eMLR - assumption testing

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Last updated: 2021-07-23

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: 7e0045f

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

The results in this page were generated with repository version 7e0045f. 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
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
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

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	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
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
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
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
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
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
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-4.png

Version	Author	Date
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19

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
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]	0.9895697	0.9863449	0.9932728
aou + nitrate	Atlantic	(26,26.5]	0.9919292	0.9900433	0.9941689
aou + nitrate	Atlantic	(26.5,26.75]	0.9900839	0.9891976	0.9917468
aou + nitrate	Atlantic	(26.75,27]	0.9656964	0.9649106	0.9671509
aou + nitrate	Atlantic	(27,27.25]	0.8527962	0.8151911	0.8810297
aou + nitrate	Atlantic	(27.25,27.5]	0.5240010	0.3969816	0.6334091
aou + nitrate	Atlantic	(27.5,27.75]	0.7624894	0.7550791	0.7679226
aou + nitrate	Atlantic	(27.75,27.85]	0.9499623	0.9313877	0.9739958
aou + nitrate	Atlantic	(27.85,27.95]	0.9431273	0.9369996	0.9506880
aou + nitrate	Atlantic	(27.95,28.05]	0.9824262	0.9797663	0.9876061
aou + nitrate	Atlantic	(28.05,28.1]	0.9538806	0.9440975	0.9657422
aou + nitrate	Atlantic	(28.1,28.15]	0.9435945	0.9232836	0.9545897
aou + nitrate	Atlantic	(28.15,28.2]	0.9098816	0.8622140	0.9566061
aou + nitrate	Atlantic	(28.2, Inf]	-0.0529976	-0.1981604	0.1884545
aou + nitrate	Indian	(-Inf,26]	0.9949072	0.9939668	0.9959918
aou + nitrate	Indian	(26,26.5]	0.9883050	0.9852005	0.9908100
aou + nitrate	Indian	(26.5,26.75]	0.9769694	0.9641838	0.9845510
aou + nitrate	Indian	(26.75,27]	0.9650554	0.9621712	0.9683773
aou + nitrate	Indian	(27,27.25]	0.9216010	0.9054082	0.9310351
aou + nitrate	Indian	(27.25,27.5]	0.8744342	0.8404887	0.9012197
aou + nitrate	Indian	(27.5,27.75]	0.9716606	0.9610385	0.9833093
aou + nitrate	Indian	(27.75,27.85]	0.9912924	0.9880900	0.9934903
aou + nitrate	Indian	(27.85,27.95]	0.9924653	0.9893185	0.9950082
aou + nitrate	Indian	(27.95,28.05]	0.9946999	0.9946514	0.9947820
aou + nitrate	Indian	(28.05,28.1]	0.9734890	0.9425025	0.9914834
aou + nitrate	Indian	(28.1,28.2]	0.9423428	0.9349104	0.9515585
aou + nitrate	Indian	(28.2,28.3]	-0.0559488	-0.7074096	0.5955119
aou + nitrate	N_Atlantic	(-Inf,26]	0.9910156	0.9864732	0.9955579
aou + nitrate	N_Atlantic	(26,26.5]	0.9751717	0.9691707	0.9791075
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9833854	0.9768462	0.9867647
aou + nitrate	N_Atlantic	(26.75,27]	0.9730978	0.9599474	0.9853702
aou + nitrate	N_Atlantic	(27,27.25]	0.9319411	0.9247783	0.9396248
aou + nitrate	N_Atlantic	(27.25,27.5]	0.7329101	0.6168950	0.8593626
aou + nitrate	N_Atlantic	(27.5,27.75]	0.6008825	0.4207000	0.7138535
aou + nitrate	N_Atlantic	(27.75,27.85]	0.7466358	0.6601844	0.7901745
aou + nitrate	N_Atlantic	(27.85,27.95]	0.7727614	0.7490109	0.7987391
aou + nitrate	N_Atlantic	(27.95,28.05]	0.8493599	0.6750835	0.9385106
aou + nitrate	N_Atlantic	(28.05,28.1]	0.9919306	0.9893138	0.9937866
aou + nitrate	N_Atlantic	(28.1,28.15]	0.9986390	0.9971953	0.9995121
aou + nitrate	N_Atlantic	(28.15,28.2]	0.8962528	0.6909107	1.0000000
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9781176	0.9664654	0.9974790
aou + nitrate	N_Pacific	(-Inf,26]	0.9533473	0.9294629	0.9708533
aou + nitrate	N_Pacific	(26,26.5]	0.9776761	0.9760300	0.9791614
aou + nitrate	N_Pacific	(26.5,26.75]	0.9727924	0.9629954	0.9793212
aou + nitrate	N_Pacific	(26.75,27]	0.9349108	0.9128949	0.9609796
aou + nitrate	N_Pacific	(27,27.25]	0.9451644	0.9102829	0.9802464
aou + nitrate	N_Pacific	(27.25,27.5]	0.9182595	0.8883961	0.9380391
aou + nitrate	N_Pacific	(27.5,27.75]	0.8501684	0.7559993	0.8988944
aou + nitrate	N_Pacific	(27.75,27.85]	0.9899899	0.9883877	0.9919317
aou + nitrate	N_Pacific	(27.85,27.95]	0.9973407	0.9965264	0.9983688
aou + nitrate	N_Pacific	(27.95,28.05]	0.9992389	0.9987949	0.9998589
aou + nitrate	N_Pacific	(28.05,28.1]	0.9995836	0.9995106	0.9996558
aou + nitrate	N_Pacific	(28.1,28.2]	0.9908356	0.9870962	0.9940635
aou + nitrate	Pacific	(-Inf,26]	0.9694271	0.9635800	0.9795339
aou + nitrate	Pacific	(26,26.5]	0.9325067	0.9238280	0.9405369
aou + nitrate	Pacific	(26.5,26.75]	0.8173715	0.7431999	0.8589345
aou + nitrate	Pacific	(26.75,27]	0.7737378	0.6199602	0.8549460
aou + nitrate	Pacific	(27,27.25]	0.7946927	0.6029432	0.8960417
aou + nitrate	Pacific	(27.25,27.5]	0.7919142	0.5661393	0.9195579
aou + nitrate	Pacific	(27.5,27.75]	0.9324150	0.8561193	0.9722047
aou + nitrate	Pacific	(27.75,27.85]	0.9913532	0.9842398	0.9960789
aou + nitrate	Pacific	(27.85,27.95]	0.9809371	0.9713598	0.9874380
aou + nitrate	Pacific	(27.95,28.05]	0.9908101	0.9882102	0.9936724
aou + nitrate	Pacific	(28.05,28.1]	0.9868109	0.9839668	0.9888328
aou + nitrate	Pacific	(28.1,28.2]	0.9878337	0.9873599	0.9882098
aou + nitrate	SO	(-Inf,26]	0.9199677	0.8628444	0.9766401
aou + nitrate	SO	(26,26.5]	0.9513641	0.9374575	0.9663434
aou + nitrate	SO	(26.5,26.75]	0.9296659	0.9186908	0.9403621
aou + nitrate	SO	(26.75,27]	0.8829737	0.8638881	0.8969854
aou + nitrate	SO	(27,27.25]	0.8869297	0.8778474	0.8929908
aou + nitrate	SO	(27.25,27.5]	0.9025835	0.8818434	0.9241898
aou + nitrate	SO	(27.5,27.75]	0.9143191	0.9083673	0.9208041
aou + nitrate	SO	(27.75,27.85]	0.8636502	0.8471385	0.8895739
aou + nitrate	SO	(27.85,27.95]	0.8586442	0.8457212	0.8812728
aou + nitrate	SO	(27.95,28.05]	0.8016204	0.7847191	0.8142665
aou + nitrate	SO	(28.05,28.1]	0.6569013	0.6091069	0.6957186
aou + nitrate	SO	(28.1,28.15]	0.5444814	0.5004582	0.5912728
aou + nitrate	SO	(28.1,28.2]	0.7311978	0.6655209	0.7762614
aou + nitrate	SO	(28.15,28.2]	0.6846056	0.5682024	0.7922889
aou + nitrate	SO	(28.2, Inf]	0.9085586	0.8407742	0.9486004
aou + nitrate	SO	(28.2,28.3]	0.9455075	0.9339716	0.9583268
aou + nitrate	SO	(28.3, Inf]	0.2147664	-0.8825079	0.9974458
aou + phosphate	Atlantic	(-Inf,26]	0.9242042	0.8769462	0.9573924
aou + phosphate	Atlantic	(26,26.5]	0.9838953	0.9817696	0.9869590
aou + phosphate	Atlantic	(26.5,26.75]	0.9865798	0.9857023	0.9879951
aou + phosphate	Atlantic	(26.75,27]	0.9571713	0.9551893	0.9594389
aou + phosphate	Atlantic	(27,27.25]	0.8328364	0.7810645	0.8728049
aou + phosphate	Atlantic	(27.25,27.5]	0.4778180	0.3267329	0.6014137
aou + phosphate	Atlantic	(27.5,27.75]	0.7466305	0.7302482	0.7612514
aou + phosphate	Atlantic	(27.75,27.85]	0.9427133	0.9315067	0.9641996
aou + phosphate	Atlantic	(27.85,27.95]	0.8508303	0.8325649	0.8609197
aou + phosphate	Atlantic	(27.95,28.05]	0.9408757	0.9320759	0.9566162
aou + phosphate	Atlantic	(28.05,28.1]	0.9445833	0.9295075	0.9598886
aou + phosphate	Atlantic	(28.1,28.15]	0.9295692	0.9043760	0.9431016
aou + phosphate	Atlantic	(28.15,28.2]	0.9001662	0.8474134	0.9515826
aou + phosphate	Atlantic	(28.2, Inf]	-0.0677222	-0.2307774	0.1762902
aou + phosphate	Indian	(-Inf,26]	0.9972755	0.9965084	0.9979087
aou + phosphate	Indian	(26,26.5]	0.9959607	0.9935712	0.9976388
aou + phosphate	Indian	(26.5,26.75]	0.9918448	0.9834170	0.9969040
aou + phosphate	Indian	(26.75,27]	0.9874019	0.9835600	0.9901263
aou + phosphate	Indian	(27,27.25]	0.9632489	0.9608920	0.9645243
aou + phosphate	Indian	(27.25,27.5]	0.9111374	0.8886497	0.9333463
aou + phosphate	Indian	(27.5,27.75]	0.9748689	0.9635751	0.9859930
aou + phosphate	Indian	(27.75,27.85]	0.9949157	0.9925027	0.9963611
aou + phosphate	Indian	(27.85,27.95]	0.9960228	0.9944784	0.9969891
aou + phosphate	Indian	(27.95,28.05]	0.9973275	0.9972560	0.9973729
aou + phosphate	Indian	(28.05,28.1]	0.9786188	0.9532027	0.9933827
aou + phosphate	Indian	(28.1,28.2]	0.9513216	0.9462890	0.9561062
aou + phosphate	Indian	(28.2,28.3]	-0.0637423	-0.7164894	0.5890047
aou + phosphate	N_Atlantic	(-Inf,26]	0.9892553	0.9822521	0.9962586
aou + phosphate	N_Atlantic	(26,26.5]	0.9718350	0.9651403	0.9766894
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9838767	0.9811691	0.9858320
aou + phosphate	N_Atlantic	(26.75,27]	0.9727699	0.9621137	0.9851448
aou + phosphate	N_Atlantic	(27,27.25]	0.9544459	0.9441592	0.9650454
aou + phosphate	N_Atlantic	(27.25,27.5]	0.8199158	0.7451738	0.9143773
aou + phosphate	N_Atlantic	(27.5,27.75]	0.6917533	0.5288670	0.7980421
aou + phosphate	N_Atlantic	(27.75,27.85]	0.7980156	0.7019506	0.8608653
aou + phosphate	N_Atlantic	(27.85,27.95]	0.7655684	0.7335865	0.8207501
aou + phosphate	N_Atlantic	(27.95,28.05]	0.7965569	0.7275334	0.8569463
aou + phosphate	N_Atlantic	(28.05,28.1]	0.9777819	0.9720848	0.9813455
aou + phosphate	N_Atlantic	(28.1,28.15]	0.9943000	0.9925701	0.9966280
aou + phosphate	N_Atlantic	(28.15,28.2]	-0.3155611	-1.0000000	0.2916662
aou + phosphate	N_Atlantic	(28.2, Inf]	-0.9404463	-0.9611019	-0.9202158
aou + phosphate	N_Pacific	(-Inf,26]	0.9317906	0.9160397	0.9587564
aou + phosphate	N_Pacific	(26,26.5]	0.9765051	0.9709123	0.9828781
aou + phosphate	N_Pacific	(26.5,26.75]	0.9845159	0.9809592	0.9890599
aou + phosphate	N_Pacific	(26.75,27]	0.9732279	0.9647830	0.9794091
aou + phosphate	N_Pacific	(27,27.25]	0.9931158	0.9923683	0.9941657
aou + phosphate	N_Pacific	(27.25,27.5]	0.9736568	0.9726152	0.9756683
aou + phosphate	N_Pacific	(27.5,27.75]	0.9809677	0.9753610	0.9858544
aou + phosphate	N_Pacific	(27.75,27.85]	0.9943130	0.9934860	0.9948574
aou + phosphate	N_Pacific	(27.85,27.95]	0.9983462	0.9974117	0.9995164
aou + phosphate	N_Pacific	(27.95,28.05]	0.9974137	0.9958870	0.9998812
aou + phosphate	N_Pacific	(28.05,28.1]	0.9996262	0.9995844	0.9996651
aou + phosphate	N_Pacific	(28.1,28.2]	0.9911248	0.9876512	0.9942090
aou + phosphate	Pacific	(-Inf,26]	0.9743982	0.9653973	0.9842080
aou + phosphate	Pacific	(26,26.5]	0.9879089	0.9856901	0.9902316
aou + phosphate	Pacific	(26.5,26.75]	0.9913506	0.9908065	0.9918393
aou + phosphate	Pacific	(26.75,27]	0.9854376	0.9812431	0.9886508
aou + phosphate	Pacific	(27,27.25]	0.9785248	0.9758621	0.9835389
aou + phosphate	Pacific	(27.25,27.5]	0.9768192	0.9706189	0.9824287
aou + phosphate	Pacific	(27.5,27.75]	0.9835524	0.9752992	0.9879706
aou + phosphate	Pacific	(27.75,27.85]	0.9886139	0.9810553	0.9934043
aou + phosphate	Pacific	(27.85,27.95]	0.9925822	0.9890218	0.9950726
aou + phosphate	Pacific	(27.95,28.05]	0.9970507	0.9962689	0.9981975
aou + phosphate	Pacific	(28.05,28.1]	0.9907524	0.9884758	0.9922913
aou + phosphate	Pacific	(28.1,28.2]	0.9885330	0.9882711	0.9889595
aou + phosphate	SO	(-Inf,26]	0.8909550	0.7927421	0.9590732
aou + phosphate	SO	(26,26.5]	0.9505142	0.9319984	0.9681631
aou + phosphate	SO	(26.5,26.75]	0.9361960	0.9251566	0.9431660
aou + phosphate	SO	(26.75,27]	0.8941897	0.8745409	0.9059977
aou + phosphate	SO	(27,27.25]	0.8966692	0.8891904	0.9017322
aou + phosphate	SO	(27.25,27.5]	0.9175854	0.9007444	0.9353331
aou + phosphate	SO	(27.5,27.75]	0.9061739	0.9004876	0.9125028
aou + phosphate	SO	(27.75,27.85]	0.8704416	0.8595914	0.8866390
aou + phosphate	SO	(27.85,27.95]	0.8600104	0.8440889	0.8910695
aou + phosphate	SO	(27.95,28.05]	0.7826181	0.7573145	0.7977689
aou + phosphate	SO	(28.05,28.1]	0.6003925	0.5597609	0.6484105
aou + phosphate	SO	(28.1,28.15]	0.4529189	0.4046117	0.4850778
aou + phosphate	SO	(28.1,28.2]	0.6709062	0.6130244	0.7190199
aou + phosphate	SO	(28.15,28.2]	0.5741508	0.4482178	0.6845522
aou + phosphate	SO	(28.2, Inf]	0.8661782	0.7724232	0.9202350
aou + phosphate	SO	(28.2,28.3]	0.8983482	0.8912373	0.9087999
aou + phosphate	SO	(28.3, Inf]	0.1753788	-0.9839436	0.9979523
aou + phosphate_star	Atlantic	(-Inf,26]	0.4777258	0.3387621	0.7345395
aou + phosphate_star	Atlantic	(26,26.5]	0.7327897	0.7133194	0.7594443
aou + phosphate_star	Atlantic	(26.5,26.75]	0.6870326	0.6392321	0.7182181
aou + phosphate_star	Atlantic	(26.75,27]	0.3599367	0.2805296	0.4045335
aou + phosphate_star	Atlantic	(27,27.25]	-0.0198095	-0.1690476	0.0843810
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1495865	-0.2532967	-0.0595655
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4457909	0.4240510	0.4598406
aou + phosphate_star	Atlantic	(27.75,27.85]	0.8176553	0.7582872	0.8922502
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2178365	0.1686887	0.2635695
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6953100	0.6577803	0.7603544
aou + phosphate_star	Atlantic	(28.05,28.1]	0.7973829	0.7578529	0.8414658
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8500091	0.8060990	0.8782079
aou + phosphate_star	Atlantic	(28.15,28.2]	0.7617518	0.6123573	0.8910411
aou + phosphate_star	Atlantic	(28.2, Inf]	-0.0628959	-0.4173770	0.1505878
aou + phosphate_star	Indian	(-Inf,26]	0.9564818	0.9329591	0.9691363
aou + phosphate_star	Indian	(26,26.5]	0.9196441	0.8711837	0.9498554
aou + phosphate_star	Indian	(26.5,26.75]	0.8118424	0.6936207	0.9012845
aou + phosphate_star	Indian	(26.75,27]	0.0304892	-0.0249461	0.0589274
aou + phosphate_star	Indian	(27,27.25]	-0.7072125	-0.7505970	-0.6835266
aou + phosphate_star	Indian	(27.25,27.5]	-0.7874765	-0.7949624	-0.7759500
aou + phosphate_star	Indian	(27.5,27.75]	-0.7969855	-0.8704604	-0.7572390
aou + phosphate_star	Indian	(27.75,27.85]	-0.3816766	-0.4265806	-0.3196684
aou + phosphate_star	Indian	(27.85,27.95]	0.8464296	0.8407000	0.8522136
aou + phosphate_star	Indian	(27.95,28.05]	0.8918516	0.8191414	0.9406754
aou + phosphate_star	Indian	(28.05,28.1]	0.7009653	0.3722787	0.8958976
aou + phosphate_star	Indian	(28.1,28.2]	-0.1852266	-0.6561588	0.1062810
aou + phosphate_star	Indian	(28.2,28.3]	-0.4423024	-0.8848297	0.0002249
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.7909517	0.7772196	0.8046839
aou + phosphate_star	N_Atlantic	(26,26.5]	0.6339870	0.4014512	0.8045896
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.5160363	0.3550156	0.6182644
aou + phosphate_star	N_Atlantic	(26.75,27]	0.5152683	0.4057195	0.7036529
aou + phosphate_star	N_Atlantic	(27,27.25]	0.1779254	0.0928902	0.2466803
aou + phosphate_star	N_Atlantic	(27.25,27.5]	-0.2648310	-0.5043088	-0.1192596
aou + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4273578	-0.4945298	-0.3057802
aou + phosphate_star	N_Atlantic	(27.75,27.85]	-0.6052385	-0.6561100	-0.5786899
aou + phosphate_star	N_Atlantic	(27.85,27.95]	-0.7771313	-0.8325355	-0.7440429
aou + phosphate_star	N_Atlantic	(27.95,28.05]	-0.2505021	-0.5465043	-0.0724026
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.8855756	0.8657028	0.9121471
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.9609924	0.9443151	0.9782308
aou + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8822438	-1.0000000	-0.7077088
aou + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9759381	-0.9853629	-0.9653877
aou + phosphate_star	N_Pacific	(-Inf,26]	0.3281832	-0.0598158	0.6197345
aou + phosphate_star	N_Pacific	(26,26.5]	0.6071355	0.4701618	0.7059202
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.3624842	0.3234014	0.4051475
aou + phosphate_star	N_Pacific	(26.75,27]	0.0178888	-0.0270347	0.0905944
aou + phosphate_star	N_Pacific	(27,27.25]	0.6831566	0.6292974	0.7235165
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.6136726	0.6006089	0.6277641
aou + phosphate_star	N_Pacific	(27.5,27.75]	-0.8755176	-0.9051333	-0.8320986
aou + phosphate_star	N_Pacific	(27.75,27.85]	-0.9581182	-0.9739742	-0.9426175
aou + phosphate_star	N_Pacific	(27.85,27.95]	-0.8868331	-0.9885662	-0.8285201
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.7160352	-0.9587436	-0.5781287
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.8873445	-0.9022514	-0.8758100
aou + phosphate_star	N_Pacific	(28.1,28.2]	0.7558084	0.7131515	0.8172582
aou + phosphate_star	Pacific	(-Inf,26]	0.7355911	0.6747912	0.8518544
aou + phosphate_star	Pacific	(26,26.5]	0.8173462	0.7881118	0.8362626
aou + phosphate_star	Pacific	(26.5,26.75]	0.7486476	0.6883846	0.7797887
aou + phosphate_star	Pacific	(26.75,27]	0.5923392	0.4862889	0.6756946
aou + phosphate_star	Pacific	(27,27.25]	-0.0156892	-0.2102936	0.1612261
aou + phosphate_star	Pacific	(27.25,27.5]	-0.2591472	-0.4482712	0.0400946
aou + phosphate_star	Pacific	(27.5,27.75]	-0.4248460	-0.5811837	-0.1762985
aou + phosphate_star	Pacific	(27.75,27.85]	-0.2145772	-0.4072447	0.0304129
aou + phosphate_star	Pacific	(27.85,27.95]	0.3311959	0.3208700	0.3379113
aou + phosphate_star	Pacific	(27.95,28.05]	0.2946412	0.1436106	0.4064920
aou + phosphate_star	Pacific	(28.05,28.1]	0.3615165	0.3091114	0.4340510
aou + phosphate_star	Pacific	(28.1,28.2]	0.3462064	0.2570367	0.3920040
aou + phosphate_star	SO	(-Inf,26]	0.6044969	0.4621687	0.7069544
aou + phosphate_star	SO	(26,26.5]	0.7381683	0.6067316	0.8427084
aou + phosphate_star	SO	(26.5,26.75]	0.5679574	0.4981550	0.6289174
aou + phosphate_star	SO	(26.75,27]	0.2912155	0.2578566	0.3394148
aou + phosphate_star	SO	(27,27.25]	-0.1988898	-0.3976482	-0.0699926
aou + phosphate_star	SO	(27.25,27.5]	-0.4943182	-0.6255830	-0.3764031
aou + phosphate_star	SO	(27.5,27.75]	-0.8421649	-0.8659779	-0.8087842
aou + phosphate_star	SO	(27.75,27.85]	-0.3007307	-0.4419637	-0.1588387
aou + phosphate_star	SO	(27.85,27.95]	-0.0331884	-0.2103372	0.1957846
aou + phosphate_star	SO	(27.95,28.05]	-0.3107153	-0.4650194	-0.2056617
aou + phosphate_star	SO	(28.05,28.1]	-0.5815045	-0.7478424	-0.3742490
aou + phosphate_star	SO	(28.1,28.15]	-0.5930963	-0.8150220	-0.2734078
aou + phosphate_star	SO	(28.1,28.2]	-0.7688377	-0.8379936	-0.6874384
aou + phosphate_star	SO	(28.15,28.2]	-0.7595085	-0.8768196	-0.6928688
aou + phosphate_star	SO	(28.2, Inf]	0.0560155	-0.1451487	0.2471448
aou + phosphate_star	SO	(28.2,28.3]	-0.8079484	-0.9080462	-0.6277033
aou + phosphate_star	SO	(28.3, Inf]	-0.5077918	-0.9980202	0.4463396
nitrate + phosphate	Atlantic	(-Inf,26]	0.9088370	0.8583739	0.9472160
nitrate + phosphate	Atlantic	(26,26.5]	0.9930238	0.9908555	0.9945829
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9972363	0.9971102	0.9973622
nitrate + phosphate	Atlantic	(26.75,27]	0.9977579	0.9975217	0.9979499
nitrate + phosphate	Atlantic	(27,27.25]	0.9968727	0.9964847	0.9975537
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9955061	0.9934429	0.9969320
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9954033	0.9947254	0.9962115
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9912782	0.9908204	0.9916002
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9379102	0.9275833	0.9452822
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9710579	0.9675140	0.9736748
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9969901	0.9966207	0.9973704
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9983054	0.9978290	0.9986604
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9996185	0.9994392	0.9998127
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9987662	0.9974462	0.9996642
nitrate + phosphate	Indian	(-Inf,26]	0.9936569	0.9915669	0.9953404
nitrate + phosphate	Indian	(26,26.5]	0.9894049	0.9859780	0.9919697
nitrate + phosphate	Indian	(26.5,26.75]	0.9873847	0.9817937	0.9906546
nitrate + phosphate	Indian	(26.75,27]	0.9787262	0.9685452	0.9880778
nitrate + phosphate	Indian	(27,27.25]	0.9812208	0.9728250	0.9886197
nitrate + phosphate	Indian	(27.25,27.5]	0.9956940	0.9940167	0.9965968
nitrate + phosphate	Indian	(27.5,27.75]	0.9983039	0.9979615	0.9988755
nitrate + phosphate	Indian	(27.75,27.85]	0.9978168	0.9973451	0.9986780
nitrate + phosphate	Indian	(27.85,27.95]	0.9986399	0.9985397	0.9987146
nitrate + phosphate	Indian	(27.95,28.05]	0.9989829	0.9983807	0.9994352
nitrate + phosphate	Indian	(28.05,28.1]	0.9970651	0.9929847	0.9995380
nitrate + phosphate	Indian	(28.1,28.2]	0.9874003	0.9770301	0.9948853
nitrate + phosphate	Indian	(28.2,28.3]	0.9997081	0.9995053	0.9999109
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.9997546	0.9995394	0.9999699
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9993191	0.9990125	0.9998442
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9952701	0.9931669	0.9966099
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9973140	0.9969871	0.9978931
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9945933	0.9934488	0.9960447
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9877477	0.9827985	0.9914427
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9889806	0.9882806	0.9902207
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9882919	0.9809156	0.9925113
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9606427	0.9433953	0.9737836
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9530993	0.9401057	0.9670398
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9911887	0.9904793	0.9917330
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9951871	0.9915646	0.9971195
nitrate + phosphate	N_Atlantic	(28.15,28.2]	-0.1173036	-1.0000000	0.8555730
nitrate + phosphate	N_Atlantic	(28.2, Inf]	-0.9126282	-0.9555215	-0.8613575
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9788401	0.9507076	0.9942669
nitrate + phosphate	N_Pacific	(26,26.5]	0.9960664	0.9940988	0.9977424
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.9866049	0.9816991	0.9953825
nitrate + phosphate	N_Pacific	(26.75,27]	0.9631535	0.9441598	0.9878585
nitrate + phosphate	N_Pacific	(27,27.25]	0.9561142	0.9269044	0.9877400
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.9398996	0.9025001	0.9692990
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.8672395	0.7605084	0.9274750
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.9965212	0.9955159	0.9985092
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.9947465	0.9908840	0.9994333
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9941922	0.9906467	0.9996459
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9999075	0.9998912	0.9999215
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9999756	0.9999633	0.9999824
nitrate + phosphate	Pacific	(-Inf,26]	0.9890007	0.9869433	0.9925321
nitrate + phosphate	Pacific	(26,26.5]	0.9463375	0.9253638	0.9574914
nitrate + phosphate	Pacific	(26.5,26.75]	0.8235552	0.7183532	0.8763015
nitrate + phosphate	Pacific	(26.75,27]	0.7590930	0.5753956	0.8596168
nitrate + phosphate	Pacific	(27,27.25]	0.7391735	0.4905359	0.8738557
nitrate + phosphate	Pacific	(27.25,27.5]	0.7242956	0.4364025	0.8897032
nitrate + phosphate	Pacific	(27.5,27.75]	0.8914867	0.7798308	0.9497999
nitrate + phosphate	Pacific	(27.75,27.85]	0.9961897	0.9919298	0.9984381
nitrate + phosphate	Pacific	(27.85,27.95]	0.9956566	0.9935896	0.9970093
nitrate + phosphate	Pacific	(27.95,28.05]	0.9977338	0.9971920	0.9981585
nitrate + phosphate	Pacific	(28.05,28.1]	0.9993940	0.9993531	0.9994386
nitrate + phosphate	Pacific	(28.1,28.2]	0.9998467	0.9998066	0.9999002
nitrate + phosphate	SO	(-Inf,26]	0.9941765	0.9896599	0.9967076
nitrate + phosphate	SO	(26,26.5]	0.9971263	0.9956023	0.9983149
nitrate + phosphate	SO	(26.5,26.75]	0.9961015	0.9932090	0.9977306
nitrate + phosphate	SO	(26.75,27]	0.9977739	0.9949693	0.9993636
nitrate + phosphate	SO	(27,27.25]	0.9986037	0.9967920	0.9995818
nitrate + phosphate	SO	(27.25,27.5]	0.9987547	0.9985884	0.9989124
nitrate + phosphate	SO	(27.5,27.75]	0.9951123	0.9949483	0.9953249
nitrate + phosphate	SO	(27.75,27.85]	0.9981880	0.9979478	0.9983117
nitrate + phosphate	SO	(27.85,27.95]	0.9986234	0.9984897	0.9988107
nitrate + phosphate	SO	(27.95,28.05]	0.9984662	0.9982120	0.9986179
nitrate + phosphate	SO	(28.05,28.1]	0.9962730	0.9946452	0.9972031
nitrate + phosphate	SO	(28.1,28.15]	0.9930033	0.9887333	0.9974033
nitrate + phosphate	SO	(28.1,28.2]	0.9950073	0.9930695	0.9967731
nitrate + phosphate	SO	(28.15,28.2]	0.9890055	0.9866611	0.9905998
nitrate + phosphate	SO	(28.2, Inf]	0.9950986	0.9920837	0.9967019
nitrate + phosphate	SO	(28.2,28.3]	0.9910995	0.9893416	0.9928642
nitrate + phosphate	SO	(28.3, Inf]	0.9838577	0.9522766	0.9997979
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.4556517	0.3070989	0.7258897
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7853813	0.7598014	0.8160228
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.7668969	0.7179571	0.7969954
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5815232	0.5076806	0.6241130
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4984123	0.4294552	0.5407352
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.7545615	0.6773060	0.8044809
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.9167453	0.9031084	0.9276967
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.9498805	0.9372528	0.9650493
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.4883556	0.4241249	0.5309471
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.7984282	0.7757024	0.8327293
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9367996	0.9262973	0.9479247
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9709519	0.9653917	0.9771360
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9577712	0.9239766	0.9834955
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.6546317	0.0303830	0.9734565
nitrate + phosphate_star	Indian	(-Inf,26]	0.9663016	0.9466007	0.9778622
nitrate + phosphate_star	Indian	(26,26.5]	0.9436460	0.9214957	0.9571128
nitrate + phosphate_star	Indian	(26.5,26.75]	0.8834980	0.8404600	0.9159124
nitrate + phosphate_star	Indian	(26.75,27]	0.2097138	0.1496558	0.2945564
nitrate + phosphate_star	Indian	(27,27.25]	-0.3980099	-0.4671462	-0.3362145
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.3967182	-0.4545678	-0.3181764
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.6401964	-0.7740434	-0.5612149
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.2737304	-0.3336505	-0.1748360
nitrate + phosphate_star	Indian	(27.85,27.95]	0.8950658	0.8821591	0.9081566
nitrate + phosphate_star	Indian	(27.95,28.05]	0.9301148	0.8709192	0.9690686
nitrate + phosphate_star	Indian	(28.05,28.1]	0.8375393	0.6548154	0.9454769
nitrate + phosphate_star	Indian	(28.1,28.2]	0.1078873	-0.4301186	0.4397831
nitrate + phosphate_star	Indian	(28.2,28.3]	0.8581423	0.7681237	0.9481609
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.8618915	0.8570071	0.8667759
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.7708747	0.5597903	0.9258802
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	0.5832857	0.4214556	0.6896300
nitrate + phosphate_star	N_Atlantic	(26.75,27]	0.6573649	0.5926164	0.7850733
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.4840848	0.3768237	0.5427135
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.4221920	0.3431252	0.5689906
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4266568	0.2690952	0.5761570
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.0473853	0.0083247	0.1134390
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	-0.2428575	-0.3347443	-0.1526188
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.2176913	-0.2363092	0.6779098
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9144308	0.9077732	0.9258566
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9621906	0.9393030	0.9781171
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	-0.6823459	-1.0000000	-0.1217432
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9521948	-0.9798149	-0.9322648
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.4803321	0.0326434	0.7651871
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.7446714	0.6289648	0.8229043
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.5185726	0.4807758	0.5621618
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.2826956	0.2116536	0.3785890
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.8182870	0.7756266	0.8698081
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.8073660	0.7959632	0.8244494
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	-0.5584721	-0.6646806	-0.3693377
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	-0.9397039	-0.9554944	-0.9237367
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	-0.9063266	-0.9878421	-0.8628801
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.7402240	-0.9617857	-0.6157980
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.8807570	-0.8970981	-0.8675915
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	0.8024520	0.7715848	0.8565489
nitrate + phosphate_star	Pacific	(-Inf,26]	0.8524469	0.8163462	0.9217796
nitrate + phosphate_star	Pacific	(26,26.5]	0.8761810	0.8056488	0.9221447
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.7447778	0.5174057	0.8727197
nitrate + phosphate_star	Pacific	(26.75,27]	0.5686296	0.3679564	0.7553530
nitrate + phosphate_star	Pacific	(27,27.25]	-0.0645439	-0.1650195	0.0895899
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.3200098	-0.3779454	-0.2830052
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.4202975	-0.5448753	-0.2322767
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.1109509	-0.3346326	0.1701430
nitrate + phosphate_star	Pacific	(27.85,27.95]	0.4904755	0.4623452	0.5239984
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.3860007	0.2530934	0.4777738
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.4979844	0.4384376	0.5821459
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.4764915	0.3973782	0.5175344
nitrate + phosphate_star	SO	(-Inf,26]	0.5567862	0.4800560	0.6142855
nitrate + phosphate_star	SO	(26,26.5]	0.8842919	0.8129028	0.9421418
nitrate + phosphate_star	SO	(26.5,26.75]	0.8200283	0.7891025	0.8503972
nitrate + phosphate_star	SO	(26.75,27]	0.7001636	0.6762046	0.7166667
nitrate + phosphate_star	SO	(27,27.25]	0.2685345	0.0845123	0.3851395
nitrate + phosphate_star	SO	(27.25,27.5]	-0.0792706	-0.1850801	0.0037834
nitrate + phosphate_star	SO	(27.5,27.75]	-0.5672612	-0.6190152	-0.5169022
nitrate + phosphate_star	SO	(27.75,27.85]	0.2063166	0.0083294	0.3813452
nitrate + phosphate_star	SO	(27.85,27.95]	0.4732502	0.3334810	0.6320208
nitrate + phosphate_star	SO	(27.95,28.05]	0.3128953	0.1822355	0.3979670
nitrate + phosphate_star	SO	(28.05,28.1]	0.2137917	-0.0035920	0.4044794
nitrate + phosphate_star	SO	(28.1,28.15]	0.3076519	-0.0154589	0.6592808
nitrate + phosphate_star	SO	(28.1,28.2]	-0.1413366	-0.3120919	0.0711952
nitrate + phosphate_star	SO	(28.15,28.2]	-0.0690543	-0.4046849	0.1896322
nitrate + phosphate_star	SO	(28.2, Inf]	0.4314092	0.1676901	0.5638693
nitrate + phosphate_star	SO	(28.2,28.3]	-0.5946452	-0.7555444	-0.3550882
nitrate + phosphate_star	SO	(28.3, Inf]	0.2468395	-0.9915061	0.9855994
oxygen + aou	Atlantic	(-Inf,26]	-0.8774119	-0.9088189	-0.8478830
oxygen + aou	Atlantic	(26,26.5]	-0.9671532	-0.9735504	-0.9630068
oxygen + aou	Atlantic	(26.5,26.75]	-0.9839733	-0.9863182	-0.9803474
oxygen + aou	Atlantic	(26.75,27]	-0.9784902	-0.9801511	-0.9756560
oxygen + aou	Atlantic	(27,27.25]	-0.9626263	-0.9660962	-0.9585145
oxygen + aou	Atlantic	(27.25,27.5]	-0.9045783	-0.9351559	-0.8840594
oxygen + aou	Atlantic	(27.5,27.75]	-0.7935004	-0.8362531	-0.7688064
oxygen + aou	Atlantic	(27.75,27.85]	-0.8846582	-0.9243184	-0.8408203
oxygen + aou	Atlantic	(27.85,27.95]	-0.9684238	-0.9753083	-0.9634543
oxygen + aou	Atlantic	(27.95,28.05]	-0.9860721	-0.9888575	-0.9833915
oxygen + aou	Atlantic	(28.05,28.1]	-0.9893396	-0.9906940	-0.9868696
oxygen + aou	Atlantic	(28.1,28.15]	-0.9173127	-0.9340719	-0.8859291
oxygen + aou	Atlantic	(28.15,28.2]	-0.9130477	-0.9277488	-0.8999448
oxygen + aou	Atlantic	(28.2, Inf]	-0.2636771	-0.6823579	0.2199079
oxygen + aou	Indian	(-Inf,26]	-0.9941400	-0.9947241	-0.9937664
oxygen + aou	Indian	(26,26.5]	-0.9962998	-0.9973412	-0.9953005
oxygen + aou	Indian	(26.5,26.75]	-0.9976302	-0.9986309	-0.9966402
oxygen + aou	Indian	(26.75,27]	-0.9974996	-0.9977825	-0.9973421
oxygen + aou	Indian	(27,27.25]	-0.9956874	-0.9963209	-0.9950830
oxygen + aou	Indian	(27.25,27.5]	-0.9909051	-0.9927111	-0.9890652
oxygen + aou	Indian	(27.5,27.75]	-0.9871438	-0.9945786	-0.9822767
oxygen + aou	Indian	(27.75,27.85]	-0.9957280	-0.9985530	-0.9942579
oxygen + aou	Indian	(27.85,27.95]	-0.9967121	-0.9980095	-0.9953668
oxygen + aou	Indian	(27.95,28.05]	-0.9946986	-0.9969327	-0.9916473
oxygen + aou	Indian	(28.05,28.1]	-0.9943607	-0.9977826	-0.9888566
oxygen + aou	Indian	(28.1,28.2]	-0.9959385	-0.9974330	-0.9945413
oxygen + aou	Indian	(28.2,28.3]	-0.9065043	-0.9734935	-0.8395152
oxygen + aou	N_Atlantic	(-Inf,26]	-0.9862888	-0.9976996	-0.9748781
oxygen + aou	N_Atlantic	(26,26.5]	-0.9824979	-0.9908570	-0.9718781
oxygen + aou	N_Atlantic	(26.5,26.75]	-0.9838114	-0.9859309	-0.9807541
oxygen + aou	N_Atlantic	(26.75,27]	-0.9876211	-0.9902505	-0.9861280
oxygen + aou	N_Atlantic	(27,27.25]	-0.9897878	-0.9940101	-0.9848300
oxygen + aou	N_Atlantic	(27.25,27.5]	-0.9741375	-0.9882903	-0.9557853
oxygen + aou	N_Atlantic	(27.5,27.75]	-0.9475576	-0.9604673	-0.9319681
oxygen + aou	N_Atlantic	(27.75,27.85]	-0.9637181	-0.9692893	-0.9575043
oxygen + aou	N_Atlantic	(27.85,27.95]	-0.9821317	-0.9875000	-0.9772945
oxygen + aou	N_Atlantic	(27.95,28.05]	-0.8819296	-0.9850758	-0.6818839
oxygen + aou	N_Atlantic	(28.05,28.1]	-0.9911042	-0.9934452	-0.9876268
oxygen + aou	N_Atlantic	(28.1,28.15]	-0.9943605	-0.9977701	-0.9884142
oxygen + aou	N_Atlantic	(28.15,28.2]	-0.9510117	-1.0000000	-0.8835215
oxygen + aou	N_Atlantic	(28.2, Inf]	-0.2439366	-0.9500578	0.6347522
oxygen + aou	N_Pacific	(-Inf,26]	-0.8406439	-0.8912892	-0.8124327
oxygen + aou	N_Pacific	(26,26.5]	-0.9656892	-0.9732032	-0.9557574
oxygen + aou	N_Pacific	(26.5,26.75]	-0.9889988	-0.9934164	-0.9853370
oxygen + aou	N_Pacific	(26.75,27]	-0.9804918	-0.9854283	-0.9737693
oxygen + aou	N_Pacific	(27,27.25]	-0.9823710	-0.9856093	-0.9794204
oxygen + aou	N_Pacific	(27.25,27.5]	-0.9696659	-0.9725896	-0.9652299
oxygen + aou	N_Pacific	(27.5,27.75]	-0.9811187	-0.9852278	-0.9729989
oxygen + aou	N_Pacific	(27.75,27.85]	-0.9969656	-0.9971704	-0.9965868
oxygen + aou	N_Pacific	(27.85,27.95]	-0.9994257	-0.9995868	-0.9992035
oxygen + aou	N_Pacific	(27.95,28.05]	-0.9998857	-0.9999395	-0.9998538
oxygen + aou	N_Pacific	(28.05,28.1]	-0.9996485	-0.9996741	-0.9996277
oxygen + aou	N_Pacific	(28.1,28.2]	-0.9922011	-0.9949822	-0.9892158
oxygen + aou	Pacific	(-Inf,26]	-0.9243334	-0.9419791	-0.8984930
oxygen + aou	Pacific	(26,26.5]	-0.9819034	-0.9906727	-0.9757993
oxygen + aou	Pacific	(26.5,26.75]	-0.9873596	-0.9936843	-0.9841313
oxygen + aou	Pacific	(26.75,27]	-0.9926899	-0.9944088	-0.9914509
oxygen + aou	Pacific	(27,27.25]	-0.9966132	-0.9966846	-0.9965380
oxygen + aou	Pacific	(27.25,27.5]	-0.9973628	-0.9975559	-0.9972095
oxygen + aou	Pacific	(27.5,27.75]	-0.9964091	-0.9970441	-0.9952158
oxygen + aou	Pacific	(27.75,27.85]	-0.9986040	-0.9990053	-0.9980235
oxygen + aou	Pacific	(27.85,27.95]	-0.9977981	-0.9980788	-0.9973636
oxygen + aou	Pacific	(27.95,28.05]	-0.9977310	-0.9979664	-0.9975785
oxygen + aou	Pacific	(28.05,28.1]	-0.9983131	-0.9984039	-0.9982524
oxygen + aou	Pacific	(28.1,28.2]	-0.9981204	-0.9983886	-0.9977241
oxygen + aou	SO	(-Inf,26]	-0.5197328	-0.8298886	-0.0622960
oxygen + aou	SO	(26,26.5]	-0.8760171	-0.9480021	-0.7976740
oxygen + aou	SO	(26.5,26.75]	-0.9592668	-0.9632897	-0.9527012
oxygen + aou	SO	(26.75,27]	-0.9684590	-0.9700802	-0.9667775
oxygen + aou	SO	(27,27.25]	-0.9849046	-0.9879968	-0.9825684
oxygen + aou	SO	(27.25,27.5]	-0.9833095	-0.9840320	-0.9825914
oxygen + aou	SO	(27.5,27.75]	-0.9880947	-0.9884680	-0.9873959
oxygen + aou	SO	(27.75,27.85]	-0.9857565	-0.9904809	-0.9814097
oxygen + aou	SO	(27.85,27.95]	-0.9802843	-0.9831691	-0.9773734
oxygen + aou	SO	(27.95,28.05]	-0.9793860	-0.9840448	-0.9759007
oxygen + aou	SO	(28.05,28.1]	-0.9805566	-0.9891499	-0.9713127
oxygen + aou	SO	(28.1,28.15]	-0.9567704	-0.9863572	-0.9132108
oxygen + aou	SO	(28.1,28.2]	-0.9879283	-0.9932397	-0.9810487
oxygen + aou	SO	(28.15,28.2]	-0.9647873	-0.9848426	-0.9476038
oxygen + aou	SO	(28.2, Inf]	-0.9217189	-0.9823725	-0.8251661
oxygen + aou	SO	(28.2,28.3]	-0.9887803	-0.9930842	-0.9810035
oxygen + aou	SO	(28.3, Inf]	-0.8400777	-0.9999533	-0.6727884
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8791606	-0.9002406	-0.8535197
oxygen + nitrate	Atlantic	(26,26.5]	-0.9406962	-0.9547442	-0.9328210
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9545987	-0.9615339	-0.9474272
oxygen + nitrate	Atlantic	(26.75,27]	-0.8948602	-0.8999903	-0.8870705
oxygen + nitrate	Atlantic	(27,27.25]	-0.6836865	-0.7326468	-0.6202846
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.1314726	-0.3306742	0.0362805
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.2276179	-0.3044198	-0.1783707
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7006732	-0.8170525	-0.6199058
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8341071	-0.8634885	-0.8190167
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9420094	-0.9566477	-0.9332175
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9044156	-0.9255302	-0.8830048
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.7758227	-0.8216342	-0.6892179
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.7033226	-0.7709172	-0.5961437
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.3374894	-0.9446195	0.7528996
oxygen + nitrate	Indian	(-Inf,26]	-0.9828986	-0.9843451	-0.9811330
oxygen + nitrate	Indian	(26,26.5]	-0.9756269	-0.9795295	-0.9703057
oxygen + nitrate	Indian	(26.5,26.75]	-0.9635090	-0.9744133	-0.9425913
oxygen + nitrate	Indian	(26.75,27]	-0.9479262	-0.9514628	-0.9417210
oxygen + nitrate	Indian	(27,27.25]	-0.8833021	-0.8968675	-0.8610669
oxygen + nitrate	Indian	(27.25,27.5]	-0.8073671	-0.8434571	-0.7594778
oxygen + nitrate	Indian	(27.5,27.75]	-0.9298372	-0.9677544	-0.9000446
oxygen + nitrate	Indian	(27.75,27.85]	-0.9833247	-0.9841893	-0.9817020
oxygen + nitrate	Indian	(27.85,27.95]	-0.9876217	-0.9914945	-0.9832882
oxygen + nitrate	Indian	(27.95,28.05]	-0.9810145	-0.9853965	-0.9752473
oxygen + nitrate	Indian	(28.05,28.1]	-0.9461801	-0.9810365	-0.8870378
oxygen + nitrate	Indian	(28.1,28.2]	-0.9159480	-0.9379016	-0.8977236
oxygen + nitrate	Indian	(28.2,28.3]	0.2690734	-0.2345628	0.7727096
oxygen + nitrate	N_Atlantic	(-Inf,26]	-0.9584471	-0.9868853	-0.9300089
oxygen + nitrate	N_Atlantic	(26,26.5]	-0.9228055	-0.9547205	-0.8843204
oxygen + nitrate	N_Atlantic	(26.5,26.75]	-0.9707714	-0.9732259	-0.9680125
oxygen + nitrate	N_Atlantic	(26.75,27]	-0.9519965	-0.9691860	-0.9416689
oxygen + nitrate	N_Atlantic	(27,27.25]	-0.8973248	-0.9153111	-0.8830349
oxygen + nitrate	N_Atlantic	(27.25,27.5]	-0.5995219	-0.7966535	-0.4642638
oxygen + nitrate	N_Atlantic	(27.5,27.75]	-0.3593112	-0.5119457	-0.0959537
oxygen + nitrate	N_Atlantic	(27.75,27.85]	-0.5788675	-0.6412644	-0.4665088
oxygen + nitrate	N_Atlantic	(27.85,27.95]	-0.6847287	-0.7076043	-0.6500563
oxygen + nitrate	N_Atlantic	(27.95,28.05]	-0.5672940	-0.8766065	0.0511719
oxygen + nitrate	N_Atlantic	(28.05,28.1]	-0.9895359	-0.9914083	-0.9881003
oxygen + nitrate	N_Atlantic	(28.1,28.15]	-0.9952546	-0.9983917	-0.9919700
oxygen + nitrate	N_Atlantic	(28.15,28.2]	-0.8769441	-1.0000000	-0.6579380
oxygen + nitrate	N_Atlantic	(28.2, Inf]	-0.2657070	-0.9454116	0.6297563
oxygen + nitrate	N_Pacific	(-Inf,26]	-0.7383615	-0.7887223	-0.6669117
oxygen + nitrate	N_Pacific	(26,26.5]	-0.8962808	-0.9115976	-0.8781198
oxygen + nitrate	N_Pacific	(26.5,26.75]	-0.9340503	-0.9512756	-0.9161537
oxygen + nitrate	N_Pacific	(26.75,27]	-0.8601332	-0.8812290	-0.8417392
oxygen + nitrate	N_Pacific	(27,27.25]	-0.8764591	-0.9392219	-0.8158195
oxygen + nitrate	N_Pacific	(27.25,27.5]	-0.7975496	-0.8351373	-0.7403418
oxygen + nitrate	N_Pacific	(27.5,27.75]	-0.7522579	-0.8261540	-0.6082630
oxygen + nitrate	N_Pacific	(27.75,27.85]	-0.9946754	-0.9963713	-0.9933673
oxygen + nitrate	N_Pacific	(27.85,27.95]	-0.9987313	-0.9994346	-0.9982984
oxygen + nitrate	N_Pacific	(27.95,28.05]	-0.9991599	-0.9998952	-0.9986696
oxygen + nitrate	N_Pacific	(28.05,28.1]	-0.9997982	-0.9998299	-0.9997770
oxygen + nitrate	N_Pacific	(28.1,28.2]	-0.9995932	-0.9997077	-0.9995303
oxygen + nitrate	Pacific	(-Inf,26]	-0.8330837	-0.8687477	-0.7799133
oxygen + nitrate	Pacific	(26,26.5]	-0.8723443	-0.8915825	-0.8537592
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7553711	-0.7838822	-0.7137947
oxygen + nitrate	Pacific	(26.75,27]	-0.7240523	-0.8007229	-0.5771125
oxygen + nitrate	Pacific	(27,27.25]	-0.7612902	-0.8659558	-0.5638639
oxygen + nitrate	Pacific	(27.25,27.5]	-0.7614654	-0.8956215	-0.5274526
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9079735	-0.9561051	-0.8160732
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9925824	-0.9965155	-0.9864170
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9842311	-0.9886239	-0.9773225
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9879292	-0.9900145	-0.9865570
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9819599	-0.9844952	-0.9773709
oxygen + nitrate	Pacific	(28.1,28.2]	-0.9895575	-0.9906369	-0.9889448
oxygen + nitrate	SO	(-Inf,26]	-0.6726246	-0.9021966	-0.3796734
oxygen + nitrate	SO	(26,26.5]	-0.7705091	-0.8859343	-0.6249430
oxygen + nitrate	SO	(26.5,26.75]	-0.8084394	-0.8304392	-0.7815281
oxygen + nitrate	SO	(26.75,27]	-0.7462398	-0.7668439	-0.7137441
oxygen + nitrate	SO	(27,27.25]	-0.7961485	-0.7970957	-0.7956027
oxygen + nitrate	SO	(27.25,27.5]	-0.8111840	-0.8431874	-0.7828936
oxygen + nitrate	SO	(27.5,27.75]	-0.8793394	-0.8861390	-0.8658480
oxygen + nitrate	SO	(27.75,27.85]	-0.7804949	-0.8262265	-0.7454810
oxygen + nitrate	SO	(27.85,27.95]	-0.7476665	-0.7788465	-0.7212627
oxygen + nitrate	SO	(27.95,28.05]	-0.6688732	-0.6719210	-0.6642192
oxygen + nitrate	SO	(28.05,28.1]	-0.5030804	-0.5516320	-0.4494328
oxygen + nitrate	SO	(28.1,28.15]	-0.2978172	-0.4529272	-0.1582906
oxygen + nitrate	SO	(28.1,28.2]	-0.6457509	-0.7151497	-0.5532621
oxygen + nitrate	SO	(28.15,28.2]	-0.4919326	-0.6810012	-0.3013633
oxygen + nitrate	SO	(28.2, Inf]	-0.7211070	-0.8831720	-0.4656527
oxygen + nitrate	SO	(28.2,28.3]	-0.9002026	-0.9244100	-0.8838737
oxygen + nitrate	SO	(28.3, Inf]	-0.4379666	-0.9974517	0.4982795
oxygen + phosphate	Atlantic	(-Inf,26]	-0.6653624	-0.7994294	-0.5261192
oxygen + phosphate	Atlantic	(26,26.5]	-0.9100516	-0.9277517	-0.8977460
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.9431408	-0.9503425	-0.9345647
oxygen + phosphate	Atlantic	(26.75,27]	-0.8786213	-0.8862943	-0.8686754
oxygen + phosphate	Atlantic	(27,27.25]	-0.6571267	-0.7223591	-0.5745650
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.0823276	-0.2958774	0.1104720
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.2176209	-0.3081151	-0.1571226
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7003203	-0.8102945	-0.6096668
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7313512	-0.7387632	-0.7208693
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.9061142	-0.9361819	-0.8895829
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8908131	-0.9161526	-0.8627353
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.7422127	-0.7937880	-0.6451592
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.6871420	-0.7604031	-0.5729394
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.3124603	-0.9358108	0.7783196
oxygen + phosphate	Indian	(-Inf,26]	-0.9904641	-0.9927123	-0.9863165
oxygen + phosphate	Indian	(26,26.5]	-0.9889013	-0.9931982	-0.9826931
oxygen + phosphate	Indian	(26.5,26.75]	-0.9831933	-0.9931066	-0.9674495
oxygen + phosphate	Indian	(26.75,27]	-0.9757971	-0.9810120	-0.9686046
oxygen + phosphate	Indian	(27,27.25]	-0.9357567	-0.9391142	-0.9305704
oxygen + phosphate	Indian	(27.25,27.5]	-0.8516613	-0.8840740	-0.8164990
oxygen + phosphate	Indian	(27.5,27.75]	-0.9382214	-0.9738416	-0.9080035
oxygen + phosphate	Indian	(27.75,27.85]	-0.9911273	-0.9927121	-0.9901951
oxygen + phosphate	Indian	(27.85,27.95]	-0.9933581	-0.9953076	-0.9907400
oxygen + phosphate	Indian	(27.95,28.05]	-0.9872709	-0.9900215	-0.9836552
oxygen + phosphate	Indian	(28.05,28.1]	-0.9565697	-0.9842489	-0.9092255
oxygen + phosphate	Indian	(28.1,28.2]	-0.9309125	-0.9514139	-0.9124387
oxygen + phosphate	Indian	(28.2,28.3]	0.2797669	-0.2210969	0.7806307
oxygen + phosphate	N_Atlantic	(-Inf,26]	-0.9544779	-0.9881082	-0.9208477
oxygen + phosphate	N_Atlantic	(26,26.5]	-0.9149887	-0.9472344	-0.8766657
oxygen + phosphate	N_Atlantic	(26.5,26.75]	-0.9544549	-0.9581736	-0.9522434
oxygen + phosphate	N_Atlantic	(26.75,27]	-0.9416918	-0.9611832	-0.9314486
oxygen + phosphate	N_Atlantic	(27,27.25]	-0.9175407	-0.9369714	-0.9030541
oxygen + phosphate	N_Atlantic	(27.25,27.5]	-0.6968941	-0.8625454	-0.6069946
oxygen + phosphate	N_Atlantic	(27.5,27.75]	-0.4576006	-0.6151615	-0.2091276
oxygen + phosphate	N_Atlantic	(27.75,27.85]	-0.6431714	-0.7288105	-0.5108643
oxygen + phosphate	N_Atlantic	(27.85,27.95]	-0.6839623	-0.7484928	-0.6471452
oxygen + phosphate	N_Atlantic	(27.95,28.05]	-0.5500853	-0.7866133	-0.1267388
oxygen + phosphate	N_Atlantic	(28.05,28.1]	-0.9645331	-0.9660333	-0.9635047
oxygen + phosphate	N_Atlantic	(28.1,28.15]	-0.9822330	-0.9908187	-0.9688297
oxygen + phosphate	N_Atlantic	(28.15,28.2]	0.2276528	-0.3306829	1.0000000
oxygen + phosphate	N_Atlantic	(28.2, Inf]	0.0037916	-0.8548470	0.8307805
oxygen + phosphate	N_Pacific	(-Inf,26]	-0.6315120	-0.7541497	-0.5464407
oxygen + phosphate	N_Pacific	(26,26.5]	-0.8905083	-0.9175464	-0.8611912
oxygen + phosphate	N_Pacific	(26.5,26.75]	-0.9499446	-0.9679053	-0.9355357
oxygen + phosphate	N_Pacific	(26.75,27]	-0.9125325	-0.9344429	-0.8823966
oxygen + phosphate	N_Pacific	(27,27.25]	-0.9588961	-0.9598225	-0.9581643
oxygen + phosphate	N_Pacific	(27.25,27.5]	-0.9092666	-0.9145507	-0.9041699
oxygen + phosphate	N_Pacific	(27.5,27.75]	-0.9461096	-0.9553238	-0.9288628
oxygen + phosphate	N_Pacific	(27.75,27.85]	-0.9970695	-0.9981736	-0.9959868
oxygen + phosphate	N_Pacific	(27.85,27.95]	-0.9979876	-0.9998500	-0.9965893
oxygen + phosphate	N_Pacific	(27.95,28.05]	-0.9976496	-0.9998508	-0.9962488
oxygen + phosphate	N_Pacific	(28.05,28.1]	-0.9999597	-0.9999669	-0.9999555
oxygen + phosphate	N_Pacific	(28.1,28.2]	-0.9997461	-0.9998218	-0.9996628
oxygen + phosphate	Pacific	(-Inf,26]	-0.8530028	-0.8893219	-0.7936396
oxygen + phosphate	Pacific	(26,26.5]	-0.9490166	-0.9679888	-0.9358301
oxygen + phosphate	Pacific	(26.5,26.75]	-0.9626957	-0.9734549	-0.9569176
oxygen + phosphate	Pacific	(26.75,27]	-0.9702790	-0.9754353	-0.9632335
oxygen + phosphate	Pacific	(27,27.25]	-0.9710277	-0.9755754	-0.9663288
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9713845	-0.9764340	-0.9675092
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9816904	-0.9860478	-0.9749455
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9923169	-0.9953618	-0.9873091
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9956260	-0.9966304	-0.9939758
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9942555	-0.9950738	-0.9934815
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9865425	-0.9885670	-0.9827709
oxygen + phosphate	Pacific	(28.1,28.2]	-0.9902780	-0.9913481	-0.9896154
oxygen + phosphate	SO	(-Inf,26]	-0.7017770	-0.9315459	-0.4179862
oxygen + phosphate	SO	(26,26.5]	-0.7762299	-0.8973847	-0.6198155
oxygen + phosphate	SO	(26.5,26.75]	-0.8210213	-0.8350674	-0.7935984
oxygen + phosphate	SO	(26.75,27]	-0.7622965	-0.7803155	-0.7296739
oxygen + phosphate	SO	(27,27.25]	-0.8088035	-0.8095727	-0.8075189
oxygen + phosphate	SO	(27.25,27.5]	-0.8319131	-0.8591161	-0.8084008
oxygen + phosphate	SO	(27.5,27.75]	-0.8803044	-0.8872382	-0.8670890
oxygen + phosphate	SO	(27.75,27.85]	-0.7881773	-0.8213029	-0.7603727
oxygen + phosphate	SO	(27.85,27.95]	-0.7490030	-0.7920660	-0.7190727
oxygen + phosphate	SO	(27.95,28.05]	-0.6457555	-0.6550009	-0.6314596
oxygen + phosphate	SO	(28.05,28.1]	-0.4399261	-0.4715744	-0.3956644
oxygen + phosphate	SO	(28.1,28.15]	-0.1978960	-0.3204615	-0.0939822
oxygen + phosphate	SO	(28.1,28.2]	-0.5799358	-0.6530991	-0.4966815
oxygen + phosphate	SO	(28.15,28.2]	-0.3659234	-0.5554666	-0.1678039
oxygen + phosphate	SO	(28.2, Inf]	-0.6557816	-0.8424601	-0.3579074
oxygen + phosphate	SO	(28.2,28.3]	-0.8382042	-0.8612154	-0.8149090
oxygen + phosphate	SO	(28.3, Inf]	-0.3518320	-0.9978750	0.7391449
oxygen + phosphate_star	Atlantic	(-Inf,26]	-0.0376240	-0.4256182	0.1649216
oxygen + phosphate_star	Atlantic	(26,26.5]	-0.5406319	-0.5665148	-0.5169090
oxygen + phosphate_star	Atlantic	(26.5,26.75]	-0.5494296	-0.5738453	-0.5057313
oxygen + phosphate_star	Atlantic	(26.75,27]	-0.1626504	-0.2071872	-0.0845589
oxygen + phosphate_star	Atlantic	(27,27.25]	0.2835358	0.1706685	0.4400192
oxygen + phosphate_star	Atlantic	(27.25,27.5]	0.5407429	0.4667994	0.6478108
oxygen + phosphate_star	Atlantic	(27.5,27.75]	0.1677372	0.1212389	0.1920162
oxygen + phosphate_star	Atlantic	(27.75,27.85]	-0.4771512	-0.6705211	-0.3688647
oxygen + phosphate_star	Atlantic	(27.85,27.95]	-0.0090038	-0.0392461	0.0185803
oxygen + phosphate_star	Atlantic	(27.95,28.05]	-0.6160200	-0.7060387	-0.5680639
oxygen + phosphate_star	Atlantic	(28.05,28.1]	-0.7064523	-0.7645380	-0.6488458
oxygen + phosphate_star	Atlantic	(28.1,28.15]	-0.6049926	-0.6825788	-0.4780329
oxygen + phosphate_star	Atlantic	(28.15,28.2]	-0.4773762	-0.6432195	-0.2442187
oxygen + phosphate_star	Atlantic	(28.2, Inf]	0.2027803	-0.8444408	0.9069469
oxygen + phosphate_star	Indian	(-Inf,26]	-0.9278143	-0.9450974	-0.8941537
oxygen + phosphate_star	Indian	(26,26.5]	-0.8901375	-0.9299695	-0.8305258
oxygen + phosphate_star	Indian	(26.5,26.75]	-0.7758304	-0.8817365	-0.6372367
oxygen + phosphate_star	Indian	(26.75,27]	0.0335955	0.0007253	0.0885758
oxygen + phosphate_star	Indian	(27,27.25]	0.7677433	0.7494362	0.8035567
oxygen + phosphate_star	Indian	(27.25,27.5]	0.8605682	0.8575633	0.8624104
oxygen + phosphate_star	Indian	(27.5,27.75]	0.8748784	0.8525033	0.9075887
oxygen + phosphate_star	Indian	(27.75,27.85]	0.4376116	0.3437719	0.4999659
oxygen + phosphate_star	Indian	(27.85,27.95]	-0.8184422	-0.8186578	-0.8181440
oxygen + phosphate_star	Indian	(27.95,28.05]	-0.8449703	-0.9134831	-0.7444634
oxygen + phosphate_star	Indian	(28.05,28.1]	-0.6352946	-0.8657856	-0.2491802
oxygen + phosphate_star	Indian	(28.1,28.2]	0.2470392	-0.0114579	0.6749874
oxygen + phosphate_star	Indian	(28.2,28.3]	0.6880586	0.4417499	0.9343673
oxygen + phosphate_star	N_Atlantic	(-Inf,26]	-0.6929670	-0.7625855	-0.6233484
oxygen + phosphate_star	N_Atlantic	(26,26.5]	-0.4986125	-0.6424613	-0.2903172
oxygen + phosphate_star	N_Atlantic	(26.5,26.75]	-0.3846325	-0.4920245	-0.2088199
oxygen + phosphate_star	N_Atlantic	(26.75,27]	-0.4051545	-0.6143163	-0.2972571
oxygen + phosphate_star	N_Atlantic	(27,27.25]	-0.0632879	-0.1047660	0.0129842
oxygen + phosphate_star	N_Atlantic	(27.25,27.5]	0.4442326	0.2914243	0.6614514
oxygen + phosphate_star	N_Atlantic	(27.5,27.75]	0.6743362	0.5473633	0.7565605
oxygen + phosphate_star	N_Atlantic	(27.75,27.85]	0.7800641	0.7502117	0.8235590
oxygen + phosphate_star	N_Atlantic	(27.85,27.95]	0.8588946	0.8364466	0.8944174
oxygen + phosphate_star	N_Atlantic	(27.95,28.05]	0.5521109	0.2579557	0.7418142
oxygen + phosphate_star	N_Atlantic	(28.05,28.1]	-0.8498955	-0.8711124	-0.8364659
oxygen + phosphate_star	N_Atlantic	(28.1,28.15]	-0.9328024	-0.9647799	-0.8903799
oxygen + phosphate_star	N_Atlantic	(28.15,28.2]	0.8815491	0.8006503	1.0000000
oxygen + phosphate_star	N_Atlantic	(28.2, Inf]	0.1033744	-0.8049287	0.8873415
oxygen + phosphate_star	N_Pacific	(-Inf,26]	0.1788392	-0.2173963	0.6187143
oxygen + phosphate_star	N_Pacific	(26,26.5]	-0.3860602	-0.5280270	-0.1933790
oxygen + phosphate_star	N_Pacific	(26.5,26.75]	-0.2265491	-0.2546600	-0.1784879
oxygen + phosphate_star	N_Pacific	(26.75,27]	0.1724365	0.0745400	0.2507416
oxygen + phosphate_star	N_Pacific	(27,27.25]	-0.5414101	-0.5999831	-0.4796598
oxygen + phosphate_star	N_Pacific	(27.25,27.5]	-0.4266304	-0.4362167	-0.4131896
oxygen + phosphate_star	N_Pacific	(27.5,27.75]	0.9460285	0.9287905	0.9585139
oxygen + phosphate_star	N_Pacific	(27.75,27.85]	0.9618751	0.9512629	0.9738986
oxygen + phosphate_star	N_Pacific	(27.85,27.95]	0.8939049	0.8377755	0.9896343
oxygen + phosphate_star	N_Pacific	(27.95,28.05]	0.7151169	0.5761710	0.9602707
oxygen + phosphate_star	N_Pacific	(28.05,28.1]	0.8885659	0.8753577	0.9038115
oxygen + phosphate_star	N_Pacific	(28.1,28.2]	-0.7852936	-0.8439609	-0.7519018
oxygen + phosphate_star	Pacific	(-Inf,26]	-0.4570561	-0.6319993	-0.3125676
oxygen + phosphate_star	Pacific	(26,26.5]	-0.7066890	-0.7081453	-0.7053907
oxygen + phosphate_star	Pacific	(26.5,26.75]	-0.6442276	-0.6623726	-0.6109613
oxygen + phosphate_star	Pacific	(26.75,27]	-0.5181384	-0.5957937	-0.4024936
oxygen + phosphate_star	Pacific	(27,27.25]	0.0604196	-0.1285046	0.2606848
oxygen + phosphate_star	Pacific	(27.25,27.5]	0.2911761	-0.0176022	0.4853790
oxygen + phosphate_star	Pacific	(27.5,27.75]	0.4511625	0.1993577	0.6110671
oxygen + phosphate_star	Pacific	(27.75,27.85]	0.1975863	-0.0575736	0.3984184
oxygen + phosphate_star	Pacific	(27.85,27.95]	-0.3393454	-0.3449185	-0.3313378
oxygen + phosphate_star	Pacific	(27.95,28.05]	-0.2497643	-0.3587562	-0.1031565
oxygen + phosphate_star	Pacific	(28.05,28.1]	-0.3283540	-0.3980443	-0.2734764
oxygen + phosphate_star	Pacific	(28.1,28.2]	-0.3461482	-0.3938274	-0.2574810
oxygen + phosphate_star	SO	(-Inf,26]	0.1842235	-0.1689636	0.4866781
oxygen + phosphate_star	SO	(26,26.5]	-0.4031597	-0.6841715	-0.0629607
oxygen + phosphate_star	SO	(26.5,26.75]	-0.3370886	-0.4195082	-0.2396781
oxygen + phosphate_star	SO	(26.75,27]	-0.0522818	-0.1037294	-0.0109255
oxygen + phosphate_star	SO	(27,27.25]	0.3617559	0.2520499	0.5328258
oxygen + phosphate_star	SO	(27.25,27.5]	0.6411463	0.5335499	0.7559166
oxygen + phosphate_star	SO	(27.5,27.75]	0.8873242	0.8516553	0.9101767
oxygen + phosphate_star	SO	(27.75,27.85]	0.4421971	0.3297366	0.5539914
oxygen + phosphate_star	SO	(27.85,27.95]	0.2201718	-0.0082196	0.3814052
oxygen + phosphate_star	SO	(27.95,28.05]	0.4916747	0.4108685	0.6132699
oxygen + phosphate_star	SO	(28.05,28.1]	0.7252003	0.5814731	0.8357182
oxygen + phosphate_star	SO	(28.1,28.15]	0.7926270	0.6376666	0.8982509
oxygen + phosphate_star	SO	(28.1,28.2]	0.8435535	0.7910646	0.8868971
oxygen + phosphate_star	SO	(28.15,28.2]	0.8965692	0.8656804	0.9451562
oxygen + phosphate_star	SO	(28.2, Inf]	0.2673592	0.0208009	0.4673615
oxygen + phosphate_star	SO	(28.2,28.3]	0.8777053	0.7508791	0.9480998
oxygen + phosphate_star	SO	(28.3, Inf]	0.4139782	-0.7051480	0.9981814
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.7568269	0.6346019	0.8838812
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8396181	0.8140410	0.8636630
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.7947509	0.7490925	0.8241513
phosphate + phosphate_star	Atlantic	(26.75,27]	0.6129997	0.5461054	0.6561914
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5317237	0.4821470	0.5580886
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7880146	0.7066512	0.8287034
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.9248877	0.9069758	0.9397513
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9601278	0.9406525	0.9780843
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6883971	0.6786394	0.7069944
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.8908874	0.8781194	0.9099148
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9507134	0.9445458	0.9587997
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9823663	0.9795029	0.9862988
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9641795	0.9347030	0.9863792
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.6827320	0.0987606	0.9790545
phosphate + phosphate_star	Indian	(-Inf,26]	0.9703108	0.9557375	0.9781889
phosphate + phosphate_star	Indian	(26,26.5]	0.9478107	0.9193277	0.9664502
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8763566	0.8115227	0.9309536
phosphate + phosphate_star	Indian	(26.75,27]	0.1843092	0.1222270	0.2374651
phosphate + phosphate_star	Indian	(27,27.25]	-0.4928712	-0.5501080	-0.4560859
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.4672567	-0.5247179	-0.4032248
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.6565900	-0.7884436	-0.5744553
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.3148431	-0.3740850	-0.2111938
phosphate + phosphate_star	Indian	(27.85,27.95]	0.8784518	0.8703845	0.8886392
phosphate + phosphate_star	Indian	(27.95,28.05]	0.9181947	0.8525165	0.9617036
phosphate + phosphate_star	Indian	(28.05,28.1]	0.8250281	0.6297336	0.9406161
phosphate + phosphate_star	Indian	(28.1,28.2]	0.1006064	-0.4150037	0.4196412
phosphate + phosphate_star	Indian	(28.2,28.3]	0.8646770	0.7772662	0.9520877
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.8659446	0.8529826	0.8789066
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.7846869	0.5817346	0.9318995
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.6396774	0.4954465	0.7343504
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.6866872	0.6221584	0.8081808
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.4518199	0.3372107	0.5160290
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.3054055	0.1945226	0.4890434
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3303218	0.1866264	0.4812468
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	-0.0302337	-0.1187574	0.0668994
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	-0.2174385	-0.2793241	-0.1234886
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.3278244	-0.0507392	0.5711812
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9587315	0.9526388	0.9684283
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9837290	0.9753967	0.9914867
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.6161586	0.3006645	1.0000000
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9903362	0.9811875	0.9959796
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.6138748	0.3198611	0.8049458
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.7608579	0.6652231	0.8221665
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.5164027	0.4867504	0.5729414
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.2419179	0.2060627	0.2854690
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.7572118	0.7094112	0.8003671
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.7642958	0.7625966	0.7673883
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	-0.7904341	-0.8314427	-0.7254381
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	-0.9381687	-0.9584076	-0.9198451
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	-0.8641632	-0.9869985	-0.7898606
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.6675536	-0.9553064	-0.5032821
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.8844117	-0.9003022	-0.8707555
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	0.7989872	0.7687680	0.8539354
phosphate + phosphate_star	Pacific	(-Inf,26]	0.8507561	0.8098671	0.9164299
phosphate + phosphate_star	Pacific	(26,26.5]	0.8912892	0.8615378	0.9115580
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.8250300	0.7759376	0.8513660
phosphate + phosphate_star	Pacific	(26.75,27]	0.7088527	0.6336379	0.7673742
phosphate + phosphate_star	Pacific	(27,27.25]	0.1764011	-0.0034936	0.3611767
phosphate + phosphate_star	Pacific	(27.25,27.5]	-0.0627390	-0.2591069	0.2698271
phosphate + phosphate_star	Pacific	(27.5,27.75]	-0.2775790	-0.4606440	0.0236158
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.0800181	-0.3083330	0.2153897
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.4249801	0.4076114	0.4427204
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.3512160	0.2094298	0.4495266
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.4769746	0.4170470	0.5607414
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.4729262	0.3920590	0.5156482
phosphate + phosphate_star	SO	(-Inf,26]	0.5216233	0.4588937	0.5901832
phosphate + phosphate_star	SO	(26,26.5]	0.8837798	0.8222146	0.9357773
phosphate + phosphate_star	SO	(26.5,26.75]	0.8134008	0.7809155	0.8503552
phosphate + phosphate_star	SO	(26.75,27]	0.6855072	0.6618411	0.7029541
phosphate + phosphate_star	SO	(27,27.25]	0.2499274	0.0653894	0.3672632
phosphate + phosphate_star	SO	(27.25,27.5]	-0.1143134	-0.2257247	-0.0255333
phosphate + phosphate_star	SO	(27.5,27.75]	-0.5642003	-0.6164591	-0.5126349
phosphate + phosphate_star	SO	(27.75,27.85]	0.1978517	0.0199529	0.3624404
phosphate + phosphate_star	SO	(27.85,27.95]	0.4737391	0.3452727	0.6169253
phosphate + phosphate_star	SO	(27.95,28.05]	0.3430507	0.2252196	0.4248031
phosphate + phosphate_star	SO	(28.05,28.1]	0.2836754	0.0901591	0.4623530
phosphate + phosphate_star	SO	(28.1,28.15]	0.4051013	0.1284504	0.7069736
phosphate + phosphate_star	SO	(28.1,28.2]	-0.0575657	-0.2293968	0.1380356
phosphate + phosphate_star	SO	(28.15,28.2]	0.0697934	-0.2534064	0.3228166
phosphate + phosphate_star	SO	(28.2, Inf]	0.5102922	0.2470639	0.6582310
phosphate + phosphate_star	SO	(28.2,28.3]	-0.4909330	-0.6549117	-0.2291146
phosphate + phosphate_star	SO	(28.3, Inf]	0.3040369	-0.9921325	0.9903145
sal + aou	Atlantic	(-Inf,26]	-0.1216603	-0.3577251	0.0839267
sal + aou	Atlantic	(26,26.5]	-0.1895519	-0.2891544	-0.0283913
sal + aou	Atlantic	(26.5,26.75]	-0.1672980	-0.2950706	-0.0209732
sal + aou	Atlantic	(26.75,27]	-0.1070593	-0.1736461	-0.0240569
sal + aou	Atlantic	(27,27.25]	-0.0646253	-0.1839282	0.0876850
sal + aou	Atlantic	(27.25,27.5]	-0.0148246	-0.0818825	0.1113851
sal + aou	Atlantic	(27.5,27.75]	-0.5535504	-0.5583391	-0.5444345
sal + aou	Atlantic	(27.75,27.85]	-0.7832453	-0.8781235	-0.6918079
sal + aou	Atlantic	(27.85,27.95]	-0.4817355	-0.5188191	-0.4434990
sal + aou	Atlantic	(27.95,28.05]	-0.8486101	-0.8753480	-0.8316521
sal + aou	Atlantic	(28.05,28.1]	-0.8818255	-0.8997614	-0.8514436
sal + aou	Atlantic	(28.1,28.15]	-0.8934354	-0.9099699	-0.8644469
sal + aou	Atlantic	(28.15,28.2]	-0.1855876	-0.6266664	0.1634918
sal + aou	Atlantic	(28.2, Inf]	0.2435000	-0.2211628	0.5478306
sal + aou	Indian	(-Inf,26]	-0.3207756	-0.6152394	-0.0123524
sal + aou	Indian	(26,26.5]	-0.1631222	-0.3056735	-0.0381837
sal + aou	Indian	(26.5,26.75]	0.3073216	0.0870894	0.4313331
sal + aou	Indian	(26.75,27]	0.8191288	0.7942994	0.8374774
sal + aou	Indian	(27,27.25]	0.9112781	0.8940753	0.9401058
sal + aou	Indian	(27.25,27.5]	0.9123490	0.8889231	0.9441288
sal + aou	Indian	(27.5,27.75]	0.7683681	0.7157771	0.8708303
sal + aou	Indian	(27.75,27.85]	0.8231487	0.7750519	0.8923474
sal + aou	Indian	(27.85,27.95]	0.7559376	0.6926553	0.7990601
sal + aou	Indian	(27.95,28.05]	0.0798019	-0.4332654	0.5513822
sal + aou	Indian	(28.05,28.1]	-0.2919459	-0.7327761	0.2918608
sal + aou	Indian	(28.1,28.2]	0.4718615	0.1543643	0.9010926
sal + aou	Indian	(28.2,28.3]	0.4481330	-0.0439987	0.9402648
sal + aou	N_Atlantic	(-Inf,26]	-0.9056160	-0.9992497	-0.8119824
sal + aou	N_Atlantic	(26,26.5]	-0.4420260	-0.8519856	0.0508569
sal + aou	N_Atlantic	(26.5,26.75]	0.2194640	0.1408695	0.3541346
sal + aou	N_Atlantic	(26.75,27]	0.2332179	0.1632586	0.3427320
sal + aou	N_Atlantic	(27,27.25]	0.3643197	0.2423315	0.4690114
sal + aou	N_Atlantic	(27.25,27.5]	0.3960326	0.1966553	0.5166530
sal + aou	N_Atlantic	(27.5,27.75]	0.4288642	0.4031968	0.4453331
sal + aou	N_Atlantic	(27.75,27.85]	0.5146626	0.3137986	0.6462354
sal + aou	N_Atlantic	(27.85,27.95]	0.5972972	0.3724466	0.7391390
sal + aou	N_Atlantic	(27.95,28.05]	0.5386602	0.1034310	0.8332035
sal + aou	N_Atlantic	(28.05,28.1]	0.0307485	-0.0380030	0.1201208
sal + aou	N_Atlantic	(28.1,28.15]	-0.0134026	-0.1194590	0.0804281
sal + aou	N_Atlantic	(28.15,28.2]	0.3768553	0.0268685	1.0000000
sal + aou	N_Atlantic	(28.2, Inf]	0.9306940	0.9220946	0.9452868
sal + aou	N_Pacific	(-Inf,26]	-0.1951782	-0.5568880	0.2304212
sal + aou	N_Pacific	(26,26.5]	-0.3611776	-0.5124650	-0.1281552
sal + aou	N_Pacific	(26.5,26.75]	0.3686686	0.2157802	0.4997750
sal + aou	N_Pacific	(26.75,27]	0.6549786	0.5968326	0.6950210
sal + aou	N_Pacific	(27,27.25]	0.4592347	0.4217202	0.5087475
sal + aou	N_Pacific	(27.25,27.5]	0.3576542	0.3040552	0.4044957
sal + aou	N_Pacific	(27.5,27.75]	-0.8782821	-0.9173233	-0.8221336
sal + aou	N_Pacific	(27.75,27.85]	-0.9704809	-0.9784177	-0.9654863
sal + aou	N_Pacific	(27.85,27.95]	-0.9867916	-0.9899288	-0.9828530
sal + aou	N_Pacific	(27.95,28.05]	-0.9901766	-0.9905555	-0.9898084
sal + aou	N_Pacific	(28.05,28.1]	-0.9945459	-0.9952190	-0.9938493
sal + aou	N_Pacific	(28.1,28.2]	-0.9876917	-0.9918683	-0.9813725
sal + aou	Pacific	(-Inf,26]	-0.1432634	-0.2538330	-0.0388488
sal + aou	Pacific	(26,26.5]	-0.2679390	-0.4412542	0.0707207
sal + aou	Pacific	(26.5,26.75]	-0.0386867	-0.2686283	0.3829649
sal + aou	Pacific	(26.75,27]	0.0221038	-0.2672139	0.3433271
sal + aou	Pacific	(27,27.25]	0.1770575	-0.0325661	0.4166028
sal + aou	Pacific	(27.25,27.5]	0.3723561	0.3200144	0.4728015
sal + aou	Pacific	(27.5,27.75]	0.1955794	0.1536672	0.2330874
sal + aou	Pacific	(27.75,27.85]	-0.1677123	-0.1705318	-0.1629472
sal + aou	Pacific	(27.85,27.95]	-0.5774087	-0.6194037	-0.5321808
sal + aou	Pacific	(27.95,28.05]	-0.9310021	-0.9363527	-0.9208086
sal + aou	Pacific	(28.05,28.1]	-0.9639937	-0.9727151	-0.9548772
sal + aou	Pacific	(28.1,28.2]	-0.9176663	-0.9524249	-0.8989606
sal + aou	SO	(-Inf,26]	-0.3960730	-0.6069073	-0.1202723
sal + aou	SO	(26,26.5]	-0.6177935	-0.7508981	-0.4305854
sal + aou	SO	(26.5,26.75]	-0.5076109	-0.6061036	-0.3898891
sal + aou	SO	(26.75,27]	-0.1707408	-0.2315330	-0.1400114
sal + aou	SO	(27,27.25]	0.5471059	0.4775390	0.6386801
sal + aou	SO	(27.25,27.5]	0.8754386	0.8459163	0.9190480
sal + aou	SO	(27.5,27.75]	0.8480439	0.8304032	0.8639282
sal + aou	SO	(27.75,27.85]	0.4248595	0.3022087	0.5220491
sal + aou	SO	(27.85,27.95]	0.1208280	-0.0453144	0.2488498
sal + aou	SO	(27.95,28.05]	0.3566647	0.2770511	0.5068864
sal + aou	SO	(28.05,28.1]	0.6246110	0.4516315	0.7749374
sal + aou	SO	(28.1,28.15]	0.6801437	0.4610589	0.8255886
sal + aou	SO	(28.1,28.2]	0.8612139	0.8353447	0.9038141
sal + aou	SO	(28.15,28.2]	0.8197825	0.7600629	0.8754104
sal + aou	SO	(28.2, Inf]	0.7128394	0.5212626	0.9010396
sal + aou	SO	(28.2,28.3]	0.9004322	0.8781867	0.9359299
sal + aou	SO	(28.3, Inf]	0.5059389	-0.2550545	0.9234779
sal + nitrate	Atlantic	(-Inf,26]	-0.0871188	-0.3498746	0.1308579
sal + nitrate	Atlantic	(26,26.5]	-0.2455752	-0.3547913	-0.0717087
sal + nitrate	Atlantic	(26.5,26.75]	-0.2613514	-0.3917448	-0.1071761
sal + nitrate	Atlantic	(26.75,27]	-0.3281131	-0.3959481	-0.2455342
sal + nitrate	Atlantic	(27,27.25]	-0.5486132	-0.6032163	-0.4760404
sal + nitrate	Atlantic	(27.25,27.5]	-0.8455423	-0.8710235	-0.8112774
sal + nitrate	Atlantic	(27.5,27.75]	-0.9527490	-0.9592629	-0.9448047
sal + nitrate	Atlantic	(27.75,27.85]	-0.9273765	-0.9561490	-0.8935457
sal + nitrate	Atlantic	(27.85,27.95]	-0.7257495	-0.7419830	-0.7046719
sal + nitrate	Atlantic	(27.95,28.05]	-0.8865752	-0.8958568	-0.8781547
sal + nitrate	Atlantic	(28.05,28.1]	-0.8868637	-0.8932975	-0.8813045
sal + nitrate	Atlantic	(28.1,28.15]	-0.9467961	-0.9545086	-0.9357119
sal + nitrate	Atlantic	(28.15,28.2]	-0.5311722	-0.8138933	-0.3267219
sal + nitrate	Atlantic	(28.2, Inf]	-0.1249894	-0.8905968	0.6843134
sal + nitrate	Indian	(-Inf,26]	-0.3911361	-0.6675824	-0.0950480
sal + nitrate	Indian	(26,26.5]	-0.2678330	-0.4348388	-0.1242442
sal + nitrate	Indian	(26.5,26.75]	0.1518985	-0.1536422	0.3137041
sal + nitrate	Indian	(26.75,27]	0.6816060	0.6554223	0.7236938
sal + nitrate	Indian	(27,27.25]	0.7051010	0.6578402	0.7596407
sal + nitrate	Indian	(27.25,27.5]	0.6904888	0.6373221	0.7425895
sal + nitrate	Indian	(27.5,27.75]	0.6729522	0.6039771	0.8061523
sal + nitrate	Indian	(27.75,27.85]	0.7632730	0.7149511	0.8221607
sal + nitrate	Indian	(27.85,27.95]	0.6841697	0.5856639	0.7375131
sal + nitrate	Indian	(27.95,28.05]	0.0209881	-0.5002079	0.5109776
sal + nitrate	Indian	(28.05,28.1]	-0.3941634	-0.7949080	0.1286251
sal + nitrate	Indian	(28.1,28.2]	0.2144320	-0.1694072	0.7553353
sal + nitrate	Indian	(28.2,28.3]	-0.8143883	-0.8819261	-0.7468506
sal + nitrate	N_Atlantic	(-Inf,26]	-0.9133385	-0.9911645	-0.8355124
sal + nitrate	N_Atlantic	(26,26.5]	-0.5203132	-0.9314274	0.0084289
sal + nitrate	N_Atlantic	(26.5,26.75]	0.2463418	0.1563596	0.3643462
sal + nitrate	N_Atlantic	(26.75,27]	0.1737157	0.1136705	0.2576312
sal + nitrate	N_Atlantic	(27,27.25]	0.1274602	-0.0041937	0.2913193
sal + nitrate	N_Atlantic	(27.25,27.5]	-0.2329573	-0.4422902	0.1110516
sal + nitrate	N_Atlantic	(27.5,27.75]	-0.3759483	-0.5963277	-0.2313570
sal + nitrate	N_Atlantic	(27.75,27.85]	-0.0749742	-0.1848373	0.0372931
sal + nitrate	N_Atlantic	(27.85,27.95]	0.2204473	0.0429616	0.3671433
sal + nitrate	N_Atlantic	(27.95,28.05]	0.1751942	-0.6182354	0.6675330
sal + nitrate	N_Atlantic	(28.05,28.1]	0.0272399	-0.0606835	0.0981331
sal + nitrate	N_Atlantic	(28.1,28.15]	-0.0062209	-0.1128641	0.0769434
sal + nitrate	N_Atlantic	(28.15,28.2]	0.4315904	0.0026975	1.0000000
sal + nitrate	N_Atlantic	(28.2, Inf]	0.9165827	0.8946085	0.9330477
sal + nitrate	N_Pacific	(-Inf,26]	-0.1887438	-0.5275190	0.2049574
sal + nitrate	N_Pacific	(26,26.5]	-0.4899512	-0.6266264	-0.2896586
sal + nitrate	N_Pacific	(26.5,26.75]	0.1983103	0.0521832	0.3765198
sal + nitrate	N_Pacific	(26.75,27]	0.4110800	0.3888438	0.4313595
sal + nitrate	N_Pacific	(27,27.25]	0.2895947	0.1811957	0.3681033
sal + nitrate	N_Pacific	(27.25,27.5]	0.4281040	0.3590578	0.4723816
sal + nitrate	N_Pacific	(27.5,27.75]	-0.6459703	-0.7340225	-0.5109541
sal + nitrate	N_Pacific	(27.75,27.85]	-0.9321435	-0.9481111	-0.9231083
sal + nitrate	N_Pacific	(27.85,27.95]	-0.9766715	-0.9788276	-0.9730752
sal + nitrate	N_Pacific	(27.95,28.05]	-0.9896971	-0.9906016	-0.9890297
sal + nitrate	N_Pacific	(28.05,28.1]	-0.9957224	-0.9960837	-0.9953329
sal + nitrate	N_Pacific	(28.1,28.2]	-0.9968912	-0.9975117	-0.9962643
sal + nitrate	Pacific	(-Inf,26]	-0.2744475	-0.3421562	-0.1878689
sal + nitrate	Pacific	(26,26.5]	-0.4278938	-0.6061989	-0.0743257
sal + nitrate	Pacific	(26.5,26.75]	-0.3081505	-0.5235249	0.1210873
sal + nitrate	Pacific	(26.75,27]	-0.2766154	-0.4902245	-0.0782500
sal + nitrate	Pacific	(27,27.25]	-0.1548551	-0.2740099	-0.0946516
sal + nitrate	Pacific	(27.25,27.5]	0.1124368	0.0109285	0.1816189
sal + nitrate	Pacific	(27.5,27.75]	0.2014553	0.1181144	0.2526582
sal + nitrate	Pacific	(27.75,27.85]	-0.0955189	-0.1192310	-0.0632187
sal + nitrate	Pacific	(27.85,27.95]	-0.4947319	-0.5513244	-0.4140401
sal + nitrate	Pacific	(27.95,28.05]	-0.8919190	-0.9035136	-0.8704141
sal + nitrate	Pacific	(28.05,28.1]	-0.9839069	-0.9864299	-0.9822036
sal + nitrate	Pacific	(28.1,28.2]	-0.9278598	-0.9590081	-0.9106331
sal + nitrate	SO	(-Inf,26]	-0.1685653	-0.4515118	0.0764626
sal + nitrate	SO	(26,26.5]	-0.6331173	-0.7404995	-0.5304448
sal + nitrate	SO	(26.5,26.75]	-0.6985193	-0.7714411	-0.6124825
sal + nitrate	SO	(26.75,27]	-0.5448845	-0.5720848	-0.5103850
sal + nitrate	SO	(27,27.25]	0.1679763	0.0881591	0.2701701
sal + nitrate	SO	(27.25,27.5]	0.6274299	0.6020944	0.6681262
sal + nitrate	SO	(27.5,27.75]	0.6278978	0.5864376	0.6715170
sal + nitrate	SO	(27.75,27.85]	-0.0666168	-0.2342120	0.0866028
sal + nitrate	SO	(27.85,27.95]	-0.3896504	-0.4950290	-0.2917449
sal + nitrate	SO	(27.95,28.05]	-0.2540613	-0.3192741	-0.1267122
sal + nitrate	SO	(28.05,28.1]	-0.1481343	-0.3157973	0.0578337
sal + nitrate	SO	(28.1,28.15]	-0.1958759	-0.4769838	0.0512891
sal + nitrate	SO	(28.1,28.2]	0.3694745	0.2375052	0.4981731
sal + nitrate	SO	(28.15,28.2]	0.2003934	-0.0473736	0.4296948
sal + nitrate	SO	(28.2, Inf]	0.3999993	0.0256567	0.7331833
sal + nitrate	SO	(28.2,28.3]	0.7587226	0.7018852	0.7982816
sal + nitrate	SO	(28.3, Inf]	-0.2293329	-0.8801146	0.8266618
sal + oxygen	Atlantic	(-Inf,26]	-0.3390866	-0.5370986	-0.0475961
sal + oxygen	Atlantic	(26,26.5]	-0.0573843	-0.1954995	0.0347405
sal + oxygen	Atlantic	(26.5,26.75]	-0.0057885	-0.1401379	0.1037799
sal + oxygen	Atlantic	(26.75,27]	-0.0933787	-0.1716461	-0.0400840
sal + oxygen	Atlantic	(27,27.25]	-0.1940207	-0.3580697	-0.0625375
sal + oxygen	Atlantic	(27.25,27.5]	-0.3861984	-0.5245790	-0.2540353
sal + oxygen	Atlantic	(27.5,27.75]	-0.0467759	-0.0814397	0.0139237
sal + oxygen	Atlantic	(27.75,27.85]	0.4214456	0.2988462	0.6376742
sal + oxygen	Atlantic	(27.85,27.95]	0.2663332	0.2201388	0.3324375
sal + oxygen	Atlantic	(27.95,28.05]	0.8157010	0.7894522	0.8611292
sal + oxygen	Atlantic	(28.05,28.1]	0.8325751	0.7826173	0.8592039
sal + oxygen	Atlantic	(28.1,28.15]	0.6595233	0.5560173	0.7156277
sal + oxygen	Atlantic	(28.15,28.2]	-0.1411324	-0.5161002	0.2920282
sal + oxygen	Atlantic	(28.2, Inf]	-0.7031681	-0.9781250	-0.1634606
sal + oxygen	Indian	(-Inf,26]	0.2647332	-0.0589347	0.5799177
sal + oxygen	Indian	(26,26.5]	0.0888196	-0.0509086	0.2348702
sal + oxygen	Indian	(26.5,26.75]	-0.3665508	-0.4738910	-0.1636611
sal + oxygen	Indian	(26.75,27]	-0.8551400	-0.8689019	-0.8331956
sal + oxygen	Indian	(27,27.25]	-0.9433279	-0.9648688	-0.9289127
sal + oxygen	Indian	(27.25,27.5]	-0.9488132	-0.9700268	-0.9306317
sal + oxygen	Indian	(27.5,27.75]	-0.8135628	-0.8710867	-0.7838701
sal + oxygen	Indian	(27.75,27.85]	-0.8571014	-0.9039836	-0.8202096
sal + oxygen	Indian	(27.85,27.95]	-0.7761757	-0.8200597	-0.7138753
sal + oxygen	Indian	(27.95,28.05]	-0.1206301	-0.5985492	0.4056627
sal + oxygen	Indian	(28.05,28.1]	0.2262491	-0.3920590	0.6957781
sal + oxygen	Indian	(28.1,28.2]	-0.5318688	-0.9209037	-0.2447905
sal + oxygen	Indian	(28.2,28.3]	-0.6966928	-0.9806746	-0.4127110
sal + oxygen	N_Atlantic	(-Inf,26]	0.8943039	0.7890313	0.9995766
sal + oxygen	N_Atlantic	(26,26.5]	0.3125963	-0.1716271	0.7293991
sal + oxygen	N_Atlantic	(26.5,26.75]	-0.3869499	-0.5032282	-0.3287541
sal + oxygen	N_Atlantic	(26.75,27]	-0.3748847	-0.4839137	-0.2937902
sal + oxygen	N_Atlantic	(27,27.25]	-0.4768311	-0.5708919	-0.3957029
sal + oxygen	N_Atlantic	(27.25,27.5]	-0.5723926	-0.6305027	-0.4574488
sal + oxygen	N_Atlantic	(27.5,27.75]	-0.6791603	-0.7201187	-0.6276648
sal + oxygen	N_Atlantic	(27.75,27.85]	-0.7134214	-0.8188253	-0.5630949
sal + oxygen	N_Atlantic	(27.85,27.95]	-0.7051905	-0.8131250	-0.5239360
sal + oxygen	N_Atlantic	(27.95,28.05]	-0.8200475	-0.8860629	-0.7839812
sal + oxygen	N_Atlantic	(28.05,28.1]	-0.1465086	-0.2304600	-0.0542115
sal + oxygen	N_Atlantic	(28.1,28.15]	-0.0775537	-0.1505786	0.0572831
sal + oxygen	N_Atlantic	(28.15,28.2]	-0.4177678	-1.0000000	0.2021226
sal + oxygen	N_Atlantic	(28.2, Inf]	0.0034017	-0.7566400	0.8402494
sal + oxygen	N_Pacific	(-Inf,26]	-0.2822989	-0.7456778	0.1840643
sal + oxygen	N_Pacific	(26,26.5]	0.1286944	-0.1604599	0.3014254
sal + oxygen	N_Pacific	(26.5,26.75]	-0.4904176	-0.5862392	-0.3674943
sal + oxygen	N_Pacific	(26.75,27]	-0.7786002	-0.7951133	-0.7520845
sal + oxygen	N_Pacific	(27,27.25]	-0.5757453	-0.6230951	-0.5504547
sal + oxygen	N_Pacific	(27.25,27.5]	-0.2513476	-0.3578051	-0.1468129
sal + oxygen	N_Pacific	(27.5,27.75]	0.9301743	0.8884255	0.9546182
sal + oxygen	N_Pacific	(27.75,27.85]	0.9601457	0.9539608	0.9671594
sal + oxygen	N_Pacific	(27.85,27.95]	0.9844450	0.9822894	0.9867807
sal + oxygen	N_Pacific	(27.95,28.05]	0.9904806	0.9900925	0.9907439
sal + oxygen	N_Pacific	(28.05,28.1]	0.9958508	0.9953727	0.9963838
sal + oxygen	N_Pacific	(28.1,28.2]	0.9965901	0.9955269	0.9977103
sal + oxygen	Pacific	(-Inf,26]	-0.1695351	-0.2615344	-0.0138675
sal + oxygen	Pacific	(26,26.5]	0.1050052	-0.1929100	0.2629552
sal + oxygen	Pacific	(26.5,26.75]	-0.1037677	-0.4755252	0.1004591
sal + oxygen	Pacific	(26.75,27]	-0.1237432	-0.4281342	0.1529331
sal + oxygen	Pacific	(27,27.25]	-0.2289888	-0.4661798	-0.0235138
sal + oxygen	Pacific	(27.25,27.5]	-0.3924098	-0.4960826	-0.3379473
sal + oxygen	Pacific	(27.5,27.75]	-0.1833997	-0.2168449	-0.1495665
sal + oxygen	Pacific	(27.75,27.85]	0.1620091	0.1577728	0.1677938
sal + oxygen	Pacific	(27.85,27.95]	0.5945636	0.5456875	0.6374817
sal + oxygen	Pacific	(27.95,28.05]	0.9360651	0.9250304	0.9426107
sal + oxygen	Pacific	(28.05,28.1]	0.9536416	0.9419817	0.9627714
sal + oxygen	Pacific	(28.1,28.2]	0.9156593	0.8975279	0.9497288
sal + oxygen	SO	(-Inf,26]	-0.4763503	-0.8407516	0.0625900
sal + oxygen	SO	(26,26.5]	0.2082410	-0.1748530	0.5253212
sal + oxygen	SO	(26.5,26.75]	0.2520612	0.0988151	0.3761064
sal + oxygen	SO	(26.75,27]	-0.0713955	-0.1084425	-0.0094590
sal + oxygen	SO	(27,27.25]	-0.6629221	-0.7285511	-0.6093543
sal + oxygen	SO	(27.25,27.5]	-0.9285940	-0.9565850	-0.9088418
sal + oxygen	SO	(27.5,27.75]	-0.8107563	-0.8221637	-0.7904961
sal + oxygen	SO	(27.75,27.85]	-0.5316733	-0.6064157	-0.4354116
sal + oxygen	SO	(27.85,27.95]	-0.2868229	-0.4022816	-0.1155699
sal + oxygen	SO	(27.95,28.05]	-0.5215439	-0.6427289	-0.4552235
sal + oxygen	SO	(28.05,28.1]	-0.7565057	-0.8525779	-0.6440569
sal + oxygen	SO	(28.1,28.15]	-0.8463829	-0.8997037	-0.7650089
sal + oxygen	SO	(28.1,28.2]	-0.9086618	-0.9316970	-0.8951653
sal + oxygen	SO	(28.15,28.2]	-0.9269290	-0.9372729	-0.9085996
sal + oxygen	SO	(28.2, Inf]	-0.9070740	-0.9547806	-0.8745553
sal + oxygen	SO	(28.2,28.3]	-0.9412593	-0.9620066	-0.9139468
sal + oxygen	SO	(28.3, Inf]	-0.4646128	-0.9862854	0.4424902
sal + phosphate	Atlantic	(-Inf,26]	-0.4091387	-0.5297745	-0.2226874
sal + phosphate	Atlantic	(26,26.5]	-0.3390610	-0.4406035	-0.1644601
sal + phosphate	Atlantic	(26.5,26.75]	-0.3112209	-0.4401132	-0.1609905
sal + phosphate	Atlantic	(26.75,27]	-0.3737162	-0.4419959	-0.2975183
sal + phosphate	Atlantic	(27,27.25]	-0.5859776	-0.6240863	-0.5337416
sal + phosphate	Atlantic	(27.25,27.5]	-0.8722053	-0.8936864	-0.8330307
sal + phosphate	Atlantic	(27.5,27.75]	-0.9458501	-0.9577756	-0.9286703
sal + phosphate	Atlantic	(27.75,27.85]	-0.9118972	-0.9472062	-0.8645271
sal + phosphate	Atlantic	(27.85,27.95]	-0.7969035	-0.8600045	-0.7454299
sal + phosphate	Atlantic	(27.95,28.05]	-0.9582189	-0.9633915	-0.9507759
sal + phosphate	Atlantic	(28.05,28.1]	-0.9095960	-0.9148700	-0.9052055
sal + phosphate	Atlantic	(28.1,28.15]	-0.9572824	-0.9669466	-0.9446383
sal + phosphate	Atlantic	(28.15,28.2]	-0.5527214	-0.8244587	-0.3569347
sal + phosphate	Atlantic	(28.2, Inf]	-0.1562539	-0.9076312	0.6329011
sal + phosphate	Indian	(-Inf,26]	-0.3320873	-0.6494200	-0.0047082
sal + phosphate	Indian	(26,26.5]	-0.1940878	-0.3831683	-0.0366329
sal + phosphate	Indian	(26.5,26.75]	0.2290080	-0.0733653	0.3960355
sal + phosphate	Indian	(26.75,27]	0.7396566	0.7150834	0.7756713
sal + phosphate	Indian	(27,27.25]	0.7806551	0.7551855	0.8217550
sal + phosphate	Indian	(27.25,27.5]	0.7321547	0.6881291	0.7888858
sal + phosphate	Indian	(27.5,27.75]	0.6910893	0.6266747	0.8118565
sal + phosphate	Indian	(27.75,27.85]	0.8017565	0.7616748	0.8467639
sal + phosphate	Indian	(27.85,27.95]	0.7187069	0.6230964	0.7709739
sal + phosphate	Indian	(27.95,28.05]	0.0551074	-0.4772497	0.5538925
sal + phosphate	Indian	(28.05,28.1]	-0.3439375	-0.7851251	0.2362386
sal + phosphate	Indian	(28.1,28.2]	0.2508886	-0.1462964	0.7922610
sal + phosphate	Indian	(28.2,28.3]	-0.8251445	-0.8877601	-0.7625289
sal + phosphate	N_Atlantic	(-Inf,26]	-0.9105838	-0.9921639	-0.8290038
sal + phosphate	N_Atlantic	(26,26.5]	-0.5448833	-0.9352042	-0.0324180
sal + phosphate	N_Atlantic	(26.5,26.75]	0.1543444	0.0766271	0.2823901
sal + phosphate	N_Atlantic	(26.75,27]	0.1123499	0.0603663	0.1928813
sal + phosphate	N_Atlantic	(27,27.25]	0.1487397	0.0080405	0.3079595
sal + phosphate	N_Atlantic	(27.25,27.5]	-0.1193341	-0.3680346	0.2189151
sal + phosphate	N_Atlantic	(27.5,27.75]	-0.2871898	-0.5088033	-0.1760494
sal + phosphate	N_Atlantic	(27.75,27.85]	0.0045107	-0.0406889	0.0929659
sal + phosphate	N_Atlantic	(27.85,27.95]	0.1923467	0.1327012	0.2495150
sal + phosphate	N_Atlantic	(27.95,28.05]	0.1253382	-0.4073975	0.5308606
sal + phosphate	N_Atlantic	(28.05,28.1]	-0.0892199	-0.1759761	-0.0161012
sal + phosphate	N_Atlantic	(28.1,28.15]	-0.0988235	-0.1900158	0.0031639
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.6016470	-1.0000000	0.1648781
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.9921996	-0.9960743	-0.9898733
sal + phosphate	N_Pacific	(-Inf,26]	-0.3550889	-0.6082221	-0.0922716
sal + phosphate	N_Pacific	(26,26.5]	-0.5105741	-0.6436272	-0.3342138
sal + phosphate	N_Pacific	(26.5,26.75]	0.2247117	0.0407755	0.3885239
sal + phosphate	N_Pacific	(26.75,27]	0.4833072	0.3803906	0.5528848
sal + phosphate	N_Pacific	(27,27.25]	0.4038802	0.3735230	0.4568630
sal + phosphate	N_Pacific	(27.25,27.5]	0.5418744	0.5004368	0.5724547
sal + phosphate	N_Pacific	(27.5,27.75]	-0.7866080	-0.8422589	-0.6945977
sal + phosphate	N_Pacific	(27.75,27.85]	-0.9432358	-0.9535942	-0.9372252
sal + phosphate	N_Pacific	(27.85,27.95]	-0.9828274	-0.9862343	-0.9790374
sal + phosphate	N_Pacific	(27.95,28.05]	-0.9855352	-0.9902770	-0.9828065
sal + phosphate	N_Pacific	(28.05,28.1]	-0.9961894	-0.9965093	-0.9958008
sal + phosphate	N_Pacific	(28.1,28.2]	-0.9967913	-0.9975354	-0.9963154
sal + phosphate	Pacific	(-Inf,26]	-0.2494113	-0.3128267	-0.1577611
sal + phosphate	Pacific	(26,26.5]	-0.3558050	-0.5309458	-0.0155246
sal + phosphate	Pacific	(26.5,26.75]	-0.1232254	-0.3554886	0.3049354
sal + phosphate	Pacific	(26.75,27]	0.0089535	-0.2798944	0.3396289
sal + phosphate	Pacific	(27,27.25]	0.2283760	0.0108380	0.4846864
sal + phosphate	Pacific	(27.25,27.5]	0.4482649	0.3906413	0.5625373
sal + phosphate	Pacific	(27.5,27.75]	0.2856179	0.2683471	0.3064947
sal + phosphate	Pacific	(27.75,27.85]	-0.0889330	-0.1089056	-0.0555195
sal + phosphate	Pacific	(27.85,27.95]	-0.5435304	-0.5939881	-0.4811103
sal + phosphate	Pacific	(27.95,28.05]	-0.9138463	-0.9219337	-0.8985360
sal + phosphate	Pacific	(28.05,28.1]	-0.9827195	-0.9853416	-0.9807739
sal + phosphate	Pacific	(28.1,28.2]	-0.9328044	-0.9615174	-0.9166118
sal + phosphate	SO	(-Inf,26]	-0.1194976	-0.3780878	0.0953781
sal + phosphate	SO	(26,26.5]	-0.6183088	-0.7230430	-0.5186333
sal + phosphate	SO	(26.5,26.75]	-0.6815092	-0.7572727	-0.5967564
sal + phosphate	SO	(26.75,27]	-0.5282957	-0.5561461	-0.4953659
sal + phosphate	SO	(27,27.25]	0.1840685	0.1077732	0.2806165
sal + phosphate	SO	(27.25,27.5]	0.6534602	0.6286294	0.6968168
sal + phosphate	SO	(27.5,27.75]	0.5916749	0.5506550	0.6316592
sal + phosphate	SO	(27.75,27.85]	-0.0577401	-0.2148629	0.0825032
sal + phosphate	SO	(27.85,27.95]	-0.3874262	-0.4804230	-0.2983259
sal + phosphate	SO	(27.95,28.05]	-0.2853664	-0.3473479	-0.1704739
sal + phosphate	SO	(28.05,28.1]	-0.2202623	-0.3770497	-0.0369974
sal + phosphate	SO	(28.1,28.15]	-0.2996138	-0.5365381	-0.0922104
sal + phosphate	SO	(28.1,28.2]	0.2883986	0.1684046	0.4186581
sal + phosphate	SO	(28.15,28.2]	0.0653978	-0.1827821	0.2863304
sal + phosphate	SO	(28.2, Inf]	0.3176959	-0.0940355	0.6773720
sal + phosphate	SO	(28.2,28.3]	0.6754861	0.6032120	0.7280120
sal + phosphate	SO	(28.3, Inf]	-0.3008386	-0.8943118	0.8319719
sal + phosphate_star	Atlantic	(-Inf,26]	-0.8591872	-0.8861395	-0.8350350
sal + phosphate_star	Atlantic	(26,26.5]	-0.7671225	-0.8148506	-0.6755900
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7973991	-0.8522688	-0.7445923
sal + phosphate_star	Atlantic	(26.75,27]	-0.9287144	-0.9359489	-0.9200628
sal + phosphate_star	Atlantic	(27,27.25]	-0.9680528	-0.9709825	-0.9642878
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9736928	-0.9812616	-0.9594039
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9736879	-0.9803546	-0.9627963
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9633865	-0.9725793	-0.9475698
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8847461	-0.8993682	-0.8661119
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9104076	-0.9247258	-0.8977004
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.8490707	-0.8622629	-0.8257450
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9544606	-0.9650060	-0.9433366
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7321471	-0.8980475	-0.6461269
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.6928131	-0.9813600	-0.3892539
sal + phosphate_star	Indian	(-Inf,26]	-0.4307736	-0.7288527	-0.1171402
sal + phosphate_star	Indian	(26,26.5]	-0.4016326	-0.6531880	-0.2207354
sal + phosphate_star	Indian	(26.5,26.75]	-0.1597124	-0.6013137	0.1176581
sal + phosphate_star	Indian	(26.75,27]	-0.4593266	-0.4971393	-0.3962630
sal + phosphate_star	Indian	(27,27.25]	-0.9103880	-0.9214761	-0.8977985
sal + phosphate_star	Indian	(27.25,27.5]	-0.8909325	-0.9104735	-0.8763289
sal + phosphate_star	Indian	(27.5,27.75]	-0.8166592	-0.8579276	-0.7797482
sal + phosphate_star	Indian	(27.75,27.85]	-0.6953307	-0.7231176	-0.6422653
sal + phosphate_star	Indian	(27.85,27.95]	0.3819099	0.2275901	0.4794917
sal + phosphate_star	Indian	(27.95,28.05]	-0.1231716	-0.5889510	0.3162887
sal + phosphate_star	Indian	(28.05,28.1]	-0.5649228	-0.8863203	-0.1820038
sal + phosphate_star	Indian	(28.1,28.2]	-0.8480665	-0.9004611	-0.8210990
sal + phosphate_star	Indian	(28.2,28.3]	-0.9768475	-0.9859859	-0.9677090
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.7391655	-0.7810860	-0.6972451
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.7862474	-0.9397188	-0.5322850
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.5045032	-0.6068053	-0.3943624
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.5042851	-0.5303136	-0.4544602
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.6972608	-0.7704895	-0.6568887
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9048319	-0.9753524	-0.7955806
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9611510	-0.9857607	-0.9410120
sal + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9306369	-0.9772114	-0.8529051
sal + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8069495	-0.8956631	-0.6518803
sal + phosphate_star	N_Atlantic	(27.95,28.05]	-0.7936325	-0.9292279	-0.6669715
sal + phosphate_star	N_Atlantic	(28.05,28.1]	-0.3351482	-0.4176551	-0.2930187
sal + phosphate_star	N_Atlantic	(28.1,28.15]	-0.2663754	-0.3254564	-0.1591173
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.5688902	-1.0000000	-0.3510971
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9813715	-0.9940105	-0.9706918
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7881216	-0.9301437	-0.6965033
sal + phosphate_star	N_Pacific	(26,26.5]	-0.8641348	-0.8808350	-0.8320297
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.6445505	-0.7408150	-0.5390939
sal + phosphate_star	N_Pacific	(26.75,27]	-0.6804367	-0.7713502	-0.5916106
sal + phosphate_star	N_Pacific	(27,27.25]	-0.1272572	-0.1512100	-0.0959772
sal + phosphate_star	N_Pacific	(27.25,27.5]	0.7865840	0.7016387	0.8445073
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.9742839	0.9558530	0.9847535
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.9742179	0.9667193	0.9862470
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.8782854	0.8080473	0.9815803
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.7342164	0.6041997	0.9541692
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.8656778	0.8471067	0.8922030
sal + phosphate_star	N_Pacific	(28.1,28.2]	-0.7957929	-0.8421107	-0.7523031
sal + phosphate_star	Pacific	(-Inf,26]	-0.6019690	-0.6495759	-0.5422932
sal + phosphate_star	Pacific	(26,26.5]	-0.6603562	-0.7892651	-0.4339778
sal + phosphate_star	Pacific	(26.5,26.75]	-0.5692680	-0.7437527	-0.2558586
sal + phosphate_star	Pacific	(26.75,27]	-0.3285340	-0.5409367	-0.0561373
sal + phosphate_star	Pacific	(27,27.25]	0.0271173	-0.0561784	0.1928086
sal + phosphate_star	Pacific	(27.25,27.5]	0.1668962	0.0415265	0.3352684
sal + phosphate_star	Pacific	(27.5,27.75]	0.4002309	0.2821373	0.5099520
sal + phosphate_star	Pacific	(27.75,27.85]	0.5986081	0.5483652	0.6263260
sal + phosphate_star	Pacific	(27.85,27.95]	0.2874097	0.2274803	0.3390354
sal + phosphate_star	Pacific	(27.95,28.05]	-0.0816725	-0.1872031	0.1002779
sal + phosphate_star	Pacific	(28.05,28.1]	-0.5520859	-0.6480427	-0.4766409
sal + phosphate_star	Pacific	(28.1,28.2]	-0.4901990	-0.5532206	-0.3902478
sal + phosphate_star	SO	(-Inf,26]	-0.8129812	-0.8773632	-0.7415981
sal + phosphate_star	SO	(26,26.5]	-0.7604483	-0.7864016	-0.7196288
sal + phosphate_star	SO	(26.5,26.75]	-0.8710265	-0.8881321	-0.8507613
sal + phosphate_star	SO	(26.75,27]	-0.8968167	-0.9007036	-0.8945018
sal + phosphate_star	SO	(27,27.25]	-0.8009566	-0.8339197	-0.7840699
sal + phosphate_star	SO	(27.25,27.5]	-0.7673423	-0.8081665	-0.7259708
sal + phosphate_star	SO	(27.5,27.75]	-0.8401465	-0.8433986	-0.8361270
sal + phosphate_star	SO	(27.75,27.85]	-0.9358026	-0.9423599	-0.9279194
sal + phosphate_star	SO	(27.85,27.95]	-0.9558227	-0.9666327	-0.9359922
sal + phosphate_star	SO	(27.95,28.05]	-0.9706143	-0.9812485	-0.9570559
sal + phosphate_star	SO	(28.05,28.1]	-0.9828785	-0.9859347	-0.9782961
sal + phosphate_star	SO	(28.1,28.15]	-0.9712070	-0.9847073	-0.9585896
sal + phosphate_star	SO	(28.1,28.2]	-0.9248465	-0.9421249	-0.9073254
sal + phosphate_star	SO	(28.15,28.2]	-0.9623400	-0.9778969	-0.9483472
sal + phosphate_star	SO	(28.2, Inf]	-0.6062678	-0.8080901	-0.4871949
sal + phosphate_star	SO	(28.2,28.3]	-0.9262037	-0.9501402	-0.9044804
sal + phosphate_star	SO	(28.3, Inf]	-0.9330730	-0.9879724	-0.8635454
sal + temp	Atlantic	(-Inf,26]	0.9511399	0.9476964	0.9547431
sal + temp	Atlantic	(26,26.5]	0.9648401	0.9638225	0.9655052
sal + temp	Atlantic	(26.5,26.75]	0.9771213	0.9732460	0.9837159
sal + temp	Atlantic	(26.75,27]	0.9680249	0.9631289	0.9710137
sal + temp	Atlantic	(27,27.25]	0.9555462	0.9470295	0.9646902
sal + temp	Atlantic	(27.25,27.5]	0.9448222	0.9286884	0.9550218
sal + temp	Atlantic	(27.5,27.75]	0.9224138	0.9190387	0.9270643
sal + temp	Atlantic	(27.75,27.85]	0.9670793	0.9546290	0.9733774
sal + temp	Atlantic	(27.85,27.95]	0.8455478	0.8377907	0.8595417
sal + temp	Atlantic	(27.95,28.05]	0.7222333	0.6968096	0.7411498
sal + temp	Atlantic	(28.05,28.1]	0.7976201	0.7767510	0.8101238
sal + temp	Atlantic	(28.1,28.15]	0.9494151	0.9404486	0.9609243
sal + temp	Atlantic	(28.15,28.2]	0.7533874	0.6284428	0.8968894
sal + temp	Atlantic	(28.2, Inf]	0.3280297	-0.3079887	0.9693805
sal + temp	Indian	(-Inf,26]	0.5625476	0.5010762	0.6158038
sal + temp	Indian	(26,26.5]	0.8631669	0.8278790	0.9116464
sal + temp	Indian	(26.5,26.75]	0.9250501	0.8970224	0.9466142
sal + temp	Indian	(26.75,27]	0.9252156	0.9119571	0.9434438
sal + temp	Indian	(27,27.25]	0.9414530	0.9384532	0.9430237
sal + temp	Indian	(27.25,27.5]	0.9072828	0.8877876	0.9211246
sal + temp	Indian	(27.5,27.75]	0.7738467	0.7161547	0.8187485
sal + temp	Indian	(27.75,27.85]	0.9039542	0.8900960	0.9169176
sal + temp	Indian	(27.85,27.95]	0.7397322	0.7143944	0.7807523
sal + temp	Indian	(27.95,28.05]	0.4895945	0.3810216	0.5820001
sal + temp	Indian	(28.05,28.1]	0.7574284	0.7425755	0.7867794
sal + temp	Indian	(28.1,28.2]	0.8754697	0.8424669	0.9211452
sal + temp	Indian	(28.2,28.3]	0.7947398	0.7582992	0.8311804
sal + temp	N_Atlantic	(-Inf,26]	0.2690555	0.0879414	0.4501695
sal + temp	N_Atlantic	(26,26.5]	0.9075431	0.8668948	0.9369906
sal + temp	N_Atlantic	(26.5,26.75]	0.9791785	0.9735909	0.9830695
sal + temp	N_Atlantic	(26.75,27]	0.9323398	0.9198987	0.9412152
sal + temp	N_Atlantic	(27,27.25]	0.8173478	0.6956867	0.9173387
sal + temp	N_Atlantic	(27.25,27.5]	0.9297835	0.9236997	0.9400357
sal + temp	N_Atlantic	(27.5,27.75]	0.9603950	0.9532174	0.9649691
sal + temp	N_Atlantic	(27.75,27.85]	0.9757185	0.9710980	0.9806058
sal + temp	N_Atlantic	(27.85,27.95]	0.8845847	0.8588873	0.9053151
sal + temp	N_Atlantic	(27.95,28.05]	0.6503516	0.3888393	0.9869061
sal + temp	N_Atlantic	(28.05,28.1]	0.8508983	0.7748584	0.8902686
sal + temp	N_Atlantic	(28.1,28.15]	0.6935287	0.5682711	0.8472675
sal + temp	N_Atlantic	(28.15,28.2]	-0.1802898	-1.0000000	0.5750430
sal + temp	N_Atlantic	(28.2, Inf]	-0.9663964	-0.9806377	-0.9403692
sal + temp	N_Pacific	(-Inf,26]	0.8908628	0.8420442	0.9667543
sal + temp	N_Pacific	(26,26.5]	0.9252211	0.9088043	0.9498549
sal + temp	N_Pacific	(26.5,26.75]	0.9106342	0.8973901	0.9285901
sal + temp	N_Pacific	(26.75,27]	0.9034344	0.8945085	0.9096382
sal + temp	N_Pacific	(27,27.25]	0.5250564	0.4078850	0.5911426
sal + temp	N_Pacific	(27.25,27.5]	-0.5403371	-0.7269969	-0.3068431
sal + temp	N_Pacific	(27.5,27.75]	-0.9179673	-0.9562527	-0.8682360
sal + temp	N_Pacific	(27.75,27.85]	-0.8140167	-0.8400388	-0.7763834
sal + temp	N_Pacific	(27.85,27.95]	-0.9264663	-0.9343569	-0.9167646
sal + temp	N_Pacific	(27.95,28.05]	-0.9682583	-0.9837989	-0.9586321
sal + temp	N_Pacific	(28.05,28.1]	-0.3192611	-0.5005534	-0.0936622
sal + temp	N_Pacific	(28.1,28.2]	0.2964082	0.1070691	0.5121773
sal + temp	Pacific	(-Inf,26]	0.7674553	0.6830107	0.8472761
sal + temp	Pacific	(26,26.5]	0.9113644	0.8824031	0.9375292
sal + temp	Pacific	(26.5,26.75]	0.9376701	0.9097760	0.9571296
sal + temp	Pacific	(26.75,27]	0.8623870	0.8338292	0.8870242
sal + temp	Pacific	(27,27.25]	0.6430941	0.5910907	0.6707815
sal + temp	Pacific	(27.25,27.5]	0.3092272	0.2357465	0.4238308
sal + temp	Pacific	(27.5,27.75]	-0.1459412	-0.2191600	-0.0291082
sal + temp	Pacific	(27.75,27.85]	0.0618364	0.0041248	0.1579188
sal + temp	Pacific	(27.85,27.95]	-0.2684706	-0.3421741	-0.2087551
sal + temp	Pacific	(27.95,28.05]	-0.3171005	-0.3594116	-0.2506458
sal + temp	Pacific	(28.05,28.1]	0.1055964	-0.0122172	0.1801100
sal + temp	Pacific	(28.1,28.2]	-0.6149022	-0.6885125	-0.5311542
sal + temp	SO	(-Inf,26]	0.9841315	0.9689244	0.9961429
sal + temp	SO	(26,26.5]	0.9437682	0.9389928	0.9504107
sal + temp	SO	(26.5,26.75]	0.9713011	0.9693715	0.9743109
sal + temp	SO	(26.75,27]	0.9628474	0.9607971	0.9645917
sal + temp	SO	(27,27.25]	0.8501892	0.8176570	0.8709242
sal + temp	SO	(27.25,27.5]	0.7097788	0.6647827	0.7340527
sal + temp	SO	(27.5,27.75]	0.3995633	0.3089809	0.4508412
sal + temp	SO	(27.75,27.85]	0.7887837	0.7690553	0.8240243
sal + temp	SO	(27.85,27.95]	0.8373264	0.7759047	0.8699784
sal + temp	SO	(27.95,28.05]	0.9037438	0.8605795	0.9360674
sal + temp	SO	(28.05,28.1]	0.9610587	0.9552888	0.9672646
sal + temp	SO	(28.1,28.15]	0.9527931	0.9356016	0.9744655
sal + temp	SO	(28.1,28.2]	0.9174709	0.8854349	0.9347653
sal + temp	SO	(28.15,28.2]	0.9380869	0.9211717	0.9665107
sal + temp	SO	(28.2, Inf]	0.5266755	0.3759369	0.7779541
sal + temp	SO	(28.2,28.3]	0.8661758	0.7540367	0.9311419
sal + temp	SO	(28.3, Inf]	0.2524323	-0.2367702	0.8508714
temp + aou	Atlantic	(-Inf,26]	-0.2072078	-0.4448073	-0.0269580
temp + aou	Atlantic	(26,26.5]	-0.2978497	-0.3933450	-0.1610099
temp + aou	Atlantic	(26.5,26.75]	-0.1853379	-0.3115852	-0.0246504
temp + aou	Atlantic	(26.75,27]	-0.1068770	-0.1876699	-0.0028369
temp + aou	Atlantic	(27,27.25]	-0.0384016	-0.1301725	0.0845374
temp + aou	Atlantic	(27.25,27.5]	0.0562262	-0.0035308	0.1410323
temp + aou	Atlantic	(27.5,27.75]	-0.2785132	-0.2922122	-0.2605577
temp + aou	Atlantic	(27.75,27.85]	-0.6627357	-0.7873995	-0.5292779
temp + aou	Atlantic	(27.85,27.95]	-0.1002651	-0.1223679	-0.0738516
temp + aou	Atlantic	(27.95,28.05]	-0.7652274	-0.7830163	-0.7486632
temp + aou	Atlantic	(28.05,28.1]	-0.6874677	-0.7217314	-0.6357423
temp + aou	Atlantic	(28.1,28.15]	-0.7836309	-0.8281651	-0.7355429
temp + aou	Atlantic	(28.15,28.2]	-0.5994241	-0.8193372	-0.3302346
temp + aou	Atlantic	(28.2, Inf]	-0.4514111	-0.9941501	0.4408061
temp + aou	Indian	(-Inf,26]	-0.4191932	-0.4882740	-0.2887921
temp + aou	Indian	(26,26.5]	-0.1226866	-0.1671572	-0.0939024
temp + aou	Indian	(26.5,26.75]	0.1867588	-0.0219945	0.3285159
temp + aou	Indian	(26.75,27]	0.6153782	0.5490339	0.6505778
temp + aou	Indian	(27,27.25]	0.7549600	0.7362652	0.7876972
temp + aou	Indian	(27.25,27.5]	0.7609982	0.7494498	0.7738350
temp + aou	Indian	(27.5,27.75]	0.7296431	0.6912872	0.7972820
temp + aou	Indian	(27.75,27.85]	0.8481176	0.8109904	0.9140306
temp + aou	Indian	(27.85,27.95]	0.7345426	0.7128562	0.7510224
temp + aou	Indian	(27.95,28.05]	0.1407203	-0.1618068	0.4108865
temp + aou	Indian	(28.05,28.1]	-0.0935606	-0.4234209	0.2942536
temp + aou	Indian	(28.1,28.2]	0.6027121	0.3901642	0.8340425
temp + aou	Indian	(28.2,28.3]	0.1108425	-0.4346164	0.6563014
temp + aou	N_Atlantic	(-Inf,26]	-0.3427531	-0.5590508	-0.1264554
temp + aou	N_Atlantic	(26,26.5]	-0.3261074	-0.7670896	0.2563216
temp + aou	N_Atlantic	(26.5,26.75]	0.1842735	0.1097135	0.2755060
temp + aou	N_Atlantic	(26.75,27]	0.0534166	-0.1005844	0.2248620
temp + aou	N_Atlantic	(27,27.25]	0.0501293	-0.1367750	0.2086362
temp + aou	N_Atlantic	(27.25,27.5]	0.4154919	0.2079024	0.5468739
temp + aou	N_Atlantic	(27.5,27.75]	0.4597699	0.3930509	0.5065328
temp + aou	N_Atlantic	(27.75,27.85]	0.5618268	0.4009787	0.6752886
temp + aou	N_Atlantic	(27.85,27.95]	0.6974977	0.5400287	0.8202231
temp + aou	N_Atlantic	(27.95,28.05]	-0.0002029	-0.2505510	0.2544542
temp + aou	N_Atlantic	(28.05,28.1]	-0.1802712	-0.2820121	-0.0196915
temp + aou	N_Atlantic	(28.1,28.15]	0.6092046	0.3886201	0.7310315
temp + aou	N_Atlantic	(28.15,28.2]	-0.8535965	-1.0000000	-0.5653902
temp + aou	N_Atlantic	(28.2, Inf]	-0.9870919	-0.9987038	-0.9736335
temp + aou	N_Pacific	(-Inf,26]	-0.1841635	-0.4874197	0.2303231
temp + aou	N_Pacific	(26,26.5]	-0.4115211	-0.5011953	-0.2339206
temp + aou	N_Pacific	(26.5,26.75]	0.2018619	-0.0256641	0.3775743
temp + aou	N_Pacific	(26.75,27]	0.4250981	0.3448262	0.4804816
temp + aou	N_Pacific	(27,27.25]	-0.2177820	-0.4032860	-0.1070625
temp + aou	N_Pacific	(27.25,27.5]	-0.4612777	-0.4980144	-0.4070505
temp + aou	N_Pacific	(27.5,27.75]	0.7956858	0.7318551	0.8300131
temp + aou	N_Pacific	(27.75,27.85]	0.8821480	0.8644747	0.8939951
temp + aou	N_Pacific	(27.85,27.95]	0.9531469	0.9290358	0.9702009
temp + aou	N_Pacific	(27.95,28.05]	0.9700785	0.9602832	0.9846738
temp + aou	N_Pacific	(28.05,28.1]	0.2609848	0.0349065	0.4502497
temp + aou	N_Pacific	(28.1,28.2]	-0.4195132	-0.5945926	-0.2746802
temp + aou	Pacific	(-Inf,26]	-0.4302040	-0.5927081	-0.2891521
temp + aou	Pacific	(26,26.5]	-0.3824509	-0.5325313	-0.0896488
temp + aou	Pacific	(26.5,26.75]	-0.0897766	-0.2825250	0.2813921
temp + aou	Pacific	(26.75,27]	-0.0281044	-0.2540269	0.2430781
temp + aou	Pacific	(27,27.25]	0.0373912	-0.1138047	0.2058894
temp + aou	Pacific	(27.25,27.5]	0.1206586	-0.0096023	0.2694660
temp + aou	Pacific	(27.5,27.75]	0.1432520	0.0648489	0.2073561
temp + aou	Pacific	(27.75,27.85]	-0.0271614	-0.0663643	0.0450553
temp + aou	Pacific	(27.85,27.95]	-0.0578101	-0.1066669	-0.0290942
temp + aou	Pacific	(27.95,28.05]	0.2234702	0.1648223	0.2872945
temp + aou	Pacific	(28.05,28.1]	0.0443439	-0.0105313	0.1325862
temp + aou	Pacific	(28.1,28.2]	0.6696370	0.5834326	0.7358516
temp + aou	SO	(-Inf,26]	-0.4545967	-0.6048525	-0.1741734
temp + aou	SO	(26,26.5]	-0.6325775	-0.7436321	-0.4612661
temp + aou	SO	(26.5,26.75]	-0.4646609	-0.5535428	-0.3596172
temp + aou	SO	(26.75,27]	-0.1782322	-0.2432369	-0.1343420
temp + aou	SO	(27,27.25]	0.3132528	0.1593759	0.4961364
temp + aou	SO	(27.25,27.5]	0.4236953	0.3053780	0.5321306
temp + aou	SO	(27.5,27.75]	0.6446041	0.5848565	0.6854035
temp + aou	SO	(27.75,27.85]	0.5770334	0.4594103	0.6934991
temp + aou	SO	(27.85,27.95]	0.3676949	0.1829883	0.5122701
temp + aou	SO	(27.95,28.05]	0.5630726	0.4929787	0.6706408
temp + aou	SO	(28.05,28.1]	0.7277498	0.5953126	0.8429192
temp + aou	SO	(28.1,28.15]	0.5947143	0.2707669	0.8293799
temp + aou	SO	(28.1,28.2]	0.8269690	0.7297845	0.8940772
temp + aou	SO	(28.15,28.2]	0.6795218	0.5970150	0.8180495
temp + aou	SO	(28.2, Inf]	-0.1147847	-0.2804343	0.0027456
temp + aou	SO	(28.2,28.3]	0.7019151	0.3940432	0.8729562
temp + aou	SO	(28.3, Inf]	-0.1849789	-0.9621950	0.9986532
temp + nitrate	Atlantic	(-Inf,26]	-0.1859524	-0.4476341	0.0073119
temp + nitrate	Atlantic	(26,26.5]	-0.3652120	-0.4688671	-0.2177162
temp + nitrate	Atlantic	(26.5,26.75]	-0.2911285	-0.4170285	-0.1259349
temp + nitrate	Atlantic	(26.75,27]	-0.3431743	-0.4239206	-0.2387500
temp + nitrate	Atlantic	(27,27.25]	-0.5371937	-0.5687524	-0.4926907
temp + nitrate	Atlantic	(27.25,27.5]	-0.7773163	-0.8084778	-0.7157389
temp + nitrate	Atlantic	(27.5,27.75]	-0.8057159	-0.8146234	-0.7907098
temp + nitrate	Atlantic	(27.75,27.85]	-0.8556755	-0.9008812	-0.7938371
temp + nitrate	Atlantic	(27.85,27.95]	-0.4095579	-0.4224832	-0.4014515
temp + nitrate	Atlantic	(27.95,28.05]	-0.8539867	-0.8556414	-0.8508531
temp + nitrate	Atlantic	(28.05,28.1]	-0.8530137	-0.8678099	-0.8339773
temp + nitrate	Atlantic	(28.1,28.15]	-0.8801454	-0.8923276	-0.8665439
temp + nitrate	Atlantic	(28.15,28.2]	-0.7951675	-0.9227670	-0.6696072
temp + nitrate	Atlantic	(28.2, Inf]	-0.0653241	-0.8418721	0.4100351
temp + nitrate	Indian	(-Inf,26]	-0.4645591	-0.5340885	-0.3414587
temp + nitrate	Indian	(26,26.5]	-0.2235024	-0.2902085	-0.1846532
temp + nitrate	Indian	(26.5,26.75]	0.0312989	-0.2438270	0.2060658
temp + nitrate	Indian	(26.75,27]	0.4308070	0.3219865	0.4882934
temp + nitrate	Indian	(27,27.25]	0.4530166	0.3991936	0.5124554
temp + nitrate	Indian	(27.25,27.5]	0.3796007	0.3203553	0.4245239
temp + nitrate	Indian	(27.5,27.75]	0.5867986	0.5045199	0.7254119
temp + nitrate	Indian	(27.75,27.85]	0.8206884	0.7867770	0.8866374
temp + nitrate	Indian	(27.85,27.95]	0.7145645	0.6643371	0.7455739
temp + nitrate	Indian	(27.95,28.05]	0.0608213	-0.2395871	0.3304313
temp + nitrate	Indian	(28.05,28.1]	-0.2802944	-0.5320555	-0.0122889
temp + nitrate	Indian	(28.1,28.2]	0.3740303	0.0820466	0.7077287
temp + nitrate	Indian	(28.2,28.3]	-0.7147329	-0.7368667	-0.6925991
temp + nitrate	N_Atlantic	(-Inf,26]	-0.4436230	-0.6679574	-0.2192887
temp + nitrate	N_Atlantic	(26,26.5]	-0.4633101	-0.9002147	0.1355603
temp + nitrate	N_Atlantic	(26.5,26.75]	0.1966984	0.0866869	0.2748931
temp + nitrate	N_Atlantic	(26.75,27]	-0.0046559	-0.1458097	0.1253308
temp + nitrate	N_Atlantic	(27,27.25]	-0.1290764	-0.3538203	0.0878666
temp + nitrate	N_Atlantic	(27.25,27.5]	-0.1593553	-0.3792563	0.1792910
temp + nitrate	N_Atlantic	(27.5,27.75]	-0.3240581	-0.5252976	-0.1491576
temp + nitrate	N_Atlantic	(27.75,27.85]	-0.0239405	-0.1032171	0.0697421
temp + nitrate	N_Atlantic	(27.85,27.95]	0.2588096	0.1349734	0.3970499
temp + nitrate	N_Atlantic	(27.95,28.05]	-0.3826779	-0.7021167	-0.0314969
temp + nitrate	N_Atlantic	(28.05,28.1]	-0.1319556	-0.2250781	-0.0023223
temp + nitrate	N_Atlantic	(28.1,28.15]	0.6250037	0.4149001	0.7406257
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.7669497	-1.0000000	-0.3097188
temp + nitrate	N_Atlantic	(28.2, Inf]	-0.9599575	-0.9967259	-0.9209422
temp + nitrate	N_Pacific	(-Inf,26]	-0.3030075	-0.6089525	0.1540716
temp + nitrate	N_Pacific	(26,26.5]	-0.5711988	-0.6535752	-0.4134126
temp + nitrate	N_Pacific	(26.5,26.75]	0.0116922	-0.2027267	0.2187295
temp + nitrate	N_Pacific	(26.75,27]	0.1277856	0.1043172	0.1437310
temp + nitrate	N_Pacific	(27,27.25]	-0.4790650	-0.5439593	-0.3877282
temp + nitrate	N_Pacific	(27.25,27.5]	-0.7589287	-0.7690334	-0.7536908
temp + nitrate	N_Pacific	(27.5,27.75]	0.4245264	0.1794728	0.5485421
temp + nitrate	N_Pacific	(27.75,27.85]	0.9187988	0.9098621	0.9293322
temp + nitrate	N_Pacific	(27.85,27.95]	0.9677773	0.9457498	0.9809308
temp + nitrate	N_Pacific	(27.95,28.05]	0.9699278	0.9595316	0.9859974
temp + nitrate	N_Pacific	(28.05,28.1]	0.2811669	0.0556282	0.4675582
temp + nitrate	N_Pacific	(28.1,28.2]	-0.2978313	-0.5070472	-0.1195313
temp + nitrate	Pacific	(-Inf,26]	-0.5635014	-0.6778953	-0.4444278
temp + nitrate	Pacific	(26,26.5]	-0.5596867	-0.7185612	-0.2573217
temp + nitrate	Pacific	(26.5,26.75]	-0.3952668	-0.6021541	-0.0046760
temp + nitrate	Pacific	(26.75,27]	-0.4027815	-0.5677563	-0.2125440
temp + nitrate	Pacific	(27,27.25]	-0.3548634	-0.4324003	-0.3142116
temp + nitrate	Pacific	(27.25,27.5]	-0.3037173	-0.3347340	-0.2577921
temp + nitrate	Pacific	(27.5,27.75]	-0.1070771	-0.1831379	-0.0284981
temp + nitrate	Pacific	(27.75,27.85]	0.0184354	-0.0223814	0.0750601
temp + nitrate	Pacific	(27.85,27.95]	0.0201883	-0.0341684	0.0763688
temp + nitrate	Pacific	(27.95,28.05]	0.2106333	0.1491089	0.2917672
temp + nitrate	Pacific	(28.05,28.1]	-0.0100512	-0.0721477	0.1042872
temp + nitrate	Pacific	(28.1,28.2]	0.7049244	0.6331111	0.7646487
temp + nitrate	SO	(-Inf,26]	-0.2342512	-0.4378889	-0.0001110
temp + nitrate	SO	(26,26.5]	-0.7063666	-0.7823110	-0.6164655
temp + nitrate	SO	(26.5,26.75]	-0.6962701	-0.7551452	-0.6220188
temp + nitrate	SO	(26.75,27]	-0.5888247	-0.6178308	-0.5615125
temp + nitrate	SO	(27,27.25]	-0.1442851	-0.2914236	0.0319005
temp + nitrate	SO	(27.25,27.5]	0.0046604	-0.0724305	0.0770132
temp + nitrate	SO	(27.5,27.75]	0.4790629	0.4518273	0.5312319
temp + nitrate	SO	(27.75,27.85]	0.1585346	-0.0076627	0.3307580
temp + nitrate	SO	(27.85,27.95]	-0.1219943	-0.2595126	0.0036059
temp + nitrate	SO	(27.95,28.05]	-0.0224781	-0.0876196	0.0769281
temp + nitrate	SO	(28.05,28.1]	-0.0123549	-0.1515252	0.1705692
temp + nitrate	SO	(28.1,28.15]	-0.2914733	-0.6473195	0.0484555
temp + nitrate	SO	(28.1,28.2]	0.3335995	0.1380842	0.4830201
temp + nitrate	SO	(28.15,28.2]	-0.0000165	-0.2557089	0.3188348
temp + nitrate	SO	(28.2, Inf]	-0.4159449	-0.5350377	-0.2574115
temp + nitrate	SO	(28.2,28.3]	0.5100956	0.1722443	0.7234374
temp + nitrate	SO	(28.3, Inf]	0.5195512	-0.3389245	0.9964279
temp + oxygen	Atlantic	(-Inf,26]	-0.2748274	-0.4588927	0.0310676
temp + oxygen	Atlantic	(26,26.5]	0.0476968	-0.0685984	0.1383007
temp + oxygen	Atlantic	(26.5,26.75]	0.0091099	-0.1404341	0.1180780
temp + oxygen	Atlantic	(26.75,27]	-0.0996683	-0.1977952	-0.0322420
temp + oxygen	Atlantic	(27,27.25]	-0.2319553	-0.3649569	-0.1301296
temp + oxygen	Atlantic	(27.25,27.5]	-0.4718562	-0.5685193	-0.3830301
temp + oxygen	Atlantic	(27.5,27.75]	-0.3612063	-0.3955506	-0.3110991
temp + oxygen	Atlantic	(27.75,27.85]	0.2460105	0.0818076	0.4926304
temp + oxygen	Atlantic	(27.85,27.95]	-0.1499777	-0.1845119	-0.0998022
temp + oxygen	Atlantic	(27.95,28.05]	0.6478318	0.6275230	0.6817297
temp + oxygen	Atlantic	(28.05,28.1]	0.5746881	0.5027505	0.6208425
temp + oxygen	Atlantic	(28.1,28.15]	0.4737121	0.3374464	0.5685894
temp + oxygen	Atlantic	(28.15,28.2]	0.2382281	-0.1142630	0.5109942
temp + oxygen	Atlantic	(28.2, Inf]	-0.5277662	-0.9569255	-0.3023909
temp + oxygen	Indian	(-Inf,26]	0.3195380	0.1820433	0.3965751
temp + oxygen	Indian	(26,26.5]	0.0376428	-0.0028181	0.0813917
temp + oxygen	Indian	(26.5,26.75]	-0.2522465	-0.3928234	-0.0599437
temp + oxygen	Indian	(26.75,27]	-0.6693477	-0.7041308	-0.6080919
temp + oxygen	Indian	(27,27.25]	-0.8124146	-0.8375395	-0.7959907
temp + oxygen	Indian	(27.25,27.5]	-0.8409113	-0.8518095	-0.8237147
temp + oxygen	Indian	(27.5,27.75]	-0.8280695	-0.8556802	-0.8069292
temp + oxygen	Indian	(27.75,27.85]	-0.8929207	-0.9344878	-0.8683591
temp + oxygen	Indian	(27.85,27.95]	-0.7860811	-0.8016563	-0.7556128
temp + oxygen	Indian	(27.95,28.05]	-0.2354586	-0.5250267	0.0841021
temp + oxygen	Indian	(28.05,28.1]	-0.0011236	-0.4332454	0.3621909
temp + oxygen	Indian	(28.1,28.2]	-0.6703230	-0.8714055	-0.4841054
temp + oxygen	Indian	(28.2,28.3]	-0.4679476	-0.8114610	-0.1244341
temp + oxygen	N_Atlantic	(-Inf,26]	0.2096706	0.0589185	0.3604226
temp + oxygen	N_Atlantic	(26,26.5]	0.1723041	-0.3842992	0.5944943
temp + oxygen	N_Atlantic	(26.5,26.75]	-0.3566612	-0.4322688	-0.2809306
temp + oxygen	N_Atlantic	(26.75,27]	-0.2071792	-0.3813748	-0.0388713
temp + oxygen	N_Atlantic	(27,27.25]	-0.1877401	-0.3408197	0.0277878
temp + oxygen	N_Atlantic	(27.25,27.5]	-0.6048115	-0.6681169	-0.4851127
temp + oxygen	N_Atlantic	(27.5,27.75]	-0.7156434	-0.7647452	-0.6332871
temp + oxygen	N_Atlantic	(27.75,27.85]	-0.7595422	-0.8461194	-0.6472553
temp + oxygen	N_Atlantic	(27.85,27.95]	-0.8181255	-0.9000847	-0.7055228
temp + oxygen	N_Atlantic	(27.95,28.05]	-0.3660280	-0.7280898	0.0471088
temp + oxygen	N_Atlantic	(28.05,28.1]	0.0498773	-0.1047617	0.1705052
temp + oxygen	N_Atlantic	(28.1,28.15]	-0.6866458	-0.7824669	-0.5239508
temp + oxygen	N_Atlantic	(28.15,28.2]	0.6849359	0.1132318	1.0000000
temp + oxygen	N_Atlantic	(28.2, Inf]	0.1296099	-0.7422942	0.9329617
temp + oxygen	N_Pacific	(-Inf,26]	-0.3387713	-0.7514369	0.0401183
temp + oxygen	N_Pacific	(26,26.5]	0.1649343	-0.0614560	0.2892564
temp + oxygen	N_Pacific	(26.5,26.75]	-0.3415412	-0.4810813	-0.1451591
temp + oxygen	N_Pacific	(26.75,27]	-0.5936434	-0.6224841	-0.5491862
temp + oxygen	N_Pacific	(27,27.25]	0.0337812	-0.0820669	0.2429562
temp + oxygen	N_Pacific	(27.25,27.5]	0.2309988	0.1542796	0.2828417
temp + oxygen	N_Pacific	(27.5,27.75]	-0.8975140	-0.9134781	-0.8693492
temp + oxygen	N_Pacific	(27.75,27.85]	-0.9161100	-0.9251425	-0.9030093
temp + oxygen	N_Pacific	(27.85,27.95]	-0.9628243	-0.9767617	-0.9430560
temp + oxygen	N_Pacific	(27.95,28.05]	-0.9736332	-0.9865316	-0.9649121
temp + oxygen	N_Pacific	(28.05,28.1]	-0.2860766	-0.4728985	-0.0621631
temp + oxygen	N_Pacific	(28.1,28.2]	0.3050174	0.1308867	0.5111648
temp + oxygen	Pacific	(-Inf,26]	0.0610196	-0.0481760	0.2630865
temp + oxygen	Pacific	(26,26.5]	0.2099772	-0.0467678	0.3419547
temp + oxygen	Pacific	(26.5,26.75]	-0.0618206	-0.3872135	0.1079260
temp + oxygen	Pacific	(26.75,27]	-0.0899069	-0.3440797	0.1257356
temp + oxygen	Pacific	(27,27.25]	-0.1186777	-0.2855642	0.0326335
temp + oxygen	Pacific	(27.25,27.5]	-0.1918026	-0.3391127	-0.0602505
temp + oxygen	Pacific	(27.5,27.75]	-0.2256885	-0.3018986	-0.1412867
temp + oxygen	Pacific	(27.75,27.85]	-0.0250110	-0.0895190	0.0171141
temp + oxygen	Pacific	(27.85,27.95]	-0.0083052	-0.0349146	0.0428671
temp + oxygen	Pacific	(27.95,28.05]	-0.2884432	-0.3522658	-0.2330144
temp + oxygen	Pacific	(28.05,28.1]	-0.1021515	-0.1883512	-0.0485772
temp + oxygen	Pacific	(28.1,28.2]	-0.7137382	-0.7730901	-0.6368651
temp + oxygen	SO	(-Inf,26]	-0.4470941	-0.7566862	0.0326958
temp + oxygen	SO	(26,26.5]	0.1999077	-0.1659444	0.4926671
temp + oxygen	SO	(26.5,26.75]	0.1973930	0.0594302	0.3099795
temp + oxygen	SO	(26.75,27]	-0.0720952	-0.1233254	-0.0057476
temp + oxygen	SO	(27,27.25]	-0.4713356	-0.6242462	-0.3400786
temp + oxygen	SO	(27.25,27.5]	-0.5801731	-0.6772440	-0.4699172
temp + oxygen	SO	(27.5,27.75]	-0.7539923	-0.7918838	-0.7008177
temp + oxygen	SO	(27.75,27.85]	-0.7052453	-0.7859596	-0.6211764
temp + oxygen	SO	(27.85,27.95]	-0.5418221	-0.6604605	-0.3733900
temp + oxygen	SO	(27.95,28.05]	-0.7177783	-0.7918432	-0.6708487
temp + oxygen	SO	(28.05,28.1]	-0.8472151	-0.9127577	-0.7692207
temp + oxygen	SO	(28.1,28.15]	-0.7962166	-0.9100177	-0.6395048
temp + oxygen	SO	(28.1,28.2]	-0.9035844	-0.9399590	-0.8483634
temp + oxygen	SO	(28.15,28.2]	-0.8469410	-0.9053940	-0.8134336
temp + oxygen	SO	(28.2, Inf]	-0.2353681	-0.5085696	-0.0079215
temp + oxygen	SO	(28.2,28.3]	-0.7962964	-0.9241711	-0.5648479
temp + oxygen	SO	(28.3, Inf]	-0.1600260	-0.9991073	0.4458624
temp + phosphate	Atlantic	(-Inf,26]	-0.4823018	-0.5730021	-0.3370348
temp + phosphate	Atlantic	(26,26.5]	-0.4474932	-0.5402155	-0.3024569
temp + phosphate	Atlantic	(26.5,26.75]	-0.3338388	-0.4602106	-0.1707561
temp + phosphate	Atlantic	(26.75,27]	-0.3800142	-0.4618505	-0.2834725
temp + phosphate	Atlantic	(27,27.25]	-0.5635812	-0.5764156	-0.5406238
temp + phosphate	Atlantic	(27.25,27.5]	-0.7971641	-0.8414866	-0.7291451
temp + phosphate	Atlantic	(27.5,27.75]	-0.7943258	-0.8080855	-0.7695426
temp + phosphate	Atlantic	(27.75,27.85]	-0.8380874	-0.8881165	-0.7629252
temp + phosphate	Atlantic	(27.85,27.95]	-0.4518903	-0.5049189	-0.4130127
temp + phosphate	Atlantic	(27.95,28.05]	-0.7987896	-0.8182688	-0.7854770
temp + phosphate	Atlantic	(28.05,28.1]	-0.8675688	-0.8808448	-0.8517397
temp + phosphate	Atlantic	(28.1,28.15]	-0.9017228	-0.9088234	-0.8924412
temp + phosphate	Atlantic	(28.15,28.2]	-0.8039143	-0.9267754	-0.6857716
temp + phosphate	Atlantic	(28.2, Inf]	-0.0709039	-0.8603099	0.4168252
temp + phosphate	Indian	(-Inf,26]	-0.4236079	-0.5078233	-0.2800087
temp + phosphate	Indian	(26,26.5]	-0.1606172	-0.2470015	-0.1042718
temp + phosphate	Indian	(26.5,26.75]	0.1029458	-0.1754400	0.2759656
temp + phosphate	Indian	(26.75,27]	0.5075414	0.3983063	0.5631868
temp + phosphate	Indian	(27,27.25]	0.5643332	0.5407682	0.6043490
temp + phosphate	Indian	(27.25,27.5]	0.4466793	0.3992246	0.4747914
temp + phosphate	Indian	(27.5,27.75]	0.6112916	0.5263967	0.7469334
temp + phosphate	Indian	(27.75,27.85]	0.8469816	0.8166382	0.9048942
temp + phosphate	Indian	(27.85,27.95]	0.7354624	0.6924189	0.7587629
temp + phosphate	Indian	(27.95,28.05]	0.0936494	-0.2146951	0.3721810
temp + phosphate	Indian	(28.05,28.1]	-0.2375386	-0.5149645	0.0645168
temp + phosphate	Indian	(28.1,28.2]	0.4290717	0.1167260	0.7807845
temp + phosphate	Indian	(28.2,28.3]	-0.7214082	-0.7398613	-0.7029551
temp + phosphate	N_Atlantic	(-Inf,26]	-0.4480517	-0.6843923	-0.2117111
temp + phosphate	N_Atlantic	(26,26.5]	-0.4853105	-0.9073098	0.0990558
temp + phosphate	N_Atlantic	(26.5,26.75]	0.1059021	0.0085898	0.1923854
temp + phosphate	N_Atlantic	(26.75,27]	-0.0674417	-0.2012371	0.0607660
temp + phosphate	N_Atlantic	(27,27.25]	-0.1425088	-0.3611480	0.0669363
temp + phosphate	N_Atlantic	(27.25,27.5]	-0.0656349	-0.3257294	0.2725696
temp + phosphate	N_Atlantic	(27.5,27.75]	-0.2414893	-0.4410489	-0.0944422
temp + phosphate	N_Atlantic	(27.75,27.85]	0.0550374	0.0040849	0.1261795
temp + phosphate	N_Atlantic	(27.85,27.95]	0.2812192	0.2310440	0.3573099
temp + phosphate	N_Atlantic	(27.95,28.05]	-0.3506202	-0.5045772	-0.1046989
temp + phosphate	N_Atlantic	(28.05,28.1]	-0.2086842	-0.2853462	-0.0882441
temp + phosphate	N_Atlantic	(28.1,28.15]	0.5589573	0.3126632	0.6962545
temp + phosphate	N_Atlantic	(28.15,28.2]	0.4284690	-0.0367961	1.0000000
temp + phosphate	N_Atlantic	(28.2, Inf]	0.9783311	0.9731141	0.9829658
temp + phosphate	N_Pacific	(-Inf,26]	-0.4536282	-0.6695836	-0.1355915
temp + phosphate	N_Pacific	(26,26.5]	-0.5857715	-0.6674679	-0.4500960
temp + phosphate	N_Pacific	(26.5,26.75]	0.0461425	-0.2070793	0.2560853
temp + phosphate	N_Pacific	(26.75,27]	0.2251505	0.0979810	0.3147754
temp + phosphate	N_Pacific	(27,27.25]	-0.3031891	-0.4992222	-0.1921195
temp + phosphate	N_Pacific	(27.25,27.5]	-0.5813827	-0.6439695	-0.4978668
temp + phosphate	N_Pacific	(27.5,27.75]	0.7274750	0.6517577	0.7748390
temp + phosphate	N_Pacific	(27.75,27.85]	0.9112655	0.9004682	0.9267536
temp + phosphate	N_Pacific	(27.85,27.95]	0.9533337	0.9291131	0.9759518
temp + phosphate	N_Pacific	(27.95,28.05]	0.9730333	0.9643583	0.9850350
temp + phosphate	N_Pacific	(28.05,28.1]	0.2854413	0.0605538	0.4720616
temp + phosphate	N_Pacific	(28.1,28.2]	-0.2988353	-0.5072329	-0.1219034
temp + phosphate	Pacific	(-Inf,26]	-0.5272851	-0.6444763	-0.3949641
temp + phosphate	Pacific	(26,26.5]	-0.4757796	-0.6249213	-0.1830576
temp + phosphate	Pacific	(26.5,26.75]	-0.1890175	-0.3805070	0.1829709
temp + phosphate	Pacific	(26.75,27]	-0.0954337	-0.3142003	0.1861084
temp + phosphate	Pacific	(27,27.25]	-0.0178075	-0.1726214	0.1804303
temp + phosphate	Pacific	(27.25,27.5]	0.0748345	-0.0638339	0.2508919
temp + phosphate	Pacific	(27.5,27.75]	0.1549665	0.0740724	0.2418564
temp + phosphate	Pacific	(27.75,27.85]	0.0636972	0.0146955	0.1086516
temp + phosphate	Pacific	(27.85,27.95]	0.0182955	-0.0352315	0.0645957
temp + phosphate	Pacific	(27.95,28.05]	0.2143117	0.1526418	0.2894856
temp + phosphate	Pacific	(28.05,28.1]	0.0011064	-0.0568276	0.1085781
temp + phosphate	Pacific	(28.1,28.2]	0.7057513	0.6332018	0.7655448
temp + phosphate	SO	(-Inf,26]	-0.1758396	-0.3637574	0.0240757
temp + phosphate	SO	(26,26.5]	-0.6959182	-0.7639590	-0.6163732
temp + phosphate	SO	(26.5,26.75]	-0.6794063	-0.7436428	-0.6064696
temp + phosphate	SO	(26.75,27]	-0.5699694	-0.6012284	-0.5418137
temp + phosphate	SO	(27,27.25]	-0.1243845	-0.2731804	0.0533183
temp + phosphate	SO	(27.25,27.5]	0.0408051	-0.0423942	0.1194569
temp + phosphate	SO	(27.5,27.75]	0.5203660	0.4952206	0.5703663
temp + phosphate	SO	(27.75,27.85]	0.1678553	0.0120155	0.3199031
temp + phosphate	SO	(27.85,27.95]	-0.1206604	-0.2387420	-0.0081942
temp + phosphate	SO	(27.95,28.05]	-0.0509656	-0.1147761	0.0352181
temp + phosphate	SO	(28.05,28.1]	-0.0807189	-0.2118578	0.0804904
temp + phosphate	SO	(28.1,28.15]	-0.3854102	-0.6922122	-0.0930337
temp + phosphate	SO	(28.1,28.2]	0.2618431	0.0825654	0.4128308
temp + phosphate	SO	(28.15,28.2]	-0.1310535	-0.3771004	0.1665217
temp + phosphate	SO	(28.2, Inf]	-0.4848322	-0.5875146	-0.3260132
temp + phosphate	SO	(28.2,28.3]	0.4085940	0.0551937	0.6220196
temp + phosphate	SO	(28.3, Inf]	0.4658930	-0.3246181	0.9964749
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8987922	-0.9301153	-0.8389049
temp + phosphate_star	Atlantic	(26,26.5]	-0.8506332	-0.8811689	-0.7896769
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8278848	-0.8759704	-0.7722941
temp + phosphate_star	Atlantic	(26.75,27]	-0.9529290	-0.9633039	-0.9468434
temp + phosphate_star	Atlantic	(27,27.25]	-0.9806193	-0.9838111	-0.9774695
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9642380	-0.9687928	-0.9587749
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9428840	-0.9504390	-0.9375536
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9418129	-0.9556161	-0.9205165
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8216567	-0.8340399	-0.8138747
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.7926893	-0.8263517	-0.7737268
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9604997	-0.9670408	-0.9552200
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9411078	-0.9485211	-0.9369784
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8972899	-0.9632178	-0.8609333
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.2309333	-0.9453817	0.4587359
temp + phosphate_star	Indian	(-Inf,26]	-0.5853764	-0.7010714	-0.4432865
temp + phosphate_star	Indian	(26,26.5]	-0.4106983	-0.5697860	-0.3258043
temp + phosphate_star	Indian	(26.5,26.75]	-0.3039535	-0.6726848	-0.1085385
temp + phosphate_star	Indian	(26.75,27]	-0.6858774	-0.7739875	-0.6162457
temp + phosphate_star	Indian	(27,27.25]	-0.9800035	-0.9886296	-0.9743207
temp + phosphate_star	Indian	(27.25,27.5]	-0.9875742	-0.9944754	-0.9810943
temp + phosphate_star	Indian	(27.5,27.75]	-0.9588705	-0.9737470	-0.9361840
temp + phosphate_star	Indian	(27.75,27.85]	-0.6447402	-0.7521840	-0.4623666
temp + phosphate_star	Indian	(27.85,27.95]	0.4148601	0.3801998	0.4368759
temp + phosphate_star	Indian	(27.95,28.05]	-0.2673402	-0.4563175	-0.1440618
temp + phosphate_star	Indian	(28.05,28.1]	-0.6759090	-0.7621669	-0.6072237
temp + phosphate_star	Indian	(28.1,28.2]	-0.7110742	-0.7885844	-0.6407545
temp + phosphate_star	Indian	(28.2,28.3]	-0.7728979	-0.8188674	-0.7269285
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.8111283	-0.9315625	-0.6906940
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8747085	-0.9969963	-0.6794473
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.5802939	-0.6457819	-0.4950825
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.6377226	-0.6584761	-0.5996075
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.7847399	-0.8196709	-0.7267390
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.8816958	-0.9517752	-0.7688956
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9665484	-0.9804562	-0.9584141
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9512856	-0.9793470	-0.9059103
temp + phosphate_star	N_Atlantic	(27.85,27.95]	-0.9001170	-0.9433740	-0.8356962
temp + phosphate_star	N_Atlantic	(27.95,28.05]	-0.7723210	-0.9436150	-0.5707883
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.3625488	-0.3988404	-0.2996656
temp + phosphate_star	N_Atlantic	(28.1,28.15]	0.4209259	0.1082694	0.5805548
temp + phosphate_star	N_Atlantic	(28.15,28.2]	0.6838989	0.0910703	1.0000000
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.9930774	0.9912969	0.9960246
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9616731	-0.9772952	-0.9487428
temp + phosphate_star	N_Pacific	(26,26.5]	-0.9616013	-0.9734828	-0.9522339
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.7979202	-0.9049608	-0.6838333
temp + phosphate_star	N_Pacific	(26.75,27]	-0.8647656	-0.9331620	-0.7937969
temp + phosphate_star	N_Pacific	(27,27.25]	-0.8248387	-0.9042133	-0.7742231
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.9055369	-0.9444993	-0.8610188
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.9714144	-0.9810458	-0.9632680
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.8883097	-0.9094794	-0.8668568
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.9146674	-0.9721372	-0.8804314
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.6844632	-0.9691363	-0.5269977
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.2866553	-0.4706336	-0.1348585
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.0660274	-0.2888981	0.1625740
temp + phosphate_star	Pacific	(-Inf,26]	-0.8459177	-0.8764024	-0.7993804
temp + phosphate_star	Pacific	(26,26.5]	-0.7822594	-0.8746531	-0.6107338
temp + phosphate_star	Pacific	(26.5,26.75]	-0.6711968	-0.7953648	-0.4343223
temp + phosphate_star	Pacific	(26.75,27]	-0.5975778	-0.7329738	-0.3727541
temp + phosphate_star	Pacific	(27,27.25]	-0.5451511	-0.6385341	-0.3664897
temp + phosphate_star	Pacific	(27.25,27.5]	-0.4699911	-0.5667106	-0.2993304
temp + phosphate_star	Pacific	(27.5,27.75]	-0.4005631	-0.5044869	-0.2913669
temp + phosphate_star	Pacific	(27.75,27.85]	0.2840177	0.1507043	0.4097065
temp + phosphate_star	Pacific	(27.85,27.95]	0.0874869	-0.0723333	0.2682419
temp + phosphate_star	Pacific	(27.95,28.05]	-0.5847394	-0.6326474	-0.5259749
temp + phosphate_star	Pacific	(28.05,28.1]	-0.5393077	-0.5946387	-0.4297666
temp + phosphate_star	Pacific	(28.1,28.2]	0.2382527	0.2010007	0.2637478
temp + phosphate_star	SO	(-Inf,26]	-0.8546127	-0.9089520	-0.8018534
temp + phosphate_star	SO	(26,26.5]	-0.8789218	-0.9042426	-0.8634872
temp + phosphate_star	SO	(26.5,26.75]	-0.9227113	-0.9326235	-0.9066933
temp + phosphate_star	SO	(26.75,27]	-0.9618412	-0.9636066	-0.9591949
temp + phosphate_star	SO	(27,27.25]	-0.9812434	-0.9844564	-0.9749949
temp + phosphate_star	SO	(27.25,27.5]	-0.9892379	-0.9917662	-0.9879615
temp + phosphate_star	SO	(27.5,27.75]	-0.8071965	-0.8426912	-0.7394184
temp + phosphate_star	SO	(27.75,27.85]	-0.8834421	-0.9105760	-0.8658342
temp + phosphate_star	SO	(27.85,27.95]	-0.9046648	-0.9265953	-0.8724920
temp + phosphate_star	SO	(27.95,28.05]	-0.9430621	-0.9590829	-0.9323937
temp + phosphate_star	SO	(28.05,28.1]	-0.9702955	-0.9807356	-0.9581502
temp + phosphate_star	SO	(28.1,28.15]	-0.9927423	-0.9958873	-0.9898843
temp + phosphate_star	SO	(28.1,28.2]	-0.9390615	-0.9562990	-0.9099025
temp + phosphate_star	SO	(28.15,28.2]	-0.9755825	-0.9878705	-0.9672129
temp + phosphate_star	SO	(28.2, Inf]	-0.9209317	-0.9250290	-0.9155650
temp + phosphate_star	SO	(28.2,28.3]	-0.9487507	-0.9849986	-0.8857495
temp + phosphate_star	SO	(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
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]	-0.0195808	-0.1721385	0.0803163
aou	Atlantic	(26,26.5]	0.0228247	-0.1316618	0.1984968
aou	Atlantic	(26.5,26.75]	-0.1358949	-0.3438325	0.0802863
aou	Atlantic	(26.75,27]	-0.2700739	-0.4865462	0.0085271
aou	Atlantic	(27,27.25]	-0.1091317	-0.3150047	0.2462391
aou	Atlantic	(27.25,27.5]	-0.0089808	-0.1581161	0.1349971
aou	Atlantic	(27.5,27.75]	-0.6809877	-0.6990592	-0.6469548
aou	Atlantic	(27.75,27.85]	-0.9204196	-0.9451086	-0.8848190
aou	Atlantic	(27.85,27.95]	-0.2801143	-0.4908558	-0.1705196
aou	Atlantic	(27.95,28.05]	-0.8910524	-0.9260128	-0.8456858
aou	Atlantic	(28.05,28.1]	-0.7136330	-0.7729566	-0.6579151
aou	Atlantic	(28.1,28.15]	-0.7743422	-0.8137214	-0.7146963
aou	Atlantic	(28.15,28.2]	-0.8475181	-0.9019467	-0.7751722
aou	Atlantic	(28.2, Inf]	0.1140827	-0.2496083	0.4291571
aou	Indian	(-Inf,26]	-0.0910448	-0.3578772	0.1950542
aou	Indian	(26,26.5]	-0.6823402	-0.8068042	-0.5998098
aou	Indian	(26.5,26.75]	-0.8421690	-0.9294217	-0.7368416
aou	Indian	(26.75,27]	-0.8070927	-0.8704142	-0.7747728
aou	Indian	(27,27.25]	-0.0868906	-0.1580888	0.0514939
aou	Indian	(27.25,27.5]	0.1904360	-0.0868258	0.3707086
aou	Indian	(27.5,27.75]	0.0260437	-0.4545284	0.3000746
aou	Indian	(27.75,27.85]	-0.6907524	-0.8186716	-0.5926384
aou	Indian	(27.85,27.95]	-0.8790675	-0.9127769	-0.8612530
aou	Indian	(27.95,28.05]	-0.9438231	-0.9602862	-0.9242475
aou	Indian	(28.05,28.1]	-0.6687258	-0.8699788	-0.3131688
aou	Indian	(28.1,28.2]	0.5625269	0.3167112	0.8578634
aou	Indian	(28.2,28.3]	0.4092684	-0.0278093	0.8463462
aou	N_Atlantic	(-Inf,26]	NA	NA	NA
aou	N_Atlantic	(26,26.5]	0.3817304	-0.0808364	0.9410723
aou	N_Atlantic	(26.5,26.75]	-0.5126376	-0.6482417	-0.3243598
aou	N_Atlantic	(26.75,27]	-0.6344725	-0.7743490	-0.3791678
aou	N_Atlantic	(27,27.25]	-0.7815832	-0.8733662	-0.6489662
aou	N_Atlantic	(27.25,27.5]	-0.8810939	-0.9478386	-0.8007300
aou	N_Atlantic	(27.5,27.75]	-0.9237795	-0.9470226	-0.9104718
aou	N_Atlantic	(27.75,27.85]	-0.9110557	-0.9194425	-0.9040411
aou	N_Atlantic	(27.85,27.95]	-0.7033266	-0.7217698	-0.6910760
aou	N_Atlantic	(27.95,28.05]	-0.9274267	-0.9585253	-0.9001626
aou	N_Atlantic	(28.05,28.1]	-0.8778619	-0.9121432	-0.8457323
aou	N_Atlantic	(28.1,28.15]	-0.9921576	-0.9972542	-0.9835687
aou	N_Atlantic	(28.15,28.2]	-0.9687346	-1.0000000	-0.9237404
aou	N_Atlantic	(28.2, Inf]	-0.8943758	-0.9994429	-0.7070124
aou	N_Pacific	(-Inf,26]	0.1997714	-0.1867703	0.5392997
aou	N_Pacific	(26,26.5]	0.3920503	0.2974621	0.4817048
aou	N_Pacific	(26.5,26.75]	0.0148364	-0.0602423	0.1104803
aou	N_Pacific	(26.75,27]	-0.4491926	-0.5879323	-0.2670487
aou	N_Pacific	(27,27.25]	-0.1082435	-0.2867299	0.1938341
aou	N_Pacific	(27.25,27.5]	0.3981567	0.1621216	0.6437731
aou	N_Pacific	(27.5,27.75]	-0.5083381	-0.5874218	-0.3767577
aou	N_Pacific	(27.75,27.85]	-0.7668584	-0.7800206	-0.7489562
aou	N_Pacific	(27.85,27.95]	-0.8218849	-0.8637123	-0.7994569
aou	N_Pacific	(27.95,28.05]	0.9003464	0.8648574	0.9572468
aou	N_Pacific	(28.05,28.1]	0.9992157	0.9990591	0.9995242
aou	N_Pacific	(28.1,28.2]	0.9928059	0.9921351	0.9933738
aou	Pacific	(-Inf,26]	0.3625737	0.2893258	0.4405690
aou	Pacific	(26,26.5]	-0.0917597	-0.2985523	0.1775951
aou	Pacific	(26.5,26.75]	-0.2283801	-0.4102960	0.0409432
aou	Pacific	(26.75,27]	-0.6119926	-0.7128553	-0.4442822
aou	Pacific	(27,27.25]	-0.7267566	-0.7920185	-0.6529223
aou	Pacific	(27.25,27.5]	0.2683638	0.1652655	0.3327821
aou	Pacific	(27.5,27.75]	0.7453801	0.6651579	0.7863577
aou	Pacific	(27.75,27.85]	0.8131538	0.7425607	0.8681020
aou	Pacific	(27.85,27.95]	0.7164718	0.6825930	0.7387372
aou	Pacific	(27.95,28.05]	0.8545103	0.8508014	0.8564350
aou	Pacific	(28.05,28.1]	0.9623107	0.9484473	0.9713370
aou	Pacific	(28.1,28.2]	0.8953710	0.8807489	0.9163313
aou	SO	(-Inf,26]	0.4454015	0.1225983	0.6721586
aou	SO	(26,26.5]	0.3246474	0.1796914	0.5711725
aou	SO	(26.5,26.75]	-0.1047644	-0.1359562	-0.0663121
aou	SO	(26.75,27]	-0.3256773	-0.3817845	-0.2559253
aou	SO	(27,27.25]	-0.4247533	-0.5496686	-0.3000756
aou	SO	(27.25,27.5]	-0.6473075	-0.7359695	-0.5368349
aou	SO	(27.5,27.75]	-0.4991976	-0.7570917	-0.0142471
aou	SO	(27.75,27.85]	-0.5002958	-0.6305424	-0.2964106
aou	SO	(27.85,27.95]	-0.3304691	-0.5315492	-0.1338590
aou	SO	(27.95,28.05]	-0.0132100	-0.2634627	0.1251892
aou	SO	(28.05,28.1]	0.0739824	-0.2201965	0.2583822
aou	SO	(28.1,28.15]	-0.2108802	-0.3799783	-0.0867096
aou	SO	(28.1,28.2]	0.1773353	-0.0726620	0.5444805
aou	SO	(28.15,28.2]	-0.3132836	-0.4787190	-0.0874779
aou	SO	(28.2, Inf]	-0.7864484	-0.8997588	-0.5886125
aou	SO	(28.2,28.3]	-0.0027587	-0.3494471	0.6744643
aou	SO	(28.3, Inf]	0.4776748	-0.5045515	0.9995312
nitrate	Atlantic	(-Inf,26]	-0.1070937	-0.2658507	0.0131310
nitrate	Atlantic	(26,26.5]	0.0035018	-0.1571659	0.1785514
nitrate	Atlantic	(26.5,26.75]	-0.1465595	-0.3418223	0.0472842
nitrate	Atlantic	(26.75,27]	-0.2591175	-0.4350039	-0.0561563
nitrate	Atlantic	(27,27.25]	-0.3085003	-0.4303836	-0.0744315
nitrate	Atlantic	(27.25,27.5]	-0.7795870	-0.8570153	-0.6452713
nitrate	Atlantic	(27.5,27.75]	-0.9659966	-0.9689235	-0.9631283
nitrate	Atlantic	(27.75,27.85]	-0.9451011	-0.9733015	-0.9150663
nitrate	Atlantic	(27.85,27.95]	-0.4202131	-0.5996719	-0.3184237
nitrate	Atlantic	(27.95,28.05]	-0.8574988	-0.8923350	-0.8223727
nitrate	Atlantic	(28.05,28.1]	-0.8256823	-0.8480291	-0.8029864
nitrate	Atlantic	(28.1,28.15]	-0.9188757	-0.9302506	-0.9069340
nitrate	Atlantic	(28.15,28.2]	-0.9859755	-0.9886274	-0.9824816
nitrate	Atlantic	(28.2, Inf]	-0.4674577	-0.9531272	0.3099393
nitrate	Indian	(-Inf,26]	-0.1017163	-0.3556352	0.1879755
nitrate	Indian	(26,26.5]	-0.6947798	-0.7989468	-0.6334451
nitrate	Indian	(26.5,26.75]	-0.8704382	-0.9151669	-0.8221887
nitrate	Indian	(26.75,27]	-0.8704738	-0.8922907	-0.8349342
nitrate	Indian	(27,27.25]	-0.4399536	-0.5338348	-0.2946947
nitrate	Indian	(27.25,27.5]	-0.2551558	-0.4711234	-0.0677973
nitrate	Indian	(27.5,27.75]	0.0388682	-0.5117406	0.3476220
nitrate	Indian	(27.75,27.85]	-0.7256617	-0.8845354	-0.6144277
nitrate	Indian	(27.85,27.95]	-0.9198454	-0.9575664	-0.8970285
nitrate	Indian	(27.95,28.05]	-0.9421608	-0.9736050	-0.8999214
nitrate	Indian	(28.05,28.1]	-0.7850368	-0.9206887	-0.5486123
nitrate	Indian	(28.1,28.2]	0.2959548	-0.0238905	0.6934101
nitrate	Indian	(28.2,28.3]	-0.8790350	-0.9720420	-0.7860280
nitrate	N_Atlantic	(-Inf,26]	NA	NA	NA
nitrate	N_Atlantic	(26,26.5]	0.3630692	-0.1692127	0.9000780
nitrate	N_Atlantic	(26.5,26.75]	-0.6150885	-0.7280605	-0.4892689
nitrate	N_Atlantic	(26.75,27]	-0.7556402	-0.8497351	-0.5679566
nitrate	N_Atlantic	(27,27.25]	-0.9171557	-0.9601282	-0.8593580
nitrate	N_Atlantic	(27.25,27.5]	-0.9077332	-0.9445130	-0.8831325
nitrate	N_Atlantic	(27.5,27.75]	-0.7133799	-0.8055425	-0.5802934
nitrate	N_Atlantic	(27.75,27.85]	-0.6748052	-0.7518759	-0.5492487
nitrate	N_Atlantic	(27.85,27.95]	-0.7833625	-0.8193811	-0.7642305
nitrate	N_Atlantic	(27.95,28.05]	-0.8782176	-0.9341934	-0.7868144
nitrate	N_Atlantic	(28.05,28.1]	-0.9014469	-0.9198075	-0.8772529
nitrate	N_Atlantic	(28.1,28.15]	-0.9921203	-0.9979284	-0.9835068
nitrate	N_Atlantic	(28.15,28.2]	-0.8543116	-1.0000000	-0.5754662
nitrate	N_Atlantic	(28.2, Inf]	-0.8554003	-0.9955689	-0.6456512
nitrate	N_Pacific	(-Inf,26]	0.2005957	-0.1490884	0.5052655
nitrate	N_Pacific	(26,26.5]	0.4769685	0.4191818	0.5550014
nitrate	N_Pacific	(26.5,26.75]	0.1211752	-0.0124386	0.2343556
nitrate	N_Pacific	(26.75,27]	-0.2339453	-0.3929616	-0.0595304
nitrate	N_Pacific	(27,27.25]	0.0789025	-0.0299479	0.2893325
nitrate	N_Pacific	(27.25,27.5]	0.5439446	0.4062259	0.7178974
nitrate	N_Pacific	(27.5,27.75]	-0.0605266	-0.2465543	0.2729084
nitrate	N_Pacific	(27.75,27.85]	-0.8099474	-0.8213703	-0.8013465
nitrate	N_Pacific	(27.85,27.95]	-0.8251231	-0.8777869	-0.7934442
nitrate	N_Pacific	(27.95,28.05]	0.9115005	0.8835891	0.9573860
nitrate	N_Pacific	(28.05,28.1]	0.9994843	0.9993658	0.9996243
nitrate	N_Pacific	(28.1,28.2]	0.9938127	0.9923388	0.9950149
nitrate	Pacific	(-Inf,26]	0.2343031	0.1883459	0.2832028
nitrate	Pacific	(26,26.5]	-0.2533062	-0.4792818	0.0393252
nitrate	Pacific	(26.5,26.75]	-0.4083167	-0.6221247	-0.0844484
nitrate	Pacific	(26.75,27]	-0.6931669	-0.7918465	-0.5110091
nitrate	Pacific	(27,27.25]	-0.7380535	-0.8359666	-0.5739947
nitrate	Pacific	(27.25,27.5]	0.2759850	0.1724736	0.3611445
nitrate	Pacific	(27.5,27.75]	0.8444966	0.8168235	0.8642621
nitrate	Pacific	(27.75,27.85]	0.7644356	0.6693301	0.8382010
nitrate	Pacific	(27.85,27.95]	0.6444455	0.5827111	0.6792253
nitrate	Pacific	(27.95,28.05]	0.8524812	0.8446911	0.8613592
nitrate	Pacific	(28.05,28.1]	0.9182131	0.8876137	0.9348216
nitrate	Pacific	(28.1,28.2]	0.8320324	0.8144333	0.8520083
nitrate	SO	(-Inf,26]	0.1514026	-0.1585821	0.5243259
nitrate	SO	(26,26.5]	0.2442273	0.1186166	0.4560104
nitrate	SO	(26.5,26.75]	-0.1970750	-0.2264095	-0.1654794
nitrate	SO	(26.75,27]	-0.5361656	-0.6070967	-0.4414596
nitrate	SO	(27,27.25]	-0.6801680	-0.7698913	-0.5896433
nitrate	SO	(27.25,27.5]	-0.8400723	-0.8822302	-0.7813903
nitrate	SO	(27.5,27.75]	-0.5695562	-0.7714603	-0.1767779
nitrate	SO	(27.75,27.85]	-0.7221179	-0.7802845	-0.6465625
nitrate	SO	(27.85,27.95]	-0.7137796	-0.8182045	-0.6093490
nitrate	SO	(27.95,28.05]	-0.5150153	-0.6576855	-0.4336836
nitrate	SO	(28.05,28.1]	-0.5638320	-0.7137810	-0.4410136
nitrate	SO	(28.1,28.15]	-0.8349530	-0.8975012	-0.7574738
nitrate	SO	(28.1,28.2]	-0.4403064	-0.7247797	-0.1068220
nitrate	SO	(28.15,28.2]	-0.7909797	-0.8711349	-0.7495728
nitrate	SO	(28.2, Inf]	-0.9638797	-0.9942995	-0.9194580
nitrate	SO	(28.2,28.3]	-0.2500157	-0.6032226	0.4529841
nitrate	SO	(28.3, Inf]	-0.3038614	-0.9985229	0.9546347
oxygen	Atlantic	(-Inf,26]	0.2559884	0.0631096	0.4379121
oxygen	Atlantic	(26,26.5]	0.1143317	-0.0736239	0.2597308
oxygen	Atlantic	(26.5,26.75]	0.2125147	-0.0253058	0.4350019
oxygen	Atlantic	(26.75,27]	0.3117287	-0.0127444	0.5462815
oxygen	Atlantic	(27,27.25]	-0.0079804	-0.3952780	0.2212192
oxygen	Atlantic	(27.25,27.5]	-0.3800312	-0.4549193	-0.2881158
oxygen	Atlantic	(27.5,27.75]	0.1485086	0.1355165	0.1734504
oxygen	Atlantic	(27.75,27.85]	0.7236609	0.6905185	0.7455252
oxygen	Atlantic	(27.85,27.95]	0.1746262	0.0530996	0.3922386
oxygen	Atlantic	(27.95,28.05]	0.9103185	0.8693274	0.9412231
oxygen	Atlantic	(28.05,28.1]	0.6236179	0.5515268	0.6956004
oxygen	Atlantic	(28.1,28.15]	0.4845683	0.3376335	0.5728459
oxygen	Atlantic	(28.15,28.2]	0.6119160	0.4786611	0.6853457
oxygen	Atlantic	(28.2, Inf]	-0.3993962	-0.9096239	0.5041449
oxygen	Indian	(-Inf,26]	0.1416419	-0.1390306	0.4142228
oxygen	Indian	(26,26.5]	0.6862628	0.6007135	0.8012439
oxygen	Indian	(26.5,26.75]	0.8327661	0.7163082	0.9223068
oxygen	Indian	(26.75,27]	0.7758714	0.7332617	0.8442866
oxygen	Indian	(27,27.25]	-0.0013094	-0.1394060	0.0760369
oxygen	Indian	(27.25,27.5]	-0.3060598	-0.4791984	-0.0262328
oxygen	Indian	(27.5,27.75]	0.0221234	-0.2254566	0.4622309
oxygen	Indian	(27.75,27.85]	0.7236910	0.6421327	0.8170441
oxygen	Indian	(27.85,27.95]	0.8894856	0.8729924	0.9083138
oxygen	Indian	(27.95,28.05]	0.9513458	0.9477690	0.9552494
oxygen	Indian	(28.05,28.1]	0.6151610	0.2175738	0.8414936
oxygen	Indian	(28.1,28.2]	-0.6167378	-0.8727642	-0.4036010
oxygen	Indian	(28.2,28.3]	-0.6419072	-0.9000072	-0.3838072
oxygen	N_Atlantic	(-Inf,26]	NA	NA	NA
oxygen	N_Atlantic	(26,26.5]	-0.3428993	-0.9192738	0.1340922
oxygen	N_Atlantic	(26.5,26.75]	0.6063751	0.4474023	0.7121519
oxygen	N_Atlantic	(26.75,27]	0.6571088	0.4392819	0.7845092
oxygen	N_Atlantic	(27,27.25]	0.7570471	0.6117930	0.8641909
oxygen	N_Atlantic	(27.25,27.5]	0.8034638	0.7173766	0.9255544
oxygen	N_Atlantic	(27.5,27.75]	0.8224327	0.7944115	0.8776486
oxygen	N_Atlantic	(27.75,27.85]	0.8821170	0.8669949	0.8908096
oxygen	N_Atlantic	(27.85,27.95]	0.6832453	0.6743478	0.6944400
oxygen	N_Atlantic	(27.95,28.05]	0.7822272	0.4721309	0.9444013
oxygen	N_Atlantic	(28.05,28.1]	0.9157197	0.8967625	0.9406177
oxygen	N_Atlantic	(28.1,28.15]	0.9932545	0.9834243	0.9997946
oxygen	N_Atlantic	(28.15,28.2]	0.9307112	0.7959528	1.0000000
oxygen	N_Atlantic	(28.2, Inf]	0.5095102	0.0385985	0.9422073
oxygen	N_Pacific	(-Inf,26]	0.2749228	-0.1720793	0.7002678
oxygen	N_Pacific	(26,26.5]	-0.2049917	-0.3129058	-0.0590933
oxygen	N_Pacific	(26.5,26.75]	0.0871289	0.0224149	0.1297850
oxygen	N_Pacific	(26.75,27]	0.5827511	0.4549012	0.6748761
oxygen	N_Pacific	(27,27.25]	0.2482663	-0.0579991	0.4298483
oxygen	N_Pacific	(27.25,27.5]	-0.3082991	-0.5726061	-0.0351356
oxygen	N_Pacific	(27.5,27.75]	0.6363718	0.5511314	0.6924071
oxygen	N_Pacific	(27.75,27.85]	0.8099834	0.7965743	0.8201284
oxygen	N_Pacific	(27.85,27.95]	0.8310851	0.8067597	0.8745610
oxygen	N_Pacific	(27.95,28.05]	-0.8967706	-0.9550594	-0.8608197
oxygen	N_Pacific	(28.05,28.1]	-0.9989893	-0.9992780	-0.9988395
oxygen	N_Pacific	(28.1,28.2]	-0.9964173	-0.9970037	-0.9955183
oxygen	Pacific	(-Inf,26]	-0.3124509	-0.4267898	-0.2142519
oxygen	Pacific	(26,26.5]	0.0114111	-0.2236510	0.2047917
oxygen	Pacific	(26.5,26.75]	0.1256799	-0.1064885	0.3034619
oxygen	Pacific	(26.75,27]	0.5466698	0.3752500	0.6586437
oxygen	Pacific	(27,27.25]	0.6910470	0.6099175	0.7627561
oxygen	Pacific	(27.25,27.5]	-0.2733163	-0.3412604	-0.1701983
oxygen	Pacific	(27.5,27.75]	-0.6958962	-0.7445516	-0.6007716
oxygen	Pacific	(27.75,27.85]	-0.7857357	-0.8491052	-0.7044339
oxygen	Pacific	(27.85,27.95]	-0.6710277	-0.6962559	-0.6297939
oxygen	Pacific	(27.95,28.05]	-0.8231035	-0.8274204	-0.8177991
oxygen	Pacific	(28.05,28.1]	-0.9647109	-0.9732472	-0.9533146
oxygen	Pacific	(28.1,28.2]	-0.8950939	-0.9155391	-0.8821154
oxygen	SO	(-Inf,26]	0.3828591	-0.1472362	0.7036521
oxygen	SO	(26,26.5]	0.0297188	-0.2012279	0.2911216
oxygen	SO	(26.5,26.75]	0.1760358	0.1577851	0.2009198
oxygen	SO	(26.75,27]	0.2355599	0.1928876	0.2815243
oxygen	SO	(27,27.25]	0.3024868	0.1850790	0.4169303
oxygen	SO	(27.25,27.5]	0.5283794	0.3995031	0.6295731
oxygen	SO	(27.5,27.75]	0.5251936	0.0481049	0.7668785
oxygen	SO	(27.75,27.85]	0.4256474	0.1805586	0.5778384
oxygen	SO	(27.85,27.95]	0.1826831	-0.0466235	0.4045270
oxygen	SO	(27.95,28.05]	-0.1497878	-0.3179010	0.1141342
oxygen	SO	(28.05,28.1]	-0.2355364	-0.4013579	0.0727738
oxygen	SO	(28.1,28.15]	-0.0407588	-0.2379470	0.1802089
oxygen	SO	(28.1,28.2]	-0.2812117	-0.6335932	-0.0674556
oxygen	SO	(28.15,28.2]	0.1158275	-0.1425538	0.2482769
oxygen	SO	(28.2, Inf]	0.5372079	0.0844880	0.7738350
oxygen	SO	(28.2,28.3]	-0.1049341	-0.7464844	0.2555795
oxygen	SO	(28.3, Inf]	-0.3400671	-0.9390932	0.7822368
phosphate	Atlantic	(-Inf,26]	0.1687672	0.0505688	0.2748022
phosphate	Atlantic	(26,26.5]	0.0847860	-0.0682827	0.2455804
phosphate	Atlantic	(26.5,26.75]	-0.0900875	-0.2817145	0.0988089
phosphate	Atlantic	(26.75,27]	-0.2082063	-0.3832881	-0.0118105
phosphate	Atlantic	(27,27.25]	-0.2700193	-0.3909575	-0.0424878
phosphate	Atlantic	(27.25,27.5]	-0.7840414	-0.8628700	-0.6584721
phosphate	Atlantic	(27.5,27.75]	-0.9641065	-0.9709559	-0.9595388
phosphate	Atlantic	(27.75,27.85]	-0.9307786	-0.9696554	-0.9093816
phosphate	Atlantic	(27.85,27.95]	-0.5070146	-0.5569565	-0.4482193
phosphate	Atlantic	(27.95,28.05]	-0.8359033	-0.8610426	-0.8086966
phosphate	Atlantic	(28.05,28.1]	-0.8598707	-0.8779023	-0.8429077
phosphate	Atlantic	(28.1,28.15]	-0.9396730	-0.9474519	-0.9320339
phosphate	Atlantic	(28.15,28.2]	-0.9890996	-0.9906956	-0.9870620
phosphate	Atlantic	(28.2, Inf]	-0.4975034	-0.9644722	0.2477521
phosphate	Indian	(-Inf,26]	-0.1292364	-0.3934065	0.1633480
phosphate	Indian	(26,26.5]	-0.7174872	-0.8345225	-0.6356294
phosphate	Indian	(26.5,26.75]	-0.8787663	-0.9448304	-0.8077061
phosphate	Indian	(26.75,27]	-0.8711564	-0.9172022	-0.8383790
phosphate	Indian	(27,27.25]	-0.3194066	-0.3877703	-0.1860860
phosphate	Indian	(27.25,27.5]	-0.1852518	-0.4071632	-0.0084387
phosphate	Indian	(27.5,27.75]	0.0366326	-0.5063423	0.3411267
phosphate	Indian	(27.75,27.85]	-0.7300377	-0.8719370	-0.6271862
phosphate	Indian	(27.85,27.95]	-0.9110745	-0.9476419	-0.8909403
phosphate	Indian	(27.95,28.05]	-0.9437258	-0.9707804	-0.9093375
phosphate	Indian	(28.05,28.1]	-0.7820812	-0.9169749	-0.5472823
phosphate	Indian	(28.1,28.2]	0.3077699	-0.0017401	0.6887114
phosphate	Indian	(28.2,28.3]	-0.8816036	-0.9749480	-0.7882592
phosphate	N_Atlantic	(-Inf,26]	NA	NA	NA
phosphate	N_Atlantic	(26,26.5]	0.3673365	-0.1409571	0.8968233
phosphate	N_Atlantic	(26.5,26.75]	-0.5529273	-0.6814118	-0.4057904
phosphate	N_Atlantic	(26.75,27]	-0.7270670	-0.8282706	-0.5247636
phosphate	N_Atlantic	(27,27.25]	-0.8931019	-0.9392388	-0.8313219
phosphate	N_Atlantic	(27.25,27.5]	-0.9418926	-0.9689438	-0.9193906
phosphate	N_Atlantic	(27.5,27.75]	-0.7798662	-0.8609267	-0.6618189
phosphate	N_Atlantic	(27.75,27.85]	-0.7071730	-0.7940012	-0.5802205
phosphate	N_Atlantic	(27.85,27.95]	-0.6456003	-0.7479287	-0.5729485
phosphate	N_Atlantic	(27.95,28.05]	-0.8102912	-0.8476718	-0.7818927
phosphate	N_Atlantic	(28.05,28.1]	-0.8558736	-0.8760335	-0.8212571
phosphate	N_Atlantic	(28.1,28.15]	-0.9782772	-0.9900376	-0.9585511
phosphate	N_Atlantic	(28.15,28.2]	0.3124741	-0.1367564	1.0000000
phosphate	N_Atlantic	(28.2, Inf]	0.7469660	0.4359818	0.9686923
phosphate	N_Pacific	(-Inf,26]	0.3609824	0.1351203	0.5848859
phosphate	N_Pacific	(26,26.5]	0.5032503	0.4656992	0.5772605
phosphate	N_Pacific	(26.5,26.75]	0.1394967	0.0430273	0.2647174
phosphate	N_Pacific	(26.75,27]	-0.2747602	-0.4583987	-0.0368382
phosphate	N_Pacific	(27,27.25]	-0.0501475	-0.2406425	0.2644959
phosphate	N_Pacific	(27.25,27.5]	0.3077092	0.0516564	0.5862070
phosphate	N_Pacific	(27.5,27.75]	-0.4945224	-0.5846321	-0.3730755
phosphate	N_Pacific	(27.75,27.85]	-0.8078931	-0.8179336	-0.7992309
phosphate	N_Pacific	(27.85,27.95]	-0.8393582	-0.8733209	-0.8198009
phosphate	N_Pacific	(27.95,28.05]	0.8734201	0.8217133	0.9557362
phosphate	N_Pacific	(28.05,28.1]	0.9992192	0.9990449	0.9994516
phosphate	N_Pacific	(28.1,28.2]	0.9943771	0.9928575	0.9954488
phosphate	Pacific	(-Inf,26]	0.2641695	0.2077533	0.3145392
phosphate	Pacific	(26,26.5]	-0.2012586	-0.4188909	0.0820125
phosphate	Pacific	(26.5,26.75]	-0.2871560	-0.4603249	-0.0151581
phosphate	Pacific	(26.75,27]	-0.5885931	-0.6723722	-0.4253805
phosphate	Pacific	(27,27.25]	-0.7334187	-0.7794453	-0.6665059
phosphate	Pacific	(27.25,27.5]	0.1479957	0.0698807	0.2262079
phosphate	Pacific	(27.5,27.75]	0.6751830	0.5532906	0.7388960
phosphate	Pacific	(27.75,27.85]	0.7326249	0.6185848	0.8169338
phosphate	Pacific	(27.85,27.95]	0.6539638	0.6001698	0.6813960
phosphate	Pacific	(27.95,28.05]	0.8536092	0.8482220	0.8584627
phosphate	Pacific	(28.05,28.1]	0.9253466	0.8977280	0.9410974
phosphate	Pacific	(28.1,28.2]	0.8380231	0.8207486	0.8568039
phosphate	SO	(-Inf,26]	0.0797594	-0.1874945	0.4541009
phosphate	SO	(26,26.5]	0.2238999	0.0982826	0.4410494
phosphate	SO	(26.5,26.75]	-0.2140478	-0.2502495	-0.1706687
phosphate	SO	(26.75,27]	-0.5360485	-0.6106089	-0.4373392
phosphate	SO	(27,27.25]	-0.6722641	-0.7687731	-0.5727421
phosphate	SO	(27.25,27.5]	-0.8366022	-0.8805267	-0.7736977
phosphate	SO	(27.5,27.75]	-0.6115163	-0.8036838	-0.2446374
phosphate	SO	(27.75,27.85]	-0.7236534	-0.7769750	-0.6418429
phosphate	SO	(27.85,27.95]	-0.7042257	-0.8028945	-0.6044062
phosphate	SO	(27.95,28.05]	-0.5260711	-0.6494365	-0.4523892
phosphate	SO	(28.05,28.1]	-0.6120416	-0.7331147	-0.5131981
phosphate	SO	(28.1,28.15]	-0.8583431	-0.9178654	-0.8131992
phosphate	SO	(28.1,28.2]	-0.4962793	-0.7483044	-0.2033608
phosphate	SO	(28.15,28.2]	-0.8300169	-0.8597599	-0.8064045
phosphate	SO	(28.2, Inf]	-0.9823785	-0.9982139	-0.9590555
phosphate	SO	(28.2,28.3]	-0.3552353	-0.7000213	0.3196806
phosphate	SO	(28.3, Inf]	-0.3430341	-0.9997052	0.9486211
phosphate_star	Atlantic	(-Inf,26]	0.4569647	0.3216619	0.5256276
phosphate_star	Atlantic	(26,26.5]	0.3307111	0.1861691	0.4181589
phosphate_star	Atlantic	(26.5,26.75]	0.1617754	0.0411796	0.2428603
phosphate_star	Atlantic	(26.75,27]	0.0849895	-0.0461682	0.2276926
phosphate_star	Atlantic	(27,27.25]	-0.3496833	-0.5348505	-0.2459411
phosphate_star	Atlantic	(27.25,27.5]	-0.9034305	-0.9465951	-0.8787153
phosphate_star	Atlantic	(27.5,27.75]	-0.9174859	-0.9362906	-0.9068882
phosphate_star	Atlantic	(27.75,27.85]	-0.8653037	-0.8863757	-0.8320014
phosphate_star	Atlantic	(27.85,27.95]	-0.5595679	-0.6879871	-0.4112733
phosphate_star	Atlantic	(27.95,28.05]	-0.5804237	-0.6240188	-0.5102025
phosphate_star	Atlantic	(28.05,28.1]	-0.9149752	-0.9187666	-0.9102536
phosphate_star	Atlantic	(28.1,28.15]	-0.9829985	-0.9834655	-0.9824444
phosphate_star	Atlantic	(28.15,28.2]	-0.9772158	-0.9965041	-0.9602803
phosphate_star	Atlantic	(28.2, Inf]	-0.9377900	-0.9970658	-0.8876757
phosphate_star	Indian	(-Inf,26]	-0.1041496	-0.3424586	0.1955266
phosphate_star	Indian	(26,26.5]	-0.7322937	-0.8674141	-0.6351526
phosphate_star	Indian	(26.5,26.75]	-0.8546070	-0.9294676	-0.8058023
phosphate_star	Indian	(26.75,27]	-0.4919239	-0.5854400	-0.4323299
phosphate_star	Indian	(27,27.25]	-0.5814765	-0.7076010	-0.4810347
phosphate_star	Indian	(27.25,27.5]	-0.6964197	-0.8203697	-0.4898117
phosphate_star	Indian	(27.5,27.75]	0.1034379	-0.0029153	0.3156672
phosphate_star	Indian	(27.75,27.85]	0.2240561	-0.1465563	0.4422633
phosphate_star	Indian	(27.85,27.95]	-0.8582510	-0.9453116	-0.7734717
phosphate_star	Indian	(27.95,28.05]	-0.8108975	-0.9449698	-0.6110838
phosphate_star	Indian	(28.05,28.1]	-0.9305044	-0.9797275	-0.8671684
phosphate_star	Indian	(28.1,28.2]	-0.8904074	-0.9285248	-0.8432045
phosphate_star	Indian	(28.2,28.3]	-0.9844755	-0.9962195	-0.9727315
phosphate_star	N_Atlantic	(-Inf,26]	NA	NA	NA
phosphate_star	N_Atlantic	(26,26.5]	0.3501974	-0.0805462	0.7354314
phosphate_star	N_Atlantic	(26.5,26.75]	-0.1700743	-0.3196732	-0.0270952
phosphate_star	N_Atlantic	(26.75,27]	-0.5671729	-0.6941752	-0.4348916
phosphate_star	N_Atlantic	(27,27.25]	-0.5357755	-0.7281334	-0.3594244
phosphate_star	N_Atlantic	(27.25,27.5]	-0.0957542	-0.2522323	0.0177945
phosphate_star	N_Atlantic	(27.5,27.75]	0.2215483	0.1396151	0.2695504
phosphate_star	N_Atlantic	(27.75,27.85]	0.5691194	0.5123915	0.6510646
phosphate_star	N_Atlantic	(27.85,27.95]	0.4569809	0.3843027	0.5516388
phosphate_star	N_Atlantic	(27.95,28.05]	0.1428155	-0.1379174	0.4920434
phosphate_star	N_Atlantic	(28.05,28.1]	-0.7242862	-0.7524254	-0.6955790
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9316928	-0.9634578	-0.8862433
phosphate_star	N_Atlantic	(28.15,28.2]	0.8636103	0.7175573	1.0000000
phosphate_star	N_Atlantic	(28.2, Inf]	0.8053000	0.5052359	0.9900883
phosphate_star	N_Pacific	(-Inf,26]	0.7789548	0.7040379	0.9189654
phosphate_star	N_Pacific	(26,26.5]	0.7309251	0.6490945	0.8121234
phosphate_star	N_Pacific	(26.5,26.75]	0.6755990	0.6158816	0.7782986
phosphate_star	N_Pacific	(26.75,27]	0.7067696	0.5326110	0.8641454
phosphate_star	N_Pacific	(27,27.25]	0.4280908	0.2676427	0.6301641
phosphate_star	N_Pacific	(27.25,27.5]	0.1904129	0.0587604	0.3825670
phosphate_star	N_Pacific	(27.5,27.75]	0.7114797	0.6508036	0.7458467
phosphate_star	N_Pacific	(27.75,27.85]	0.7771597	0.7469216	0.8157246
phosphate_star	N_Pacific	(27.85,27.95]	0.6775460	0.5372984	0.8746912
phosphate_star	N_Pacific	(27.95,28.05]	-0.8532875	-0.9038796	-0.8211398
phosphate_star	N_Pacific	(28.05,28.1]	-0.8739237	-0.8922880	-0.8620982
phosphate_star	N_Pacific	(28.1,28.2]	0.7335837	0.6895036	0.8022926
phosphate_star	Pacific	(-Inf,26]	0.1275610	0.0707575	0.1645808
phosphate_star	Pacific	(26,26.5]	-0.4405235	-0.6002539	-0.2211508
phosphate_star	Pacific	(26.5,26.75]	-0.5540326	-0.6767070	-0.3459213
phosphate_star	Pacific	(26.75,27]	-0.4860857	-0.6460791	-0.3795807
phosphate_star	Pacific	(27,27.25]	-0.2117702	-0.3869631	0.0398597
phosphate_star	Pacific	(27.25,27.5]	-0.5359998	-0.5916569	-0.4263474
phosphate_star	Pacific	(27.5,27.75]	-0.3624833	-0.4164439	-0.2626270
phosphate_star	Pacific	(27.75,27.85]	-0.5285062	-0.6074750	-0.4429240
phosphate_star	Pacific	(27.85,27.95]	0.0927533	-0.0062338	0.1894232
phosphate_star	Pacific	(27.95,28.05]	0.5239341	0.4098292	0.6275004
phosphate_star	Pacific	(28.05,28.1]	0.1675076	0.1446759	0.1850877
phosphate_star	Pacific	(28.1,28.2]	-0.0162822	-0.1009045	0.0454356
phosphate_star	SO	(-Inf,26]	0.6693807	0.5251718	0.8839705
phosphate_star	SO	(26,26.5]	0.3519476	0.1618579	0.5144933
phosphate_star	SO	(26.5,26.75]	-0.1753387	-0.2203318	-0.1103404
phosphate_star	SO	(26.75,27]	-0.5613893	-0.6123978	-0.4761723
phosphate_star	SO	(27,27.25]	-0.5727435	-0.6038208	-0.5110320
phosphate_star	SO	(27.25,27.5]	-0.2048324	-0.3578215	-0.0312784
phosphate_star	SO	(27.5,27.75]	0.3247149	-0.1341431	0.5872997
phosphate_star	SO	(27.75,27.85]	-0.3583390	-0.6738621	-0.1760741
phosphate_star	SO	(27.85,27.95]	-0.7952616	-0.8926605	-0.6994354
phosphate_star	SO	(27.95,28.05]	-0.7811727	-0.9222751	-0.6273744
phosphate_star	SO	(28.05,28.1]	-0.7094604	-0.9371891	-0.4446586
phosphate_star	SO	(28.1,28.15]	-0.5391574	-0.8792203	-0.2934003
phosphate_star	SO	(28.1,28.2]	-0.6763624	-0.9137295	-0.5109653
phosphate_star	SO	(28.15,28.2]	-0.2700745	-0.5970335	-0.0354986
phosphate_star	SO	(28.2, Inf]	-0.6106540	-0.8399023	-0.3526328
phosphate_star	SO	(28.2,28.3]	-0.4938859	-0.9099490	-0.0697947
phosphate_star	SO	(28.3, Inf]	-0.9661676	-0.9933068	-0.9267241
sal	Atlantic	(-Inf,26]	-0.4577538	-0.5386304	-0.3170655
sal	Atlantic	(26,26.5]	-0.5464094	-0.7346246	-0.4229436
sal	Atlantic	(26.5,26.75]	-0.4908751	-0.6457787	-0.3921029
sal	Atlantic	(26.75,27]	-0.3590833	-0.5193562	-0.1669751
sal	Atlantic	(27,27.25]	0.1981945	0.1170293	0.3546726
sal	Atlantic	(27.25,27.5]	0.8782197	0.8713735	0.8907103
sal	Atlantic	(27.5,27.75]	0.9287830	0.9239547	0.9340343
sal	Atlantic	(27.75,27.85]	0.8287807	0.8046462	0.8610080
sal	Atlantic	(27.85,27.95]	0.5055051	0.4693490	0.5690514
sal	Atlantic	(27.95,28.05]	0.7790459	0.7239347	0.8169976
sal	Atlantic	(28.05,28.1]	0.9072423	0.8863425	0.9298977
sal	Atlantic	(28.1,28.15]	0.9462054	0.9426944	0.9483909
sal	Atlantic	(28.15,28.2]	0.6263361	0.4629142	0.8897108
sal	Atlantic	(28.2, Inf]	0.8804114	0.7645454	0.9786911
sal	Indian	(-Inf,26]	0.1600289	-0.0187444	0.2538710
sal	Indian	(26,26.5]	0.1366703	-0.1990845	0.4004211
sal	Indian	(26.5,26.75]	-0.1397186	-0.4010216	0.2743651
sal	Indian	(26.75,27]	-0.4583249	-0.5594949	-0.3312410
sal	Indian	(27,27.25]	0.2693724	0.1557159	0.4132724
sal	Indian	(27.25,27.5]	0.4430651	0.2007772	0.5920802
sal	Indian	(27.5,27.75]	0.0437035	-0.1517841	0.2133265
sal	Indian	(27.75,27.85]	-0.5959742	-0.6466129	-0.5494414
sal	Indian	(27.85,27.95]	-0.4838731	-0.5569560	-0.3750767
sal	Indian	(27.95,28.05]	0.0662174	-0.4853004	0.6137888
sal	Indian	(28.05,28.1]	0.5418448	0.0399312	0.9126740
sal	Indian	(28.1,28.2]	0.9042658	0.8754732	0.9362627
sal	Indian	(28.2,28.3]	0.9271106	0.8864285	0.9677927
sal	N_Atlantic	(-Inf,26]	NA	NA	NA
sal	N_Atlantic	(26,26.5]	-0.5290376	-0.7194579	-0.1779019
sal	N_Atlantic	(26.5,26.75]	-0.6862673	-0.7208862	-0.6388357
sal	N_Atlantic	(26.75,27]	-0.2898952	-0.3820874	-0.2150136
sal	N_Atlantic	(27,27.25]	-0.0780941	-0.3146754	0.1287374
sal	N_Atlantic	(27.25,27.5]	-0.0933565	-0.3970049	0.1391125
sal	N_Atlantic	(27.5,27.75]	-0.2282301	-0.2657743	-0.1999827
sal	N_Atlantic	(27.75,27.85]	-0.4823749	-0.6237291	-0.2905971
sal	N_Atlantic	(27.85,27.95]	-0.5169347	-0.6676738	-0.2991834
sal	N_Atlantic	(27.95,28.05]	-0.4906459	-0.8536354	0.1223523
sal	N_Atlantic	(28.05,28.1]	-0.3128439	-0.3881738	-0.1952697
sal	N_Atlantic	(28.1,28.15]	-0.0677912	-0.1395236	0.0531473
sal	N_Atlantic	(28.15,28.2]	-0.3496385	-1.0000000	0.1353713
sal	N_Atlantic	(28.2, Inf]	-0.7428381	-0.9312594	-0.4631510
sal	N_Pacific	(-Inf,26]	-0.9802615	-0.9918509	-0.9714567
sal	N_Pacific	(26,26.5]	-0.8818372	-0.9029786	-0.8536686
sal	N_Pacific	(26.5,26.75]	-0.8062313	-0.8659686	-0.7677288
sal	N_Pacific	(26.75,27]	-0.9342571	-0.9474259	-0.9138840
sal	N_Pacific	(27,27.25]	-0.8857834	-0.9694233	-0.7596255
sal	N_Pacific	(27.25,27.5]	-0.3655142	-0.6200236	-0.0904579
sal	N_Pacific	(27.5,27.75]	0.6045200	0.4531118	0.6953284
sal	N_Pacific	(27.75,27.85]	0.6998478	0.6589760	0.7520396
sal	N_Pacific	(27.85,27.95]	0.8082020	0.7924670	0.8362478
sal	N_Pacific	(27.95,28.05]	-0.8794167	-0.9236959	-0.8506425
sal	N_Pacific	(28.05,28.1]	-0.9949452	-0.9953715	-0.9944468
sal	N_Pacific	(28.1,28.2]	-0.9932487	-0.9960488	-0.9898151
sal	Pacific	(-Inf,26]	0.1261474	0.0929892	0.1503470
sal	Pacific	(26,26.5]	0.4777027	0.3546342	0.5395634
sal	Pacific	(26.5,26.75]	0.6963865	0.6174405	0.8125496
sal	Pacific	(26.75,27]	0.5260282	0.4224846	0.6704720
sal	Pacific	(27,27.25]	0.0534136	-0.0628850	0.1962350
sal	Pacific	(27.25,27.5]	-0.4961329	-0.5811662	-0.4320940
sal	Pacific	(27.5,27.75]	0.0087941	-0.1032415	0.0736166
sal	Pacific	(27.75,27.85]	-0.2117279	-0.2726473	-0.1613823
sal	Pacific	(27.85,27.95]	-0.2665970	-0.3101795	-0.2253699
sal	Pacific	(27.95,28.05]	-0.7139378	-0.7261183	-0.6948641
sal	Pacific	(28.05,28.1]	-0.8907150	-0.9176426	-0.8501035
sal	Pacific	(28.1,28.2]	-0.8488771	-0.8668112	-0.8209694
sal	SO	(-Inf,26]	-0.9172610	-0.9963541	-0.8486180
sal	SO	(26,26.5]	-0.7653947	-0.8938959	-0.6157499
sal	SO	(26.5,26.75]	-0.2225634	-0.2926422	-0.1818066
sal	SO	(26.75,27]	0.2226704	0.1142941	0.3176253
sal	SO	(27,27.25]	0.0976099	0.0872670	0.1155113
sal	SO	(27.25,27.5]	-0.3575053	-0.4385662	-0.2100710
sal	SO	(27.5,27.75]	-0.2190080	-0.4933308	0.2373074
sal	SO	(27.75,27.85]	0.3472266	0.1517705	0.6630709
sal	SO	(27.85,27.95]	0.7971880	0.7240750	0.9053974
sal	SO	(27.95,28.05]	0.7563589	0.5924552	0.9092990
sal	SO	(28.05,28.1]	0.6580619	0.3604768	0.9015318
sal	SO	(28.1,28.15]	0.3876502	0.1033544	0.7207831
sal	SO	(28.1,28.2]	0.4108300	0.2416156	0.7309446
sal	SO	(28.15,28.2]	0.0616866	-0.1017887	0.3425003
sal	SO	(28.2, Inf]	-0.2005056	-0.6050752	0.3607132
sal	SO	(28.2,28.3]	0.2676159	-0.0922493	0.7780091
sal	SO	(28.3, Inf]	0.8424011	0.6878576	0.9347905
temp	Atlantic	(-Inf,26]	-0.4833340	-0.5816981	-0.3170152
temp	Atlantic	(26,26.5]	-0.5258065	-0.6767237	-0.4141439
temp	Atlantic	(26.5,26.75]	-0.3961052	-0.5077556	-0.3239367
temp	Atlantic	(26.75,27]	-0.1940964	-0.3744484	0.0196454
temp	Atlantic	(27,27.25]	0.4072372	0.3202833	0.5712049
temp	Atlantic	(27.25,27.5]	0.9086063	0.8831741	0.9285137
temp	Atlantic	(27.5,27.75]	0.8036466	0.7908456	0.8139231
temp	Atlantic	(27.75,27.85]	0.7521282	0.6927275	0.8118385
temp	Atlantic	(27.85,27.95]	0.4135169	0.3484149	0.5226179
temp	Atlantic	(27.95,28.05]	0.5587706	0.5081495	0.6189493
temp	Atlantic	(28.05,28.1]	0.8972070	0.8793393	0.9086140
temp	Atlantic	(28.1,28.15]	0.9623740	0.9565057	0.9698122
temp	Atlantic	(28.15,28.2]	0.8209806	0.7237984	0.9456662
temp	Atlantic	(28.2, Inf]	0.2621321	-0.4873126	0.9440879
temp	Indian	(-Inf,26]	-0.4518315	-0.5668254	-0.3447676
temp	Indian	(26,26.5]	0.0012298	-0.1614963	0.1185815
temp	Indian	(26.5,26.75]	-0.0719216	-0.3128300	0.2296200
temp	Indian	(26.75,27]	-0.1748463	-0.2901554	0.0294568
temp	Indian	(27,27.25]	0.5559629	0.4633992	0.6797817
temp	Indian	(27.25,27.5]	0.7237083	0.5579145	0.8212623
temp	Indian	(27.5,27.75]	-0.1818555	-0.4234290	-0.0464454
temp	Indian	(27.75,27.85]	-0.7887191	-0.8374336	-0.7545321
temp	Indian	(27.85,27.95]	-0.7499147	-0.8534569	-0.6342938
temp	Indian	(27.95,28.05]	-0.2240892	-0.6264843	0.1763586
temp	Indian	(28.05,28.1]	0.5838541	0.5038840	0.7284460
temp	Indian	(28.1,28.2]	0.8696469	0.8462726	0.9040540
temp	Indian	(28.2,28.3]	0.7425785	0.6819006	0.8032564
temp	N_Atlantic	(-Inf,26]	NA	NA	NA
temp	N_Atlantic	(26,26.5]	-0.4746455	-0.7120986	-0.3305683
temp	N_Atlantic	(26.5,26.75]	-0.6524754	-0.7067659	-0.6012319
temp	N_Atlantic	(26.75,27]	-0.2285348	-0.4140856	-0.0539980
temp	N_Atlantic	(27,27.25]	0.0735731	-0.1780684	0.3827335
temp	N_Atlantic	(27.25,27.5]	-0.1550872	-0.4535168	0.1038400
temp	N_Atlantic	(27.5,27.75]	-0.2781251	-0.2984188	-0.2651551
temp	N_Atlantic	(27.75,27.85]	-0.5232683	-0.6546503	-0.3627623
temp	N_Atlantic	(27.85,27.95]	-0.4565959	-0.6050277	-0.2938608
temp	N_Atlantic	(27.95,28.05]	0.0232323	-0.2433565	0.2032120
temp	N_Atlantic	(28.05,28.1]	-0.1779123	-0.2680680	-0.0878626
temp	N_Atlantic	(28.1,28.15]	-0.6556280	-0.7619443	-0.4485185
temp	N_Atlantic	(28.15,28.2]	0.8401732	0.5596459	1.0000000
temp	N_Atlantic	(28.2, Inf]	0.8405968	0.6067160	0.9992931
temp	N_Pacific	(-Inf,26]	-0.8816025	-0.9472060	-0.8255013
temp	N_Pacific	(26,26.5]	-0.7707029	-0.8125139	-0.7312255
temp	N_Pacific	(26.5,26.75]	-0.6652990	-0.7671986	-0.5744446
temp	N_Pacific	(26.75,27]	-0.8378929	-0.8952092	-0.7621621
temp	N_Pacific	(27,27.25]	-0.7221906	-0.7781329	-0.6679202
temp	N_Pacific	(27.25,27.5]	-0.4484032	-0.5016239	-0.3803589
temp	N_Pacific	(27.5,27.75]	-0.8342114	-0.8538196	-0.8155888
temp	N_Pacific	(27.75,27.85]	-0.9517300	-0.9532203	-0.9507309
temp	N_Pacific	(27.85,27.95]	-0.8698965	-0.9336588	-0.8362113
temp	N_Pacific	(27.95,28.05]	0.8178325	0.7666750	0.9078999
temp	N_Pacific	(28.05,28.1]	0.2653448	0.0405412	0.4528169
temp	N_Pacific	(28.1,28.2]	-0.3348103	-0.5293318	-0.1721168
temp	Pacific	(-Inf,26]	-0.2071516	-0.3053144	-0.0994868
temp	Pacific	(26,26.5]	0.4325619	0.3260981	0.4872444
temp	Pacific	(26.5,26.75]	0.6673711	0.5622090	0.7897332
temp	Pacific	(26.75,27]	0.5318348	0.4369029	0.6641014
temp	Pacific	(27,27.25]	0.3829818	0.3060763	0.4856583
temp	Pacific	(27.25,27.5]	0.1345697	0.1132855	0.1534774
temp	Pacific	(27.5,27.75]	-0.4322121	-0.4672642	-0.3750390
temp	Pacific	(27.75,27.85]	-0.5110939	-0.6252200	-0.3667663
temp	Pacific	(27.85,27.95]	-0.6999218	-0.7276126	-0.6584692
temp	Pacific	(27.95,28.05]	-0.2368746	-0.2899308	-0.1909626
temp	Pacific	(28.05,28.1]	0.1111683	0.0248100	0.1886257
temp	Pacific	(28.1,28.2]	0.6180232	0.5274494	0.6827266
temp	SO	(-Inf,26]	-0.9383079	-0.9899683	-0.9082967
temp	SO	(26,26.5]	-0.7281929	-0.8554013	-0.6131491
temp	SO	(26.5,26.75]	-0.1770548	-0.2611368	-0.1328614
temp	SO	(26.75,27]	0.3816530	0.2915898	0.4541429
temp	SO	(27,27.25]	0.5115699	0.4787463	0.5686519
temp	SO	(27.25,27.5]	0.2629486	0.1165079	0.3895313
temp	SO	(27.5,27.75]	-0.4967134	-0.6663079	-0.2002477
temp	SO	(27.75,27.85]	0.0129860	-0.1746185	0.3589716
temp	SO	(27.85,27.95]	0.5452540	0.4465448	0.7103955
temp	SO	(27.95,28.05]	0.6618656	0.4561357	0.8423790
temp	SO	(28.05,28.1]	0.6202900	0.3328695	0.8612274
temp	SO	(28.1,28.15]	0.5420254	0.3137440	0.8757686
temp	SO	(28.1,28.2]	0.5356971	0.3712967	0.7993284
temp	SO	(28.15,28.2]	0.3104531	0.1098335	0.5919737
temp	SO	(28.2, Inf]	0.5967341	0.4340373	0.7439590
temp	SO	(28.2,28.3]	0.5315594	0.1068205	0.9068143
temp	SO	(28.3, Inf]	0.2324075	-0.5664301	0.9429040

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