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: 767a670

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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	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	4f897c4	Donghe-Zhu	2021-07-30	Build site.
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html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
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html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
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html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
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html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
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html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
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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.
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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	93821c1	Donghe-Zhu	2021-07-05	Build site.
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html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
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html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
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html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
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html	0c20513	Donghe-Zhu	2021-03-26	Build site.
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html	6c53dbf	Donghe-Zhu	2021-03-25	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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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
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
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]	0.9891465	0.9849064	0.9928801
aou + nitrate	Atlantic	(26,26.5]	0.9895587	0.9877930	0.9907580
aou + nitrate	Atlantic	(26.5,26.75]	0.9905586	0.9880298	0.9930935
aou + nitrate	Atlantic	(26.75,27]	0.9735992	0.9630938	0.9812464
aou + nitrate	Atlantic	(27,27.25]	0.8786320	0.8549257	0.9198617
aou + nitrate	Atlantic	(27.25,27.5]	0.6750455	0.5553769	0.7595119
aou + nitrate	Atlantic	(27.5,27.75]	0.7665567	0.7513103	0.7958902
aou + nitrate	Atlantic	(27.75,27.85]	0.8969807	0.8835920	0.9181264
aou + nitrate	Atlantic	(27.85,27.95]	0.9197141	0.9023250	0.9498236
aou + nitrate	Atlantic	(27.95,28.05]	0.9253830	0.9093813	0.9454424
aou + nitrate	Atlantic	(28.05,28.1]	0.8386523	0.7847036	0.8943211
aou + nitrate	Atlantic	(28.1,28.15]	0.8224747	0.7723711	0.8780181
aou + nitrate	Atlantic	(28.15,28.2]	0.7223694	0.6094276	0.8123841
aou + nitrate	Atlantic	(28.2, Inf]	0.8276533	0.7949891	0.8687723
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9729635	0.9678131	0.9789120
aou + nitrate	Indo-Pacific	(26,26.5]	0.9548254	0.9486405	0.9602334
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9424457	0.9293581	0.9522109
aou + nitrate	Indo-Pacific	(26.75,27]	0.9280777	0.9102476	0.9451381
aou + nitrate	Indo-Pacific	(27,27.25]	0.9391078	0.9216195	0.9606364
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9429797	0.9157113	0.9692127
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9851918	0.9769440	0.9915464
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9941303	0.9920532	0.9958391
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9864446	0.9842981	0.9887536
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9761286	0.9712543	0.9829900
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9649344	0.9603510	0.9729041
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9420247	0.9358448	0.9456596
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9223673	0.9109200	0.9340464
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9981477	0.9966653	0.9998167
sal + aou	Atlantic	(-Inf,26]	-0.1122535	-0.2672435	0.0005662
sal + aou	Atlantic	(26,26.5]	-0.1789657	-0.3048320	-0.1069178
sal + aou	Atlantic	(26.5,26.75]	-0.2633655	-0.3606302	-0.1148373
sal + aou	Atlantic	(26.75,27]	-0.3395337	-0.4726689	-0.1441518
sal + aou	Atlantic	(27,27.25]	-0.2598075	-0.4753246	-0.1079784
sal + aou	Atlantic	(27.25,27.5]	-0.0945419	-0.2696912	0.0674717
sal + aou	Atlantic	(27.5,27.75]	-0.2815783	-0.3602468	-0.2106849
sal + aou	Atlantic	(27.75,27.85]	-0.2740720	-0.4311010	-0.1570033
sal + aou	Atlantic	(27.85,27.95]	-0.2189017	-0.4186756	-0.0932731
sal + aou	Atlantic	(27.95,28.05]	-0.2044326	-0.2675796	-0.1306937
sal + aou	Atlantic	(28.05,28.1]	-0.5340147	-0.6802395	-0.4180030
sal + aou	Atlantic	(28.1,28.15]	-0.4809964	-0.6871573	-0.3484289
sal + aou	Atlantic	(28.15,28.2]	0.2910417	0.0453543	0.5960353
sal + aou	Atlantic	(28.2, Inf]	-0.1165981	-0.4242131	0.0949234
sal + aou	Indo-Pacific	(-Inf,26]	-0.0513098	-0.1180528	0.0211481
sal + aou	Indo-Pacific	(26,26.5]	-0.1520898	-0.4052069	-0.0037390
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1733861	-0.4430199	-0.0015162
sal + aou	Indo-Pacific	(26.75,27]	-0.0449247	-0.2573417	0.0784863
sal + aou	Indo-Pacific	(27,27.25]	0.1005207	0.0009026	0.2142051
sal + aou	Indo-Pacific	(27.25,27.5]	0.2949736	0.2049601	0.3441679
sal + aou	Indo-Pacific	(27.5,27.75]	0.2834793	0.2379066	0.3182359
sal + aou	Indo-Pacific	(27.75,27.85]	0.0852909	0.0703371	0.1024146
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0720103	-0.1504683	-0.0149412
sal + aou	Indo-Pacific	(27.95,28.05]	-0.1439868	-0.1917535	-0.1036170
sal + aou	Indo-Pacific	(28.05,28.1]	0.0281975	-0.0772270	0.1203111
sal + aou	Indo-Pacific	(28.1,28.2]	0.5598234	0.5006378	0.6026483
sal + aou	Indo-Pacific	(28.2,28.3]	0.8954635	0.8339429	0.9551572
sal + aou	Indo-Pacific	(28.3, Inf]	0.9503128	0.8634698	0.9951951
sal + nitrate	Atlantic	(-Inf,26]	-0.0862608	-0.2577287	0.0372043
sal + nitrate	Atlantic	(26,26.5]	-0.2348644	-0.3660870	-0.1653630
sal + nitrate	Atlantic	(26.5,26.75]	-0.3433314	-0.4355371	-0.2184719
sal + nitrate	Atlantic	(26.75,27]	-0.5089794	-0.6053122	-0.3663788
sal + nitrate	Atlantic	(27,27.25]	-0.6609882	-0.7644713	-0.5807885
sal + nitrate	Atlantic	(27.25,27.5]	-0.7727252	-0.8197598	-0.7248169
sal + nitrate	Atlantic	(27.5,27.75]	-0.7880708	-0.8197727	-0.7540174
sal + nitrate	Atlantic	(27.75,27.85]	-0.6165311	-0.7018567	-0.5328198
sal + nitrate	Atlantic	(27.85,27.95]	-0.5050919	-0.6224764	-0.4379561
sal + nitrate	Atlantic	(27.95,28.05]	-0.4966300	-0.5530879	-0.4551212
sal + nitrate	Atlantic	(28.05,28.1]	-0.8689218	-0.8959867	-0.8501546
sal + nitrate	Atlantic	(28.1,28.15]	-0.8476600	-0.9199365	-0.7493657
sal + nitrate	Atlantic	(28.15,28.2]	-0.3733842	-0.5156376	-0.2036167
sal + nitrate	Atlantic	(28.2, Inf]	-0.6039583	-0.8042951	-0.4258603
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.1887746	-0.2729478	-0.1055121
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3338029	-0.5781401	-0.1635211
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3605156	-0.6069727	-0.2151541
sal + nitrate	Indo-Pacific	(26.75,27]	-0.2561166	-0.4295099	-0.1549014
sal + nitrate	Indo-Pacific	(27,27.25]	-0.0826217	-0.1515535	0.0082475
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.1499947	0.0541916	0.2310357
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.2123871	0.1736490	0.2670218
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.0360889	0.0326537	0.0424135
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.1716425	-0.2470995	-0.1290497
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3136291	-0.3260053	-0.2976154
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2061001	-0.2689697	-0.1370564
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.3018809	0.2422515	0.3627324
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7178316	0.6494046	0.8081118
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.9393662	0.8350431	0.9964401
sal + temp	Atlantic	(-Inf,26]	0.9549446	0.9474952	0.9607282
sal + temp	Atlantic	(26,26.5]	0.9615296	0.9594970	0.9650695
sal + temp	Atlantic	(26.5,26.75]	0.9781407	0.9769382	0.9799309
sal + temp	Atlantic	(26.75,27]	0.9703156	0.9687438	0.9730646
sal + temp	Atlantic	(27,27.25]	0.9720924	0.9704677	0.9739394
sal + temp	Atlantic	(27.25,27.5]	0.9748885	0.9735456	0.9757076
sal + temp	Atlantic	(27.5,27.75]	0.9668721	0.9619193	0.9710817
sal + temp	Atlantic	(27.75,27.85]	0.9746993	0.9738867	0.9761594
sal + temp	Atlantic	(27.85,27.95]	0.9306229	0.9138407	0.9515806
sal + temp	Atlantic	(27.95,28.05]	0.9362819	0.9030775	0.9681374
sal + temp	Atlantic	(28.05,28.1]	0.9767761	0.9723044	0.9818575
sal + temp	Atlantic	(28.1,28.15]	0.9817534	0.9783375	0.9879834
sal + temp	Atlantic	(28.15,28.2]	0.9139470	0.8771462	0.9460764
sal + temp	Atlantic	(28.2, Inf]	0.4740920	0.2568765	0.6476118
sal + temp	Indo-Pacific	(-Inf,26]	0.7567726	0.7038845	0.8165806
sal + temp	Indo-Pacific	(26,26.5]	0.9466494	0.9377897	0.9519298
sal + temp	Indo-Pacific	(26.5,26.75]	0.9793146	0.9753662	0.9826504
sal + temp	Indo-Pacific	(26.75,27]	0.9699551	0.9613333	0.9782871
sal + temp	Indo-Pacific	(27,27.25]	0.9275572	0.9103762	0.9559258
sal + temp	Indo-Pacific	(27.25,27.5]	0.8281393	0.7678232	0.9104607
sal + temp	Indo-Pacific	(27.5,27.75]	0.6495391	0.5385247	0.7937447
sal + temp	Indo-Pacific	(27.75,27.85]	0.8513283	0.8014022	0.9203104
sal + temp	Indo-Pacific	(27.85,27.95]	0.7872123	0.7488013	0.8529637
sal + temp	Indo-Pacific	(27.95,28.05]	0.7811500	0.7016536	0.8251442
sal + temp	Indo-Pacific	(28.05,28.1]	0.8148953	0.7390252	0.8676939
sal + temp	Indo-Pacific	(28.1,28.2]	0.7716467	0.6826909	0.8339642
sal + temp	Indo-Pacific	(28.2,28.3]	0.9064604	0.8995486	0.9184695
sal + temp	Indo-Pacific	(28.3, Inf]	0.9499591	0.8639856	0.9949866
temp + aou	Atlantic	(-Inf,26]	-0.1990043	-0.3735133	-0.1113515
temp + aou	Atlantic	(26,26.5]	-0.2568721	-0.3921653	-0.1888831
temp + aou	Atlantic	(26.5,26.75]	-0.2525908	-0.3429859	-0.1340803
temp + aou	Atlantic	(26.75,27]	-0.3100360	-0.4286934	-0.1194789
temp + aou	Atlantic	(27,27.25]	-0.2265011	-0.4403127	-0.0626435
temp + aou	Atlantic	(27.25,27.5]	-0.0440935	-0.2194278	0.1249588
temp + aou	Atlantic	(27.5,27.75]	-0.2209842	-0.2974532	-0.1787120
temp + aou	Atlantic	(27.75,27.85]	-0.2665434	-0.4283906	-0.1759820
temp + aou	Atlantic	(27.85,27.95]	-0.1469875	-0.3614825	0.0570785
temp + aou	Atlantic	(27.95,28.05]	-0.3157974	-0.4329782	-0.2488856
temp + aou	Atlantic	(28.05,28.1]	-0.4185955	-0.5691187	-0.3199408
temp + aou	Atlantic	(28.1,28.15]	-0.3943833	-0.6008057	-0.2193494
temp + aou	Atlantic	(28.15,28.2]	0.4211475	0.3526474	0.5580807
temp + aou	Atlantic	(28.2, Inf]	0.0280310	-0.1298171	0.1705372
temp + aou	Indo-Pacific	(-Inf,26]	-0.3254294	-0.4029383	-0.2119581
temp + aou	Indo-Pacific	(26,26.5]	-0.1970052	-0.4214082	-0.0576208
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1670058	-0.4223276	-0.0132429
temp + aou	Indo-Pacific	(26.75,27]	-0.0871101	-0.2836313	0.0299754
temp + aou	Indo-Pacific	(27,27.25]	0.0447826	-0.0287008	0.1450620
temp + aou	Indo-Pacific	(27.25,27.5]	0.2402816	0.1567839	0.3180082
temp + aou	Indo-Pacific	(27.5,27.75]	0.3741172	0.3617234	0.3984708
temp + aou	Indo-Pacific	(27.75,27.85]	0.2232232	0.1954831	0.2768538
temp + aou	Indo-Pacific	(27.85,27.95]	0.1988589	0.1267337	0.2923346
temp + aou	Indo-Pacific	(27.95,28.05]	0.2953135	0.2220293	0.3533168
temp + aou	Indo-Pacific	(28.05,28.1]	0.5129286	0.4746666	0.5328811
temp + aou	Indo-Pacific	(28.1,28.2]	0.8192933	0.7760846	0.8413039
temp + aou	Indo-Pacific	(28.2,28.3]	0.7804916	0.7413330	0.8169125
temp + aou	Indo-Pacific	(28.3, Inf]	0.9963540	0.9913128	0.9999103
temp + nitrate	Atlantic	(-Inf,26]	-0.1849348	-0.3751117	-0.0863150
temp + nitrate	Atlantic	(26,26.5]	-0.3292091	-0.4648873	-0.2513717
temp + nitrate	Atlantic	(26.5,26.75]	-0.3432474	-0.4289543	-0.2493492
temp + nitrate	Atlantic	(26.75,27]	-0.4902056	-0.5709722	-0.3560554
temp + nitrate	Atlantic	(27,27.25]	-0.6336307	-0.7369041	-0.5452724
temp + nitrate	Atlantic	(27.25,27.5]	-0.7345218	-0.7817009	-0.6918354
temp + nitrate	Atlantic	(27.5,27.75]	-0.7521290	-0.7742836	-0.7373055
temp + nitrate	Atlantic	(27.75,27.85]	-0.6271032	-0.7164951	-0.5717307
temp + nitrate	Atlantic	(27.85,27.95]	-0.4767441	-0.5977216	-0.3481951
temp + nitrate	Atlantic	(27.95,28.05]	-0.6200182	-0.6638616	-0.5898913
temp + nitrate	Atlantic	(28.05,28.1]	-0.8193817	-0.8526564	-0.7859320
temp + nitrate	Atlantic	(28.1,28.15]	-0.7929496	-0.8728044	-0.6595331
temp + nitrate	Atlantic	(28.15,28.2]	-0.1792874	-0.2068995	-0.1619860
temp + nitrate	Atlantic	(28.2, Inf]	-0.1066576	-0.2809147	-0.0014102
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4668655	-0.5413926	-0.3395729
temp + nitrate	Indo-Pacific	(26,26.5]	-0.3878015	-0.6016757	-0.2268799
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3668739	-0.5974330	-0.2411034
temp + nitrate	Indo-Pacific	(26.75,27]	-0.3259948	-0.4810348	-0.2418237
temp + nitrate	Indo-Pacific	(27,27.25]	-0.1859835	-0.2313587	-0.0991290
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.0229921	-0.0796771	0.0894203
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2639550	0.2490340	0.2758501
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.1770627	0.1310627	0.2417241
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.0889442	0.0170252	0.1944730
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.1085601	0.0225177	0.2027475
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2993118	0.2394318	0.3590628
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6686501	0.6059016	0.7258395
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5260077	0.4535462	0.5766577
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.9940474	0.9876199	0.9995832

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
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]	0.0866912	-0.0057903	0.2278405
aou	Atlantic	(26,26.5]	0.2354889	0.0160110	0.4473620
aou	Atlantic	(26.5,26.75]	0.1780728	-0.1476849	0.5125659
aou	Atlantic	(26.75,27]	-0.3602285	-0.5703367	0.0210413
aou	Atlantic	(27,27.25]	-0.6392572	-0.7059962	-0.5652013
aou	Atlantic	(27.25,27.5]	-0.6101582	-0.6952781	-0.5202167
aou	Atlantic	(27.5,27.75]	-0.8212235	-0.8381611	-0.8116645
aou	Atlantic	(27.75,27.85]	-0.9070905	-0.9273123	-0.8880193
aou	Atlantic	(27.85,27.95]	-0.8314621	-0.8465184	-0.8084155
aou	Atlantic	(27.95,28.05]	-0.8480901	-0.9070488	-0.8083432
aou	Atlantic	(28.05,28.1]	-0.6791599	-0.7212836	-0.6301485
aou	Atlantic	(28.1,28.15]	-0.6967761	-0.7304474	-0.6359635
aou	Atlantic	(28.15,28.2]	-0.6596418	-0.7861220	-0.4123492
aou	Atlantic	(28.2, Inf]	-0.8072501	-0.8648379	-0.7330778
aou	Indo-Pacific	(-Inf,26]	0.5155890	0.4831589	0.5758745
aou	Indo-Pacific	(26,26.5]	0.4007229	0.2753889	0.6164711
aou	Indo-Pacific	(26.5,26.75]	0.2710855	0.0838452	0.4714631
aou	Indo-Pacific	(26.75,27]	0.2513032	0.1320955	0.4405998
aou	Indo-Pacific	(27,27.25]	0.3779708	0.2655975	0.4870178
aou	Indo-Pacific	(27.25,27.5]	0.6227643	0.5874823	0.6576268
aou	Indo-Pacific	(27.5,27.75]	0.8542738	0.8277609	0.8927226
aou	Indo-Pacific	(27.75,27.85]	0.9471180	0.9420934	0.9521479
aou	Indo-Pacific	(27.85,27.95]	0.9252803	0.9200206	0.9347742
aou	Indo-Pacific	(27.95,28.05]	0.9352436	0.9208905	0.9444610
aou	Indo-Pacific	(28.05,28.1]	0.8808347	0.8588669	0.9117227
aou	Indo-Pacific	(28.1,28.2]	0.6738161	0.5780077	0.8058692
aou	Indo-Pacific	(28.2,28.3]	-0.1499483	-0.5488757	0.5914708
aou	Indo-Pacific	(28.3, Inf]	-0.3462434	-0.9993557	0.9560620
nitrate	Atlantic	(-Inf,26]	0.0076733	-0.0921621	0.1640002
nitrate	Atlantic	(26,26.5]	0.2155066	0.0068344	0.4277222
nitrate	Atlantic	(26.5,26.75]	0.1721342	-0.1313396	0.4895132
nitrate	Atlantic	(26.75,27]	-0.3826982	-0.5624035	-0.0254302
nitrate	Atlantic	(27,27.25]	-0.8185166	-0.8730523	-0.7596669
nitrate	Atlantic	(27.25,27.5]	-0.9636081	-0.9818256	-0.9498113
nitrate	Atlantic	(27.5,27.75]	-0.9610117	-0.9734173	-0.9426040
nitrate	Atlantic	(27.75,27.85]	-0.8981299	-0.9079944	-0.8855735
nitrate	Atlantic	(27.85,27.95]	-0.7928348	-0.8207696	-0.7779152
nitrate	Atlantic	(27.95,28.05]	-0.8113169	-0.8368545	-0.7675467
nitrate	Atlantic	(28.05,28.1]	-0.8277237	-0.9018017	-0.7833080
nitrate	Atlantic	(28.1,28.15]	-0.8755528	-0.9279468	-0.8284592
nitrate	Atlantic	(28.15,28.2]	-0.9693096	-0.9951751	-0.9427005
nitrate	Atlantic	(28.2, Inf]	-0.9920712	-0.9980270	-0.9872876
nitrate	Indo-Pacific	(-Inf,26]	0.4076289	0.3752781	0.4675198
nitrate	Indo-Pacific	(26,26.5]	0.1697857	0.0383528	0.4078246
nitrate	Indo-Pacific	(26.5,26.75]	-0.0120458	-0.1800343	0.1942037
nitrate	Indo-Pacific	(26.75,27]	-0.0387843	-0.1318160	0.1412549
nitrate	Indo-Pacific	(27,27.25]	0.1123100	-0.0121302	0.1753925
nitrate	Indo-Pacific	(27.25,27.5]	0.4031801	0.3239632	0.5162297
nitrate	Indo-Pacific	(27.5,27.75]	0.8103645	0.7491123	0.8732356
nitrate	Indo-Pacific	(27.75,27.85]	0.9400899	0.9368728	0.9445581
nitrate	Indo-Pacific	(27.85,27.95]	0.9123038	0.9047639	0.9180415
nitrate	Indo-Pacific	(27.95,28.05]	0.9184382	0.9041202	0.9440922
nitrate	Indo-Pacific	(28.05,28.1]	0.8298773	0.8198949	0.8483303
nitrate	Indo-Pacific	(28.1,28.2]	0.5903442	0.5247457	0.6450870
nitrate	Indo-Pacific	(28.2,28.3]	-0.4002137	-0.7500887	0.2879427
nitrate	Indo-Pacific	(28.3, Inf]	-0.3424979	-0.9998516	0.9718212
sal	Atlantic	(-Inf,26]	-0.6883296	-0.7567676	-0.6465392
sal	Atlantic	(26,26.5]	-0.7076126	-0.7467586	-0.6382291
sal	Atlantic	(26.5,26.75]	-0.6916341	-0.7221167	-0.6570441
sal	Atlantic	(26.75,27]	-0.1746937	-0.2551640	-0.0253540
sal	Atlantic	(27,27.25]	0.5225444	0.4213272	0.6543122
sal	Atlantic	(27.25,27.5]	0.7495683	0.6840427	0.8405639
sal	Atlantic	(27.5,27.75]	0.6851708	0.6450866	0.7506421
sal	Atlantic	(27.75,27.85]	0.4064149	0.3305769	0.4675001
sal	Atlantic	(27.85,27.95]	0.1373228	-0.0246438	0.2326029
sal	Atlantic	(27.95,28.05]	0.2758179	0.0799011	0.3827779
sal	Atlantic	(28.05,28.1]	0.6230433	0.5029775	0.7996424
sal	Atlantic	(28.1,28.15]	0.6211207	0.4178875	0.8125702
sal	Atlantic	(28.15,28.2]	0.3608044	0.2450556	0.5224825
sal	Atlantic	(28.2, Inf]	0.6289665	0.4303471	0.7916715
sal	Indo-Pacific	(-Inf,26]	0.1658894	0.1422351	0.1787610
sal	Indo-Pacific	(26,26.5]	0.3358403	0.2494212	0.4295099
sal	Indo-Pacific	(26.5,26.75]	0.4047875	0.3005802	0.4676117
sal	Indo-Pacific	(26.75,27]	0.3323802	0.2665763	0.3724297
sal	Indo-Pacific	(27,27.25]	0.1571234	0.1410535	0.1882434
sal	Indo-Pacific	(27.25,27.5]	0.0931200	0.0476112	0.1306576
sal	Indo-Pacific	(27.5,27.75]	0.0839239	0.0285116	0.1329738
sal	Indo-Pacific	(27.75,27.85]	-0.0898733	-0.1051239	-0.0634485
sal	Indo-Pacific	(27.85,27.95]	-0.2514201	-0.3217167	-0.1627885
sal	Indo-Pacific	(27.95,28.05]	-0.2985282	-0.4139843	-0.1955494
sal	Indo-Pacific	(28.05,28.1]	-0.0721148	-0.2922575	0.1402563
sal	Indo-Pacific	(28.1,28.2]	0.2215152	0.0477145	0.5466837
sal	Indo-Pacific	(28.2,28.3]	0.0875252	-0.3147066	0.7560506
sal	Indo-Pacific	(28.3, Inf]	-0.4162562	-0.9968846	0.7304599
temp	Atlantic	(-Inf,26]	-0.6778183	-0.7695829	-0.6011433
temp	Atlantic	(26,26.5]	-0.6844118	-0.7070595	-0.6427923
temp	Atlantic	(26.5,26.75]	-0.6244584	-0.6602409	-0.5971221
temp	Atlantic	(26.75,27]	-0.1098013	-0.1844020	0.0259470
temp	Atlantic	(27,27.25]	0.5297779	0.4357614	0.6656227
temp	Atlantic	(27.25,27.5]	0.7189693	0.6514322	0.8139415
temp	Atlantic	(27.5,27.75]	0.6460396	0.5869395	0.7070514
temp	Atlantic	(27.75,27.85]	0.4028610	0.3519821	0.4584456
temp	Atlantic	(27.85,27.95]	0.1292453	-0.0458646	0.2364984
temp	Atlantic	(27.95,28.05]	0.4044771	0.2415081	0.4932307
temp	Atlantic	(28.05,28.1]	0.5975038	0.4677656	0.7839973
temp	Atlantic	(28.1,28.15]	0.5752276	0.3344345	0.7963518
temp	Atlantic	(28.15,28.2]	0.1610750	0.0502248	0.2643464
temp	Atlantic	(28.2, Inf]	0.1811585	0.1115544	0.3071826
temp	Indo-Pacific	(-Inf,26]	-0.2099897	-0.2814048	-0.1245086
temp	Indo-Pacific	(26,26.5]	0.2575326	0.1972259	0.3334198
temp	Indo-Pacific	(26.5,26.75]	0.4023012	0.3122359	0.4541098
temp	Indo-Pacific	(26.75,27]	0.3521011	0.2813472	0.3978494
temp	Indo-Pacific	(27,27.25]	0.2215431	0.1696975	0.2688222
temp	Indo-Pacific	(27.25,27.5]	0.1665633	0.1422059	0.2070537
temp	Indo-Pacific	(27.5,27.75]	0.1821480	0.1454761	0.2134260
temp	Indo-Pacific	(27.75,27.85]	-0.0081865	-0.0504084	0.0322985
temp	Indo-Pacific	(27.85,27.95]	-0.0614244	-0.1346673	-0.0185770
temp	Indo-Pacific	(27.95,28.05]	0.1317635	0.1189736	0.1553682
temp	Indo-Pacific	(28.05,28.1]	0.3873182	0.2816003	0.5391945
temp	Indo-Pacific	(28.1,28.2]	0.5309502	0.4115296	0.7041146
temp	Indo-Pacific	(28.2,28.3]	0.3075564	-0.0999939	0.9108783
temp	Indo-Pacific	(28.3, Inf]	-0.3409059	-0.9989458	0.9594653

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