eMLR - assumption testing

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Last updated: 2021-07-19

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: b2b37aa

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 b2b37aa. 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:

Ignored files:
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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
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
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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
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
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]	0.9263208	0.8851141	0.9535085
aou + nitrate	Atlantic	(26,26.5]	0.9435844	0.9163469	0.9593878
aou + nitrate	Atlantic	(26.5,26.75]	0.9516310	0.9290163	0.9707601
aou + nitrate	Atlantic	(26.75,27]	0.9624913	0.9460746	0.9809751
aou + nitrate	Atlantic	(27,27.25]	0.9044466	0.8918192	0.9284127
aou + nitrate	Atlantic	(27.25,27.5]	0.8269648	0.7979597	0.8421160
aou + nitrate	Atlantic	(27.5,27.75]	0.7167681	0.6219117	0.8332957
aou + nitrate	Atlantic	(27.75,27.85]	0.7462877	0.6984436	0.7702297
aou + nitrate	Atlantic	(27.85,27.95]	0.8052279	0.7356774	0.8538551
aou + nitrate	Atlantic	(27.95,28.05]	0.8652235	0.8540860	0.8866326
aou + nitrate	Atlantic	(28.05,28.1]	0.9608405	0.9555250	0.9651313
aou + nitrate	Atlantic	(28.1,28.15]	0.9749137	0.9668943	0.9838008
aou + nitrate	Atlantic	(28.15,28.2]	0.9806450	0.9687629	0.9893667
aou + nitrate	Atlantic	(28.2, Inf]	0.8233170	0.7885555	0.8625950
aou + nitrate	Indo-Pacific	(-Inf,26]	0.8923018	0.8543335	0.9413590
aou + nitrate	Indo-Pacific	(26,26.5]	0.8200233	0.8062459	0.8398421
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.5611444	0.5092725	0.5900151
aou + nitrate	Indo-Pacific	(26.75,27]	0.2590675	0.1968104	0.3419948
aou + nitrate	Indo-Pacific	(27,27.25]	0.0466628	-0.0335813	0.2038377
aou + nitrate	Indo-Pacific	(27.25,27.5]	-0.1646234	-0.3211143	0.0154540
aou + nitrate	Indo-Pacific	(27.5,27.75]	-0.1988926	-0.2368119	-0.1593661
aou + nitrate	Indo-Pacific	(27.75,27.85]	-0.1338130	-0.1601486	-0.1033822
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.0650306	-0.0079113	0.1210200
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.7486412	0.7011622	0.7832134
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9617198	0.9486773	0.9731150
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9769497	0.9734583	0.9797135
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.7958771	0.7660933	0.8119469
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.5827358	0.4222051	0.8481877
aou + phosphate	Atlantic	(-Inf,26]	0.9009058	0.8346744	0.9448943
aou + phosphate	Atlantic	(26,26.5]	0.9525042	0.9333036	0.9630491
aou + phosphate	Atlantic	(26.5,26.75]	0.9711062	0.9507847	0.9859035
aou + phosphate	Atlantic	(26.75,27]	0.9839768	0.9759539	0.9880220
aou + phosphate	Atlantic	(27,27.25]	0.9669720	0.9608975	0.9785825
aou + phosphate	Atlantic	(27.25,27.5]	0.9094191	0.8698513	0.9410455
aou + phosphate	Atlantic	(27.5,27.75]	0.9258581	0.8819542	0.9624407
aou + phosphate	Atlantic	(27.75,27.85]	0.9359108	0.9015365	0.9631316
aou + phosphate	Atlantic	(27.85,27.95]	0.9171619	0.8547958	0.9561369
aou + phosphate	Atlantic	(27.95,28.05]	0.8876728	0.8793665	0.9019566
aou + phosphate	Atlantic	(28.05,28.1]	0.9633485	0.9596926	0.9660395
aou + phosphate	Atlantic	(28.1,28.15]	0.9768501	0.9698011	0.9846893
aou + phosphate	Atlantic	(28.15,28.2]	0.9817272	0.9710058	0.9895629
aou + phosphate	Atlantic	(28.2, Inf]	0.8300573	0.7993237	0.8678994
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9225098	0.8899819	0.9606356
aou + phosphate	Indo-Pacific	(26,26.5]	0.9440958	0.9336225	0.9507456
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9304304	0.9249641	0.9350071
aou + phosphate	Indo-Pacific	(26.75,27]	0.9336636	0.9208424	0.9437422
aou + phosphate	Indo-Pacific	(27,27.25]	0.8995173	0.8785353	0.9269788
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.8703652	0.8483917	0.8990578
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9288592	0.9162270	0.9421209
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9764059	0.9727164	0.9809300
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9904455	0.9896964	0.9911633
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9957428	0.9954733	0.9960886
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9941291	0.9919923	0.9956623
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9864839	0.9832330	0.9890414
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8070466	0.7800312	0.8274671
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6021388	0.4428751	0.8709452
aou + phosphate_star	Atlantic	(-Inf,26]	0.5826082	0.4453874	0.6929327
aou + phosphate_star	Atlantic	(26,26.5]	0.5803722	0.4784025	0.6336193
aou + phosphate_star	Atlantic	(26.5,26.75]	0.5404041	0.2992358	0.7523675
aou + phosphate_star	Atlantic	(26.75,27]	0.7388631	0.6138813	0.8063257
aou + phosphate_star	Atlantic	(27,27.25]	0.5535437	0.4086207	0.7192512
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0955453	-0.1302294	0.4049917
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3229580	0.2209054	0.5264530
aou + phosphate_star	Atlantic	(27.75,27.85]	0.3514318	0.3009671	0.3963787
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2997788	0.2236782	0.3404808
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5485278	0.4239010	0.7490857
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8731028	0.8542441	0.8886299
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9094141	0.9018671	0.9139100
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9491161	0.9280447	0.9640137
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7011268	0.6105618	0.7671622
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6261042	0.5475692	0.7608614
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6264055	0.4961834	0.7173175
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5211861	0.5103190	0.5272169
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5993028	0.5514494	0.6417286
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6404131	0.6006259	0.6943129
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6562141	0.6171794	0.6940599
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6984513	0.6488238	0.7606296
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.7929256	0.7686512	0.8406761
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8237240	0.7901086	0.8455253
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7914081	0.7799800	0.7986688
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7153333	0.7120570	0.7195501
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6260175	0.5945606	0.6684406
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2373459	0.2104830	0.2684149
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0431542	0.0001300	0.0677653
aou + silicate	Atlantic	(-Inf,26]	0.8365090	0.8230160	0.8553684
aou + silicate	Atlantic	(26,26.5]	0.8639751	0.8473759	0.8727319
aou + silicate	Atlantic	(26.5,26.75]	0.8308024	0.7086291	0.9130405
aou + silicate	Atlantic	(26.75,27]	0.8765003	0.8121500	0.9123670
aou + silicate	Atlantic	(27,27.25]	0.8260997	0.7719206	0.8866058
aou + silicate	Atlantic	(27.25,27.5]	0.5902370	0.5123884	0.7235631
aou + silicate	Atlantic	(27.5,27.75]	0.6886148	0.6189372	0.7876560
aou + silicate	Atlantic	(27.75,27.85]	0.7347307	0.6962758	0.7799580
aou + silicate	Atlantic	(27.85,27.95]	0.6992543	0.6907375	0.7038926
aou + silicate	Atlantic	(27.95,28.05]	0.7081766	0.6369621	0.8078674
aou + silicate	Atlantic	(28.05,28.1]	0.6440388	0.5911118	0.7175228
aou + silicate	Atlantic	(28.1,28.15]	0.4777303	0.4221764	0.5156914
aou + silicate	Atlantic	(28.15,28.2]	0.5498004	0.4447521	0.6337807
aou + silicate	Atlantic	(28.2, Inf]	0.3958079	0.3771033	0.4257830
aou + silicate	Indo-Pacific	(-Inf,26]	0.7953517	0.7386008	0.8774412
aou + silicate	Indo-Pacific	(26,26.5]	0.8081159	0.7655902	0.8332258
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7556014	0.7408313	0.7672478
aou + silicate	Indo-Pacific	(26.75,27]	0.7688039	0.7504876	0.7786868
aou + silicate	Indo-Pacific	(27,27.25]	0.8016535	0.7723993	0.8206670
aou + silicate	Indo-Pacific	(27.25,27.5]	0.8774239	0.8453031	0.8995383
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9128325	0.8939004	0.9225605
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9258993	0.9193788	0.9340021
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9156834	0.9119871	0.9184468
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8902867	0.8668788	0.9082986
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9170772	0.8978701	0.9498872
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8603368	0.8470404	0.8743593
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7545210	0.7461123	0.7613189
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4364832	0.3840099	0.5101660
nitrate + phosphate	Atlantic	(-Inf,26]	0.9931949	0.9906549	0.9963725
nitrate + phosphate	Atlantic	(26,26.5]	0.9911842	0.9840981	0.9973415
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9756245	0.9668455	0.9930689
nitrate + phosphate	Atlantic	(26.75,27]	0.9753920	0.9646368	0.9924966
nitrate + phosphate	Atlantic	(27,27.25]	0.9362686	0.9114009	0.9681490
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9189810	0.8649322	0.9697868
nitrate + phosphate	Atlantic	(27.5,27.75]	0.8048178	0.6824986	0.9618644
nitrate + phosphate	Atlantic	(27.75,27.85]	0.8838081	0.8396633	0.9394434
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9620829	0.9564040	0.9724957
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9965411	0.9961781	0.9970409
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9990693	0.9989425	0.9991625
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995822	0.9995460	0.9996006
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9998770	0.9998607	0.9999080
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9995900	0.9994158	0.9997416
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9829962	0.9777520	0.9859569
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8567179	0.8331362	0.8728029
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.5616973	0.4395999	0.6602354
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.1881367	0.0694436	0.3390503
nitrate + phosphate	Indo-Pacific	(27,27.25]	-0.1859368	-0.3188649	0.0238127
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	-0.5056500	-0.6674700	-0.3024063
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	-0.4696259	-0.5042414	-0.4094539
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	-0.2864170	-0.3279696	-0.2430879
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	-0.0130334	-0.0898407	0.0487676
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.7697279	0.7265717	0.7981804
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9732094	0.9672690	0.9790585
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9952606	0.9949027	0.9955838
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9968305	0.9963645	0.9976724
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9975982	0.9972717	0.9978276
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8308812	0.8018862	0.8621615
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7938551	0.7564355	0.8127233
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6992182	0.5469227	0.8253220
nitrate + phosphate_star	Atlantic	(26.75,27]	0.8249572	0.7401307	0.8818727
nitrate + phosphate_star	Atlantic	(27,27.25]	0.7131973	0.6179663	0.7867781
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4739943	0.2735810	0.6506350
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6022030	0.5147833	0.6547488
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7725055	0.7664403	0.7787699
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.7662417	0.6600615	0.8696860
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.8810084	0.8246101	0.9646393
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9625439	0.9505529	0.9749323
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9643593	0.9595580	0.9730035
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9829149	0.9824103	0.9832166
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9712554	0.9551889	0.9813255
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8896850	0.8493190	0.9177702
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7404674	0.6188786	0.8335792
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4731800	0.2841120	0.6425190
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.1997590	0.0263821	0.4010891
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.2160269	-0.3818676	-0.0034352
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6029683	-0.7554312	-0.4275744
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6265771	-0.6618739	-0.5574032
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4495728	-0.5161950	-0.3751431
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1381203	-0.2077747	-0.0534256
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7621213	0.7271619	0.7966116
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7878334	0.7584597	0.8126301
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7445829	0.7094975	0.7999451
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7100125	0.6819306	0.7440439
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7896019	0.5688844	0.9003328
nitrate + silicate	Atlantic	(-Inf,26]	0.9329031	0.9228029	0.9464290
nitrate + silicate	Atlantic	(26,26.5]	0.9414234	0.9345009	0.9550073
nitrate + silicate	Atlantic	(26.5,26.75]	0.8977946	0.8292834	0.9379552
nitrate + silicate	Atlantic	(26.75,27]	0.9192516	0.8764599	0.9495382
nitrate + silicate	Atlantic	(27,27.25]	0.8859908	0.8540734	0.9097967
nitrate + silicate	Atlantic	(27.25,27.5]	0.8115004	0.7662025	0.8446543
nitrate + silicate	Atlantic	(27.5,27.75]	0.8103696	0.7583959	0.8843717
nitrate + silicate	Atlantic	(27.75,27.85]	0.9477826	0.9439050	0.9541885
nitrate + silicate	Atlantic	(27.85,27.95]	0.9558277	0.9351469	0.9773583
nitrate + silicate	Atlantic	(27.95,28.05]	0.8535861	0.8317367	0.8852625
nitrate + silicate	Atlantic	(28.05,28.1]	0.5946664	0.5710204	0.6313043
nitrate + silicate	Atlantic	(28.1,28.15]	0.4443864	0.4262944	0.4787063
nitrate + silicate	Atlantic	(28.15,28.2]	0.5694566	0.4898181	0.6274448
nitrate + silicate	Atlantic	(28.2, Inf]	0.6940843	0.6658082	0.7181321
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9299770	0.9176986	0.9376405
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8186748	0.7812620	0.8397970
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.5997339	0.4752617	0.7063250
nitrate + silicate	Indo-Pacific	(26.75,27]	0.3877775	0.2791429	0.5137287
nitrate + silicate	Indo-Pacific	(27,27.25]	0.2686126	0.1289145	0.4349305
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.0099339	-0.2298185	0.2194067
nitrate + silicate	Indo-Pacific	(27.5,27.75]	-0.0267224	-0.1097390	0.0309997
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.1220440	0.0804861	0.1708402
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.3305964	0.2409052	0.3924216
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.8606964	0.8310424	0.8824926
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9353625	0.9166564	0.9603526
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9013666	0.8922608	0.9139638
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9476037	0.9381176	0.9599235
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6240308	0.5793613	0.6723066
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8559939	0.8465605	0.8711552
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7954356	0.7572592	0.8170300
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.7200067	0.5772756	0.8509683
phosphate + phosphate_star	Atlantic	(26.75,27]	0.8459964	0.7704571	0.8878387
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7452098	0.6447940	0.8462821
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4888114	0.2742134	0.6896598
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6467755	0.5541938	0.7353991
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.6487842	0.6258605	0.6770387
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6312480	0.4938864	0.7679103
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8527443	0.7882224	0.9485673
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9590869	0.9473863	0.9704116
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9620527	0.9573370	0.9706934
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9818800	0.9813219	0.9826580
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9663376	0.9474081	0.9784337
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8691773	0.8304476	0.9026825
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8448601	0.7717390	0.8959327
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7935418	0.7838544	0.8065126
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.8388401	0.8260171	0.8511279
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.9017435	0.8992996	0.9035563
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.9382947	0.9343465	0.9450977
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.9095261	0.8950117	0.9300127
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.9001129	0.8855525	0.9237977
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8872249	0.8627852	0.9049018
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8384662	0.8294621	0.8459894
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7761618	0.7620144	0.7883893
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7260093	0.6963444	0.7815398
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7079098	0.6841198	0.7412989
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7741328	0.5328524	0.8961366
sal + aou	Atlantic	(-Inf,26]	-0.1144927	-0.2004847	-0.0588377
sal + aou	Atlantic	(26,26.5]	-0.1522557	-0.2115628	-0.0359031
sal + aou	Atlantic	(26.5,26.75]	-0.2512562	-0.4966578	0.0342673
sal + aou	Atlantic	(26.75,27]	-0.6247252	-0.7197797	-0.4605114
sal + aou	Atlantic	(27,27.25]	-0.4559998	-0.6281450	-0.2997815
sal + aou	Atlantic	(27.25,27.5]	-0.0555155	-0.3403385	0.1677614
sal + aou	Atlantic	(27.5,27.75]	-0.2886042	-0.4622647	-0.1839396
sal + aou	Atlantic	(27.75,27.85]	-0.2732911	-0.2852424	-0.2617745
sal + aou	Atlantic	(27.85,27.95]	-0.2147944	-0.2782615	-0.1266929
sal + aou	Atlantic	(27.95,28.05]	-0.5194718	-0.7322647	-0.3852810
sal + aou	Atlantic	(28.05,28.1]	-0.8263082	-0.8665364	-0.7853936
sal + aou	Atlantic	(28.1,28.15]	-0.8353056	-0.8656165	-0.8126805
sal + aou	Atlantic	(28.15,28.2]	-0.9000631	-0.9069541	-0.8891505
sal + aou	Atlantic	(28.2, Inf]	-0.6408489	-0.7430873	-0.4634084
sal + aou	Indo-Pacific	(-Inf,26]	-0.2208905	-0.2970417	-0.1031032
sal + aou	Indo-Pacific	(26,26.5]	-0.2740718	-0.4736590	-0.0668908
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1369073	-0.2645607	-0.0423642
sal + aou	Indo-Pacific	(26.75,27]	-0.1446147	-0.2353526	-0.0398011
sal + aou	Indo-Pacific	(27,27.25]	-0.0498787	-0.1831238	0.0601479
sal + aou	Indo-Pacific	(27.25,27.5]	0.0724199	-0.1088354	0.2243957
sal + aou	Indo-Pacific	(27.5,27.75]	0.2361702	0.0796582	0.3618845
sal + aou	Indo-Pacific	(27.75,27.85]	0.1717668	0.0358290	0.3297440
sal + aou	Indo-Pacific	(27.85,27.95]	0.0011591	-0.1039310	0.1505496
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2099753	-0.2891742	-0.0737976
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0614104	-0.1073260	0.0149384
sal + aou	Indo-Pacific	(28.1,28.2]	0.2469750	0.2235822	0.2733614
sal + aou	Indo-Pacific	(28.2,28.3]	0.5175908	0.4531305	0.6216795
sal + aou	Indo-Pacific	(28.3, Inf]	0.8283109	0.7950693	0.8499671
sal + nitrate	Atlantic	(-Inf,26]	-0.3723983	-0.4303529	-0.3129600
sal + nitrate	Atlantic	(26,26.5]	-0.3863774	-0.4171063	-0.3395885
sal + nitrate	Atlantic	(26.5,26.75]	-0.4541564	-0.6318673	-0.2513986
sal + nitrate	Atlantic	(26.75,27]	-0.7498619	-0.8174261	-0.6374880
sal + nitrate	Atlantic	(27,27.25]	-0.6660392	-0.7626814	-0.5648571
sal + nitrate	Atlantic	(27.25,27.5]	-0.4678133	-0.6517243	-0.2664913
sal + nitrate	Atlantic	(27.5,27.75]	-0.6435821	-0.7186868	-0.5696142
sal + nitrate	Atlantic	(27.75,27.85]	-0.7372761	-0.7531508	-0.7245907
sal + nitrate	Atlantic	(27.85,27.95]	-0.6840449	-0.8154926	-0.5674604
sal + nitrate	Atlantic	(27.95,28.05]	-0.8388204	-0.9370169	-0.7756505
sal + nitrate	Atlantic	(28.05,28.1]	-0.9129590	-0.9414046	-0.8896295
sal + nitrate	Atlantic	(28.1,28.15]	-0.8891452	-0.9167335	-0.8678835
sal + nitrate	Atlantic	(28.15,28.2]	-0.9229509	-0.9442616	-0.9003288
sal + nitrate	Atlantic	(28.2, Inf]	-0.7703586	-0.8507442	-0.6466356
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.5038164	-0.5827848	-0.4484046
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5792769	-0.7806022	-0.3824908
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5401820	-0.7198281	-0.3694075
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6175467	-0.7226710	-0.4767628
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6484259	-0.7169389	-0.5344131
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.5258360	-0.6486311	-0.3282462
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.4202726	-0.5382000	-0.3036780
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.3518373	-0.4869125	-0.2026656
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.3312673	-0.4153828	-0.2822965
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.4599380	-0.5391452	-0.3547611
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.1460419	-0.1903780	-0.0916010
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2065858	0.1577137	0.2649454
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.6377750	0.5686045	0.7242347
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.3627056	0.1829982	0.7037406
sal + phosphate	Atlantic	(-Inf,26]	-0.3891593	-0.4864155	-0.3163560
sal + phosphate	Atlantic	(26,26.5]	-0.3791839	-0.4172568	-0.3258645
sal + phosphate	Atlantic	(26.5,26.75]	-0.4453213	-0.6193538	-0.2410919
sal + phosphate	Atlantic	(26.75,27]	-0.7440621	-0.8131110	-0.6304946
sal + phosphate	Atlantic	(27,27.25]	-0.6605148	-0.7689106	-0.5457295
sal + phosphate	Atlantic	(27.25,27.5]	-0.4475039	-0.6300404	-0.2317336
sal + phosphate	Atlantic	(27.5,27.75]	-0.6042366	-0.6713307	-0.5121027
sal + phosphate	Atlantic	(27.75,27.85]	-0.5708835	-0.6242446	-0.5231502
sal + phosphate	Atlantic	(27.85,27.95]	-0.5438604	-0.7117038	-0.3939688
sal + phosphate	Atlantic	(27.95,28.05]	-0.8089514	-0.9190714	-0.7369970
sal + phosphate	Atlantic	(28.05,28.1]	-0.9105197	-0.9377363	-0.8867988
sal + phosphate	Atlantic	(28.1,28.15]	-0.8871200	-0.9150816	-0.8677607
sal + phosphate	Atlantic	(28.15,28.2]	-0.9217601	-0.9422298	-0.8987847
sal + phosphate	Atlantic	(28.2, Inf]	-0.7630966	-0.8488128	-0.6330088
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.4607834	-0.5386122	-0.3917122
sal + phosphate	Indo-Pacific	(26,26.5]	-0.5184767	-0.6720332	-0.3598263
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4054650	-0.5470899	-0.3076952
sal + phosphate	Indo-Pacific	(26.75,27]	-0.3525007	-0.4578516	-0.2772911
sal + phosphate	Indo-Pacific	(27,27.25]	-0.1349569	-0.2500308	-0.0685389
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.0530933	-0.0624734	0.1179577
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.1743546	0.0844041	0.2848792
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.1107084	0.0149498	0.2688972
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.0542277	-0.1604283	0.0877173
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.2736572	-0.3488642	-0.1396033
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.1089220	-0.1438578	-0.0409285
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2181666	0.1788553	0.2639996
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6421762	0.5794872	0.7295892
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.3982037	0.2143626	0.7481871
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7337766	-0.8190365	-0.6909386
sal + phosphate_star	Atlantic	(26,26.5]	-0.7918686	-0.8101395	-0.7667934
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9029545	-0.9188726	-0.8801846
sal + phosphate_star	Atlantic	(26.75,27]	-0.9646192	-0.9756388	-0.9521685
sal + phosphate_star	Atlantic	(27,27.25]	-0.9808080	-0.9863495	-0.9767084
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9836219	-0.9873311	-0.9809288
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9722773	-0.9751237	-0.9702388
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9766757	-0.9813496	-0.9707052
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9721642	-0.9795781	-0.9630256
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9815460	-0.9868459	-0.9764176
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9838532	-0.9868691	-0.9817339
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9745970	-0.9796451	-0.9677951
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9730004	-0.9823542	-0.9623873
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8211239	-0.8735499	-0.7371564
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7022339	-0.7344117	-0.6447376
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8344072	-0.8764165	-0.8025873
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7929494	-0.8714342	-0.7405293
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.6951895	-0.7834995	-0.6461065
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.3575488	-0.4575918	-0.3062905
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0669597	-0.1364506	0.0003453
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0284193	-0.0988774	0.0458202
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1709405	-0.3010695	-0.0212553
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3995068	-0.4698250	-0.3121952
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7238786	-0.7771033	-0.6366060
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6200185	-0.6718344	-0.5352688
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3193428	-0.4011842	-0.2162175
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2760822	0.1442764	0.3652779
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0790794	-0.1872824	0.0774599
sal + silicate	Atlantic	(-Inf,26]	-0.3882830	-0.4468673	-0.3110715
sal + silicate	Atlantic	(26,26.5]	-0.4574074	-0.4915455	-0.4063035
sal + silicate	Atlantic	(26.5,26.75]	-0.6263123	-0.7247300	-0.5301688
sal + silicate	Atlantic	(26.75,27]	-0.8702775	-0.9024956	-0.8157027
sal + silicate	Atlantic	(27,27.25]	-0.8267845	-0.8809059	-0.7641793
sal + silicate	Atlantic	(27.25,27.5]	-0.7550816	-0.8394781	-0.6295399
sal + silicate	Atlantic	(27.5,27.75]	-0.8099816	-0.8477078	-0.7838031
sal + silicate	Atlantic	(27.75,27.85]	-0.7543295	-0.7935145	-0.7159800
sal + silicate	Atlantic	(27.85,27.95]	-0.7235118	-0.7984814	-0.6531107
sal + silicate	Atlantic	(27.95,28.05]	-0.6444513	-0.7385154	-0.5775816
sal + silicate	Atlantic	(28.05,28.1]	-0.2469340	-0.2870354	-0.2216040
sal + silicate	Atlantic	(28.1,28.15]	-0.0308035	-0.0583785	-0.0017648
sal + silicate	Atlantic	(28.15,28.2]	-0.2704889	-0.2978280	-0.2253889
sal + silicate	Atlantic	(28.2, Inf]	-0.2399558	-0.3281086	-0.1202903
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5833297	-0.6788268	-0.5319830
sal + silicate	Indo-Pacific	(26,26.5]	-0.6225188	-0.7794487	-0.4460433
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5910340	-0.7438420	-0.4640933
sal + silicate	Indo-Pacific	(26.75,27]	-0.5910574	-0.7128734	-0.4610249
sal + silicate	Indo-Pacific	(27,27.25]	-0.5075089	-0.6397569	-0.3551491
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.2652732	-0.4497856	-0.0454797
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0015693	-0.1519675	0.0952472
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0299753	-0.1514429	0.1529258
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0367659	-0.1276567	0.0944209
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.1788841	-0.2928126	-0.0359405
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0877919	-0.0029178	0.1894772
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3219181	0.2355356	0.4195067
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6436272	0.5908931	0.7036154
sal + silicate	Indo-Pacific	(28.3, Inf]	0.5101914	0.4272819	0.5731252
sal + temp	Atlantic	(-Inf,26]	0.8589365	0.8367562	0.8783147
sal + temp	Atlantic	(26,26.5]	0.9514247	0.9474659	0.9534139
sal + temp	Atlantic	(26.5,26.75]	0.9764510	0.9755130	0.9778591
sal + temp	Atlantic	(26.75,27]	0.9781553	0.9742526	0.9821075
sal + temp	Atlantic	(27,27.25]	0.9813136	0.9785395	0.9828782
sal + temp	Atlantic	(27.25,27.5]	0.9775166	0.9718602	0.9806713
sal + temp	Atlantic	(27.5,27.75]	0.9664666	0.9623850	0.9702342
sal + temp	Atlantic	(27.75,27.85]	0.9777872	0.9774339	0.9784410
sal + temp	Atlantic	(27.85,27.95]	0.9763071	0.9691043	0.9800759
sal + temp	Atlantic	(27.95,28.05]	0.9841904	0.9788749	0.9872312
sal + temp	Atlantic	(28.05,28.1]	0.9867582	0.9847011	0.9894597
sal + temp	Atlantic	(28.1,28.15]	0.9880650	0.9854889	0.9903499
sal + temp	Atlantic	(28.15,28.2]	0.9881427	0.9871278	0.9899391
sal + temp	Atlantic	(28.2, Inf]	0.7942608	0.6906985	0.9141625
sal + temp	Indo-Pacific	(-Inf,26]	0.6933510	0.6005214	0.7855023
sal + temp	Indo-Pacific	(26,26.5]	0.9647703	0.9592454	0.9677128
sal + temp	Indo-Pacific	(26.5,26.75]	0.9852016	0.9827610	0.9865627
sal + temp	Indo-Pacific	(26.75,27]	0.9839410	0.9819787	0.9871094
sal + temp	Indo-Pacific	(27,27.25]	0.9753104	0.9709348	0.9775539
sal + temp	Indo-Pacific	(27.25,27.5]	0.9413063	0.9304797	0.9506806
sal + temp	Indo-Pacific	(27.5,27.75]	0.8775149	0.8599576	0.8988456
sal + temp	Indo-Pacific	(27.75,27.85]	0.9213657	0.9098264	0.9368438
sal + temp	Indo-Pacific	(27.85,27.95]	0.9101540	0.8954994	0.9190917
sal + temp	Indo-Pacific	(27.95,28.05]	0.9428368	0.9307623	0.9513198
sal + temp	Indo-Pacific	(28.05,28.1]	0.9618112	0.9457306	0.9704015
sal + temp	Indo-Pacific	(28.1,28.2]	0.9572344	0.9305494	0.9712204
sal + temp	Indo-Pacific	(28.2,28.3]	0.7267141	0.6824529	0.7892887
sal + temp	Indo-Pacific	(28.3, Inf]	0.5667984	0.4279980	0.6495263
silicate + phosphate	Atlantic	(-Inf,26]	0.9161707	0.8929831	0.9378758
silicate + phosphate	Atlantic	(26,26.5]	0.9552240	0.9492900	0.9592427
silicate + phosphate	Atlantic	(26.5,26.75]	0.9259800	0.8704726	0.9608770
silicate + phosphate	Atlantic	(26.75,27]	0.9409817	0.9083968	0.9601009
silicate + phosphate	Atlantic	(27,27.25]	0.9294483	0.8979505	0.9548858
silicate + phosphate	Atlantic	(27.25,27.5]	0.8422723	0.7856240	0.8952047
silicate + phosphate	Atlantic	(27.5,27.75]	0.8709490	0.8216341	0.8964427
silicate + phosphate	Atlantic	(27.75,27.85]	0.8823714	0.8621525	0.8983022
silicate + phosphate	Atlantic	(27.85,27.95]	0.8917931	0.8575364	0.9376721
silicate + phosphate	Atlantic	(27.95,28.05]	0.8425448	0.8141335	0.8819834
silicate + phosphate	Atlantic	(28.05,28.1]	0.5898636	0.5695678	0.6293730
silicate + phosphate	Atlantic	(28.1,28.15]	0.4418859	0.4237607	0.4713253
silicate + phosphate	Atlantic	(28.15,28.2]	0.5668942	0.4900643	0.6255719
silicate + phosphate	Atlantic	(28.2, Inf]	0.6916864	0.6629079	0.7145345
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.9306109	0.9150465	0.9456993
silicate + phosphate	Indo-Pacific	(26,26.5]	0.9236719	0.8906087	0.9465881
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8994402	0.8875957	0.9112560
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8774116	0.8696259	0.8830612
silicate + phosphate	Indo-Pacific	(27,27.25]	0.8162077	0.7829631	0.8357884
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8009560	0.7547484	0.8347647
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8472486	0.8186631	0.8656385
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.8772677	0.8659877	0.8856460
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.8885892	0.8838114	0.8949918
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.8940765	0.8667718	0.9156056
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9172104	0.8995200	0.9509522
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.8756595	0.8637563	0.8907735
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9496110	0.9425210	0.9577515
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.6298161	0.5792668	0.6809846
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7880366	0.7514668	0.8528813
silicate + phosphate_star	Atlantic	(26,26.5]	0.8476957	0.8106017	0.8685988
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.8628452	0.8130365	0.9216978
silicate + phosphate_star	Atlantic	(26.75,27]	0.9423364	0.9143632	0.9570069
silicate + phosphate_star	Atlantic	(27,27.25]	0.8817752	0.8267125	0.9314349
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7882135	0.6676041	0.8786074
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8314902	0.8115491	0.8699450
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.7981111	0.7816033	0.8306958
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.8090163	0.7515972	0.8592182
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.7392748	0.6814595	0.8097469
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.3910059	0.3761580	0.4123654
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.2259687	0.1888140	0.2488661
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.4497516	0.3803354	0.4957755
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6893219	0.6676938	0.7169075
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8959003	0.8632272	0.9178062
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8851228	0.8034595	0.9457436
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8643029	0.8279313	0.9066360
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8608619	0.8172970	0.9006441
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7601346	0.7328492	0.8096567
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6719970	0.6261321	0.7005758
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6686183	0.6148174	0.7122960
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.6856441	0.6561487	0.7371872
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.6973867	0.6583519	0.7293515
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7207214	0.6779069	0.7748318
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6254198	0.5888779	0.6781270
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6157236	0.5514966	0.6642970
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6916480	0.6607842	0.7175825
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5230720	0.4363221	0.5729006
temp + aou	Atlantic	(-Inf,26]	-0.3072340	-0.3516628	-0.2846724
temp + aou	Atlantic	(26,26.5]	-0.2640007	-0.3206284	-0.1683180
temp + aou	Atlantic	(26.5,26.75]	-0.2766453	-0.5060405	-0.0168369
temp + aou	Atlantic	(26.75,27]	-0.6048315	-0.7014352	-0.4462540
temp + aou	Atlantic	(27,27.25]	-0.4108283	-0.5868746	-0.2488264
temp + aou	Atlantic	(27.25,27.5]	0.0083455	-0.2839103	0.2402482
temp + aou	Atlantic	(27.5,27.75]	-0.2004297	-0.3850572	-0.0810539
temp + aou	Atlantic	(27.75,27.85]	-0.2034656	-0.2160288	-0.1926412
temp + aou	Atlantic	(27.85,27.95]	-0.1250069	-0.1975029	-0.0468227
temp + aou	Atlantic	(27.95,28.05]	-0.4674909	-0.6893625	-0.3406985
temp + aou	Atlantic	(28.05,28.1]	-0.7558970	-0.8125539	-0.7049246
temp + aou	Atlantic	(28.1,28.15]	-0.7589568	-0.8058069	-0.7209693
temp + aou	Atlantic	(28.15,28.2]	-0.8376439	-0.8526769	-0.8159775
temp + aou	Atlantic	(28.2, Inf]	-0.4373104	-0.6669673	-0.2244079
temp + aou	Indo-Pacific	(-Inf,26]	-0.4169474	-0.5262596	-0.2984294
temp + aou	Indo-Pacific	(26,26.5]	-0.2642550	-0.4513092	-0.0553734
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1071824	-0.2118205	-0.0232703
temp + aou	Indo-Pacific	(26.75,27]	-0.1318515	-0.2123458	-0.0294130
temp + aou	Indo-Pacific	(27,27.25]	-0.0618172	-0.1849435	0.0419007
temp + aou	Indo-Pacific	(27.25,27.5]	0.0994117	-0.0869026	0.2270541
temp + aou	Indo-Pacific	(27.5,27.75]	0.3068338	0.1482498	0.4609524
temp + aou	Indo-Pacific	(27.75,27.85]	0.3137958	0.1964220	0.4772356
temp + aou	Indo-Pacific	(27.85,27.95]	0.2072427	0.0961354	0.3635113
temp + aou	Indo-Pacific	(27.95,28.05]	-0.0356254	-0.1175367	0.1225335
temp + aou	Indo-Pacific	(28.05,28.1]	0.1060283	0.0443572	0.2105771
temp + aou	Indo-Pacific	(28.1,28.2]	0.3541462	0.3329180	0.3964725
temp + aou	Indo-Pacific	(28.2,28.3]	0.3684288	0.3573204	0.3811513
temp + aou	Indo-Pacific	(28.3, Inf]	0.6280740	0.5221557	0.7314880
temp + nitrate	Atlantic	(-Inf,26]	-0.5415438	-0.6218176	-0.4976720
temp + nitrate	Atlantic	(26,26.5]	-0.5035438	-0.5273147	-0.4812581
temp + nitrate	Atlantic	(26.5,26.75]	-0.4767819	-0.6374192	-0.3041123
temp + nitrate	Atlantic	(26.75,27]	-0.7315103	-0.7998206	-0.6233541
temp + nitrate	Atlantic	(27,27.25]	-0.6354846	-0.7368248	-0.5239353
temp + nitrate	Atlantic	(27.25,27.5]	-0.4107461	-0.6098341	-0.1901063
temp + nitrate	Atlantic	(27.5,27.75]	-0.5655478	-0.6557558	-0.4735331
temp + nitrate	Atlantic	(27.75,27.85]	-0.6808276	-0.6916552	-0.6642291
temp + nitrate	Atlantic	(27.85,27.95]	-0.6173387	-0.7713214	-0.5011572
temp + nitrate	Atlantic	(27.95,28.05]	-0.7983617	-0.9078679	-0.7380062
temp + nitrate	Atlantic	(28.05,28.1]	-0.8581956	-0.9031573	-0.8248975
temp + nitrate	Atlantic	(28.1,28.15]	-0.8217629	-0.8645765	-0.7872435
temp + nitrate	Atlantic	(28.15,28.2]	-0.8602979	-0.8954904	-0.8254424
temp + nitrate	Atlantic	(28.2, Inf]	-0.5650100	-0.7464737	-0.4222905
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.7025609	-0.7532630	-0.6371133
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5837149	-0.7813184	-0.3791956
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5342504	-0.6991296	-0.3776654
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6337188	-0.7294034	-0.5074952
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6660981	-0.7295597	-0.5680017
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4936311	-0.6217007	-0.3172565
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.3274607	-0.4299452	-0.2370135
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2216630	-0.3278558	-0.1342355
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1438076	-0.2203646	-0.0590294
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.2659136	-0.3709897	-0.1228850
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0403175	-0.0220710	0.1382992
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.3267803	0.2750064	0.3764833
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6596422	0.6029634	0.7206984
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.2520970	-0.0789848	0.7389859
temp + phosphate	Atlantic	(-Inf,26]	-0.5428350	-0.6487142	-0.4838863
temp + phosphate	Atlantic	(26,26.5]	-0.4907654	-0.5244684	-0.4574015
temp + phosphate	Atlantic	(26.5,26.75]	-0.4703903	-0.6291027	-0.2921800
temp + phosphate	Atlantic	(26.75,27]	-0.7291200	-0.7989178	-0.6212354
temp + phosphate	Atlantic	(27,27.25]	-0.6211375	-0.7335769	-0.5009844
temp + phosphate	Atlantic	(27.25,27.5]	-0.3890822	-0.5840697	-0.1588609
temp + phosphate	Atlantic	(27.5,27.75]	-0.5250418	-0.6039241	-0.4172536
temp + phosphate	Atlantic	(27.75,27.85]	-0.5020660	-0.5640934	-0.4549508
temp + phosphate	Atlantic	(27.85,27.95]	-0.4624112	-0.6480778	-0.3157001
temp + phosphate	Atlantic	(27.95,28.05]	-0.7580059	-0.8796424	-0.6908940
temp + phosphate	Atlantic	(28.05,28.1]	-0.8506403	-0.8943787	-0.8172229
temp + phosphate	Atlantic	(28.1,28.15]	-0.8171185	-0.8604804	-0.7845693
temp + phosphate	Atlantic	(28.15,28.2]	-0.8580886	-0.8920578	-0.8230781
temp + phosphate	Atlantic	(28.2, Inf]	-0.5502836	-0.7355661	-0.4014714
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.6328618	-0.6827074	-0.5670292
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5219885	-0.6654560	-0.3615393
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3915743	-0.5129711	-0.3000064
temp + phosphate	Indo-Pacific	(26.75,27]	-0.3458385	-0.4416533	-0.2697064
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1455161	-0.2538193	-0.0766282
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0649719	-0.0535332	0.1421187
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2234220	0.1278212	0.3560008
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2409378	0.1551076	0.3991770
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.1495824	0.0395605	0.2974999
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.0913295	-0.1719571	0.0683486
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0739042	0.0179369	0.1792031
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.3456665	0.3025095	0.3995205
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6512300	0.6027643	0.7063650
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.2600848	-0.0750678	0.7558059
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8413897	-0.9047451	-0.8013069
temp + phosphate_star	Atlantic	(26,26.5]	-0.8695960	-0.8828288	-0.8441812
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9196047	-0.9298697	-0.9073172
temp + phosphate_star	Atlantic	(26.75,27]	-0.9702538	-0.9785564	-0.9634253
temp + phosphate_star	Atlantic	(27,27.25]	-0.9760113	-0.9801938	-0.9722509
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9860468	-0.9896668	-0.9822422
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9683539	-0.9723474	-0.9647121
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9641518	-0.9662880	-0.9617382
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9634154	-0.9766947	-0.9475888
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9675818	-0.9750837	-0.9579973
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9592527	-0.9707974	-0.9529795
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9392397	-0.9527465	-0.9246355
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9327526	-0.9538617	-0.9116860
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.6868353	-0.8210229	-0.6060150
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8629994	-0.8779225	-0.8512654
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8585796	-0.8938216	-0.8270058
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8071240	-0.8747440	-0.7537121
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.7016897	-0.7833426	-0.6587078
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.3693622	-0.4664584	-0.3110309
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0731055	-0.1455940	-0.0067903
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0223843	-0.0949399	0.0635293
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0859353	-0.2051187	0.0553739
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2428672	-0.3100810	-0.1550973
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5745966	-0.6439746	-0.4507241
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4327729	-0.5218181	-0.2845421
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1666756	-0.2704023	0.0286270
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3141931	0.2150063	0.4232664
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.1807833	-0.4502991	0.1456065
temp + silicate	Atlantic	(-Inf,26]	-0.5225618	-0.5646425	-0.4820056
temp + silicate	Atlantic	(26,26.5]	-0.5666516	-0.5873061	-0.5334858
temp + silicate	Atlantic	(26.5,26.75]	-0.6529739	-0.7367375	-0.5853652
temp + silicate	Atlantic	(26.75,27]	-0.8598574	-0.8908302	-0.8112061
temp + silicate	Atlantic	(27,27.25]	-0.7913379	-0.8511435	-0.7211817
temp + silicate	Atlantic	(27.25,27.5]	-0.7304865	-0.8250896	-0.5950856
temp + silicate	Atlantic	(27.5,27.75]	-0.7746289	-0.8158356	-0.7418800
temp + silicate	Atlantic	(27.75,27.85]	-0.7077905	-0.7299468	-0.6644521
temp + silicate	Atlantic	(27.85,27.95]	-0.6627980	-0.7643886	-0.5932568
temp + silicate	Atlantic	(27.95,28.05]	-0.6332973	-0.7315352	-0.5643875
temp + silicate	Atlantic	(28.05,28.1]	-0.1644204	-0.2240504	-0.1308921
temp + silicate	Atlantic	(28.1,28.15]	0.0732024	0.0346617	0.1066058
temp + silicate	Atlantic	(28.15,28.2]	-0.1626119	-0.1928068	-0.1287877
temp + silicate	Atlantic	(28.2, Inf]	-0.2328291	-0.3117906	-0.1272158
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6926855	-0.7523232	-0.6466316
temp + silicate	Indo-Pacific	(26,26.5]	-0.6287716	-0.7731960	-0.4585720
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5869410	-0.7194349	-0.4717254
temp + silicate	Indo-Pacific	(26.75,27]	-0.5949905	-0.7026157	-0.4785449
temp + silicate	Indo-Pacific	(27,27.25]	-0.5369080	-0.6514122	-0.3957447
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.2670217	-0.4546297	-0.0669311
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0394633	-0.1191854	0.1638318
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2036067	0.0481583	0.3453822
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1977583	0.1146363	0.3462125
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0006409	-0.1299669	0.1674043
temp + silicate	Indo-Pacific	(28.05,28.1]	0.2484720	0.1520726	0.3723319
temp + silicate	Indo-Pacific	(28.1,28.2]	0.3662578	0.2890098	0.4245222
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6107310	0.5501474	0.6491346
temp + silicate	Indo-Pacific	(28.3, Inf]	0.1842461	0.0922486	0.2359590

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
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]	-0.0851240	-0.2851333	0.1347278
aou	Atlantic	(26,26.5]	-0.3197483	-0.5742069	-0.1254652
aou	Atlantic	(26.5,26.75]	0.0154904	-0.2934800	0.3884170
aou	Atlantic	(26.75,27]	-0.3253559	-0.4850554	-0.0566180
aou	Atlantic	(27,27.25]	-0.4357378	-0.4908180	-0.3706532
aou	Atlantic	(27.25,27.5]	-0.1035206	-0.1244861	-0.0821340
aou	Atlantic	(27.5,27.75]	-0.2063018	-0.4485727	0.0630990
aou	Atlantic	(27.75,27.85]	-0.3310347	-0.5391413	0.0095693
aou	Atlantic	(27.85,27.95]	-0.4741783	-0.6885056	-0.2398893
aou	Atlantic	(27.95,28.05]	-0.5476547	-0.6648657	-0.4812315
aou	Atlantic	(28.05,28.1]	-0.7986498	-0.8298397	-0.7443915
aou	Atlantic	(28.1,28.15]	-0.8096998	-0.8611750	-0.7293805
aou	Atlantic	(28.15,28.2]	-0.8308134	-0.8469307	-0.8033335
aou	Atlantic	(28.2, Inf]	-0.6584238	-0.7383682	-0.5142791
aou	Indo-Pacific	(-Inf,26]	-0.0657857	-0.0947433	-0.0478176
aou	Indo-Pacific	(26,26.5]	-0.3594976	-0.4943007	-0.1875430
aou	Indo-Pacific	(26.5,26.75]	-0.1585025	-0.2947740	0.0105556
aou	Indo-Pacific	(26.75,27]	-0.0402042	-0.1672189	0.1312769
aou	Indo-Pacific	(27,27.25]	0.2241141	0.1001615	0.3857262
aou	Indo-Pacific	(27.25,27.5]	0.5114060	0.4051320	0.6582656
aou	Indo-Pacific	(27.5,27.75]	0.7121861	0.6471406	0.7853204
aou	Indo-Pacific	(27.75,27.85]	0.8193549	0.7428180	0.8939273
aou	Indo-Pacific	(27.85,27.95]	0.8666913	0.7758553	0.9436262
aou	Indo-Pacific	(27.95,28.05]	0.9361366	0.8918210	0.9708740
aou	Indo-Pacific	(28.05,28.1]	0.9739446	0.9602643	0.9820899
aou	Indo-Pacific	(28.1,28.2]	0.8925623	0.8661605	0.9141034
aou	Indo-Pacific	(28.2,28.3]	-0.0745971	-0.1397300	0.0129580
aou	Indo-Pacific	(28.3, Inf]	-0.0008253	-0.2325621	0.2690623
nitrate	Atlantic	(-Inf,26]	-0.0012262	-0.1413927	0.2135163
nitrate	Atlantic	(26,26.5]	-0.2927915	-0.5428250	-0.0738082
nitrate	Atlantic	(26.5,26.75]	0.0463400	-0.2590148	0.4561333
nitrate	Atlantic	(26.75,27]	-0.3927067	-0.5628995	-0.1176132
nitrate	Atlantic	(27,27.25]	-0.6100867	-0.6647414	-0.5337504
nitrate	Atlantic	(27.25,27.5]	-0.5185528	-0.5521901	-0.4823008
nitrate	Atlantic	(27.5,27.75]	-0.6770826	-0.7733940	-0.5911601
nitrate	Atlantic	(27.75,27.85]	-0.7556152	-0.8705930	-0.5320649
nitrate	Atlantic	(27.85,27.95]	-0.6666854	-0.7896180	-0.4872927
nitrate	Atlantic	(27.95,28.05]	-0.6810436	-0.7063768	-0.6616649
nitrate	Atlantic	(28.05,28.1]	-0.8493595	-0.8829039	-0.8022308
nitrate	Atlantic	(28.1,28.15]	-0.8712195	-0.9140958	-0.8063329
nitrate	Atlantic	(28.15,28.2]	-0.8807307	-0.8972425	-0.8508347
nitrate	Atlantic	(28.2, Inf]	-0.7542485	-0.8530293	-0.6207289
nitrate	Indo-Pacific	(-Inf,26]	-0.1433455	-0.2041541	-0.0817382
nitrate	Indo-Pacific	(26,26.5]	-0.7168268	-0.7834172	-0.6037972
nitrate	Indo-Pacific	(26.5,26.75]	-0.7279315	-0.7770528	-0.6406616
nitrate	Indo-Pacific	(26.75,27]	-0.8153649	-0.8458001	-0.7799235
nitrate	Indo-Pacific	(27,27.25]	-0.9046542	-0.9324060	-0.8828461
nitrate	Indo-Pacific	(27.25,27.5]	-0.8984098	-0.9241245	-0.8729800
nitrate	Indo-Pacific	(27.5,27.75]	-0.7848991	-0.8301171	-0.7545628
nitrate	Indo-Pacific	(27.75,27.85]	-0.5899666	-0.6908066	-0.5132441
nitrate	Indo-Pacific	(27.85,27.95]	-0.2826940	-0.3760268	-0.2178563
nitrate	Indo-Pacific	(27.95,28.05]	0.6178032	0.5039116	0.7108015
nitrate	Indo-Pacific	(28.05,28.1]	0.9308584	0.9025912	0.9546669
nitrate	Indo-Pacific	(28.1,28.2]	0.9274879	0.9135102	0.9449641
nitrate	Indo-Pacific	(28.2,28.3]	0.3677115	0.3234631	0.4313910
nitrate	Indo-Pacific	(28.3, Inf]	-0.1113917	-0.1615626	-0.0454686
phosphate	Atlantic	(-Inf,26]	0.0558350	-0.1069174	0.2787649
phosphate	Atlantic	(26,26.5]	-0.2798650	-0.5264575	-0.0636222
phosphate	Atlantic	(26.5,26.75]	0.0346025	-0.2709747	0.4239879
phosphate	Atlantic	(26.75,27]	-0.3920133	-0.5703400	-0.1072244
phosphate	Atlantic	(27,27.25]	-0.5833697	-0.6517750	-0.4867112
phosphate	Atlantic	(27.25,27.5]	-0.4207080	-0.5219227	-0.3478753
phosphate	Atlantic	(27.5,27.75]	-0.4108588	-0.6989300	-0.0977200
phosphate	Atlantic	(27.75,27.85]	-0.4876561	-0.7169311	-0.1380334
phosphate	Atlantic	(27.85,27.95]	-0.5970358	-0.7838224	-0.3752229
phosphate	Atlantic	(27.95,28.05]	-0.7011727	-0.7351509	-0.6793046
phosphate	Atlantic	(28.05,28.1]	-0.8588482	-0.8920719	-0.8124477
phosphate	Atlantic	(28.1,28.15]	-0.8739346	-0.9164981	-0.8101717
phosphate	Atlantic	(28.15,28.2]	-0.8820271	-0.8978793	-0.8542079
phosphate	Atlantic	(28.2, Inf]	-0.7501327	-0.8530695	-0.6113859
phosphate	Indo-Pacific	(-Inf,26]	-0.1600991	-0.1897674	-0.1227391
phosphate	Indo-Pacific	(26,26.5]	-0.5181730	-0.6149782	-0.3761247
phosphate	Indo-Pacific	(26.5,26.75]	-0.3407445	-0.4493532	-0.1342885
phosphate	Indo-Pacific	(26.75,27]	-0.1269303	-0.2450837	0.0725523
phosphate	Indo-Pacific	(27,27.25]	0.3818529	0.2158269	0.5723152
phosphate	Indo-Pacific	(27.25,27.5]	0.7842396	0.6787940	0.8982605
phosphate	Indo-Pacific	(27.5,27.75]	0.8668268	0.8331422	0.9126101
phosphate	Indo-Pacific	(27.75,27.85]	0.8881125	0.8334453	0.9428968
phosphate	Indo-Pacific	(27.85,27.95]	0.8981041	0.8208282	0.9639050
phosphate	Indo-Pacific	(27.95,28.05]	0.9339780	0.8909934	0.9696034
phosphate	Indo-Pacific	(28.05,28.1]	0.9671939	0.9516598	0.9792297
phosphate	Indo-Pacific	(28.1,28.2]	0.9252280	0.9116322	0.9407795
phosphate	Indo-Pacific	(28.2,28.3]	0.3874577	0.3584466	0.4411115
phosphate	Indo-Pacific	(28.3, Inf]	-0.0759497	-0.1291530	-0.0098151
phosphate_star	Atlantic	(-Inf,26]	0.3055417	0.0761382	0.4945975
phosphate_star	Atlantic	(26,26.5]	-0.0349679	-0.1850584	0.1448449
phosphate_star	Atlantic	(26.5,26.75]	0.1674980	-0.0095643	0.4871919
phosphate_star	Atlantic	(26.75,27]	-0.4857255	-0.6308971	-0.2298628
phosphate_star	Atlantic	(27,27.25]	-0.7514163	-0.7906350	-0.6747609
phosphate_star	Atlantic	(27.25,27.5]	-0.7802630	-0.8346754	-0.7321009
phosphate_star	Atlantic	(27.5,27.75]	-0.6269112	-0.7063281	-0.5071859
phosphate_star	Atlantic	(27.75,27.85]	-0.6023987	-0.6576971	-0.5056997
phosphate_star	Atlantic	(27.85,27.95]	-0.4937838	-0.5277476	-0.4308093
phosphate_star	Atlantic	(27.95,28.05]	-0.5652555	-0.5847593	-0.5505013
phosphate_star	Atlantic	(28.05,28.1]	-0.7682019	-0.8187809	-0.7092726
phosphate_star	Atlantic	(28.1,28.15]	-0.8265056	-0.8934591	-0.7495307
phosphate_star	Atlantic	(28.15,28.2]	-0.8787360	-0.9199918	-0.8419447
phosphate_star	Atlantic	(28.2, Inf]	-0.7659382	-0.8446384	-0.6516710
phosphate_star	Indo-Pacific	(-Inf,26]	-0.1530425	-0.2709625	-0.0239187
phosphate_star	Indo-Pacific	(26,26.5]	-0.6785263	-0.7321593	-0.6061312
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6091950	-0.7468286	-0.4307701
phosphate_star	Indo-Pacific	(26.75,27]	-0.3753337	-0.5553682	-0.1797924
phosphate_star	Indo-Pacific	(27,27.25]	0.2993892	0.1214910	0.5006483
phosphate_star	Indo-Pacific	(27.25,27.5]	0.8066237	0.7286214	0.8958299
phosphate_star	Indo-Pacific	(27.5,27.75]	0.8605910	0.8445843	0.8717016
phosphate_star	Indo-Pacific	(27.75,27.85]	0.8826661	0.8671984	0.9034033
phosphate_star	Indo-Pacific	(27.85,27.95]	0.8942404	0.8692547	0.9141794
phosphate_star	Indo-Pacific	(27.95,28.05]	0.8016149	0.7968425	0.8101994
phosphate_star	Indo-Pacific	(28.05,28.1]	0.7068881	0.7009574	0.7124225
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7350219	0.6871061	0.7913577
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6581151	0.5896636	0.7203346
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0468561	-0.1670159	0.1685139
sal	Atlantic	(-Inf,26]	-0.4894377	-0.6201637	-0.3234428
sal	Atlantic	(26,26.5]	-0.3466551	-0.4243751	-0.2653819
sal	Atlantic	(26.5,26.75]	-0.3224943	-0.5472145	-0.1887700
sal	Atlantic	(26.75,27]	0.4441780	0.2314731	0.5556344
sal	Atlantic	(27,27.25]	0.7423796	0.6896155	0.7783425
sal	Atlantic	(27.25,27.5]	0.7780349	0.7272110	0.8133806
sal	Atlantic	(27.5,27.75]	0.6746362	0.6449037	0.7287559
sal	Atlantic	(27.75,27.85]	0.6091182	0.5747386	0.6522598
sal	Atlantic	(27.85,27.95]	0.3718046	0.3198790	0.4234443
sal	Atlantic	(27.95,28.05]	0.4344811	0.3920551	0.4800106
sal	Atlantic	(28.05,28.1]	0.6784140	0.6022213	0.7327288
sal	Atlantic	(28.1,28.15]	0.7311738	0.6245471	0.8195356
sal	Atlantic	(28.15,28.2]	0.8241225	0.7760517	0.8778097
sal	Atlantic	(28.2, Inf]	0.9454985	0.9350202	0.9564600
sal	Indo-Pacific	(-Inf,26]	0.4125478	0.3329427	0.4577257
sal	Indo-Pacific	(26,26.5]	0.7069753	0.6231919	0.8136428
sal	Indo-Pacific	(26.5,26.75]	0.7763257	0.6893350	0.8813210
sal	Indo-Pacific	(26.75,27]	0.7990117	0.6957075	0.8847975
sal	Indo-Pacific	(27,27.25]	0.7053269	0.5917502	0.7679243
sal	Indo-Pacific	(27.25,27.5]	0.4562240	0.3314773	0.5315517
sal	Indo-Pacific	(27.5,27.75]	0.3916316	0.3517845	0.4529296
sal	Indo-Pacific	(27.75,27.85]	0.1744931	0.1146396	0.2903063
sal	Indo-Pacific	(27.85,27.95]	-0.1083335	-0.1632643	-0.0396602
sal	Indo-Pacific	(27.95,28.05]	-0.2939537	-0.3167963	-0.2491236
sal	Indo-Pacific	(28.05,28.1]	-0.0860533	-0.1219221	-0.0314230
sal	Indo-Pacific	(28.1,28.2]	0.2163683	0.1352849	0.2985195
sal	Indo-Pacific	(28.2,28.3]	0.3364350	0.2320039	0.5407945
sal	Indo-Pacific	(28.3, Inf]	0.4997706	0.2894467	0.6885586
silicate	Atlantic	(-Inf,26]	-0.1502319	-0.2853448	0.0142616
silicate	Atlantic	(26,26.5]	-0.3428195	-0.5372604	-0.1244383
silicate	Atlantic	(26.5,26.75]	-0.0340710	-0.3023520	0.3625685
silicate	Atlantic	(26.75,27]	-0.5114138	-0.6837225	-0.2416497
silicate	Atlantic	(27,27.25]	-0.7282245	-0.8021347	-0.6236794
silicate	Atlantic	(27.25,27.5]	-0.7320192	-0.7914185	-0.6472453
silicate	Atlantic	(27.5,27.75]	-0.6510977	-0.7740944	-0.4369383
silicate	Atlantic	(27.75,27.85]	-0.7160189	-0.8405094	-0.4945257
silicate	Atlantic	(27.85,27.95]	-0.7459660	-0.8000934	-0.6465062
silicate	Atlantic	(27.95,28.05]	-0.7308902	-0.7723580	-0.6967135
silicate	Atlantic	(28.05,28.1]	-0.6474700	-0.7219964	-0.5896836
silicate	Atlantic	(28.1,28.15]	-0.4481515	-0.5534558	-0.3261961
silicate	Atlantic	(28.15,28.2]	-0.4139412	-0.4746853	-0.3642991
silicate	Atlantic	(28.2, Inf]	-0.2048936	-0.3322416	-0.0489817
silicate	Indo-Pacific	(-Inf,26]	-0.2497325	-0.3138223	-0.1775869
silicate	Indo-Pacific	(26,26.5]	-0.6891871	-0.7429560	-0.6259315
silicate	Indo-Pacific	(26.5,26.75]	-0.6033281	-0.6868624	-0.4465801
silicate	Indo-Pacific	(26.75,27]	-0.4684508	-0.5658641	-0.2920537
silicate	Indo-Pacific	(27,27.25]	-0.1397281	-0.2894722	0.0921174
silicate	Indo-Pacific	(27.25,27.5]	0.3264453	0.1845520	0.5557429
silicate	Indo-Pacific	(27.5,27.75]	0.5411796	0.4432631	0.6498128
silicate	Indo-Pacific	(27.75,27.85]	0.6248758	0.5151903	0.7399905
silicate	Indo-Pacific	(27.85,27.95]	0.6780139	0.5528886	0.7880071
silicate	Indo-Pacific	(27.95,28.05]	0.7779680	0.7203658	0.8081164
silicate	Indo-Pacific	(28.05,28.1]	0.8857789	0.8601833	0.9202805
silicate	Indo-Pacific	(28.1,28.2]	0.8574597	0.8338447	0.8846403
silicate	Indo-Pacific	(28.2,28.3]	0.3703649	0.3430903	0.4125550
silicate	Indo-Pacific	(28.3, Inf]	0.2331218	0.0944098	0.3876512
temp	Atlantic	(-Inf,26]	-0.4969557	-0.5726836	-0.3965914
temp	Atlantic	(26,26.5]	-0.2616197	-0.3506627	-0.1599829
temp	Atlantic	(26.5,26.75]	-0.3086120	-0.5306032	-0.1947494
temp	Atlantic	(26.75,27]	0.4316583	0.2137585	0.5426137
temp	Atlantic	(27,27.25]	0.7137040	0.6588940	0.7508015
temp	Atlantic	(27.25,27.5]	0.7821001	0.7209696	0.8159037
temp	Atlantic	(27.5,27.75]	0.6378082	0.6035813	0.6829497
temp	Atlantic	(27.75,27.85]	0.5593216	0.5365715	0.5776354
temp	Atlantic	(27.85,27.95]	0.3079215	0.2676140	0.3731187
temp	Atlantic	(27.95,28.05]	0.3624517	0.3069228	0.4131923
temp	Atlantic	(28.05,28.1]	0.5847687	0.4919718	0.6406090
temp	Atlantic	(28.1,28.15]	0.6513576	0.5294043	0.7478988
temp	Atlantic	(28.15,28.2]	0.7576896	0.6985618	0.8214453
temp	Atlantic	(28.2, Inf]	0.6304445	0.5315909	0.7736627
temp	Indo-Pacific	(-Inf,26]	-0.1432996	-0.3218458	0.0222843
temp	Indo-Pacific	(26,26.5]	0.6807447	0.6009510	0.7856965
temp	Indo-Pacific	(26.5,26.75]	0.7877735	0.7154055	0.8865420
temp	Indo-Pacific	(26.75,27]	0.8215316	0.7383239	0.8961737
temp	Indo-Pacific	(27,27.25]	0.7121723	0.6113101	0.7701290
temp	Indo-Pacific	(27.25,27.5]	0.4359085	0.3233967	0.4923127
temp	Indo-Pacific	(27.5,27.75]	0.3277453	0.2966956	0.3744504
temp	Indo-Pacific	(27.75,27.85]	0.1586773	0.1025765	0.2238294
temp	Indo-Pacific	(27.85,27.95]	-0.0469770	-0.0575381	-0.0378376
temp	Indo-Pacific	(27.95,28.05]	-0.1908656	-0.2363297	-0.1432579
temp	Indo-Pacific	(28.05,28.1]	0.0611561	0.0096437	0.1439698
temp	Indo-Pacific	(28.1,28.2]	0.3188432	0.2344551	0.3976018
temp	Indo-Pacific	(28.2,28.3]	0.4060912	0.3085118	0.4950856
temp	Indo-Pacific	(28.3, Inf]	0.1490935	-0.0211578	0.3867274

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