eMLR - assumption testing

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Last updated: 2021-07-29

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: 0f6c901

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 0f6c901. 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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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
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html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
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---

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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	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
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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	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
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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	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

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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7844295	0.7302204	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8592430	0.8544137	0.8681508
aou + nitrate	Atlantic	(26.5,26.75]	0.9656758	0.9622571	0.9720802
aou + nitrate	Atlantic	(26.75,27]	0.9830472	0.9736361	0.9879208
aou + nitrate	Atlantic	(27,27.25]	0.9520624	0.9348925	0.9684058
aou + nitrate	Atlantic	(27.25,27.5]	0.8609362	0.7722902	0.9134616
aou + nitrate	Atlantic	(27.5,27.75]	0.8192664	0.7381468	0.8740270
aou + nitrate	Atlantic	(27.75,27.85]	0.8094264	0.7677454	0.8467801
aou + nitrate	Atlantic	(27.85,27.95]	0.9123887	0.8953057	0.9329664
aou + nitrate	Atlantic	(27.95,28.05]	0.9671081	0.9507277	0.9816307
aou + nitrate	Atlantic	(28.05,28.1]	0.9924211	0.9895641	0.9947450
aou + nitrate	Atlantic	(28.1,28.15]	0.9948104	0.9914164	0.9975933
aou + nitrate	Atlantic	(28.15,28.2]	0.9926489	0.9913803	0.9941221
aou + nitrate	Atlantic	(28.2, Inf]	0.9945098	0.9933342	0.9964833
aou + nitrate	Indian	(-Inf,26]	0.9399831	0.9263258	0.9469897
aou + nitrate	Indian	(26,26.5]	0.8776464	0.8308696	0.9091153
aou + nitrate	Indian	(26.5,26.75]	0.9185341	0.8908806	0.9484025
aou + nitrate	Indian	(26.75,27]	0.9395253	0.9168225	0.9533430
aou + nitrate	Indian	(27,27.25]	0.9443596	0.9346932	0.9579618
aou + nitrate	Indian	(27.25,27.5]	0.9462113	0.9238178	0.9581076
aou + nitrate	Indian	(27.5,27.75]	0.9579136	0.9489292	0.9655321
aou + nitrate	Indian	(27.75,27.85]	0.9857569	0.9696424	0.9953880
aou + nitrate	Indian	(27.85,27.95]	0.9928989	0.9881670	0.9957619
aou + nitrate	Indian	(27.95,28.05]	0.9928406	0.9867928	0.9966132
aou + nitrate	Indian	(28.05,28.1]	0.9965821	0.9936856	0.9983754
aou + nitrate	Indian	(28.1,28.2]	0.9944850	0.9917633	0.9967040
aou + nitrate	Indian	(28.2,28.3]	0.9915964	0.9896330	0.9954350
aou + nitrate	Indian	(28.3, Inf]	0.9289632	0.8549602	0.9737989
aou + nitrate	N_Atlantic	(-Inf,26]	0.5192748	0.5192748	0.5192748
aou + nitrate	N_Atlantic	(26,26.5]	0.9898995	0.9898995	0.9898995
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9756743	0.9472682	0.9932741
aou + nitrate	N_Atlantic	(26.75,27]	0.9193530	0.9082600	0.9353966
aou + nitrate	N_Atlantic	(27,27.25]	0.9546741	0.9092667	0.9797121
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9459587	0.9143053	0.9688212
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9647051	0.9573916	0.9735768
aou + nitrate	N_Atlantic	(27.75,27.85]	0.8941831	0.8599734	0.9161155
aou + nitrate	N_Atlantic	(27.85,27.95]	0.8901905	0.8780675	0.8996995
aou + nitrate	N_Atlantic	(27.95,28.05]	0.8106010	0.7669374	0.8626828
aou + nitrate	N_Atlantic	(28.05,28.1]	0.6383457	0.5872969	0.7123902
aou + nitrate	N_Atlantic	(28.1,28.15]	0.7372033	0.6688665	0.7960059
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9703366	0.9643919	0.9768604
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9387081	0.9086927	0.9734457
aou + nitrate	N_Pacific	(-Inf,26]	0.9137291	0.7733806	0.9898250
aou + nitrate	N_Pacific	(26,26.5]	0.9747085	0.9694552	0.9778010
aou + nitrate	N_Pacific	(26.5,26.75]	0.9753895	0.9697082	0.9839086
aou + nitrate	N_Pacific	(26.75,27]	0.8971317	0.8621856	0.9421225
aou + nitrate	N_Pacific	(27,27.25]	0.7013591	0.3197374	0.9584849
aou + nitrate	N_Pacific	(27.25,27.5]	0.5490332	0.4145180	0.6538832
aou + nitrate	N_Pacific	(27.5,27.75]	0.2785812	0.1247054	0.3875191
aou + nitrate	N_Pacific	(27.75,27.85]	0.3961279	0.2914325	0.4797669
aou + nitrate	N_Pacific	(27.85,27.95]	0.7119531	0.6811252	0.7318652
aou + nitrate	N_Pacific	(27.95,28.05]	0.9316428	0.8960616	0.9583870
aou + nitrate	N_Pacific	(28.05,28.1]	0.9709674	0.9603474	0.9857691
aou + nitrate	N_Pacific	(28.1,28.2]	0.9853545	0.9802611	0.9948419
aou + nitrate	N_Pacific	(28.2,28.3]	0.9973784	0.9965067	0.9990635
aou + nitrate	N_Pacific	(28.3, Inf]	0.9687233	0.9448055	0.9960778
aou + nitrate	Pacific	(-Inf,26]	0.9419705	0.9318072	0.9566587
aou + nitrate	Pacific	(26,26.5]	0.9293098	0.9160003	0.9490094
aou + nitrate	Pacific	(26.5,26.75]	0.8210212	0.7597202	0.8869109
aou + nitrate	Pacific	(26.75,27]	0.7504809	0.6572316	0.8207313
aou + nitrate	Pacific	(27,27.25]	0.8230363	0.7737124	0.8654218
aou + nitrate	Pacific	(27.25,27.5]	0.8430334	0.7578109	0.8892264
aou + nitrate	Pacific	(27.5,27.75]	0.9020937	0.8753352	0.9231415
aou + nitrate	Pacific	(27.75,27.85]	0.9799807	0.9764727	0.9865126
aou + nitrate	Pacific	(27.85,27.95]	0.9914840	0.9898735	0.9946548
aou + nitrate	Pacific	(27.95,28.05]	0.9955370	0.9938066	0.9965281
aou + nitrate	Pacific	(28.05,28.1]	0.9956180	0.9943362	0.9964820
aou + nitrate	Pacific	(28.1,28.2]	0.9912123	0.9895800	0.9922106
aou + nitrate	Pacific	(28.2,28.3]	0.9965358	0.9957081	0.9969967
aou + nitrate	Pacific	(28.3, Inf]	0.9928728	0.9914940	0.9945449
aou + nitrate	SO	(26,26.5]	0.5366119	-0.0851511	0.8647795
aou + nitrate	SO	(26.5,26.75]	0.6319055	0.2946910	0.8236219
aou + nitrate	SO	(26.75,27]	0.7402460	0.6672721	0.7927457
aou + nitrate	SO	(27,27.25]	0.8096645	0.7695230	0.8437951
aou + nitrate	SO	(27.25,27.5]	0.8180489	0.8028782	0.8439353
aou + nitrate	SO	(27.5,27.75]	0.9202165	0.9024338	0.9317878
aou + nitrate	SO	(27.75,27.85]	0.9680275	0.9600970	0.9731874
aou + nitrate	SO	(27.85,27.95]	0.9430651	0.9233351	0.9532044
aou + nitrate	SO	(27.95,28.05]	0.9050371	0.8376607	0.9638036
aou + nitrate	SO	(28.05,28.1]	0.8788064	0.7970967	0.9316256
aou + nitrate	SO	(28.1,28.15]	0.5388460	0.3624718	0.7476659
aou + nitrate	SO	(28.1,28.2]	0.9217079	0.8998305	0.9466866
aou + nitrate	SO	(28.15,28.2]	0.6257425	0.4319344	0.8812547
aou + nitrate	SO	(28.2, Inf]	0.3969065	0.2254503	0.6915235
aou + nitrate	SO	(28.2,28.3]	0.9321207	0.9144057	0.9584461
aou + nitrate	SO	(28.3, Inf]	0.9301946	0.8999505	0.9547283
aou + phosphate	Atlantic	(-Inf,26]	0.8301653	0.7359829	0.8998465
aou + phosphate	Atlantic	(26,26.5]	0.8839968	0.8577743	0.8976631
aou + phosphate	Atlantic	(26.5,26.75]	0.9133635	0.9036558	0.9276150
aou + phosphate	Atlantic	(26.75,27]	0.9474572	0.9450942	0.9492056
aou + phosphate	Atlantic	(27,27.25]	0.8862006	0.8362473	0.9132854
aou + phosphate	Atlantic	(27.25,27.5]	0.7765448	0.6483092	0.8552744
aou + phosphate	Atlantic	(27.5,27.75]	0.7662392	0.6741375	0.8267615
aou + phosphate	Atlantic	(27.75,27.85]	0.7686114	0.7278031	0.8068757
aou + phosphate	Atlantic	(27.85,27.95]	0.8910545	0.8660408	0.9195825
aou + phosphate	Atlantic	(27.95,28.05]	0.9539858	0.9305178	0.9742603
aou + phosphate	Atlantic	(28.05,28.1]	0.9891490	0.9848482	0.9926736
aou + phosphate	Atlantic	(28.1,28.15]	0.9919575	0.9869819	0.9960018
aou + phosphate	Atlantic	(28.15,28.2]	0.9898390	0.9887727	0.9913158
aou + phosphate	Atlantic	(28.2, Inf]	0.9927207	0.9917832	0.9939959
aou + phosphate	Indian	(-Inf,26]	0.9895291	0.9850428	0.9930665
aou + phosphate	Indian	(26,26.5]	0.9860712	0.9850808	0.9870085
aou + phosphate	Indian	(26.5,26.75]	0.9886058	0.9875393	0.9894695
aou + phosphate	Indian	(26.75,27]	0.9871412	0.9833486	0.9902360
aou + phosphate	Indian	(27,27.25]	0.9882474	0.9872929	0.9892710
aou + phosphate	Indian	(27.25,27.5]	0.9832038	0.9796175	0.9855645
aou + phosphate	Indian	(27.5,27.75]	0.9811675	0.9788199	0.9857750
aou + phosphate	Indian	(27.75,27.85]	0.9963267	0.9956521	0.9970829
aou + phosphate	Indian	(27.85,27.95]	0.9972806	0.9969789	0.9976459
aou + phosphate	Indian	(27.95,28.05]	0.9976732	0.9972000	0.9982122
aou + phosphate	Indian	(28.05,28.1]	0.9991940	0.9990216	0.9994662
aou + phosphate	Indian	(28.1,28.2]	0.9970237	0.9953449	0.9982798
aou + phosphate	Indian	(28.2,28.3]	0.9914260	0.9898844	0.9924206
aou + phosphate	Indian	(28.3, Inf]	0.9084372	0.8258883	0.9669645
aou + phosphate	N_Atlantic	(-Inf,26]	-0.2701839	-0.2701839	-0.2701839
aou + phosphate	N_Atlantic	(26,26.5]	0.9860660	0.9860660	0.9860660
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9610750	0.9506837	0.9745830
aou + phosphate	N_Atlantic	(26.75,27]	0.9164839	0.8830282	0.9451628
aou + phosphate	N_Atlantic	(27,27.25]	0.9580503	0.9197018	0.9812503
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9080178	0.8445497	0.9564773
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9380880	0.9292034	0.9502556
aou + phosphate	N_Atlantic	(27.75,27.85]	0.8468852	0.7938861	0.8815850
aou + phosphate	N_Atlantic	(27.85,27.95]	0.8372169	0.8171257	0.8489115
aou + phosphate	N_Atlantic	(27.95,28.05]	0.7305007	0.6645266	0.8046998
aou + phosphate	N_Atlantic	(28.05,28.1]	0.5846662	0.5503729	0.6461500
aou + phosphate	N_Atlantic	(28.1,28.15]	0.7150582	0.6469324	0.7684897
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9653034	0.9574163	0.9736421
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9580456	0.9365085	0.9869583
aou + phosphate	N_Pacific	(-Inf,26]	0.7734725	0.4643197	0.9787108
aou + phosphate	N_Pacific	(26,26.5]	0.9479690	0.9264782	0.9592550
aou + phosphate	N_Pacific	(26.5,26.75]	0.9795581	0.9698240	0.9868242
aou + phosphate	N_Pacific	(26.75,27]	0.9189093	0.9053973	0.9420634
aou + phosphate	N_Pacific	(27,27.25]	0.9297884	0.9228967	0.9385830
aou + phosphate	N_Pacific	(27.25,27.5]	0.9444688	0.9279103	0.9631261
aou + phosphate	N_Pacific	(27.5,27.75]	0.9030427	0.8688240	0.9333761
aou + phosphate	N_Pacific	(27.75,27.85]	0.9627983	0.9521881	0.9708369
aou + phosphate	N_Pacific	(27.85,27.95]	0.9619623	0.9503487	0.9712076
aou + phosphate	N_Pacific	(27.95,28.05]	0.9850971	0.9839858	0.9869809
aou + phosphate	N_Pacific	(28.05,28.1]	0.9949025	0.9936512	0.9957825
aou + phosphate	N_Pacific	(28.1,28.2]	0.9985395	0.9983659	0.9987622
aou + phosphate	N_Pacific	(28.2,28.3]	0.9992647	0.9992338	0.9992891
aou + phosphate	N_Pacific	(28.3, Inf]	0.9897204	0.9871467	0.9934056
aou + phosphate	Pacific	(-Inf,26]	0.9589963	0.9486130	0.9732330
aou + phosphate	Pacific	(26,26.5]	0.9867775	0.9829223	0.9906914
aou + phosphate	Pacific	(26.5,26.75]	0.9888807	0.9859163	0.9918129
aou + phosphate	Pacific	(26.75,27]	0.9907797	0.9881933	0.9921531
aou + phosphate	Pacific	(27,27.25]	0.9912122	0.9899972	0.9920296
aou + phosphate	Pacific	(27.25,27.5]	0.9897430	0.9871894	0.9910808
aou + phosphate	Pacific	(27.5,27.75]	0.9924968	0.9922820	0.9926699
aou + phosphate	Pacific	(27.75,27.85]	0.9981221	0.9976282	0.9984986
aou + phosphate	Pacific	(27.85,27.95]	0.9984911	0.9981869	0.9987354
aou + phosphate	Pacific	(27.95,28.05]	0.9986525	0.9982721	0.9989459
aou + phosphate	Pacific	(28.05,28.1]	0.9991902	0.9990309	0.9992999
aou + phosphate	Pacific	(28.1,28.2]	0.9984553	0.9982898	0.9987230
aou + phosphate	Pacific	(28.2,28.3]	0.9979916	0.9979276	0.9980592
aou + phosphate	Pacific	(28.3, Inf]	0.9924411	0.9919460	0.9931833
aou + phosphate	SO	(26,26.5]	0.4439919	-0.1729557	0.7999756
aou + phosphate	SO	(26.5,26.75]	0.5716250	0.2121700	0.7648855
aou + phosphate	SO	(26.75,27]	0.7382659	0.6473534	0.8073530
aou + phosphate	SO	(27,27.25]	0.7971333	0.7561583	0.8306952
aou + phosphate	SO	(27.25,27.5]	0.8049196	0.7886074	0.8338516
aou + phosphate	SO	(27.5,27.75]	0.9206569	0.9017548	0.9331499
aou + phosphate	SO	(27.75,27.85]	0.9637013	0.9540885	0.9689608
aou + phosphate	SO	(27.85,27.95]	0.9365419	0.9133289	0.9518666
aou + phosphate	SO	(27.95,28.05]	0.9009953	0.8346165	0.9615547
aou + phosphate	SO	(28.05,28.1]	0.8840090	0.8094617	0.9322757
aou + phosphate	SO	(28.1,28.15]	0.5412850	0.3623164	0.7490122
aou + phosphate	SO	(28.1,28.2]	0.9296559	0.9148022	0.9491180
aou + phosphate	SO	(28.15,28.2]	0.6248011	0.4164668	0.8850589
aou + phosphate	SO	(28.2, Inf]	0.2434929	0.0083238	0.6867113
aou + phosphate	SO	(28.2,28.3]	0.9465220	0.9307999	0.9659859
aou + phosphate	SO	(28.3, Inf]	0.8718339	0.8264141	0.9062762
aou + phosphate_star	Atlantic	(-Inf,26]	0.2646767	-0.3657308	0.7154999
aou + phosphate_star	Atlantic	(26,26.5]	0.2829550	0.1304750	0.3961660
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1334063	-0.0108884	0.2269945
aou + phosphate_star	Atlantic	(26.75,27]	0.0507108	-0.0229339	0.1829434
aou + phosphate_star	Atlantic	(27,27.25]	-0.0481349	-0.1596235	0.0544299
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0157335	-0.1312713	0.0633869
aou + phosphate_star	Atlantic	(27.5,27.75]	0.2627737	0.1972639	0.3264155
aou + phosphate_star	Atlantic	(27.75,27.85]	0.4486550	0.4348731	0.4606017
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7102376	0.6083550	0.8086818
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8433498	0.7489505	0.9179581
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9543321	0.9356724	0.9698189
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9611933	0.9378579	0.9799498
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9595513	0.9543839	0.9645899
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9800939	0.9779726	0.9811985
aou + phosphate_star	Indian	(-Inf,26]	0.8620708	0.8351667	0.8936650
aou + phosphate_star	Indian	(26,26.5]	0.7241446	0.7099319	0.7416444
aou + phosphate_star	Indian	(26.5,26.75]	0.6549388	0.5767600	0.6983106
aou + phosphate_star	Indian	(26.75,27]	0.5240550	0.4109306	0.5871738
aou + phosphate_star	Indian	(27,27.25]	0.4882645	0.4017506	0.5455553
aou + phosphate_star	Indian	(27.25,27.5]	0.1688507	0.0510489	0.2616435
aou + phosphate_star	Indian	(27.5,27.75]	-0.2102913	-0.2334922	-0.1690711
aou + phosphate_star	Indian	(27.75,27.85]	-0.7146618	-0.7571948	-0.6432301
aou + phosphate_star	Indian	(27.85,27.95]	-0.7366473	-0.7561346	-0.7180662
aou + phosphate_star	Indian	(27.95,28.05]	-0.6022728	-0.6901791	-0.5261665
aou + phosphate_star	Indian	(28.05,28.1]	-0.5013764	-0.6488492	-0.3610318
aou + phosphate_star	Indian	(28.1,28.2]	0.4257328	0.0035544	0.7149783
aou + phosphate_star	Indian	(28.2,28.3]	0.6961834	0.6276537	0.7364867
aou + phosphate_star	Indian	(28.3, Inf]	-0.1451948	-0.4930622	0.2717699
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.0812549	0.0812549	0.0812549
aou + phosphate_star	N_Atlantic	(26,26.5]	-0.2188947	-0.2188947	-0.2188947
aou + phosphate_star	N_Atlantic	(26.5,26.75]	-0.1332968	-0.7142668	0.6882332
aou + phosphate_star	N_Atlantic	(26.75,27]	-0.6213479	-0.7054013	-0.4582911
aou + phosphate_star	N_Atlantic	(27,27.25]	-0.8617013	-0.9322316	-0.7908112
aou + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7887858	-0.8598244	-0.7171752
aou + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4407670	-0.5090154	-0.3530324
aou + phosphate_star	N_Atlantic	(27.75,27.85]	-0.3070742	-0.3807497	-0.2259403
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.0419036	0.0085604	0.0822512
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.2525017	0.1148717	0.3938803
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.2548710	0.2122374	0.2857127
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.4477393	0.4210201	0.4700453
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.8838433	0.8645241	0.9071814
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.9589223	0.9517165	0.9654549
aou + phosphate_star	N_Pacific	(-Inf,26]	-0.4570271	-0.6738633	-0.2887211
aou + phosphate_star	N_Pacific	(26,26.5]	0.1363346	-0.0446868	0.3084005
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.3222634	0.1832352	0.3983417
aou + phosphate_star	N_Pacific	(26.75,27]	-0.2549613	-0.4061418	-0.1548523
aou + phosphate_star	N_Pacific	(27,27.25]	-0.1146738	-0.3491461	0.0858040
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.6647325	0.5727469	0.8142669
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5313150	0.4746082	0.6156127
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.3036790	0.1933596	0.4105414
aou + phosphate_star	N_Pacific	(27.85,27.95]	-0.2042577	-0.3900596	-0.0912051
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.6452102	-0.6657572	-0.6158052
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.6868919	-0.7299895	-0.6609261
aou + phosphate_star	N_Pacific	(28.1,28.2]	-0.8736240	-0.8930563	-0.8525499
aou + phosphate_star	N_Pacific	(28.2,28.3]	-0.4331844	-0.5183012	-0.3512105
aou + phosphate_star	N_Pacific	(28.3, Inf]	-0.9291999	-0.9961529	-0.8779887
aou + phosphate_star	Pacific	(-Inf,26]	0.6204005	0.5649689	0.7240521
aou + phosphate_star	Pacific	(26,26.5]	0.7508313	0.6682152	0.8238548
aou + phosphate_star	Pacific	(26.5,26.75]	0.7115172	0.5431758	0.8206772
aou + phosphate_star	Pacific	(26.75,27]	0.7777977	0.6742633	0.8413892
aou + phosphate_star	Pacific	(27,27.25]	0.7650574	0.6898127	0.8177031
aou + phosphate_star	Pacific	(27.25,27.5]	0.6144120	0.4886808	0.7066405
aou + phosphate_star	Pacific	(27.5,27.75]	0.4205853	0.3726638	0.4900614
aou + phosphate_star	Pacific	(27.75,27.85]	0.2535390	0.0743278	0.4066550
aou + phosphate_star	Pacific	(27.85,27.95]	0.2164768	0.1542093	0.3160765
aou + phosphate_star	Pacific	(27.95,28.05]	0.1641272	0.1290208	0.2043293
aou + phosphate_star	Pacific	(28.05,28.1]	0.4354639	0.4120608	0.4709907
aou + phosphate_star	Pacific	(28.1,28.2]	0.0937286	0.0389769	0.1250252
aou + phosphate_star	Pacific	(28.2,28.3]	0.0963463	-0.0262657	0.1843480
aou + phosphate_star	Pacific	(28.3, Inf]	-0.8912897	-0.9099478	-0.8648464
aou + phosphate_star	SO	(26,26.5]	-0.7072368	-0.8417498	-0.4558532
aou + phosphate_star	SO	(26.5,26.75]	-0.0309435	-0.5079345	0.2486142
aou + phosphate_star	SO	(26.75,27]	0.0178068	-0.1986743	0.1648008
aou + phosphate_star	SO	(27,27.25]	-0.0404704	-0.1089232	-0.0049630
aou + phosphate_star	SO	(27.25,27.5]	-0.5056224	-0.5516728	-0.4137915
aou + phosphate_star	SO	(27.5,27.75]	-0.4091064	-0.4632258	-0.3718920
aou + phosphate_star	SO	(27.75,27.85]	-0.7703274	-0.7829849	-0.7603800
aou + phosphate_star	SO	(27.85,27.95]	-0.7596692	-0.8041091	-0.7212827
aou + phosphate_star	SO	(27.95,28.05]	-0.6972353	-0.8329367	-0.5294263
aou + phosphate_star	SO	(28.05,28.1]	-0.5912074	-0.7340627	-0.3687276
aou + phosphate_star	SO	(28.1,28.15]	0.0109414	-0.3851556	0.4284637
aou + phosphate_star	SO	(28.1,28.2]	-0.6892711	-0.7446524	-0.6293854
aou + phosphate_star	SO	(28.15,28.2]	0.1063186	-0.4410154	0.6866251
aou + phosphate_star	SO	(28.2, Inf]	-0.3130336	-0.6310909	0.1955170
aou + phosphate_star	SO	(28.2,28.3]	-0.7436428	-0.7716879	-0.7073417
aou + phosphate_star	SO	(28.3, Inf]	-0.8320497	-0.8624727	-0.8152523
aou + silicate	Atlantic	(-Inf,26]	0.0340120	-0.7869676	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.3130212	0.1969339	0.4140047
aou + silicate	Atlantic	(26.5,26.75]	0.6495443	0.6049754	0.6999633
aou + silicate	Atlantic	(26.75,27]	0.7327925	0.6776088	0.7759762
aou + silicate	Atlantic	(27,27.25]	0.3975393	0.2462366	0.5265630
aou + silicate	Atlantic	(27.25,27.5]	0.1739672	0.0352559	0.2584776
aou + silicate	Atlantic	(27.5,27.75]	0.3249872	0.2863010	0.3840267
aou + silicate	Atlantic	(27.75,27.85]	0.4190769	0.3948630	0.4574602
aou + silicate	Atlantic	(27.85,27.95]	0.6783539	0.5573761	0.7949361
aou + silicate	Atlantic	(27.95,28.05]	0.8380826	0.7318028	0.9275475
aou + silicate	Atlantic	(28.05,28.1]	0.9465759	0.9202499	0.9688044
aou + silicate	Atlantic	(28.1,28.15]	0.9506631	0.9244215	0.9743128
aou + silicate	Atlantic	(28.15,28.2]	0.9163551	0.9125369	0.9193840
aou + silicate	Atlantic	(28.2, Inf]	0.9597646	0.9500871	0.9709596
aou + silicate	Indian	(-Inf,26]	0.8403616	0.7423509	0.9118964
aou + silicate	Indian	(26,26.5]	0.8845388	0.8507808	0.9187387
aou + silicate	Indian	(26.5,26.75]	0.9316850	0.9116759	0.9659047
aou + silicate	Indian	(26.75,27]	0.9593513	0.9439138	0.9813957
aou + silicate	Indian	(27,27.25]	0.9499538	0.9353518	0.9736475
aou + silicate	Indian	(27.25,27.5]	0.9369062	0.9226641	0.9541240
aou + silicate	Indian	(27.5,27.75]	0.9135356	0.8774637	0.9344956
aou + silicate	Indian	(27.75,27.85]	0.9710836	0.9577973	0.9867558
aou + silicate	Indian	(27.85,27.95]	0.9723977	0.9593438	0.9869585
aou + silicate	Indian	(27.95,28.05]	0.9613315	0.9427535	0.9784832
aou + silicate	Indian	(28.05,28.1]	0.9828064	0.9757142	0.9930268
aou + silicate	Indian	(28.1,28.2]	0.8935017	0.8194675	0.9390001
aou + silicate	Indian	(28.2,28.3]	0.7293266	0.6994834	0.7469572
aou + silicate	Indian	(28.3, Inf]	0.7685494	0.6511775	0.8453459
aou + silicate	N_Atlantic	(-Inf,26]	0.4003064	0.4003064	0.4003064
aou + silicate	N_Atlantic	(26,26.5]	0.9538142	0.9538142	0.9538142
aou + silicate	N_Atlantic	(26.5,26.75]	0.7590972	0.6511496	0.8787442
aou + silicate	N_Atlantic	(26.75,27]	0.7760438	0.7141292	0.8229281
aou + silicate	N_Atlantic	(27,27.25]	0.8524647	0.7307758	0.9253297
aou + silicate	N_Atlantic	(27.25,27.5]	0.8803163	0.8274116	0.9276395
aou + silicate	N_Atlantic	(27.5,27.75]	0.8766441	0.8549527	0.8929854
aou + silicate	N_Atlantic	(27.75,27.85]	0.3960854	0.1876578	0.5383292
aou + silicate	N_Atlantic	(27.85,27.95]	0.1684278	0.0468648	0.3041593
aou + silicate	N_Atlantic	(27.95,28.05]	0.0884965	-0.1274825	0.3111917
aou + silicate	N_Atlantic	(28.05,28.1]	0.0049260	-0.1042339	0.1781144
aou + silicate	N_Atlantic	(28.1,28.15]	0.5301501	0.4699694	0.5903988
aou + silicate	N_Atlantic	(28.15,28.2]	0.9362258	0.9191663	0.9516735
aou + silicate	N_Atlantic	(28.2, Inf]	0.9819500	0.9742985	0.9918582
aou + silicate	N_Pacific	(-Inf,26]	0.7362299	0.5283675	0.9235302
aou + silicate	N_Pacific	(26,26.5]	0.8679259	0.7942991	0.9164762
aou + silicate	N_Pacific	(26.5,26.75]	0.9006101	0.8738787	0.9349387
aou + silicate	N_Pacific	(26.75,27]	0.8275210	0.7806946	0.8834498
aou + silicate	N_Pacific	(27,27.25]	0.7585094	0.6707036	0.8514818
aou + silicate	N_Pacific	(27.25,27.5]	0.6671851	0.6141276	0.7117377
aou + silicate	N_Pacific	(27.5,27.75]	0.6220569	0.5182642	0.7240073
aou + silicate	N_Pacific	(27.75,27.85]	0.6322783	0.4585964	0.7862742
aou + silicate	N_Pacific	(27.85,27.95]	0.5024152	0.2002957	0.6670251
aou + silicate	N_Pacific	(27.95,28.05]	0.2761467	0.0019114	0.4719680
aou + silicate	N_Pacific	(28.05,28.1]	0.7197461	0.6266517	0.8150699
aou + silicate	N_Pacific	(28.1,28.2]	0.3079586	0.2419640	0.3996034
aou + silicate	N_Pacific	(28.2,28.3]	0.8802652	0.8666764	0.8987573
aou + silicate	N_Pacific	(28.3, Inf]	0.9906182	0.9873580	0.9937848
aou + silicate	Pacific	(-Inf,26]	0.8281472	0.7946909	0.8924983
aou + silicate	Pacific	(26,26.5]	0.8688782	0.8076789	0.9164738
aou + silicate	Pacific	(26.5,26.75]	0.8056351	0.7237830	0.8705844
aou + silicate	Pacific	(26.75,27]	0.8406916	0.8055577	0.8585821
aou + silicate	Pacific	(27,27.25]	0.9095494	0.8845401	0.9228267
aou + silicate	Pacific	(27.25,27.5]	0.9297459	0.8916378	0.9502218
aou + silicate	Pacific	(27.5,27.75]	0.9340778	0.9149934	0.9456005
aou + silicate	Pacific	(27.75,27.85]	0.9619213	0.9434893	0.9735918
aou + silicate	Pacific	(27.85,27.95]	0.9545994	0.9329848	0.9700951
aou + silicate	Pacific	(27.95,28.05]	0.9450925	0.9248421	0.9596438
aou + silicate	Pacific	(28.05,28.1]	0.9807706	0.9741116	0.9843518
aou + silicate	Pacific	(28.1,28.2]	0.8326150	0.7674740	0.8699687
aou + silicate	Pacific	(28.2,28.3]	0.8036223	0.7937899	0.8149354
aou + silicate	Pacific	(28.3, Inf]	0.9542805	0.9499739	0.9628038
aou + silicate	SO	(26,26.5]	0.4370641	-0.2295575	0.8046490
aou + silicate	SO	(26.5,26.75]	0.8203420	0.6909773	0.9209161
aou + silicate	SO	(26.75,27]	0.9045810	0.8973452	0.9148099
aou + silicate	SO	(27,27.25]	0.8317880	0.8224122	0.8400637
aou + silicate	SO	(27.25,27.5]	0.7824514	0.7729924	0.7961581
aou + silicate	SO	(27.5,27.75]	0.8914734	0.8632000	0.9110946
aou + silicate	SO	(27.75,27.85]	0.9283623	0.9033578	0.9501501
aou + silicate	SO	(27.85,27.95]	0.9104106	0.8914055	0.9291926
aou + silicate	SO	(27.95,28.05]	0.9183222	0.8867340	0.9552199
aou + silicate	SO	(28.05,28.1]	0.9375427	0.9180566	0.9506891
aou + silicate	SO	(28.1,28.15]	0.7564215	0.7212105	0.8228512
aou + silicate	SO	(28.1,28.2]	0.9553105	0.9514667	0.9589268
aou + silicate	SO	(28.15,28.2]	0.8117726	0.6855535	0.9267078
aou + silicate	SO	(28.2, Inf]	0.0418490	-0.2882034	0.5451137
aou + silicate	SO	(28.2,28.3]	0.9495198	0.9405462	0.9551543
aou + silicate	SO	(28.3, Inf]	0.7077867	0.6502001	0.7397445
nitrate + phosphate	Atlantic	(-Inf,26]	0.3877159	0.3254820	0.4918886
nitrate + phosphate	Atlantic	(26,26.5]	0.7048541	0.6847250	0.7382850
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9325159	0.9228156	0.9408298
nitrate + phosphate	Atlantic	(26.75,27]	0.9702314	0.9692722	0.9716527
nitrate + phosphate	Atlantic	(27,27.25]	0.9755714	0.9667053	0.9807797
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9868950	0.9818579	0.9904623
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9955542	0.9952047	0.9959248
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9976624	0.9973999	0.9981086
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986897	0.9979935	0.9993191
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9981839	0.9972964	0.9986577
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9994717	0.9992330	0.9996921
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9989030	0.9981195	0.9995039
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9907448	0.9901935	0.9917036
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9966911	0.9960643	0.9976992
nitrate + phosphate	Indian	(-Inf,26]	0.9359762	0.9222859	0.9451354
nitrate + phosphate	Indian	(26,26.5]	0.8585996	0.7929192	0.9130919
nitrate + phosphate	Indian	(26.5,26.75]	0.9090993	0.8732798	0.9597287
nitrate + phosphate	Indian	(26.75,27]	0.9407570	0.9128463	0.9689994
nitrate + phosphate	Indian	(27,27.25]	0.9544862	0.9385884	0.9717660
nitrate + phosphate	Indian	(27.25,27.5]	0.9676738	0.9373838	0.9869885
nitrate + phosphate	Indian	(27.5,27.75]	0.9847011	0.9646814	0.9968526
nitrate + phosphate	Indian	(27.75,27.85]	0.9877474	0.9663042	0.9996836
nitrate + phosphate	Indian	(27.85,27.95]	0.9956664	0.9895604	0.9996060
nitrate + phosphate	Indian	(27.95,28.05]	0.9952451	0.9885514	0.9994916
nitrate + phosphate	Indian	(28.05,28.1]	0.9976421	0.9955488	0.9994806
nitrate + phosphate	Indian	(28.1,28.2]	0.9957039	0.9939075	0.9978459
nitrate + phosphate	Indian	(28.2,28.3]	0.9878837	0.9810800	0.9932572
nitrate + phosphate	Indian	(28.3, Inf]	0.9872219	0.9815249	0.9909585
nitrate + phosphate	N_Atlantic	(-Inf,26]	-0.2111758	-0.2111758	-0.2111758
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9959180	0.9959180	0.9959180
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9444826	0.9348327	0.9496161
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9580742	0.9482984	0.9771216
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9824707	0.9701042	0.9938972
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9838603	0.9754620	0.9912858
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9894369	0.9880504	0.9903260
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9946511	0.9927602	0.9960528
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9938732	0.9931279	0.9944687
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9908879	0.9878658	0.9938662
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9854195	0.9809027	0.9889200
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9883119	0.9869789	0.9909369
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9980374	0.9977076	0.9985554
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9973425	0.9966957	0.9982302
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9358869	0.9006219	0.9782928
nitrate + phosphate	N_Pacific	(26,26.5]	0.9792064	0.9701491	0.9838627
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.9870907	0.9807830	0.9957022
nitrate + phosphate	N_Pacific	(26.75,27]	0.9228194	0.8861890	0.9725914
nitrate + phosphate	N_Pacific	(27,27.25]	0.6951770	0.3205633	0.9313392
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.4914001	0.3571098	0.6219883
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.2690023	0.0677748	0.4046088
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.3505012	0.2288431	0.4585068
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.6715673	0.6297699	0.7088817
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9428436	0.9222483	0.9708898
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9791373	0.9696234	0.9940200
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9853758	0.9783815	0.9976536
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9961953	0.9947909	0.9989150
nitrate + phosphate	N_Pacific	(28.3, Inf]	0.9821804	0.9683325	0.9953425
nitrate + phosphate	Pacific	(-Inf,26]	0.9829117	0.9816954	0.9849711
nitrate + phosphate	Pacific	(26,26.5]	0.9453092	0.9377376	0.9584320
nitrate + phosphate	Pacific	(26.5,26.75]	0.8372295	0.7705838	0.9052085
nitrate + phosphate	Pacific	(26.75,27]	0.7527529	0.6601785	0.8214387
nitrate + phosphate	Pacific	(27,27.25]	0.8123562	0.7641164	0.8544449
nitrate + phosphate	Pacific	(27.25,27.5]	0.8296517	0.7451698	0.8778681
nitrate + phosphate	Pacific	(27.5,27.75]	0.8915829	0.8627604	0.9157473
nitrate + phosphate	Pacific	(27.75,27.85]	0.9753575	0.9707424	0.9837915
nitrate + phosphate	Pacific	(27.85,27.95]	0.9915010	0.9895978	0.9947053
nitrate + phosphate	Pacific	(27.95,28.05]	0.9983783	0.9980434	0.9987544
nitrate + phosphate	Pacific	(28.05,28.1]	0.9977770	0.9971093	0.9982271
nitrate + phosphate	Pacific	(28.1,28.2]	0.9946393	0.9938234	0.9954314
nitrate + phosphate	Pacific	(28.2,28.3]	0.9974224	0.9960101	0.9985651
nitrate + phosphate	Pacific	(28.3, Inf]	0.9956833	0.9952725	0.9964034
nitrate + phosphate	SO	(26,26.5]	0.9874935	0.9739609	0.9960791
nitrate + phosphate	SO	(26.5,26.75]	0.9782473	0.9588121	0.9887592
nitrate + phosphate	SO	(26.75,27]	0.9878803	0.9861666	0.9894778
nitrate + phosphate	SO	(27,27.25]	0.9971902	0.9965468	0.9975629
nitrate + phosphate	SO	(27.25,27.5]	0.9986200	0.9983883	0.9990012
nitrate + phosphate	SO	(27.5,27.75]	0.9990333	0.9987644	0.9992384
nitrate + phosphate	SO	(27.75,27.85]	0.9989706	0.9987163	0.9992410
nitrate + phosphate	SO	(27.85,27.95]	0.9982782	0.9972829	0.9987961
nitrate + phosphate	SO	(27.95,28.05]	0.9989961	0.9988559	0.9990731
nitrate + phosphate	SO	(28.05,28.1]	0.9985057	0.9984234	0.9985578
nitrate + phosphate	SO	(28.1,28.15]	0.9986383	0.9981307	0.9992464
nitrate + phosphate	SO	(28.1,28.2]	0.9981717	0.9977518	0.9985151
nitrate + phosphate	SO	(28.15,28.2]	0.9982133	0.9969852	0.9993742
nitrate + phosphate	SO	(28.2, Inf]	0.9153808	0.8903267	0.9556894
nitrate + phosphate	SO	(28.2,28.3]	0.9961796	0.9952309	0.9974418
nitrate + phosphate	SO	(28.3, Inf]	0.9799202	0.9733817	0.9849224
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.0072044	-0.6183317	0.3725043
nitrate + phosphate_star	Atlantic	(26,26.5]	0.1600996	0.0283908	0.2321211
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2477525	0.1068138	0.3543089
nitrate + phosphate_star	Atlantic	(26.75,27]	0.1716489	0.0947628	0.2810650
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2379511	0.1859689	0.2872848
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4816693	0.4237497	0.5259221
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7602731	0.6979327	0.8044457
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8850892	0.8615256	0.9171374
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9343448	0.8974422	0.9654378
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9510134	0.9162500	0.9761493
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9825646	0.9750380	0.9888454
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9815073	0.9699864	0.9904703
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9698181	0.9661140	0.9730567
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9915045	0.9895028	0.9936621
nitrate + phosphate_star	Indian	(-Inf,26]	0.8431905	0.8183463	0.8640944
nitrate + phosphate_star	Indian	(26,26.5]	0.6395647	0.5431876	0.7601925
nitrate + phosphate_star	Indian	(26.5,26.75]	0.6333436	0.5994601	0.6809832
nitrate + phosphate_star	Indian	(26.75,27]	0.5818445	0.5619383	0.5998787
nitrate + phosphate_star	Indian	(27,27.25]	0.6021050	0.5484242	0.6417659
nitrate + phosphate_star	Indian	(27.25,27.5]	0.3751617	0.2956897	0.4633707
nitrate + phosphate_star	Indian	(27.5,27.75]	0.0307448	-0.0281347	0.0988411
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.6499833	-0.6979591	-0.5595403
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.6790608	-0.7055071	-0.6590696
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.5414989	-0.6341038	-0.4596505
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.4597088	-0.6279810	-0.3016373
nitrate + phosphate_star	Indian	(28.1,28.2]	0.4642108	0.0328379	0.7433681
nitrate + phosphate_star	Indian	(28.2,28.3]	0.7095498	0.6069395	0.7660104
nitrate + phosphate_star	Indian	(28.3, Inf]	0.1784706	0.0164237	0.4559324
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.8559754	0.8559754	0.8559754
nitrate + phosphate_star	N_Atlantic	(26,26.5]	-0.1527022	-0.1527022	-0.1527022
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.1877201	-0.7464538	0.5736623
nitrate + phosphate_star	N_Atlantic	(26.75,27]	-0.5634805	-0.7950433	-0.2869058
nitrate + phosphate_star	N_Atlantic	(27,27.25]	-0.8528110	-0.9394168	-0.7610636
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	-0.6598516	-0.8150468	-0.4862768
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3334685	-0.4236180	-0.2543751
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.0810071	-0.0444080	0.1781651
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.4847529	0.4611488	0.5106842
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.7621635	0.7194186	0.7994135
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.8671739	0.8469466	0.8969944
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9027173	0.8869571	0.9243719
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9663447	0.9610674	0.9734971
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9951185	0.9912364	0.9993598
nitrate + phosphate_star	N_Pacific	(-Inf,26]	-0.2181739	-0.6823405	0.2010296
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.2742815	0.1289221	0.4345339
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.4644622	0.3434895	0.5308112
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.0273225	-0.1050303	0.1056701
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.0867733	-0.2130814	0.3023328
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.4069146	0.3480790	0.4681494
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.3392553	0.1939446	0.4346426
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.2948930	0.2204822	0.3863047
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	-0.0249937	-0.1486237	0.1321458
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.4426501	-0.5327461	-0.3580669
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.5722279	-0.6204767	-0.5338441
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	-0.8512232	-0.8642958	-0.8401946
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	-0.4398050	-0.5011011	-0.3681948
nitrate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9245836	-0.9992316	-0.7905717
nitrate + phosphate_star	Pacific	(-Inf,26]	0.8159622	0.7769862	0.8704127
nitrate + phosphate_star	Pacific	(26,26.5]	0.8358256	0.7779167	0.8768073
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.7617929	0.6066739	0.8730982
nitrate + phosphate_star	Pacific	(26.75,27]	0.7185326	0.6054418	0.7789385
nitrate + phosphate_star	Pacific	(27,27.25]	0.7024059	0.6383395	0.7353475
nitrate + phosphate_star	Pacific	(27.25,27.5]	0.5838940	0.4741697	0.6742177
nitrate + phosphate_star	Pacific	(27.5,27.75]	0.4404962	0.3873665	0.5194377
nitrate + phosphate_star	Pacific	(27.75,27.85]	0.2594727	0.0784176	0.3996530
nitrate + phosphate_star	Pacific	(27.85,27.95]	0.2690550	0.2166520	0.3647627
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.2434666	0.2008255	0.2736696
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.4988542	0.4746395	0.5244686
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.1863686	0.1294515	0.2179961
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.1527386	0.0369469	0.2391143
nitrate + phosphate_star	Pacific	(28.3, Inf]	-0.8412593	-0.8594369	-0.8147218
nitrate + phosphate_star	SO	(26,26.5]	0.0912427	-0.4107406	0.6345389
nitrate + phosphate_star	SO	(26.5,26.75]	0.7035064	0.6412398	0.7407515
nitrate + phosphate_star	SO	(26.75,27]	0.6639166	0.5821760	0.7139414
nitrate + phosphate_star	SO	(27,27.25]	0.5461063	0.5243703	0.5689580
nitrate + phosphate_star	SO	(27.25,27.5]	0.0782399	0.0449843	0.1377908
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0218901	-0.0375996	0.0040191
nitrate + phosphate_star	SO	(27.75,27.85]	-0.5887410	-0.6206627	-0.5616570
nitrate + phosphate_star	SO	(27.85,27.95]	-0.5127112	-0.6011801	-0.4083819
nitrate + phosphate_star	SO	(27.95,28.05]	-0.3493081	-0.6637876	0.0126794
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1608876	-0.4445407	0.2635600
nitrate + phosphate_star	SO	(28.1,28.15]	0.8304498	0.7168536	0.9194075
nitrate + phosphate_star	SO	(28.1,28.2]	-0.3620610	-0.4954561	-0.2338375
nitrate + phosphate_star	SO	(28.15,28.2]	0.8088750	0.6160346	0.9482049
nitrate + phosphate_star	SO	(28.2, Inf]	0.6850726	0.5877684	0.8046024
nitrate + phosphate_star	SO	(28.2,28.3]	-0.4607848	-0.5383912	-0.3917358
nitrate + phosphate_star	SO	(28.3, Inf]	-0.5818941	-0.6821653	-0.4920719
nitrate + silicate	Atlantic	(-Inf,26]	0.4982299	-0.2565749	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.7147670	0.6336792	0.7824566
nitrate + silicate	Atlantic	(26.5,26.75]	0.7664547	0.7391949	0.8179459
nitrate + silicate	Atlantic	(26.75,27]	0.8047372	0.7747301	0.8300724
nitrate + silicate	Atlantic	(27,27.25]	0.6371510	0.5520000	0.7054135
nitrate + silicate	Atlantic	(27.25,27.5]	0.6324702	0.5970405	0.6503731
nitrate + silicate	Atlantic	(27.5,27.75]	0.7910495	0.7174981	0.8466699
nitrate + silicate	Atlantic	(27.75,27.85]	0.8621427	0.8153478	0.9153953
nitrate + silicate	Atlantic	(27.85,27.95]	0.9114333	0.8605845	0.9532220
nitrate + silicate	Atlantic	(27.95,28.05]	0.9418358	0.8969860	0.9773406
nitrate + silicate	Atlantic	(28.05,28.1]	0.9725984	0.9577608	0.9855005
nitrate + silicate	Atlantic	(28.1,28.15]	0.9658090	0.9454573	0.9834906
nitrate + silicate	Atlantic	(28.15,28.2]	0.9090598	0.9037502	0.9152280
nitrate + silicate	Atlantic	(28.2, Inf]	0.9679376	0.9589417	0.9782789
nitrate + silicate	Indian	(-Inf,26]	0.8297096	0.7738546	0.8624191
nitrate + silicate	Indian	(26,26.5]	0.7846556	0.7441323	0.8182923
nitrate + silicate	Indian	(26.5,26.75]	0.8609421	0.8264457	0.9108443
nitrate + silicate	Indian	(26.75,27]	0.9144376	0.8895843	0.9378683
nitrate + silicate	Indian	(27,27.25]	0.9452025	0.9293832	0.9643552
nitrate + silicate	Indian	(27.25,27.5]	0.9631802	0.9369608	0.9828429
nitrate + silicate	Indian	(27.5,27.75]	0.9740648	0.9641370	0.9870513
nitrate + silicate	Indian	(27.75,27.85]	0.9772064	0.9594413	0.9941561
nitrate + silicate	Indian	(27.85,27.95]	0.9799070	0.9722031	0.9910960
nitrate + silicate	Indian	(27.95,28.05]	0.9693302	0.9577218	0.9827872
nitrate + silicate	Indian	(28.05,28.1]	0.9826201	0.9760951	0.9911676
nitrate + silicate	Indian	(28.1,28.2]	0.8913936	0.8217419	0.9299808
nitrate + silicate	Indian	(28.2,28.3]	0.7238130	0.6604906	0.7558842
nitrate + silicate	Indian	(28.3, Inf]	0.8291369	0.7488376	0.9063567
nitrate + silicate	N_Atlantic	(-Inf,26]	0.9537305	0.9537305	0.9537305
nitrate + silicate	N_Atlantic	(26,26.5]	0.9666976	0.9666976	0.9666976
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.8307698	0.7811559	0.9136184
nitrate + silicate	N_Atlantic	(26.75,27]	0.8905826	0.8591385	0.9200744
nitrate + silicate	N_Atlantic	(27,27.25]	0.9431570	0.9110410	0.9715580
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9548731	0.9402662	0.9720944
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9516390	0.9489020	0.9543213
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.7155297	0.6415736	0.7606911
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.5484446	0.4814979	0.6437845
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.5837007	0.4487122	0.7182688
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.2034136	-0.0108176	0.4319952
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.6896815	0.6389607	0.7721022
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9692276	0.9645332	0.9753170
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9747623	0.9612091	0.9903948
nitrate + silicate	N_Pacific	(-Inf,26]	0.8400253	0.8048304	0.8985721
nitrate + silicate	N_Pacific	(26,26.5]	0.8729061	0.8256356	0.9214021
nitrate + silicate	N_Pacific	(26.5,26.75]	0.8987245	0.8695658	0.9292922
nitrate + silicate	N_Pacific	(26.75,27]	0.8338730	0.7773110	0.8891301
nitrate + silicate	N_Pacific	(27,27.25]	0.7279227	0.6277786	0.8078200
nitrate + silicate	N_Pacific	(27.25,27.5]	0.6371927	0.6190558	0.6651434
nitrate + silicate	N_Pacific	(27.5,27.75]	0.5965970	0.5342496	0.7088716
nitrate + silicate	N_Pacific	(27.75,27.85]	0.6965748	0.6103731	0.7407223
nitrate + silicate	N_Pacific	(27.85,27.95]	0.6315922	0.2874121	0.8053907
nitrate + silicate	N_Pacific	(27.95,28.05]	0.3351813	-0.0466845	0.6177763
nitrate + silicate	N_Pacific	(28.05,28.1]	0.6248634	0.4620344	0.8173980
nitrate + silicate	N_Pacific	(28.1,28.2]	0.2170412	0.1509776	0.2513052
nitrate + silicate	N_Pacific	(28.2,28.3]	0.8507498	0.8288078	0.8858444
nitrate + silicate	N_Pacific	(28.3, Inf]	0.9636112	0.9436409	0.9948761
nitrate + silicate	Pacific	(-Inf,26]	0.9171185	0.9008264	0.9440368
nitrate + silicate	Pacific	(26,26.5]	0.9401039	0.9090478	0.9588731
nitrate + silicate	Pacific	(26.5,26.75]	0.8937470	0.8255186	0.9511073
nitrate + silicate	Pacific	(26.75,27]	0.8568999	0.7900023	0.9037625
nitrate + silicate	Pacific	(27,27.25]	0.8920371	0.8673552	0.9129979
nitrate + silicate	Pacific	(27.25,27.5]	0.8938113	0.8388129	0.9217132
nitrate + silicate	Pacific	(27.5,27.75]	0.9278746	0.9044997	0.9420652
nitrate + silicate	Pacific	(27.75,27.85]	0.9679661	0.9499844	0.9814665
nitrate + silicate	Pacific	(27.85,27.95]	0.9648851	0.9440722	0.9796270
nitrate + silicate	Pacific	(27.95,28.05]	0.9518501	0.9264529	0.9660458
nitrate + silicate	Pacific	(28.05,28.1]	0.9694802	0.9573730	0.9757030
nitrate + silicate	Pacific	(28.1,28.2]	0.8402475	0.7708244	0.8805426
nitrate + silicate	Pacific	(28.2,28.3]	0.7960365	0.7909975	0.8035075
nitrate + silicate	Pacific	(28.3, Inf]	0.9599249	0.9587390	0.9621494
nitrate + silicate	SO	(26,26.5]	0.8433603	0.6716670	0.9892484
nitrate + silicate	SO	(26.5,26.75]	0.4926822	0.1231834	0.6953929
nitrate + silicate	SO	(26.75,27]	0.7834456	0.7501434	0.8074988
nitrate + silicate	SO	(27,27.25]	0.9449024	0.9410739	0.9476135
nitrate + silicate	SO	(27.25,27.5]	0.9696117	0.9677295	0.9713182
nitrate + silicate	SO	(27.5,27.75]	0.9707888	0.9636423	0.9749999
nitrate + silicate	SO	(27.75,27.85]	0.9752649	0.9673699	0.9818775
nitrate + silicate	SO	(27.85,27.95]	0.9762555	0.9639985	0.9825272
nitrate + silicate	SO	(27.95,28.05]	0.9773054	0.9730178	0.9817009
nitrate + silicate	SO	(28.05,28.1]	0.9577939	0.9389021	0.9678916
nitrate + silicate	SO	(28.1,28.15]	0.8803227	0.7888395	0.9441959
nitrate + silicate	SO	(28.1,28.2]	0.9505164	0.9338175	0.9667431
nitrate + silicate	SO	(28.15,28.2]	0.8197937	0.7454312	0.9300871
nitrate + silicate	SO	(28.2, Inf]	0.5809704	0.5061046	0.7062278
nitrate + silicate	SO	(28.2,28.3]	0.9107598	0.8927218	0.9381180
nitrate + silicate	SO	(28.3, Inf]	0.8688943	0.8533035	0.8966224
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5889918	0.2870308	0.9138175
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6799926	0.5414531	0.7558118
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5195711	0.4147702	0.6097099
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3643219	0.3034250	0.4815464
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4136984	0.3792592	0.4550879
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.6052317	0.5342718	0.6682392
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.8138737	0.7586070	0.8548523
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9143039	0.8953385	0.9394724
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9509543	0.9230280	0.9741464
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9641614	0.9383695	0.9824562
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9875765	0.9823401	0.9919139
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9880569	0.9808587	0.9937145
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9894588	0.9879077	0.9905769
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9962846	0.9958784	0.9970705
phosphate + phosphate_star	Indian	(-Inf,26]	0.9221929	0.9121421	0.9378899
phosphate + phosphate_star	Indian	(26,26.5]	0.8264722	0.8182009	0.8389079
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7595902	0.6974960	0.7930295
phosphate + phosphate_star	Indian	(26.75,27]	0.6517645	0.5689367	0.6933461
phosphate + phosphate_star	Indian	(27,27.25]	0.6148365	0.5414359	0.6612904
phosphate + phosphate_star	Indian	(27.25,27.5]	0.3444737	0.2503128	0.4268373
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.0186510	-0.0620262	0.0361526
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.6526416	-0.7052748	-0.5692273
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6852917	-0.7056204	-0.6622068
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.5481103	-0.6345537	-0.4756357
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.4693377	-0.6170801	-0.3240979
phosphate + phosphate_star	Indian	(28.1,28.2]	0.4869768	0.0968481	0.7501117
phosphate + phosphate_star	Indian	(28.2,28.3]	0.7799708	0.7144854	0.8220892
phosphate + phosphate_star	Indian	(28.3, Inf]	0.2278515	0.0667512	0.4797126
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	-0.0046482	-0.0046482	-0.0046482
phosphate + phosphate_star	N_Atlantic	(26,26.5]	-0.0751793	-0.0751793	-0.0751793
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.0716094	-0.5101615	0.8108235
phosphate + phosphate_star	N_Atlantic	(26.75,27]	-0.3763516	-0.6049106	-0.1593480
phosphate + phosphate_star	N_Atlantic	(27,27.25]	-0.7753914	-0.9040575	-0.6339971
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5346608	-0.7410313	-0.2947166
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	-0.2050121	-0.3051436	-0.1278528
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.1741744	0.0427270	0.2912742
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.5750479	0.5523330	0.5926712
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8394383	0.8152495	0.8593898
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9225208	0.9090175	0.9367074
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9366369	0.9247325	0.9534306
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9745375	0.9713395	0.9790698
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9968786	0.9932985	0.9989982
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.0879663	-0.5263606	0.6001265
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.4293678	0.3270350	0.5607496
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.4979124	0.4119985	0.5580000
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.1376599	0.0064011	0.2266241
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.2413272	0.0345561	0.4322396
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8521519	0.8126368	0.9277205
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.8293853	0.8083062	0.8449951
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.5318702	0.4597308	0.6076971
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.0529958	-0.1018383	0.1673069
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.5110757	-0.5307118	-0.4721095
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.6206526	-0.6639854	-0.5949418
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	-0.8477610	-0.8686431	-0.8235707
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	-0.4027389	-0.4900319	-0.3185317
phosphate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9239189	-0.9922112	-0.8713118
phosphate + phosphate_star	Pacific	(-Inf,26]	0.7967328	0.7578501	0.8484191
phosphate + phosphate_star	Pacific	(26,26.5]	0.8425403	0.7756700	0.8894868
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.8038119	0.6724688	0.8849360
phosphate + phosphate_star	Pacific	(26.75,27]	0.8517059	0.7753606	0.8990901
phosphate + phosphate_star	Pacific	(27,27.25]	0.8391139	0.7799200	0.8818482
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.7163015	0.6168823	0.7921753
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.5237446	0.4796966	0.5889607
phosphate + phosphate_star	Pacific	(27.75,27.85]	0.3061091	0.1361694	0.4549400
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.2650817	0.2078026	0.3628497
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.2112578	0.1755721	0.2461435
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.4663323	0.4424273	0.4982699
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.1417280	0.0848289	0.1730832
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.1525441	0.0318507	0.2389454
phosphate + phosphate_star	Pacific	(28.3, Inf]	-0.8384488	-0.8581987	-0.8113317
phosphate + phosphate_star	SO	(26,26.5]	0.2159444	-0.2179327	0.7004194
phosphate + phosphate_star	SO	(26.5,26.75]	0.7741061	0.7275395	0.8101481
phosphate + phosphate_star	SO	(26.75,27]	0.6786870	0.6144720	0.7115497
phosphate + phosphate_star	SO	(27,27.25]	0.5680948	0.5492282	0.5883187
phosphate + phosphate_star	SO	(27.25,27.5]	0.1018329	0.0711991	0.1569807
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0239616	-0.0366744	0.0012635
phosphate + phosphate_star	SO	(27.75,27.85]	-0.5775390	-0.6096645	-0.5463374
phosphate + phosphate_star	SO	(27.85,27.95]	-0.4935097	-0.5903286	-0.3847362
phosphate + phosphate_star	SO	(27.95,28.05]	-0.3393223	-0.6571035	0.0185113
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1704358	-0.4466549	0.2429322
phosphate + phosphate_star	SO	(28.1,28.15]	0.8270337	0.7149907	0.9165775
phosphate + phosphate_star	SO	(28.1,28.2]	-0.3793626	-0.5002250	-0.2659158
phosphate + phosphate_star	SO	(28.15,28.2]	0.8091229	0.6279613	0.9445010
phosphate + phosphate_star	SO	(28.2, Inf]	0.8092785	0.7382706	0.8475117
phosphate + phosphate_star	SO	(28.2,28.3]	-0.4937472	-0.5583987	-0.4345227
phosphate + phosphate_star	SO	(28.3, Inf]	-0.4610859	-0.5731909	-0.3527205
sal + aou	Atlantic	(-Inf,26]	-0.1711381	-0.5301569	0.4231095
sal + aou	Atlantic	(26,26.5]	-0.3135238	-0.4394672	-0.2418555
sal + aou	Atlantic	(26.5,26.75]	0.0850968	0.0131072	0.1460627
sal + aou	Atlantic	(26.75,27]	0.2663565	0.1491368	0.3670918
sal + aou	Atlantic	(27,27.25]	0.2696644	0.2061767	0.3222349
sal + aou	Atlantic	(27.25,27.5]	0.1557447	0.1091001	0.2216992
sal + aou	Atlantic	(27.5,27.75]	-0.1334599	-0.1767675	-0.0796908
sal + aou	Atlantic	(27.75,27.85]	-0.3219648	-0.3459835	-0.2950091
sal + aou	Atlantic	(27.85,27.95]	-0.5651207	-0.6482976	-0.4597680
sal + aou	Atlantic	(27.95,28.05]	-0.7566144	-0.8363471	-0.6447709
sal + aou	Atlantic	(28.05,28.1]	-0.9080618	-0.9410605	-0.8668206
sal + aou	Atlantic	(28.1,28.15]	-0.9481444	-0.9658772	-0.9221499
sal + aou	Atlantic	(28.15,28.2]	-0.8131182	-0.8296577	-0.7981507
sal + aou	Atlantic	(28.2, Inf]	-0.9650736	-0.9768266	-0.9579939
sal + aou	Indian	(-Inf,26]	-0.3257828	-0.7859007	0.1082683
sal + aou	Indian	(26,26.5]	-0.5660187	-0.7939246	-0.4001145
sal + aou	Indian	(26.5,26.75]	-0.4876326	-0.5666021	-0.4318116
sal + aou	Indian	(26.75,27]	-0.2906639	-0.3341851	-0.2444857
sal + aou	Indian	(27,27.25]	-0.0919326	-0.1438251	-0.0416660
sal + aou	Indian	(27.25,27.5]	0.4639885	0.3667604	0.5420587
sal + aou	Indian	(27.5,27.75]	0.8226873	0.7967965	0.8709704
sal + aou	Indian	(27.75,27.85]	0.9757440	0.9724816	0.9798538
sal + aou	Indian	(27.85,27.95]	0.9788052	0.9753344	0.9811457
sal + aou	Indian	(27.95,28.05]	0.9781356	0.9756550	0.9804038
sal + aou	Indian	(28.05,28.1]	0.9760907	0.9682033	0.9859103
sal + aou	Indian	(28.1,28.2]	0.8470517	0.8186840	0.8662261
sal + aou	Indian	(28.2,28.3]	0.1663922	0.0625486	0.2673325
sal + aou	Indian	(28.3, Inf]	0.7164133	0.4944767	0.8283933
sal + aou	N_Atlantic	(-Inf,26]	-0.5230887	-0.5230887	-0.5230887
sal + aou	N_Atlantic	(26,26.5]	0.5766581	0.5766581	0.5766581
sal + aou	N_Atlantic	(26.5,26.75]	0.3035682	-0.5374458	0.7851947
sal + aou	N_Atlantic	(26.75,27]	0.6481217	0.6080299	0.7119306
sal + aou	N_Atlantic	(27,27.25]	0.8142799	0.6781339	0.9098626
sal + aou	N_Atlantic	(27.25,27.5]	0.8448411	0.8039655	0.8940977
sal + aou	N_Atlantic	(27.5,27.75]	0.7582560	0.6589976	0.8445788
sal + aou	N_Atlantic	(27.75,27.85]	0.6785689	0.6217663	0.7268105
sal + aou	N_Atlantic	(27.85,27.95]	0.8414886	0.8294640	0.8521290
sal + aou	N_Atlantic	(27.95,28.05]	0.7446948	0.6919688	0.8133089
sal + aou	N_Atlantic	(28.05,28.1]	0.2934223	0.1763322	0.5019794
sal + aou	N_Atlantic	(28.1,28.15]	0.0559161	-0.0297395	0.1456701
sal + aou	N_Atlantic	(28.15,28.2]	-0.4468998	-0.6438875	-0.2644286
sal + aou	N_Atlantic	(28.2, Inf]	-0.1796961	-0.9469653	0.3550486
sal + aou	N_Pacific	(-Inf,26]	0.6241285	0.4890080	0.8867000
sal + aou	N_Pacific	(26,26.5]	-0.1152146	-0.3526710	0.1626211
sal + aou	N_Pacific	(26.5,26.75]	-0.2115210	-0.2794413	-0.1379909
sal + aou	N_Pacific	(26.75,27]	0.4836957	0.3498726	0.6233735
sal + aou	N_Pacific	(27,27.25]	0.4638014	0.2770939	0.6365019
sal + aou	N_Pacific	(27.25,27.5]	-0.1577814	-0.4689023	0.0369669
sal + aou	N_Pacific	(27.5,27.75]	-0.0812294	-0.3252962	0.2291781
sal + aou	N_Pacific	(27.75,27.85]	-0.0627631	-0.1701648	0.0090503
sal + aou	N_Pacific	(27.85,27.95]	-0.1024140	-0.2178906	-0.0441467
sal + aou	N_Pacific	(27.95,28.05]	-0.3987908	-0.4775733	-0.3264900
sal + aou	N_Pacific	(28.05,28.1]	0.0986144	-0.0045467	0.1689074
sal + aou	N_Pacific	(28.1,28.2]	-0.8081091	-0.8604959	-0.7704781
sal + aou	N_Pacific	(28.2,28.3]	-0.2900848	-0.3929258	-0.2260948
sal + aou	N_Pacific	(28.3, Inf]	0.9460331	0.8968038	0.9963004
sal + aou	Pacific	(-Inf,26]	-0.2766274	-0.2927662	-0.2566423
sal + aou	Pacific	(26,26.5]	-0.4962239	-0.6307781	-0.2767631
sal + aou	Pacific	(26.5,26.75]	-0.4929847	-0.6723963	-0.2055808
sal + aou	Pacific	(26.75,27]	-0.5867412	-0.7075975	-0.3645264
sal + aou	Pacific	(27,27.25]	-0.7035696	-0.7915074	-0.5707263
sal + aou	Pacific	(27.25,27.5]	-0.6444168	-0.7799287	-0.4350306
sal + aou	Pacific	(27.5,27.75]	-0.4272491	-0.6047465	-0.1958480
sal + aou	Pacific	(27.75,27.85]	0.0235969	-0.1522008	0.1488892
sal + aou	Pacific	(27.85,27.95]	0.3976461	0.3628761	0.4211253
sal + aou	Pacific	(27.95,28.05]	0.6304040	0.5968299	0.6494505
sal + aou	Pacific	(28.05,28.1]	0.8491769	0.8027961	0.8889348
sal + aou	Pacific	(28.1,28.2]	0.3067038	0.0845869	0.4289830
sal + aou	Pacific	(28.2,28.3]	-0.0762346	-0.0981314	-0.0586730
sal + aou	Pacific	(28.3, Inf]	0.9493036	0.9350148	0.9604725
sal + aou	SO	(26,26.5]	0.7927069	0.5107896	0.9346884
sal + aou	SO	(26.5,26.75]	0.0378790	-0.2192099	0.4462209
sal + aou	SO	(26.75,27]	-0.0009188	-0.1287825	0.1853589
sal + aou	SO	(27,27.25]	0.0332217	-0.0422368	0.1601689
sal + aou	SO	(27.25,27.5]	0.6106808	0.4628122	0.7053626
sal + aou	SO	(27.5,27.75]	0.7095134	0.6841607	0.7573909
sal + aou	SO	(27.75,27.85]	0.8465808	0.8222454	0.8651816
sal + aou	SO	(27.85,27.95]	0.8627847	0.8350792	0.8966283
sal + aou	SO	(27.95,28.05]	0.8226436	0.7132709	0.9117359
sal + aou	SO	(28.05,28.1]	0.7661499	0.5786053	0.8856148
sal + aou	SO	(28.1,28.15]	0.0606267	-0.3892509	0.4910486
sal + aou	SO	(28.1,28.2]	0.8521975	0.8139626	0.9001974
sal + aou	SO	(28.15,28.2]	-0.0669748	-0.6485713	0.4284105
sal + aou	SO	(28.2, Inf]	0.0391504	-0.1560746	0.3157981
sal + aou	SO	(28.2,28.3]	0.8635044	0.8144976	0.9070012
sal + aou	SO	(28.3, Inf]	0.7245860	0.4133689	0.9123336
sal + nitrate	Atlantic	(-Inf,26]	-0.4072272	-0.7367410	0.2017317
sal + nitrate	Atlantic	(26,26.5]	-0.3098529	-0.4254425	-0.2318077
sal + nitrate	Atlantic	(26.5,26.75]	-0.0028003	-0.0900204	0.0627862
sal + nitrate	Atlantic	(26.75,27]	0.1671496	0.0696610	0.2479743
sal + nitrate	Atlantic	(27,27.25]	-0.0031671	-0.0501550	0.0571883
sal + nitrate	Atlantic	(27.25,27.5]	-0.3475084	-0.4387261	-0.2719523
sal + nitrate	Atlantic	(27.5,27.75]	-0.6591492	-0.7165091	-0.5973163
sal + nitrate	Atlantic	(27.75,27.85]	-0.8066960	-0.8479742	-0.7832429
sal + nitrate	Atlantic	(27.85,27.95]	-0.8408960	-0.8639793	-0.7954741
sal + nitrate	Atlantic	(27.95,28.05]	-0.8661819	-0.8924800	-0.8152105
sal + nitrate	Atlantic	(28.05,28.1]	-0.9385888	-0.9638332	-0.9062100
sal + nitrate	Atlantic	(28.1,28.15]	-0.9601470	-0.9734896	-0.9374828
sal + nitrate	Atlantic	(28.15,28.2]	-0.8540552	-0.8637549	-0.8458258
sal + nitrate	Atlantic	(28.2, Inf]	-0.9784239	-0.9816473	-0.9761151
sal + nitrate	Indian	(-Inf,26]	-0.3271422	-0.7649314	0.0982093
sal + nitrate	Indian	(26,26.5]	-0.6120998	-0.8689133	-0.4815400
sal + nitrate	Indian	(26.5,26.75]	-0.5697489	-0.7209950	-0.4452391
sal + nitrate	Indian	(26.75,27]	-0.4361916	-0.5327602	-0.3565828
sal + nitrate	Indian	(27,27.25]	-0.2866567	-0.3188013	-0.2392506
sal + nitrate	Indian	(27.25,27.5]	0.2216516	0.1376731	0.2782414
sal + nitrate	Indian	(27.5,27.75]	0.6499967	0.6123894	0.7163733
sal + nitrate	Indian	(27.75,27.85]	0.9446785	0.9372122	0.9511879
sal + nitrate	Indian	(27.85,27.95]	0.9597433	0.9534435	0.9663152
sal + nitrate	Indian	(27.95,28.05]	0.9658756	0.9599280	0.9737836
sal + nitrate	Indian	(28.05,28.1]	0.9702058	0.9603053	0.9789839
sal + nitrate	Indian	(28.1,28.2]	0.8330618	0.8149976	0.8504627
sal + nitrate	Indian	(28.2,28.3]	0.1560759	0.0055572	0.2855652
sal + nitrate	Indian	(28.3, Inf]	0.5189085	0.3349020	0.6968204
sal + nitrate	N_Atlantic	(-Inf,26]	-0.9894093	-0.9894093	-0.9894093
sal + nitrate	N_Atlantic	(26,26.5]	0.5693022	0.5693022	0.5693022
sal + nitrate	N_Atlantic	(26.5,26.75]	0.3910304	-0.3536476	0.8340252
sal + nitrate	N_Atlantic	(26.75,27]	0.7900161	0.7101144	0.8550936
sal + nitrate	N_Atlantic	(27,27.25]	0.8994128	0.8374915	0.9550512
sal + nitrate	N_Atlantic	(27.25,27.5]	0.7953911	0.6718565	0.9044958
sal + nitrate	N_Atlantic	(27.5,27.75]	0.7692446	0.7010492	0.8603758
sal + nitrate	N_Atlantic	(27.75,27.85]	0.8758041	0.8320923	0.9319481
sal + nitrate	N_Atlantic	(27.85,27.95]	0.9746329	0.9682387	0.9831721
sal + nitrate	N_Atlantic	(27.95,28.05]	0.9659003	0.9561182	0.9801447
sal + nitrate	N_Atlantic	(28.05,28.1]	0.7308707	0.6258194	0.8054525
sal + nitrate	N_Atlantic	(28.1,28.15]	0.4269941	0.1316226	0.6988242
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.4894922	-0.7374997	-0.2223899
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.4315705	-0.9945824	-0.0523174
sal + nitrate	N_Pacific	(-Inf,26]	0.4794709	0.0730684	0.9299412
sal + nitrate	N_Pacific	(26,26.5]	-0.1906894	-0.4295076	0.0332503
sal + nitrate	N_Pacific	(26.5,26.75]	-0.3270377	-0.3755496	-0.2729396
sal + nitrate	N_Pacific	(26.75,27]	0.2171414	0.1006061	0.3264178
sal + nitrate	N_Pacific	(27,27.25]	0.1299131	-0.2647020	0.4960796
sal + nitrate	N_Pacific	(27.25,27.5]	-0.1200966	-0.3657715	0.0892165
sal + nitrate	N_Pacific	(27.5,27.75]	0.1506074	-0.1187780	0.4505087
sal + nitrate	N_Pacific	(27.75,27.85]	-0.0493675	-0.1036510	0.0136754
sal + nitrate	N_Pacific	(27.85,27.95]	-0.0311235	-0.1151476	0.0745146
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2162251	-0.2711432	-0.1643445
sal + nitrate	N_Pacific	(28.05,28.1]	0.1622453	0.0403991	0.2487928
sal + nitrate	N_Pacific	(28.1,28.2]	-0.7898084	-0.8484996	-0.7584359
sal + nitrate	N_Pacific	(28.2,28.3]	-0.2927802	-0.3942926	-0.2309758
sal + nitrate	N_Pacific	(28.3, Inf]	0.9206136	0.7644099	0.9998850
sal + nitrate	Pacific	(-Inf,26]	-0.4324913	-0.4804207	-0.3844554
sal + nitrate	Pacific	(26,26.5]	-0.6518419	-0.7368725	-0.4840622
sal + nitrate	Pacific	(26.5,26.75]	-0.7066766	-0.8235495	-0.5158472
sal + nitrate	Pacific	(26.75,27]	-0.7582987	-0.8188242	-0.6406430
sal + nitrate	Pacific	(27,27.25]	-0.8152229	-0.8531617	-0.7640659
sal + nitrate	Pacific	(27.25,27.5]	-0.7478162	-0.8341970	-0.6215038
sal + nitrate	Pacific	(27.5,27.75]	-0.5242218	-0.6736449	-0.3299078
sal + nitrate	Pacific	(27.75,27.85]	-0.0376726	-0.2231776	0.0924317
sal + nitrate	Pacific	(27.85,27.95]	0.3940921	0.3569042	0.4203524
sal + nitrate	Pacific	(27.95,28.05]	0.6545118	0.6222755	0.6778744
sal + nitrate	Pacific	(28.05,28.1]	0.8324831	0.7776100	0.8777497
sal + nitrate	Pacific	(28.1,28.2]	0.3086756	0.0794653	0.4343781
sal + nitrate	Pacific	(28.2,28.3]	-0.1000715	-0.1416291	-0.0696700
sal + nitrate	Pacific	(28.3, Inf]	0.9230195	0.9043877	0.9351807
sal + nitrate	SO	(26,26.5]	0.1297279	-0.4334728	0.7610199
sal + nitrate	SO	(26.5,26.75]	-0.6561802	-0.6699639	-0.6344369
sal + nitrate	SO	(26.75,27]	-0.5946080	-0.6284398	-0.5293391
sal + nitrate	SO	(27,27.25]	-0.5128659	-0.5539747	-0.4529819
sal + nitrate	SO	(27.25,27.5]	0.0935832	-0.0390885	0.1824419
sal + nitrate	SO	(27.5,27.75]	0.4050263	0.3942042	0.4263807
sal + nitrate	SO	(27.75,27.85]	0.7072824	0.6580102	0.7330421
sal + nitrate	SO	(27.85,27.95]	0.6672092	0.5839992	0.7395035
sal + nitrate	SO	(27.95,28.05]	0.5319275	0.2245319	0.7989335
sal + nitrate	SO	(28.05,28.1]	0.3995280	-0.0257162	0.6813895
sal + nitrate	SO	(28.1,28.15]	-0.7774638	-0.8987225	-0.6197267
sal + nitrate	SO	(28.1,28.2]	0.6378282	0.5170478	0.7693246
sal + nitrate	SO	(28.15,28.2]	-0.7672719	-0.9273265	-0.5736612
sal + nitrate	SO	(28.2, Inf]	-0.2236336	-0.4137177	-0.0744136
sal + nitrate	SO	(28.2,28.3]	0.6770137	0.5767994	0.7972604
sal + nitrate	SO	(28.3, Inf]	0.6919953	0.3696995	0.8628566
sal + phosphate	Atlantic	(-Inf,26]	-0.0003589	-0.1414568	0.1618505
sal + phosphate	Atlantic	(26,26.5]	-0.5612887	-0.7254976	-0.4545253
sal + phosphate	Atlantic	(26.5,26.75]	-0.2786666	-0.3666888	-0.1812614
sal + phosphate	Atlantic	(26.75,27]	-0.0232923	-0.1443848	0.0947286
sal + phosphate	Atlantic	(27,27.25]	-0.1876582	-0.2803997	-0.0870537
sal + phosphate	Atlantic	(27.25,27.5]	-0.4818968	-0.5912786	-0.3918536
sal + phosphate	Atlantic	(27.5,27.75]	-0.7211629	-0.7755605	-0.6647252
sal + phosphate	Atlantic	(27.75,27.85]	-0.8436638	-0.8776632	-0.8240650
sal + phosphate	Atlantic	(27.85,27.95]	-0.8655459	-0.8862040	-0.8308213
sal + phosphate	Atlantic	(27.95,28.05]	-0.8714516	-0.9000852	-0.8311391
sal + phosphate	Atlantic	(28.05,28.1]	-0.9458993	-0.9675082	-0.9181094
sal + phosphate	Atlantic	(28.1,28.15]	-0.9606253	-0.9730300	-0.9387553
sal + phosphate	Atlantic	(28.15,28.2]	-0.7811439	-0.7955259	-0.7706151
sal + phosphate	Atlantic	(28.2, Inf]	-0.9599544	-0.9629369	-0.9551757
sal + phosphate	Indian	(-Inf,26]	-0.3969882	-0.8268629	-0.0004139
sal + phosphate	Indian	(26,26.5]	-0.6339073	-0.8596299	-0.4533989
sal + phosphate	Indian	(26.5,26.75]	-0.5745935	-0.6714681	-0.5090351
sal + phosphate	Indian	(26.75,27]	-0.4107606	-0.4841272	-0.3541738
sal + phosphate	Indian	(27,27.25]	-0.2261603	-0.2661243	-0.1928913
sal + phosphate	Indian	(27.25,27.5]	0.3073469	0.2101638	0.4111275
sal + phosphate	Indian	(27.5,27.75]	0.7009697	0.6587038	0.7802979
sal + phosphate	Indian	(27.75,27.85]	0.9564561	0.9503055	0.9622521
sal + phosphate	Indian	(27.85,27.95]	0.9657435	0.9607730	0.9697769
sal + phosphate	Indian	(27.95,28.05]	0.9717235	0.9679100	0.9762613
sal + phosphate	Indian	(28.05,28.1]	0.9739531	0.9658936	0.9836154
sal + phosphate	Indian	(28.1,28.2]	0.8578488	0.8432069	0.8729354
sal + phosphate	Indian	(28.2,28.3]	0.2607776	0.1579264	0.3610463
sal + phosphate	Indian	(28.3, Inf]	0.5423860	0.3948942	0.6852237
sal + phosphate	N_Atlantic	(-Inf,26]	0.3469124	0.3469124	0.3469124
sal + phosphate	N_Atlantic	(26,26.5]	0.4980004	0.4980004	0.4980004
sal + phosphate	N_Atlantic	(26.5,26.75]	0.1386511	-0.6531852	0.6302412
sal + phosphate	N_Atlantic	(26.75,27]	0.6232807	0.5698787	0.6738548
sal + phosphate	N_Atlantic	(27,27.25]	0.8199508	0.6949875	0.9220629
sal + phosphate	N_Atlantic	(27.25,27.5]	0.6920516	0.5048258	0.8482175
sal + phosphate	N_Atlantic	(27.5,27.75]	0.6946123	0.6203226	0.8071577
sal + phosphate	N_Atlantic	(27.75,27.85]	0.8868695	0.8491337	0.9372113
sal + phosphate	N_Atlantic	(27.85,27.95]	0.9762725	0.9732949	0.9816100
sal + phosphate	N_Atlantic	(27.95,28.05]	0.9653884	0.9536928	0.9804709
sal + phosphate	N_Atlantic	(28.05,28.1]	0.7597478	0.6704222	0.8276664
sal + phosphate	N_Atlantic	(28.1,28.15]	0.5184882	0.2808778	0.7364913
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.4700889	-0.7211108	-0.2029863
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.3863508	-0.9831763	0.0187120
sal + phosphate	N_Pacific	(-Inf,26]	0.2002866	-0.3349026	0.8537084
sal + phosphate	N_Pacific	(26,26.5]	-0.3544009	-0.5633444	-0.1759665
sal + phosphate	N_Pacific	(26.5,26.75]	-0.3468330	-0.3946813	-0.3203052
sal + phosphate	N_Pacific	(26.75,27]	0.1632781	0.0876771	0.2953351
sal + phosphate	N_Pacific	(27,27.25]	0.1982826	0.0175197	0.3505220
sal + phosphate	N_Pacific	(27.25,27.5]	0.0047717	-0.2790515	0.1816750
sal + phosphate	N_Pacific	(27.5,27.75]	0.2490745	0.0121452	0.4826940
sal + phosphate	N_Pacific	(27.75,27.85]	0.1901784	0.0580798	0.2902137
sal + phosphate	N_Pacific	(27.85,27.95]	0.1578588	0.0799317	0.2133508
sal + phosphate	N_Pacific	(27.95,28.05]	-0.2515664	-0.3461310	-0.1695408
sal + phosphate	N_Pacific	(28.05,28.1]	0.1350654	0.0104299	0.2145390
sal + phosphate	N_Pacific	(28.1,28.2]	-0.8002699	-0.8481911	-0.7578560
sal + phosphate	N_Pacific	(28.2,28.3]	-0.3147584	-0.4148604	-0.2550472
sal + phosphate	N_Pacific	(28.3, Inf]	0.9399504	0.8540395	0.9974397
sal + phosphate	Pacific	(-Inf,26]	-0.3626585	-0.4159796	-0.3028916
sal + phosphate	Pacific	(26,26.5]	-0.5802813	-0.6803889	-0.3878589
sal + phosphate	Pacific	(26.5,26.75]	-0.5829176	-0.7365965	-0.3255262
sal + phosphate	Pacific	(26.75,27]	-0.6390886	-0.7512129	-0.4343657
sal + phosphate	Pacific	(27,27.25]	-0.7250697	-0.8099054	-0.5964974
sal + phosphate	Pacific	(27.25,27.5]	-0.6460012	-0.7812367	-0.4413140
sal + phosphate	Pacific	(27.5,27.75]	-0.4038899	-0.5835219	-0.1684869
sal + phosphate	Pacific	(27.75,27.85]	0.0386933	-0.1354272	0.1694998
sal + phosphate	Pacific	(27.85,27.95]	0.4229265	0.3877142	0.4485413
sal + phosphate	Pacific	(27.95,28.05]	0.6545520	0.6212791	0.6767403
sal + phosphate	Pacific	(28.05,28.1]	0.8507279	0.8017897	0.8921319
sal + phosphate	Pacific	(28.1,28.2]	0.3205426	0.0913251	0.4454460
sal + phosphate	Pacific	(28.2,28.3]	-0.0729012	-0.1000135	-0.0484545
sal + phosphate	Pacific	(28.3, Inf]	0.9408562	0.9244088	0.9509316
sal + phosphate	SO	(26,26.5]	0.0233143	-0.5114704	0.6189741
sal + phosphate	SO	(26.5,26.75]	-0.7165665	-0.7349265	-0.6992216
sal + phosphate	SO	(26.75,27]	-0.6123781	-0.6404622	-0.5623565
sal + phosphate	SO	(27,27.25]	-0.5437247	-0.5800106	-0.4852051
sal + phosphate	SO	(27.25,27.5]	0.0629692	-0.0643516	0.1497372
sal + phosphate	SO	(27.5,27.75]	0.4051117	0.3960011	0.4213928
sal + phosphate	SO	(27.75,27.85]	0.7024367	0.6498176	0.7304329
sal + phosphate	SO	(27.85,27.95]	0.6528297	0.5650350	0.7325563
sal + phosphate	SO	(27.95,28.05]	0.5248753	0.2218018	0.7959427
sal + phosphate	SO	(28.05,28.1]	0.4100975	-0.0025030	0.6845745
sal + phosphate	SO	(28.1,28.15]	-0.7736705	-0.8954371	-0.6174161
sal + phosphate	SO	(28.1,28.2]	0.6547019	0.5525990	0.7726059
sal + phosphate	SO	(28.15,28.2]	-0.7626219	-0.9219301	-0.5740272
sal + phosphate	SO	(28.2, Inf]	0.0841704	-0.1838655	0.2315877
sal + phosphate	SO	(28.2,28.3]	0.7174823	0.6390839	0.8146568
sal + phosphate	SO	(28.3, Inf]	0.7230821	0.4121732	0.8816399
sal + phosphate_star	Atlantic	(-Inf,26]	0.0280596	-0.1288521	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.7999435	-0.8509527	-0.7695823
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.9026537	-0.9242027	-0.8642894
sal + phosphate_star	Atlantic	(26.75,27]	-0.8854858	-0.9143738	-0.8481270
sal + phosphate_star	Atlantic	(27,27.25]	-0.9511761	-0.9772381	-0.9348659
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9829266	-0.9888467	-0.9777866
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9821875	-0.9840605	-0.9798998
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9829623	-0.9842855	-0.9821047
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9664881	-0.9760419	-0.9544385
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9250326	-0.9445410	-0.9125478
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9682242	-0.9823497	-0.9501312
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9601521	-0.9737532	-0.9355064
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7427346	-0.7569678	-0.7305268
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9565868	-0.9664809	-0.9504595
sal + phosphate_star	Indian	(-Inf,26]	-0.5185987	-0.8306578	-0.1548882
sal + phosphate_star	Indian	(26,26.5]	-0.7867420	-0.9110646	-0.6529549
sal + phosphate_star	Indian	(26.5,26.75]	-0.8296918	-0.9217377	-0.7707578
sal + phosphate_star	Indian	(26.75,27]	-0.8439116	-0.9295878	-0.7896690
sal + phosphate_star	Indian	(27,27.25]	-0.8344216	-0.8922758	-0.7993732
sal + phosphate_star	Indian	(27.25,27.5]	-0.7341718	-0.8297645	-0.6324489
sal + phosphate_star	Indian	(27.5,27.75]	-0.7100594	-0.7609056	-0.6587708
sal + phosphate_star	Indian	(27.75,27.85]	-0.8252583	-0.8655136	-0.7720168
sal + phosphate_star	Indian	(27.85,27.95]	-0.8144424	-0.8309106	-0.7816148
sal + phosphate_star	Indian	(27.95,28.05]	-0.6376900	-0.6934994	-0.5822074
sal + phosphate_star	Indian	(28.05,28.1]	-0.5391840	-0.6742079	-0.4074987
sal + phosphate_star	Indian	(28.1,28.2]	0.5517676	0.3081742	0.7202084
sal + phosphate_star	Indian	(28.2,28.3]	0.6442922	0.6369412	0.6533758
sal + phosphate_star	Indian	(28.3, Inf]	-0.5611565	-0.7060798	-0.4611076
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.8263377	-0.8263377	-0.8263377
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.8099375	-0.8099375	-0.8099375
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9475161	-0.9716444	-0.9187301
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.8098179	-0.8889860	-0.7139510
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.9327295	-0.9673441	-0.8784404
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9507939	-0.9607883	-0.9438478
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.7809590	-0.8134086	-0.7565101
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.0805003	-0.0322155	0.1857165
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.5010183	0.4692559	0.5373480
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7552108	0.7205074	0.8048065
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.7006328	0.6474263	0.7292610
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.6020685	0.4167603	0.7607722
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.4937295	-0.7602094	-0.1940982
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.3631459	-0.9976189	0.0669662
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.8629523	-0.9362114	-0.7713818
sal + phosphate_star	N_Pacific	(26,26.5]	-0.9168162	-0.9480004	-0.8625440
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.8564332	-0.8816619	-0.8382298
sal + phosphate_star	N_Pacific	(26.75,27]	-0.8829312	-0.8971202	-0.8575405
sal + phosphate_star	N_Pacific	(27,27.25]	-0.8161083	-0.8507749	-0.7951992
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.0188440	-0.1462349	0.0676038
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.5438894	0.4537338	0.6826828
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.8073305	0.7281396	0.8526557
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.9566925	0.9487654	0.9638563
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.9178747	0.9033036	0.9351830
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.2961292	0.2402333	0.3337184
sal + phosphate_star	N_Pacific	(28.1,28.2]	0.8245881	0.7646254	0.8871925
sal + phosphate_star	N_Pacific	(28.2,28.3]	-0.3734728	-0.4378669	-0.2645258
sal + phosphate_star	N_Pacific	(28.3, Inf]	-0.9929920	-0.9983830	-0.9837284
sal + phosphate_star	Pacific	(-Inf,26]	-0.6444857	-0.7001902	-0.5395424
sal + phosphate_star	Pacific	(26,26.5]	-0.8407471	-0.8780639	-0.8032249
sal + phosphate_star	Pacific	(26.5,26.75]	-0.8859235	-0.9191505	-0.8237489
sal + phosphate_star	Pacific	(26.75,27]	-0.8328086	-0.8896071	-0.7365179
sal + phosphate_star	Pacific	(27,27.25]	-0.7908974	-0.8446400	-0.7133734
sal + phosphate_star	Pacific	(27.25,27.5]	-0.5801497	-0.6867443	-0.4493197
sal + phosphate_star	Pacific	(27.5,27.75]	-0.2092160	-0.3161785	-0.0878007
sal + phosphate_star	Pacific	(27.75,27.85]	-0.0976963	-0.1581149	-0.0284497
sal + phosphate_star	Pacific	(27.85,27.95]	0.3385260	0.3114478	0.3855829
sal + phosphate_star	Pacific	(27.95,28.05]	0.5530010	0.5045737	0.5891356
sal + phosphate_star	Pacific	(28.05,28.1]	0.4163922	0.3263436	0.5193584
sal + phosphate_star	Pacific	(28.1,28.2]	0.5315864	0.4686456	0.5737166
sal + phosphate_star	Pacific	(28.2,28.3]	-0.0890356	-0.2108044	0.0475650
sal + phosphate_star	Pacific	(28.3, Inf]	-0.9192531	-0.9297573	-0.9131883
sal + phosphate_star	SO	(26,26.5]	-0.9117308	-0.9715073	-0.8489982
sal + phosphate_star	SO	(26.5,26.75]	-0.9541580	-0.9681921	-0.9440218
sal + phosphate_star	SO	(26.75,27]	-0.9413866	-0.9463605	-0.9354969
sal + phosphate_star	SO	(27,27.25]	-0.9540059	-0.9589602	-0.9485378
sal + phosphate_star	SO	(27.25,27.5]	-0.9408096	-0.9485923	-0.9364729
sal + phosphate_star	SO	(27.5,27.75]	-0.8758876	-0.8908693	-0.8537747
sal + phosphate_star	SO	(27.75,27.85]	-0.9430640	-0.9526614	-0.9318191
sal + phosphate_star	SO	(27.85,27.95]	-0.9583125	-0.9609931	-0.9542075
sal + phosphate_star	SO	(27.95,28.05]	-0.9500606	-0.9584747	-0.9448936
sal + phosphate_star	SO	(28.05,28.1]	-0.9399482	-0.9547797	-0.9221474
sal + phosphate_star	SO	(28.1,28.15]	-0.9803441	-0.9901569	-0.9658788
sal + phosphate_star	SO	(28.1,28.2]	-0.8395420	-0.8626045	-0.8270708
sal + phosphate_star	SO	(28.15,28.2]	-0.9572775	-0.9889877	-0.9196513
sal + phosphate_star	SO	(28.2, Inf]	-0.0961835	-0.3041874	0.1521040
sal + phosphate_star	SO	(28.2,28.3]	-0.8386781	-0.8558627	-0.8226806
sal + phosphate_star	SO	(28.3, Inf]	-0.5076391	-0.6399035	-0.2626764
sal + silicate	Atlantic	(-Inf,26]	-0.7663359	-0.7914932	-0.7272510
sal + silicate	Atlantic	(26,26.5]	0.0831695	0.0437508	0.1241743
sal + silicate	Atlantic	(26.5,26.75]	0.2330919	0.1359481	0.3044537
sal + silicate	Atlantic	(26.75,27]	-0.1236137	-0.1741905	-0.0560993
sal + silicate	Atlantic	(27,27.25]	-0.7090927	-0.8003854	-0.6592894
sal + silicate	Atlantic	(27.25,27.5]	-0.9166469	-0.9371767	-0.9037288
sal + silicate	Atlantic	(27.5,27.75]	-0.9342442	-0.9364458	-0.9299227
sal + silicate	Atlantic	(27.75,27.85]	-0.9767588	-0.9803563	-0.9743086
sal + silicate	Atlantic	(27.85,27.95]	-0.9757775	-0.9826181	-0.9655567
sal + silicate	Atlantic	(27.95,28.05]	-0.9400716	-0.9589408	-0.9265470
sal + silicate	Atlantic	(28.05,28.1]	-0.9702484	-0.9795194	-0.9606832
sal + silicate	Atlantic	(28.1,28.15]	-0.9328601	-0.9546579	-0.9008769
sal + silicate	Atlantic	(28.15,28.2]	-0.5870725	-0.5960769	-0.5721749
sal + silicate	Atlantic	(28.2, Inf]	-0.9098981	-0.9317471	-0.8972550
sal + silicate	Indian	(-Inf,26]	-0.6321806	-0.9046678	-0.4155180
sal + silicate	Indian	(26,26.5]	-0.6976858	-0.8082710	-0.5705594
sal + silicate	Indian	(26.5,26.75]	-0.6102806	-0.6383131	-0.5908694
sal + silicate	Indian	(26.75,27]	-0.4200458	-0.4696536	-0.3699168
sal + silicate	Indian	(27,27.25]	-0.3232461	-0.4082692	-0.1858684
sal + silicate	Indian	(27.25,27.5]	0.1834918	0.0294257	0.2622531
sal + silicate	Indian	(27.5,27.75]	0.5610653	0.4513023	0.6564830
sal + silicate	Indian	(27.75,27.85]	0.9328269	0.9125058	0.9456999
sal + silicate	Indian	(27.85,27.95]	0.9536127	0.9476990	0.9579143
sal + silicate	Indian	(27.95,28.05]	0.9648641	0.9583261	0.9713707
sal + silicate	Indian	(28.05,28.1]	0.9877889	0.9841286	0.9932339
sal + silicate	Indian	(28.1,28.2]	0.9542723	0.9471726	0.9580121
sal + silicate	Indian	(28.2,28.3]	0.7488823	0.7109635	0.7981513
sal + silicate	Indian	(28.3, Inf]	0.6833951	0.5480735	0.7789530
sal + silicate	N_Atlantic	(-Inf,26]	-0.9804987	-0.9804987	-0.9804987
sal + silicate	N_Atlantic	(26,26.5]	0.7543818	0.7543818	0.7543818
sal + silicate	N_Atlantic	(26.5,26.75]	0.4776402	0.2129361	0.6691871
sal + silicate	N_Atlantic	(26.75,27]	0.9113774	0.8815562	0.9321897
sal + silicate	N_Atlantic	(27,27.25]	0.9664539	0.9456487	0.9853005
sal + silicate	N_Atlantic	(27.25,27.5]	0.8411652	0.7268097	0.9335847
sal + silicate	N_Atlantic	(27.5,27.75]	0.8071017	0.7778054	0.8568675
sal + silicate	N_Atlantic	(27.75,27.85]	0.7735914	0.7231908	0.8023850
sal + silicate	N_Atlantic	(27.85,27.95]	0.5826322	0.5084510	0.6828413
sal + silicate	N_Atlantic	(27.95,28.05]	0.6593799	0.5495564	0.7749755
sal + silicate	N_Atlantic	(28.05,28.1]	0.4331532	0.2625441	0.6139393
sal + silicate	N_Atlantic	(28.1,28.15]	0.7704748	0.7297519	0.8296902
sal + silicate	N_Atlantic	(28.15,28.2]	-0.4413303	-0.6996967	-0.1679702
sal + silicate	N_Atlantic	(28.2, Inf]	-0.2904902	-0.9715543	0.1718562
sal + silicate	N_Pacific	(-Inf,26]	0.3373946	0.0717031	0.6975506
sal + silicate	N_Pacific	(26,26.5]	0.0185594	-0.3643893	0.2672277
sal + silicate	N_Pacific	(26.5,26.75]	-0.0286404	-0.1236287	0.0311228
sal + silicate	N_Pacific	(26.75,27]	0.4919342	0.4019918	0.5441786
sal + silicate	N_Pacific	(27,27.25]	0.4274247	0.3515392	0.5008219
sal + silicate	N_Pacific	(27.25,27.5]	0.2464679	0.0167564	0.3689070
sal + silicate	N_Pacific	(27.5,27.75]	0.3123660	0.1444981	0.4361910
sal + silicate	N_Pacific	(27.75,27.85]	0.2439033	0.1575816	0.2980875
sal + silicate	N_Pacific	(27.85,27.95]	0.3664797	0.2627060	0.5211881
sal + silicate	N_Pacific	(27.95,28.05]	0.4406812	0.3537389	0.5484198
sal + silicate	N_Pacific	(28.05,28.1]	0.3698419	0.3166545	0.4757851
sal + silicate	N_Pacific	(28.1,28.2]	0.1636254	-0.0564539	0.3305146
sal + silicate	N_Pacific	(28.2,28.3]	0.0095445	-0.1024074	0.1319428
sal + silicate	N_Pacific	(28.3, Inf]	0.9520232	0.9152444	0.9970785
sal + silicate	Pacific	(-Inf,26]	-0.6370065	-0.6863251	-0.5463469
sal + silicate	Pacific	(26,26.5]	-0.7598142	-0.7942408	-0.6976437
sal + silicate	Pacific	(26.5,26.75]	-0.8217472	-0.8662898	-0.7351368
sal + silicate	Pacific	(26.75,27]	-0.8528552	-0.9078310	-0.7733947
sal + silicate	Pacific	(27,27.25]	-0.8846457	-0.9205921	-0.8337354
sal + silicate	Pacific	(27.25,27.5]	-0.8081760	-0.8796749	-0.7019372
sal + silicate	Pacific	(27.5,27.75]	-0.5432274	-0.6729959	-0.3853821
sal + silicate	Pacific	(27.75,27.85]	-0.0834787	-0.2353182	0.0003599
sal + silicate	Pacific	(27.85,27.95]	0.4121656	0.3964158	0.4376901
sal + silicate	Pacific	(27.95,28.05]	0.7721877	0.7469873	0.7918192
sal + silicate	Pacific	(28.05,28.1]	0.9100813	0.8858290	0.9366152
sal + silicate	Pacific	(28.1,28.2]	0.7575809	0.6799086	0.7979595
sal + silicate	Pacific	(28.2,28.3]	0.4403916	0.3831704	0.4837972
sal + silicate	Pacific	(28.3, Inf]	0.9487621	0.9416407	0.9525152
sal + silicate	SO	(26,26.5]	0.2994402	-0.5601956	0.7991702
sal + silicate	SO	(26.5,26.75]	0.1645638	-0.0937354	0.6020949
sal + silicate	SO	(26.75,27]	-0.0761082	-0.1527815	0.0609612
sal + silicate	SO	(27,27.25]	-0.3402836	-0.3975632	-0.2391998
sal + silicate	SO	(27.25,27.5]	0.0838078	-0.0557476	0.1726835
sal + silicate	SO	(27.5,27.75]	0.3916659	0.3847018	0.3998105
sal + silicate	SO	(27.75,27.85]	0.6809345	0.6061791	0.7316104
sal + silicate	SO	(27.85,27.95]	0.6294848	0.5502186	0.7207035
sal + silicate	SO	(27.95,28.05]	0.5916304	0.3624477	0.8227535
sal + silicate	SO	(28.05,28.1]	0.5624445	0.2660199	0.7658704
sal + silicate	SO	(28.1,28.15]	-0.4745407	-0.7581282	-0.1075049
sal + silicate	SO	(28.1,28.2]	0.7796642	0.7499442	0.8312995
sal + silicate	SO	(28.15,28.2]	-0.3733111	-0.7628835	-0.0102029
sal + silicate	SO	(28.2, Inf]	0.4962906	0.2420232	0.6367503
sal + silicate	SO	(28.2,28.3]	0.8572270	0.8496974	0.8697950
sal + silicate	SO	(28.3, Inf]	0.7107697	0.4589151	0.8606324
sal + temp	Atlantic	(-Inf,26]	0.3118615	-0.4849632	0.7347120
sal + temp	Atlantic	(26,26.5]	0.9165792	0.8931914	0.9385605
sal + temp	Atlantic	(26.5,26.75]	0.9705354	0.9665285	0.9753092
sal + temp	Atlantic	(26.75,27]	0.9653584	0.9630409	0.9672613
sal + temp	Atlantic	(27,27.25]	0.9581177	0.9524571	0.9664603
sal + temp	Atlantic	(27.25,27.5]	0.9508843	0.9428754	0.9588501
sal + temp	Atlantic	(27.5,27.75]	0.9275918	0.9137291	0.9424526
sal + temp	Atlantic	(27.75,27.85]	0.9728420	0.9707431	0.9757098
sal + temp	Atlantic	(27.85,27.95]	0.9502098	0.9300359	0.9646934
sal + temp	Atlantic	(27.95,28.05]	0.8731819	0.8195595	0.9076397
sal + temp	Atlantic	(28.05,28.1]	0.8988464	0.8872059	0.9154967
sal + temp	Atlantic	(28.1,28.15]	0.8112187	0.7247925	0.8772506
sal + temp	Atlantic	(28.15,28.2]	0.6594072	0.5959564	0.6962269
sal + temp	Atlantic	(28.2, Inf]	0.9642786	0.9577716	0.9708362
sal + temp	Indian	(-Inf,26]	0.1863318	-0.5414861	0.6497333
sal + temp	Indian	(26,26.5]	0.8515384	0.8124553	0.8883569
sal + temp	Indian	(26.5,26.75]	0.8960931	0.8826140	0.9170980
sal + temp	Indian	(26.75,27]	0.8968990	0.8835548	0.9147615
sal + temp	Indian	(27,27.25]	0.8965429	0.8873661	0.9016984
sal + temp	Indian	(27.25,27.5]	0.9037057	0.8783789	0.9269647
sal + temp	Indian	(27.5,27.75]	0.8593001	0.8547078	0.8660868
sal + temp	Indian	(27.75,27.85]	0.9240224	0.8983097	0.9372646
sal + temp	Indian	(27.85,27.95]	0.9111313	0.8859082	0.9251233
sal + temp	Indian	(27.95,28.05]	0.8565929	0.8414203	0.8681768
sal + temp	Indian	(28.05,28.1]	0.9473927	0.9361322	0.9644529
sal + temp	Indian	(28.1,28.2]	0.5345135	0.4659358	0.5964974
sal + temp	Indian	(28.2,28.3]	-0.0674013	-0.1732131	0.0053510
sal + temp	Indian	(28.3, Inf]	0.8553649	0.7514442	0.9213039
sal + temp	N_Atlantic	(-Inf,26]	0.8764381	0.8764381	0.8764381
sal + temp	N_Atlantic	(26,26.5]	0.9608341	0.9608341	0.9608341
sal + temp	N_Atlantic	(26.5,26.75]	0.9913119	0.9843398	0.9950327
sal + temp	N_Atlantic	(26.75,27]	0.9702319	0.9381468	0.9885625
sal + temp	N_Atlantic	(27,27.25]	0.9884054	0.9809434	0.9925080
sal + temp	N_Atlantic	(27.25,27.5]	0.9914254	0.9893427	0.9944522
sal + temp	N_Atlantic	(27.5,27.75]	0.9740847	0.9704296	0.9800901
sal + temp	N_Atlantic	(27.75,27.85]	0.9353411	0.9254792	0.9470721
sal + temp	N_Atlantic	(27.85,27.95]	0.8766166	0.8722769	0.8847783
sal + temp	N_Atlantic	(27.95,28.05]	0.7317372	0.6678384	0.7996655
sal + temp	N_Atlantic	(28.05,28.1]	0.3313173	0.0976861	0.5564943
sal + temp	N_Atlantic	(28.1,28.15]	0.0317958	-0.5238684	0.4648120
sal + temp	N_Atlantic	(28.15,28.2]	0.6514340	0.6250649	0.6679200
sal + temp	N_Atlantic	(28.2, Inf]	-0.1259201	-0.5828764	0.7830312
sal + temp	N_Pacific	(-Inf,26]	0.9479912	0.8928635	0.9820709
sal + temp	N_Pacific	(26,26.5]	0.9677578	0.9575806	0.9747914
sal + temp	N_Pacific	(26.5,26.75]	0.9520856	0.9438769	0.9646913
sal + temp	N_Pacific	(26.75,27]	0.9595282	0.9542440	0.9664412
sal + temp	N_Pacific	(27,27.25]	0.9363400	0.9338369	0.9389828
sal + temp	N_Pacific	(27.25,27.5]	0.5277533	0.4496878	0.5722814
sal + temp	N_Pacific	(27.5,27.75]	-0.2744083	-0.4355273	-0.1909208
sal + temp	N_Pacific	(27.75,27.85]	-0.4933128	-0.5258966	-0.4476218
sal + temp	N_Pacific	(27.85,27.95]	-0.6439796	-0.7747171	-0.5754080
sal + temp	N_Pacific	(27.95,28.05]	-0.8044544	-0.8354035	-0.7510948
sal + temp	N_Pacific	(28.05,28.1]	-0.2404230	-0.2832753	-0.1645741
sal + temp	N_Pacific	(28.1,28.2]	-0.8887150	-0.9102836	-0.8679076
sal + temp	N_Pacific	(28.2,28.3]	-0.4905311	-0.5721876	-0.3904994
sal + temp	N_Pacific	(28.3, Inf]	0.5727908	0.3283881	0.7241917
sal + temp	Pacific	(-Inf,26]	0.7818641	0.7029395	0.8623016
sal + temp	Pacific	(26,26.5]	0.9298347	0.9220419	0.9435455
sal + temp	Pacific	(26.5,26.75]	0.9678067	0.9563384	0.9786160
sal + temp	Pacific	(26.75,27]	0.9467015	0.9183397	0.9655743
sal + temp	Pacific	(27,27.25]	0.9181468	0.8972760	0.9336616
sal + temp	Pacific	(27.25,27.5]	0.7766109	0.7034187	0.8290345
sal + temp	Pacific	(27.5,27.75]	0.4861762	0.4435614	0.5320013
sal + temp	Pacific	(27.75,27.85]	0.5618146	0.5372700	0.5778938
sal + temp	Pacific	(27.85,27.95]	0.1532661	0.0682101	0.1958101
sal + temp	Pacific	(27.95,28.05]	-0.1182026	-0.1566910	-0.0883593
sal + temp	Pacific	(28.05,28.1]	0.3576832	0.3119583	0.3985584
sal + temp	Pacific	(28.1,28.2]	-0.3238423	-0.5312455	-0.2188145
sal + temp	Pacific	(28.2,28.3]	0.1032454	0.0521972	0.1407425
sal + temp	Pacific	(28.3, Inf]	0.9791259	0.9758669	0.9821120
sal + temp	SO	(26,26.5]	0.9370990	0.9105003	0.9655261
sal + temp	SO	(26.5,26.75]	0.9853768	0.9828422	0.9867350
sal + temp	SO	(26.75,27]	0.9617307	0.9513553	0.9680651
sal + temp	SO	(27,27.25]	0.9430449	0.9324088	0.9512270
sal + temp	SO	(27.25,27.5]	0.9212563	0.9173849	0.9277232
sal + temp	SO	(27.5,27.75]	0.8091555	0.7777180	0.8303282
sal + temp	SO	(27.75,27.85]	0.9235493	0.9106399	0.9318442
sal + temp	SO	(27.85,27.95]	0.9399402	0.9374358	0.9421681
sal + temp	SO	(27.95,28.05]	0.9327259	0.9060415	0.9513205
sal + temp	SO	(28.05,28.1]	0.9355379	0.9157693	0.9561088
sal + temp	SO	(28.1,28.15]	0.9321703	0.9168596	0.9429903
sal + temp	SO	(28.1,28.2]	0.8495665	0.8216670	0.8702152
sal + temp	SO	(28.15,28.2]	0.9114163	0.8744667	0.9570894
sal + temp	SO	(28.2, Inf]	0.4487832	0.2565661	0.5631125
sal + temp	SO	(28.2,28.3]	0.8691498	0.8612835	0.8791006
sal + temp	SO	(28.3, Inf]	0.7144766	0.3646923	0.9141529
silicate + phosphate	Atlantic	(-Inf,26]	-0.3312595	-0.7543320	-0.0085748
silicate + phosphate	Atlantic	(26,26.5]	0.0303912	-0.1111654	0.1758842
silicate + phosphate	Atlantic	(26.5,26.75]	0.5504425	0.5279408	0.5778716
silicate + phosphate	Atlantic	(26.75,27]	0.8200586	0.7956995	0.8484872
silicate + phosphate	Atlantic	(27,27.25]	0.7593042	0.7188505	0.8124678
silicate + phosphate	Atlantic	(27.25,27.5]	0.7399512	0.6940100	0.7741436
silicate + phosphate	Atlantic	(27.5,27.75]	0.8415176	0.7772685	0.8914936
silicate + phosphate	Atlantic	(27.75,27.85]	0.8937935	0.8541420	0.9375855
silicate + phosphate	Atlantic	(27.85,27.95]	0.9304139	0.8903481	0.9625756
silicate + phosphate	Atlantic	(27.95,28.05]	0.9554102	0.9217059	0.9819186
silicate + phosphate	Atlantic	(28.05,28.1]	0.9794223	0.9680418	0.9892757
silicate + phosphate	Atlantic	(28.1,28.15]	0.9762248	0.9629320	0.9882038
silicate + phosphate	Atlantic	(28.15,28.2]	0.9551428	0.9526304	0.9595682
silicate + phosphate	Atlantic	(28.2, Inf]	0.9829243	0.9785329	0.9877581
silicate + phosphate	Indian	(-Inf,26]	0.8960298	0.8383016	0.9346033
silicate + phosphate	Indian	(26,26.5]	0.9250998	0.9106370	0.9345496
silicate + phosphate	Indian	(26.5,26.75]	0.9565339	0.9493796	0.9692222
silicate + phosphate	Indian	(26.75,27]	0.9715067	0.9665957	0.9752304
silicate + phosphate	Indian	(27,27.25]	0.9763848	0.9695953	0.9875492
silicate + phosphate	Indian	(27.25,27.5]	0.9767971	0.9701881	0.9854258
silicate + phosphate	Indian	(27.5,27.75]	0.9664616	0.9505568	0.9787812
silicate + phosphate	Indian	(27.75,27.85]	0.9813791	0.9735113	0.9931929
silicate + phosphate	Indian	(27.85,27.95]	0.9811331	0.9726172	0.9919642
silicate + phosphate	Indian	(27.95,28.05]	0.9725541	0.9596823	0.9850967
silicate + phosphate	Indian	(28.05,28.1]	0.9856997	0.9803489	0.9938346
silicate + phosphate	Indian	(28.1,28.2]	0.9168498	0.8635032	0.9479460
silicate + phosphate	Indian	(28.2,28.3]	0.8030160	0.7746192	0.8173293
silicate + phosphate	Indian	(28.3, Inf]	0.8919737	0.8213939	0.9467818
silicate + phosphate	N_Atlantic	(-Inf,26]	-0.4429573	-0.4429573	-0.4429573
silicate + phosphate	N_Atlantic	(26,26.5]	0.9414249	0.9414249	0.9414249
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.7597472	0.5680862	0.9250794
silicate + phosphate	N_Atlantic	(26.75,27]	0.8142808	0.7880964	0.8417412
silicate + phosphate	N_Atlantic	(27,27.25]	0.8984881	0.8229060	0.9530388
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9285711	0.8985351	0.9561676
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9522451	0.9417315	0.9646679
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.7765526	0.7230336	0.8060284
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.6297884	0.5729467	0.7131399
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.6802613	0.5751822	0.7852216
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.3563471	0.1767604	0.5505038
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.7843937	0.7480065	0.8427355
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9807194	0.9782036	0.9839020
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9869697	0.9786511	0.9982876
silicate + phosphate	N_Pacific	(-Inf,26]	0.8710229	0.7509422	0.9572062
silicate + phosphate	N_Pacific	(26,26.5]	0.8483564	0.7978122	0.9168385
silicate + phosphate	N_Pacific	(26.5,26.75]	0.8893558	0.8625509	0.9262582
silicate + phosphate	N_Pacific	(26.75,27]	0.8232655	0.7490515	0.8894141
silicate + phosphate	N_Pacific	(27,27.25]	0.7877489	0.6527075	0.8570776
silicate + phosphate	N_Pacific	(27.25,27.5]	0.8268106	0.8198696	0.8303078
silicate + phosphate	N_Pacific	(27.5,27.75]	0.8079552	0.7948286	0.8229588
silicate + phosphate	N_Pacific	(27.75,27.85]	0.6946296	0.5403277	0.8429216
silicate + phosphate	N_Pacific	(27.85,27.95]	0.5735067	0.2606809	0.7513073
silicate + phosphate	N_Pacific	(27.95,28.05]	0.3390184	0.0325477	0.5687181
silicate + phosphate	N_Pacific	(28.05,28.1]	0.7071646	0.6078338	0.8085036
silicate + phosphate	N_Pacific	(28.1,28.2]	0.3122234	0.2217102	0.4171586
silicate + phosphate	N_Pacific	(28.2,28.3]	0.8769791	0.8669173	0.8872425
silicate + phosphate	N_Pacific	(28.3, Inf]	0.9955675	0.9906164	0.9996968
silicate + phosphate	Pacific	(-Inf,26]	0.8991322	0.8755939	0.9290143
silicate + phosphate	Pacific	(26,26.5]	0.9096296	0.8668022	0.9382976
silicate + phosphate	Pacific	(26.5,26.75]	0.8582116	0.7976346	0.9023853
silicate + phosphate	Pacific	(26.75,27]	0.8682947	0.8460442	0.8838680
silicate + phosphate	Pacific	(27,27.25]	0.9167443	0.8937322	0.9298931
silicate + phosphate	Pacific	(27.25,27.5]	0.9392256	0.9097547	0.9558904
silicate + phosphate	Pacific	(27.5,27.75]	0.9449538	0.9231747	0.9574928
silicate + phosphate	Pacific	(27.75,27.85]	0.9599420	0.9380267	0.9747410
silicate + phosphate	Pacific	(27.85,27.95]	0.9568474	0.9323898	0.9741911
silicate + phosphate	Pacific	(27.95,28.05]	0.9515397	0.9294982	0.9654123
silicate + phosphate	Pacific	(28.05,28.1]	0.9797142	0.9716661	0.9837863
silicate + phosphate	Pacific	(28.1,28.2]	0.8435066	0.7762834	0.8813718
silicate + phosphate	Pacific	(28.2,28.3]	0.8196915	0.8115009	0.8308783
silicate + phosphate	Pacific	(28.3, Inf]	0.9753267	0.9724926	0.9796838
silicate + phosphate	SO	(26,26.5]	0.8281427	0.6300002	0.9982831
silicate + phosphate	SO	(26.5,26.75]	0.4135273	-0.0396405	0.6499260
silicate + phosphate	SO	(26.75,27]	0.7807639	0.7315086	0.8066931
silicate + phosphate	SO	(27,27.25]	0.9358170	0.9298737	0.9392878
silicate + phosphate	SO	(27.25,27.5]	0.9733211	0.9716272	0.9750994
silicate + phosphate	SO	(27.5,27.75]	0.9792974	0.9742389	0.9819961
silicate + phosphate	SO	(27.75,27.85]	0.9834490	0.9782135	0.9873942
silicate + phosphate	SO	(27.85,27.95]	0.9856793	0.9788660	0.9893743
silicate + phosphate	SO	(27.95,28.05]	0.9829666	0.9779760	0.9870621
silicate + phosphate	SO	(28.05,28.1]	0.9687614	0.9522765	0.9774910
silicate + phosphate	SO	(28.1,28.15]	0.8950109	0.8088354	0.9538426
silicate + phosphate	SO	(28.1,28.2]	0.9646534	0.9525148	0.9768959
silicate + phosphate	SO	(28.15,28.2]	0.8412340	0.7728873	0.9408694
silicate + phosphate	SO	(28.2, Inf]	0.8555347	0.8414496	0.8823111
silicate + phosphate	SO	(28.2,28.3]	0.9413122	0.9294268	0.9595337
silicate + phosphate	SO	(28.3, Inf]	0.9474761	0.9373858	0.9577395
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.4168285	-0.6957630	0.0493996
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3836291	-0.4377112	-0.3339504
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0324215	-0.1589222	0.0819001
silicate + phosphate_star	Atlantic	(26.75,27]	0.4379235	0.3296881	0.4938361
silicate + phosphate_star	Atlantic	(27,27.25]	0.8671462	0.8472551	0.8877623
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.9682362	0.9649232	0.9726309
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9758749	0.9693148	0.9797794
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9893691	0.9842008	0.9921574
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9891349	0.9844459	0.9924732
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9911364	0.9868823	0.9941641
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9940951	0.9912236	0.9970323
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9890768	0.9823731	0.9948327
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9708515	0.9677566	0.9767425
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9887572	0.9870520	0.9912257
silicate + phosphate_star	Indian	(-Inf,26]	0.9319197	0.9079023	0.9509841
silicate + phosphate_star	Indian	(26,26.5]	0.8595782	0.7928945	0.8990734
silicate + phosphate_star	Indian	(26.5,26.75]	0.7841147	0.6353052	0.8620372
silicate + phosphate_star	Indian	(26.75,27]	0.6390077	0.4564391	0.7345698
silicate + phosphate_star	Indian	(27,27.25]	0.6840176	0.5506988	0.7590080
silicate + phosphate_star	Indian	(27.25,27.5]	0.4657275	0.3067042	0.5872330
silicate + phosphate_star	Indian	(27.5,27.75]	0.1660792	0.0897266	0.2964883
silicate + phosphate_star	Indian	(27.75,27.85]	-0.5777203	-0.6658966	-0.4496969
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6110202	-0.6497847	-0.5458225
silicate + phosphate_star	Indian	(27.95,28.05]	-0.4260973	-0.4653174	-0.3904415
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4318880	-0.5560594	-0.2822733
silicate + phosphate_star	Indian	(28.1,28.2]	0.6982155	0.5040608	0.8303462
silicate + phosphate_star	Indian	(28.2,28.3]	0.9530813	0.9469576	0.9590236
silicate + phosphate_star	Indian	(28.3, Inf]	0.1794758	0.1736086	0.1839331
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.8467087	0.8467087	0.8467087
silicate + phosphate_star	N_Atlantic	(26,26.5]	-0.3463022	-0.3463022	-0.3463022
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.2189791	-0.5088205	0.0322450
silicate + phosphate_star	N_Atlantic	(26.75,27]	-0.6435829	-0.7245693	-0.5329759
silicate + phosphate_star	N_Atlantic	(27,27.25]	-0.8677875	-0.9337635	-0.7696661
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	-0.6765954	-0.8268498	-0.5038370
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3083225	-0.3374797	-0.2769770
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.5474300	0.4235048	0.7598667
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.8979490	0.8813766	0.9185432
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8879740	0.8527884	0.9358716
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.4790113	0.3175441	0.5895367
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.7600979	0.7183275	0.8378414
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9660785	0.9618223	0.9693842
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9879851	0.9852264	0.9903320
silicate + phosphate_star	N_Pacific	(-Inf,26]	-0.0036834	-0.3893576	0.1924288
silicate + phosphate_star	N_Pacific	(26,26.5]	0.1366303	-0.0804714	0.4056131
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.2861844	0.1829144	0.3774302
silicate + phosphate_star	N_Pacific	(26.75,27]	-0.1112688	-0.1743818	-0.0070046
silicate + phosphate_star	N_Pacific	(27,27.25]	0.0721517	0.0313156	0.1111982
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8808433	0.8392022	0.9052219
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.9040576	0.8760048	0.9347406
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.7059284	0.6750352	0.7447853
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.4164860	0.3364586	0.5685652
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.2510655	0.2266351	0.2853843
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.4237512	-0.4928481	-0.3754416
silicate + phosphate_star	N_Pacific	(28.1,28.2]	-0.1239701	-0.2339105	0.0057728
silicate + phosphate_star	N_Pacific	(28.2,28.3]	-0.4472512	-0.7128021	-0.2827060
silicate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9295829	-0.9920455	-0.8694292
silicate + phosphate_star	Pacific	(-Inf,26]	0.8591647	0.8482350	0.8756710
silicate + phosphate_star	Pacific	(26,26.5]	0.8935839	0.8895629	0.9005061
silicate + phosphate_star	Pacific	(26.5,26.75]	0.8999306	0.8661460	0.9217486
silicate + phosphate_star	Pacific	(26.75,27]	0.8808633	0.8592642	0.9154036
silicate + phosphate_star	Pacific	(27,27.25]	0.8373478	0.7924782	0.8737430
silicate + phosphate_star	Pacific	(27.25,27.5]	0.7382041	0.6785963	0.7916839
silicate + phosphate_star	Pacific	(27.5,27.75]	0.5947207	0.5459924	0.6573153
silicate + phosphate_star	Pacific	(27.75,27.85]	0.3337092	0.1393087	0.4746433
silicate + phosphate_star	Pacific	(27.85,27.95]	0.3532269	0.2769805	0.4519446
silicate + phosphate_star	Pacific	(27.95,28.05]	0.3624809	0.3402022	0.3816179
silicate + phosphate_star	Pacific	(28.05,28.1]	0.4517371	0.4141250	0.5017302
silicate + phosphate_star	Pacific	(28.1,28.2]	0.4389878	0.4000090	0.4717844
silicate + phosphate_star	Pacific	(28.2,28.3]	0.2772517	0.1630018	0.3473164
silicate + phosphate_star	Pacific	(28.3, Inf]	-0.7858974	-0.7991281	-0.7751155
silicate + phosphate_star	SO	(26,26.5]	-0.0360375	-0.4344742	0.7404520
silicate + phosphate_star	SO	(26.5,26.75]	-0.0971448	-0.5624967	0.1930114
silicate + phosphate_star	SO	(26.75,27]	0.1742988	0.0113018	0.2590394
silicate + phosphate_star	SO	(27,27.25]	0.4205816	0.3758568	0.4445257
silicate + phosphate_star	SO	(27.25,27.5]	0.1021089	0.0576638	0.1816458
silicate + phosphate_star	SO	(27.5,27.75]	-0.0093629	-0.0323633	0.0147334
silicate + phosphate_star	SO	(27.75,27.85]	-0.5243308	-0.5641744	-0.4651517
silicate + phosphate_star	SO	(27.85,27.95]	-0.4510997	-0.5624829	-0.3531408
silicate + phosphate_star	SO	(27.95,28.05]	-0.3966717	-0.6771958	-0.1056380
silicate + phosphate_star	SO	(28.05,28.1]	-0.3308000	-0.5434998	-0.0153569
silicate + phosphate_star	SO	(28.1,28.15]	0.5517766	0.2411992	0.7939382
silicate + phosphate_star	SO	(28.1,28.2]	-0.5073251	-0.5626157	-0.4567744
silicate + phosphate_star	SO	(28.15,28.2]	0.4742322	0.1620606	0.8113531
silicate + phosphate_star	SO	(28.2, Inf]	0.7414020	0.6661108	0.8119275
silicate + phosphate_star	SO	(28.2,28.3]	-0.6250049	-0.6324459	-0.6110369
silicate + phosphate_star	SO	(28.3, Inf]	-0.2291275	-0.3207855	-0.1242419
temp + aou	Atlantic	(-Inf,26]	-0.7524212	-0.8676680	-0.6089679
temp + aou	Atlantic	(26,26.5]	-0.4118800	-0.5337706	-0.3492537
temp + aou	Atlantic	(26.5,26.75]	-0.0087989	-0.0749056	0.0300863
temp + aou	Atlantic	(26.75,27]	0.1429853	0.0218268	0.2380822
temp + aou	Atlantic	(27,27.25]	0.2145336	0.1368355	0.2665161
temp + aou	Atlantic	(27.25,27.5]	0.1658027	0.1432986	0.2103958
temp + aou	Atlantic	(27.5,27.75]	-0.0213196	-0.0446860	-0.0043399
temp + aou	Atlantic	(27.75,27.85]	-0.2583096	-0.2868384	-0.2187184
temp + aou	Atlantic	(27.85,27.95]	-0.4451319	-0.5837429	-0.2762976
temp + aou	Atlantic	(27.95,28.05]	-0.4798604	-0.6409910	-0.2456865
temp + aou	Atlantic	(28.05,28.1]	-0.7226232	-0.7987181	-0.6430817
temp + aou	Atlantic	(28.1,28.15]	-0.7007340	-0.8106775	-0.5641845
temp + aou	Atlantic	(28.15,28.2]	-0.8037681	-0.8223161	-0.7830306
temp + aou	Atlantic	(28.2, Inf]	-0.9515268	-0.9690056	-0.9400796
temp + aou	Indian	(-Inf,26]	-0.6405914	-0.7173591	-0.5661297
temp + aou	Indian	(26,26.5]	-0.4681737	-0.6076518	-0.3300936
temp + aou	Indian	(26.5,26.75]	-0.4088259	-0.4435257	-0.3748139
temp + aou	Indian	(26.75,27]	-0.2316916	-0.2565109	-0.2108021
temp + aou	Indian	(27,27.25]	-0.0875064	-0.1325912	-0.0350499
temp + aou	Indian	(27.25,27.5]	0.2005662	0.1265639	0.2453284
temp + aou	Indian	(27.5,27.75]	0.4497346	0.4053428	0.5188150
temp + aou	Indian	(27.75,27.85]	0.8530730	0.8134979	0.8790290
temp + aou	Indian	(27.85,27.95]	0.8680513	0.8438920	0.8853096
temp + aou	Indian	(27.95,28.05]	0.8500403	0.8287311	0.8654977
temp + aou	Indian	(28.05,28.1]	0.9488535	0.9308448	0.9676264
temp + aou	Indian	(28.1,28.2]	0.8152710	0.7932190	0.8381637
temp + aou	Indian	(28.2,28.3]	0.7566455	0.7318849	0.8046327
temp + aou	Indian	(28.3, Inf]	0.5580344	0.3180905	0.7068897
temp + aou	N_Atlantic	(-Inf,26]	-0.1721598	-0.1721598	-0.1721598
temp + aou	N_Atlantic	(26,26.5]	0.4812422	0.4812422	0.4812422
temp + aou	N_Atlantic	(26.5,26.75]	0.2383468	-0.6413280	0.7515119
temp + aou	N_Atlantic	(26.75,27]	0.5941390	0.4551135	0.7027757
temp + aou	N_Atlantic	(27,27.25]	0.8090410	0.6780714	0.9094974
temp + aou	N_Atlantic	(27.25,27.5]	0.8214802	0.7807661	0.8727678
temp + aou	N_Atlantic	(27.5,27.75]	0.6680751	0.5564561	0.7728817
temp + aou	N_Atlantic	(27.75,27.85]	0.8106587	0.7680594	0.8886147
temp + aou	N_Atlantic	(27.85,27.95]	0.9665774	0.9466041	0.9815685
temp + aou	N_Atlantic	(27.95,28.05]	0.9342280	0.9067061	0.9538548
temp + aou	N_Atlantic	(28.05,28.1]	0.3797830	0.2340129	0.6166405
temp + aou	N_Atlantic	(28.1,28.15]	-0.1707282	-0.2049321	-0.1328381
temp + aou	N_Atlantic	(28.15,28.2]	-0.3497932	-0.4857790	-0.1940026
temp + aou	N_Atlantic	(28.2, Inf]	0.1567558	-0.7394136	0.6932807
temp + aou	N_Pacific	(-Inf,26]	0.5388922	0.3864960	0.7727877
temp + aou	N_Pacific	(26,26.5]	-0.1552005	-0.3206805	0.0677717
temp + aou	N_Pacific	(26.5,26.75]	-0.2678034	-0.3815024	-0.1652995
temp + aou	N_Pacific	(26.75,27]	0.3691466	0.2622316	0.5290189
temp + aou	N_Pacific	(27,27.25]	0.2795381	0.1097535	0.4744327
temp + aou	N_Pacific	(27.25,27.5]	-0.5660874	-0.7861872	-0.4463195
temp + aou	N_Pacific	(27.5,27.75]	-0.4424905	-0.5231156	-0.3522681
temp + aou	N_Pacific	(27.75,27.85]	-0.0472336	-0.2124833	0.0966708
temp + aou	N_Pacific	(27.85,27.95]	0.4312859	0.2757501	0.5787020
temp + aou	N_Pacific	(27.95,28.05]	0.7181027	0.6572957	0.7594673
temp + aou	N_Pacific	(28.05,28.1]	0.7040551	0.4693131	0.8332066
temp + aou	N_Pacific	(28.1,28.2]	0.9589023	0.9384386	0.9749831
temp + aou	N_Pacific	(28.2,28.3]	0.7737614	0.7299686	0.8152000
temp + aou	N_Pacific	(28.3, Inf]	0.3853241	0.2582731	0.4918023
temp + aou	Pacific	(-Inf,26]	-0.4918163	-0.6087179	-0.3837541
temp + aou	Pacific	(26,26.5]	-0.5608167	-0.6529660	-0.4128737
temp + aou	Pacific	(26.5,26.75]	-0.5029855	-0.6812427	-0.2216551
temp + aou	Pacific	(26.75,27]	-0.5708829	-0.6892836	-0.3466579
temp + aou	Pacific	(27,27.25]	-0.6324730	-0.7155751	-0.4841094
temp + aou	Pacific	(27.25,27.5]	-0.5203106	-0.6546833	-0.2974781
temp + aou	Pacific	(27.5,27.75]	-0.3000420	-0.4122629	-0.1866058
temp + aou	Pacific	(27.75,27.85]	0.0570644	-0.0792184	0.2129093
temp + aou	Pacific	(27.85,27.95]	0.1785121	0.1030154	0.2262235
temp + aou	Pacific	(27.95,28.05]	0.3233495	0.2467231	0.3655325
temp + aou	Pacific	(28.05,28.1]	0.4425777	0.3844388	0.4722975
temp + aou	Pacific	(28.1,28.2]	0.6136405	0.5700326	0.6715961
temp + aou	Pacific	(28.2,28.3]	0.7581012	0.7269744	0.7998706
temp + aou	Pacific	(28.3, Inf]	0.9328909	0.9099797	0.9541659
temp + aou	SO	(26,26.5]	0.7476126	0.5550211	0.8778310
temp + aou	SO	(26.5,26.75]	0.0504352	-0.1764465	0.4167868
temp + aou	SO	(26.75,27]	0.0048131	-0.1402971	0.2149308
temp + aou	SO	(27,27.25]	0.0105898	-0.0501805	0.1144682
temp + aou	SO	(27.25,27.5]	0.4313458	0.3082102	0.4971695
temp + aou	SO	(27.5,27.75]	0.2956865	0.2193352	0.3768190
temp + aou	SO	(27.75,27.85]	0.7354461	0.7270589	0.7497327
temp + aou	SO	(27.85,27.95]	0.7837207	0.7478863	0.8167399
temp + aou	SO	(27.95,28.05]	0.7805355	0.6921111	0.8313026
temp + aou	SO	(28.05,28.1]	0.7260738	0.6255287	0.7789858
temp + aou	SO	(28.1,28.15]	0.0909318	-0.2902355	0.4041418
temp + aou	SO	(28.1,28.2]	0.8195555	0.7909013	0.8546788
temp + aou	SO	(28.15,28.2]	-0.0293776	-0.5633029	0.4733346
temp + aou	SO	(28.2, Inf]	0.4382939	0.0841510	0.7164561
temp + aou	SO	(28.2,28.3]	0.8883991	0.8785052	0.8945808
temp + aou	SO	(28.3, Inf]	0.9723322	0.9676730	0.9785051
temp + nitrate	Atlantic	(-Inf,26]	-0.8189219	-0.9376675	-0.7137644
temp + nitrate	Atlantic	(26,26.5]	-0.3617058	-0.4617362	-0.2449465
temp + nitrate	Atlantic	(26.5,26.75]	-0.1060984	-0.1877429	-0.0633115
temp + nitrate	Atlantic	(26.75,27]	0.0284178	-0.0710209	0.1005280
temp + nitrate	Atlantic	(27,27.25]	-0.0670079	-0.0922804	-0.0361281
temp + nitrate	Atlantic	(27.25,27.5]	-0.3165163	-0.4275655	-0.2495226
temp + nitrate	Atlantic	(27.5,27.75]	-0.5140632	-0.6052812	-0.4325647
temp + nitrate	Atlantic	(27.75,27.85]	-0.7460163	-0.8051659	-0.7135347
temp + nitrate	Atlantic	(27.85,27.95]	-0.7450521	-0.8115065	-0.6476301
temp + nitrate	Atlantic	(27.95,28.05]	-0.6568105	-0.7480074	-0.5022746
temp + nitrate	Atlantic	(28.05,28.1]	-0.7841499	-0.8394328	-0.7257937
temp + nitrate	Atlantic	(28.1,28.15]	-0.7457135	-0.8406787	-0.6238142
temp + nitrate	Atlantic	(28.15,28.2]	-0.8335049	-0.8534602	-0.8081625
temp + nitrate	Atlantic	(28.2, Inf]	-0.9693680	-0.9779037	-0.9639715
temp + nitrate	Indian	(-Inf,26]	-0.6694254	-0.7632296	-0.5710564
temp + nitrate	Indian	(26,26.5]	-0.5527545	-0.7264447	-0.4423120
temp + nitrate	Indian	(26.5,26.75]	-0.5187172	-0.6123558	-0.4313994
temp + nitrate	Indian	(26.75,27]	-0.3919596	-0.4401658	-0.3074527
temp + nitrate	Indian	(27,27.25]	-0.2987124	-0.3609187	-0.2451862
temp + nitrate	Indian	(27.25,27.5]	-0.0582448	-0.1197783	-0.0160406
temp + nitrate	Indian	(27.5,27.75]	0.2059123	0.1417289	0.2967343
temp + nitrate	Indian	(27.75,27.85]	0.7905010	0.7450064	0.8168310
temp + nitrate	Indian	(27.85,27.95]	0.8225768	0.7967950	0.8398870
temp + nitrate	Indian	(27.95,28.05]	0.8069611	0.7871400	0.8246910
temp + nitrate	Indian	(28.05,28.1]	0.9359064	0.9218040	0.9555208
temp + nitrate	Indian	(28.1,28.2]	0.7974006	0.7806106	0.8093133
temp + nitrate	Indian	(28.2,28.3]	0.7594522	0.7341275	0.7922651
temp + nitrate	Indian	(28.3, Inf]	0.3614534	0.2764688	0.4839279
temp + nitrate	N_Atlantic	(-Inf,26]	-0.8825867	-0.8825867	-0.8825867
temp + nitrate	N_Atlantic	(26,26.5]	0.4744827	0.4744827	0.4744827
temp + nitrate	N_Atlantic	(26.5,26.75]	0.3215031	-0.4708913	0.7977374
temp + nitrate	N_Atlantic	(26.75,27]	0.6882219	0.4765848	0.8347175
temp + nitrate	N_Atlantic	(27,27.25]	0.8746965	0.7955404	0.9495817
temp + nitrate	N_Atlantic	(27.25,27.5]	0.7765735	0.6561455	0.8874764
temp + nitrate	N_Atlantic	(27.5,27.75]	0.6595058	0.5770592	0.7762326
temp + nitrate	N_Atlantic	(27.75,27.85]	0.8644757	0.8438770	0.8980537
temp + nitrate	N_Atlantic	(27.85,27.95]	0.8813332	0.8780682	0.8861645
temp + nitrate	N_Atlantic	(27.95,28.05]	0.7223586	0.6677970	0.8030166
temp + nitrate	N_Atlantic	(28.05,28.1]	0.1761983	-0.0487380	0.2898647
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.2121950	-0.6423920	0.1065494
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.4625355	-0.6360832	-0.2449027
temp + nitrate	N_Atlantic	(28.2, Inf]	0.3220818	-0.7600809	0.9022960
temp + nitrate	N_Pacific	(-Inf,26]	0.3447995	-0.0727708	0.8032534
temp + nitrate	N_Pacific	(26,26.5]	-0.2670991	-0.4263848	-0.0939749
temp + nitrate	N_Pacific	(26.5,26.75]	-0.3997964	-0.4899657	-0.3186881
temp + nitrate	N_Pacific	(26.75,27]	0.0739866	-0.0264226	0.2066379
temp + nitrate	N_Pacific	(27,27.25]	-0.0627042	-0.4400142	0.3296055
temp + nitrate	N_Pacific	(27.25,27.5]	-0.5747273	-0.7235405	-0.4917375
temp + nitrate	N_Pacific	(27.5,27.75]	-0.6689506	-0.7890109	-0.5210305
temp + nitrate	N_Pacific	(27.75,27.85]	-0.6479217	-0.6809848	-0.6064379
temp + nitrate	N_Pacific	(27.85,27.95]	-0.0747848	-0.2222458	0.0100909
temp + nitrate	N_Pacific	(27.95,28.05]	0.4923512	0.4357831	0.5802254
temp + nitrate	N_Pacific	(28.05,28.1]	0.6539739	0.4496531	0.7806639
temp + nitrate	N_Pacific	(28.1,28.2]	0.9446787	0.9342956	0.9572620
temp + nitrate	N_Pacific	(28.2,28.3]	0.7658072	0.7289956	0.8050746
temp + nitrate	N_Pacific	(28.3, Inf]	0.4586387	0.3218175	0.6666186
temp + nitrate	Pacific	(-Inf,26]	-0.6777696	-0.7582475	-0.5758429
temp + nitrate	Pacific	(26,26.5]	-0.7118908	-0.7729003	-0.6009598
temp + nitrate	Pacific	(26.5,26.75]	-0.7137766	-0.8281170	-0.5288478
temp + nitrate	Pacific	(26.75,27]	-0.7570807	-0.8190406	-0.6357725
temp + nitrate	Pacific	(27,27.25]	-0.7811310	-0.8177585	-0.7183251
temp + nitrate	Pacific	(27.25,27.5]	-0.6961320	-0.7683723	-0.5835820
temp + nitrate	Pacific	(27.5,27.75]	-0.4953349	-0.5769672	-0.4194512
temp + nitrate	Pacific	(27.75,27.85]	-0.0369722	-0.1811208	0.1177600
temp + nitrate	Pacific	(27.85,27.95]	0.0981120	0.0149331	0.1599073
temp + nitrate	Pacific	(27.95,28.05]	0.2585851	0.1735037	0.3040231
temp + nitrate	Pacific	(28.05,28.1]	0.4152286	0.3457140	0.4595506
temp + nitrate	Pacific	(28.1,28.2]	0.5559489	0.5136493	0.6144937
temp + nitrate	Pacific	(28.2,28.3]	0.7303531	0.7056954	0.7777437
temp + nitrate	Pacific	(28.3, Inf]	0.9174224	0.8888664	0.9421100
temp + nitrate	SO	(26,26.5]	-0.0089739	-0.6530084	0.5301320
temp + nitrate	SO	(26.5,26.75]	-0.6583675	-0.6844016	-0.6381934
temp + nitrate	SO	(26.75,27]	-0.6177622	-0.6783612	-0.5357023
temp + nitrate	SO	(27,27.25]	-0.5514785	-0.5774672	-0.5180598
temp + nitrate	SO	(27.25,27.5]	-0.1556724	-0.2457361	-0.1044192
temp + nitrate	SO	(27.5,27.75]	-0.0929252	-0.1562622	-0.0510163
temp + nitrate	SO	(27.75,27.85]	0.5683148	0.5405187	0.5855485
temp + nitrate	SO	(27.85,27.95]	0.5857557	0.5501308	0.6502197
temp + nitrate	SO	(27.95,28.05]	0.5020436	0.2500008	0.6972232
temp + nitrate	SO	(28.05,28.1]	0.3557777	0.0655557	0.5335192
temp + nitrate	SO	(28.1,28.15]	-0.7412257	-0.8214042	-0.6654006
temp + nitrate	SO	(28.1,28.2]	0.5601001	0.4736522	0.6643601
temp + nitrate	SO	(28.15,28.2]	-0.7405530	-0.8708262	-0.5616495
temp + nitrate	SO	(28.2, Inf]	-0.5132838	-0.6150168	-0.3824807
temp + nitrate	SO	(28.2,28.3]	0.6834171	0.6506446	0.7476397
temp + nitrate	SO	(28.3, Inf]	0.8810158	0.8290215	0.9168115
temp + phosphate	Atlantic	(-Inf,26]	-0.4777258	-0.6685381	-0.2340015
temp + phosphate	Atlantic	(26,26.5]	-0.6463997	-0.7875762	-0.5305619
temp + phosphate	Atlantic	(26.5,26.75]	-0.3542919	-0.4285280	-0.2841576
temp + phosphate	Atlantic	(26.75,27]	-0.1433639	-0.2634436	-0.0357825
temp + phosphate	Atlantic	(27,27.25]	-0.2242385	-0.2769220	-0.1533630
temp + phosphate	Atlantic	(27.25,27.5]	-0.4325358	-0.5618941	-0.3508972
temp + phosphate	Atlantic	(27.5,27.75]	-0.5709650	-0.6608802	-0.4922382
temp + phosphate	Atlantic	(27.75,27.85]	-0.7846369	-0.8354639	-0.7563168
temp + phosphate	Atlantic	(27.85,27.95]	-0.7737739	-0.8293542	-0.6889574
temp + phosphate	Atlantic	(27.95,28.05]	-0.6753354	-0.7505831	-0.5359802
temp + phosphate	Atlantic	(28.05,28.1]	-0.8024450	-0.8511449	-0.7511668
temp + phosphate	Atlantic	(28.1,28.15]	-0.7709109	-0.8540373	-0.6638673
temp + phosphate	Atlantic	(28.15,28.2]	-0.8576710	-0.8683008	-0.8488617
temp + phosphate	Atlantic	(28.2, Inf]	-0.9658642	-0.9793860	-0.9589767
temp + phosphate	Indian	(-Inf,26]	-0.6556840	-0.7413940	-0.6120785
temp + phosphate	Indian	(26,26.5]	-0.5507407	-0.7005577	-0.3984910
temp + phosphate	Indian	(26.5,26.75]	-0.5053169	-0.5599839	-0.4640582
temp + phosphate	Indian	(26.75,27]	-0.3596909	-0.3816520	-0.3227993
temp + phosphate	Indian	(27,27.25]	-0.2255930	-0.2706819	-0.1809202
temp + phosphate	Indian	(27.25,27.5]	0.0252234	-0.0452118	0.0716141
temp + phosphate	Indian	(27.5,27.75]	0.2718138	0.2107141	0.3723348
temp + phosphate	Indian	(27.75,27.85]	0.8069316	0.7564455	0.8375440
temp + phosphate	Indian	(27.85,27.95]	0.8308954	0.8011536	0.8498534
temp + phosphate	Indian	(27.95,28.05]	0.8150935	0.7973491	0.8269878
temp + phosphate	Indian	(28.05,28.1]	0.9403323	0.9195034	0.9611418
temp + phosphate	Indian	(28.1,28.2]	0.7841989	0.7422908	0.8092071
temp + phosphate	Indian	(28.2,28.3]	0.7276512	0.6997636	0.7774621
temp + phosphate	Indian	(28.3, Inf]	0.3870255	0.3382302	0.4709915
temp + phosphate	N_Atlantic	(-Inf,26]	0.1848163	0.1848163	0.1848163
temp + phosphate	N_Atlantic	(26,26.5]	0.3944834	0.3944834	0.3944834
temp + phosphate	N_Atlantic	(26.5,26.75]	0.0689992	-0.7449423	0.5779809
temp + phosphate	N_Atlantic	(26.75,27]	0.4989998	0.3179479	0.6347802
temp + phosphate	N_Atlantic	(27,27.25]	0.7889061	0.6427246	0.9135909
temp + phosphate	N_Atlantic	(27.25,27.5]	0.6674614	0.4803426	0.8249479
temp + phosphate	N_Atlantic	(27.5,27.75]	0.5669365	0.4797918	0.7055585
temp + phosphate	N_Atlantic	(27.75,27.85]	0.8402114	0.8265299	0.8582651
temp + phosphate	N_Atlantic	(27.85,27.95]	0.8313579	0.8206199	0.8371016
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6335883	0.5558851	0.7385985
temp + phosphate	N_Atlantic	(28.05,28.1]	0.0568893	-0.2004978	0.2062586
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.2803161	-0.7142447	0.0477260
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.4830274	-0.6522088	-0.2675456
temp + phosphate	N_Atlantic	(28.2, Inf]	0.3071890	-0.7346611	0.8772123
temp + phosphate	N_Pacific	(-Inf,26]	0.0435957	-0.4860340	0.6651933
temp + phosphate	N_Pacific	(26,26.5]	-0.4220019	-0.5525239	-0.2902056
temp + phosphate	N_Pacific	(26.5,26.75]	-0.4199495	-0.5102590	-0.3673907
temp + phosphate	N_Pacific	(26.75,27]	0.0048914	-0.0942751	0.1546465
temp + phosphate	N_Pacific	(27,27.25]	-0.0431258	-0.1932560	0.1162824
temp + phosphate	N_Pacific	(27.25,27.5]	-0.6354258	-0.7861198	-0.5347449
temp + phosphate	N_Pacific	(27.5,27.75]	-0.6470281	-0.6495914	-0.6434156
temp + phosphate	N_Pacific	(27.75,27.85]	-0.1874572	-0.3606389	-0.0490485
temp + phosphate	N_Pacific	(27.85,27.95]	0.2872992	0.0720950	0.4632144
temp + phosphate	N_Pacific	(27.95,28.05]	0.6290166	0.5424162	0.6850861
temp + phosphate	N_Pacific	(28.05,28.1]	0.6980485	0.4965371	0.8187047
temp + phosphate	N_Pacific	(28.1,28.2]	0.9518308	0.9290522	0.9683303
temp + phosphate	N_Pacific	(28.2,28.3]	0.7872367	0.7459725	0.8273020
temp + phosphate	N_Pacific	(28.3, Inf]	0.4696403	0.3636404	0.5295653
temp + phosphate	Pacific	(-Inf,26]	-0.6178883	-0.6956517	-0.5151249
temp + phosphate	Pacific	(26,26.5]	-0.6597334	-0.7268285	-0.5263013
temp + phosphate	Pacific	(26.5,26.75]	-0.6046210	-0.7566942	-0.3563266
temp + phosphate	Pacific	(26.75,27]	-0.6479821	-0.7516564	-0.4523582
temp + phosphate	Pacific	(27,27.25]	-0.6915833	-0.7680669	-0.5558690
temp + phosphate	Pacific	(27.25,27.5]	-0.5962905	-0.7183715	-0.3989485
temp + phosphate	Pacific	(27.5,27.75]	-0.3766719	-0.4883637	-0.2632973
temp + phosphate	Pacific	(27.75,27.85]	0.0309722	-0.1021925	0.1867997
temp + phosphate	Pacific	(27.85,27.95]	0.1482151	0.0715065	0.1965895
temp + phosphate	Pacific	(27.95,28.05]	0.2906153	0.2112204	0.3320151
temp + phosphate	Pacific	(28.05,28.1]	0.4367078	0.3737728	0.4723297
temp + phosphate	Pacific	(28.1,28.2]	0.5940549	0.5543391	0.6486191
temp + phosphate	Pacific	(28.2,28.3]	0.7538292	0.7230858	0.7976662
temp + phosphate	Pacific	(28.3, Inf]	0.9374130	0.9115748	0.9583276
temp + phosphate	SO	(26,26.5]	-0.1243714	-0.7174176	0.3545743
temp + phosphate	SO	(26.5,26.75]	-0.7262050	-0.7556998	-0.6993555
temp + phosphate	SO	(26.75,27]	-0.6185196	-0.6538381	-0.5564075
temp + phosphate	SO	(27,27.25]	-0.5723725	-0.5958734	-0.5419313
temp + phosphate	SO	(27.25,27.5]	-0.1780632	-0.2630824	-0.1292125
temp + phosphate	SO	(27.5,27.75]	-0.0853894	-0.1475763	-0.0466022
temp + phosphate	SO	(27.75,27.85]	0.5664681	0.5347330	0.5852318
temp + phosphate	SO	(27.85,27.95]	0.5699573	0.5330962	0.6387163
temp + phosphate	SO	(27.95,28.05]	0.4952072	0.2474925	0.6940217
temp + phosphate	SO	(28.05,28.1]	0.3704384	0.0915182	0.5408494
temp + phosphate	SO	(28.1,28.15]	-0.7293022	-0.8099231	-0.6560134
temp + phosphate	SO	(28.1,28.2]	0.5782118	0.5034908	0.6709070
temp + phosphate	SO	(28.15,28.2]	-0.7326956	-0.8603377	-0.5652814
temp + phosphate	SO	(28.2, Inf]	-0.4901602	-0.5579402	-0.3711103
temp + phosphate	SO	(28.2,28.3]	0.7139709	0.6870840	0.7665989
temp + phosphate	SO	(28.3, Inf]	0.8333907	0.7703965	0.8815214
temp + phosphate_star	Atlantic	(-Inf,26]	-0.3561228	-0.5981950	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8365456	-0.8664458	-0.7838569
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9033479	-0.9163102	-0.8836351
temp + phosphate_star	Atlantic	(26.75,27]	-0.9113499	-0.9306438	-0.8830067
temp + phosphate_star	Atlantic	(27,27.25]	-0.9376057	-0.9600489	-0.9233373
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9348863	-0.9557793	-0.9122695
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.8840413	-0.9062876	-0.8724420
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9491761	-0.9560440	-0.9450802
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9159665	-0.9290230	-0.8960303
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8247711	-0.8623744	-0.7695330
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.8785653	-0.9028039	-0.8533819
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8516033	-0.9037152	-0.7823761
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9083963	-0.9130373	-0.9026902
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9777554	-0.9854358	-0.9720022
temp + phosphate_star	Indian	(-Inf,26]	-0.7470280	-0.8327622	-0.6232959
temp + phosphate_star	Indian	(26,26.5]	-0.7960444	-0.9095528	-0.6765526
temp + phosphate_star	Indian	(26.5,26.75]	-0.8380100	-0.9223634	-0.7942570
temp + phosphate_star	Indian	(26.75,27]	-0.8680354	-0.9208501	-0.8360655
temp + phosphate_star	Indian	(27,27.25]	-0.8700290	-0.8886212	-0.8418999
temp + phosphate_star	Indian	(27.25,27.5]	-0.9131767	-0.9462067	-0.8815502
temp + phosphate_star	Indian	(27.5,27.75]	-0.9609486	-0.9768387	-0.9389357
temp + phosphate_star	Indian	(27.75,27.85]	-0.9694452	-0.9797714	-0.9622630
temp + phosphate_star	Indian	(27.85,27.95]	-0.9694030	-0.9750576	-0.9648276
temp + phosphate_star	Indian	(27.95,28.05]	-0.9219559	-0.9558739	-0.8978093
temp + phosphate_star	Indian	(28.05,28.1]	-0.7015569	-0.8505054	-0.5797813
temp + phosphate_star	Indian	(28.1,28.2]	-0.0684158	-0.5619854	0.2809622
temp + phosphate_star	Indian	(28.2,28.3]	0.2919020	0.1787992	0.3810086
temp + phosphate_star	Indian	(28.3, Inf]	-0.5675732	-0.8396087	-0.1845514
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.9809513	-0.9809513	-0.9809513
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8683983	-0.8683983	-0.8683983
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9683955	-0.9882078	-0.9387869
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.9057484	-0.9387023	-0.8758331
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.9651278	-0.9840289	-0.9358759
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9581173	-0.9670815	-0.9509234
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.8749715	-0.9064961	-0.8476272
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.2448321	-0.3574324	-0.1828496
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.0434079	0.0203598	0.0866918
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.1303876	-0.0152087	0.3014374
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.2375391	-0.4750337	-0.0274953
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.4094950	-0.8890083	-0.0375783
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.6075121	-0.7801203	-0.3757511
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.2775175	-0.7681136	0.8569400
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9688266	-0.9695190	-0.9680626
temp + phosphate_star	N_Pacific	(26,26.5]	-0.9742536	-0.9880118	-0.9572028
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.9405613	-0.9494759	-0.9291156
temp + phosphate_star	N_Pacific	(26.75,27]	-0.9690610	-0.9765511	-0.9621405
temp + phosphate_star	N_Pacific	(27,27.25]	-0.9527018	-0.9780340	-0.9272972
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.8147705	-0.8368919	-0.7721127
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.8561472	-0.8868312	-0.8254239
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.7742641	-0.8440595	-0.7379639
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.7733933	-0.8859911	-0.7106533
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.9204575	-0.9520250	-0.8923210
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.7537167	-0.8876132	-0.5797841
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.9301921	-0.9306420	-0.9297943
temp + phosphate_star	N_Pacific	(28.2,28.3]	-0.2705879	-0.2966663	-0.2339736
temp + phosphate_star	N_Pacific	(28.3, Inf]	-0.5805037	-0.7387890	-0.2996030
temp + phosphate_star	Pacific	(-Inf,26]	-0.9003871	-0.9174834	-0.8729814
temp + phosphate_star	Pacific	(26,26.5]	-0.9336434	-0.9537925	-0.9087733
temp + phosphate_star	Pacific	(26.5,26.75]	-0.9344840	-0.9599955	-0.8916313
temp + phosphate_star	Pacific	(26.75,27]	-0.9124921	-0.9384248	-0.8627255
temp + phosphate_star	Pacific	(27,27.25]	-0.9033929	-0.9252087	-0.8627227
temp + phosphate_star	Pacific	(27.25,27.5]	-0.8890293	-0.9151751	-0.8571700
temp + phosphate_star	Pacific	(27.5,27.75]	-0.8678974	-0.8944424	-0.8350680
temp + phosphate_star	Pacific	(27.75,27.85]	-0.7348925	-0.7873712	-0.7053915
temp + phosphate_star	Pacific	(27.85,27.95]	-0.7710573	-0.7841355	-0.7597994
temp + phosphate_star	Pacific	(27.95,28.05]	-0.7771127	-0.7996728	-0.7407831
temp + phosphate_star	Pacific	(28.05,28.1]	-0.3105363	-0.3985805	-0.1961512
temp + phosphate_star	Pacific	(28.1,28.2]	-0.5826781	-0.6199728	-0.5552023
temp + phosphate_star	Pacific	(28.2,28.3]	-0.2458891	-0.3471527	-0.1519491
temp + phosphate_star	Pacific	(28.3, Inf]	-0.8838158	-0.8944384	-0.8779527
temp + phosphate_star	SO	(26,26.5]	-0.9755075	-0.9995969	-0.9591301
temp + phosphate_star	SO	(26.5,26.75]	-0.9710096	-0.9801637	-0.9629182
temp + phosphate_star	SO	(26.75,27]	-0.9625724	-0.9669325	-0.9591379
temp + phosphate_star	SO	(27,27.25]	-0.9794497	-0.9815310	-0.9768237
temp + phosphate_star	SO	(27.25,27.5]	-0.9915443	-0.9938368	-0.9896588
temp + phosphate_star	SO	(27.5,27.75]	-0.9799368	-0.9838771	-0.9725956
temp + phosphate_star	SO	(27.75,27.85]	-0.9600565	-0.9727769	-0.9509268
temp + phosphate_star	SO	(27.85,27.95]	-0.9611122	-0.9741130	-0.9418579
temp + phosphate_star	SO	(27.95,28.05]	-0.9496751	-0.9651055	-0.9257863
temp + phosphate_star	SO	(28.05,28.1]	-0.9491457	-0.9638313	-0.9209858
temp + phosphate_star	SO	(28.1,28.15]	-0.9663769	-0.9774916	-0.9591509
temp + phosphate_star	SO	(28.1,28.2]	-0.9563194	-0.9615475	-0.9501847
temp + phosphate_star	SO	(28.15,28.2]	-0.9739437	-0.9822874	-0.9690003
temp + phosphate_star	SO	(28.2, Inf]	-0.8431003	-0.8697406	-0.8195955
temp + phosphate_star	SO	(28.2,28.3]	-0.9472219	-0.9559571	-0.9409255
temp + phosphate_star	SO	(28.3, Inf]	-0.8491677	-0.8625710	-0.8413483
temp + silicate	Atlantic	(-Inf,26]	-0.2776439	-0.8003479	0.6575504
temp + silicate	Atlantic	(26,26.5]	0.1182988	0.0800207	0.1909174
temp + silicate	Atlantic	(26.5,26.75]	0.1322091	0.0209649	0.2232368
temp + silicate	Atlantic	(26.75,27]	-0.2769106	-0.3196445	-0.2011615
temp + silicate	Atlantic	(27,27.25]	-0.7477138	-0.8118850	-0.7027964
temp + silicate	Atlantic	(27.25,27.5]	-0.8546175	-0.9000512	-0.8168848
temp + silicate	Atlantic	(27.5,27.75]	-0.7905600	-0.8286912	-0.7580053
temp + silicate	Atlantic	(27.75,27.85]	-0.9293629	-0.9342513	-0.9223144
temp + silicate	Atlantic	(27.85,27.95]	-0.9065011	-0.9251525	-0.8798418
temp + silicate	Atlantic	(27.95,28.05]	-0.8254570	-0.8654199	-0.7683176
temp + silicate	Atlantic	(28.05,28.1]	-0.8953962	-0.9096426	-0.8829397
temp + silicate	Atlantic	(28.1,28.15]	-0.8618560	-0.9024023	-0.8053847
temp + silicate	Atlantic	(28.15,28.2]	-0.8595494	-0.8869402	-0.8426351
temp + silicate	Atlantic	(28.2, Inf]	-0.9554113	-0.9671136	-0.9420923
temp + silicate	Indian	(-Inf,26]	-0.5614041	-0.6638590	-0.3734267
temp + silicate	Indian	(26,26.5]	-0.5941744	-0.6421628	-0.5028828
temp + silicate	Indian	(26.5,26.75]	-0.5425561	-0.5722472	-0.4965536
temp + silicate	Indian	(26.75,27]	-0.3743383	-0.4359088	-0.2830281
temp + silicate	Indian	(27,27.25]	-0.3438193	-0.4183755	-0.2245524
temp + silicate	Indian	(27.25,27.5]	-0.1285218	-0.2475375	-0.0281828
temp + silicate	Indian	(27.5,27.75]	0.0758295	-0.0639620	0.1875998
temp + silicate	Indian	(27.75,27.85]	0.7360053	0.6470376	0.7909341
temp + silicate	Indian	(27.85,27.95]	0.7642725	0.7006374	0.8055379
temp + silicate	Indian	(27.95,28.05]	0.7165239	0.6907283	0.7310760
temp + silicate	Indian	(28.05,28.1]	0.9199631	0.8877802	0.9525679
temp + silicate	Indian	(28.1,28.2]	0.5438237	0.3722303	0.6420387
temp + silicate	Indian	(28.2,28.3]	0.3744519	0.3126487	0.4492414
temp + silicate	Indian	(28.3, Inf]	0.4743994	0.2961604	0.6422732
temp + silicate	N_Atlantic	(-Inf,26]	-0.9089316	-0.9089316	-0.9089316
temp + silicate	N_Atlantic	(26,26.5]	0.6673838	0.6673838	0.6673838
temp + silicate	N_Atlantic	(26.5,26.75]	0.4000403	0.0861406	0.6161295
temp + silicate	N_Atlantic	(26.75,27]	0.8282172	0.7701488	0.8790619
temp + silicate	N_Atlantic	(27,27.25]	0.9382053	0.8958276	0.9685557
temp + silicate	N_Atlantic	(27.25,27.5]	0.8211036	0.7051709	0.9165359
temp + silicate	N_Atlantic	(27.5,27.75]	0.6865879	0.6483211	0.7546116
temp + silicate	N_Atlantic	(27.75,27.85]	0.5554076	0.4290634	0.6350908
temp + silicate	N_Atlantic	(27.85,27.95]	0.1829765	0.0810159	0.3084457
temp + silicate	N_Atlantic	(27.95,28.05]	0.0416067	-0.1868726	0.2798826
temp + silicate	N_Atlantic	(28.05,28.1]	-0.4279290	-0.6840563	-0.0794243
temp + silicate	N_Atlantic	(28.1,28.15]	-0.3179179	-0.6743604	0.0027216
temp + silicate	N_Atlantic	(28.15,28.2]	-0.5142844	-0.6682770	-0.3190602
temp + silicate	N_Atlantic	(28.2, Inf]	0.2395684	-0.7119505	0.7848218
temp + silicate	N_Pacific	(-Inf,26]	0.1752956	-0.0108846	0.5085832
temp + silicate	N_Pacific	(26,26.5]	-0.0960095	-0.4103877	0.1374198
temp + silicate	N_Pacific	(26.5,26.75]	-0.1850654	-0.3093300	-0.1096077
temp + silicate	N_Pacific	(26.75,27]	0.2742085	0.1619739	0.3350832
temp + silicate	N_Pacific	(27,27.25]	0.1106985	0.0381577	0.1865829
temp + silicate	N_Pacific	(27.25,27.5]	-0.6469612	-0.7788713	-0.5260008
temp + silicate	N_Pacific	(27.5,27.75]	-0.9440445	-0.9481273	-0.9407908
temp + silicate	N_Pacific	(27.75,27.85]	-0.7646683	-0.8042800	-0.7422694
temp + silicate	N_Pacific	(27.85,27.95]	-0.4252700	-0.5409808	-0.2417422
temp + silicate	N_Pacific	(27.95,28.05]	-0.3060915	-0.3263346	-0.2853263
temp + silicate	N_Pacific	(28.05,28.1]	0.2522139	0.1161711	0.3909104
temp + silicate	N_Pacific	(28.1,28.2]	0.1247414	0.0382835	0.2921778
temp + silicate	N_Pacific	(28.2,28.3]	0.6631718	0.5758950	0.7149262
temp + silicate	N_Pacific	(28.3, Inf]	0.4755651	0.3570185	0.5943585
temp + silicate	Pacific	(-Inf,26]	-0.7655510	-0.7990279	-0.7294975
temp + silicate	Pacific	(26,26.5]	-0.7895155	-0.8146383	-0.7552402
temp + silicate	Pacific	(26.5,26.75]	-0.8252187	-0.8676397	-0.7440757
temp + silicate	Pacific	(26.75,27]	-0.8473948	-0.9028539	-0.7697535
temp + silicate	Pacific	(27,27.25]	-0.8463560	-0.8850150	-0.7822835
temp + silicate	Pacific	(27.25,27.5]	-0.7580902	-0.8242214	-0.6520508
temp + silicate	Pacific	(27.5,27.75]	-0.5805681	-0.6623349	-0.5117149
temp + silicate	Pacific	(27.75,27.85]	-0.1444498	-0.2660402	-0.0193603
temp + silicate	Pacific	(27.85,27.95]	-0.0476010	-0.1164941	0.0300588
temp + silicate	Pacific	(27.95,28.05]	0.0747923	-0.0286861	0.1470412
temp + silicate	Pacific	(28.05,28.1]	0.3757362	0.3149749	0.4158846
temp + silicate	Pacific	(28.1,28.2]	0.1790795	0.0509025	0.2765651
temp + silicate	Pacific	(28.2,28.3]	0.6557339	0.6258303	0.6741055
temp + silicate	Pacific	(28.3, Inf]	0.9413378	0.9237818	0.9558491
temp + silicate	SO	(26,26.5]	0.1460743	-0.7564308	0.5974567
temp + silicate	SO	(26.5,26.75]	0.1617335	-0.0964712	0.5846783
temp + silicate	SO	(26.75,27]	-0.1341598	-0.2117815	0.0180476
temp + silicate	SO	(27,27.25]	-0.4430968	-0.5010984	-0.3547875
temp + silicate	SO	(27.25,27.5]	-0.1775742	-0.2806483	-0.1144105
temp + silicate	SO	(27.5,27.75]	-0.0767394	-0.1339893	-0.0450822
temp + silicate	SO	(27.75,27.85]	0.5442027	0.4869507	0.5954341
temp + silicate	SO	(27.85,27.95]	0.5273649	0.4768588	0.6017222
temp + silicate	SO	(27.95,28.05]	0.5407411	0.3472333	0.7181378
temp + silicate	SO	(28.05,28.1]	0.5251378	0.3388118	0.6376992
temp + silicate	SO	(28.1,28.15]	-0.4128489	-0.6322366	-0.1628854
temp + silicate	SO	(28.1,28.2]	0.6747411	0.6489242	0.7120873
temp + silicate	SO	(28.15,28.2]	-0.3605444	-0.6748519	-0.0826364
temp + silicate	SO	(28.2, Inf]	-0.3141490	-0.3775577	-0.1991046
temp + silicate	SO	(28.2,28.3]	0.8027838	0.7948458	0.8127760
temp + silicate	SO	(28.3, Inf]	0.6819849	0.6113199	0.7262344

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
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.6013896	0.3509391	0.8173817
aou	Atlantic	(26,26.5]	0.1878411	0.0833625	0.2972787
aou	Atlantic	(26.5,26.75]	-0.0024326	-0.2766483	0.1811988
aou	Atlantic	(26.75,27]	0.1132447	-0.2451690	0.3560244
aou	Atlantic	(27,27.25]	0.0146284	-0.3179713	0.2368026
aou	Atlantic	(27.25,27.5]	-0.0689442	-0.2462545	0.0829003
aou	Atlantic	(27.5,27.75]	-0.3651659	-0.4609880	-0.2799953
aou	Atlantic	(27.75,27.85]	-0.5200933	-0.5239109	-0.5143883
aou	Atlantic	(27.85,27.95]	-0.7751497	-0.8531561	-0.6927314
aou	Atlantic	(27.95,28.05]	-0.7214041	-0.7916606	-0.6497860
aou	Atlantic	(28.05,28.1]	-0.9781844	-0.9851868	-0.9690163
aou	Atlantic	(28.1,28.15]	-0.9814167	-0.9919247	-0.9671237
aou	Atlantic	(28.15,28.2]	-0.9775729	-0.9812909	-0.9745190
aou	Atlantic	(28.2, Inf]	-0.9906628	-0.9940928	-0.9888486
aou	Indian	(-Inf,26]	-0.2458294	-0.5881320	0.1545760
aou	Indian	(26,26.5]	-0.7368126	-0.7621018	-0.7042609
aou	Indian	(26.5,26.75]	-0.8894457	-0.9112180	-0.8544539
aou	Indian	(26.75,27]	-0.9329525	-0.9560028	-0.9105968
aou	Indian	(27,27.25]	-0.9058421	-0.9479057	-0.8741429
aou	Indian	(27.25,27.5]	-0.7601031	-0.8599491	-0.7086555
aou	Indian	(27.5,27.75]	-0.1927229	-0.4465612	0.1549843
aou	Indian	(27.75,27.85]	0.6624988	0.5262807	0.9027948
aou	Indian	(27.85,27.95]	0.7750623	0.5888298	0.9093042
aou	Indian	(27.95,28.05]	0.7201678	0.4486555	0.8687689
aou	Indian	(28.05,28.1]	0.6058935	0.3834728	0.8066653
aou	Indian	(28.1,28.2]	-0.1814003	-0.5301700	0.2511345
aou	Indian	(28.2,28.3]	-0.8418840	-0.9101444	-0.7824428
aou	Indian	(28.3, Inf]	-0.3080807	-0.7978152	0.1351837
aou	N_Atlantic	(-Inf,26]	-0.8259553	-0.8259553	-0.8259553
aou	N_Atlantic	(26,26.5]	NA	NA	NA
aou	N_Atlantic	(26.5,26.75]	-0.3777704	-0.8452258	0.4950908
aou	N_Atlantic	(26.75,27]	-0.5905154	-0.7145558	-0.4743163
aou	N_Atlantic	(27,27.25]	-0.7416675	-0.8859239	-0.5015565
aou	N_Atlantic	(27.25,27.5]	-0.8213498	-0.8927729	-0.7483469
aou	N_Atlantic	(27.5,27.75]	-0.8054994	-0.8637347	-0.7461758
aou	N_Atlantic	(27.75,27.85]	-0.6551083	-0.6992610	-0.6293860
aou	N_Atlantic	(27.85,27.95]	-0.7333431	-0.7471135	-0.7126576
aou	N_Atlantic	(27.95,28.05]	-0.6583243	-0.7500065	-0.5792831
aou	N_Atlantic	(28.05,28.1]	-0.3857020	-0.4949980	-0.3242822
aou	N_Atlantic	(28.1,28.15]	-0.3673382	-0.4337557	-0.3217436
aou	N_Atlantic	(28.15,28.2]	-0.8793033	-0.9188256	-0.8380968
aou	N_Atlantic	(28.2, Inf]	-0.9477934	-0.9562024	-0.9398961
aou	N_Pacific	(-Inf,26]	-0.4571797	-0.7002722	-0.3251723
aou	N_Pacific	(26,26.5]	0.2816246	0.0220572	0.4313110
aou	N_Pacific	(26.5,26.75]	0.3240822	0.1782224	0.4755377
aou	N_Pacific	(26.75,27]	-0.3630902	-0.4836110	-0.2751971
aou	N_Pacific	(27,27.25]	-0.5015831	-0.6427350	-0.3682542
aou	N_Pacific	(27.25,27.5]	0.0241354	-0.0529324	0.1772379
aou	N_Pacific	(27.5,27.75]	0.1710220	-0.0621845	0.2947342
aou	N_Pacific	(27.75,27.85]	0.5470984	0.3444005	0.7539052
aou	N_Pacific	(27.85,27.95]	0.6611423	0.4391364	0.8152998
aou	N_Pacific	(27.95,28.05]	0.6447767	0.4858080	0.7799577
aou	N_Pacific	(28.05,28.1]	0.8274156	0.7518756	0.8834044
aou	N_Pacific	(28.1,28.2]	0.5898627	0.5024642	0.6996883
aou	N_Pacific	(28.2,28.3]	0.9415402	0.9342361	0.9470045
aou	N_Pacific	(28.3, Inf]	0.9763417	0.9459560	0.9964989
aou	Pacific	(-Inf,26]	0.2562780	0.0647848	0.4903006
aou	Pacific	(26,26.5]	-0.5325503	-0.7443207	-0.3305706
aou	Pacific	(26.5,26.75]	-0.7222294	-0.8628569	-0.5721494
aou	Pacific	(26.75,27]	-0.8578462	-0.9065389	-0.7951626
aou	Pacific	(27,27.25]	-0.7812200	-0.8831119	-0.6457651
aou	Pacific	(27.25,27.5]	-0.3522450	-0.5533301	-0.1114271
aou	Pacific	(27.5,27.75]	0.5868923	0.4694833	0.6827237
aou	Pacific	(27.75,27.85]	0.9205305	0.9152234	0.9238509
aou	Pacific	(27.85,27.95]	0.9582723	0.9463514	0.9664001
aou	Pacific	(27.95,28.05]	0.9628896	0.9471528	0.9718798
aou	Pacific	(28.05,28.1]	0.9757676	0.9663546	0.9804785
aou	Pacific	(28.1,28.2]	0.8094269	0.7322548	0.8483788
aou	Pacific	(28.2,28.3]	0.7868036	0.7719430	0.7955082
aou	Pacific	(28.3, Inf]	0.9788744	0.9758275	0.9843504
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	0.5884150	0.2551296	0.9142668
aou	SO	(26.5,26.75]	0.0137139	-0.3352247	0.5087883
aou	SO	(26.75,27]	-0.4400817	-0.5921499	-0.2662948
aou	SO	(27,27.25]	-0.4693694	-0.6099147	-0.3372759
aou	SO	(27.25,27.5]	-0.2539619	-0.5256307	-0.0232167
aou	SO	(27.5,27.75]	-0.5957349	-0.8152574	-0.3010589
aou	SO	(27.75,27.85]	-0.6605839	-0.8863651	-0.2918945
aou	SO	(27.85,27.95]	-0.5642097	-0.8661411	-0.0520080
aou	SO	(27.95,28.05]	-0.5144204	-0.8250526	-0.0638763
aou	SO	(28.05,28.1]	-0.5459009	-0.7929326	-0.1870296
aou	SO	(28.1,28.15]	-0.4953309	-0.6150606	-0.4188361
aou	SO	(28.1,28.2]	-0.6226002	-0.8620417	-0.2887640
aou	SO	(28.15,28.2]	-0.5752144	-0.8165403	-0.3322095
aou	SO	(28.2, Inf]	0.1010392	-0.2708195	0.3715918
aou	SO	(28.2,28.3]	-0.5800327	-0.8250142	-0.1780409
aou	SO	(28.3, Inf]	-0.1795977	-0.3934509	-0.0324812
nitrate	Atlantic	(-Inf,26]	0.4795202	0.1849379	0.7340005
nitrate	Atlantic	(26,26.5]	-0.1593434	-0.2929249	0.0019366
nitrate	Atlantic	(26.5,26.75]	-0.1738777	-0.4568522	0.0335595
nitrate	Atlantic	(26.75,27]	-0.0106066	-0.3569424	0.2057287
nitrate	Atlantic	(27,27.25]	-0.2641812	-0.5303103	-0.1071010
nitrate	Atlantic	(27.25,27.5]	-0.5470167	-0.6429180	-0.4363460
nitrate	Atlantic	(27.5,27.75]	-0.8200361	-0.8589249	-0.7549801
nitrate	Atlantic	(27.75,27.85]	-0.9170512	-0.9387489	-0.8932413
nitrate	Atlantic	(27.85,27.95]	-0.9444655	-0.9662679	-0.9290052
nitrate	Atlantic	(27.95,28.05]	-0.7939337	-0.8659887	-0.7542953
nitrate	Atlantic	(28.05,28.1]	-0.9959685	-0.9973880	-0.9939889
nitrate	Atlantic	(28.1,28.15]	-0.9954668	-0.9980993	-0.9915043
nitrate	Atlantic	(28.15,28.2]	-0.9943248	-0.9945843	-0.9940710
nitrate	Atlantic	(28.2, Inf]	-0.9990093	-0.9991650	-0.9989203
nitrate	Indian	(-Inf,26]	-0.2003302	-0.5592633	0.1500020
nitrate	Indian	(26,26.5]	-0.5841919	-0.6379231	-0.4922668
nitrate	Indian	(26.5,26.75]	-0.8060301	-0.8867786	-0.7357489
nitrate	Indian	(26.75,27]	-0.9042077	-0.9451112	-0.8555790
nitrate	Indian	(27,27.25]	-0.9304258	-0.9451914	-0.9105547
nitrate	Indian	(27.25,27.5]	-0.8668069	-0.9461355	-0.7962427
nitrate	Indian	(27.5,27.75]	-0.4157969	-0.6574770	-0.0801187
nitrate	Indian	(27.75,27.85]	0.5911177	0.4664201	0.8177009
nitrate	Indian	(27.85,27.95]	0.7349814	0.5398792	0.8625493
nitrate	Indian	(27.95,28.05]	0.6757311	0.4030715	0.8432096
nitrate	Indian	(28.05,28.1]	0.5606434	0.3394366	0.7847898
nitrate	Indian	(28.1,28.2]	-0.2489198	-0.5800066	0.1939803
nitrate	Indian	(28.2,28.3]	-0.8920630	-0.9310025	-0.8514962
nitrate	Indian	(28.3, Inf]	-0.6047321	-0.9069812	-0.3854172
nitrate	N_Atlantic	(-Inf,26]	-0.8583493	-0.8583493	-0.8583493
nitrate	N_Atlantic	(26,26.5]	NA	NA	NA
nitrate	N_Atlantic	(26.5,26.75]	-0.5001807	-0.8923687	0.2386259
nitrate	N_Atlantic	(26.75,27]	-0.7694667	-0.8406523	-0.6408743
nitrate	N_Atlantic	(27,27.25]	-0.8687277	-0.9435705	-0.7541045
nitrate	N_Atlantic	(27.25,27.5]	-0.8836152	-0.9410034	-0.8178754
nitrate	N_Atlantic	(27.5,27.75]	-0.8715223	-0.9206706	-0.8442405
nitrate	N_Atlantic	(27.75,27.85]	-0.9086030	-0.9311388	-0.8801114
nitrate	N_Atlantic	(27.85,27.95]	-0.9582236	-0.9586076	-0.9575244
nitrate	N_Atlantic	(27.95,28.05]	-0.9701186	-0.9790800	-0.9624201
nitrate	N_Atlantic	(28.05,28.1]	-0.9451695	-0.9528480	-0.9380664
nitrate	N_Atlantic	(28.1,28.15]	-0.8864677	-0.9114696	-0.8690692
nitrate	N_Atlantic	(28.15,28.2]	-0.9656499	-0.9804968	-0.9493666
nitrate	N_Atlantic	(28.2, Inf]	-0.9935892	-0.9948720	-0.9921566
nitrate	N_Pacific	(-Inf,26]	-0.4050114	-0.7420480	-0.1861994
nitrate	N_Pacific	(26,26.5]	0.3617708	0.1679968	0.5188043
nitrate	N_Pacific	(26.5,26.75]	0.3898759	0.2476232	0.5198311
nitrate	N_Pacific	(26.75,27]	-0.1735208	-0.2609161	-0.0930067
nitrate	N_Pacific	(27,27.25]	-0.1327391	-0.5297537	0.3011076
nitrate	N_Pacific	(27.25,27.5]	0.1759127	0.0175364	0.3701912
nitrate	N_Pacific	(27.5,27.75]	0.3042514	-0.0322243	0.5283061
nitrate	N_Pacific	(27.75,27.85]	0.7611368	0.7032286	0.8149405
nitrate	N_Pacific	(27.85,27.95]	0.7672877	0.4930590	0.9083362
nitrate	N_Pacific	(27.95,28.05]	0.6497933	0.3746322	0.8437790
nitrate	N_Pacific	(28.05,28.1]	0.7545149	0.6337734	0.8619810
nitrate	N_Pacific	(28.1,28.2]	0.5314634	0.4893707	0.6039851
nitrate	N_Pacific	(28.2,28.3]	0.9339368	0.9302030	0.9375983
nitrate	N_Pacific	(28.3, Inf]	0.9754388	0.9265518	0.9999296
nitrate	Pacific	(-Inf,26]	0.2571519	0.0612137	0.4824968
nitrate	Pacific	(26,26.5]	-0.5721275	-0.7499321	-0.4258899
nitrate	Pacific	(26.5,26.75]	-0.6973258	-0.8694240	-0.5447472
nitrate	Pacific	(26.75,27]	-0.6727866	-0.7963644	-0.5444772
nitrate	Pacific	(27,27.25]	-0.5818484	-0.7345255	-0.4005702
nitrate	Pacific	(27.25,27.5]	-0.1897530	-0.3911122	0.0964266
nitrate	Pacific	(27.5,27.75]	0.6374214	0.5457730	0.7246343
nitrate	Pacific	(27.75,27.85]	0.9331269	0.9258257	0.9375914
nitrate	Pacific	(27.85,27.95]	0.9602212	0.9489030	0.9686997
nitrate	Pacific	(27.95,28.05]	0.9603028	0.9405903	0.9718835
nitrate	Pacific	(28.05,28.1]	0.9584026	0.9423171	0.9673754
nitrate	Pacific	(28.1,28.2]	0.8018782	0.7184230	0.8441449
nitrate	Pacific	(28.2,28.3]	0.7736755	0.7620566	0.7866394
nitrate	Pacific	(28.3, Inf]	0.9719125	0.9676511	0.9763250
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	-0.0508486	-0.4737182	0.3682033
nitrate	SO	(26.5,26.75]	-0.3373888	-0.7081480	0.2085798
nitrate	SO	(26.75,27]	-0.7439769	-0.7614705	-0.7214090
nitrate	SO	(27,27.25]	-0.8648932	-0.9134256	-0.8231616
nitrate	SO	(27.25,27.5]	-0.7223067	-0.8711683	-0.5823211
nitrate	SO	(27.5,27.75]	-0.8118118	-0.9311235	-0.6399262
nitrate	SO	(27.75,27.85]	-0.7210780	-0.8515428	-0.4690645
nitrate	SO	(27.85,27.95]	-0.6545534	-0.8262998	-0.3638330
nitrate	SO	(27.95,28.05]	-0.6781217	-0.7782881	-0.5016879
nitrate	SO	(28.05,28.1]	-0.6555941	-0.6947595	-0.6243639
nitrate	SO	(28.1,28.15]	-0.8154271	-0.9458479	-0.6113902
nitrate	SO	(28.1,28.2]	-0.5880971	-0.7290725	-0.3886615
nitrate	SO	(28.15,28.2]	-0.8225822	-0.9732695	-0.7323147
nitrate	SO	(28.2, Inf]	-0.6672639	-0.8279754	-0.5611230
nitrate	SO	(28.2,28.3]	-0.5840673	-0.7037539	-0.3485086
nitrate	SO	(28.3, Inf]	-0.3696713	-0.6118498	-0.2352147
phosphate	Atlantic	(-Inf,26]	0.4693001	0.3873819	0.6012567
phosphate	Atlantic	(26,26.5]	0.2359973	0.1489889	0.3212384
phosphate	Atlantic	(26.5,26.75]	-0.1492050	-0.4364352	0.0089102
phosphate	Atlantic	(26.75,27]	-0.0721585	-0.3793859	0.1059353
phosphate	Atlantic	(27,27.25]	-0.4075438	-0.6358334	-0.2839639
phosphate	Atlantic	(27.25,27.5]	-0.6608114	-0.7403482	-0.5474584
phosphate	Atlantic	(27.5,27.75]	-0.8653962	-0.8975254	-0.8102238
phosphate	Atlantic	(27.75,27.85]	-0.9406620	-0.9561952	-0.9221779
phosphate	Atlantic	(27.85,27.95]	-0.9540609	-0.9763329	-0.9293164
phosphate	Atlantic	(27.95,28.05]	-0.8207780	-0.8842798	-0.7805862
phosphate	Atlantic	(28.05,28.1]	-0.9969737	-0.9982288	-0.9952751
phosphate	Atlantic	(28.1,28.15]	-0.9959169	-0.9986896	-0.9918801
phosphate	Atlantic	(28.15,28.2]	-0.9877181	-0.9900185	-0.9862948
phosphate	Atlantic	(28.2, Inf]	-0.9966750	-0.9974239	-0.9960645
phosphate	Indian	(-Inf,26]	-0.3174193	-0.6420330	0.0384650
phosphate	Indian	(26,26.5]	-0.8052765	-0.8227982	-0.7786054
phosphate	Indian	(26.5,26.75]	-0.9359488	-0.9508692	-0.9103694
phosphate	Indian	(26.75,27]	-0.9714591	-0.9839158	-0.9557508
phosphate	Indian	(27,27.25]	-0.9532591	-0.9798629	-0.9324850
phosphate	Indian	(27.25,27.5]	-0.8521393	-0.9253994	-0.8061007
phosphate	Indian	(27.5,27.75]	-0.3471871	-0.5927420	0.0106446
phosphate	Indian	(27.75,27.85]	0.6305609	0.4849874	0.8864788
phosphate	Indian	(27.85,27.95]	0.7560085	0.5551416	0.8989941
phosphate	Indian	(27.95,28.05]	0.7036101	0.4186719	0.8573718
phosphate	Indian	(28.05,28.1]	0.5876700	0.3576019	0.8009358
phosphate	Indian	(28.1,28.2]	-0.1931875	-0.5482223	0.2616587
phosphate	Indian	(28.2,28.3]	-0.8365149	-0.9116207	-0.7555299
phosphate	Indian	(28.3, Inf]	-0.6320352	-0.9041190	-0.4236262
phosphate	N_Atlantic	(-Inf,26]	0.3441613	0.3441613	0.3441613
phosphate	N_Atlantic	(26,26.5]	NA	NA	NA
phosphate	N_Atlantic	(26.5,26.75]	-0.2998690	-0.7787899	0.5527488
phosphate	N_Atlantic	(26.75,27]	-0.6234530	-0.7252698	-0.4928783
phosphate	N_Atlantic	(27,27.25]	-0.7901166	-0.9140843	-0.6030487
phosphate	N_Atlantic	(27.25,27.5]	-0.8195578	-0.9064493	-0.7082522
phosphate	N_Atlantic	(27.5,27.75]	-0.8364772	-0.9072010	-0.7975708
phosphate	N_Atlantic	(27.75,27.85]	-0.9353603	-0.9596942	-0.9089161
phosphate	N_Atlantic	(27.85,27.95]	-0.9814628	-0.9831476	-0.9804780
phosphate	N_Atlantic	(27.95,28.05]	-0.9897726	-0.9928340	-0.9877126
phosphate	N_Atlantic	(28.05,28.1]	-0.9568336	-0.9689200	-0.9498941
phosphate	N_Atlantic	(28.1,28.15]	-0.9052357	-0.9229231	-0.8860582
phosphate	N_Atlantic	(28.15,28.2]	-0.9711862	-0.9840582	-0.9570706
phosphate	N_Atlantic	(28.2, Inf]	-0.9920752	-0.9989276	-0.9787302
phosphate	N_Pacific	(-Inf,26]	-0.1689288	-0.5948228	0.1131488
phosphate	N_Pacific	(26,26.5]	0.4772804	0.3162650	0.6123404
phosphate	N_Pacific	(26.5,26.75]	0.3853188	0.2492855	0.5206311
phosphate	N_Pacific	(26.75,27]	-0.2002292	-0.3525045	-0.1014115
phosphate	N_Pacific	(27,27.25]	-0.3105532	-0.4036031	-0.2068284
phosphate	N_Pacific	(27.25,27.5]	-0.1622840	-0.2305098	-0.0365220
phosphate	N_Pacific	(27.5,27.75]	-0.1043798	-0.2534455	-0.0274335
phosphate	N_Pacific	(27.75,27.85]	0.4434124	0.2407905	0.6638010
phosphate	N_Pacific	(27.85,27.95]	0.5923861	0.3234365	0.7882144
phosphate	N_Pacific	(27.95,28.05]	0.6471628	0.4572161	0.8162223
phosphate	N_Pacific	(28.05,28.1]	0.8016712	0.7157590	0.8664498
phosphate	N_Pacific	(28.1,28.2]	0.5817970	0.4773233	0.7017390
phosphate	N_Pacific	(28.2,28.3]	0.9324415	0.9226996	0.9389878
phosphate	N_Pacific	(28.3, Inf]	0.9790644	0.9693911	0.9966958
phosphate	Pacific	(-Inf,26]	0.2683729	0.0846444	0.4874863
phosphate	Pacific	(26,26.5]	-0.5285715	-0.7284756	-0.3568462
phosphate	Pacific	(26.5,26.75]	-0.7548252	-0.8708699	-0.6463242
phosphate	Pacific	(26.75,27]	-0.8815225	-0.9186469	-0.8433024
phosphate	Pacific	(27,27.25]	-0.8228087	-0.9083715	-0.7084576
phosphate	Pacific	(27.25,27.5]	-0.4404216	-0.6216782	-0.2193877
phosphate	Pacific	(27.5,27.75]	0.5173020	0.3980572	0.6165470
phosphate	Pacific	(27.75,27.85]	0.9064865	0.8966731	0.9134223
phosphate	Pacific	(27.85,27.95]	0.9522035	0.9378035	0.9623022
phosphate	Pacific	(27.95,28.05]	0.9626220	0.9450582	0.9715015
phosphate	Pacific	(28.05,28.1]	0.9703164	0.9588239	0.9763738
phosphate	Pacific	(28.1,28.2]	0.8132239	0.7317810	0.8546121
phosphate	Pacific	(28.2,28.3]	0.7878006	0.7727569	0.7972286
phosphate	Pacific	(28.3, Inf]	0.9637227	0.9580098	0.9668583
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.1562137	-0.5494764	0.2099868
phosphate	SO	(26.5,26.75]	-0.4565679	-0.7932367	0.0242856
phosphate	SO	(26.75,27]	-0.8138191	-0.8348341	-0.7883070
phosphate	SO	(27,27.25]	-0.8751278	-0.9229843	-0.8345561
phosphate	SO	(27.25,27.5]	-0.7365405	-0.8790685	-0.6013264
phosphate	SO	(27.5,27.75]	-0.8100302	-0.9277119	-0.6405160
phosphate	SO	(27.75,27.85]	-0.7272054	-0.8483984	-0.4868704
phosphate	SO	(27.85,27.95]	-0.6574583	-0.8218534	-0.3840567
phosphate	SO	(27.95,28.05]	-0.6794327	-0.7808043	-0.5073654
phosphate	SO	(28.05,28.1]	-0.6580063	-0.6971515	-0.6220754
phosphate	SO	(28.1,28.15]	-0.8328088	-0.9548462	-0.6389477
phosphate	SO	(28.1,28.2]	-0.5931055	-0.7323224	-0.3884137
phosphate	SO	(28.15,28.2]	-0.8408584	-0.9780479	-0.7562582
phosphate	SO	(28.2, Inf]	-0.8598056	-0.8751284	-0.8474579
phosphate	SO	(28.2,28.3]	-0.5793054	-0.7134082	-0.3144088
phosphate	SO	(28.3, Inf]	-0.5034077	-0.6703429	-0.3913233
phosphate_star	Atlantic	(-Inf,26]	0.2744593	-0.1868457	0.5868041
phosphate_star	Atlantic	(26,26.5]	0.2255325	0.1686389	0.2766761
phosphate_star	Atlantic	(26.5,26.75]	-0.3058803	-0.4519477	-0.0823576
phosphate_star	Atlantic	(26.75,27]	-0.5395978	-0.6839374	-0.4617669
phosphate_star	Atlantic	(27,27.25]	-0.9150848	-0.9477878	-0.8615818
phosphate_star	Atlantic	(27.25,27.5]	-0.9707756	-0.9799276	-0.9593258
phosphate_star	Atlantic	(27.5,27.75]	-0.9681292	-0.9724853	-0.9609811
phosphate_star	Atlantic	(27.75,27.85]	-0.9876462	-0.9892347	-0.9854621
phosphate_star	Atlantic	(27.85,27.95]	-0.9548585	-0.9856418	-0.8958936
phosphate_star	Atlantic	(27.95,28.05]	-0.8152968	-0.8843991	-0.7582593
phosphate_star	Atlantic	(28.05,28.1]	-0.9915433	-0.9953261	-0.9871552
phosphate_star	Atlantic	(28.1,28.15]	-0.9896062	-0.9952849	-0.9822880
phosphate_star	Atlantic	(28.15,28.2]	-0.9796658	-0.9839017	-0.9757096
phosphate_star	Atlantic	(28.2, Inf]	-0.9941857	-0.9955132	-0.9930737
phosphate_star	Indian	(-Inf,26]	-0.3509700	-0.6206053	-0.0997450
phosphate_star	Indian	(26,26.5]	-0.8060114	-0.8405076	-0.7880781
phosphate_star	Indian	(26.5,26.75]	-0.8435023	-0.8828037	-0.7774079
phosphate_star	Indian	(26.75,27]	-0.7496576	-0.8091800	-0.6684855
phosphate_star	Indian	(27,27.25]	-0.7753368	-0.8350490	-0.7300399
phosphate_star	Indian	(27.25,27.5]	-0.7028659	-0.7676090	-0.6646717
phosphate_star	Indian	(27.5,27.75]	-0.7870819	-0.8849785	-0.6845181
phosphate_star	Indian	(27.75,27.85]	-0.7302970	-0.7901664	-0.6627615
phosphate_star	Indian	(27.85,27.95]	-0.7149949	-0.7509147	-0.6760528
phosphate_star	Indian	(27.95,28.05]	-0.5869084	-0.6636173	-0.5467228
phosphate_star	Indian	(28.05,28.1]	-0.6455534	-0.7958538	-0.5264992
phosphate_star	Indian	(28.1,28.2]	-0.1677229	-0.4534443	0.2807621
phosphate_star	Indian	(28.2,28.3]	-0.5654340	-0.7014172	-0.3200640
phosphate_star	Indian	(28.3, Inf]	-0.8393349	-0.9136812	-0.7446022
phosphate_star	N_Atlantic	(-Inf,26]	-0.4995467	-0.4995467	-0.4995467
phosphate_star	N_Atlantic	(26,26.5]	NA	NA	NA
phosphate_star	N_Atlantic	(26.5,26.75]	0.7607914	0.5525976	0.9037288
phosphate_star	N_Atlantic	(26.75,27]	0.7171474	0.6125889	0.8434655
phosphate_star	N_Atlantic	(27,27.25]	0.8621953	0.7381072	0.9422794
phosphate_star	N_Atlantic	(27.25,27.5]	0.7754852	0.6873986	0.8747097
phosphate_star	N_Atlantic	(27.5,27.75]	0.5553888	0.5188668	0.6140477
phosphate_star	N_Atlantic	(27.75,27.85]	-0.2856209	-0.4046697	-0.1543506
phosphate_star	N_Atlantic	(27.85,27.95]	-0.6837379	-0.6988232	-0.6622551
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8709077	-0.8867953	-0.8559499
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9307652	-0.9327605	-0.9295748
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9673692	-0.9919259	-0.9549640
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9925088	-0.9985318	-0.9856175
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9978102	-0.9988819	-0.9957938
phosphate_star	N_Pacific	(-Inf,26]	0.7693886	0.5840913	0.9521890
phosphate_star	N_Pacific	(26,26.5]	0.8255277	0.7399982	0.8694821
phosphate_star	N_Pacific	(26.5,26.75]	0.5991586	0.4892270	0.6907141
phosphate_star	N_Pacific	(26.75,27]	0.5493710	0.4984902	0.6279961
phosphate_star	N_Pacific	(27,27.25]	0.6497590	0.5653288	0.7603216
phosphate_star	N_Pacific	(27.25,27.5]	-0.1382044	-0.1492085	-0.1214225
phosphate_star	N_Pacific	(27.5,27.75]	-0.2844499	-0.3285911	-0.1985416
phosphate_star	N_Pacific	(27.75,27.85]	0.1427375	0.0791679	0.2098919
phosphate_star	N_Pacific	(27.85,27.95]	-0.0800120	-0.2290746	0.0709885
phosphate_star	N_Pacific	(27.95,28.05]	-0.2305853	-0.2998356	-0.1653893
phosphate_star	N_Pacific	(28.05,28.1]	-0.6263117	-0.6480802	-0.6104764
phosphate_star	N_Pacific	(28.1,28.2]	-0.4902715	-0.5478601	-0.3898156
phosphate_star	N_Pacific	(28.2,28.3]	-0.6069939	-0.7267541	-0.5239453
phosphate_star	N_Pacific	(28.3, Inf]	-0.9813318	-0.9988177	-0.9621061
phosphate_star	Pacific	(-Inf,26]	0.4055724	0.3203919	0.5311597
phosphate_star	Pacific	(26,26.5]	-0.3632872	-0.5200573	-0.2795811
phosphate_star	Pacific	(26.5,26.75]	-0.6799318	-0.7564650	-0.6156049
phosphate_star	Pacific	(26.75,27]	-0.7787177	-0.8111869	-0.7554852
phosphate_star	Pacific	(27,27.25]	-0.7620076	-0.8027681	-0.6868640
phosphate_star	Pacific	(27.25,27.5]	-0.6180940	-0.6749089	-0.5095082
phosphate_star	Pacific	(27.5,27.75]	-0.1058929	-0.1909252	-0.0622532
phosphate_star	Pacific	(27.75,27.85]	0.1747439	-0.0247678	0.2976449
phosphate_star	Pacific	(27.85,27.95]	0.2223242	0.1574716	0.3115556
phosphate_star	Pacific	(27.95,28.05]	0.2461320	0.2342943	0.2629963
phosphate_star	Pacific	(28.05,28.1]	0.3571921	0.3148421	0.4215919
phosphate_star	Pacific	(28.1,28.2]	0.3363020	0.3086296	0.3545989
phosphate_star	Pacific	(28.2,28.3]	0.0460830	-0.0691059	0.1439914
phosphate_star	Pacific	(28.3, Inf]	-0.8918474	-0.8991059	-0.8857374
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.7055085	-0.9782217	-0.5345046
phosphate_star	SO	(26.5,26.75]	-0.6050849	-0.8252464	-0.2587922
phosphate_star	SO	(26.75,27]	-0.6942312	-0.7598640	-0.6469203
phosphate_star	SO	(27,27.25]	-0.7947567	-0.8325222	-0.7297530
phosphate_star	SO	(27.25,27.5]	-0.6401731	-0.7783941	-0.5067270
phosphate_star	SO	(27.5,27.75]	-0.3530014	-0.6103975	-0.1117416
phosphate_star	SO	(27.75,27.85]	0.3460758	-0.1672965	0.7145755
phosphate_star	SO	(27.85,27.95]	0.2822309	-0.4659965	0.7168104
phosphate_star	SO	(27.95,28.05]	0.1646670	-0.5874930	0.7797518
phosphate_star	SO	(28.05,28.1]	0.1753337	-0.6113432	0.7249465
phosphate_star	SO	(28.1,28.15]	-0.6305440	-0.9113884	-0.2223204
phosphate_star	SO	(28.1,28.2]	0.4700388	0.0142691	0.8358377
phosphate_star	SO	(28.15,28.2]	-0.6286661	-0.9451462	-0.4038515
phosphate_star	SO	(28.2, Inf]	-0.8626009	-0.9495026	-0.7602465
phosphate_star	SO	(28.2,28.3]	0.3976578	-0.1430287	0.8191130
phosphate_star	SO	(28.3, Inf]	-0.2091631	-0.3814681	-0.0348184
sal	Atlantic	(-Inf,26]	0.4105278	-0.1650492	0.8334877
sal	Atlantic	(26,26.5]	-0.0398959	-0.1475588	0.0687547
sal	Atlantic	(26.5,26.75]	0.0820157	-0.1807562	0.2463857
sal	Atlantic	(26.75,27]	0.3441152	0.2029789	0.5179374
sal	Atlantic	(27,27.25]	0.8032291	0.6718241	0.8754156
sal	Atlantic	(27.25,27.5]	0.9285767	0.8867322	0.9554810
sal	Atlantic	(27.5,27.75]	0.9172222	0.9113149	0.9245005
sal	Atlantic	(27.75,27.85]	0.9477309	0.9461228	0.9507597
sal	Atlantic	(27.85,27.95]	0.8650479	0.7404593	0.9332584
sal	Atlantic	(27.95,28.05]	0.5803424	0.4544508	0.7198437
sal	Atlantic	(28.05,28.1]	0.9430904	0.9085984	0.9699194
sal	Atlantic	(28.1,28.15]	0.9546152	0.9233120	0.9723974
sal	Atlantic	(28.15,28.2]	0.8462626	0.8430780	0.8499645
sal	Atlantic	(28.2, Inf]	0.9757835	0.9732434	0.9775202
sal	Indian	(-Inf,26]	0.6526717	0.3080289	0.9357336
sal	Indian	(26,26.5]	0.5233803	0.2728001	0.7725395
sal	Indian	(26.5,26.75]	0.6092770	0.5432029	0.7268992
sal	Indian	(26.75,27]	0.5096322	0.4594230	0.6013336
sal	Indian	(27,27.25]	0.4484972	0.4026701	0.4887646
sal	Indian	(27.25,27.5]	0.1587646	0.1149722	0.2226724
sal	Indian	(27.5,27.75]	0.3213533	0.1066607	0.5725084
sal	Indian	(27.75,27.85]	0.6941617	0.5673442	0.9034800
sal	Indian	(27.85,27.95]	0.7895933	0.6799038	0.9019456
sal	Indian	(27.95,28.05]	0.7359559	0.5445827	0.8321851
sal	Indian	(28.05,28.1]	0.6108890	0.4301089	0.7645972
sal	Indian	(28.1,28.2]	0.1405611	-0.1162296	0.5064818
sal	Indian	(28.2,28.3]	0.0684669	-0.0943909	0.3218657
sal	Indian	(28.3, Inf]	0.1560839	-0.0457732	0.4153012
sal	N_Atlantic	(-Inf,26]	0.8713092	0.8713092	0.8713092
sal	N_Atlantic	(26,26.5]	NA	NA	NA
sal	N_Atlantic	(26.5,26.75]	-0.9046911	-0.9699058	-0.8293288
sal	N_Atlantic	(26.75,27]	-0.9707879	-0.9839206	-0.9637288
sal	N_Atlantic	(27,27.25]	-0.9793529	-0.9923020	-0.9590982
sal	N_Atlantic	(27.25,27.5]	-0.9140081	-0.9660839	-0.8584649
sal	N_Atlantic	(27.5,27.75]	-0.9412056	-0.9515443	-0.9304990
sal	N_Atlantic	(27.75,27.85]	-0.9684971	-0.9717627	-0.9642395
sal	N_Atlantic	(27.85,27.95]	-0.9706740	-0.9746850	-0.9681349
sal	N_Atlantic	(27.95,28.05]	-0.9760364	-0.9856980	-0.9711330
sal	N_Atlantic	(28.05,28.1]	-0.8542574	-0.8963387	-0.7869015
sal	N_Atlantic	(28.1,28.15]	-0.6656400	-0.8774623	-0.3862742
sal	N_Atlantic	(28.15,28.2]	0.4309321	0.0609219	0.7546107
sal	N_Atlantic	(28.2, Inf]	0.3634491	-0.0587053	0.9993280
sal	N_Pacific	(-Inf,26]	-0.8628935	-0.8868929	-0.8506707
sal	N_Pacific	(26,26.5]	-0.9233509	-0.9417755	-0.9045143
sal	N_Pacific	(26.5,26.75]	-0.8677444	-0.9299806	-0.8011596
sal	N_Pacific	(26.75,27]	-0.8354881	-0.8675870	-0.7895603
sal	N_Pacific	(27,27.25]	-0.9499889	-0.9608219	-0.9409928
sal	N_Pacific	(27.25,27.5]	-0.9635942	-0.9782833	-0.9367965
sal	N_Pacific	(27.5,27.75]	-0.8473738	-0.8692787	-0.8044773
sal	N_Pacific	(27.75,27.85]	-0.3641022	-0.4331705	-0.3023130
sal	N_Pacific	(27.85,27.95]	-0.1157105	-0.2306494	0.0284412
sal	N_Pacific	(27.95,28.05]	0.0411375	-0.0753731	0.1604442
sal	N_Pacific	(28.05,28.1]	0.3878884	0.3766477	0.4007834
sal	N_Pacific	(28.1,28.2]	-0.0862004	-0.3305465	0.0631032
sal	N_Pacific	(28.2,28.3]	0.0279647	-0.0855190	0.1194402
sal	N_Pacific	(28.3, Inf]	0.9828415	0.9505401	0.9996511
sal	Pacific	(-Inf,26]	-0.2202410	-0.2918068	-0.1301646
sal	Pacific	(26,26.5]	0.2251521	0.1357846	0.3478863
sal	Pacific	(26.5,26.75]	0.4685003	0.3551900	0.6287371
sal	Pacific	(26.75,27]	0.4939870	0.2981819	0.6352798
sal	Pacific	(27,27.25]	0.4201337	0.1699928	0.5579602
sal	Pacific	(27.25,27.5]	-0.0688583	-0.3941835	0.0977268
sal	Pacific	(27.5,27.75]	-0.6983194	-0.7386489	-0.6279479
sal	Pacific	(27.75,27.85]	-0.2511709	-0.3786646	-0.1548122
sal	Pacific	(27.85,27.95]	0.2819032	0.2791883	0.2839223
sal	Pacific	(27.95,28.05]	0.7022056	0.6830848	0.7179353
sal	Pacific	(28.05,28.1]	0.8976407	0.8757039	0.9221072
sal	Pacific	(28.1,28.2]	0.7858658	0.7188922	0.8245805
sal	Pacific	(28.2,28.3]	0.5211518	0.4831216	0.5472382
sal	Pacific	(28.3, Inf]	0.9217673	0.9174415	0.9253737
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	0.6615896	0.4591086	0.9945769
sal	SO	(26.5,26.75]	0.4586772	0.1089756	0.7075460
sal	SO	(26.75,27]	0.6154031	0.5615517	0.7164856
sal	SO	(27,27.25]	0.7755949	0.7292725	0.8208414
sal	SO	(27.25,27.5]	0.5089178	0.4175049	0.6136729
sal	SO	(27.5,27.75]	-0.0185165	-0.2456901	0.2822219
sal	SO	(27.75,27.85]	-0.4667673	-0.8175641	0.0532278
sal	SO	(27.85,27.95]	-0.3864204	-0.8120721	0.3377873
sal	SO	(27.95,28.05]	-0.2460725	-0.8294863	0.5104070
sal	SO	(28.05,28.1]	-0.2418008	-0.7396401	0.5323407
sal	SO	(28.1,28.15]	0.6430342	0.2498286	0.9094928
sal	SO	(28.1,28.2]	-0.4931160	-0.8518505	-0.0142063
sal	SO	(28.15,28.2]	0.6760371	0.5186955	0.9347840
sal	SO	(28.2, Inf]	-0.2592978	-0.5239020	0.2022427
sal	SO	(28.2,28.3]	-0.4823509	-0.8800681	0.1470121
sal	SO	(28.3, Inf]	-0.2005271	-0.4425374	0.1883745
silicate	Atlantic	(-Inf,26]	-0.1843497	-0.8825409	0.4460557
silicate	Atlantic	(26,26.5]	-0.5338264	-0.6135795	-0.4322832
silicate	Atlantic	(26.5,26.75]	-0.3892982	-0.5626393	-0.1676468
silicate	Atlantic	(26.75,27]	-0.4457760	-0.6708758	-0.2928042
silicate	Atlantic	(27,27.25]	-0.8482325	-0.9040418	-0.8022533
silicate	Atlantic	(27.25,27.5]	-0.9649152	-0.9716653	-0.9587626
silicate	Atlantic	(27.5,27.75]	-0.9765610	-0.9779626	-0.9757401
silicate	Atlantic	(27.75,27.85]	-0.9759796	-0.9790189	-0.9721329
silicate	Atlantic	(27.85,27.95]	-0.9315392	-0.9715811	-0.8607105
silicate	Atlantic	(27.95,28.05]	-0.7935491	-0.8605158	-0.7321227
silicate	Atlantic	(28.05,28.1]	-0.9781259	-0.9897494	-0.9650579
silicate	Atlantic	(28.1,28.15]	-0.9689250	-0.9869246	-0.9469648
silicate	Atlantic	(28.15,28.2]	-0.9130806	-0.9184544	-0.9060192
silicate	Atlantic	(28.2, Inf]	-0.9731413	-0.9806689	-0.9671415
silicate	Indian	(-Inf,26]	-0.5414854	-0.7337342	-0.3812788
silicate	Indian	(26,26.5]	-0.8804546	-0.9064251	-0.8523474
silicate	Indian	(26.5,26.75]	-0.9585127	-0.9657282	-0.9492893
silicate	Indian	(26.75,27]	-0.9641560	-0.9790516	-0.9459605
silicate	Indian	(27,27.25]	-0.9604796	-0.9765203	-0.9453823
silicate	Indian	(27.25,27.5]	-0.8861484	-0.9522163	-0.8428769
silicate	Indian	(27.5,27.75]	-0.4889658	-0.7503827	-0.1626361
silicate	Indian	(27.75,27.85]	0.5232201	0.3538585	0.7952695
silicate	Indian	(27.85,27.95]	0.6936207	0.5319188	0.8377289
silicate	Indian	(27.95,28.05]	0.6587557	0.4202259	0.7870790
silicate	Indian	(28.05,28.1]	0.5702904	0.3630517	0.7691985
silicate	Indian	(28.1,28.2]	-0.0141131	-0.3431861	0.4536574
silicate	Indian	(28.2,28.3]	-0.5060706	-0.6112733	-0.3154435
silicate	Indian	(28.3, Inf]	-0.5380586	-0.5819507	-0.4835196
silicate	N_Atlantic	(-Inf,26]	-0.7795133	-0.7795133	-0.7795133
silicate	N_Atlantic	(26,26.5]	NA	NA	NA
silicate	N_Atlantic	(26.5,26.75]	-0.6522840	-0.9046316	-0.2487525
silicate	N_Atlantic	(26.75,27]	-0.9234125	-0.9742978	-0.8820284
silicate	N_Atlantic	(27,27.25]	-0.9674875	-0.9890961	-0.9326791
silicate	N_Atlantic	(27.25,27.5]	-0.9588296	-0.9844649	-0.9248269
silicate	N_Atlantic	(27.5,27.75]	-0.9281387	-0.9560315	-0.8969192
silicate	N_Atlantic	(27.75,27.85]	-0.8688237	-0.8881224	-0.8418494
silicate	N_Atlantic	(27.85,27.95]	-0.7294705	-0.7932471	-0.6844141
silicate	N_Atlantic	(27.95,28.05]	-0.7421390	-0.8348767	-0.6512719
silicate	N_Atlantic	(28.05,28.1]	-0.3124607	-0.5179142	-0.0813923
silicate	N_Atlantic	(28.1,28.15]	-0.6984150	-0.7982896	-0.6443031
silicate	N_Atlantic	(28.15,28.2]	-0.9536548	-0.9668551	-0.9433793
silicate	N_Atlantic	(28.2, Inf]	-0.9771950	-0.9850479	-0.9654829
silicate	N_Pacific	(-Inf,26]	-0.3929419	-0.5353455	-0.2133147
silicate	N_Pacific	(26,26.5]	0.0443713	-0.2020174	0.3806821
silicate	N_Pacific	(26.5,26.75]	0.0298053	-0.1376858	0.2427876
silicate	N_Pacific	(26.75,27]	-0.5686217	-0.6461117	-0.4347646
silicate	N_Pacific	(27,27.25]	-0.4996583	-0.5767835	-0.4489805
silicate	N_Pacific	(27.25,27.5]	-0.3242099	-0.3986838	-0.2184076
silicate	N_Pacific	(27.5,27.75]	0.0789691	0.0445422	0.1212508
silicate	N_Pacific	(27.75,27.85]	0.7884745	0.7745133	0.8030171
silicate	N_Pacific	(27.85,27.95]	0.8519180	0.8057227	0.8931291
silicate	N_Pacific	(27.95,28.05]	0.8378738	0.7575580	0.8927062
silicate	N_Pacific	(28.05,28.1]	0.9281106	0.8984098	0.9709262
silicate	N_Pacific	(28.1,28.2]	0.8778632	0.8514644	0.9287523
silicate	N_Pacific	(28.2,28.3]	0.9351418	0.9203731	0.9625324
silicate	N_Pacific	(28.3, Inf]	0.9778871	0.9450579	0.9963560
silicate	Pacific	(-Inf,26]	0.2313606	0.1028347	0.4501720
silicate	Pacific	(26,26.5]	-0.6092286	-0.7585012	-0.5132299
silicate	Pacific	(26.5,26.75]	-0.7985138	-0.8887861	-0.7505300
silicate	Pacific	(26.75,27]	-0.7692414	-0.8462436	-0.7004608
silicate	Pacific	(27,27.25]	-0.6286708	-0.7538754	-0.4486530
silicate	Pacific	(27.25,27.5]	-0.2475849	-0.4395662	0.0090268
silicate	Pacific	(27.5,27.75]	0.6152818	0.4925286	0.7339381
silicate	Pacific	(27.75,27.85]	0.9563985	0.9505237	0.9605105
silicate	Pacific	(27.85,27.95]	0.9757527	0.9746029	0.9773187
silicate	Pacific	(27.95,28.05]	0.9833801	0.9807144	0.9854620
silicate	Pacific	(28.05,28.1]	0.9905013	0.9893466	0.9922475
silicate	Pacific	(28.1,28.2]	0.9777661	0.9705713	0.9844245
silicate	Pacific	(28.2,28.3]	0.9329883	0.9155869	0.9448190
silicate	Pacific	(28.3, Inf]	0.9294539	0.9189954	0.9403603
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	-0.1695231	-0.5964910	0.0509396
silicate	SO	(26.5,26.75]	-0.0494694	-0.2759747	0.2757494
silicate	SO	(26.75,27]	-0.5143759	-0.6220552	-0.3675721
silicate	SO	(27,27.25]	-0.7554595	-0.8322802	-0.6938830
silicate	SO	(27.25,27.5]	-0.7034802	-0.8656504	-0.5687354
silicate	SO	(27.5,27.75]	-0.7985951	-0.9055807	-0.6410162
silicate	SO	(27.75,27.85]	-0.7550081	-0.8641122	-0.5458510
silicate	SO	(27.85,27.95]	-0.6514057	-0.8287255	-0.3862932
silicate	SO	(27.95,28.05]	-0.6384645	-0.8137108	-0.3924832
silicate	SO	(28.05,28.1]	-0.6228817	-0.7333841	-0.4623963
silicate	SO	(28.1,28.15]	-0.8561376	-0.9301273	-0.7654148
silicate	SO	(28.1,28.2]	-0.5814770	-0.7567583	-0.3059730
silicate	SO	(28.15,28.2]	-0.8026379	-0.9276080	-0.6499285
silicate	SO	(28.2, Inf]	-0.8863939	-0.9534221	-0.7575833
silicate	SO	(28.2,28.3]	-0.5326857	-0.7254282	-0.1520386
silicate	SO	(28.3, Inf]	-0.6616448	-0.7122927	-0.6125879
temp	Atlantic	(-Inf,26]	-0.5574779	-0.8525326	-0.0055925
temp	Atlantic	(26,26.5]	-0.2677488	-0.3216045	-0.1724774
temp	Atlantic	(26.5,26.75]	0.0657841	-0.1806462	0.2369634
temp	Atlantic	(26.75,27]	0.3901455	0.2934771	0.5231539
temp	Atlantic	(27,27.25]	0.8201755	0.7246891	0.8868647
temp	Atlantic	(27.25,27.5]	0.8452550	0.7912687	0.8993542
temp	Atlantic	(27.5,27.75]	0.7480564	0.7080346	0.7939568
temp	Atlantic	(27.75,27.85]	0.8954849	0.8897646	0.9033574
temp	Atlantic	(27.85,27.95]	0.7895736	0.7002151	0.8613848
temp	Atlantic	(27.95,28.05]	0.4490197	0.3599886	0.6050262
temp	Atlantic	(28.05,28.1]	0.8129215	0.7618768	0.8607500
temp	Atlantic	(28.1,28.15]	0.7720388	0.6569599	0.8604422
temp	Atlantic	(28.15,28.2]	0.8676802	0.8401274	0.8910256
temp	Atlantic	(28.2, Inf]	0.9733053	0.9688647	0.9809322
temp	Indian	(-Inf,26]	-0.2927514	-0.6847269	0.0380243
temp	Indian	(26,26.5]	0.3464320	0.1505514	0.5092415
temp	Indian	(26.5,26.75]	0.5179548	0.4770833	0.5880043
temp	Indian	(26.75,27]	0.4479215	0.3961561	0.4796895
temp	Indian	(27,27.25]	0.4401030	0.3648588	0.5279049
temp	Indian	(27.25,27.5]	0.4154896	0.3494169	0.4493230
temp	Indian	(27.5,27.75]	0.6922716	0.5380576	0.8528694
temp	Indian	(27.75,27.85]	0.7719815	0.7014280	0.9013373
temp	Indian	(27.85,27.95]	0.7583056	0.6777611	0.8460516
temp	Indian	(27.95,28.05]	0.6679196	0.4867658	0.7782089
temp	Indian	(28.05,28.1]	0.6059479	0.4824160	0.7061567
temp	Indian	(28.1,28.2]	-0.3336964	-0.5933084	-0.1021693
temp	Indian	(28.2,28.3]	-0.7279790	-0.7404967	-0.7058774
temp	Indian	(28.3, Inf]	0.2680719	-0.1702492	0.6312692
temp	N_Atlantic	(-Inf,26]	0.5685387	0.5685387	0.5685387
temp	N_Atlantic	(26,26.5]	NA	NA	NA
temp	N_Atlantic	(26.5,26.75]	-0.8922652	-0.9561433	-0.8047401
temp	N_Atlantic	(26.75,27]	-0.9318378	-0.9671473	-0.9067489
temp	N_Atlantic	(27,27.25]	-0.9597255	-0.9828386	-0.9254160
temp	N_Atlantic	(27.25,27.5]	-0.9118580	-0.9592874	-0.8651714
temp	N_Atlantic	(27.5,27.75]	-0.8799587	-0.8944820	-0.8591408
temp	N_Atlantic	(27.75,27.85]	-0.8505688	-0.8667737	-0.8223821
temp	N_Atlantic	(27.85,27.95]	-0.7540254	-0.7670427	-0.7345111
temp	N_Atlantic	(27.95,28.05]	-0.5957654	-0.7061592	-0.5021938
temp	N_Atlantic	(28.05,28.1]	-0.1165658	-0.3340908	0.1328693
temp	N_Atlantic	(28.1,28.15]	0.2164189	-0.2468003	0.8594022
temp	N_Atlantic	(28.15,28.2]	0.5350746	0.2435430	0.7586198
temp	N_Atlantic	(28.2, Inf]	-0.2773783	-0.8624964	0.7885117
temp	N_Pacific	(-Inf,26]	-0.8787294	-0.9858900	-0.7628456
temp	N_Pacific	(26,26.5]	-0.9079520	-0.9204417	-0.8873085
temp	N_Pacific	(26.5,26.75]	-0.7761310	-0.8258680	-0.6904999
temp	N_Pacific	(26.75,27]	-0.7210822	-0.7658459	-0.6801169
temp	N_Pacific	(27,27.25]	-0.8366192	-0.8744961	-0.8112369
temp	N_Pacific	(27.25,27.5]	-0.4285023	-0.4857495	-0.3734582
temp	N_Pacific	(27.5,27.75]	-0.1382175	-0.2075704	-0.0883652
temp	N_Pacific	(27.75,27.85]	-0.4781994	-0.5871374	-0.3872150
temp	N_Pacific	(27.85,27.95]	-0.0969864	-0.1494839	-0.0144399
temp	N_Pacific	(27.95,28.05]	0.1287351	0.1087560	0.1668456
temp	N_Pacific	(28.05,28.1]	0.4193497	0.2603436	0.5607807
temp	N_Pacific	(28.1,28.2]	0.4448294	0.3455706	0.6164366
temp	N_Pacific	(28.2,28.3]	0.6764636	0.5966967	0.7179522
temp	N_Pacific	(28.3, Inf]	0.5350514	0.3265486	0.6648151
temp	Pacific	(-Inf,26]	-0.5885430	-0.6599950	-0.5497181
temp	Pacific	(26,26.5]	0.1589717	0.0898978	0.2912132
temp	Pacific	(26.5,26.75]	0.4835549	0.4040064	0.6170741
temp	Pacific	(26.75,27]	0.5455901	0.4026431	0.6581599
temp	Pacific	(27,27.25]	0.4919237	0.2954291	0.6101809
temp	Pacific	(27.25,27.5]	0.2904322	0.1166789	0.3828245
temp	Pacific	(27.5,27.75]	-0.1296789	-0.1627696	-0.0859277
temp	Pacific	(27.75,27.85]	-0.1136170	-0.2263030	0.0267351
temp	Pacific	(27.85,27.95]	0.0289859	-0.0258577	0.0928379
temp	Pacific	(27.95,28.05]	0.1616475	0.0571667	0.2330064
temp	Pacific	(28.05,28.1]	0.4030865	0.3457431	0.4541674
temp	Pacific	(28.1,28.2]	0.1907049	0.0450442	0.3018926
temp	Pacific	(28.2,28.3]	0.6807327	0.6721502	0.6912596
temp	Pacific	(28.3, Inf]	0.9010089	0.8923480	0.9168285
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.5877877	0.3187700	0.9719904
temp	SO	(26.5,26.75]	0.4564787	0.0933561	0.7108058
temp	SO	(26.75,27]	0.5509277	0.4768971	0.6541516
temp	SO	(27,27.25]	0.7494645	0.7060052	0.7718386
temp	SO	(27.25,27.5]	0.6752494	0.5827237	0.7911153
temp	SO	(27.5,27.75]	0.4319361	0.2119301	0.6421829
temp	SO	(27.75,27.85]	-0.4002523	-0.7256145	0.0457717
temp	SO	(27.85,27.95]	-0.4122229	-0.7455849	0.2022915
temp	SO	(27.95,28.05]	-0.3729532	-0.8568520	0.2658139
temp	SO	(28.05,28.1]	-0.3795969	-0.8201471	0.2863440
temp	SO	(28.1,28.15]	0.4557852	0.0490352	0.7603203
temp	SO	(28.1,28.2]	-0.6073987	-0.8903954	-0.2153586
temp	SO	(28.15,28.2]	0.4755466	0.2492782	0.8371065
temp	SO	(28.2, Inf]	0.5375360	0.3514393	0.7528764
temp	SO	(28.2,28.3]	-0.4909477	-0.8219050	-0.0372739
temp	SO	(28.3, Inf]	-0.2053114	-0.4193045	-0.0300051

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