eMLR - assumption testing

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Last updated: 2021-07-27

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

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: dacc0a7

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version dacc0a7. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:

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File	Version	Author	Date	Message
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---

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
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
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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
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]	0.7889190	0.7234235	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8636021	0.8519301	0.8704808
aou + nitrate	Atlantic	(26.5,26.75]	0.9695513	0.9622757	0.9783003
aou + nitrate	Atlantic	(26.75,27]	0.9838239	0.9805212	0.9857314
aou + nitrate	Atlantic	(27,27.25]	0.9667501	0.9655800	0.9674746
aou + nitrate	Atlantic	(27.25,27.5]	0.9101904	0.8913421	0.9327505
aou + nitrate	Atlantic	(27.5,27.75]	0.7912371	0.7445635	0.8694270
aou + nitrate	Atlantic	(27.75,27.85]	0.6706064	0.5815078	0.7838699
aou + nitrate	Atlantic	(27.85,27.95]	0.7168376	0.5798610	0.8223870
aou + nitrate	Atlantic	(27.95,28.05]	0.8271216	0.7365064	0.8951618
aou + nitrate	Atlantic	(28.05,28.1]	0.9368091	0.9089000	0.9646883
aou + nitrate	Atlantic	(28.1,28.15]	0.9741537	0.9670171	0.9827135
aou + nitrate	Atlantic	(28.15,28.2]	0.9781153	0.9695570	0.9828097
aou + nitrate	Atlantic	(28.2, Inf]	0.9355408	0.9147596	0.9532550
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9165172	0.9001639	0.9311060
aou + nitrate	Indo-Pacific	(26,26.5]	0.8660168	0.8206551	0.8962410
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8657404	0.8393712	0.8873380
aou + nitrate	Indo-Pacific	(26.75,27]	0.8711658	0.8497688	0.9031161
aou + nitrate	Indo-Pacific	(27,27.25]	0.9206615	0.8978354	0.9372438
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9413642	0.9297971	0.9597608
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9652608	0.9502784	0.9777985
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9900449	0.9859533	0.9933814
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9934972	0.9906075	0.9954135
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9937201	0.9895309	0.9965621
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9938275	0.9903527	0.9962855
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9906209	0.9865252	0.9940536
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9839368	0.9776063	0.9892036
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9419578	0.9221635	0.9657510
aou + silicate	Atlantic	(-Inf,26]	0.0261354	-0.7770371	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.2538828	0.1326337	0.3231404
aou + silicate	Atlantic	(26.5,26.75]	0.6353809	0.5907634	0.6949648
aou + silicate	Atlantic	(26.75,27]	0.8273217	0.8175008	0.8453748
aou + silicate	Atlantic	(27,27.25]	0.7327077	0.7189227	0.7469573
aou + silicate	Atlantic	(27.25,27.5]	0.6318491	0.5964346	0.6779744
aou + silicate	Atlantic	(27.5,27.75]	0.4689923	0.3933222	0.5722735
aou + silicate	Atlantic	(27.75,27.85]	0.3596407	0.2733717	0.4429346
aou + silicate	Atlantic	(27.85,27.95]	0.4646628	0.3625488	0.5395918
aou + silicate	Atlantic	(27.95,28.05]	0.6596247	0.5992157	0.7426133
aou + silicate	Atlantic	(28.05,28.1]	0.8786484	0.8567384	0.8975758
aou + silicate	Atlantic	(28.1,28.15]	0.9521493	0.9470189	0.9560684
aou + silicate	Atlantic	(28.15,28.2]	0.9599782	0.9570721	0.9614579
aou + silicate	Atlantic	(28.2, Inf]	0.7300181	0.6749703	0.8251223
aou + silicate	Indo-Pacific	(-Inf,26]	0.7972632	0.7680648	0.8481981
aou + silicate	Indo-Pacific	(26,26.5]	0.8008709	0.7782963	0.8236838
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7831245	0.7545643	0.8377062
aou + silicate	Indo-Pacific	(26.75,27]	0.8571326	0.8233858	0.8989915
aou + silicate	Indo-Pacific	(27,27.25]	0.9213562	0.9033976	0.9459248
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9415268	0.9211774	0.9610032
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9555414	0.9438897	0.9700691
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9748388	0.9655193	0.9835844
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9798112	0.9741354	0.9845495
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9856757	0.9817436	0.9892789
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9924741	0.9911678	0.9945736
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9807963	0.9784671	0.9830270
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9023020	0.8872899	0.9266207
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8402310	0.8090742	0.8852379
nitrate + silicate	Atlantic	(-Inf,26]	0.3815950	-0.5897749	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.6685289	0.5601042	0.7248990
nitrate + silicate	Atlantic	(26.5,26.75]	0.7403929	0.6982529	0.7684741
nitrate + silicate	Atlantic	(26.75,27]	0.8840469	0.8725402	0.9055120
nitrate + silicate	Atlantic	(27,27.25]	0.8683489	0.8574081	0.8789980
nitrate + silicate	Atlantic	(27.25,27.5]	0.8735079	0.8557543	0.8830211
nitrate + silicate	Atlantic	(27.5,27.75]	0.8833617	0.8763785	0.8914582
nitrate + silicate	Atlantic	(27.75,27.85]	0.9038782	0.8839682	0.9193468
nitrate + silicate	Atlantic	(27.85,27.95]	0.9158143	0.8759148	0.9359158
nitrate + silicate	Atlantic	(27.95,28.05]	0.9300973	0.8835140	0.9537715
nitrate + silicate	Atlantic	(28.05,28.1]	0.9650457	0.9479812	0.9738003
nitrate + silicate	Atlantic	(28.1,28.15]	0.9759570	0.9697600	0.9806625
nitrate + silicate	Atlantic	(28.15,28.2]	0.9472740	0.9429600	0.9533923
nitrate + silicate	Atlantic	(28.2, Inf]	0.7962280	0.7633923	0.8285131
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8571181	0.7870070	0.9100098
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8867478	0.8216923	0.9219313
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8835556	0.8322702	0.9118907
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9148366	0.9006939	0.9337411
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9457880	0.9339181	0.9552470
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9569884	0.9486880	0.9682450
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9702483	0.9594571	0.9808308
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9866648	0.9840584	0.9897724
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9889028	0.9872758	0.9903041
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9912760	0.9888531	0.9939655
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9936494	0.9922344	0.9960740
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9811776	0.9785830	0.9846524
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8964932	0.8826447	0.9220979
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8886968	0.8521807	0.9153514
sal + aou	Atlantic	(-Inf,26]	-0.1194572	-0.5301569	0.5809232
sal + aou	Atlantic	(26,26.5]	-0.2855574	-0.4675847	-0.1244816
sal + aou	Atlantic	(26.5,26.75]	0.2293636	0.0256407	0.4109258
sal + aou	Atlantic	(26.75,27]	0.4643073	0.2983582	0.6615613
sal + aou	Atlantic	(27,27.25]	0.5245552	0.4851626	0.5549773
sal + aou	Atlantic	(27.25,27.5]	0.4455256	0.3205410	0.5472046
sal + aou	Atlantic	(27.5,27.75]	0.4817320	0.4581942	0.5100868
sal + aou	Atlantic	(27.75,27.85]	0.4105911	0.3827834	0.4415621
sal + aou	Atlantic	(27.85,27.95]	0.2384332	0.1741484	0.2742929
sal + aou	Atlantic	(27.95,28.05]	-0.1374809	-0.2040487	-0.0238618
sal + aou	Atlantic	(28.05,28.1]	-0.7154042	-0.7382301	-0.6733864
sal + aou	Atlantic	(28.1,28.15]	-0.8747090	-0.9049994	-0.8513428
sal + aou	Atlantic	(28.15,28.2]	-0.8410487	-0.8668900	-0.8127865
sal + aou	Atlantic	(28.2, Inf]	-0.8461682	-0.8750016	-0.8032359
sal + aou	Indo-Pacific	(-Inf,26]	-0.0715261	-0.2395618	0.0152858
sal + aou	Indo-Pacific	(26,26.5]	-0.2573478	-0.4177142	-0.0419257
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2897644	-0.5556040	-0.0964872
sal + aou	Indo-Pacific	(26.75,27]	-0.4740911	-0.6300606	-0.3475555
sal + aou	Indo-Pacific	(27,27.25]	-0.6023186	-0.7227475	-0.4720607
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4646849	-0.6176946	-0.1968406
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0082562	-0.1862085	0.2665675
sal + aou	Indo-Pacific	(27.75,27.85]	0.4424610	0.3011581	0.5619733
sal + aou	Indo-Pacific	(27.85,27.95]	0.6443026	0.6028350	0.6780321
sal + aou	Indo-Pacific	(27.95,28.05]	0.7975112	0.7453888	0.8803386
sal + aou	Indo-Pacific	(28.05,28.1]	0.8388208	0.7801743	0.9033080
sal + aou	Indo-Pacific	(28.1,28.2]	0.8219886	0.7894232	0.8748406
sal + aou	Indo-Pacific	(28.2,28.3]	0.6405762	0.5844468	0.6834440
sal + aou	Indo-Pacific	(28.3, Inf]	0.8400759	0.7091397	0.9055477
sal + nitrate	Atlantic	(-Inf,26]	-0.1826587	-0.7309320	0.8696283
sal + nitrate	Atlantic	(26,26.5]	-0.3059219	-0.4745047	-0.1591432
sal + nitrate	Atlantic	(26.5,26.75]	0.2019497	-0.0740498	0.4510579
sal + nitrate	Atlantic	(26.75,27]	0.4703937	0.2593293	0.6751458
sal + nitrate	Atlantic	(27,27.25]	0.5041263	0.4101070	0.5691538
sal + nitrate	Atlantic	(27.25,27.5]	0.2857879	0.1599614	0.4251228
sal + nitrate	Atlantic	(27.5,27.75]	0.2319891	0.1811471	0.2918817
sal + nitrate	Atlantic	(27.75,27.85]	-0.1872473	-0.3068248	-0.0681268
sal + nitrate	Atlantic	(27.85,27.95]	-0.3756586	-0.5428276	-0.2009866
sal + nitrate	Atlantic	(27.95,28.05]	-0.5347389	-0.7505401	-0.3261753
sal + nitrate	Atlantic	(28.05,28.1]	-0.8873576	-0.9073225	-0.8567105
sal + nitrate	Atlantic	(28.1,28.15]	-0.9431440	-0.9480099	-0.9398419
sal + nitrate	Atlantic	(28.15,28.2]	-0.9197161	-0.9357503	-0.9088667
sal + nitrate	Atlantic	(28.2, Inf]	-0.9275187	-0.9362876	-0.9101990
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2461235	-0.4756333	-0.1062449
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5460642	-0.6739092	-0.3840319
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5726837	-0.7669162	-0.4178702
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7014058	-0.7969793	-0.6163545
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7507694	-0.8323667	-0.6638238
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.5962308	-0.7133011	-0.3917786
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1239394	-0.2848271	0.1104019
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3561341	0.2189062	0.4429264
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5764053	0.5407092	0.6029924
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7399612	0.6545693	0.8484045
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7818149	0.6930798	0.8700097
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7568248	0.6954470	0.8340644
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5450504	0.4926206	0.6147417
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7387848	0.6021745	0.8488456
sal + silicate	Atlantic	(-Inf,26]	-0.7605311	-0.7914932	-0.7262815
sal + silicate	Atlantic	(26,26.5]	0.0303625	-0.0255239	0.1134306
sal + silicate	Atlantic	(26.5,26.75]	0.1811912	0.0243664	0.3176377
sal + silicate	Atlantic	(26.75,27]	0.3548399	0.0831617	0.5841569
sal + silicate	Atlantic	(27,27.25]	0.3211535	0.1702936	0.3985424
sal + silicate	Atlantic	(27.25,27.5]	0.0593524	-0.0510766	0.1614439
sal + silicate	Atlantic	(27.5,27.75]	-0.0314593	-0.0802250	0.0517862
sal + silicate	Atlantic	(27.75,27.85]	-0.4798513	-0.5836571	-0.4028768
sal + silicate	Atlantic	(27.85,27.95]	-0.6440983	-0.7330255	-0.5754005
sal + silicate	Atlantic	(27.95,28.05]	-0.6924366	-0.8502557	-0.6001371
sal + silicate	Atlantic	(28.05,28.1]	-0.9374550	-0.9418646	-0.9295236
sal + silicate	Atlantic	(28.1,28.15]	-0.9381707	-0.9456172	-0.9274449
sal + silicate	Atlantic	(28.15,28.2]	-0.7781936	-0.7967693	-0.7569159
sal + silicate	Atlantic	(28.2, Inf]	-0.5802822	-0.6542329	-0.5252583
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4813362	-0.6388997	-0.3672343
sal + silicate	Indo-Pacific	(26,26.5]	-0.6353169	-0.7104692	-0.4946248
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6946491	-0.8196870	-0.5970479
sal + silicate	Indo-Pacific	(26.75,27]	-0.7558215	-0.8188704	-0.7043309
sal + silicate	Indo-Pacific	(27,27.25]	-0.7884883	-0.8338209	-0.7454310
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6667017	-0.7513022	-0.4995885
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2108288	-0.3726777	0.0007205
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2902588	0.1452676	0.3713523
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5403149	0.5096153	0.5704356
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7379179	0.6559248	0.8462257
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7937349	0.7210728	0.8728600
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8111341	0.7659219	0.8744933
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7540560	0.7154501	0.8297641
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8296257	0.7020751	0.9201051
sal + temp	Atlantic	(-Inf,26]	0.7905327	0.6750701	0.9618162
sal + temp	Atlantic	(26,26.5]	0.9316521	0.9225260	0.9367867
sal + temp	Atlantic	(26.5,26.75]	0.9840115	0.9759901	0.9908452
sal + temp	Atlantic	(26.75,27]	0.9807141	0.9764529	0.9845277
sal + temp	Atlantic	(27,27.25]	0.9835303	0.9742446	0.9885470
sal + temp	Atlantic	(27.25,27.5]	0.9858027	0.9831257	0.9880989
sal + temp	Atlantic	(27.5,27.75]	0.9679156	0.9668280	0.9696716
sal + temp	Atlantic	(27.75,27.85]	0.9702966	0.9687649	0.9731499
sal + temp	Atlantic	(27.85,27.95]	0.9579435	0.9510849	0.9681695
sal + temp	Atlantic	(27.95,28.05]	0.9383796	0.9210329	0.9583564
sal + temp	Atlantic	(28.05,28.1]	0.9677840	0.9642593	0.9695654
sal + temp	Atlantic	(28.1,28.15]	0.9615061	0.9600868	0.9628764
sal + temp	Atlantic	(28.15,28.2]	0.9574502	0.9522086	0.9639205
sal + temp	Atlantic	(28.2, Inf]	0.9142834	0.9006438	0.9238527
sal + temp	Indo-Pacific	(-Inf,26]	0.6313742	0.3573005	0.8073553
sal + temp	Indo-Pacific	(26,26.5]	0.9552634	0.9409341	0.9633165
sal + temp	Indo-Pacific	(26.5,26.75]	0.9818469	0.9775589	0.9858223
sal + temp	Indo-Pacific	(26.75,27]	0.9808318	0.9779495	0.9834873
sal + temp	Indo-Pacific	(27,27.25]	0.9794198	0.9718041	0.9836967
sal + temp	Indo-Pacific	(27.25,27.5]	0.9227468	0.9049557	0.9356296
sal + temp	Indo-Pacific	(27.5,27.75]	0.8042990	0.7485080	0.8866936
sal + temp	Indo-Pacific	(27.75,27.85]	0.9170439	0.8913736	0.9561344
sal + temp	Indo-Pacific	(27.85,27.95]	0.9101790	0.8885678	0.9472442
sal + temp	Indo-Pacific	(27.95,28.05]	0.9289719	0.9102250	0.9552214
sal + temp	Indo-Pacific	(28.05,28.1]	0.9506943	0.9461103	0.9561377
sal + temp	Indo-Pacific	(28.1,28.2]	0.8697766	0.8353602	0.8947772
sal + temp	Indo-Pacific	(28.2,28.3]	0.8851419	0.8617854	0.9120657
sal + temp	Indo-Pacific	(28.3, Inf]	0.8674244	0.7060150	0.9531858
temp + aou	Atlantic	(-Inf,26]	-0.3191788	-0.7806278	0.3973625
temp + aou	Atlantic	(26,26.5]	-0.3523368	-0.5538882	-0.1848462
temp + aou	Atlantic	(26.5,26.75]	0.1705533	-0.0319800	0.3697301
temp + aou	Atlantic	(26.75,27]	0.3965958	0.2153130	0.5950676
temp + aou	Atlantic	(27,27.25]	0.5072175	0.4509474	0.5365752
temp + aou	Atlantic	(27.25,27.5]	0.4651969	0.3481408	0.5647560
temp + aou	Atlantic	(27.5,27.75]	0.4779780	0.4347014	0.5217250
temp + aou	Atlantic	(27.75,27.85]	0.4013886	0.3684530	0.4366753
temp + aou	Atlantic	(27.85,27.95]	0.2423473	0.1658582	0.2949585
temp + aou	Atlantic	(27.95,28.05]	-0.0511587	-0.1698572	0.0782833
temp + aou	Atlantic	(28.05,28.1]	-0.5913907	-0.6221863	-0.5331178
temp + aou	Atlantic	(28.1,28.15]	-0.7724945	-0.8166524	-0.7335992
temp + aou	Atlantic	(28.15,28.2]	-0.7923093	-0.8170977	-0.7459967
temp + aou	Atlantic	(28.2, Inf]	-0.7482116	-0.7935309	-0.6722984
temp + aou	Indo-Pacific	(-Inf,26]	-0.3675400	-0.3992513	-0.3091166
temp + aou	Indo-Pacific	(26,26.5]	-0.2717712	-0.4126773	-0.0731851
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2798149	-0.5351128	-0.0885166
temp + aou	Indo-Pacific	(26.75,27]	-0.4383676	-0.5789970	-0.3165956
temp + aou	Indo-Pacific	(27,27.25]	-0.5801612	-0.6966231	-0.4553791
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4386505	-0.5735881	-0.1927452
temp + aou	Indo-Pacific	(27.5,27.75]	0.0133506	-0.1243038	0.2388810
temp + aou	Indo-Pacific	(27.75,27.85]	0.4603240	0.3434864	0.5782754
temp + aou	Indo-Pacific	(27.85,27.95]	0.6037703	0.5536322	0.6460713
temp + aou	Indo-Pacific	(27.95,28.05]	0.7380184	0.6680734	0.8564557
temp + aou	Indo-Pacific	(28.05,28.1]	0.7567576	0.7057307	0.8372359
temp + aou	Indo-Pacific	(28.1,28.2]	0.7628231	0.7162752	0.8357945
temp + aou	Indo-Pacific	(28.2,28.3]	0.7408244	0.7091814	0.7868405
temp + aou	Indo-Pacific	(28.3, Inf]	0.9572824	0.9415471	0.9679877
temp + nitrate	Atlantic	(-Inf,26]	-0.3127085	-0.9316713	0.7988797
temp + nitrate	Atlantic	(26,26.5]	-0.3399040	-0.4992978	-0.1693155
temp + nitrate	Atlantic	(26.5,26.75]	0.1402320	-0.1308283	0.4056986
temp + nitrate	Atlantic	(26.75,27]	0.3917642	0.1647970	0.5949288
temp + nitrate	Atlantic	(27,27.25]	0.4876266	0.3714523	0.5570117
temp + nitrate	Atlantic	(27.25,27.5]	0.3121793	0.1906517	0.4538835
temp + nitrate	Atlantic	(27.5,27.75]	0.2260203	0.1651775	0.2862988
temp + nitrate	Atlantic	(27.75,27.85]	-0.2431190	-0.3537881	-0.1251889
temp + nitrate	Atlantic	(27.85,27.95]	-0.4077468	-0.5445382	-0.2471710
temp + nitrate	Atlantic	(27.95,28.05]	-0.5269338	-0.6930397	-0.3023381
temp + nitrate	Atlantic	(28.05,28.1]	-0.8133949	-0.8324577	-0.7819746
temp + nitrate	Atlantic	(28.1,28.15]	-0.8746294	-0.8764127	-0.8711387
temp + nitrate	Atlantic	(28.15,28.2]	-0.8853774	-0.9010480	-0.8727697
temp + nitrate	Atlantic	(28.2, Inf]	-0.8739541	-0.9338754	-0.8241739
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5826479	-0.6491735	-0.5090761
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5610196	-0.6732999	-0.4169066
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5656843	-0.7517883	-0.4168902
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6780182	-0.7604465	-0.5977827
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7415589	-0.8204518	-0.6541149
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6004913	-0.6958561	-0.4187235
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1478938	-0.2872895	0.0535862
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3694690	0.2535137	0.4613007
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5301295	0.4931292	0.5527038
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6725878	0.5951350	0.8191790
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6921134	0.6124389	0.7977425
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6794203	0.6051670	0.7791759
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6347060	0.5903026	0.7140902
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8513017	0.7896185	0.8987345
temp + silicate	Atlantic	(-Inf,26]	-0.6837346	-0.8013521	-0.5597175
temp + silicate	Atlantic	(26,26.5]	0.0575285	0.0312990	0.0728293
temp + silicate	Atlantic	(26.5,26.75]	0.1224314	-0.0401818	0.2442616
temp + silicate	Atlantic	(26.75,27]	0.2673166	-0.0140270	0.4946105
temp + silicate	Atlantic	(27,27.25]	0.3174114	0.1417755	0.4114509
temp + silicate	Atlantic	(27.25,27.5]	0.0898744	-0.0201186	0.1997091
temp + silicate	Atlantic	(27.5,27.75]	-0.0286690	-0.0754096	0.0533203
temp + silicate	Atlantic	(27.75,27.85]	-0.5313716	-0.6173927	-0.4618997
temp + silicate	Atlantic	(27.85,27.95]	-0.6658807	-0.7243633	-0.6139975
temp + silicate	Atlantic	(27.95,28.05]	-0.7115208	-0.8015024	-0.6412429
temp + silicate	Atlantic	(28.05,28.1]	-0.8769316	-0.8890713	-0.8687231
temp + silicate	Atlantic	(28.1,28.15]	-0.8929001	-0.9074053	-0.8848584
temp + silicate	Atlantic	(28.15,28.2]	-0.7807927	-0.7919359	-0.7691106
temp + silicate	Atlantic	(28.2, Inf]	-0.6997036	-0.7232871	-0.6667412
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6000353	-0.7283902	-0.3739113
temp + silicate	Indo-Pacific	(26,26.5]	-0.6396857	-0.7078242	-0.5153451
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6844640	-0.8066660	-0.6006102
temp + silicate	Indo-Pacific	(26.75,27]	-0.7309570	-0.7838656	-0.6894979
temp + silicate	Indo-Pacific	(27,27.25]	-0.7826216	-0.8253971	-0.7426794
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6769598	-0.7634977	-0.5229761
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2378493	-0.3896342	-0.0490217
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2938714	0.1650826	0.3827491
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4798737	0.4492015	0.4977533
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6531624	0.5785105	0.8008224
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7011550	0.6381945	0.7978623
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6858702	0.6329898	0.7729436
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7189238	0.6710306	0.8135051
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8179492	0.7762021	0.8794390

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
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]	-0.7445788	-0.8587279	-0.6794842
aou	Atlantic	(26,26.5]	-0.8358617	-0.8439618	-0.8241818
aou	Atlantic	(26.5,26.75]	-0.9647523	-0.9745474	-0.9581783
aou	Atlantic	(26.75,27]	-0.9815325	-0.9844994	-0.9776220
aou	Atlantic	(27,27.25]	-0.9637655	-0.9647082	-0.9623021
aou	Atlantic	(27.25,27.5]	-0.9074825	-0.9299651	-0.8893445
aou	Atlantic	(27.5,27.75]	-0.7857677	-0.8645207	-0.7383759
aou	Atlantic	(27.75,27.85]	-0.6655302	-0.7784791	-0.5763423
aou	Atlantic	(27.85,27.95]	-0.7154141	-0.8196415	-0.5786018
aou	Atlantic	(27.95,28.05]	-0.8274003	-0.8944639	-0.7375997
aou	Atlantic	(28.05,28.1]	-0.9370900	-0.9647111	-0.9096712
aou	Atlantic	(28.1,28.15]	-0.9741246	-0.9823902	-0.9673657
aou	Atlantic	(28.15,28.2]	-0.9773946	-0.9818523	-0.9687914
aou	Atlantic	(28.2, Inf]	-0.9342580	-0.9514452	-0.9138283
aou	Indo-Pacific	(-Inf,26]	-0.9095962	-0.9254162	-0.8931405
aou	Indo-Pacific	(26,26.5]	-0.8504310	-0.8852298	-0.7966533
aou	Indo-Pacific	(26.5,26.75]	-0.8490205	-0.8736713	-0.8167207
aou	Indo-Pacific	(26.75,27]	-0.8561983	-0.8921727	-0.8331520
aou	Indo-Pacific	(27,27.25]	-0.9112274	-0.9296466	-0.8851070
aou	Indo-Pacific	(27.25,27.5]	-0.9328616	-0.9540034	-0.9193874
aou	Indo-Pacific	(27.5,27.75]	-0.9599718	-0.9746083	-0.9420103
aou	Indo-Pacific	(27.75,27.85]	-0.9890103	-0.9926066	-0.9846698
aou	Indo-Pacific	(27.85,27.95]	-0.9932084	-0.9952076	-0.9901295
aou	Indo-Pacific	(27.95,28.05]	-0.9936100	-0.9967036	-0.9889853
aou	Indo-Pacific	(28.05,28.1]	-0.9937100	-0.9963577	-0.9899557
aou	Indo-Pacific	(28.1,28.2]	-0.9904529	-0.9940864	-0.9860843
aou	Indo-Pacific	(28.2,28.3]	-0.9833238	-0.9888495	-0.9765388
aou	Indo-Pacific	(28.3, Inf]	-0.9376519	-0.9640327	-0.9169299
nitrate	Atlantic	(-Inf,26]	-0.9956562	-0.9989398	-0.9895975
nitrate	Atlantic	(26,26.5]	-0.9979180	-0.9982009	-0.9974667
nitrate	Atlantic	(26.5,26.75]	-0.9993713	-0.9995319	-0.9990864
nitrate	Atlantic	(26.75,27]	-0.9997221	-0.9997670	-0.9996440
nitrate	Atlantic	(27,27.25]	-0.9996918	-0.9998312	-0.9995750
nitrate	Atlantic	(27.25,27.5]	-0.9997556	-0.9998308	-0.9996988
nitrate	Atlantic	(27.5,27.75]	-0.9997890	-0.9998380	-0.9997472
nitrate	Atlantic	(27.75,27.85]	-0.9999292	-0.9999380	-0.9999240
nitrate	Atlantic	(27.85,27.95]	-0.9999617	-0.9999718	-0.9999483
nitrate	Atlantic	(27.95,28.05]	-0.9999378	-0.9999565	-0.9999261
nitrate	Atlantic	(28.05,28.1]	-0.9999896	-0.9999907	-0.9999888
nitrate	Atlantic	(28.1,28.15]	-0.9999901	-0.9999914	-0.9999876
nitrate	Atlantic	(28.15,28.2]	-0.9999808	-0.9999849	-0.9999747
nitrate	Atlantic	(28.2, Inf]	-0.9999722	-0.9999818	-0.9999608
nitrate	Indo-Pacific	(-Inf,26]	-0.9993142	-0.9994626	-0.9992055
nitrate	Indo-Pacific	(26,26.5]	-0.9993315	-0.9995275	-0.9989895
nitrate	Indo-Pacific	(26.5,26.75]	-0.9993215	-0.9994694	-0.9990502
nitrate	Indo-Pacific	(26.75,27]	-0.9994048	-0.9995640	-0.9992928
nitrate	Indo-Pacific	(27,27.25]	-0.9996158	-0.9996917	-0.9994907
nitrate	Indo-Pacific	(27.25,27.5]	-0.9996273	-0.9997395	-0.9995535
nitrate	Indo-Pacific	(27.5,27.75]	-0.9997412	-0.9998357	-0.9995987
nitrate	Indo-Pacific	(27.75,27.85]	-0.9999326	-0.9999410	-0.9999244
nitrate	Indo-Pacific	(27.85,27.95]	-0.9999667	-0.9999703	-0.9999614
nitrate	Indo-Pacific	(27.95,28.05]	-0.9999785	-0.9999822	-0.9999735
nitrate	Indo-Pacific	(28.05,28.1]	-0.9999841	-0.9999847	-0.9999836
nitrate	Indo-Pacific	(28.1,28.2]	-0.9999842	-0.9999862	-0.9999829
nitrate	Indo-Pacific	(28.2,28.3]	-0.9999652	-0.9999689	-0.9999601
nitrate	Indo-Pacific	(28.3, Inf]	-0.9997249	-0.9998362	-0.9995624
sal	Atlantic	(-Inf,26]	0.1879496	-0.9065513	0.7579698
sal	Atlantic	(26,26.5]	0.2799776	0.1353250	0.4468285
sal	Atlantic	(26.5,26.75]	-0.2255187	-0.4824048	0.0569090
sal	Atlantic	(26.75,27]	-0.4863125	-0.6865976	-0.2749098
sal	Atlantic	(27,27.25]	-0.5204991	-0.5872258	-0.4198811
sal	Atlantic	(27.25,27.5]	-0.2997794	-0.4394114	-0.1706549
sal	Atlantic	(27.5,27.75]	-0.2427004	-0.2999993	-0.1946998
sal	Atlantic	(27.75,27.85]	0.1862901	0.0681938	0.3068813
sal	Atlantic	(27.85,27.95]	0.3733231	0.2007255	0.5410125
sal	Atlantic	(27.95,28.05]	0.5298918	0.3203404	0.7469846
sal	Atlantic	(28.05,28.1]	0.8858651	0.8549350	0.9059836
sal	Atlantic	(28.1,28.15]	0.9422673	0.9387870	0.9471265
sal	Atlantic	(28.15,28.2]	0.9210852	0.9106144	0.9367324
sal	Atlantic	(28.2, Inf]	0.9282288	0.9101826	0.9373225
sal	Indo-Pacific	(-Inf,26]	0.2512211	0.1215001	0.4774969
sal	Indo-Pacific	(26,26.5]	0.5488087	0.3908348	0.6723154
sal	Indo-Pacific	(26.5,26.75]	0.5760003	0.4246870	0.7670942
sal	Indo-Pacific	(26.75,27]	0.6992444	0.6161710	0.7936813
sal	Indo-Pacific	(27,27.25]	0.7475289	0.6619568	0.8293511
sal	Indo-Pacific	(27.25,27.5]	0.5954612	0.3942599	0.7114947
sal	Indo-Pacific	(27.5,27.75]	0.1239287	-0.1074379	0.2833852
sal	Indo-Pacific	(27.75,27.85]	-0.3565701	-0.4409842	-0.2202066
sal	Indo-Pacific	(27.85,27.95]	-0.5778193	-0.6053068	-0.5432085
sal	Indo-Pacific	(27.95,28.05]	-0.7409363	-0.8502969	-0.6532631
sal	Indo-Pacific	(28.05,28.1]	-0.7821816	-0.8712597	-0.6918547
sal	Indo-Pacific	(28.1,28.2]	-0.7565665	-0.8346037	-0.6939272
sal	Indo-Pacific	(28.2,28.3]	-0.5416345	-0.6120407	-0.4895212
sal	Indo-Pacific	(28.3, Inf]	-0.7289040	-0.8474338	-0.5810136
silicate	Atlantic	(-Inf,26]	-0.4084733	-0.9320447	0.5514944
silicate	Atlantic	(26,26.5]	-0.7101490	-0.7601058	-0.6126055
silicate	Atlantic	(26.5,26.75]	-0.7517144	-0.7799987	-0.7068186
silicate	Atlantic	(26.75,27]	-0.8867139	-0.9084073	-0.8741669
silicate	Atlantic	(27,27.25]	-0.8711434	-0.8816933	-0.8599202
silicate	Atlantic	(27.25,27.5]	-0.8755386	-0.8845084	-0.8579081
silicate	Atlantic	(27.5,27.75]	-0.8857862	-0.8931327	-0.8785711
silicate	Atlantic	(27.75,27.85]	-0.9057859	-0.9204259	-0.8868560
silicate	Atlantic	(27.85,27.95]	-0.9157140	-0.9357763	-0.8769978
silicate	Atlantic	(27.95,28.05]	-0.9288544	-0.9521894	-0.8823935
silicate	Atlantic	(28.05,28.1]	-0.9642016	-0.9731366	-0.9468278
silicate	Atlantic	(28.1,28.15]	-0.9753234	-0.9801736	-0.9688925
silicate	Atlantic	(28.15,28.2]	-0.9457645	-0.9520414	-0.9411250
silicate	Atlantic	(28.2, Inf]	-0.7937468	-0.8246849	-0.7610387
silicate	Indo-Pacific	(-Inf,26]	-0.8563930	-0.9059864	-0.7918055
silicate	Indo-Pacific	(26,26.5]	-0.8813155	-0.9216951	-0.8085600
silicate	Indo-Pacific	(26.5,26.75]	-0.8784952	-0.9074446	-0.8215549
silicate	Indo-Pacific	(26.75,27]	-0.9073884	-0.9275796	-0.8902356
silicate	Indo-Pacific	(27,27.25]	-0.9395711	-0.9499483	-0.9259278
silicate	Indo-Pacific	(27.25,27.5]	-0.9510817	-0.9637581	-0.9410808
silicate	Indo-Pacific	(27.5,27.75]	-0.9666122	-0.9784845	-0.9533045
silicate	Indo-Pacific	(27.75,27.85]	-0.9860017	-0.9891246	-0.9834602
silicate	Indo-Pacific	(27.85,27.95]	-0.9885802	-0.9899354	-0.9869850
silicate	Indo-Pacific	(27.95,28.05]	-0.9910147	-0.9938666	-0.9884203
silicate	Indo-Pacific	(28.05,28.1]	-0.9933165	-0.9958638	-0.9918350
silicate	Indo-Pacific	(28.1,28.2]	-0.9805783	-0.9842928	-0.9778739
silicate	Indo-Pacific	(28.2,28.3]	-0.8936139	-0.9194668	-0.8793756
silicate	Indo-Pacific	(28.3, Inf]	-0.8874350	-0.9166389	-0.8506092
temp	Atlantic	(-Inf,26]	0.2881107	-0.8666752	0.9269352
temp	Atlantic	(26,26.5]	0.3063841	0.1363587	0.4628993
temp	Atlantic	(26.5,26.75]	-0.1638057	-0.4374168	0.1140702
temp	Atlantic	(26.75,27]	-0.4074182	-0.6063690	-0.1796674
temp	Atlantic	(27,27.25]	-0.5036692	-0.5749530	-0.3808090
temp	Atlantic	(27.25,27.5]	-0.3260252	-0.4679253	-0.2013054
temp	Atlantic	(27.5,27.75]	-0.2362183	-0.2941406	-0.1784936
temp	Atlantic	(27.75,27.85]	0.2431945	0.1262870	0.3547054
temp	Atlantic	(27.85,27.95]	0.4063193	0.2479192	0.5433589
temp	Atlantic	(27.95,28.05]	0.5229887	0.2983266	0.6899477
temp	Atlantic	(28.05,28.1]	0.8117337	0.7802019	0.8310021
temp	Atlantic	(28.1,28.15]	0.8732887	0.8696626	0.8753490
temp	Atlantic	(28.15,28.2]	0.8858007	0.8733547	0.9011782
temp	Atlantic	(28.2, Inf]	0.8737258	0.8231797	0.9346306
temp	Indo-Pacific	(-Inf,26]	0.5711952	0.4950671	0.6381358
temp	Indo-Pacific	(26,26.5]	0.5611941	0.4216965	0.6696355
temp	Indo-Pacific	(26.5,26.75]	0.5681833	0.4235621	0.7514310
temp	Indo-Pacific	(26.75,27]	0.6757033	0.5977483	0.7570210
temp	Indo-Pacific	(27,27.25]	0.7385402	0.6521687	0.8177956
temp	Indo-Pacific	(27.25,27.5]	0.6012472	0.4231162	0.6953517
temp	Indo-Pacific	(27.5,27.75]	0.1511480	-0.0485414	0.2899865
temp	Indo-Pacific	(27.75,27.85]	-0.3697433	-0.4596587	-0.2545203
temp	Indo-Pacific	(27.85,27.95]	-0.5319097	-0.5527001	-0.4955733
temp	Indo-Pacific	(27.95,28.05]	-0.6740995	-0.8213782	-0.5946827
temp	Indo-Pacific	(28.05,28.1]	-0.6931734	-0.7996681	-0.6119242
temp	Indo-Pacific	(28.1,28.2]	-0.6800701	-0.7805393	-0.6046138
temp	Indo-Pacific	(28.2,28.3]	-0.6326856	-0.7124580	-0.5874821
temp	Indo-Pacific	(28.3, Inf]	-0.8457786	-0.8965512	-0.7814285

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