eMLR - assumption testing

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Last updated: 2021-07-27

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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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

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Repository version: 704783a

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The results in this page were generated with repository version 704783a. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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File	Version	Author	Date	Message
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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

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

Past versions of predictor_correlation_per_basin-2.png

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

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

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

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

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9211110	0.8832269	0.9518180
aou + nitrate	Atlantic	(26,26.5]	0.9772278	0.9704156	0.9832398
aou + nitrate	Atlantic	(26.5,26.75]	0.9581772	0.9424918	0.9688009
aou + nitrate	Atlantic	(26.75,27]	0.9284955	0.8950669	0.9509870
aou + nitrate	Atlantic	(27,27.25]	0.8352256	0.7652068	0.8778010
aou + nitrate	Atlantic	(27.25,27.5]	0.6782741	0.5782771	0.7990448
aou + nitrate	Atlantic	(27.5,27.75]	0.7052677	0.6755831	0.7633871
aou + nitrate	Atlantic	(27.75,27.85]	0.7144102	0.6337775	0.7761004
aou + nitrate	Atlantic	(27.85,27.95]	0.8039869	0.7767555	0.8365234
aou + nitrate	Atlantic	(27.95,28.05]	0.8960306	0.8622682	0.9408294
aou + nitrate	Atlantic	(28.05,28.1]	0.8588187	0.7711518	0.9335884
aou + nitrate	Atlantic	(28.1,28.15]	0.8601005	0.7694002	0.9440132
aou + nitrate	Atlantic	(28.15,28.2]	0.7799776	0.7299593	0.8425844
aou + nitrate	Atlantic	(28.2, Inf]	0.8959752	0.8255539	0.9637241
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9368954	0.9150718	0.9595773
aou + nitrate	Indo-Pacific	(26,26.5]	0.9306222	0.9127758	0.9403888
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.9243927	0.9226975	0.9256570
aou + nitrate	Indo-Pacific	(26.75,27]	0.9232303	0.8986462	0.9434769
aou + nitrate	Indo-Pacific	(27,27.25]	0.9413090	0.9248830	0.9628957
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9596958	0.9376396	0.9758348
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9876553	0.9796922	0.9928199
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9900585	0.9856158	0.9937088
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9816330	0.9760830	0.9886208
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9756333	0.9683669	0.9870588
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9642111	0.9523775	0.9795691
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9469763	0.9401779	0.9591716
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9455488	0.9347861	0.9576363
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.2147664	-0.8825079	0.9974458
aou + phosphate	Atlantic	(-Inf,26]	0.7356800	0.6405266	0.8634458
aou + phosphate	Atlantic	(26,26.5]	0.9593667	0.9501063	0.9656464
aou + phosphate	Atlantic	(26.5,26.75]	0.9551656	0.9348042	0.9691365
aou + phosphate	Atlantic	(26.75,27]	0.9302712	0.8961302	0.9529936
aou + phosphate	Atlantic	(27,27.25]	0.8440562	0.7787625	0.8828386
aou + phosphate	Atlantic	(27.25,27.5]	0.6943654	0.5915117	0.8155158
aou + phosphate	Atlantic	(27.5,27.75]	0.7092985	0.6720678	0.7788446
aou + phosphate	Atlantic	(27.75,27.85]	0.6973385	0.6134745	0.7540555
aou + phosphate	Atlantic	(27.85,27.95]	0.7350813	0.7068868	0.7644057
aou + phosphate	Atlantic	(27.95,28.05]	0.8197180	0.7810153	0.8410358
aou + phosphate	Atlantic	(28.05,28.1]	0.8311462	0.7279306	0.9133458
aou + phosphate	Atlantic	(28.1,28.15]	0.8371793	0.7287860	0.9325358
aou + phosphate	Atlantic	(28.15,28.2]	0.7584058	0.6957277	0.8347667
aou + phosphate	Atlantic	(28.2, Inf]	0.9049643	0.8531424	0.9597321
aou + phosphate	Indo-Pacific	(-Inf,26]	0.8984412	0.8699734	0.9417585
aou + phosphate	Indo-Pacific	(26,26.5]	0.9336535	0.9169129	0.9482532
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9483514	0.9407870	0.9526427
aou + phosphate	Indo-Pacific	(26.75,27]	0.9590756	0.9467456	0.9699428
aou + phosphate	Indo-Pacific	(27,27.25]	0.9662667	0.9571867	0.9790187
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9805492	0.9705543	0.9882659
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9895626	0.9831935	0.9934456
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9885880	0.9842408	0.9926314
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9813774	0.9752558	0.9893326
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9759776	0.9688826	0.9883440
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9637656	0.9511887	0.9813420
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9423298	0.9332090	0.9591337
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8985961	0.8928183	0.9079625
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.1753788	-0.9839436	0.9979523
aou + phosphate_star	Atlantic	(-Inf,26]	0.2244659	0.0723536	0.3727966
aou + phosphate_star	Atlantic	(26,26.5]	0.3187796	0.2099245	0.4094273
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2784737	0.1184405	0.3747393
aou + phosphate_star	Atlantic	(26.75,27]	0.2403388	-0.0234648	0.4603754
aou + phosphate_star	Atlantic	(27,27.25]	-0.0353494	-0.3862378	0.1916135
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1496962	-0.4098647	0.1167714
aou + phosphate_star	Atlantic	(27.5,27.75]	0.0213744	-0.1361320	0.1374670
aou + phosphate_star	Atlantic	(27.75,27.85]	0.0254732	-0.0522120	0.1176259
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1211916	0.0417425	0.1762918
aou + phosphate_star	Atlantic	(27.95,28.05]	0.3658224	0.3016607	0.4625964
aou + phosphate_star	Atlantic	(28.05,28.1]	0.5779549	0.3385223	0.7579946
aou + phosphate_star	Atlantic	(28.1,28.15]	0.5925530	0.3056289	0.8166459
aou + phosphate_star	Atlantic	(28.15,28.2]	0.2185398	0.0807983	0.4096978
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7313381	0.5174944	0.8912367
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.4140225	0.3350789	0.5018415
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.1850209	0.1524030	0.2408940
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.1455172	0.0834079	0.2142218
aou + phosphate_star	Indo-Pacific	(26.75,27]	-0.0171810	-0.2093233	0.1654812
aou + phosphate_star	Indo-Pacific	(27,27.25]	-0.5189549	-0.6249997	-0.4552403
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7490827	-0.8036231	-0.7132117
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8061352	-0.8330483	-0.7873219
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5424730	-0.6144204	-0.4452999
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1638333	-0.2683040	-0.0806846
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.2487577	0.1683739	0.4040101
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.2177299	0.0516033	0.4941349
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3457436	-0.4266937	-0.2264783
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.8081839	-0.9073722	-0.6277033
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5077918	-0.9980202	0.4463396
nitrate + phosphate	Atlantic	(-Inf,26]	0.8756890	0.7586228	0.9521146
nitrate + phosphate	Atlantic	(26,26.5]	0.9855974	0.9760092	0.9929176
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9941859	0.9910455	0.9972704
nitrate + phosphate	Atlantic	(26.75,27]	0.9970182	0.9956869	0.9989672
nitrate + phosphate	Atlantic	(27,27.25]	0.9970479	0.9964408	0.9982564
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9970797	0.9959713	0.9978853
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9962792	0.9961746	0.9964206
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9920878	0.9913327	0.9927485
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9748449	0.9732624	0.9778885
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9700332	0.9639099	0.9737410
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9923089	0.9890754	0.9948536
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9920739	0.9874583	0.9960120
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9962305	0.9920872	0.9995161
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9964628	0.9927549	0.9984111
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9731503	0.9670720	0.9795682
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9789138	0.9775324	0.9811203
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9653594	0.9579169	0.9748369
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9584011	0.9499772	0.9722258
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9553150	0.9291468	0.9756020
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9529455	0.9161891	0.9777444
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9850807	0.9763336	0.9905232
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9986297	0.9976048	0.9991669
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9986892	0.9980142	0.9991009
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9987122	0.9981924	0.9991380
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9986613	0.9977721	0.9991516
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9976175	0.9963347	0.9983843
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9910994	0.9893313	0.9928741
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9838577	0.9522766	0.9997979
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.4674066	0.2559944	0.5862508
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4561715	0.2929372	0.5623542
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.4963038	0.4022613	0.5593178
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5530255	0.3975128	0.7026890
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4877665	0.2794432	0.6267144
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.6017095	0.4915771	0.6776603
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7126701	0.6295091	0.7719868
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7058569	0.6777981	0.7319766
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6667351	0.6398377	0.6939486
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.7198750	0.6220260	0.8083090
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9003332	0.8450053	0.9308274
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.8985686	0.8174959	0.9427792
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.7618699	0.7138634	0.8320245
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9374762	0.8692726	0.9732471
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6675944	0.6455115	0.6942425
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.4766070	0.4249370	0.5756825
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4172605	0.3402789	0.5037309
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.2592714	0.1363846	0.4021953
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.3121738	-0.3884645	-0.2509716
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6494938	-0.7002091	-0.6154257
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7525308	-0.7834100	-0.7150726
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4300585	-0.5289919	-0.3295778
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0151949	-0.0616962	0.1085142
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4452562	0.3899102	0.5385864
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4568287	0.3454069	0.6517415
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0476176	-0.1073002	0.0341663
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5952027	-0.7529308	-0.3550882
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2468395	-0.9915061	0.9855994
oxygen + aou	Atlantic	(-Inf,26]	-0.7050010	-0.7553361	-0.6671451
oxygen + aou	Atlantic	(26,26.5]	-0.9708822	-0.9789305	-0.9635475
oxygen + aou	Atlantic	(26.5,26.75]	-0.9795012	-0.9853594	-0.9727391
oxygen + aou	Atlantic	(26.75,27]	-0.9789729	-0.9830731	-0.9755093
oxygen + aou	Atlantic	(27,27.25]	-0.9704688	-0.9757426	-0.9665239
oxygen + aou	Atlantic	(27.25,27.5]	-0.9537530	-0.9626164	-0.9405216
oxygen + aou	Atlantic	(27.5,27.75]	-0.9238074	-0.9438625	-0.8989065
oxygen + aou	Atlantic	(27.75,27.85]	-0.9243678	-0.9355441	-0.9051477
oxygen + aou	Atlantic	(27.85,27.95]	-0.9345546	-0.9390395	-0.9313804
oxygen + aou	Atlantic	(27.95,28.05]	-0.9373578	-0.9771433	-0.9064910
oxygen + aou	Atlantic	(28.05,28.1]	-0.8932981	-0.9404325	-0.8651463
oxygen + aou	Atlantic	(28.1,28.15]	-0.8390074	-0.8812263	-0.7619376
oxygen + aou	Atlantic	(28.15,28.2]	-0.9396219	-0.9687954	-0.9206801
oxygen + aou	Atlantic	(28.2, Inf]	-0.9672030	-0.9876994	-0.9512253
oxygen + aou	Indo-Pacific	(-Inf,26]	-0.8127931	-0.8984326	-0.7566878
oxygen + aou	Indo-Pacific	(26,26.5]	-0.9700818	-0.9800134	-0.9592591
oxygen + aou	Indo-Pacific	(26.5,26.75]	-0.9757203	-0.9789134	-0.9699886
oxygen + aou	Indo-Pacific	(26.75,27]	-0.9834033	-0.9858274	-0.9791679
oxygen + aou	Indo-Pacific	(27,27.25]	-0.9907814	-0.9934228	-0.9884270
oxygen + aou	Indo-Pacific	(27.25,27.5]	-0.9943875	-0.9959462	-0.9931479
oxygen + aou	Indo-Pacific	(27.5,27.75]	-0.9955425	-0.9962352	-0.9945478
oxygen + aou	Indo-Pacific	(27.75,27.85]	-0.9954445	-0.9965282	-0.9936960
oxygen + aou	Indo-Pacific	(27.85,27.95]	-0.9948632	-0.9966140	-0.9929449
oxygen + aou	Indo-Pacific	(27.95,28.05]	-0.9949426	-0.9971126	-0.9931995
oxygen + aou	Indo-Pacific	(28.05,28.1]	-0.9947130	-0.9971058	-0.9927959
oxygen + aou	Indo-Pacific	(28.1,28.2]	-0.9939129	-0.9945351	-0.9932303
oxygen + aou	Indo-Pacific	(28.2,28.3]	-0.9886601	-0.9929043	-0.9810035
oxygen + aou	Indo-Pacific	(28.3, Inf]	-0.8400777	-0.9999533	-0.6727884
oxygen + nitrate	Atlantic	(-Inf,26]	-0.5209665	-0.5890079	-0.4253804
oxygen + nitrate	Atlantic	(26,26.5]	-0.9196652	-0.9406491	-0.8909624
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9044279	-0.9298235	-0.8669519
oxygen + nitrate	Atlantic	(26.75,27]	-0.8542974	-0.8874255	-0.7997243
oxygen + nitrate	Atlantic	(27,27.25]	-0.7033430	-0.7406215	-0.6299670
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4561861	-0.6204137	-0.3706032
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.4006303	-0.4861309	-0.3006039
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.4086052	-0.5115091	-0.2527402
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.5492405	-0.6031650	-0.5090846
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.6949421	-0.8499368	-0.6169965
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.5593791	-0.7727464	-0.3832616
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.4975179	-0.7232421	-0.3676841
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.5667350	-0.7001132	-0.4648204
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8452054	-0.9168547	-0.7338346
oxygen + nitrate	Indo-Pacific	(-Inf,26]	-0.6103465	-0.7714803	-0.5196117
oxygen + nitrate	Indo-Pacific	(26,26.5]	-0.8287065	-0.8653406	-0.7742058
oxygen + nitrate	Indo-Pacific	(26.5,26.75]	-0.8392902	-0.8504727	-0.8222727
oxygen + nitrate	Indo-Pacific	(26.75,27]	-0.8560809	-0.8888088	-0.8105385
oxygen + nitrate	Indo-Pacific	(27,27.25]	-0.9000780	-0.9336166	-0.8825140
oxygen + nitrate	Indo-Pacific	(27.25,27.5]	-0.9388091	-0.9592267	-0.9147302
oxygen + nitrate	Indo-Pacific	(27.5,27.75]	-0.9754785	-0.9838790	-0.9644920
oxygen + nitrate	Indo-Pacific	(27.75,27.85]	-0.9759683	-0.9837038	-0.9653564
oxygen + nitrate	Indo-Pacific	(27.85,27.95]	-0.9613756	-0.9762684	-0.9480475
oxygen + nitrate	Indo-Pacific	(27.95,28.05]	-0.9514495	-0.9744352	-0.9357280
oxygen + nitrate	Indo-Pacific	(28.05,28.1]	-0.9354159	-0.9656706	-0.9120549
oxygen + nitrate	Indo-Pacific	(28.1,28.2]	-0.9220988	-0.9449573	-0.9093748
oxygen + nitrate	Indo-Pacific	(28.2,28.3]	-0.9002425	-0.9229666	-0.8838737
oxygen + nitrate	Indo-Pacific	(28.3, Inf]	-0.4379666	-0.9974517	0.4982795
oxygen + phosphate	Atlantic	(-Inf,26]	-0.1885413	-0.4200100	-0.0181866
oxygen + phosphate	Atlantic	(26,26.5]	-0.8727961	-0.8998274	-0.8414149
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.8871410	-0.9121617	-0.8414526
oxygen + phosphate	Atlantic	(26.75,27]	-0.8483485	-0.8873711	-0.7911124
oxygen + phosphate	Atlantic	(27,27.25]	-0.7074792	-0.7428683	-0.6388712
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4725792	-0.6375104	-0.3804188
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4065505	-0.5063448	-0.3034404
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.3894008	-0.4851227	-0.2312209
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.4621663	-0.5093552	-0.4225144
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.6062696	-0.7215273	-0.5143456
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.5089675	-0.7328408	-0.3115745
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.4401785	-0.6755294	-0.3200239
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.5294616	-0.6873884	-0.4056024
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8451319	-0.9070841	-0.7388023
oxygen + phosphate	Indo-Pacific	(-Inf,26]	-0.5623186	-0.7649195	-0.4583115
oxygen + phosphate	Indo-Pacific	(26,26.5]	-0.8265971	-0.8720095	-0.7749932
oxygen + phosphate	Indo-Pacific	(26.5,26.75]	-0.8607936	-0.8755346	-0.8349725
oxygen + phosphate	Indo-Pacific	(26.75,27]	-0.8992595	-0.9223717	-0.8698021
oxygen + phosphate	Indo-Pacific	(27,27.25]	-0.9275578	-0.9530143	-0.9135953
oxygen + phosphate	Indo-Pacific	(27.25,27.5]	-0.9592715	-0.9737214	-0.9425264
oxygen + phosphate	Indo-Pacific	(27.5,27.75]	-0.9771924	-0.9844767	-0.9664346
oxygen + phosphate	Indo-Pacific	(27.75,27.85]	-0.9744724	-0.9827582	-0.9645992
oxygen + phosphate	Indo-Pacific	(27.85,27.95]	-0.9610914	-0.9773662	-0.9476574
oxygen + phosphate	Indo-Pacific	(27.95,28.05]	-0.9516806	-0.9760195	-0.9367648
oxygen + phosphate	Indo-Pacific	(28.05,28.1]	-0.9340904	-0.9673779	-0.9097981
oxygen + phosphate	Indo-Pacific	(28.1,28.2]	-0.9142753	-0.9428470	-0.8982215
oxygen + phosphate	Indo-Pacific	(28.2,28.3]	-0.8387438	-0.8596384	-0.8149090
oxygen + phosphate	Indo-Pacific	(28.3, Inf]	-0.3518320	-0.9978750	0.7391449
oxygen + phosphate_star	Atlantic	(-Inf,26]	0.4545388	0.2729910	0.6124327
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.0950710	-0.2248030	0.0225993
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.0964249	-0.1996980	0.0984183
oxygen + phosphate_star	Atlantic	(26.75,27]	-0.0568126	-0.2984923	0.2270789
oxygen + phosphate_star	Atlantic	(27,27.25]	0.2544591	0.0561114	0.5664340
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.4161395	0.1522036	0.6236301
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.3458553	0.2272795	0.4414754
oxygen + phosphate_star	Atlantic	(27.75,27.85]	0.3424871	0.2336585	0.4642119
oxygen + phosphate_star	Atlantic	(27.85,27.95]	0.2261168	0.1616505	0.3069720
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.0598069	-0.1420248	0.0556475
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.1734213	-0.5032899	0.1545198
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.1028821	-0.4680503	0.1835312
oxygen + phosphate_star	Atlantic	(28.15,28.2]	0.0873726	-0.1871956	0.2799133
oxygen + phosphate_star	Atlantic	(28.2, Inf]	-0.6267109	-0.7968148	-0.3219429
oxygen + phosphate_star	Indo-Pacific	(-Inf,26]	0.1306294	-0.1220341	0.2744145
oxygen + phosphate_star	Indo-Pacific	(26,26.5]	0.0479704	0.0301166	0.0789059
oxygen + phosphate_star	Indo-Pacific	(26.5,26.75]	0.0677912	0.0242614	0.1155078
oxygen + phosphate_star	Indo-Pacific	(26.75,27]	0.1849771	-0.0086251	0.3945798
oxygen + phosphate_star	Indo-Pacific	(27,27.25]	0.6217719	0.5665619	0.7307134
oxygen + phosphate_star	Indo-Pacific	(27.25,27.5]	0.8085980	0.7828013	0.8589974
oxygen + phosphate_star	Indo-Pacific	(27.5,27.75]	0.8512938	0.8386014	0.8749351
oxygen + phosphate_star	Indo-Pacific	(27.75,27.85]	0.6097398	0.5129286	0.6700819
oxygen + phosphate_star	Indo-Pacific	(27.85,27.95]	0.2519113	0.1713127	0.3706476
oxygen + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1575820	-0.3395610	-0.0645784
oxygen + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1254915	-0.4358401	0.0641364
oxygen + phosphate_star	Indo-Pacific	(28.1,28.2]	0.4218630	0.2896420	0.5034600
oxygen + phosphate_star	Indo-Pacific	(28.2,28.3]	0.8779225	0.7508791	0.9480020
oxygen + phosphate_star	Indo-Pacific	(28.3, Inf]	0.4139782	-0.7051480	0.9981814
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7826015	0.7583898	0.8101607
phosphate + phosphate_star	Atlantic	(26,26.5]	0.5653373	0.4602781	0.6273639
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5403987	0.4548934	0.5837324
phosphate + phosphate_star	Atlantic	(26.75,27]	0.5677949	0.4160468	0.7049108
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4865487	0.2721185	0.6266996
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5896602	0.4857049	0.6644341
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7119821	0.6374981	0.7737665
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7281962	0.6933144	0.7543867
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.7584401	0.7328960	0.7755235
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8262354	0.7878421	0.8632319
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9310374	0.8906648	0.9567771
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9312108	0.8725823	0.9677643
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.7927662	0.7639772	0.8421273
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9421649	0.8758941	0.9771256
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7368422	0.7247152	0.7531536
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.5179015	0.4630050	0.6045463
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4473155	0.3787904	0.5298721
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.2564678	0.1101607	0.3942448
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	-0.2900621	-0.3956016	-0.1825418
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6124387	-0.6854077	-0.5298901
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7219736	-0.7632579	-0.6705013
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4190977	-0.5212829	-0.3139386
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.0201904	-0.0546997	0.1175418
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4482122	0.3987454	0.5361672
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.4632074	0.3558453	0.6496321
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0238971	-0.0805333	0.0458541
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4922231	-0.6523367	-0.2291146
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.3040369	-0.9921325	0.9903145
sal + aou	Atlantic	(-Inf,26]	0.1273698	0.0599635	0.2281862
sal + aou	Atlantic	(26,26.5]	0.2119102	0.1203859	0.3180556
sal + aou	Atlantic	(26.5,26.75]	0.1926472	0.1172034	0.2782793
sal + aou	Atlantic	(26.75,27]	0.0824182	-0.1872836	0.2620835
sal + aou	Atlantic	(27,27.25]	0.1963737	-0.1010310	0.4452677
sal + aou	Atlantic	(27.25,27.5]	0.2449246	0.1345735	0.4643363
sal + aou	Atlantic	(27.5,27.75]	0.0595537	-0.0491788	0.2095694
sal + aou	Atlantic	(27.75,27.85]	0.0310969	-0.0947009	0.0958657
sal + aou	Atlantic	(27.85,27.95]	-0.1276647	-0.1921172	-0.0447570
sal + aou	Atlantic	(27.95,28.05]	-0.3312667	-0.4010708	-0.2392857
sal + aou	Atlantic	(28.05,28.1]	-0.5647483	-0.7431477	-0.3235079
sal + aou	Atlantic	(28.1,28.15]	-0.5532128	-0.7688440	-0.2362427
sal + aou	Atlantic	(28.15,28.2]	0.1135519	-0.0918738	0.2204442
sal + aou	Atlantic	(28.2, Inf]	-0.4337487	-0.7500910	0.0544181
sal + aou	Indo-Pacific	(-Inf,26]	0.1096847	0.0776650	0.1382819
sal + aou	Indo-Pacific	(26,26.5]	0.1652408	-0.0113597	0.3360686
sal + aou	Indo-Pacific	(26.5,26.75]	0.1778123	0.0278442	0.2690249
sal + aou	Indo-Pacific	(26.75,27]	0.1887789	-0.0086175	0.2924704
sal + aou	Indo-Pacific	(27,27.25]	0.4439137	0.3361861	0.4979273
sal + aou	Indo-Pacific	(27.25,27.5]	0.6306125	0.5946135	0.6508049
sal + aou	Indo-Pacific	(27.5,27.75]	0.5768290	0.5436363	0.6121200
sal + aou	Indo-Pacific	(27.75,27.85]	0.3886403	0.3271967	0.4388292
sal + aou	Indo-Pacific	(27.85,27.95]	0.1745962	0.0917580	0.2982587
sal + aou	Indo-Pacific	(27.95,28.05]	-0.1495065	-0.3022447	-0.0243274
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0584774	-0.3384121	0.1341703
sal + aou	Indo-Pacific	(28.1,28.2]	0.4834653	0.3544421	0.6004663
sal + aou	Indo-Pacific	(28.2,28.3]	0.8976725	0.8781867	0.9344334
sal + aou	Indo-Pacific	(28.3, Inf]	0.5059389	-0.2550545	0.9234779
sal + nitrate	Atlantic	(-Inf,26]	0.0199211	-0.1199898	0.1588995
sal + nitrate	Atlantic	(26,26.5]	0.1002412	-0.0323240	0.2746683
sal + nitrate	Atlantic	(26.5,26.75]	0.0261247	-0.0765841	0.1046934
sal + nitrate	Atlantic	(26.75,27]	-0.1789293	-0.4253033	-0.0205615
sal + nitrate	Atlantic	(27,27.25]	-0.2568574	-0.5093323	-0.1262801
sal + nitrate	Atlantic	(27.25,27.5]	-0.4405642	-0.6221932	-0.3220646
sal + nitrate	Atlantic	(27.5,27.75]	-0.5858447	-0.7134297	-0.4721743
sal + nitrate	Atlantic	(27.75,27.85]	-0.5822269	-0.6318227	-0.5168951
sal + nitrate	Atlantic	(27.85,27.95]	-0.6315056	-0.6756117	-0.6012321
sal + nitrate	Atlantic	(27.95,28.05]	-0.6456154	-0.7465765	-0.5213445
sal + nitrate	Atlantic	(28.05,28.1]	-0.8547328	-0.8916931	-0.7906782
sal + nitrate	Atlantic	(28.1,28.15]	-0.8355169	-0.9126621	-0.7195928
sal + nitrate	Atlantic	(28.15,28.2]	-0.4701374	-0.5902733	-0.3915339
sal + nitrate	Atlantic	(28.2, Inf]	-0.7436031	-0.8880271	-0.4616676
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.0959799	-0.1790524	-0.0108856
sal + nitrate	Indo-Pacific	(26,26.5]	-0.1229764	-0.3581556	0.0824522
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.0934299	-0.2765349	0.0066688
sal + nitrate	Indo-Pacific	(26.75,27]	-0.0580132	-0.2266998	0.0565127
sal + nitrate	Indo-Pacific	(27,27.25]	0.2442754	0.1720575	0.2915701
sal + nitrate	Indo-Pacific	(27.25,27.5]	0.5212784	0.5036129	0.5333072
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.5170706	0.5033330	0.5324991
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3056961	0.2493124	0.3360379
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.0377338	-0.0531119	0.1338771
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.3171119	-0.4047347	-0.2339140
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2839020	-0.4784276	-0.1504699
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.2372579	0.1374252	0.3519662
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.7554255	0.7018852	0.7990167
sal + nitrate	Indo-Pacific	(28.3, Inf]	-0.2293329	-0.8801146	0.8266618
sal + oxygen	Atlantic	(-Inf,26]	-0.4755137	-0.6572459	-0.2824101
sal + oxygen	Atlantic	(26,26.5]	-0.4271441	-0.5305136	-0.3689672
sal + oxygen	Atlantic	(26.5,26.75]	-0.3753859	-0.4831809	-0.2786007
sal + oxygen	Atlantic	(26.75,27]	-0.2705610	-0.4604430	0.0142565
sal + oxygen	Atlantic	(27,27.25]	-0.4112165	-0.6225949	-0.1487709
sal + oxygen	Atlantic	(27.25,27.5]	-0.5066268	-0.6729089	-0.4007731
sal + oxygen	Atlantic	(27.5,27.75]	-0.4118852	-0.4977654	-0.3664285
sal + oxygen	Atlantic	(27.75,27.85]	-0.3791927	-0.4741494	-0.2442172
sal + oxygen	Atlantic	(27.85,27.95]	-0.2089379	-0.2923507	-0.1511558
sal + oxygen	Atlantic	(27.95,28.05]	0.0280949	-0.1345843	0.2149551
sal + oxygen	Atlantic	(28.05,28.1]	0.1570523	-0.1697206	0.4811289
sal + oxygen	Atlantic	(28.1,28.15]	0.0484003	-0.2610711	0.3871028
sal + oxygen	Atlantic	(28.15,28.2]	-0.4100999	-0.5553473	-0.1458003
sal + oxygen	Atlantic	(28.2, Inf]	0.3237647	-0.2489493	0.6334828
sal + oxygen	Indo-Pacific	(-Inf,26]	-0.4822200	-0.5295125	-0.4021502
sal + oxygen	Indo-Pacific	(26,26.5]	-0.3858402	-0.5063427	-0.2618370
sal + oxygen	Indo-Pacific	(26.5,26.75]	-0.3793269	-0.4539233	-0.2647373
sal + oxygen	Indo-Pacific	(26.75,27]	-0.3477655	-0.4477575	-0.1515940
sal + oxygen	Indo-Pacific	(27,27.25]	-0.5457611	-0.6054690	-0.4303148
sal + oxygen	Indo-Pacific	(27.25,27.5]	-0.6937350	-0.7168987	-0.6499152
sal + oxygen	Indo-Pacific	(27.5,27.75]	-0.6291163	-0.6730909	-0.5884481
sal + oxygen	Indo-Pacific	(27.75,27.85]	-0.4620053	-0.5254597	-0.3957635
sal + oxygen	Indo-Pacific	(27.85,27.95]	-0.2583008	-0.3966600	-0.1768619
sal + oxygen	Indo-Pacific	(27.95,28.05]	0.0628531	-0.0814443	0.2427062
sal + oxygen	Indo-Pacific	(28.05,28.1]	-0.0343080	-0.2442703	0.2726712
sal + oxygen	Indo-Pacific	(28.1,28.2]	-0.5441859	-0.6669986	-0.4027134
sal + oxygen	Indo-Pacific	(28.2,28.3]	-0.9395217	-0.9615306	-0.9092100
sal + oxygen	Indo-Pacific	(28.3, Inf]	-0.4646128	-0.9862854	0.4424902
sal + phosphate	Atlantic	(-Inf,26]	-0.2768346	-0.4180510	-0.0693507
sal + phosphate	Atlantic	(26,26.5]	-0.0271632	-0.1516677	0.0939719
sal + phosphate	Atlantic	(26.5,26.75]	-0.0449638	-0.1167115	0.0054692
sal + phosphate	Atlantic	(26.75,27]	-0.2168983	-0.4393530	-0.0804197
sal + phosphate	Atlantic	(27,27.25]	-0.2748553	-0.5193785	-0.1473488
sal + phosphate	Atlantic	(27.25,27.5]	-0.4337780	-0.6031762	-0.3292205
sal + phosphate	Atlantic	(27.5,27.75]	-0.5772565	-0.7028234	-0.4813968
sal + phosphate	Atlantic	(27.75,27.85]	-0.5876082	-0.6389823	-0.5200208
sal + phosphate	Atlantic	(27.85,27.95]	-0.7072760	-0.7360566	-0.6778866
sal + phosphate	Atlantic	(27.95,28.05]	-0.7032648	-0.8455921	-0.4458575
sal + phosphate	Atlantic	(28.05,28.1]	-0.8989540	-0.9227255	-0.8556362
sal + phosphate	Atlantic	(28.1,28.15]	-0.8869103	-0.9385690	-0.8046196
sal + phosphate	Atlantic	(28.15,28.2]	-0.5129549	-0.6056423	-0.4369877
sal + phosphate	Atlantic	(28.2, Inf]	-0.7415515	-0.8936674	-0.4450127
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.1677546	-0.2582735	-0.0166945
sal + phosphate	Indo-Pacific	(26,26.5]	-0.1419899	-0.3661824	0.0708379
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.1016728	-0.2860310	-0.0000755
sal + phosphate	Indo-Pacific	(26.75,27]	-0.0260615	-0.1945360	0.0690274
sal + phosphate	Indo-Pacific	(27,27.25]	0.2591857	0.1962814	0.3045078
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.5244629	0.5020449	0.5510409
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.5102765	0.4980408	0.5171494
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.3135717	0.2481508	0.3532857
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.0447336	-0.0570335	0.1510982
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.3190956	-0.4054613	-0.2248630
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.2842940	-0.4740071	-0.1442513
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2204250	0.1360875	0.3293336
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6733625	0.6032120	0.7317445
sal + phosphate	Indo-Pacific	(28.3, Inf]	-0.3008386	-0.8943118	0.8319719
sal + phosphate_star	Atlantic	(-Inf,26]	-0.5368070	-0.7425031	-0.2763486
sal + phosphate_star	Atlantic	(26,26.5]	-0.7805499	-0.8215856	-0.7349533
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7873313	-0.8399096	-0.7088167
sal + phosphate_star	Atlantic	(26.75,27]	-0.8453964	-0.8929686	-0.7556676
sal + phosphate_star	Atlantic	(27,27.25]	-0.8955575	-0.9477979	-0.8022844
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9128921	-0.9623254	-0.8620451
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9125683	-0.9325574	-0.8939898
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8836131	-0.9016414	-0.8602035
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9316314	-0.9484736	-0.9151584
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8635452	-0.9819285	-0.6299706
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9700882	-0.9785523	-0.9608600
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9743155	-0.9860267	-0.9674584
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9078194	-0.9274024	-0.8828321
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9098057	-0.9632822	-0.8034142
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5909330	-0.6808475	-0.4506447
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8437175	-0.9091116	-0.7722215
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8684088	-0.9276254	-0.8355139
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8423139	-0.8642024	-0.8138373
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8623698	-0.8935293	-0.8253375
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8559702	-0.8845890	-0.8162678
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7943072	-0.8472016	-0.7454971
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7717787	-0.7839682	-0.7481983
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7927632	-0.8107817	-0.7665719
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8545263	-0.8992774	-0.8108087
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8999054	-0.9371506	-0.8657220
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.8596283	-0.9064266	-0.8163702
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9254696	-0.9499058	-0.9044804
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9330730	-0.9879724	-0.8635454
sal + temp	Atlantic	(-Inf,26]	0.4044358	0.1631948	0.5916415
sal + temp	Atlantic	(26,26.5]	0.9698533	0.9604355	0.9772896
sal + temp	Atlantic	(26.5,26.75]	0.9798513	0.9782366	0.9815669
sal + temp	Atlantic	(26.75,27]	0.9731832	0.9611812	0.9804280
sal + temp	Atlantic	(27,27.25]	0.9704920	0.9622061	0.9767194
sal + temp	Atlantic	(27.25,27.5]	0.9637893	0.9620901	0.9656235
sal + temp	Atlantic	(27.5,27.75]	0.9501872	0.9404881	0.9553952
sal + temp	Atlantic	(27.75,27.85]	0.9449389	0.9361285	0.9538689
sal + temp	Atlantic	(27.85,27.95]	0.9366106	0.9329113	0.9427073
sal + temp	Atlantic	(27.95,28.05]	0.9244334	0.9170960	0.9376822
sal + temp	Atlantic	(28.05,28.1]	0.9728600	0.9701781	0.9781926
sal + temp	Atlantic	(28.1,28.15]	0.9775797	0.9751292	0.9815011
sal + temp	Atlantic	(28.15,28.2]	0.8975207	0.8575009	0.9234827
sal + temp	Atlantic	(28.2, Inf]	0.2306622	0.0145434	0.6050786
sal + temp	Indo-Pacific	(-Inf,26]	0.5433303	0.4818835	0.6107638
sal + temp	Indo-Pacific	(26,26.5]	0.9646178	0.9577897	0.9710745
sal + temp	Indo-Pacific	(26.5,26.75]	0.9758650	0.9673299	0.9845753
sal + temp	Indo-Pacific	(26.75,27]	0.9518486	0.9230011	0.9692828
sal + temp	Indo-Pacific	(27,27.25]	0.9280529	0.9175001	0.9458514
sal + temp	Indo-Pacific	(27.25,27.5]	0.8960992	0.8608407	0.9223115
sal + temp	Indo-Pacific	(27.5,27.75]	0.8114525	0.7483581	0.8717741
sal + temp	Indo-Pacific	(27.75,27.85]	0.8836037	0.8554713	0.9122840
sal + temp	Indo-Pacific	(27.85,27.95]	0.8390273	0.7981245	0.8876062
sal + temp	Indo-Pacific	(27.95,28.05]	0.7655265	0.6361183	0.8477471
sal + temp	Indo-Pacific	(28.05,28.1]	0.7823868	0.6321591	0.8576406
sal + temp	Indo-Pacific	(28.1,28.2]	0.7175148	0.5531668	0.8393501
sal + temp	Indo-Pacific	(28.2,28.3]	0.8671953	0.7540367	0.9336462
sal + temp	Indo-Pacific	(28.3, Inf]	0.2524323	-0.2367702	0.8508714
temp + aou	Atlantic	(-Inf,26]	-0.2015406	-0.3065423	-0.0825700
temp + aou	Atlantic	(26,26.5]	0.1734827	0.0922806	0.3018043
temp + aou	Atlantic	(26.5,26.75]	0.2056948	0.1394500	0.2741964
temp + aou	Atlantic	(26.75,27]	0.1046299	-0.1296039	0.2724858
temp + aou	Atlantic	(27,27.25]	0.2264788	-0.0459502	0.4782135
temp + aou	Atlantic	(27.25,27.5]	0.3063768	0.1564671	0.5330165
temp + aou	Atlantic	(27.5,27.75]	0.1374329	0.0269616	0.3120407
temp + aou	Atlantic	(27.75,27.85]	0.1051358	-0.0166383	0.2064618
temp + aou	Atlantic	(27.85,27.95]	-0.0233409	-0.0877779	0.0478629
temp + aou	Atlantic	(27.95,28.05]	-0.3673552	-0.4304488	-0.3190479
temp + aou	Atlantic	(28.05,28.1]	-0.4450960	-0.6634995	-0.1500857
temp + aou	Atlantic	(28.1,28.15]	-0.4482473	-0.7015032	-0.0688720
temp + aou	Atlantic	(28.15,28.2]	0.3192943	0.2665356	0.3579926
temp + aou	Atlantic	(28.2, Inf]	0.0498346	-0.1918128	0.3053719
temp + aou	Indo-Pacific	(-Inf,26]	-0.2914774	-0.3175502	-0.2490963
temp + aou	Indo-Pacific	(26,26.5]	0.1781755	0.0236925	0.3402872
temp + aou	Indo-Pacific	(26.5,26.75]	0.2017860	0.0647796	0.2905546
temp + aou	Indo-Pacific	(26.75,27]	0.1849379	-0.0179562	0.3158076
temp + aou	Indo-Pacific	(27,27.25]	0.4448773	0.3381985	0.5309035
temp + aou	Indo-Pacific	(27.25,27.5]	0.6251779	0.5296683	0.6781464
temp + aou	Indo-Pacific	(27.5,27.75]	0.6681591	0.6019850	0.7149129
temp + aou	Indo-Pacific	(27.75,27.85]	0.5432279	0.4720259	0.5814630
temp + aou	Indo-Pacific	(27.85,27.95]	0.4289172	0.3582752	0.4934562
temp + aou	Indo-Pacific	(27.95,28.05]	0.3001558	0.2907298	0.3146719
temp + aou	Indo-Pacific	(28.05,28.1]	0.4662716	0.4082239	0.5258724
temp + aou	Indo-Pacific	(28.1,28.2]	0.8007128	0.7745630	0.8182967
temp + aou	Indo-Pacific	(28.2,28.3]	0.7013855	0.3940432	0.8708632
temp + aou	Indo-Pacific	(28.3, Inf]	-0.1849789	-0.9621950	0.9986532
temp + nitrate	Atlantic	(-Inf,26]	-0.3608145	-0.4689487	-0.2116662
temp + nitrate	Atlantic	(26,26.5]	0.0504634	-0.0732331	0.2452321
temp + nitrate	Atlantic	(26.5,26.75]	0.0310641	-0.0568354	0.1060587
temp + nitrate	Atlantic	(26.75,27]	-0.1677181	-0.3793678	-0.0380652
temp + nitrate	Atlantic	(27,27.25]	-0.2455188	-0.4667601	-0.1112217
temp + nitrate	Atlantic	(27.25,27.5]	-0.3998296	-0.5455977	-0.2806884
temp + nitrate	Atlantic	(27.5,27.75]	-0.5522278	-0.6493671	-0.4275963
temp + nitrate	Atlantic	(27.75,27.85]	-0.5774418	-0.6046860	-0.5340878
temp + nitrate	Atlantic	(27.85,27.95]	-0.5827483	-0.6363506	-0.5526194
temp + nitrate	Atlantic	(27.95,28.05]	-0.7134428	-0.7400372	-0.6981076
temp + nitrate	Atlantic	(28.05,28.1]	-0.8025002	-0.8511463	-0.7070349
temp + nitrate	Atlantic	(28.1,28.15]	-0.7652630	-0.8671288	-0.6041255
temp + nitrate	Atlantic	(28.15,28.2]	-0.2113676	-0.3089505	-0.1553194
temp + nitrate	Atlantic	(28.2, Inf]	-0.0053650	-0.3132639	0.2612354
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5104210	-0.5238057	-0.4879376
temp + nitrate	Indo-Pacific	(26,26.5]	-0.1284288	-0.3382632	0.0670416
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.0915385	-0.2504006	0.0050886
temp + nitrate	Indo-Pacific	(26.75,27]	-0.1063791	-0.2665858	-0.0131950
temp + nitrate	Indo-Pacific	(27,27.25]	0.2043549	0.1348537	0.2631250
temp + nitrate	Indo-Pacific	(27.25,27.5]	0.4812326	0.3936743	0.5326719
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.5977123	0.5476363	0.6322415
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.4564033	0.3873387	0.5092392
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.2893668	0.2070955	0.3332321
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.1146620	0.0863499	0.1648486
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.2527764	0.2267448	0.2681950
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6592740	0.5918629	0.7298709
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.5110597	0.1722443	0.7190115
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.5195512	-0.3389245	0.9964279
temp + oxygen	Atlantic	(-Inf,26]	-0.5342613	-0.6531180	-0.3821417
temp + oxygen	Atlantic	(26,26.5]	-0.3998852	-0.5226285	-0.3241778
temp + oxygen	Atlantic	(26.5,26.75]	-0.3945956	-0.4877433	-0.3050383
temp + oxygen	Atlantic	(26.75,27]	-0.2999446	-0.4762905	-0.0531896
temp + oxygen	Atlantic	(27,27.25]	-0.4489349	-0.6582614	-0.2111244
temp + oxygen	Atlantic	(27.25,27.5]	-0.5730618	-0.7416357	-0.4319290
temp + oxygen	Atlantic	(27.5,27.75]	-0.5013682	-0.6075742	-0.3948041
temp + oxygen	Atlantic	(27.75,27.85]	-0.4712502	-0.6020172	-0.3446788
temp + oxygen	Atlantic	(27.85,27.95]	-0.3327011	-0.4029743	-0.2802314
temp + oxygen	Atlantic	(27.95,28.05]	0.0338251	-0.0717574	0.2289235
temp + oxygen	Atlantic	(28.05,28.1]	0.0148917	-0.3485735	0.3697057
temp + oxygen	Atlantic	(28.1,28.15]	-0.0786189	-0.4247684	0.2813866
temp + oxygen	Atlantic	(28.15,28.2]	-0.6184579	-0.6773099	-0.5565674
temp + oxygen	Atlantic	(28.2, Inf]	-0.2878170	-0.5516080	-0.1202628
temp + oxygen	Indo-Pacific	(-Inf,26]	-0.3010506	-0.3990647	-0.1261664
temp + oxygen	Indo-Pacific	(26,26.5]	-0.4081093	-0.5195964	-0.3043656
temp + oxygen	Indo-Pacific	(26.5,26.75]	-0.4094635	-0.4818027	-0.3049270
temp + oxygen	Indo-Pacific	(26.75,27]	-0.3561081	-0.5007248	-0.1495630
temp + oxygen	Indo-Pacific	(27,27.25]	-0.5595007	-0.6527405	-0.4434043
temp + oxygen	Indo-Pacific	(27.25,27.5]	-0.7024439	-0.7538206	-0.6036655
temp + oxygen	Indo-Pacific	(27.5,27.75]	-0.7344191	-0.7837449	-0.6688028
temp + oxygen	Indo-Pacific	(27.75,27.85]	-0.6196334	-0.6689070	-0.5478161
temp + oxygen	Indo-Pacific	(27.85,27.95]	-0.5166517	-0.5930424	-0.4493929
temp + oxygen	Indo-Pacific	(27.95,28.05]	-0.3929261	-0.4229750	-0.3624883
temp + oxygen	Indo-Pacific	(28.05,28.1]	-0.5524301	-0.6239528	-0.4764128
temp + oxygen	Indo-Pacific	(28.1,28.2]	-0.8617132	-0.8762961	-0.8427049
temp + oxygen	Indo-Pacific	(28.2,28.3]	-0.7962883	-0.9231165	-0.5648479
temp + oxygen	Indo-Pacific	(28.3, Inf]	-0.1600260	-0.9991073	0.4458624
temp + phosphate	Atlantic	(-Inf,26]	-0.5883484	-0.6124497	-0.5760473
temp + phosphate	Atlantic	(26,26.5]	-0.0707280	-0.1859510	0.0707710
temp + phosphate	Atlantic	(26.5,26.75]	-0.0381718	-0.0971398	0.0135891
temp + phosphate	Atlantic	(26.75,27]	-0.2037083	-0.3913667	-0.0942783
temp + phosphate	Atlantic	(27,27.25]	-0.2602781	-0.4760899	-0.1205800
temp + phosphate	Atlantic	(27.25,27.5]	-0.3911947	-0.5264081	-0.2819966
temp + phosphate	Atlantic	(27.5,27.75]	-0.5446578	-0.6403248	-0.4332237
temp + phosphate	Atlantic	(27.75,27.85]	-0.5862857	-0.6146348	-0.5372686
temp + phosphate	Atlantic	(27.85,27.95]	-0.6458912	-0.6873649	-0.6222913
temp + phosphate	Atlantic	(27.95,28.05]	-0.7399172	-0.7862693	-0.6475541
temp + phosphate	Atlantic	(28.05,28.1]	-0.8441630	-0.8840242	-0.7705314
temp + phosphate	Atlantic	(28.1,28.15]	-0.8224801	-0.8959251	-0.6975798
temp + phosphate	Atlantic	(28.15,28.2]	-0.2637263	-0.3874585	-0.1778089
temp + phosphate	Atlantic	(28.2, Inf]	-0.0347843	-0.3873119	0.2392207
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5117317	-0.5514639	-0.4559629
temp + phosphate	Indo-Pacific	(26,26.5]	-0.1457947	-0.3459677	0.0585030
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.0930973	-0.2576770	0.0060982
temp + phosphate	Indo-Pacific	(26.75,27]	-0.0570729	-0.2214150	0.0339778
temp + phosphate	Indo-Pacific	(27,27.25]	0.2336580	0.1688028	0.3109249
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.4970732	0.4223686	0.5599608
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.6010775	0.5507458	0.6275727
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.4559168	0.3791133	0.5108660
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.2898752	0.1991695	0.3386585
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.1148374	0.0763084	0.1698709
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.2459789	0.2137494	0.2684948
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6386447	0.5640152	0.7182749
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4113967	0.0551937	0.6179204
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4658930	-0.3246181	0.9964749
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8748865	-0.8936178	-0.8459397
temp + phosphate_star	Atlantic	(26,26.5]	-0.8251060	-0.8611368	-0.7953470
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8072436	-0.8609022	-0.7421596
temp + phosphate_star	Atlantic	(26.75,27]	-0.8636846	-0.9078634	-0.7912113
temp + phosphate_star	Atlantic	(27,27.25]	-0.9226919	-0.9558185	-0.8597306
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9335044	-0.9737188	-0.8874459
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9486394	-0.9581922	-0.9393530
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9509990	-0.9657498	-0.9413510
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9547125	-0.9559222	-0.9531956
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9033419	-0.9514740	-0.8380966
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9704576	-0.9787302	-0.9647004
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9569041	-0.9766084	-0.9427983
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.7503819	-0.8456721	-0.6537481
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.1997959	-0.6302186	0.0647018
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8670694	-0.8831842	-0.8358979
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8847086	-0.9307497	-0.8214093
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9050893	-0.9380533	-0.8742400
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9290200	-0.9453905	-0.9127214
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9555517	-0.9655772	-0.9413193
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9448837	-0.9554634	-0.9242001
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9197876	-0.9326102	-0.8945625
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9083098	-0.9168423	-0.8950614
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8663873	-0.8894436	-0.8351925
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7811656	-0.8497297	-0.6716322
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6857142	-0.7911994	-0.4758094
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6908431	-0.7849964	-0.5333967
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.9473792	-0.9845215	-0.8857495
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2973548	-0.9977617	0.3841557

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.1724282	0.1318629	0.2235121
aou	Atlantic	(26,26.5]	-0.1600698	-0.2378315	-0.0974068
aou	Atlantic	(26.5,26.75]	-0.2948405	-0.4215577	-0.1820416
aou	Atlantic	(26.75,27]	-0.5026164	-0.5983359	-0.4019608
aou	Atlantic	(27,27.25]	-0.4998868	-0.7010537	-0.2627465
aou	Atlantic	(27.25,27.5]	-0.5435593	-0.7518434	-0.4299484
aou	Atlantic	(27.5,27.75]	-0.7338286	-0.8146853	-0.6925325
aou	Atlantic	(27.75,27.85]	-0.7551980	-0.8327038	-0.6484804
aou	Atlantic	(27.85,27.95]	-0.7624451	-0.7942501	-0.7285837
aou	Atlantic	(27.95,28.05]	-0.8838957	-0.9406283	-0.8397055
aou	Atlantic	(28.05,28.1]	-0.7660548	-0.8420621	-0.6568739
aou	Atlantic	(28.1,28.15]	-0.7939579	-0.8816741	-0.7012487
aou	Atlantic	(28.15,28.2]	-0.7196964	-0.8090993	-0.5805323
aou	Atlantic	(28.2, Inf]	-0.9100180	-0.9450979	-0.8694246
aou	Indo-Pacific	(-Inf,26]	0.3046339	0.2178536	0.4173707
aou	Indo-Pacific	(26,26.5]	-0.1752908	-0.2930495	-0.0832074
aou	Indo-Pacific	(26.5,26.75]	-0.4407076	-0.5246589	-0.3877453
aou	Indo-Pacific	(26.75,27]	-0.5488226	-0.6460953	-0.4403582
aou	Indo-Pacific	(27,27.25]	-0.4378797	-0.5771772	-0.2075496
aou	Indo-Pacific	(27.25,27.5]	-0.1628046	-0.3917503	0.2328381
aou	Indo-Pacific	(27.5,27.75]	0.3422010	0.1207562	0.5174037
aou	Indo-Pacific	(27.75,27.85]	0.5521183	0.3992420	0.6535167
aou	Indo-Pacific	(27.85,27.95]	0.6073552	0.5457691	0.6538658
aou	Indo-Pacific	(27.95,28.05]	0.6646802	0.6022711	0.7349391
aou	Indo-Pacific	(28.05,28.1]	0.4874032	0.4754833	0.5023334
aou	Indo-Pacific	(28.1,28.2]	0.4047900	0.3085128	0.5306177
aou	Indo-Pacific	(28.2,28.3]	-0.0026404	-0.3632740	0.6886460
aou	Indo-Pacific	(28.3, Inf]	0.4796063	-0.5045515	0.9995312
nitrate	Atlantic	(-Inf,26]	0.1813047	0.0599405	0.2893226
nitrate	Atlantic	(26,26.5]	-0.2399472	-0.3044213	-0.2007490
nitrate	Atlantic	(26.5,26.75]	-0.4552614	-0.5378892	-0.3460806
nitrate	Atlantic	(26.75,27]	-0.7030147	-0.7518378	-0.6739210
nitrate	Atlantic	(27,27.25]	-0.8298904	-0.9168045	-0.7498105
nitrate	Atlantic	(27.25,27.5]	-0.9372688	-0.9637379	-0.9117538
nitrate	Atlantic	(27.5,27.75]	-0.9590535	-0.9639040	-0.9542524
nitrate	Atlantic	(27.75,27.85]	-0.9248440	-0.9519236	-0.9086080
nitrate	Atlantic	(27.85,27.95]	-0.8362999	-0.8465124	-0.8235087
nitrate	Atlantic	(27.95,28.05]	-0.9005174	-0.9129292	-0.8801041
nitrate	Atlantic	(28.05,28.1]	-0.9457454	-0.9527268	-0.9367305
nitrate	Atlantic	(28.1,28.15]	-0.9684006	-0.9759712	-0.9565950
nitrate	Atlantic	(28.15,28.2]	-0.9874402	-0.9963512	-0.9755522
nitrate	Atlantic	(28.2, Inf]	-0.9874015	-0.9948907	-0.9769308
nitrate	Indo-Pacific	(-Inf,26]	0.3567362	0.2781875	0.4645333
nitrate	Indo-Pacific	(26,26.5]	-0.3679048	-0.5126590	-0.2785187
nitrate	Indo-Pacific	(26.5,26.75]	-0.6295205	-0.7215835	-0.5686551
nitrate	Indo-Pacific	(26.75,27]	-0.6933729	-0.7635263	-0.6098918
nitrate	Indo-Pacific	(27,27.25]	-0.5669226	-0.6647785	-0.3783747
nitrate	Indo-Pacific	(27.25,27.5]	-0.1482880	-0.3369810	0.2231605
nitrate	Indo-Pacific	(27.5,27.75]	0.4021153	0.1972537	0.5791132
nitrate	Indo-Pacific	(27.75,27.85]	0.5658405	0.4247841	0.6675961
nitrate	Indo-Pacific	(27.85,27.95]	0.5858174	0.5547277	0.6166436
nitrate	Indo-Pacific	(27.95,28.05]	0.6024059	0.5082133	0.7275985
nitrate	Indo-Pacific	(28.05,28.1]	0.3472101	0.2856806	0.4214444
nitrate	Indo-Pacific	(28.1,28.2]	0.2114246	0.1473369	0.2584024
nitrate	Indo-Pacific	(28.2,28.3]	-0.2479372	-0.6093948	0.4688059
nitrate	Indo-Pacific	(28.3, Inf]	-0.3022072	-0.9985229	0.9595972
oxygen	Atlantic	(-Inf,26]	0.1594218	0.1149714	0.2059792
oxygen	Atlantic	(26,26.5]	0.1671399	0.0537457	0.2356421
oxygen	Atlantic	(26.5,26.75]	0.2703333	0.1453277	0.4648463
oxygen	Atlantic	(26.75,27]	0.4366136	0.2953201	0.5800789
oxygen	Atlantic	(27,27.25]	0.3493396	0.1044297	0.5882240
oxygen	Atlantic	(27.25,27.5]	0.3286848	0.1473364	0.5914985
oxygen	Atlantic	(27.5,27.75]	0.4607189	0.3473169	0.5765973
oxygen	Atlantic	(27.75,27.85]	0.5084029	0.3008316	0.6461195
oxygen	Atlantic	(27.85,27.95]	0.5983530	0.5424517	0.6415548
oxygen	Atlantic	(27.95,28.05]	0.7506097	0.6528293	0.9046955
oxygen	Atlantic	(28.05,28.1]	0.4683910	0.2882304	0.6517263
oxygen	Atlantic	(28.1,28.15]	0.4412760	0.3274660	0.6369135
oxygen	Atlantic	(28.15,28.2]	0.4983357	0.2879564	0.6587372
oxygen	Atlantic	(28.2, Inf]	0.8298868	0.7357584	0.8895113
oxygen	Indo-Pacific	(-Inf,26]	0.0616036	-0.1260043	0.1573445
oxygen	Indo-Pacific	(26,26.5]	0.0687668	-0.0063945	0.1472784
oxygen	Indo-Pacific	(26.5,26.75]	0.2928500	0.2454097	0.3530559
oxygen	Indo-Pacific	(26.75,27]	0.4350683	0.3211096	0.5501277
oxygen	Indo-Pacific	(27,27.25]	0.3541095	0.1015077	0.5178578
oxygen	Indo-Pacific	(27.25,27.5]	0.1643849	-0.2605713	0.4166097
oxygen	Indo-Pacific	(27.5,27.75]	-0.2813015	-0.4685635	-0.0470477
oxygen	Indo-Pacific	(27.75,27.85]	-0.4983344	-0.6028198	-0.3364416
oxygen	Indo-Pacific	(27.85,27.95]	-0.5721084	-0.6266430	-0.4967166
oxygen	Indo-Pacific	(27.95,28.05]	-0.6623344	-0.7101511	-0.6155177
oxygen	Indo-Pacific	(28.05,28.1]	-0.5124747	-0.5473425	-0.4933974
oxygen	Indo-Pacific	(28.1,28.2]	-0.4333961	-0.5867702	-0.3200036
oxygen	Indo-Pacific	(28.2,28.3]	-0.1031388	-0.7594053	0.2738865
oxygen	Indo-Pacific	(28.3, Inf]	-0.3419830	-0.9448410	0.7822368
phosphate	Atlantic	(-Inf,26]	0.2059352	0.0572575	0.3448449
phosphate	Atlantic	(26,26.5]	-0.1803840	-0.2443846	-0.1172143
phosphate	Atlantic	(26.5,26.75]	-0.4155129	-0.4705531	-0.3155084
phosphate	Atlantic	(26.75,27]	-0.6778062	-0.7105170	-0.6577470
phosphate	Atlantic	(27,27.25]	-0.8157786	-0.9002640	-0.7306865
phosphate	Atlantic	(27.25,27.5]	-0.9332948	-0.9605611	-0.9093976
phosphate	Atlantic	(27.5,27.75]	-0.9572500	-0.9675424	-0.9424157
phosphate	Atlantic	(27.75,27.85]	-0.8919139	-0.9242950	-0.8663202
phosphate	Atlantic	(27.85,27.95]	-0.7531379	-0.7788023	-0.7172158
phosphate	Atlantic	(27.95,28.05]	-0.7956766	-0.8082721	-0.7840940
phosphate	Atlantic	(28.05,28.1]	-0.9337021	-0.9548003	-0.9085761
phosphate	Atlantic	(28.1,28.15]	-0.9537774	-0.9699778	-0.9418937
phosphate	Atlantic	(28.15,28.2]	-0.9851304	-0.9963007	-0.9747187
phosphate	Atlantic	(28.2, Inf]	-0.9941994	-0.9946360	-0.9938798
phosphate	Indo-Pacific	(-Inf,26]	0.3312413	0.2591953	0.4289564
phosphate	Indo-Pacific	(26,26.5]	-0.3584073	-0.4970547	-0.2723389
phosphate	Indo-Pacific	(26.5,26.75]	-0.6160587	-0.7134611	-0.5518628
phosphate	Indo-Pacific	(26.75,27]	-0.6896620	-0.7602493	-0.6184347
phosphate	Indo-Pacific	(27,27.25]	-0.5877232	-0.6754991	-0.4260659
phosphate	Indo-Pacific	(27.25,27.5]	-0.2040388	-0.3858263	0.1264374
phosphate	Indo-Pacific	(27.5,27.75]	0.3603585	0.1619912	0.5166973
phosphate	Indo-Pacific	(27.75,27.85]	0.5525827	0.4187387	0.6377725
phosphate	Indo-Pacific	(27.85,27.95]	0.5730682	0.5476156	0.5891305
phosphate	Indo-Pacific	(27.95,28.05]	0.5909285	0.4809077	0.7241212
phosphate	Indo-Pacific	(28.05,28.1]	0.3390354	0.2560367	0.4266105
phosphate	Indo-Pacific	(28.1,28.2]	0.2107420	0.1534107	0.2422880
phosphate	Indo-Pacific	(28.2,28.3]	-0.3523642	-0.7000213	0.3365018
phosphate	Indo-Pacific	(28.3, Inf]	-0.3412761	-0.9997052	0.9538951
phosphate_star	Atlantic	(-Inf,26]	0.2989493	0.1186510	0.4785401
phosphate_star	Atlantic	(26,26.5]	-0.0764841	-0.2521844	0.1479566
phosphate_star	Atlantic	(26.5,26.75]	-0.3909659	-0.5356420	-0.1800059
phosphate_star	Atlantic	(26.75,27]	-0.5962031	-0.7085558	-0.4718556
phosphate_star	Atlantic	(27,27.25]	-0.6859289	-0.8039243	-0.6017552
phosphate_star	Atlantic	(27.25,27.5]	-0.6529801	-0.7480957	-0.5523713
phosphate_star	Atlantic	(27.5,27.75]	-0.6261068	-0.7129343	-0.5399913
phosphate_star	Atlantic	(27.75,27.85]	-0.5239716	-0.6384980	-0.4637821
phosphate_star	Atlantic	(27.85,27.95]	-0.3876430	-0.4197316	-0.3325987
phosphate_star	Atlantic	(27.95,28.05]	-0.4582003	-0.5294681	-0.3313567
phosphate_star	Atlantic	(28.05,28.1]	-0.8742873	-0.9340435	-0.8067768
phosphate_star	Atlantic	(28.1,28.15]	-0.8786688	-0.9449727	-0.7919656
phosphate_star	Atlantic	(28.15,28.2]	-0.7982085	-0.8583977	-0.7157552
phosphate_star	Atlantic	(28.2, Inf]	-0.9418416	-0.9899094	-0.8705378
phosphate_star	Indo-Pacific	(-Inf,26]	0.4595913	0.4006796	0.5278351
phosphate_star	Indo-Pacific	(26,26.5]	-0.5385196	-0.6004001	-0.4474580
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6953969	-0.7520235	-0.5980596
phosphate_star	Indo-Pacific	(26.75,27]	-0.5925646	-0.7071346	-0.4113609
phosphate_star	Indo-Pacific	(27,27.25]	-0.3100054	-0.6179760	-0.1118116
phosphate_star	Indo-Pacific	(27.25,27.5]	0.0523731	-0.4258897	0.3854106
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0144421	-0.2575294	0.2455180
phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0504652	-0.2266451	0.1282373
phosphate_star	Indo-Pacific	(27.85,27.95]	-0.0392314	-0.2459715	0.1807632
phosphate_star	Indo-Pacific	(27.95,28.05]	0.0074478	-0.2331047	0.3750866
phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3029042	-0.6168073	0.0349534
phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5931647	-0.8482233	-0.4312728
phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4890687	-0.9169628	-0.0483291
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9682224	-0.9933068	-0.9328886
sal	Atlantic	(-Inf,26]	0.3784722	0.1681878	0.5317285
sal	Atlantic	(26,26.5]	-0.1599091	-0.3973024	0.0672340
sal	Atlantic	(26.5,26.75]	-0.0722986	-0.4456645	0.1333783
sal	Atlantic	(26.75,27]	0.1684055	-0.1550817	0.4035839
sal	Atlantic	(27,27.25]	0.4084272	0.1020330	0.6519471
sal	Atlantic	(27.25,27.5]	0.4403219	0.2962401	0.6711780
sal	Atlantic	(27.5,27.75]	0.4654293	0.3620346	0.6083296
sal	Atlantic	(27.75,27.85]	0.3768197	0.2794209	0.4924374
sal	Atlantic	(27.85,27.95]	0.3108593	0.3025330	0.3205079
sal	Atlantic	(27.95,28.05]	0.4152938	0.3359692	0.5157829
sal	Atlantic	(28.05,28.1]	0.8265867	0.7370312	0.9003642
sal	Atlantic	(28.1,28.15]	0.7927898	0.6602502	0.8674953
sal	Atlantic	(28.15,28.2]	0.5092207	0.3448211	0.6208796
sal	Atlantic	(28.2, Inf]	0.7377657	0.4279830	0.9201988
sal	Indo-Pacific	(-Inf,26]	0.0331713	0.0190163	0.0601750
sal	Indo-Pacific	(26,26.5]	0.4485394	0.3951438	0.5439647
sal	Indo-Pacific	(26.5,26.75]	0.5707434	0.5160165	0.6681750
sal	Indo-Pacific	(26.75,27]	0.4616234	0.3774991	0.5278494
sal	Indo-Pacific	(27,27.25]	0.2485509	0.1444536	0.4410123
sal	Indo-Pacific	(27.25,27.5]	-0.2743826	-0.5243608	0.1864818
sal	Indo-Pacific	(27.5,27.75]	-0.2318655	-0.4470112	0.0207442
sal	Indo-Pacific	(27.75,27.85]	-0.2843341	-0.4477156	-0.1396847
sal	Indo-Pacific	(27.85,27.95]	-0.2107427	-0.3927262	-0.0570626
sal	Indo-Pacific	(27.95,28.05]	-0.1531682	-0.5023336	0.0574482
sal	Indo-Pacific	(28.05,28.1]	0.1037102	-0.3233800	0.4666002
sal	Indo-Pacific	(28.1,28.2]	0.2954754	0.1017954	0.6570800
sal	Indo-Pacific	(28.2,28.3]	0.2608071	-0.1169964	0.7823297
sal	Indo-Pacific	(28.3, Inf]	0.8459257	0.6984313	0.9347905
temp	Atlantic	(-Inf,26]	-0.5349041	-0.6395111	-0.4223900
temp	Atlantic	(26,26.5]	-0.1143456	-0.3470773	0.1028648
temp	Atlantic	(26.5,26.75]	-0.0196664	-0.3892375	0.1935508
temp	Atlantic	(26.75,27]	0.1940282	-0.1072185	0.3939390
temp	Atlantic	(27,27.25]	0.4336619	0.1630025	0.6556386
temp	Atlantic	(27.25,27.5]	0.4291804	0.3131529	0.6354021
temp	Atlantic	(27.5,27.75]	0.4515686	0.3374836	0.5657217
temp	Atlantic	(27.75,27.85]	0.3992564	0.3247892	0.5115175
temp	Atlantic	(27.85,27.95]	0.3300210	0.3226124	0.3384171
temp	Atlantic	(27.95,28.05]	0.5160423	0.4572514	0.5850787
temp	Atlantic	(28.05,28.1]	0.7813292	0.6771472	0.8661019
temp	Atlantic	(28.1,28.15]	0.7355665	0.5624133	0.8290561
temp	Atlantic	(28.15,28.2]	0.2615639	0.1408716	0.4443013
temp	Atlantic	(28.2, Inf]	0.1197381	-0.1343000	0.4506861
temp	Indo-Pacific	(-Inf,26]	-0.6803140	-0.7274650	-0.6311825
temp	Indo-Pacific	(26,26.5]	0.3947063	0.3256847	0.4749871
temp	Indo-Pacific	(26.5,26.75]	0.5394403	0.4872378	0.6190466
temp	Indo-Pacific	(26.75,27]	0.4796411	0.3693044	0.5414404
temp	Indo-Pacific	(27,27.25]	0.3382628	0.1785009	0.5721246
temp	Indo-Pacific	(27.25,27.5]	-0.1158437	-0.4389699	0.3446718
temp	Indo-Pacific	(27.5,27.75]	-0.2534299	-0.5001577	0.0517702
temp	Indo-Pacific	(27.75,27.85]	-0.1789232	-0.3813382	0.0276486
temp	Indo-Pacific	(27.85,27.95]	-0.0637147	-0.2932247	0.1412643
temp	Indo-Pacific	(27.95,28.05]	0.1685747	-0.0777195	0.3197100
temp	Indo-Pacific	(28.05,28.1]	0.4201895	0.1156495	0.7229866
temp	Indo-Pacific	(28.1,28.2]	0.4945368	0.3280573	0.7339493
temp	Indo-Pacific	(28.2,28.3]	0.5204269	0.0686189	0.9116184
temp	Indo-Pacific	(28.3, Inf]	0.2342485	-0.5664301	0.9484270

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