Atlantic	(-Inf,26]	-0.2415648	-0.4640079	-0.1060926
temp + aou	Atlantic	(26,26.5]	-0.2917929	-0.4284533	-0.2009897
temp + aou	Atlantic	(26.5,26.75]	-0.2825937	-0.3252200	-0.2115362
temp + aou	Atlantic	(26.75,27]	-0.3260649	-0.4310636	-0.1758829
temp + aou	Atlantic	(27,27.25]	-0.2263241	-0.4650451	-0.0353121
temp + aou	Atlantic	(27.25,27.5]	-0.0308656	-0.1708136	0.1599002
temp + aou	Atlantic	(27.5,27.75]	-0.2579590	-0.3042802	-0.1877614
temp + aou	Atlantic	(27.75,27.85]	-0.2907165	-0.4269808	-0.2215623
temp + aou	Atlantic	(27.85,27.95]	-0.1544903	-0.3493291	-0.0243006
temp + aou	Atlantic	(27.95,28.05]	-0.3461486	-0.4208329	-0.2278574
temp + aou	Atlantic	(28.05,28.1]	-0.4917168	-0.6540918	-0.2566380
temp + aou	Atlantic	(28.1,28.15]	-0.4770232	-0.6935841	-0.1517265
temp + aou	Atlantic	(28.15,28.2]	0.3173765	0.2514511	0.3551954
temp + aou	Atlantic	(28.2, Inf]	0.1073073	-0.1324126	0.2922738
temp + aou	Indo-Pacific	(-Inf,26]	-0.3258739	-0.4033551	-0.2167154
temp + aou	Indo-Pacific	(26,26.5]	-0.2091851	-0.4429600	-0.0774537
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1856245	-0.4734940	-0.0054476
temp + aou	Indo-Pacific	(26.75,27]	-0.0676407	-0.2870962	0.0477227
temp + aou	Indo-Pacific	(27,27.25]	0.0717585	0.0004846	0.2037878
temp + aou	Indo-Pacific	(27.25,27.5]	0.2507460	0.1431956	0.3628799
temp + aou	Indo-Pacific	(27.5,27.75]	0.3790123	0.3434741	0.4374037
temp + aou	Indo-Pacific	(27.75,27.85]	0.2259754	0.1764156	0.2759209
temp + aou	Indo-Pacific	(27.85,27.95]	0.1525501	0.0962832	0.1852724
temp + aou	Indo-Pacific	(27.95,28.05]	0.2333781	0.2072948	0.2687597
temp + aou	Indo-Pacific	(28.05,28.1]	0.4755600	0.4635975	0.4879148
temp + aou	Indo-Pacific	(28.1,28.2]	0.8063717	0.7776382	0.8242214
temp + aou	Indo-Pacific	(28.2,28.3]	0.8052484	0.7326398	0.8511352
temp + aou	Indo-Pacific	(28.3, Inf]	0.9984692	0.9971102	0.9999533
temp + nitrate	Atlantic	(-Inf,26]	-0.2328310	-0.4788338	-0.0889125
temp + nitrate	Atlantic	(26,26.5]	-0.3594592	-0.5024523	-0.2587890
temp + nitrate	Atlantic	(26.5,26.75]	-0.3722168	-0.4183404	-0.3203956
temp + nitrate	Atlantic	(26.75,27]	-0.4984460	-0.5669366	-0.3977606
temp + nitrate	Atlantic	(27,27.25]	-0.6399962	-0.7574962	-0.5439755
temp + nitrate	Atlantic	(27.25,27.5]	-0.7514077	-0.8137957	-0.6883749
temp + nitrate	Atlantic	(27.5,27.75]	-0.7973319	-0.8317131	-0.7626257
temp + nitrate	Atlantic	(27.75,27.85]	-0.6666601	-0.7251735	-0.6263676
temp + nitrate	Atlantic	(27.85,27.95]	-0.4817922	-0.5912730	-0.4010705
temp + nitrate	Atlantic	(27.95,28.05]	-0.6385649	-0.6631279	-0.6067426
temp + nitrate	Atlantic	(28.05,28.1]	-0.8084426	-0.8513626	-0.7249071
temp + nitrate	Atlantic	(28.1,28.15]	-0.7815713	-0.8683757	-0.6382771
temp + nitrate	Atlantic	(28.15,28.2]	-0.2066964	-0.2969139	-0.1407507
temp + nitrate	Atlantic	(28.2, Inf]	0.0091013	-0.2807597	0.2282638
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4677894	-0.5425951	-0.3408571
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3929431	-0.6200495	-0.2282724
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3746538	-0.6411348	-0.2329260
temp + nitrate	Indo-Pacific	(26.75,27]	-0.3079490	-0.4941784	-0.1935928
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1590525	-0.2394050	-0.0358412
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0325235	-0.0959360	0.1346802
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2672650	0.2419489	0.3029741
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1765082	0.1380316	0.2401735
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0523393	-0.0103516	0.1164623
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0561376	0.0094582	0.1425066
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2604684	0.2281845	0.3135690
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6621807	0.6005097	0.7289726
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5879146	0.4685859	0.6760339
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.9975315	0.9962377	0.9997254

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
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.0921446	-0.0844236	0.3222412
aou	Atlantic	(26,26.5]	0.2300140	0.0419479	0.3959493
aou	Atlantic	(26.5,26.75]	0.1740509	-0.1045250	0.3823701
aou	Atlantic	(26.75,27]	-0.4294918	-0.5878518	-0.1922580
aou	Atlantic	(27,27.25]	-0.6574848	-0.7077407	-0.6082506
aou	Atlantic	(27.25,27.5]	-0.5747205	-0.7278035	-0.4565536
aou	Atlantic	(27.5,27.75]	-0.8102104	-0.8239536	-0.7858701
aou	Atlantic	(27.75,27.85]	-0.8950167	-0.9192149	-0.8743891
aou	Atlantic	(27.85,27.95]	-0.8156805	-0.8376527	-0.7970541
aou	Atlantic	(27.95,28.05]	-0.8327481	-0.9002558	-0.7977529
aou	Atlantic	(28.05,28.1]	-0.7146772	-0.7772001	-0.6513189
aou	Atlantic	(28.1,28.15]	-0.7349613	-0.7946979	-0.6855199
aou	Atlantic	(28.15,28.2]	-0.7616757	-0.8198445	-0.6749301
aou	Atlantic	(28.2, Inf]	-0.8801924	-0.9235737	-0.8260524
aou	Indo-Pacific	(-Inf,26]	0.5071036	0.4653325	0.5667847
aou	Indo-Pacific	(26,26.5]	0.3988861	0.2904985	0.6002705
aou	Indo-Pacific	(26.5,26.75]	0.2720482	0.0768848	0.4772259
aou	Indo-Pacific	(26.75,27]	0.2723515	0.1563830	0.4769829
aou	Indo-Pacific	(27,27.25]	0.3814439	0.2644135	0.4906023
aou	Indo-Pacific	(27.25,27.5]	0.6217523	0.5895916	0.6527067
aou	Indo-Pacific	(27.5,27.75]	0.8501790	0.8162517	0.8920955
aou	Indo-Pacific	(27.75,27.85]	0.9453021	0.9422556	0.9479381
aou	Indo-Pacific	(27.85,27.95]	0.9279183	0.9207361	0.9321211
aou	Indo-Pacific	(27.95,28.05]	0.9379922	0.9227854	0.9505296
aou	Indo-Pacific	(28.05,28.1]	0.8846103	0.8632044	0.9099002
aou	Indo-Pacific	(28.1,28.2]	0.7111584	0.6327012	0.8128698
aou	Indo-Pacific	(28.2,28.3]	-0.0965274	-0.5090965	0.6974928
aou	Indo-Pacific	(28.3, Inf]	-0.3449944	-0.9995715	0.9633174
nitrate	Atlantic	(-Inf,26]	0.0093415	-0.1821601	0.2604499
nitrate	Atlantic	(26,26.5]	0.2106408	0.0220396	0.3874977
nitrate	Atlantic	(26.5,26.75]	0.1675233	-0.0924851	0.3577108
nitrate	Atlantic	(26.75,27]	-0.4449985	-0.5761922	-0.2313096
nitrate	Atlantic	(27,27.25]	-0.8318322	-0.8597075	-0.8034261
nitrate	Atlantic	(27.25,27.5]	-0.9621538	-0.9801781	-0.9525097
nitrate	Atlantic	(27.5,27.75]	-0.9589489	-0.9711062	-0.9401439
nitrate	Atlantic	(27.75,27.85]	-0.8826095	-0.8878360	-0.8761126
nitrate	Atlantic	(27.85,27.95]	-0.7684650	-0.8019168	-0.7338681
nitrate	Atlantic	(27.95,28.05]	-0.7969212	-0.8318439	-0.7650275
nitrate	Atlantic	(28.05,28.1]	-0.8000249	-0.8446779	-0.7770842
nitrate	Atlantic	(28.1,28.15]	-0.8563481	-0.8910283	-0.8249290
nitrate	Atlantic	(28.15,28.2]	-0.9781086	-0.9944228	-0.9635111
nitrate	Atlantic	(28.2, Inf]	-0.9933171	-0.9980905	-0.9893583
nitrate	Indo-Pacific	(-Inf,26]	0.3948545	0.3457181	0.4516632
nitrate	Indo-Pacific	(26,26.5]	0.1667304	0.0490748	0.3886710
nitrate	Indo-Pacific	(26.5,26.75]	-0.0104283	-0.1896599	0.2056250
nitrate	Indo-Pacific	(26.75,27]	-0.0229801	-0.1306384	0.1747336
nitrate	Indo-Pacific	(27,27.25]	0.1097225	-0.0150614	0.1765932
nitrate	Indo-Pacific	(27.25,27.5]	0.3901196	0.2973011	0.5061744
nitrate	Indo-Pacific	(27.5,27.75]	0.8039298	0.7333630	0.8708915
nitrate	Indo-Pacific	(27.75,27.85]	0.9387213	0.9368540	0.9419631
nitrate	Indo-Pacific	(27.85,27.95]	0.9113506	0.9019929	0.9199206
nitrate	Indo-Pacific	(27.95,28.05]	0.9142030	0.8983454	0.9455388
nitrate	Indo-Pacific	(28.05,28.1]	0.8239630	0.8084475	0.8486938
nitrate	Indo-Pacific	(28.1,28.2]	0.6126813	0.5600521	0.6521451
nitrate	Indo-Pacific	(28.2,28.3]	-0.3203511	-0.7176119	0.4606224
nitrate	Indo-Pacific	(28.3, Inf]	-0.3413448	-0.9998992	0.9756884
sal	Atlantic	(-Inf,26]	-0.6753641	-0.7492835	-0.5784328
sal	Atlantic	(26,26.5]	-0.7117175	-0.7752664	-0.6323929
sal	Atlantic	(26.5,26.75]	-0.6895900	-0.7718504	-0.6135313
sal	Atlantic	(26.75,27]	-0.1524177	-0.2281180	-0.0907112
sal	Atlantic	(27,27.25]	0.5258635	0.4208220	0.6914922
sal	Atlantic	(27.25,27.5]	0.7621489	0.6709411	0.8717389
sal	Atlantic	(27.5,27.75]	0.7351447	0.6747961	0.8101921
sal	Atlantic	(27.75,27.85]	0.4310372	0.3803108	0.4664833
sal	Atlantic	(27.85,27.95]	0.1264265	-0.0418353	0.2296516
sal	Atlantic	(27.95,28.05]	0.2815350	0.0076956	0.4534550
sal	Atlantic	(28.05,28.1]	0.5444426	0.4344330	0.6469521
sal	Atlantic	(28.1,28.15]	0.5609828	0.4004651	0.6653974
sal	Atlantic	(28.15,28.2]	0.4051319	0.2590019	0.5487681
sal	Atlantic	(28.2, Inf]	0.7131334	0.4470010	0.8709965
sal	Indo-Pacific	(-Inf,26]	0.1573327	0.1359216	0.1702127
sal	Indo-Pacific	(26,26.5]	0.3152374	0.2095711	0.4323237
sal	Indo-Pacific	(26.5,26.75]	0.3746095	0.2271416	0.4498519
sal	Indo-Pacific	(26.75,27]	0.3123866	0.2123560	0.3732687
sal	Indo-Pacific	(27,27.25]	0.1498963	0.1131643	0.1875079
sal	Indo-Pacific	(27.25,27.5]	0.0897581	0.0421822	0.1340991
sal	Indo-Pacific	(27.5,27.75]	0.0830873	0.0253796	0.1264900
sal	Indo-Pacific	(27.75,27.85]	-0.0869972	-0.1185912	-0.0395742
sal	Indo-Pacific	(27.85,27.95]	-0.2788700	-0.3424851	-0.1644311
sal	Indo-Pacific	(27.95,28.05]	-0.3525214	-0.5096511	-0.1736306
sal	Indo-Pacific	(28.05,28.1]	-0.0907422	-0.3620285	0.2026272
sal	Indo-Pacific	(28.1,28.2]	0.2386333	0.0766172	0.5587323
sal	Indo-Pacific	(28.2,28.3]	0.1139477	-0.2290992	0.7966355
sal	Indo-Pacific	(28.3, Inf]	-0.4154641	-0.9998441	0.7450877
temp	Atlantic	(-Inf,26]	-0.6664509	-0.7623954	-0.5390396
temp	Atlantic	(26,26.5]	-0.6889332	-0.7272424	-0.6432197
temp	Atlantic	(26.5,26.75]	-0.6212271	-0.7018056	-0.5519787
temp	Atlantic	(26.75,27]	-0.0994234	-0.1551355	-0.0418710
temp	Atlantic	(27,27.25]	0.5316474	0.4404749	0.6979925
temp	Atlantic	(27.25,27.5]	0.7320693	0.6406910	0.8449054
temp	Atlantic	(27.5,27.75]	0.6958791	0.6149479	0.7644660
temp	Atlantic	(27.75,27.85]	0.4258742	0.3935127	0.4602154
temp	Atlantic	(27.85,27.95]	0.1119816	-0.0673159	0.2194274
temp	Atlantic	(27.95,28.05]	0.4098758	0.1980821	0.5286027
temp	Atlantic	(28.05,28.1]	0.5226175	0.3961769	0.6434142
temp	Atlantic	(28.1,28.15]	0.5014998	0.3032457	0.6224493
temp	Atlantic	(28.15,28.2]	0.1438003	0.0495852	0.2459471
temp	Atlantic	(28.2, Inf]	0.0585524	-0.1372616	0.3062752
temp	Indo-Pacific	(-Inf,26]	-0.2048999	-0.2836143	-0.1081160
temp	Indo-Pacific	(26,26.5]	0.2412213	0.1669139	0.3353093
temp	Indo-Pacific	(26.5,26.75]	0.3745425	0.2452465	0.4409684
temp	Indo-Pacific	(26.75,27]	0.3352453	0.2314946	0.3976316
temp	Indo-Pacific	(27,27.25]	0.2132492	0.1417267	0.2672791
temp	Indo-Pacific	(27.25,27.5]	0.1635701	0.1379625	0.2075882
temp	Indo-Pacific	(27.5,27.75]	0.1821810	0.1424008	0.2276637
temp	Indo-Pacific	(27.75,27.85]	-0.0084109	-0.0688758	0.0314114
temp	Indo-Pacific	(27.85,27.95]	-0.0939719	-0.1572985	-0.0369103
temp	Indo-Pacific	(27.95,28.05]	0.0984507	0.0450619	0.1713310
temp	Indo-Pacific	(28.05,28.1]	0.3783673	0.2570776	0.5716452
temp	Indo-Pacific	(28.1,28.2]	0.5653674	0.4435933	0.7185856
temp	Indo-Pacific	(28.2,28.3]	0.3134842	-0.0395895	0.9226289
temp	Indo-Pacific	(28.3, Inf]	-0.3428411	-0.9992972	0.9661606

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