eMLR - assumption testing

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Last updated: 2021-07-28

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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Cache: none

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

File paths: relative

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Repository version: 9627e07

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 9627e07. 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	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
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html	8623898	Donghe-Zhu	2021-07-27	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
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
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
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
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
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
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
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]	0.8097476	0.7477602	0.9261952
aou + nitrate	Atlantic	(26,26.5]	0.8692437	0.8586830	0.8814079
aou + nitrate	Atlantic	(26.5,26.75]	0.9626288	0.9542524	0.9744571
aou + nitrate	Atlantic	(26.75,27]	0.9820140	0.9694535	0.9902031
aou + nitrate	Atlantic	(27,27.25]	0.9550018	0.9466741	0.9618532
aou + nitrate	Atlantic	(27.25,27.5]	0.8865744	0.8704807	0.9089284
aou + nitrate	Atlantic	(27.5,27.75]	0.8192910	0.7614075	0.8670265
aou + nitrate	Atlantic	(27.75,27.85]	0.7792703	0.7126706	0.8328426
aou + nitrate	Atlantic	(27.85,27.95]	0.8714394	0.8249932	0.8964857
aou + nitrate	Atlantic	(27.95,28.05]	0.9602971	0.9467267	0.9732077
aou + nitrate	Atlantic	(28.05,28.1]	0.9903274	0.9873962	0.9923017
aou + nitrate	Atlantic	(28.1,28.15]	0.9947303	0.9929653	0.9956648
aou + nitrate	Atlantic	(28.15,28.2]	0.9907890	0.9875090	0.9929156
aou + nitrate	Atlantic	(28.2, Inf]	0.9937943	0.9929955	0.9945286
aou + nitrate	Indian	(-Inf,26]	0.9414228	0.9285426	0.9494589
aou + nitrate	Indian	(26,26.5]	0.8811468	0.8416447	0.9071439
aou + nitrate	Indian	(26.5,26.75]	0.9177187	0.8875682	0.9486572
aou + nitrate	Indian	(26.75,27]	0.9367727	0.9083035	0.9530988
aou + nitrate	Indian	(27,27.25]	0.9443421	0.9355620	0.9568885
aou + nitrate	Indian	(27.25,27.5]	0.9464865	0.9263767	0.9576385
aou + nitrate	Indian	(27.5,27.75]	0.9589977	0.9526610	0.9652498
aou + nitrate	Indian	(27.75,27.85]	0.9869660	0.9734160	0.9953028
aou + nitrate	Indian	(27.85,27.95]	0.9931972	0.9891149	0.9957057
aou + nitrate	Indian	(27.95,28.05]	0.9931778	0.9878410	0.9965792
aou + nitrate	Indian	(28.05,28.1]	0.9968041	0.9943040	0.9983823
aou + nitrate	Indian	(28.1,28.2]	0.9944914	0.9919895	0.9964469
aou + nitrate	Indian	(28.2,28.3]	0.9916853	0.9897585	0.9954621
aou + nitrate	Indian	(28.3, Inf]	0.9271930	0.8516060	0.9708712
aou + nitrate	N_Atlantic	(-Inf,26]	-0.2057335	-0.9709005	0.5594334
aou + nitrate	N_Atlantic	(26,26.5]	0.7544075	0.5463372	0.9624778
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9706223	0.9336135	0.9904125
aou + nitrate	N_Atlantic	(26.75,27]	0.9267758	0.9105134	0.9442829
aou + nitrate	N_Atlantic	(27,27.25]	0.9595137	0.9236268	0.9781771
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9520155	0.9394783	0.9596715
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9697896	0.9623578	0.9747901
aou + nitrate	N_Atlantic	(27.75,27.85]	0.8966638	0.8542240	0.9229009
aou + nitrate	N_Atlantic	(27.85,27.95]	0.8940830	0.8764470	0.9133870
aou + nitrate	N_Atlantic	(27.95,28.05]	0.8097568	0.7544361	0.8909204
aou + nitrate	N_Atlantic	(28.05,28.1]	0.6906925	0.6360727	0.7621791
aou + nitrate	N_Atlantic	(28.1,28.15]	0.7368917	0.6493515	0.8036495
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9769304	0.9759533	0.9781502
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9506589	0.9349725	0.9758800
aou + nitrate	N_Pacific	(-Inf,26]	0.9475608	0.8758675	0.9898985
aou + nitrate	N_Pacific	(26,26.5]	0.9681394	0.9618790	0.9769560
aou + nitrate	N_Pacific	(26.5,26.75]	0.9755137	0.9706916	0.9785630
aou + nitrate	N_Pacific	(26.75,27]	0.9065395	0.8849915	0.9492507
aou + nitrate	N_Pacific	(27,27.25]	0.7150068	0.3358658	0.9677329
aou + nitrate	N_Pacific	(27.25,27.5]	0.5941510	0.4223013	0.7433806
aou + nitrate	N_Pacific	(27.5,27.75]	0.2519321	0.1209352	0.3316376
aou + nitrate	N_Pacific	(27.75,27.85]	0.4595503	0.4191218	0.5139496
aou + nitrate	N_Pacific	(27.85,27.95]	0.7524913	0.7226042	0.7958126
aou + nitrate	N_Pacific	(27.95,28.05]	0.9343932	0.9028367	0.9585840
aou + nitrate	N_Pacific	(28.05,28.1]	0.9788877	0.9742187	0.9868035
aou + nitrate	N_Pacific	(28.1,28.2]	0.9884824	0.9839207	0.9947276
aou + nitrate	N_Pacific	(28.2,28.3]	0.9978162	0.9967670	0.9990734
aou + nitrate	N_Pacific	(28.3, Inf]	0.9840291	0.9736318	0.9960778
aou + nitrate	Pacific	(-Inf,26]	0.9468521	0.9371484	0.9551744
aou + nitrate	Pacific	(26,26.5]	0.9271195	0.9142699	0.9448673
aou + nitrate	Pacific	(26.5,26.75]	0.8339262	0.7887834	0.8862704
aou + nitrate	Pacific	(26.75,27]	0.7837145	0.7371913	0.8215811
aou + nitrate	Pacific	(27,27.25]	0.8493361	0.8360749	0.8679746
aou + nitrate	Pacific	(27.25,27.5]	0.8428396	0.7601054	0.8849295
aou + nitrate	Pacific	(27.5,27.75]	0.9128514	0.9091526	0.9188891
aou + nitrate	Pacific	(27.75,27.85]	0.9830360	0.9774663	0.9867178
aou + nitrate	Pacific	(27.85,27.95]	0.9926771	0.9900347	0.9945491
aou + nitrate	Pacific	(27.95,28.05]	0.9960581	0.9955475	0.9963636
aou + nitrate	Pacific	(28.05,28.1]	0.9958586	0.9952018	0.9964122
aou + nitrate	Pacific	(28.1,28.2]	0.9916178	0.9911430	0.9919700
aou + nitrate	Pacific	(28.2,28.3]	0.9964784	0.9957458	0.9969097
aou + nitrate	Pacific	(28.3, Inf]	0.9919998	0.9917082	0.9925805
aou + nitrate	SO	(26,26.5]	0.9039416	0.8587189	0.9777014
aou + nitrate	SO	(26.5,26.75]	0.8029136	0.7612180	0.8749284
aou + nitrate	SO	(26.75,27]	0.7476331	0.6880742	0.7816126
aou + nitrate	SO	(27,27.25]	0.8077820	0.7731654	0.8339643
aou + nitrate	SO	(27.25,27.5]	0.8079992	0.7971042	0.8272740
aou + nitrate	SO	(27.5,27.75]	0.9024867	0.8779947	0.9186208
aou + nitrate	SO	(27.75,27.85]	0.9543644	0.9417494	0.9639837
aou + nitrate	SO	(27.85,27.95]	0.9262780	0.9108158	0.9343388
aou + nitrate	SO	(27.95,28.05]	0.8783994	0.8117330	0.9423917
aou + nitrate	SO	(28.05,28.1]	0.8392070	0.7723381	0.8961263
aou + nitrate	SO	(28.1,28.15]	0.4846597	0.3979899	0.5520289
aou + nitrate	SO	(28.1,28.2]	0.9131593	0.8813073	0.9435343
aou + nitrate	SO	(28.15,28.2]	0.6349313	0.5970918	0.6552331
aou + nitrate	SO	(28.2, Inf]	0.4101775	0.2363554	0.5192404
aou + nitrate	SO	(28.2,28.3]	0.9254063	0.9065630	0.9551435
aou + nitrate	SO	(28.3, Inf]	0.9103900	0.8726223	0.9536728
aou + phosphate	Atlantic	(-Inf,26]	0.8551666	0.8163946	0.8969589
aou + phosphate	Atlantic	(26,26.5]	0.9028766	0.8773723	0.9171005
aou + phosphate	Atlantic	(26.5,26.75]	0.9343750	0.9034172	0.9565684
aou + phosphate	Atlantic	(26.75,27]	0.9534175	0.9487031	0.9619145
aou + phosphate	Atlantic	(27,27.25]	0.8983151	0.8883980	0.9080600
aou + phosphate	Atlantic	(27.25,27.5]	0.8123219	0.7758600	0.8531540
aou + phosphate	Atlantic	(27.5,27.75]	0.7600841	0.6887024	0.8183404
aou + phosphate	Atlantic	(27.75,27.85]	0.7278207	0.6547013	0.7873013
aou + phosphate	Atlantic	(27.85,27.95]	0.8424219	0.7931421	0.8716018
aou + phosphate	Atlantic	(27.95,28.05]	0.9457057	0.9259713	0.9627441
aou + phosphate	Atlantic	(28.05,28.1]	0.9860742	0.9817137	0.9890858
aou + phosphate	Atlantic	(28.1,28.15]	0.9921835	0.9894388	0.9940492
aou + phosphate	Atlantic	(28.15,28.2]	0.9901108	0.9886790	0.9909118
aou + phosphate	Atlantic	(28.2, Inf]	0.9922004	0.9905566	0.9933364
aou + phosphate	Indian	(-Inf,26]	0.9894874	0.9851841	0.9929520
aou + phosphate	Indian	(26,26.5]	0.9858701	0.9851926	0.9862313
aou + phosphate	Indian	(26.5,26.75]	0.9884726	0.9876623	0.9895193
aou + phosphate	Indian	(26.75,27]	0.9870621	0.9832900	0.9902755
aou + phosphate	Indian	(27,27.25]	0.9880850	0.9866458	0.9893765
aou + phosphate	Indian	(27.25,27.5]	0.9823858	0.9777982	0.9849105
aou + phosphate	Indian	(27.5,27.75]	0.9809477	0.9786817	0.9854297
aou + phosphate	Indian	(27.75,27.85]	0.9963299	0.9956513	0.9970242
aou + phosphate	Indian	(27.85,27.95]	0.9972334	0.9970069	0.9976185
aou + phosphate	Indian	(27.95,28.05]	0.9976399	0.9972062	0.9982039
aou + phosphate	Indian	(28.05,28.1]	0.9991949	0.9990271	0.9994699
aou + phosphate	Indian	(28.1,28.2]	0.9969573	0.9954398	0.9982244
aou + phosphate	Indian	(28.2,28.3]	0.9913960	0.9898482	0.9924618
aou + phosphate	Indian	(28.3, Inf]	0.9090207	0.8248078	0.9653314
aou + phosphate	N_Atlantic	(-Inf,26]	0.2468212	-0.4772581	0.9709005
aou + phosphate	N_Atlantic	(26,26.5]	0.8961053	0.8101278	0.9820828
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9369082	0.9211988	0.9528050
aou + phosphate	N_Atlantic	(26.75,27]	0.9128687	0.8741216	0.9470901
aou + phosphate	N_Atlantic	(27,27.25]	0.9569906	0.9262026	0.9744772
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9163714	0.8944205	0.9292462
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9480512	0.9439209	0.9527073
aou + phosphate	N_Atlantic	(27.75,27.85]	0.8512322	0.7843117	0.8908514
aou + phosphate	N_Atlantic	(27.85,27.95]	0.8429053	0.8148343	0.8747430
aou + phosphate	N_Atlantic	(27.95,28.05]	0.7345923	0.6747468	0.8440228
aou + phosphate	N_Atlantic	(28.05,28.1]	0.6449003	0.5934092	0.7204871
aou + phosphate	N_Atlantic	(28.1,28.15]	0.7180469	0.6467511	0.7775166
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9720814	0.9690049	0.9750055
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9659349	0.9521343	0.9883074
aou + phosphate	N_Pacific	(-Inf,26]	0.8443680	0.6832006	0.9790103
aou + phosphate	N_Pacific	(26,26.5]	0.9456127	0.9301828	0.9580306
aou + phosphate	N_Pacific	(26.5,26.75]	0.9777174	0.9711584	0.9867966
aou + phosphate	N_Pacific	(26.75,27]	0.9226778	0.9112041	0.9425689
aou + phosphate	N_Pacific	(27,27.25]	0.9259969	0.9129462	0.9372491
aou + phosphate	N_Pacific	(27.25,27.5]	0.9553805	0.9497053	0.9633591
aou + phosphate	N_Pacific	(27.5,27.75]	0.9180180	0.9087790	0.9336184
aou + phosphate	N_Pacific	(27.75,27.85]	0.9731508	0.9704185	0.9779548
aou + phosphate	N_Pacific	(27.85,27.95]	0.9699787	0.9639452	0.9734912
aou + phosphate	N_Pacific	(27.95,28.05]	0.9849964	0.9837484	0.9868319
aou + phosphate	N_Pacific	(28.05,28.1]	0.9953380	0.9947540	0.9958119
aou + phosphate	N_Pacific	(28.1,28.2]	0.9985661	0.9984805	0.9986965
aou + phosphate	N_Pacific	(28.2,28.3]	0.9992907	0.9992698	0.9993043
aou + phosphate	N_Pacific	(28.3, Inf]	0.9897912	0.9841097	0.9934056
aou + phosphate	Pacific	(-Inf,26]	0.9638594	0.9547505	0.9712754
aou + phosphate	Pacific	(26,26.5]	0.9867575	0.9830754	0.9907750
aou + phosphate	Pacific	(26.5,26.75]	0.9888971	0.9864073	0.9916325
aou + phosphate	Pacific	(26.75,27]	0.9909028	0.9888898	0.9922708
aou + phosphate	Pacific	(27,27.25]	0.9913843	0.9906941	0.9918487
aou + phosphate	Pacific	(27.25,27.5]	0.9897437	0.9878624	0.9909379
aou + phosphate	Pacific	(27.5,27.75]	0.9926195	0.9923890	0.9930627
aou + phosphate	Pacific	(27.75,27.85]	0.9982606	0.9980559	0.9984713
aou + phosphate	Pacific	(27.85,27.95]	0.9986048	0.9985439	0.9986550
aou + phosphate	Pacific	(27.95,28.05]	0.9987791	0.9986650	0.9989289
aou + phosphate	Pacific	(28.05,28.1]	0.9991910	0.9991113	0.9992732
aou + phosphate	Pacific	(28.1,28.2]	0.9984544	0.9983189	0.9986341
aou + phosphate	Pacific	(28.2,28.3]	0.9979469	0.9978206	0.9980556
aou + phosphate	Pacific	(28.3, Inf]	0.9918269	0.9909932	0.9925310
aou + phosphate	SO	(26,26.5]	0.8687195	0.7989627	0.9699477
aou + phosphate	SO	(26.5,26.75]	0.7444431	0.6531037	0.8435257
aou + phosphate	SO	(26.75,27]	0.7383870	0.6626730	0.7839758
aou + phosphate	SO	(27,27.25]	0.7888416	0.7515991	0.8160199
aou + phosphate	SO	(27.25,27.5]	0.7917775	0.7815228	0.8109200
aou + phosphate	SO	(27.5,27.75]	0.9021276	0.8776637	0.9182888
aou + phosphate	SO	(27.75,27.85]	0.9489435	0.9341788	0.9594353
aou + phosphate	SO	(27.85,27.95]	0.9198083	0.9008192	0.9308490
aou + phosphate	SO	(27.95,28.05]	0.8743668	0.8068796	0.9397287
aou + phosphate	SO	(28.05,28.1]	0.8462367	0.7854868	0.8982707
aou + phosphate	SO	(28.1,28.15]	0.4847481	0.4038252	0.5484162
aou + phosphate	SO	(28.1,28.2]	0.9205831	0.8972950	0.9455615
aou + phosphate	SO	(28.15,28.2]	0.6339308	0.5865292	0.6660373
aou + phosphate	SO	(28.2, Inf]	0.2514747	0.0025459	0.4064396
aou + phosphate	SO	(28.2,28.3]	0.9407875	0.9294428	0.9631976
aou + phosphate	SO	(28.3, Inf]	0.8359668	0.7760013	0.9046353
aou + phosphate_star	Atlantic	(-Inf,26]	0.4726952	0.2058898	0.7003086
aou + phosphate_star	Atlantic	(26,26.5]	0.3289809	0.1883695	0.4477912
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2411071	0.1461926	0.3632459
aou + phosphate_star	Atlantic	(26.75,27]	0.0509963	0.0074831	0.0772577
aou + phosphate_star	Atlantic	(27,27.25]	-0.0913909	-0.1349212	-0.0339645
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.0381305	-0.1721061	0.0343961
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1729089	0.0741685	0.2327878
aou + phosphate_star	Atlantic	(27.75,27.85]	0.3222365	0.2561202	0.3899576
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6102762	0.5768032	0.6654495
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8198263	0.7287119	0.8829348
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9436484	0.9229696	0.9557685
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9634246	0.9499778	0.9726622
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9609415	0.9542372	0.9652519
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9778349	0.9746181	0.9803227
aou + phosphate_star	Indian	(-Inf,26]	0.8585474	0.8325733	0.8921947
aou + phosphate_star	Indian	(26,26.5]	0.7121140	0.7046407	0.7233685
aou + phosphate_star	Indian	(26.5,26.75]	0.6488110	0.5800504	0.6959052
aou + phosphate_star	Indian	(26.75,27]	0.5199286	0.4146045	0.5848394
aou + phosphate_star	Indian	(27,27.25]	0.4823430	0.3929384	0.5468172
aou + phosphate_star	Indian	(27.25,27.5]	0.1457795	0.0311463	0.2463463
aou + phosphate_star	Indian	(27.5,27.75]	-0.2195275	-0.2549242	-0.1717860
aou + phosphate_star	Indian	(27.75,27.85]	-0.7159609	-0.7535077	-0.6463278
aou + phosphate_star	Indian	(27.85,27.95]	-0.7309392	-0.7469566	-0.7145796
aou + phosphate_star	Indian	(27.95,28.05]	-0.5950073	-0.6907108	-0.5204573
aou + phosphate_star	Indian	(28.05,28.1]	-0.5009313	-0.6550008	-0.3550428
aou + phosphate_star	Indian	(28.1,28.2]	0.4193910	-0.0041399	0.6878712
aou + phosphate_star	Indian	(28.2,28.3]	0.6906344	0.6227442	0.7337060
aou + phosphate_star	Indian	(28.3, Inf]	-0.1448402	-0.4957409	0.2841800
aou + phosphate_star	N_Atlantic	(-Inf,26]	-0.4575887	-0.9709005	0.0557232
aou + phosphate_star	N_Atlantic	(26,26.5]	0.3020961	-0.3036154	0.9078076
aou + phosphate_star	N_Atlantic	(26.5,26.75]	-0.1757832	-0.5757188	0.4560707
aou + phosphate_star	N_Atlantic	(26.75,27]	-0.6503809	-0.7477600	-0.4916720
aou + phosphate_star	N_Atlantic	(27,27.25]	-0.8788491	-0.9104463	-0.8366605
aou + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7950401	-0.8123755	-0.7626304
aou + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4778120	-0.4956573	-0.4458914
aou + phosphate_star	N_Atlantic	(27.75,27.85]	-0.2618451	-0.3332458	-0.1530658
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.0613579	0.0022795	0.1701104
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.2484217	0.1273960	0.4511795
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.3528996	0.2884608	0.4336455
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.4385363	0.3445237	0.4859656
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9043589	0.8922323	0.9120518
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.9656054	0.9608688	0.9691973
aou + phosphate_star	N_Pacific	(-Inf,26]	-0.4595888	-0.6774795	-0.2539741
aou + phosphate_star	N_Pacific	(26,26.5]	0.1548032	0.0087499	0.2994569
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.3417438	0.1922942	0.4174735
aou + phosphate_star	N_Pacific	(26.75,27]	-0.2013127	-0.3377678	-0.0982302
aou + phosphate_star	N_Pacific	(27,27.25]	-0.1033325	-0.3843495	0.0832463
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7211357	0.6684973	0.8155097
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5490374	0.5088623	0.6162729
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.3776062	0.3587864	0.4054980
aou + phosphate_star	N_Pacific	(27.85,27.95]	-0.1528492	-0.2109475	-0.0788259
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.6460148	-0.6782307	-0.6269862
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.7103770	-0.7265403	-0.7018440
aou + phosphate_star	N_Pacific	(28.1,28.2]	-0.8757077	-0.8911181	-0.8675178
aou + phosphate_star	N_Pacific	(28.2,28.3]	-0.4792454	-0.5198306	-0.4454761
aou + phosphate_star	N_Pacific	(28.3, Inf]	-0.9565241	-0.9961529	-0.9274918
aou + phosphate_star	Pacific	(-Inf,26]	0.6298723	0.5812314	0.7180627
aou + phosphate_star	Pacific	(26,26.5]	0.7491889	0.6646952	0.8243189
aou + phosphate_star	Pacific	(26.5,26.75]	0.7137560	0.5574940	0.8167404
aou + phosphate_star	Pacific	(26.75,27]	0.7814365	0.6966073	0.8430307
aou + phosphate_star	Pacific	(27,27.25]	0.7799638	0.7408046	0.8196551
aou + phosphate_star	Pacific	(27.25,27.5]	0.6339031	0.5615495	0.6965150
aou + phosphate_star	Pacific	(27.5,27.75]	0.4131820	0.3662634	0.4844630
aou + phosphate_star	Pacific	(27.75,27.85]	0.2487606	0.0622594	0.4098180
aou + phosphate_star	Pacific	(27.85,27.95]	0.2244252	0.1715373	0.3282519
aou + phosphate_star	Pacific	(27.95,28.05]	0.1686125	0.1243529	0.1996478
aou + phosphate_star	Pacific	(28.05,28.1]	0.4548738	0.4188299	0.4892996
aou + phosphate_star	Pacific	(28.1,28.2]	0.1492505	0.0313480	0.2927405
aou + phosphate_star	Pacific	(28.2,28.3]	0.0893692	-0.0337049	0.1688178
aou + phosphate_star	Pacific	(28.3, Inf]	-0.8877262	-0.8984211	-0.8679656
aou + phosphate_star	SO	(26,26.5]	-0.4531397	-0.9289058	0.0354245
aou + phosphate_star	SO	(26.5,26.75]	-0.0027569	-0.5509846	0.4302480
aou + phosphate_star	SO	(26.75,27]	0.0675796	-0.0781690	0.1694916
aou + phosphate_star	SO	(27,27.25]	-0.0997081	-0.1788938	-0.0493075
aou + phosphate_star	SO	(27.25,27.5]	-0.5196102	-0.5598457	-0.4748386
aou + phosphate_star	SO	(27.5,27.75]	-0.4491224	-0.4892567	-0.4156037
aou + phosphate_star	SO	(27.75,27.85]	-0.7578253	-0.7716080	-0.7466747
aou + phosphate_star	SO	(27.85,27.95]	-0.7531195	-0.7833741	-0.7175589
aou + phosphate_star	SO	(27.95,28.05]	-0.7093977	-0.8031747	-0.6143772
aou + phosphate_star	SO	(28.05,28.1]	-0.6183852	-0.6868160	-0.5067926
aou + phosphate_star	SO	(28.1,28.15]	-0.1210693	-0.1851120	-0.0343808
aou + phosphate_star	SO	(28.1,28.2]	-0.7203626	-0.7538371	-0.6697974
aou + phosphate_star	SO	(28.15,28.2]	0.0524902	-0.0962107	0.2706981
aou + phosphate_star	SO	(28.2, Inf]	-0.3875584	-0.5927147	-0.2392635
aou + phosphate_star	SO	(28.2,28.3]	-0.7662676	-0.8130667	-0.7205460
aou + phosphate_star	SO	(28.3, Inf]	-0.7869544	-0.8600311	-0.7436815
aou + silicate	Atlantic	(-Inf,26]	0.0996531	-0.7442908	0.7534186
aou + silicate	Atlantic	(26,26.5]	0.2644483	0.1730693	0.3172652
aou + silicate	Atlantic	(26.5,26.75]	0.6679908	0.6413055	0.7122482
aou + silicate	Atlantic	(26.75,27]	0.7471115	0.7012992	0.7850926
aou + silicate	Atlantic	(27,27.25]	0.3942219	0.3333377	0.4299962
aou + silicate	Atlantic	(27.25,27.5]	0.1693170	0.0525464	0.2410884
aou + silicate	Atlantic	(27.5,27.75]	0.2342090	0.1553509	0.2740843
aou + silicate	Atlantic	(27.75,27.85]	0.2808213	0.2362519	0.3285703
aou + silicate	Atlantic	(27.85,27.95]	0.5691967	0.5349823	0.6216131
aou + silicate	Atlantic	(27.95,28.05]	0.8042915	0.7047082	0.8688495
aou + silicate	Atlantic	(28.05,28.1]	0.9287932	0.8990215	0.9446314
aou + silicate	Atlantic	(28.1,28.15]	0.9495822	0.9297237	0.9628012
aou + silicate	Atlantic	(28.15,28.2]	0.9154556	0.9055285	0.9251564
aou + silicate	Atlantic	(28.2, Inf]	0.9551286	0.9394147	0.9700931
aou + silicate	Indian	(-Inf,26]	0.8394307	0.7403948	0.9108675
aou + silicate	Indian	(26,26.5]	0.8882351	0.8551567	0.9200523
aou + silicate	Indian	(26.5,26.75]	0.9311051	0.9099703	0.9649709
aou + silicate	Indian	(26.75,27]	0.9597458	0.9448274	0.9813051
aou + silicate	Indian	(27,27.25]	0.9499942	0.9356782	0.9727424
aou + silicate	Indian	(27.25,27.5]	0.9363272	0.9246153	0.9517296
aou + silicate	Indian	(27.5,27.75]	0.9126722	0.8764257	0.9342717
aou + silicate	Indian	(27.75,27.85]	0.9709188	0.9578196	0.9866845
aou + silicate	Indian	(27.85,27.95]	0.9724387	0.9598756	0.9868957
aou + silicate	Indian	(27.95,28.05]	0.9611586	0.9428177	0.9786558
aou + silicate	Indian	(28.05,28.1]	0.9832494	0.9762194	0.9930560
aou + silicate	Indian	(28.1,28.2]	0.8928868	0.8207395	0.9386352
aou + silicate	Indian	(28.2,28.3]	0.7256873	0.6989036	0.7397192
aou + silicate	Indian	(28.3, Inf]	0.7658887	0.6461709	0.8517575
aou + silicate	N_Atlantic	(-Inf,26]	-0.2470498	-0.9709005	0.4768009
aou + silicate	N_Atlantic	(26,26.5]	0.4324403	0.0583733	0.8065073
aou + silicate	N_Atlantic	(26.5,26.75]	0.7070958	0.5571872	0.8319168
aou + silicate	N_Atlantic	(26.75,27]	0.7719277	0.7205385	0.8215361
aou + silicate	N_Atlantic	(27,27.25]	0.8715254	0.7704305	0.9245924
aou + silicate	N_Atlantic	(27.25,27.5]	0.8993566	0.8597462	0.9199571
aou + silicate	N_Atlantic	(27.5,27.75]	0.8971699	0.8825219	0.9088856
aou + silicate	N_Atlantic	(27.75,27.85]	0.4131370	0.1433221	0.5546417
aou + silicate	N_Atlantic	(27.85,27.95]	0.1983453	0.0837120	0.3260140
aou + silicate	N_Atlantic	(27.95,28.05]	0.1215363	-0.0943324	0.3052069
aou + silicate	N_Atlantic	(28.05,28.1]	0.0679783	-0.0183447	0.1944721
aou + silicate	N_Atlantic	(28.1,28.15]	0.5607678	0.5056471	0.5979963
aou + silicate	N_Atlantic	(28.15,28.2]	0.9479068	0.9439287	0.9536129
aou + silicate	N_Atlantic	(28.2, Inf]	0.9851422	0.9800874	0.9931886
aou + silicate	N_Pacific	(-Inf,26]	0.8240135	0.7312271	0.9245876
aou + silicate	N_Pacific	(26,26.5]	0.8776546	0.8428947	0.9159674
aou + silicate	N_Pacific	(26.5,26.75]	0.8992466	0.8854536	0.9171782
aou + silicate	N_Pacific	(26.75,27]	0.8208440	0.7893653	0.8479456
aou + silicate	N_Pacific	(27,27.25]	0.7483942	0.6819866	0.8476423
aou + silicate	N_Pacific	(27.25,27.5]	0.7010148	0.6828198	0.7144049
aou + silicate	N_Pacific	(27.5,27.75]	0.6362668	0.5604545	0.7215455
aou + silicate	N_Pacific	(27.75,27.85]	0.7084469	0.6657100	0.7799047
aou + silicate	N_Pacific	(27.85,27.95]	0.5927367	0.4871672	0.6504037
aou + silicate	N_Pacific	(27.95,28.05]	0.3048645	0.1315788	0.4581721
aou + silicate	N_Pacific	(28.05,28.1]	0.7405752	0.6633630	0.8200180
aou + silicate	N_Pacific	(28.1,28.2]	0.2799062	0.2249499	0.3089079
aou + silicate	N_Pacific	(28.2,28.3]	0.8850585	0.8660524	0.8998342
aou + silicate	N_Pacific	(28.3, Inf]	0.9917738	0.9894777	0.9937848
aou + silicate	Pacific	(-Inf,26]	0.8265533	0.7937583	0.8874755
aou + silicate	Pacific	(26,26.5]	0.8648958	0.8012277	0.9123450
aou + silicate	Pacific	(26.5,26.75]	0.8043551	0.7265892	0.8650664
aou + silicate	Pacific	(26.75,27]	0.8349006	0.7926731	0.8614095
aou + silicate	Pacific	(27,27.25]	0.9110446	0.8945505	0.9222051
aou + silicate	Pacific	(27.25,27.5]	0.9324912	0.9067385	0.9466309
aou + silicate	Pacific	(27.5,27.75]	0.9365379	0.9274046	0.9418767
aou + silicate	Pacific	(27.75,27.85]	0.9655654	0.9552316	0.9726921
aou + silicate	Pacific	(27.85,27.95]	0.9598253	0.9496916	0.9679698
aou + silicate	Pacific	(27.95,28.05]	0.9500895	0.9411987	0.9600416
aou + silicate	Pacific	(28.05,28.1]	0.9826776	0.9809358	0.9836412
aou + silicate	Pacific	(28.1,28.2]	0.8560136	0.8465031	0.8698589
aou + silicate	Pacific	(28.2,28.3]	0.7998841	0.7924907	0.8060979
aou + silicate	Pacific	(28.3, Inf]	0.9512645	0.9492568	0.9538241
aou + silicate	SO	(26,26.5]	0.8450765	0.7507306	0.9818847
aou + silicate	SO	(26.5,26.75]	0.9212028	0.8908472	0.9454511
aou + silicate	SO	(26.75,27]	0.8981724	0.8820786	0.9172241
aou + silicate	SO	(27,27.25]	0.8225092	0.7895175	0.8411877
aou + silicate	SO	(27.25,27.5]	0.7778007	0.7724793	0.7807418
aou + silicate	SO	(27.5,27.75]	0.8706320	0.8446034	0.8888979
aou + silicate	SO	(27.75,27.85]	0.9099613	0.8806334	0.9302629
aou + silicate	SO	(27.85,27.95]	0.8959054	0.8804547	0.9094358
aou + silicate	SO	(27.95,28.05]	0.9009843	0.8631032	0.9418327
aou + silicate	SO	(28.05,28.1]	0.9221779	0.9072430	0.9383515
aou + silicate	SO	(28.1,28.15]	0.7214146	0.6867160	0.7652367
aou + silicate	SO	(28.1,28.2]	0.9479597	0.9436533	0.9523946
aou + silicate	SO	(28.15,28.2]	0.8201723	0.7787225	0.8587707
aou + silicate	SO	(28.2, Inf]	0.0216531	-0.2177290	0.1989027
aou + silicate	SO	(28.2,28.3]	0.9472710	0.9403439	0.9554438
aou + silicate	SO	(28.3, Inf]	0.6638890	0.6015082	0.7309705
nitrate + phosphate	Atlantic	(-Inf,26]	0.4754215	0.2888039	0.6354055
nitrate + phosphate	Atlantic	(26,26.5]	0.7297463	0.7098296	0.7613744
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9417054	0.9338971	0.9480476
nitrate + phosphate	Atlantic	(26.75,27]	0.9728558	0.9652158	0.9818352
nitrate + phosphate	Atlantic	(27,27.25]	0.9771398	0.9755775	0.9779377
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9879745	0.9840423	0.9903949
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9946891	0.9938405	0.9951681
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9968089	0.9967520	0.9968942
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9982801	0.9978816	0.9985093
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9983549	0.9976512	0.9988161
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9992748	0.9990007	0.9994341
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9988769	0.9984387	0.9991586
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9900475	0.9881494	0.9913897
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9969399	0.9960998	0.9979540
nitrate + phosphate	Indian	(-Inf,26]	0.9375990	0.9241085	0.9475343
nitrate + phosphate	Indian	(26,26.5]	0.8636368	0.8049936	0.9135198
nitrate + phosphate	Indian	(26.5,26.75]	0.9078309	0.8679827	0.9602997
nitrate + phosphate	Indian	(26.75,27]	0.9369748	0.9007242	0.9690698
nitrate + phosphate	Indian	(27,27.25]	0.9547189	0.9394171	0.9720271
nitrate + phosphate	Indian	(27.25,27.5]	0.9692350	0.9412718	0.9870078
nitrate + phosphate	Indian	(27.5,27.75]	0.9861402	0.9690050	0.9968623
nitrate + phosphate	Indian	(27.75,27.85]	0.9893483	0.9711284	0.9996802
nitrate + phosphate	Indian	(27.85,27.95]	0.9961378	0.9909696	0.9996012
nitrate + phosphate	Indian	(27.95,28.05]	0.9957045	0.9899392	0.9994878
nitrate + phosphate	Indian	(28.05,28.1]	0.9978342	0.9961024	0.9994784
nitrate + phosphate	Indian	(28.1,28.2]	0.9957725	0.9939646	0.9977737
nitrate + phosphate	Indian	(28.2,28.3]	0.9881533	0.9814596	0.9932645
nitrate + phosphate	Indian	(28.3, Inf]	0.9873226	0.9814202	0.9912292
nitrate + phosphate	N_Atlantic	(-Inf,26]	-0.6617209	-1.0000000	-0.3234419
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9452055	0.9334573	0.9569536
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9169978	0.8693949	0.9458115
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9526774	0.9348590	0.9685037
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9855375	0.9757625	0.9937846
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9853899	0.9823557	0.9878982
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9903737	0.9900010	0.9906147
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9949647	0.9921354	0.9965287
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9941551	0.9930330	0.9956892
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9917081	0.9880897	0.9949421
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9876541	0.9816075	0.9907638
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9873546	0.9866405	0.9877941
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9978304	0.9968997	0.9986309
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9978633	0.9970255	0.9983940
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9453135	0.9230474	0.9785599
nitrate + phosphate	N_Pacific	(26,26.5]	0.9833381	0.9746530	0.9914474
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.9891463	0.9813956	0.9974314
nitrate + phosphate	N_Pacific	(26.75,27]	0.9331436	0.9069789	0.9792837
nitrate + phosphate	N_Pacific	(27,27.25]	0.7079182	0.3384176	0.9323873
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.5542630	0.3672217	0.7465098
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.2659012	0.0683678	0.3746926
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.4261299	0.3715178	0.4850677
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.7253331	0.6846679	0.7824227
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9445974	0.9230675	0.9716281
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9854691	0.9800504	0.9943194
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9891422	0.9832865	0.9976182
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9970000	0.9952233	0.9988839
nitrate + phosphate	N_Pacific	(28.3, Inf]	0.9900151	0.9849784	0.9953425
nitrate + phosphate	Pacific	(-Inf,26]	0.9836982	0.9833210	0.9839840
nitrate + phosphate	Pacific	(26,26.5]	0.9433841	0.9316033	0.9542336
nitrate + phosphate	Pacific	(26.5,26.75]	0.8528213	0.8053090	0.9049103
nitrate + phosphate	Pacific	(26.75,27]	0.7885988	0.7457245	0.8228715
nitrate + phosphate	Pacific	(27,27.25]	0.8413254	0.8247964	0.8578476
nitrate + phosphate	Pacific	(27.25,27.5]	0.8272154	0.7401925	0.8715207
nitrate + phosphate	Pacific	(27.5,27.75]	0.9037162	0.8985866	0.9113585
nitrate + phosphate	Pacific	(27.75,27.85]	0.9791039	0.9720671	0.9841484
nitrate + phosphate	Pacific	(27.85,27.95]	0.9927676	0.9898385	0.9947668
nitrate + phosphate	Pacific	(27.95,28.05]	0.9985097	0.9983630	0.9987291
nitrate + phosphate	Pacific	(28.05,28.1]	0.9979923	0.9977334	0.9982368
nitrate + phosphate	Pacific	(28.1,28.2]	0.9949752	0.9946398	0.9954106
nitrate + phosphate	Pacific	(28.2,28.3]	0.9976367	0.9966651	0.9985751
nitrate + phosphate	Pacific	(28.3, Inf]	0.9953400	0.9948997	0.9957649
nitrate + phosphate	SO	(26,26.5]	0.9958146	0.9920238	0.9990012
nitrate + phosphate	SO	(26.5,26.75]	0.9737138	0.9448638	0.9932494
nitrate + phosphate	SO	(26.75,27]	0.9882837	0.9871047	0.9899989
nitrate + phosphate	SO	(27,27.25]	0.9965919	0.9963402	0.9967712
nitrate + phosphate	SO	(27.25,27.5]	0.9982815	0.9981000	0.9984426
nitrate + phosphate	SO	(27.5,27.75]	0.9989064	0.9986564	0.9991073
nitrate + phosphate	SO	(27.75,27.85]	0.9987593	0.9983904	0.9990894
nitrate + phosphate	SO	(27.85,27.95]	0.9973108	0.9961177	0.9985029
nitrate + phosphate	SO	(27.95,28.05]	0.9986536	0.9982352	0.9990253
nitrate + phosphate	SO	(28.05,28.1]	0.9981499	0.9979511	0.9985464
nitrate + phosphate	SO	(28.1,28.15]	0.9986471	0.9983983	0.9989435
nitrate + phosphate	SO	(28.1,28.2]	0.9979010	0.9972225	0.9984715
nitrate + phosphate	SO	(28.15,28.2]	0.9985220	0.9982414	0.9989076
nitrate + phosphate	SO	(28.2, Inf]	0.9119530	0.8908223	0.9286918
nitrate + phosphate	SO	(28.2,28.3]	0.9958004	0.9942894	0.9974363
nitrate + phosphate	SO	(28.3, Inf]	0.9777043	0.9721087	0.9811216
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2810740	0.0137262	0.5678225
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2033467	0.0334384	0.3337305
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3432502	0.2244966	0.4468199
nitrate + phosphate_star	Atlantic	(26.75,27]	0.1734003	0.1162562	0.2125980
nitrate + phosphate_star	Atlantic	(27,27.25]	0.1856602	0.1294827	0.2485702
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4232695	0.3328596	0.4926402
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7014442	0.6842975	0.7192094
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8416659	0.8312048	0.8599856
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9174013	0.8888107	0.9368834
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9454393	0.9091040	0.9663661
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9787994	0.9699980	0.9832022
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9827697	0.9758513	0.9872436
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9714188	0.9664401	0.9740417
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9912880	0.9889241	0.9932160
nitrate + phosphate_star	Indian	(-Inf,26]	0.8425096	0.8136409	0.8672646
nitrate + phosphate_star	Indian	(26,26.5]	0.6378176	0.5437337	0.7549603
nitrate + phosphate_star	Indian	(26.5,26.75]	0.6259935	0.5940848	0.6852619
nitrate + phosphate_star	Indian	(26.75,27]	0.5727180	0.5666812	0.5826826
nitrate + phosphate_star	Indian	(27,27.25]	0.5982793	0.5471372	0.6305761
nitrate + phosphate_star	Indian	(27.25,27.5]	0.3594980	0.2872837	0.4487822
nitrate + phosphate_star	Indian	(27.5,27.75]	0.0223453	-0.0541678	0.0968637
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.6500992	-0.7000638	-0.5624867
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.6718955	-0.6931516	-0.6552549
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.5330010	-0.6346934	-0.4532963
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.4598252	-0.6345927	-0.2968558
nitrate + phosphate_star	Indian	(28.1,28.2]	0.4590132	0.0244627	0.7208101
nitrate + phosphate_star	Indian	(28.2,28.3]	0.7057500	0.6030882	0.7635642
nitrate + phosphate_star	Indian	(28.3, Inf]	0.1831596	0.0199509	0.4796542
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.9128719	0.8257438	1.0000000
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.2048703	-0.4354625	0.8452032
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.2324867	-0.6061813	0.3344055
nitrate + phosphate_star	N_Atlantic	(26.75,27]	-0.6037358	-0.7730698	-0.3742385
nitrate + phosphate_star	N_Atlantic	(27,27.25]	-0.8685831	-0.9059567	-0.8250036
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	-0.6709724	-0.7085514	-0.6085040
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3887291	-0.4094781	-0.3679888
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.1333896	0.0138771	0.2191304
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.4947963	0.4455499	0.5507395
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.7566282	0.7092259	0.8030450
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.8847613	0.8583929	0.9050046
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9010306	0.8897181	0.9067282
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9702242	0.9630682	0.9748959
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9964621	0.9948605	0.9994801
nitrate + phosphate_star	N_Pacific	(-Inf,26]	-0.2792563	-0.6860174	-0.0176462
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.3264588	0.1921859	0.4286069
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.4873144	0.3493977	0.5714121
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.0751920	-0.0425089	0.1762147
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.0922978	-0.2617035	0.3054682
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.4870982	0.4142053	0.6241612
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.3761335	0.2000529	0.4696673
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.3463330	0.3009071	0.3724291
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.0136944	-0.0973491	0.1424047
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.4497005	-0.5380284	-0.3627099
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.6098480	-0.6221417	-0.6008427
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	-0.8494463	-0.8552450	-0.8464019
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	-0.4777314	-0.5030802	-0.4625682
nitrate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9238450	-0.9992316	-0.8292204
nitrate + phosphate_star	Pacific	(-Inf,26]	0.8159500	0.7718031	0.8692207
nitrate + phosphate_star	Pacific	(26,26.5]	0.8340298	0.7712490	0.8757132
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.7774762	0.6477267	0.8714163
nitrate + phosphate_star	Pacific	(26.75,27]	0.7481176	0.6834610	0.7876325
nitrate + phosphate_star	Pacific	(27,27.25]	0.7350384	0.7321801	0.7399984
nitrate + phosphate_star	Pacific	(27.25,27.5]	0.5874231	0.4923498	0.6620634
nitrate + phosphate_star	Pacific	(27.5,27.75]	0.4422342	0.4089811	0.5036173
nitrate + phosphate_star	Pacific	(27.75,27.85]	0.2594791	0.0782992	0.4020550
nitrate + phosphate_star	Pacific	(27.85,27.95]	0.2759950	0.2218920	0.3774204
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.2431098	0.1983521	0.2695320
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.5164563	0.4817678	0.5558202
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.2396915	0.1246300	0.3829854
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.1488350	0.0317956	0.2293186
nitrate + phosphate_star	Pacific	(28.3, Inf]	-0.8334473	-0.8487639	-0.8076396
nitrate + phosphate_star	SO	(26,26.5]	-0.0940921	-0.8365525	0.5106974
nitrate + phosphate_star	SO	(26.5,26.75]	0.5215257	0.0780073	0.8004798
nitrate + phosphate_star	SO	(26.75,27]	0.6942055	0.6540839	0.7293777
nitrate + phosphate_star	SO	(27,27.25]	0.4981000	0.4788760	0.5299006
nitrate + phosphate_star	SO	(27.25,27.5]	0.0802828	0.0471158	0.0992730
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0234676	-0.0528077	-0.0041948
nitrate + phosphate_star	SO	(27.75,27.85]	-0.5327007	-0.5767905	-0.4856837
nitrate + phosphate_star	SO	(27.85,27.95]	-0.4648566	-0.5231741	-0.3770279
nitrate + phosphate_star	SO	(27.95,28.05]	-0.3056016	-0.5666208	-0.0466517
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1067507	-0.3009730	0.1514754
nitrate + phosphate_star	SO	(28.1,28.15]	0.8060064	0.7807398	0.8250922
nitrate + phosphate_star	SO	(28.1,28.2]	-0.3833317	-0.4988522	-0.2455297
nitrate + phosphate_star	SO	(28.15,28.2]	0.7951538	0.7381417	0.9041842
nitrate + phosphate_star	SO	(28.2, Inf]	0.6361968	0.5983725	0.6955684
nitrate + phosphate_star	SO	(28.2,28.3]	-0.4759657	-0.5458287	-0.3700286
nitrate + phosphate_star	SO	(28.3, Inf]	-0.4747373	-0.6763909	-0.3322575
nitrate + silicate	Atlantic	(-Inf,26]	0.5114381	-0.1893827	0.8920979
nitrate + silicate	Atlantic	(26,26.5]	0.6684622	0.5733687	0.7201871
nitrate + silicate	Atlantic	(26.5,26.75]	0.7725876	0.7621493	0.7790005
nitrate + silicate	Atlantic	(26.75,27]	0.8214808	0.7939293	0.8502127
nitrate + silicate	Atlantic	(27,27.25]	0.6259081	0.5766064	0.6554779
nitrate + silicate	Atlantic	(27.25,27.5]	0.5949488	0.5264904	0.6436658
nitrate + silicate	Atlantic	(27.5,27.75]	0.7348190	0.7031988	0.7534894
nitrate + silicate	Atlantic	(27.75,27.85]	0.8099977	0.7884231	0.8429460
nitrate + silicate	Atlantic	(27.85,27.95]	0.8881644	0.8488447	0.9200031
nitrate + silicate	Atlantic	(27.95,28.05]	0.9286495	0.8845196	0.9511000
nitrate + silicate	Atlantic	(28.05,28.1]	0.9622060	0.9441251	0.9732297
nitrate + silicate	Atlantic	(28.1,28.15]	0.9638827	0.9490729	0.9713630
nitrate + silicate	Atlantic	(28.15,28.2]	0.9029907	0.8924109	0.9133492
nitrate + silicate	Atlantic	(28.2, Inf]	0.9658240	0.9527506	0.9782091
nitrate + silicate	Indian	(-Inf,26]	0.8312187	0.7711074	0.8612866
nitrate + silicate	Indian	(26,26.5]	0.7881001	0.7514765	0.8175591
nitrate + silicate	Indian	(26.5,26.75]	0.8588505	0.8184795	0.9114596
nitrate + silicate	Indian	(26.75,27]	0.9099780	0.8752526	0.9379938
nitrate + silicate	Indian	(27,27.25]	0.9451239	0.9302022	0.9648403
nitrate + silicate	Indian	(27.25,27.5]	0.9645127	0.9400516	0.9827599
nitrate + silicate	Indian	(27.5,27.75]	0.9747173	0.9664187	0.9870474
nitrate + silicate	Indian	(27.75,27.85]	0.9786521	0.9636696	0.9942001
nitrate + silicate	Indian	(27.85,27.95]	0.9804586	0.9726040	0.9910205
nitrate + silicate	Indian	(27.95,28.05]	0.9695796	0.9577828	0.9829267
nitrate + silicate	Indian	(28.05,28.1]	0.9829536	0.9765673	0.9911628
nitrate + silicate	Indian	(28.1,28.2]	0.8910630	0.8230498	0.9298792
nitrate + silicate	Indian	(28.2,28.3]	0.7217822	0.6610325	0.7531987
nitrate + silicate	Indian	(28.3, Inf]	0.8200023	0.7298520	0.9036930
nitrate + silicate	N_Atlantic	(-Inf,26]	0.9808496	0.9616992	1.0000000
nitrate + silicate	N_Atlantic	(26,26.5]	0.8946298	0.8680248	0.9212347
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.8033717	0.7422702	0.8837135
nitrate + silicate	N_Atlantic	(26.75,27]	0.8841135	0.8509221	0.9037561
nitrate + silicate	N_Atlantic	(27,27.25]	0.9534657	0.9304065	0.9719882
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9604162	0.9482570	0.9686444
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9591294	0.9537774	0.9651793
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.7271998	0.6053964	0.8048179
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.5710965	0.5154001	0.6437100
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.5958549	0.4646241	0.6646380
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.2546875	0.0313410	0.5412459
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.6585569	0.6349946	0.6811782
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9714417	0.9675321	0.9764619
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9813973	0.9761690	0.9906799
nitrate + silicate	N_Pacific	(-Inf,26]	0.8494607	0.7740378	0.9000415
nitrate + silicate	N_Pacific	(26,26.5]	0.8676948	0.8242905	0.9223614
nitrate + silicate	N_Pacific	(26.5,26.75]	0.8889582	0.8772407	0.8979472
nitrate + silicate	N_Pacific	(26.75,27]	0.8230115	0.7861155	0.8425755
nitrate + silicate	N_Pacific	(27,27.25]	0.7245924	0.6347384	0.8126846
nitrate + silicate	N_Pacific	(27.25,27.5]	0.6813131	0.6211556	0.7648696
nitrate + silicate	N_Pacific	(27.5,27.75]	0.6201905	0.5489299	0.7124814
nitrate + silicate	N_Pacific	(27.75,27.85]	0.7186793	0.7045595	0.7287704
nitrate + silicate	N_Pacific	(27.85,27.95]	0.7043691	0.5252259	0.8012798
nitrate + silicate	N_Pacific	(27.95,28.05]	0.3713474	0.0938525	0.6042992
nitrate + silicate	N_Pacific	(28.05,28.1]	0.6743778	0.5578633	0.8218638
nitrate + silicate	N_Pacific	(28.1,28.2]	0.2082701	0.1917170	0.2344004
nitrate + silicate	N_Pacific	(28.2,28.3]	0.8593122	0.8296045	0.8871268
nitrate + silicate	N_Pacific	(28.3, Inf]	0.9784179	0.9592653	0.9948761
nitrate + silicate	Pacific	(-Inf,26]	0.9113322	0.8880775	0.9419171
nitrate + silicate	Pacific	(26,26.5]	0.9380225	0.9043111	0.9568745
nitrate + silicate	Pacific	(26.5,26.75]	0.8994731	0.8413272	0.9480514
nitrate + silicate	Pacific	(26.75,27]	0.8742128	0.8374868	0.9000950
nitrate + silicate	Pacific	(27,27.25]	0.9061928	0.8970086	0.9126743
nitrate + silicate	Pacific	(27.25,27.5]	0.8917416	0.8376253	0.9221489
nitrate + silicate	Pacific	(27.5,27.75]	0.9357119	0.9332317	0.9373622
nitrate + silicate	Pacific	(27.75,27.85]	0.9720287	0.9621100	0.9813252
nitrate + silicate	Pacific	(27.85,27.95]	0.9694734	0.9580972	0.9784984
nitrate + silicate	Pacific	(27.95,28.05]	0.9573682	0.9437390	0.9663105
nitrate + silicate	Pacific	(28.05,28.1]	0.9726836	0.9684280	0.9750365
nitrate + silicate	Pacific	(28.1,28.2]	0.8646690	0.8521571	0.8805268
nitrate + silicate	Pacific	(28.2,28.3]	0.7949207	0.7892630	0.8061410
nitrate + silicate	Pacific	(28.3, Inf]	0.9580701	0.9517298	0.9627497
nitrate + silicate	SO	(26,26.5]	0.7703894	0.6490412	0.9893260
nitrate + silicate	SO	(26.5,26.75]	0.7101260	0.6678972	0.7688844
nitrate + silicate	SO	(26.75,27]	0.7933511	0.7752473	0.8256130
nitrate + silicate	SO	(27,27.25]	0.9394359	0.9383130	0.9405778
nitrate + silicate	SO	(27.25,27.5]	0.9668537	0.9648490	0.9688801
nitrate + silicate	SO	(27.5,27.75]	0.9665754	0.9602784	0.9717690
nitrate + silicate	SO	(27.75,27.85]	0.9708372	0.9652575	0.9761379
nitrate + silicate	SO	(27.85,27.95]	0.9696642	0.9628365	0.9795157
nitrate + silicate	SO	(27.95,28.05]	0.9707868	0.9675215	0.9746918
nitrate + silicate	SO	(28.05,28.1]	0.9436546	0.9244542	0.9609517
nitrate + silicate	SO	(28.1,28.15]	0.8849079	0.8620321	0.9047986
nitrate + silicate	SO	(28.1,28.2]	0.9459649	0.9221843	0.9664039
nitrate + silicate	SO	(28.15,28.2]	0.8375790	0.8150056	0.8640748
nitrate + silicate	SO	(28.2, Inf]	0.5766954	0.5110633	0.6315325
nitrate + silicate	SO	(28.2,28.3]	0.9053859	0.8755989	0.9381548
nitrate + silicate	SO	(28.3, Inf]	0.8686615	0.8557972	0.8831886
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.6638135	0.5086812	0.9062334
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6795506	0.5385330	0.7508502
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5622127	0.4621407	0.6156270
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3466921	0.2783319	0.3866152
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3534056	0.3122968	0.3863520
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5472882	0.4863036	0.6063515
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7665734	0.7466955	0.7811864
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8815486	0.8726299	0.8978654
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9386951	0.9161590	0.9545984
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9600748	0.9324570	0.9760688
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9852168	0.9789704	0.9883444
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9890247	0.9847520	0.9919081
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9898073	0.9878497	0.9913175
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9957213	0.9953257	0.9964351
phosphate + phosphate_star	Indian	(-Inf,26]	0.9196706	0.9098393	0.9371350
phosphate + phosphate_star	Indian	(26,26.5]	0.8172972	0.8116426	0.8266995
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7549476	0.6998038	0.7907870
phosphate + phosphate_star	Indian	(26.75,27]	0.6484718	0.5724974	0.6910726
phosphate + phosphate_star	Indian	(27,27.25]	0.6103223	0.5367426	0.6618825
phosphate + phosphate_star	Indian	(27.25,27.5]	0.3264700	0.2396068	0.4123910
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.0269305	-0.0873080	0.0338289
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.6540439	-0.7007296	-0.5725471
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6786760	-0.6943295	-0.6587210
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.5401085	-0.6351855	-0.4696090
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.4689292	-0.6234979	-0.3177640
phosphate + phosphate_star	Indian	(28.1,28.2]	0.4815127	0.0882320	0.7250370
phosphate + phosphate_star	Indian	(28.2,28.3]	0.7752718	0.7098698	0.8199089
phosphate + phosphate_star	Indian	(28.3, Inf]	0.2261895	0.0653870	0.4977362
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	-0.5166531	-1.0000000	-0.0333061
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.4016516	-0.1771946	0.9804979
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.1094556	-0.3253906	0.7417475
phosphate + phosphate_star	N_Atlantic	(26.75,27]	-0.4012240	-0.5961258	-0.2090079
phosphate + phosphate_star	N_Atlantic	(27,27.25]	-0.7987753	-0.8631064	-0.7205952
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	-0.5485664	-0.6010238	-0.4598029
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	-0.2697415	-0.2949947	-0.2459501
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.2231838	0.0929868	0.2927802
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.5824727	0.5396511	0.6220381
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8282654	0.8062410	0.8569851
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9322732	0.9220325	0.9425617
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9339848	0.9256957	0.9441715
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9787481	0.9755744	0.9804582
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9974427	0.9942396	0.9990749
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.0112023	-0.5317430	0.3275960
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.4522797	0.3639425	0.5528285
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.5198361	0.4152784	0.5934817
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.1825577	0.0680619	0.3140422
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.2603757	0.0207555	0.4307371
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8762231	0.8468799	0.9282913
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.8235592	0.8104828	0.8451437
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.5665872	0.5396479	0.6043839
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.0794698	0.0099072	0.1808555
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.5118002	-0.5432041	-0.4850284
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.6483581	-0.6614466	-0.6406439
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	-0.8501517	-0.8663792	-0.8417923
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	-0.4500850	-0.4916780	-0.4158397
phosphate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9325496	-0.9922112	-0.8972309
phosphate + phosphate_star	Pacific	(-Inf,26]	0.7933042	0.7493597	0.8453088
phosphate + phosphate_star	Pacific	(26,26.5]	0.8410723	0.7733096	0.8893758
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.8058593	0.6832505	0.8823520
phosphate + phosphate_star	Pacific	(26.75,27]	0.8546037	0.7920646	0.9001118
phosphate + phosphate_star	Pacific	(27,27.25]	0.8513972	0.8213290	0.8834697
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.7336211	0.6784284	0.7857177
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.5158608	0.4683703	0.5843093
phosphate + phosphate_star	Pacific	(27.75,27.85]	0.2991731	0.1177113	0.4576035
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.2708152	0.2184129	0.3747924
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.2134902	0.1723044	0.2417545
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.4855880	0.4504336	0.5215363
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.1968493	0.0786080	0.3399733
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.1464646	0.0237906	0.2268398
phosphate + phosphate_star	Pacific	(28.3, Inf]	-0.8304265	-0.8446683	-0.8025890
phosphate + phosphate_star	SO	(26,26.5]	-0.0286127	-0.8142108	0.5740036
phosphate + phosphate_star	SO	(26.5,26.75]	0.6213511	0.2692685	0.8447986
phosphate + phosphate_star	SO	(26.75,27]	0.7168659	0.6914332	0.7413022
phosphate + phosphate_star	SO	(27,27.25]	0.5301385	0.5131649	0.5597034
phosphate + phosphate_star	SO	(27.25,27.5]	0.1089729	0.0764346	0.1294044
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0234198	-0.0528505	-0.0042290
phosphate + phosphate_star	SO	(27.75,27.85]	-0.5199367	-0.5662427	-0.4677271
phosphate + phosphate_star	SO	(27.85,27.95]	-0.4449196	-0.5105410	-0.3534732
phosphate + phosphate_star	SO	(27.95,28.05]	-0.2960954	-0.5595260	-0.0370753
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1187695	-0.3058313	0.1307135
phosphate + phosphate_star	SO	(28.1,28.15]	0.8037846	0.7800604	0.8189390
phosphate + phosphate_star	SO	(28.1,28.2]	-0.3981800	-0.5024782	-0.2773144
phosphate + phosphate_star	SO	(28.15,28.2]	0.7956412	0.7454784	0.8942881
phosphate + phosphate_star	SO	(28.2, Inf]	0.7759428	0.7186213	0.8186098
phosphate + phosphate_star	SO	(28.2,28.3]	-0.5095672	-0.5665345	-0.4185558
phosphate + phosphate_star	SO	(28.3, Inf]	-0.3299814	-0.5660019	-0.1597960
sal + aou	Atlantic	(-Inf,26]	0.1765353	-0.4257286	0.5903205
sal + aou	Atlantic	(26,26.5]	-0.2829899	-0.4691644	-0.1096647
sal + aou	Atlantic	(26.5,26.75]	0.0757500	-0.0284199	0.1522989
sal + aou	Atlantic	(26.75,27]	0.3106380	0.1840100	0.3824639
sal + aou	Atlantic	(27,27.25]	0.3487301	0.3274691	0.3639602
sal + aou	Atlantic	(27.25,27.5]	0.2038622	0.1395724	0.3235636
sal + aou	Atlantic	(27.5,27.75]	-0.0296325	-0.1043549	0.0703040
sal + aou	Atlantic	(27.75,27.85]	-0.1689503	-0.2596862	-0.1153148
sal + aou	Atlantic	(27.85,27.95]	-0.4438846	-0.4640609	-0.4189207
sal + aou	Atlantic	(27.95,28.05]	-0.7324804	-0.7853016	-0.6314246
sal + aou	Atlantic	(28.05,28.1]	-0.8902686	-0.9139045	-0.8573209
sal + aou	Atlantic	(28.1,28.15]	-0.9508723	-0.9552940	-0.9449305
sal + aou	Atlantic	(28.15,28.2]	-0.7959590	-0.8286350	-0.7575368
sal + aou	Atlantic	(28.2, Inf]	-0.9624292	-0.9678021	-0.9551727
sal + aou	Indian	(-Inf,26]	-0.3219635	-0.7912294	0.1117020
sal + aou	Indian	(26,26.5]	-0.5608819	-0.7864750	-0.3969375
sal + aou	Indian	(26.5,26.75]	-0.4854695	-0.5721688	-0.4235864
sal + aou	Indian	(26.75,27]	-0.2860198	-0.3381294	-0.2326718
sal + aou	Indian	(27,27.25]	-0.0845337	-0.1412749	-0.0400608
sal + aou	Indian	(27.25,27.5]	0.4753381	0.3853692	0.5589988
sal + aou	Indian	(27.5,27.75]	0.8229634	0.7950287	0.8732417
sal + aou	Indian	(27.75,27.85]	0.9755285	0.9724494	0.9796762
sal + aou	Indian	(27.85,27.95]	0.9785275	0.9749740	0.9811591
sal + aou	Indian	(27.95,28.05]	0.9778331	0.9747380	0.9804417
sal + aou	Indian	(28.05,28.1]	0.9766501	0.9694149	0.9858835
sal + aou	Indian	(28.1,28.2]	0.8473201	0.8214909	0.8639279
sal + aou	Indian	(28.2,28.3]	0.1563570	0.0611505	0.2572109
sal + aou	Indian	(28.3, Inf]	0.7021729	0.4559970	0.8287633
sal + aou	N_Atlantic	(-Inf,26]	0.1935248	-0.5838510	0.9709005
sal + aou	N_Atlantic	(26,26.5]	-0.2326228	-0.9797587	0.5145131
sal + aou	N_Atlantic	(26.5,26.75]	0.3464918	-0.3017175	0.6897258
sal + aou	N_Atlantic	(26.75,27]	0.6807934	0.6050060	0.7688421
sal + aou	N_Atlantic	(27,27.25]	0.8461805	0.7453246	0.9068926
sal + aou	N_Atlantic	(27.25,27.5]	0.8609702	0.8450203	0.8733208
sal + aou	N_Atlantic	(27.5,27.75]	0.8032158	0.7331516	0.8477408
sal + aou	N_Atlantic	(27.75,27.85]	0.7193166	0.6865363	0.7644554
sal + aou	N_Atlantic	(27.85,27.95]	0.8441740	0.8320238	0.8608753
sal + aou	N_Atlantic	(27.95,28.05]	0.6600723	0.4279703	0.8401021
sal + aou	N_Atlantic	(28.05,28.1]	0.3748688	0.1838829	0.6500416
sal + aou	N_Atlantic	(28.1,28.15]	0.0634179	-0.0494873	0.2108162
sal + aou	N_Atlantic	(28.15,28.2]	-0.5515303	-0.6745766	-0.4208271
sal + aou	N_Atlantic	(28.2, Inf]	-0.1618791	-0.9536898	0.2368720
sal + aou	N_Pacific	(-Inf,26]	0.6522013	0.4721824	0.8883051
sal + aou	N_Pacific	(26,26.5]	-0.1117115	-0.3519779	0.0961031
sal + aou	N_Pacific	(26.5,26.75]	-0.1675435	-0.2203315	-0.1329723
sal + aou	N_Pacific	(26.75,27]	0.4609772	0.3626485	0.5809130
sal + aou	N_Pacific	(27,27.25]	0.4303977	0.2831915	0.5881746
sal + aou	N_Pacific	(27.25,27.5]	-0.2293973	-0.4628984	-0.0694704
sal + aou	N_Pacific	(27.5,27.75]	-0.1613226	-0.3205224	-0.0465213
sal + aou	N_Pacific	(27.75,27.85]	-0.1080274	-0.1700183	0.0102955
sal + aou	N_Pacific	(27.85,27.95]	-0.0554508	-0.0727812	-0.0339279
sal + aou	N_Pacific	(27.95,28.05]	-0.3657706	-0.4072781	-0.3403342
sal + aou	N_Pacific	(28.05,28.1]	0.2244445	0.1788980	0.2666151
sal + aou	N_Pacific	(28.1,28.2]	-0.8140199	-0.8566576	-0.7853373
sal + aou	N_Pacific	(28.2,28.3]	-0.2826369	-0.3990144	-0.2142903
sal + aou	N_Pacific	(28.3, Inf]	0.9576965	0.9090346	0.9963004
sal + aou	Pacific	(-Inf,26]	-0.2277933	-0.2588026	-0.1760415
sal + aou	Pacific	(26,26.5]	-0.4945020	-0.6212840	-0.2858335
sal + aou	Pacific	(26.5,26.75]	-0.5018110	-0.6625328	-0.2420740
sal + aou	Pacific	(26.75,27]	-0.6097230	-0.7156438	-0.4442403
sal + aou	Pacific	(27,27.25]	-0.7283763	-0.7934088	-0.6557356
sal + aou	Pacific	(27.25,27.5]	-0.6643746	-0.7706539	-0.5133887
sal + aou	Pacific	(27.5,27.75]	-0.4409408	-0.5929906	-0.2597051
sal + aou	Pacific	(27.75,27.85]	0.0007701	-0.1359295	0.0702021
sal + aou	Pacific	(27.85,27.95]	0.3929917	0.3494403	0.4403645
sal + aou	Pacific	(27.95,28.05]	0.6404297	0.6357750	0.6474649
sal + aou	Pacific	(28.05,28.1]	0.8588026	0.8393870	0.8838775
sal + aou	Pacific	(28.1,28.2]	0.3768187	0.3220940	0.4267740
sal + aou	Pacific	(28.2,28.3]	-0.0705303	-0.0818974	-0.0588363
sal + aou	Pacific	(28.3, Inf]	0.9513290	0.9406283	0.9593018
sal + aou	SO	(26,26.5]	0.4832235	0.0030926	0.9660739
sal + aou	SO	(26.5,26.75]	-0.0228325	-0.3691778	0.4089473
sal + aou	SO	(26.75,27]	-0.0461506	-0.1204290	0.0730740
sal + aou	SO	(27,27.25]	0.1027332	0.0338580	0.2224519
sal + aou	SO	(27.25,27.5]	0.6340274	0.5326449	0.6903108
sal + aou	SO	(27.5,27.75]	0.7164277	0.6896804	0.7577960
sal + aou	SO	(27.75,27.85]	0.8344206	0.8216424	0.8488159
sal + aou	SO	(27.85,27.95]	0.8556524	0.8353272	0.8791829
sal + aou	SO	(27.95,28.05]	0.8260399	0.7592657	0.8892818
sal + aou	SO	(28.05,28.1]	0.7713864	0.6693025	0.8421611
sal + aou	SO	(28.1,28.15]	0.2149615	0.1794590	0.2725744
sal + aou	SO	(28.1,28.2]	0.8600284	0.8214303	0.9030382
sal + aou	SO	(28.15,28.2]	0.0106275	-0.1870880	0.1770309
sal + aou	SO	(28.2, Inf]	0.0849065	-0.0831097	0.2240670
sal + aou	SO	(28.2,28.3]	0.8723238	0.8196756	0.9110018
sal + aou	SO	(28.3, Inf]	0.7515683	0.5062169	0.9030034
sal + nitrate	Atlantic	(-Inf,26]	0.0108933	-0.7684367	0.7110416
sal + nitrate	Atlantic	(26,26.5]	-0.2895432	-0.4653927	-0.1357046
sal + nitrate	Atlantic	(26.5,26.75]	-0.0122052	-0.1603542	0.1086780
sal + nitrate	Atlantic	(26.75,27]	0.2052991	0.0832052	0.2967606
sal + nitrate	Atlantic	(27,27.25]	0.0888130	0.0624564	0.1202925
sal + nitrate	Atlantic	(27.25,27.5]	-0.2601687	-0.3365731	-0.1753260
sal + nitrate	Atlantic	(27.5,27.75]	-0.5823552	-0.5875436	-0.5762101
sal + nitrate	Atlantic	(27.75,27.85]	-0.7383587	-0.7740907	-0.6988808
sal + nitrate	Atlantic	(27.85,27.95]	-0.8094480	-0.8696055	-0.7683775
sal + nitrate	Atlantic	(27.95,28.05]	-0.8652028	-0.9059851	-0.8161163
sal + nitrate	Atlantic	(28.05,28.1]	-0.9283488	-0.9508752	-0.9030438
sal + nitrate	Atlantic	(28.1,28.15]	-0.9635919	-0.9697099	-0.9581845
sal + nitrate	Atlantic	(28.15,28.2]	-0.8488739	-0.8692751	-0.8282354
sal + nitrate	Atlantic	(28.2, Inf]	-0.9771963	-0.9793360	-0.9750198
sal + nitrate	Indian	(-Inf,26]	-0.3260880	-0.7798996	0.1020580
sal + nitrate	Indian	(26,26.5]	-0.6108448	-0.8685412	-0.4790220
sal + nitrate	Indian	(26.5,26.75]	-0.5690113	-0.7272493	-0.4426961
sal + nitrate	Indian	(26.75,27]	-0.4322311	-0.5382271	-0.3513824
sal + nitrate	Indian	(27,27.25]	-0.2801941	-0.2983620	-0.2441360
sal + nitrate	Indian	(27.25,27.5]	0.2312436	0.1590475	0.2978939
sal + nitrate	Indian	(27.5,27.75]	0.6515327	0.6122120	0.7243553
sal + nitrate	Indian	(27.75,27.85]	0.9455958	0.9410801	0.9503011
sal + nitrate	Indian	(27.85,27.95]	0.9594623	0.9527852	0.9662593
sal + nitrate	Indian	(27.95,28.05]	0.9656080	0.9592372	0.9738319
sal + nitrate	Indian	(28.05,28.1]	0.9707730	0.9615102	0.9789830
sal + nitrate	Indian	(28.1,28.2]	0.8335457	0.8179755	0.8484250
sal + nitrate	Indian	(28.2,28.3]	0.1481964	0.0052094	0.2759132
sal + nitrate	Indian	(28.3, Inf]	0.4962269	0.2796943	0.7005818
sal + nitrate	N_Atlantic	(-Inf,26]	-0.9951019	-1.0000000	-0.9902038
sal + nitrate	N_Atlantic	(26,26.5]	0.1505915	-0.3789708	0.6801537
sal + nitrate	N_Atlantic	(26.5,26.75]	0.4418570	-0.1051572	0.7391443
sal + nitrate	N_Atlantic	(26.75,27]	0.8140140	0.7507369	0.8547371
sal + nitrate	N_Atlantic	(27,27.25]	0.9145134	0.8821028	0.9437570
sal + nitrate	N_Atlantic	(27.25,27.5]	0.8102133	0.7789533	0.8372173
sal + nitrate	N_Atlantic	(27.5,27.75]	0.8189581	0.7713403	0.8585514
sal + nitrate	N_Atlantic	(27.75,27.85]	0.9020945	0.8625801	0.9226681
sal + nitrate	N_Atlantic	(27.85,27.95]	0.9750020	0.9695165	0.9812652
sal + nitrate	N_Atlantic	(27.95,28.05]	0.7077082	0.1810767	0.9791877
sal + nitrate	N_Atlantic	(28.05,28.1]	0.7633740	0.6067807	0.8712618
sal + nitrate	N_Atlantic	(28.1,28.15]	0.3719087	0.1059588	0.5363056
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.6080646	-0.7607302	-0.4793865
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.3838517	-0.9956404	-0.0693271
sal + nitrate	N_Pacific	(-Inf,26]	0.5503584	0.3137135	0.9311738
sal + nitrate	N_Pacific	(26,26.5]	-0.2113012	-0.4270606	-0.0274702
sal + nitrate	N_Pacific	(26.5,26.75]	-0.2726129	-0.3240305	-0.2123623
sal + nitrate	N_Pacific	(26.75,27]	0.2071457	0.1114755	0.3032422
sal + nitrate	N_Pacific	(27,27.25]	0.1133954	-0.2564728	0.4734642
sal + nitrate	N_Pacific	(27.25,27.5]	-0.1412766	-0.3622047	0.0182105
sal + nitrate	N_Pacific	(27.5,27.75]	0.1352465	-0.1058038	0.3504973
sal + nitrate	N_Pacific	(27.75,27.85]	-0.0572216	-0.1035734	-0.0257868
sal + nitrate	N_Pacific	(27.85,27.95]	0.0156122	-0.1221759	0.0869934
sal + nitrate	N_Pacific	(27.95,28.05]	-0.1920113	-0.2752344	-0.1135022
sal + nitrate	N_Pacific	(28.05,28.1]	0.2699991	0.2403190	0.2944033
sal + nitrate	N_Pacific	(28.1,28.2]	-0.7923555	-0.8365958	-0.7689738
sal + nitrate	N_Pacific	(28.2,28.3]	-0.2879023	-0.4008804	-0.2238264
sal + nitrate	N_Pacific	(28.3, Inf]	0.9177508	0.8009423	0.9975459
sal + nitrate	Pacific	(-Inf,26]	-0.3751920	-0.4275969	-0.3143752
sal + nitrate	Pacific	(26,26.5]	-0.6489908	-0.7306213	-0.4868024
sal + nitrate	Pacific	(26.5,26.75]	-0.7102333	-0.8167722	-0.5369077
sal + nitrate	Pacific	(26.75,27]	-0.7735976	-0.8204962	-0.6977728
sal + nitrate	Pacific	(27,27.25]	-0.8276941	-0.8515050	-0.8113186
sal + nitrate	Pacific	(27.25,27.5]	-0.7570220	-0.8199694	-0.6711671
sal + nitrate	Pacific	(27.5,27.75]	-0.5275323	-0.6565608	-0.3694737
sal + nitrate	Pacific	(27.75,27.85]	-0.0572480	-0.2020666	0.0158612
sal + nitrate	Pacific	(27.85,27.95]	0.3897414	0.3454320	0.4367467
sal + nitrate	Pacific	(27.95,28.05]	0.6635319	0.6581674	0.6662238
sal + nitrate	Pacific	(28.05,28.1]	0.8450910	0.8227133	0.8730449
sal + nitrate	Pacific	(28.1,28.2]	0.3805144	0.3208719	0.4323444
sal + nitrate	Pacific	(28.2,28.3]	-0.0904259	-0.1014700	-0.0705343
sal + nitrate	Pacific	(28.3, Inf]	0.9229796	0.9048017	0.9332321
sal + nitrate	SO	(26,26.5]	0.1903080	-0.4252248	0.9404298
sal + nitrate	SO	(26.5,26.75]	-0.5174248	-0.7110492	-0.2267649
sal + nitrate	SO	(26.75,27]	-0.6259657	-0.6392609	-0.6037486
sal + nitrate	SO	(27,27.25]	-0.4558867	-0.4913043	-0.3934186
sal + nitrate	SO	(27.25,27.5]	0.1010841	0.0094730	0.1504233
sal + nitrate	SO	(27.5,27.75]	0.3767607	0.3668756	0.3820797
sal + nitrate	SO	(27.75,27.85]	0.6524917	0.6055568	0.6804040
sal + nitrate	SO	(27.85,27.95]	0.6204735	0.5560235	0.6681289
sal + nitrate	SO	(27.95,28.05]	0.4830116	0.2484128	0.7129350
sal + nitrate	SO	(28.05,28.1]	0.3250276	0.0520239	0.5382852
sal + nitrate	SO	(28.1,28.15]	-0.7404045	-0.7657834	-0.7121087
sal + nitrate	SO	(28.1,28.2]	0.6405657	0.5044450	0.7690099
sal + nitrate	SO	(28.15,28.2]	-0.7417055	-0.8570351	-0.6500719
sal + nitrate	SO	(28.2, Inf]	-0.1247246	-0.2065212	-0.0564296
sal + nitrate	SO	(28.2,28.3]	0.6786749	0.5517495	0.7989318
sal + nitrate	SO	(28.3, Inf]	0.7297123	0.4720716	0.8783814
sal + phosphate	Atlantic	(-Inf,26]	0.2053742	0.0361790	0.4657913
sal + phosphate	Atlantic	(26,26.5]	-0.4795797	-0.7120329	-0.2589984
sal + phosphate	Atlantic	(26.5,26.75]	-0.2182194	-0.4061437	-0.1096013
sal + phosphate	Atlantic	(26.75,27]	0.0482382	-0.1012183	0.1515968
sal + phosphate	Atlantic	(27,27.25]	-0.0821243	-0.1265693	-0.0544318
sal + phosphate	Atlantic	(27.25,27.5]	-0.3943277	-0.4607464	-0.3389729
sal + phosphate	Atlantic	(27.5,27.75]	-0.6567184	-0.6650066	-0.6458750
sal + phosphate	Atlantic	(27.75,27.85]	-0.7881391	-0.8214776	-0.7521582
sal + phosphate	Atlantic	(27.85,27.95]	-0.8405160	-0.8948787	-0.8068452
sal + phosphate	Atlantic	(27.95,28.05]	-0.8781850	-0.9164322	-0.8394628
sal + phosphate	Atlantic	(28.05,28.1]	-0.9381732	-0.9582746	-0.9167144
sal + phosphate	Atlantic	(28.1,28.15]	-0.9647938	-0.9717138	-0.9605350
sal + phosphate	Atlantic	(28.15,28.2]	-0.7725849	-0.7990742	-0.7396678
sal + phosphate	Atlantic	(28.2, Inf]	-0.9595374	-0.9641656	-0.9534438
sal + phosphate	Indian	(-Inf,26]	-0.3926402	-0.8316392	0.0052363
sal + phosphate	Indian	(26,26.5]	-0.6287054	-0.8558805	-0.4458316
sal + phosphate	Indian	(26.5,26.75]	-0.5728739	-0.6758286	-0.5030455
sal + phosphate	Indian	(26.75,27]	-0.4058158	-0.4877313	-0.3416204
sal + phosphate	Indian	(27,27.25]	-0.2199626	-0.2630466	-0.1952617
sal + phosphate	Indian	(27.25,27.5]	0.3150719	0.2293937	0.4252072
sal + phosphate	Indian	(27.5,27.75]	0.7004417	0.6556722	0.7816688
sal + phosphate	Indian	(27.75,27.85]	0.9561348	0.9502433	0.9621417
sal + phosphate	Indian	(27.85,27.95]	0.9651862	0.9602196	0.9698125
sal + phosphate	Indian	(27.95,28.05]	0.9712099	0.9664323	0.9763090
sal + phosphate	Indian	(28.05,28.1]	0.9743938	0.9668331	0.9835815
sal + phosphate	Indian	(28.1,28.2]	0.8584091	0.8457148	0.8716249
sal + phosphate	Indian	(28.2,28.3]	0.2516254	0.1561222	0.3518050
sal + phosphate	Indian	(28.3, Inf]	0.5242908	0.3424225	0.6962869
sal + phosphate	N_Atlantic	(-Inf,26]	0.7240815	0.4481630	1.0000000
sal + phosphate	N_Atlantic	(26,26.5]	-0.1218662	-0.6854811	0.4417487
sal + phosphate	N_Atlantic	(26.5,26.75]	0.1089338	-0.5731913	0.4928002
sal + phosphate	N_Atlantic	(26.75,27]	0.6450852	0.5873006	0.6939103
sal + phosphate	N_Atlantic	(27,27.25]	0.8478073	0.7720608	0.9066996
sal + phosphate	N_Atlantic	(27.25,27.5]	0.7114207	0.6574676	0.7515627
sal + phosphate	N_Atlantic	(27.5,27.75]	0.7546923	0.6962541	0.8071417
sal + phosphate	N_Atlantic	(27.75,27.85]	0.9109755	0.8741400	0.9298429
sal + phosphate	N_Atlantic	(27.85,27.95]	0.9772501	0.9725841	0.9800220
sal + phosphate	N_Atlantic	(27.95,28.05]	0.6986512	0.1524664	0.9814694
sal + phosphate	N_Atlantic	(28.05,28.1]	0.7887103	0.6485805	0.8882846
sal + phosphate	N_Atlantic	(28.1,28.15]	0.4750094	0.2502239	0.6189930
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.5887880	-0.7455727	-0.4586778
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.3441568	-0.9859567	-0.0126583
sal + phosphate	N_Pacific	(-Inf,26]	0.2933444	-0.0169735	0.8559330
sal + phosphate	N_Pacific	(26,26.5]	-0.3478522	-0.5592163	-0.2104865
sal + phosphate	N_Pacific	(26.5,26.75]	-0.2912047	-0.3260177	-0.2239807
sal + phosphate	N_Pacific	(26.75,27]	0.1506179	0.0962286	0.2551222
sal + phosphate	N_Pacific	(27,27.25]	0.1520024	0.0200208	0.2770541
sal + phosphate	N_Pacific	(27.25,27.5]	-0.0762382	-0.2736766	0.0824691
sal + phosphate	N_Pacific	(27.5,27.75]	0.1777808	0.0167437	0.2713087
sal + phosphate	N_Pacific	(27.75,27.85]	0.1077935	0.0208891	0.2365744
sal + phosphate	N_Pacific	(27.85,27.95]	0.1774604	0.1500072	0.2248374
sal + phosphate	N_Pacific	(27.95,28.05]	-0.2172944	-0.2533143	-0.1942986
sal + phosphate	N_Pacific	(28.05,28.1]	0.2499857	0.2276478	0.2643915
sal + phosphate	N_Pacific	(28.1,28.2]	-0.8090166	-0.8515992	-0.7744687
sal + phosphate	N_Pacific	(28.2,28.3]	-0.3077588	-0.4208555	-0.2389486
sal + phosphate	N_Pacific	(28.3, Inf]	0.9380491	0.8788275	0.9974397
sal + phosphate	Pacific	(-Inf,26]	-0.2987006	-0.3570708	-0.2482549
sal + phosphate	Pacific	(26,26.5]	-0.5762917	-0.6704596	-0.3917714
sal + phosphate	Pacific	(26.5,26.75]	-0.5929690	-0.7284300	-0.3626269
sal + phosphate	Pacific	(26.75,27]	-0.6630767	-0.7580778	-0.5144375
sal + phosphate	Pacific	(27,27.25]	-0.7513523	-0.8113328	-0.6849447
sal + phosphate	Pacific	(27.25,27.5]	-0.6647864	-0.7705917	-0.5175685
sal + phosphate	Pacific	(27.5,27.75]	-0.4179293	-0.5701446	-0.2351929
sal + phosphate	Pacific	(27.75,27.85]	0.0156799	-0.1194579	0.0882726
sal + phosphate	Pacific	(27.85,27.95]	0.4175265	0.3746569	0.4635389
sal + phosphate	Pacific	(27.95,28.05]	0.6640523	0.6593544	0.6682471
sal + phosphate	Pacific	(28.05,28.1]	0.8611009	0.8400446	0.8872482
sal + phosphate	Pacific	(28.1,28.2]	0.3919767	0.3319681	0.4432968
sal + phosphate	Pacific	(28.2,28.3]	-0.0657373	-0.0825297	-0.0484702
sal + phosphate	Pacific	(28.3, Inf]	0.9408581	0.9262920	0.9485856
sal + phosphate	SO	(26,26.5]	0.1321650	-0.4821159	0.9244638
sal + phosphate	SO	(26.5,26.75]	-0.6077600	-0.7602660	-0.3763289
sal + phosphate	SO	(26.75,27]	-0.6506009	-0.6600279	-0.6391161
sal + phosphate	SO	(27,27.25]	-0.4972795	-0.5293063	-0.4388286
sal + phosphate	SO	(27.25,27.5]	0.0651649	-0.0275728	0.1124325
sal + phosphate	SO	(27.5,27.75]	0.3742016	0.3650943	0.3804142
sal + phosphate	SO	(27.75,27.85]	0.6457653	0.5941322	0.6777794
sal + phosphate	SO	(27.85,27.95]	0.6047519	0.5368638	0.6592317
sal + phosphate	SO	(27.95,28.05]	0.4763546	0.2428961	0.7092847
sal + phosphate	SO	(28.05,28.1]	0.3390894	0.0762267	0.5442037
sal + phosphate	SO	(28.1,28.15]	-0.7384906	-0.7601563	-0.7133332
sal + phosphate	SO	(28.1,28.2]	0.6573882	0.5416553	0.7718130
sal + phosphate	SO	(28.15,28.2]	-0.7392079	-0.8456998	-0.6528852
sal + phosphate	SO	(28.2, Inf]	0.1931103	0.1349891	0.2408983
sal + phosphate	SO	(28.2,28.3]	0.7207374	0.6203178	0.8167531
sal + phosphate	SO	(28.3, Inf]	0.7551499	0.5120921	0.8779442
sal + phosphate_star	Atlantic	(-Inf,26]	0.3256027	-0.0609275	0.8735717
sal + phosphate_star	Atlantic	(26,26.5]	-0.7719673	-0.8281215	-0.7014549
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8421266	-0.9168542	-0.7925265
sal + phosphate_star	Atlantic	(26.75,27]	-0.8516953	-0.8945415	-0.8238690
sal + phosphate_star	Atlantic	(27,27.25]	-0.9397400	-0.9502459	-0.9222625
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9781696	-0.9814891	-0.9764338
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9799892	-0.9832402	-0.9740031
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9786190	-0.9851825	-0.9699598
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9634185	-0.9826395	-0.9463076
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9395367	-0.9616435	-0.9233148
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9654349	-0.9802676	-0.9511736
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9660496	-0.9764750	-0.9583687
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7463917	-0.7722231	-0.7124659
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9567834	-0.9686670	-0.9454696
sal + phosphate_star	Indian	(-Inf,26]	-0.5157774	-0.8340240	-0.1494731
sal + phosphate_star	Indian	(26,26.5]	-0.7811306	-0.9084399	-0.6393532
sal + phosphate_star	Indian	(26.5,26.75]	-0.8287549	-0.9215184	-0.7684467
sal + phosphate_star	Indian	(26.75,27]	-0.8399604	-0.9285894	-0.7801968
sal + phosphate_star	Indian	(27,27.25]	-0.8336971	-0.8956646	-0.7957157
sal + phosphate_star	Indian	(27.25,27.5]	-0.7434764	-0.8419033	-0.6485838
sal + phosphate_star	Indian	(27.5,27.75]	-0.7167080	-0.7616791	-0.6763574
sal + phosphate_star	Indian	(27.75,27.85]	-0.8267408	-0.8636104	-0.7747216
sal + phosphate_star	Indian	(27.85,27.95]	-0.8106149	-0.8281130	-0.7789508
sal + phosphate_star	Indian	(27.95,28.05]	-0.6321344	-0.6940076	-0.5777125
sal + phosphate_star	Indian	(28.05,28.1]	-0.5398408	-0.6809458	-0.4043528
sal + phosphate_star	Indian	(28.1,28.2]	0.5479273	0.3003830	0.6996845
sal + phosphate_star	Indian	(28.2,28.3]	0.6425365	0.6342163	0.6502018
sal + phosphate_star	Indian	(28.3, Inf]	-0.5775721	-0.7152244	-0.4981671
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.8951451	-1.0000000	-0.7902902
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.8695658	-0.9242530	-0.8148786
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9454641	-0.9609723	-0.9246742
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.8258443	-0.8909856	-0.7358781
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.9462195	-0.9656513	-0.9092483
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9548520	-0.9601278	-0.9462297
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.7796830	-0.8007788	-0.7532147
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.1426882	0.0318779	0.2219547
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.5182735	0.4717254	0.5828207
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.4100979	-0.2930915	0.8149268
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.7350639	0.6395931	0.7937838
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.5517595	0.3886383	0.6477461
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.6119547	-0.7800535	-0.4888632
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.3241203	-0.9980885	0.0228143
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.8663689	-0.9343651	-0.7737351
sal + phosphate_star	N_Pacific	(26,26.5]	-0.9049301	-0.9337886	-0.8539235
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.8058373	-0.8804362	-0.7046579
sal + phosphate_star	N_Pacific	(26.75,27]	-0.8652203	-0.8876820	-0.8469394
sal + phosphate_star	N_Pacific	(27,27.25]	-0.8245996	-0.8755276	-0.7980911
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.0689170	-0.1431607	0.0279674
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.5386411	0.4580823	0.6896239
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.7600313	0.6969537	0.8476325
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.9556102	0.9498968	0.9598870
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.9045781	0.8918157	0.9149044
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.1230580	-0.1473544	0.3054084
sal + phosphate_star	N_Pacific	(28.1,28.2]	0.8007591	0.7707109	0.8276545
sal + phosphate_star	N_Pacific	(28.2,28.3]	-0.3701744	-0.4321878	-0.2535999
sal + phosphate_star	N_Pacific	(28.3, Inf]	-0.9953451	-0.9978541	-0.9913167
sal + phosphate_star	Pacific	(-Inf,26]	-0.5992510	-0.6522722	-0.5235697
sal + phosphate_star	Pacific	(26,26.5]	-0.8342499	-0.8732785	-0.7933348
sal + phosphate_star	Pacific	(26.5,26.75]	-0.8928114	-0.9206868	-0.8450151
sal + phosphate_star	Pacific	(26.75,27]	-0.8482929	-0.8908571	-0.7848544
sal + phosphate_star	Pacific	(27,27.25]	-0.8114379	-0.8441866	-0.7800353
sal + phosphate_star	Pacific	(27.25,27.5]	-0.5902131	-0.6700513	-0.5015603
sal + phosphate_star	Pacific	(27.5,27.75]	-0.2144033	-0.3020260	-0.1224853
sal + phosphate_star	Pacific	(27.75,27.85]	-0.1072954	-0.1661979	-0.0410441
sal + phosphate_star	Pacific	(27.85,27.95]	0.3257769	0.2733137	0.3812929
sal + phosphate_star	Pacific	(27.95,28.05]	0.5604964	0.5252771	0.5955164
sal + phosphate_star	Pacific	(28.05,28.1]	0.4543766	0.4189775	0.5116114
sal + phosphate_star	Pacific	(28.1,28.2]	0.5568256	0.5426894	0.5759877
sal + phosphate_star	Pacific	(28.2,28.3]	-0.0589122	-0.1331898	0.0441914
sal + phosphate_star	Pacific	(28.3, Inf]	-0.9165203	-0.9265587	-0.9075996
sal + phosphate_star	SO	(26,26.5]	-0.9157494	-0.9409454	-0.8921350
sal + phosphate_star	SO	(26.5,26.75]	-0.9472605	-0.9541936	-0.9425913
sal + phosphate_star	SO	(26.75,27]	-0.9448534	-0.9459113	-0.9437830
sal + phosphate_star	SO	(27,27.25]	-0.9557872	-0.9587696	-0.9527952
sal + phosphate_star	SO	(27.25,27.5]	-0.9448504	-0.9484049	-0.9401645
sal + phosphate_star	SO	(27.5,27.75]	-0.8898510	-0.9054902	-0.8725247
sal + phosphate_star	SO	(27.75,27.85]	-0.9517624	-0.9618786	-0.9388255
sal + phosphate_star	SO	(27.85,27.95]	-0.9612623	-0.9636055	-0.9568164
sal + phosphate_star	SO	(27.95,28.05]	-0.9543130	-0.9586570	-0.9503795
sal + phosphate_star	SO	(28.05,28.1]	-0.9473647	-0.9610673	-0.9317630
sal + phosphate_star	SO	(28.1,28.15]	-0.9773722	-0.9852263	-0.9695185
sal + phosphate_star	SO	(28.1,28.2]	-0.8416230	-0.8629812	-0.8284538
sal + phosphate_star	SO	(28.15,28.2]	-0.9611428	-0.9801190	-0.9310559
sal + phosphate_star	SO	(28.2, Inf]	0.0095178	-0.0681429	0.0840737
sal + phosphate_star	SO	(28.2,28.3]	-0.8498174	-0.8716543	-0.8286374
sal + phosphate_star	SO	(28.3, Inf]	-0.4599419	-0.6152277	-0.2618417
sal + silicate	Atlantic	(-Inf,26]	-0.3868826	-0.8226964	0.4037898
sal + silicate	Atlantic	(26,26.5]	0.0637918	-0.0098574	0.1682343
sal + silicate	Atlantic	(26.5,26.75]	0.1633580	0.0115186	0.3012706
sal + silicate	Atlantic	(26.75,27]	-0.1261959	-0.1789507	-0.0228442
sal + silicate	Atlantic	(27,27.25]	-0.6648760	-0.7216161	-0.6210669
sal + silicate	Atlantic	(27.25,27.5]	-0.9018133	-0.9046997	-0.9001287
sal + silicate	Atlantic	(27.5,27.75]	-0.9311397	-0.9390346	-0.9225479
sal + silicate	Atlantic	(27.75,27.85]	-0.9733868	-0.9796874	-0.9648518
sal + silicate	Atlantic	(27.85,27.95]	-0.9744958	-0.9844514	-0.9625945
sal + silicate	Atlantic	(27.95,28.05]	-0.9566242	-0.9700564	-0.9452063
sal + silicate	Atlantic	(28.05,28.1]	-0.9696540	-0.9799161	-0.9604732
sal + silicate	Atlantic	(28.1,28.15]	-0.9378278	-0.9526607	-0.9261367
sal + silicate	Atlantic	(28.15,28.2]	-0.5688991	-0.5864464	-0.5448561
sal + silicate	Atlantic	(28.2, Inf]	-0.9072950	-0.9328629	-0.8795449
sal + silicate	Indian	(-Inf,26]	-0.6302869	-0.9099639	-0.4135874
sal + silicate	Indian	(26,26.5]	-0.6832327	-0.7990100	-0.5436574
sal + silicate	Indian	(26.5,26.75]	-0.6100497	-0.6339909	-0.5976939
sal + silicate	Indian	(26.75,27]	-0.4117246	-0.4636160	-0.3735675
sal + silicate	Indian	(27,27.25]	-0.3163467	-0.4043427	-0.1890273
sal + silicate	Indian	(27.25,27.5]	0.1935134	0.0546295	0.2742828
sal + silicate	Indian	(27.5,27.75]	0.5597321	0.4497684	0.6568672
sal + silicate	Indian	(27.75,27.85]	0.9323384	0.9124184	0.9447420
sal + silicate	Indian	(27.85,27.95]	0.9529191	0.9480305	0.9575444
sal + silicate	Indian	(27.95,28.05]	0.9643895	0.9583786	0.9713622
sal + silicate	Indian	(28.05,28.1]	0.9878651	0.9842462	0.9932833
sal + silicate	Indian	(28.1,28.2]	0.9545399	0.9478386	0.9579047
sal + silicate	Indian	(28.2,28.3]	0.7460215	0.7099057	0.7947696
sal + silicate	Indian	(28.3, Inf]	0.6830022	0.5402816	0.7647906
sal + silicate	N_Atlantic	(-Inf,26]	-0.9913738	-1.0000000	-0.9827476
sal + silicate	N_Atlantic	(26,26.5]	0.5187728	0.1288922	0.9086534
sal + silicate	N_Atlantic	(26.5,26.75]	0.5518955	0.5133646	0.6105459
sal + silicate	N_Atlantic	(26.75,27]	0.9022544	0.8701635	0.9302856
sal + silicate	N_Atlantic	(27,27.25]	0.9672022	0.9579752	0.9747132
sal + silicate	N_Atlantic	(27.25,27.5]	0.8570930	0.8216438	0.8848910
sal + silicate	N_Atlantic	(27.5,27.75]	0.8456801	0.8250011	0.8566252
sal + silicate	N_Atlantic	(27.75,27.85]	0.7881422	0.6999073	0.8575563
sal + silicate	N_Atlantic	(27.85,27.95]	0.6027470	0.5402484	0.6807415
sal + silicate	N_Atlantic	(27.95,28.05]	0.4831189	0.1638999	0.7306004
sal + silicate	N_Atlantic	(28.05,28.1]	0.4591620	0.2546173	0.7057207
sal + silicate	N_Atlantic	(28.1,28.15]	0.7562179	0.7022450	0.8078189
sal + silicate	N_Atlantic	(28.15,28.2]	-0.5616356	-0.7282531	-0.4235484
sal + silicate	N_Atlantic	(28.2, Inf]	-0.2627847	-0.9750140	0.1035463
sal + silicate	N_Pacific	(-Inf,26]	0.4285075	0.0162698	0.7024348
sal + silicate	N_Pacific	(26,26.5]	0.0241462	-0.3634154	0.2266115
sal + silicate	N_Pacific	(26.5,26.75]	0.0404654	0.0003504	0.1074234
sal + silicate	N_Pacific	(26.75,27]	0.4983588	0.4314003	0.5440549
sal + silicate	N_Pacific	(27,27.25]	0.4096859	0.3537195	0.4765099
sal + silicate	N_Pacific	(27.25,27.5]	0.2105015	0.0232065	0.3365269
sal + silicate	N_Pacific	(27.5,27.75]	0.3031924	0.1533418	0.4656970
sal + silicate	N_Pacific	(27.75,27.85]	0.2035933	0.1392843	0.3116910
sal + silicate	N_Pacific	(27.85,27.95]	0.4041505	0.2778075	0.5198024
sal + silicate	N_Pacific	(27.95,28.05]	0.4639430	0.4147186	0.5425754
sal + silicate	N_Pacific	(28.05,28.1]	0.4610077	0.3689410	0.5079568
sal + silicate	N_Pacific	(28.1,28.2]	0.1808344	0.0236322	0.3365365
sal + silicate	N_Pacific	(28.2,28.3]	0.0358429	-0.1002445	0.1202359
sal + silicate	N_Pacific	(28.3, Inf]	0.9596960	0.9290085	0.9970785
sal + silicate	Pacific	(-Inf,26]	-0.6062492	-0.6528496	-0.5533121
sal + silicate	Pacific	(26,26.5]	-0.7597102	-0.7908960	-0.6992855
sal + silicate	Pacific	(26.5,26.75]	-0.8265472	-0.8674030	-0.7480376
sal + silicate	Pacific	(26.75,27]	-0.8668460	-0.9114261	-0.8133369
sal + silicate	Pacific	(27,27.25]	-0.8958494	-0.9219495	-0.8677932
sal + silicate	Pacific	(27.25,27.5]	-0.8182458	-0.8746686	-0.7394956
sal + silicate	Pacific	(27.5,27.75]	-0.5536847	-0.6654111	-0.4285995
sal + silicate	Pacific	(27.75,27.85]	-0.1039160	-0.2243507	-0.0243408
sal + silicate	Pacific	(27.85,27.95]	0.4053722	0.3851225	0.4175355
sal + silicate	Pacific	(27.95,28.05]	0.7750298	0.7657327	0.7819190
sal + silicate	Pacific	(28.05,28.1]	0.9123309	0.8969472	0.9341129
sal + silicate	Pacific	(28.1,28.2]	0.7799854	0.7540974	0.7936795
sal + silicate	Pacific	(28.2,28.3]	0.4568844	0.4407212	0.4868108
sal + silicate	Pacific	(28.3, Inf]	0.9450490	0.9358324	0.9507597
sal + silicate	SO	(26,26.5]	0.6355400	0.2843200	0.9762064
sal + silicate	SO	(26.5,26.75]	0.0727876	-0.2677254	0.5035419
sal + silicate	SO	(26.75,27]	-0.1333968	-0.1995624	-0.0694816
sal + silicate	SO	(27,27.25]	-0.2925366	-0.3195447	-0.2506745
sal + silicate	SO	(27.25,27.5]	0.0966796	-0.0112793	0.1515119
sal + silicate	SO	(27.5,27.75]	0.3616066	0.3584519	0.3668824
sal + silicate	SO	(27.75,27.85]	0.6259535	0.5454728	0.6708321
sal + silicate	SO	(27.85,27.95]	0.5912479	0.5249064	0.6535781
sal + silicate	SO	(27.95,28.05]	0.5617686	0.3842110	0.7547209
sal + silicate	SO	(28.05,28.1]	0.5365554	0.3631449	0.6716629
sal + silicate	SO	(28.1,28.15]	-0.4191029	-0.4567984	-0.3874784
sal + silicate	SO	(28.1,28.2]	0.7872062	0.7546015	0.8303212
sal + silicate	SO	(28.15,28.2]	-0.3490800	-0.4963876	-0.1981120
sal + silicate	SO	(28.2, Inf]	0.5866871	0.5579275	0.6394382
sal + silicate	SO	(28.2,28.3]	0.8655599	0.8530046	0.8738943
sal + silicate	SO	(28.3, Inf]	0.7355137	0.5404930	0.8578032
sal + temp	Atlantic	(-Inf,26]	-0.2546599	-0.9228907	0.6295231
sal + temp	Atlantic	(26,26.5]	0.9272816	0.9109892	0.9396009
sal + temp	Atlantic	(26.5,26.75]	0.9655247	0.9564213	0.9734663
sal + temp	Atlantic	(26.75,27]	0.9625831	0.9606045	0.9664477
sal + temp	Atlantic	(27,27.25]	0.9581834	0.9561411	0.9607515
sal + temp	Atlantic	(27.25,27.5]	0.9511018	0.9492629	0.9526355
sal + temp	Atlantic	(27.5,27.75]	0.9241507	0.9097261	0.9324136
sal + temp	Atlantic	(27.75,27.85]	0.9705386	0.9672184	0.9754172
sal + temp	Atlantic	(27.85,27.95]	0.9472511	0.9286045	0.9670438
sal + temp	Atlantic	(27.95,28.05]	0.8714825	0.8176037	0.8994864
sal + temp	Atlantic	(28.05,28.1]	0.9014090	0.8627765	0.9288777
sal + temp	Atlantic	(28.1,28.15]	0.8354046	0.7743427	0.8734032
sal + temp	Atlantic	(28.15,28.2]	0.6932321	0.6039809	0.7623467
sal + temp	Atlantic	(28.2, Inf]	0.9625391	0.9543459	0.9683914
sal + temp	Indian	(-Inf,26]	0.1894991	-0.5395343	0.6438319
sal + temp	Indian	(26,26.5]	0.8484391	0.8058733	0.8879962
sal + temp	Indian	(26.5,26.75]	0.8938836	0.8825282	0.9135035
sal + temp	Indian	(26.75,27]	0.8939561	0.8828215	0.9073664
sal + temp	Indian	(27,27.25]	0.8964965	0.8866230	0.9039301
sal + temp	Indian	(27.25,27.5]	0.9076091	0.8853343	0.9310840
sal + temp	Indian	(27.5,27.75]	0.8614742	0.8555410	0.8660199
sal + temp	Indian	(27.75,27.85]	0.9238451	0.8994504	0.9367333
sal + temp	Indian	(27.85,27.95]	0.9092664	0.8852353	0.9214682
sal + temp	Indian	(27.95,28.05]	0.8551580	0.8397966	0.8652065
sal + temp	Indian	(28.05,28.1]	0.9473688	0.9374525	0.9630660
sal + temp	Indian	(28.1,28.2]	0.5313983	0.4743382	0.5837791
sal + temp	Indian	(28.2,28.3]	-0.0752353	-0.1694365	-0.0020431
sal + temp	Indian	(28.3, Inf]	0.8567936	0.7501295	0.9224228
sal + temp	N_Atlantic	(-Inf,26]	0.9317086	0.8638117	0.9996056
sal + temp	N_Atlantic	(26,26.5]	0.9952250	0.9907689	0.9996811
sal + temp	N_Atlantic	(26.5,26.75]	0.9909826	0.9852834	0.9953815
sal + temp	N_Atlantic	(26.75,27]	0.9751803	0.9541088	0.9863261
sal + temp	N_Atlantic	(27,27.25]	0.9899835	0.9850061	0.9937765
sal + temp	N_Atlantic	(27.25,27.5]	0.9922266	0.9903264	0.9940009
sal + temp	N_Atlantic	(27.5,27.75]	0.9767907	0.9735442	0.9813582
sal + temp	N_Atlantic	(27.75,27.85]	0.9364739	0.9218863	0.9453956
sal + temp	N_Atlantic	(27.85,27.95]	0.8756546	0.8716674	0.8802237
sal + temp	N_Atlantic	(27.95,28.05]	0.8082875	0.6857503	0.9151955
sal + temp	N_Atlantic	(28.05,28.1]	0.4108859	0.0777473	0.6624559
sal + temp	N_Atlantic	(28.1,28.15]	-0.1112088	-0.4975396	0.1817504
sal + temp	N_Atlantic	(28.15,28.2]	0.6373124	0.5745515	0.6799099
sal + temp	N_Atlantic	(28.2, Inf]	-0.0405926	-0.4764749	0.8279782
sal + temp	N_Pacific	(-Inf,26]	0.9493426	0.8945356	0.9796724
sal + temp	N_Pacific	(26,26.5]	0.9629508	0.9515868	0.9690668
sal + temp	N_Pacific	(26.5,26.75]	0.9484371	0.9356286	0.9639791
sal + temp	N_Pacific	(26.75,27]	0.9566117	0.9517109	0.9631081
sal + temp	N_Pacific	(27,27.25]	0.9401486	0.9329043	0.9481257
sal + temp	N_Pacific	(27.25,27.5]	0.5369372	0.5175035	0.5685859
sal + temp	N_Pacific	(27.5,27.75]	-0.2969820	-0.4661606	-0.2054154
sal + temp	N_Pacific	(27.75,27.85]	-0.4953711	-0.5262984	-0.4406542
sal + temp	N_Pacific	(27.85,27.95]	-0.6744774	-0.7708789	-0.5796688
sal + temp	N_Pacific	(27.95,28.05]	-0.7889060	-0.8434221	-0.7594952
sal + temp	N_Pacific	(28.05,28.1]	-0.0977392	-0.2301110	0.0389313
sal + temp	N_Pacific	(28.1,28.2]	-0.8845101	-0.8917191	-0.8747589
sal + temp	N_Pacific	(28.2,28.3]	-0.4746277	-0.5736897	-0.3292346
sal + temp	N_Pacific	(28.3, Inf]	0.5998174	0.3283881	0.7554903
sal + temp	Pacific	(-Inf,26]	0.7677474	0.7114749	0.8313230
sal + temp	Pacific	(26,26.5]	0.9261282	0.9162151	0.9400369
sal + temp	Pacific	(26.5,26.75]	0.9687576	0.9603540	0.9779807
sal + temp	Pacific	(26.75,27]	0.9481233	0.9260922	0.9633771
sal + temp	Pacific	(27,27.25]	0.9220270	0.9124437	0.9325852
sal + temp	Pacific	(27.25,27.5]	0.7824409	0.7342929	0.8178942
sal + temp	Pacific	(27.5,27.75]	0.4916195	0.4659944	0.5267180
sal + temp	Pacific	(27.75,27.85]	0.5764867	0.5572222	0.5862143
sal + temp	Pacific	(27.85,27.95]	0.1845194	0.0789095	0.2870757
sal + temp	Pacific	(27.95,28.05]	-0.0901129	-0.1252226	-0.0634295
sal + temp	Pacific	(28.05,28.1]	0.3565268	0.3338733	0.3769681
sal + temp	Pacific	(28.1,28.2]	-0.2907260	-0.4037783	-0.2217287
sal + temp	Pacific	(28.2,28.3]	0.0952431	0.0585070	0.1187113
sal + temp	Pacific	(28.3, Inf]	0.9790854	0.9768663	0.9804078
sal + temp	SO	(26,26.5]	0.9412336	0.9060531	0.9889194
sal + temp	SO	(26.5,26.75]	0.9799500	0.9792912	0.9805075
sal + temp	SO	(26.75,27]	0.9652105	0.9644078	0.9667065
sal + temp	SO	(27,27.25]	0.9461344	0.9374759	0.9523154
sal + temp	SO	(27.25,27.5]	0.9262968	0.9203444	0.9298542
sal + temp	SO	(27.5,27.75]	0.8251013	0.8028942	0.8414740
sal + temp	SO	(27.75,27.85]	0.9257580	0.9144467	0.9385473
sal + temp	SO	(27.85,27.95]	0.9364516	0.9353246	0.9375769
sal + temp	SO	(27.95,28.05]	0.9331969	0.9187853	0.9413738
sal + temp	SO	(28.05,28.1]	0.9354339	0.9167089	0.9468648
sal + temp	SO	(28.1,28.15]	0.9285644	0.9188756	0.9456562
sal + temp	SO	(28.1,28.2]	0.8504713	0.8237684	0.8661345
sal + temp	SO	(28.15,28.2]	0.9073082	0.8637155	0.9467657
sal + temp	SO	(28.2, Inf]	0.4136523	0.3042333	0.5052214
sal + temp	SO	(28.2,28.3]	0.8761842	0.8667825	0.8896089
sal + temp	SO	(28.3, Inf]	0.7351932	0.4559641	0.8891955
silicate + phosphate	Atlantic	(-Inf,26]	-0.2145054	-0.7090125	0.3379038
silicate + phosphate	Atlantic	(26,26.5]	0.0065001	-0.0640505	0.0419590
silicate + phosphate	Atlantic	(26.5,26.75]	0.5975449	0.5611148	0.6612820
silicate + phosphate	Atlantic	(26.75,27]	0.8349154	0.8246081	0.8520185
silicate + phosphate	Atlantic	(27,27.25]	0.7417849	0.7139047	0.7623848
silicate + phosphate	Atlantic	(27.25,27.5]	0.7031922	0.6608806	0.7421057
silicate + phosphate	Atlantic	(27.5,27.75]	0.7971737	0.7657942	0.8133948
silicate + phosphate	Atlantic	(27.75,27.85]	0.8533094	0.8336359	0.8828613
silicate + phosphate	Atlantic	(27.85,27.95]	0.9127327	0.8807796	0.9399242
silicate + phosphate	Atlantic	(27.95,28.05]	0.9449926	0.9110116	0.9627556
silicate + phosphate	Atlantic	(28.05,28.1]	0.9716209	0.9575996	0.9801989
silicate + phosphate	Atlantic	(28.1,28.15]	0.9747539	0.9643362	0.9802444
silicate + phosphate	Atlantic	(28.15,28.2]	0.9520071	0.9438753	0.9572354
silicate + phosphate	Atlantic	(28.2, Inf]	0.9805665	0.9730102	0.9873890
silicate + phosphate	Indian	(-Inf,26]	0.8947411	0.8357140	0.9338185
silicate + phosphate	Indian	(26,26.5]	0.9265174	0.9126679	0.9339162
silicate + phosphate	Indian	(26.5,26.75]	0.9563528	0.9491527	0.9684451
silicate + phosphate	Indian	(26.75,27]	0.9715674	0.9664273	0.9753024
silicate + phosphate	Indian	(27,27.25]	0.9765014	0.9696674	0.9874791
silicate + phosphate	Indian	(27.25,27.5]	0.9770484	0.9711012	0.9853481
silicate + phosphate	Indian	(27.5,27.75]	0.9662480	0.9500490	0.9788034
silicate + phosphate	Indian	(27.75,27.85]	0.9812862	0.9735185	0.9932373
silicate + phosphate	Indian	(27.85,27.95]	0.9812818	0.9729826	0.9919069
silicate + phosphate	Indian	(27.95,28.05]	0.9724269	0.9597183	0.9852187
silicate + phosphate	Indian	(28.05,28.1]	0.9860522	0.9807645	0.9938317
silicate + phosphate	Indian	(28.1,28.2]	0.9165814	0.8642655	0.9477956
silicate + phosphate	Indian	(28.2,28.3]	0.8001127	0.7739410	0.8147340
silicate + phosphate	Indian	(28.3, Inf]	0.8838921	0.8044315	0.9441599
silicate + phosphate	N_Atlantic	(-Inf,26]	-0.7553242	-1.0000000	-0.5106485
silicate + phosphate	N_Atlantic	(26,26.5]	0.7017669	0.6323836	0.7711502
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.6779318	0.3732627	0.9011070
silicate + phosphate	N_Atlantic	(26.75,27]	0.8070528	0.7900214	0.8207539
silicate + phosphate	N_Atlantic	(27,27.25]	0.9172460	0.8625965	0.9534473
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9344232	0.9160346	0.9450291
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9604507	0.9533112	0.9656727
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.7851004	0.6934690	0.8462649
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.6481160	0.6046719	0.7043901
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.6856085	0.5886969	0.7436095
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.3908431	0.2145841	0.6397213
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.7613748	0.7429932	0.7808585
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9825644	0.9813278	0.9845779
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9906980	0.9867445	0.9981389
silicate + phosphate	N_Pacific	(-Inf,26]	0.8738006	0.7673436	0.9577950
silicate + phosphate	N_Pacific	(26,26.5]	0.8504362	0.8057643	0.9175835
silicate + phosphate	N_Pacific	(26.5,26.75]	0.8818145	0.8729956	0.8916650
silicate + phosphate	N_Pacific	(26.75,27]	0.8117210	0.7571366	0.8453532
silicate + phosphate	N_Pacific	(27,27.25]	0.7782603	0.6624967	0.8478693
silicate + phosphate	N_Pacific	(27.25,27.5]	0.8382249	0.8232173	0.8478573
silicate + phosphate	N_Pacific	(27.5,27.75]	0.8060967	0.7855813	0.8219096
silicate + phosphate	N_Pacific	(27.75,27.85]	0.7612741	0.7136365	0.8355411
silicate + phosphate	N_Pacific	(27.85,27.95]	0.6674369	0.5565668	0.7506583
silicate + phosphate	N_Pacific	(27.95,28.05]	0.3696395	0.1631967	0.5556845
silicate + phosphate	N_Pacific	(28.05,28.1]	0.7244273	0.6328971	0.8137558
silicate + phosphate	N_Pacific	(28.1,28.2]	0.2801102	0.2050308	0.3197028
silicate + phosphate	N_Pacific	(28.2,28.3]	0.8797054	0.8656148	0.8885836
silicate + phosphate	N_Pacific	(28.3, Inf]	0.9958872	0.9924180	0.9996968
silicate + phosphate	Pacific	(-Inf,26]	0.8896556	0.8591997	0.9226443
silicate + phosphate	Pacific	(26,26.5]	0.9061568	0.8602720	0.9348470
silicate + phosphate	Pacific	(26.5,26.75]	0.8583609	0.8008859	0.8987437
silicate + phosphate	Pacific	(26.75,27]	0.8636628	0.8331765	0.8875960
silicate + phosphate	Pacific	(27,27.25]	0.9189424	0.9038922	0.9297057
silicate + phosphate	Pacific	(27.25,27.5]	0.9405622	0.9180980	0.9539143
silicate + phosphate	Pacific	(27.5,27.75]	0.9469289	0.9330865	0.9550461
silicate + phosphate	Pacific	(27.75,27.85]	0.9638155	0.9503625	0.9739612
silicate + phosphate	Pacific	(27.85,27.95]	0.9619300	0.9485396	0.9724737
silicate + phosphate	Pacific	(27.95,28.05]	0.9564274	0.9452858	0.9656317
silicate + phosphate	Pacific	(28.05,28.1]	0.9817471	0.9790590	0.9831218
silicate + phosphate	Pacific	(28.1,28.2]	0.8670798	0.8552428	0.8812835
silicate + phosphate	Pacific	(28.2,28.3]	0.8160608	0.8101340	0.8191312
silicate + phosphate	Pacific	(28.3, Inf]	0.9738064	0.9721732	0.9750097
silicate + phosphate	SO	(26,26.5]	0.7475039	0.6279280	0.9823014
silicate + phosphate	SO	(26.5,26.75]	0.6471861	0.5530481	0.7460723
silicate + phosphate	SO	(26.75,27]	0.7851087	0.7555030	0.8198181
silicate + phosphate	SO	(27,27.25]	0.9307593	0.9284278	0.9321764
silicate + phosphate	SO	(27.25,27.5]	0.9713083	0.9696621	0.9734631
silicate + phosphate	SO	(27.5,27.75]	0.9762263	0.9717553	0.9797884
silicate + phosphate	SO	(27.75,27.85]	0.9804738	0.9775354	0.9830459
silicate + phosphate	SO	(27.85,27.95]	0.9823417	0.9776845	0.9871855
silicate + phosphate	SO	(27.95,28.05]	0.9781526	0.9740301	0.9816031
silicate + phosphate	SO	(28.05,28.1]	0.9575945	0.9416175	0.9711938
silicate + phosphate	SO	(28.1,28.15]	0.8984579	0.8799020	0.9157370
silicate + phosphate	SO	(28.1,28.2]	0.9614546	0.9441567	0.9767231
silicate + phosphate	SO	(28.15,28.2]	0.8555145	0.8323681	0.8764404
silicate + phosphate	SO	(28.2, Inf]	0.8583441	0.8429860	0.8715127
silicate + phosphate	SO	(28.2,28.3]	0.9379122	0.9183709	0.9595388
silicate + phosphate	SO	(28.3, Inf]	0.9505800	0.9373661	0.9574870
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.2143430	-0.5757191	0.2346137
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3633999	-0.4183858	-0.3130547
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0802765	-0.0726451	0.1926139
silicate + phosphate_star	Atlantic	(26.75,27]	0.4590349	0.3940405	0.5705223
silicate + phosphate_star	Atlantic	(27,27.25]	0.8486298	0.8003415	0.8734020
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.9643909	0.9589248	0.9677994
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9749195	0.9701372	0.9787584
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9879295	0.9852668	0.9917025
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9877340	0.9841662	0.9929430
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9893030	0.9863274	0.9927555
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9915845	0.9874169	0.9951186
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9882321	0.9843296	0.9915852
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9647990	0.9574252	0.9700174
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9875570	0.9831324	0.9904991
silicate + phosphate_star	Indian	(-Inf,26]	0.9289537	0.9074282	0.9454274
silicate + phosphate_star	Indian	(26,26.5]	0.8450263	0.7719501	0.8908920
silicate + phosphate_star	Indian	(26.5,26.75]	0.7812406	0.6383394	0.8532018
silicate + phosphate_star	Indian	(26.75,27]	0.6338680	0.4609601	0.7324997
silicate + phosphate_star	Indian	(27,27.25]	0.6797717	0.5468730	0.7588647
silicate + phosphate_star	Indian	(27.25,27.5]	0.4473124	0.2962278	0.5695245
silicate + phosphate_star	Indian	(27.5,27.75]	0.1592203	0.0896931	0.2959815
silicate + phosphate_star	Indian	(27.75,27.85]	-0.5784919	-0.6609945	-0.4533520
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6038704	-0.6449216	-0.5430981
silicate + phosphate_star	Indian	(27.95,28.05]	-0.4179489	-0.4661022	-0.3851875
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4329681	-0.5638510	-0.2782686
silicate + phosphate_star	Indian	(28.1,28.2]	0.6934845	0.4962647	0.8080831
silicate + phosphate_star	Indian	(28.2,28.3]	0.9523902	0.9470841	0.9576684
silicate + phosphate_star	Indian	(28.3, Inf]	0.1610963	0.1512592	0.1771095
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.9114786	0.8229571	1.0000000
silicate + phosphate_star	N_Atlantic	(26,26.5]	-0.1266814	-0.7227410	0.4693782
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.2831799	-0.4008915	-0.1755077
silicate + phosphate_star	N_Atlantic	(26.75,27]	-0.6459637	-0.6850282	-0.5777429
silicate + phosphate_star	N_Atlantic	(27,27.25]	-0.8767303	-0.9080127	-0.8145908
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	-0.6969261	-0.7433200	-0.6191098
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3626409	-0.3824186	-0.3328607
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.5865671	0.4199382	0.7478832
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9019902	0.8868126	0.9146788
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8560021	0.7978319	0.9026027
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.4958105	0.3575555	0.6826192
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.7182815	0.6576961	0.7819008
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9690845	0.9661167	0.9711066
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9905286	0.9863992	0.9929454
silicate + phosphate_star	N_Pacific	(-Inf,26]	-0.1195750	-0.3962990	0.2474082
silicate + phosphate_star	N_Pacific	(26,26.5]	0.1423711	-0.0192929	0.4011174
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.2796539	0.1858155	0.3342234
silicate + phosphate_star	N_Pacific	(26.75,27]	-0.0811664	-0.1605038	0.0516761
silicate + phosphate_star	N_Pacific	(27,27.25]	0.0762263	0.0482236	0.1094598
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8854309	0.8650449	0.9073648
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.9070150	0.8774112	0.9317846
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.7373039	0.7106219	0.7623391
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.4451584	0.3274887	0.5719908
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.2470536	0.2090919	0.2866299
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.4853321	-0.5145404	-0.4459756
silicate + phosphate_star	N_Pacific	(28.1,28.2]	-0.1383409	-0.2169783	-0.0404013
silicate + phosphate_star	N_Pacific	(28.2,28.3]	-0.5388310	-0.7093473	-0.3761535
silicate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9511493	-0.9920455	-0.9196476
silicate + phosphate_star	Pacific	(-Inf,26]	0.8606392	0.8487893	0.8738092
silicate + phosphate_star	Pacific	(26,26.5]	0.8932792	0.8845010	0.9034195
silicate + phosphate_star	Pacific	(26.5,26.75]	0.9038130	0.8739653	0.9239046
silicate + phosphate_star	Pacific	(26.75,27]	0.8818718	0.8586839	0.9188613
silicate + phosphate_star	Pacific	(27,27.25]	0.8481535	0.8231961	0.8761399
silicate + phosphate_star	Pacific	(27.25,27.5]	0.7474511	0.7054692	0.7910313
silicate + phosphate_star	Pacific	(27.5,27.75]	0.5849003	0.5206241	0.6533846
silicate + phosphate_star	Pacific	(27.75,27.85]	0.3284518	0.1204907	0.4788751
silicate + phosphate_star	Pacific	(27.85,27.95]	0.3556249	0.2761722	0.4588450
silicate + phosphate_star	Pacific	(27.95,28.05]	0.3652448	0.3550845	0.3743982
silicate + phosphate_star	Pacific	(28.05,28.1]	0.4738958	0.4445227	0.4892289
silicate + phosphate_star	Pacific	(28.1,28.2]	0.4702656	0.4015637	0.5654223
silicate + phosphate_star	Pacific	(28.2,28.3]	0.2736759	0.1364495	0.3434280
silicate + phosphate_star	Pacific	(28.3, Inf]	-0.7712791	-0.7860530	-0.7455165
silicate + phosphate_star	SO	(26,26.5]	-0.4475639	-0.8819269	-0.0218093
silicate + phosphate_star	SO	(26.5,26.75]	-0.0664679	-0.6055915	0.3651093
silicate + phosphate_star	SO	(26.75,27]	0.2329224	0.1532552	0.2997492
silicate + phosphate_star	SO	(27,27.25]	0.3751295	0.3625493	0.3992625
silicate + phosphate_star	SO	(27.25,27.5]	0.0926484	0.0544988	0.1405267
silicate + phosphate_star	SO	(27.5,27.75]	-0.0107373	-0.0357033	0.0087673
silicate + phosphate_star	SO	(27.75,27.85]	-0.4706181	-0.5145003	-0.3877715
silicate + phosphate_star	SO	(27.85,27.95]	-0.4150093	-0.4903356	-0.3258495
silicate + phosphate_star	SO	(27.95,28.05]	-0.3727208	-0.5997612	-0.1594042
silicate + phosphate_star	SO	(28.05,28.1]	-0.3214095	-0.4467703	-0.1485923
silicate + phosphate_star	SO	(28.1,28.15]	0.5157680	0.4987062	0.5300553
silicate + phosphate_star	SO	(28.1,28.2]	-0.5250901	-0.5642560	-0.4772983
silicate + phosphate_star	SO	(28.15,28.2]	0.4583269	0.3741001	0.5801622
silicate + phosphate_star	SO	(28.2, Inf]	0.7364977	0.6902456	0.7817766
silicate + phosphate_star	SO	(28.2,28.3]	-0.6447222	-0.6769293	-0.6136148
silicate + phosphate_star	SO	(28.3, Inf]	-0.0934561	-0.3124731	0.0614500
temp + aou	Atlantic	(-Inf,26]	-0.7576605	-0.8589277	-0.6225945
temp + aou	Atlantic	(26,26.5]	-0.3485110	-0.5607325	-0.1673866
temp + aou	Atlantic	(26.5,26.75]	-0.0370435	-0.0972598	0.0179019
temp + aou	Atlantic	(26.75,27]	0.1796049	0.0619745	0.2400811
temp + aou	Atlantic	(27,27.25]	0.2864759	0.2812613	0.2951778
temp + aou	Atlantic	(27.25,27.5]	0.2166971	0.1580252	0.3180253
temp + aou	Atlantic	(27.5,27.75]	0.0690437	0.0037421	0.1443971
temp + aou	Atlantic	(27.75,27.85]	-0.0956302	-0.1802712	-0.0408203
temp + aou	Atlantic	(27.85,27.95]	-0.3096801	-0.3791952	-0.2264906
temp + aou	Atlantic	(27.95,28.05]	-0.4386084	-0.5584975	-0.2079332
temp + aou	Atlantic	(28.05,28.1]	-0.6911010	-0.7629926	-0.5809207
temp + aou	Atlantic	(28.1,28.15]	-0.7305501	-0.7800587	-0.6427968
temp + aou	Atlantic	(28.15,28.2]	-0.8055482	-0.8353724	-0.7688576
temp + aou	Atlantic	(28.2, Inf]	-0.9446490	-0.9559578	-0.9329828
temp + aou	Indian	(-Inf,26]	-0.6362150	-0.7169889	-0.5512238
temp + aou	Indian	(26,26.5]	-0.4568162	-0.5849556	-0.3274116
temp + aou	Indian	(26.5,26.75]	-0.4054208	-0.4484242	-0.3648337
temp + aou	Indian	(26.75,27]	-0.2273094	-0.2424262	-0.2058407
temp + aou	Indian	(27,27.25]	-0.0833729	-0.1170294	-0.0367466
temp + aou	Indian	(27.25,27.5]	0.2150687	0.1409272	0.2534121
temp + aou	Indian	(27.5,27.75]	0.4542495	0.4072571	0.5330284
temp + aou	Indian	(27.75,27.85]	0.8528192	0.8149244	0.8793269
temp + aou	Indian	(27.85,27.95]	0.8649394	0.8427724	0.8789622
temp + aou	Indian	(27.95,28.05]	0.8481198	0.8263771	0.8657933
temp + aou	Indian	(28.05,28.1]	0.9488329	0.9320052	0.9665687
temp + aou	Indian	(28.1,28.2]	0.8104000	0.7970731	0.8295448
temp + aou	Indian	(28.2,28.3]	0.7585248	0.7348643	0.8012615
temp + aou	Indian	(28.3, Inf]	0.5574073	0.3043482	0.7022697
temp + aou	N_Atlantic	(-Inf,26]	0.3862845	-0.1912230	0.9637920
temp + aou	N_Atlantic	(26,26.5]	-0.2510053	-0.9759202	0.4739097
temp + aou	N_Atlantic	(26.5,26.75]	0.2785762	-0.4135874	0.6432803
temp + aou	N_Atlantic	(26.75,27]	0.6306030	0.4813261	0.7543026
temp + aou	N_Atlantic	(27,27.25]	0.8396846	0.7481425	0.8929560
temp + aou	N_Atlantic	(27.25,27.5]	0.8406320	0.8149354	0.8567808
temp + aou	N_Atlantic	(27.5,27.75]	0.7172018	0.6381927	0.7781410
temp + aou	N_Atlantic	(27.75,27.85]	0.8465487	0.7845369	0.8781668
temp + aou	N_Atlantic	(27.85,27.95]	0.9740370	0.9668921	0.9805658
temp + aou	N_Atlantic	(27.95,28.05]	0.8371257	0.6054471	0.9645802
temp + aou	N_Atlantic	(28.05,28.1]	0.4124124	0.2240476	0.6892609
temp + aou	N_Atlantic	(28.1,28.15]	-0.1962802	-0.1991831	-0.1923931
temp + aou	N_Atlantic	(28.15,28.2]	-0.4546120	-0.5096539	-0.4054429
temp + aou	N_Atlantic	(28.2, Inf]	0.1924073	-0.7853097	0.7035627
temp + aou	N_Pacific	(-Inf,26]	0.5573819	0.3679467	0.7760794
temp + aou	N_Pacific	(26,26.5]	-0.1494193	-0.3145764	0.0047782
temp + aou	N_Pacific	(26.5,26.75]	-0.2405685	-0.2791319	-0.1794240
temp + aou	N_Pacific	(26.75,27]	0.3402200	0.2727647	0.4739548
temp + aou	N_Pacific	(27,27.25]	0.2600979	0.1112045	0.4807124
temp + aou	N_Pacific	(27.25,27.5]	-0.6496307	-0.7875113	-0.5508431
temp + aou	N_Pacific	(27.5,27.75]	-0.4613546	-0.5219579	-0.3999877
temp + aou	N_Pacific	(27.75,27.85]	-0.1080811	-0.1908761	-0.0407144
temp + aou	N_Pacific	(27.85,27.95]	0.3871015	0.2634827	0.4849719
temp + aou	N_Pacific	(27.95,28.05]	0.7155705	0.6639492	0.7676715
temp + aou	N_Pacific	(28.05,28.1]	0.7457919	0.5667861	0.8525731
temp + aou	N_Pacific	(28.1,28.2]	0.9622996	0.9445535	0.9788560
temp + aou	N_Pacific	(28.2,28.3]	0.7905920	0.7264283	0.8315092
temp + aou	N_Pacific	(28.3, Inf]	0.5030578	0.2582731	0.7089332
temp + aou	Pacific	(-Inf,26]	-0.4717045	-0.6023006	-0.3430210
temp + aou	Pacific	(26,26.5]	-0.5549455	-0.6467693	-0.4070917
temp + aou	Pacific	(26.5,26.75]	-0.5117991	-0.6733990	-0.2589798
temp + aou	Pacific	(26.75,27]	-0.5863795	-0.6944966	-0.4069759
temp + aou	Pacific	(27,27.25]	-0.6598611	-0.7201308	-0.5751263
temp + aou	Pacific	(27.25,27.5]	-0.5412647	-0.6426827	-0.3786684
temp + aou	Pacific	(27.5,27.75]	-0.3004659	-0.4009291	-0.2057624
temp + aou	Pacific	(27.75,27.85]	0.0523739	-0.0886208	0.2114451
temp + aou	Pacific	(27.85,27.95]	0.1761321	0.0827892	0.2297544
temp + aou	Pacific	(27.95,28.05]	0.3501351	0.3368727	0.3570849
temp + aou	Pacific	(28.05,28.1]	0.4508186	0.4129491	0.4816687
temp + aou	Pacific	(28.1,28.2]	0.5921751	0.5459548	0.6661626
temp + aou	Pacific	(28.2,28.3]	0.7566700	0.7217017	0.7957006
temp + aou	Pacific	(28.3, Inf]	0.9371227	0.9271641	0.9476937
temp + aou	SO	(26,26.5]	0.5564482	0.1701078	0.9544288
temp + aou	SO	(26.5,26.75]	0.0072314	-0.3266042	0.4075941
temp + aou	SO	(26.75,27]	-0.0451604	-0.1363717	0.0751199
temp + aou	SO	(27,27.25]	0.0755387	0.0190647	0.1879203
temp + aou	SO	(27.25,27.5]	0.4506819	0.3832334	0.4976010
temp + aou	SO	(27.5,27.75]	0.3372725	0.2720229	0.3999334
temp + aou	SO	(27.75,27.85]	0.7245131	0.7088956	0.7444900
temp + aou	SO	(27.85,27.95]	0.7750360	0.7542403	0.8072028
temp + aou	SO	(27.95,28.05]	0.7831845	0.7336261	0.8244193
temp + aou	SO	(28.05,28.1]	0.7387634	0.6932430	0.7653586
temp + aou	SO	(28.1,28.15]	0.2138050	0.0933495	0.2828786
temp + aou	SO	(28.1,28.2]	0.8296880	0.7991419	0.8585167
temp + aou	SO	(28.15,28.2]	0.0499125	-0.1420330	0.1560365
temp + aou	SO	(28.2, Inf]	0.5262621	0.3862431	0.6424023
temp + aou	SO	(28.2,28.3]	0.8948409	0.8777036	0.9074903
temp + aou	SO	(28.3, Inf]	0.9701894	0.9656262	0.9741670
temp + nitrate	Atlantic	(-Inf,26]	-0.8137670	-0.8974784	-0.6807040
temp + nitrate	Atlantic	(26,26.5]	-0.3286070	-0.4990228	-0.1487470
temp + nitrate	Atlantic	(26.5,26.75]	-0.1328357	-0.2308105	-0.0374618
temp + nitrate	Atlantic	(26.75,27]	0.0587243	-0.0519670	0.1396948
temp + nitrate	Atlantic	(27,27.25]	0.0177291	0.0014920	0.0274555
temp + nitrate	Atlantic	(27.25,27.5]	-0.2257658	-0.2777559	-0.1573965
temp + nitrate	Atlantic	(27.5,27.75]	-0.4408371	-0.4579206	-0.4264241
temp + nitrate	Atlantic	(27.75,27.85]	-0.6676494	-0.7222349	-0.6130035
temp + nitrate	Atlantic	(27.85,27.95]	-0.7033052	-0.8134609	-0.6137589
temp + nitrate	Atlantic	(27.95,28.05]	-0.6444673	-0.7407871	-0.4840714
temp + nitrate	Atlantic	(28.05,28.1]	-0.7649376	-0.8300764	-0.6775970
temp + nitrate	Atlantic	(28.1,28.15]	-0.7714338	-0.8110097	-0.6923177
temp + nitrate	Atlantic	(28.15,28.2]	-0.8376230	-0.8668484	-0.8000206
temp + nitrate	Atlantic	(28.2, Inf]	-0.9662765	-0.9733232	-0.9601643
temp + nitrate	Indian	(-Inf,26]	-0.6672873	-0.7642575	-0.5586064
temp + nitrate	Indian	(26,26.5]	-0.5476092	-0.7162540	-0.4416043
temp + nitrate	Indian	(26.5,26.75]	-0.5150875	-0.6158414	-0.4276313
temp + nitrate	Indian	(26.75,27]	-0.3886436	-0.4350844	-0.3031472
temp + nitrate	Indian	(27,27.25]	-0.2959937	-0.3449615	-0.2527835
temp + nitrate	Indian	(27.25,27.5]	-0.0469361	-0.1037307	-0.0164879
temp + nitrate	Indian	(27.5,27.75]	0.2116076	0.1430675	0.3163868
temp + nitrate	Indian	(27.75,27.85]	0.7909530	0.7463096	0.8134637
temp + nitrate	Indian	(27.85,27.95]	0.8188073	0.7954943	0.8323661
temp + nitrate	Indian	(27.95,28.05]	0.8046875	0.7842874	0.8250328
temp + nitrate	Indian	(28.05,28.1]	0.9360722	0.9231730	0.9544141
temp + nitrate	Indian	(28.1,28.2]	0.7911598	0.7850715	0.8005371
temp + nitrate	Indian	(28.2,28.3]	0.7593331	0.7365075	0.7841850
temp + nitrate	Indian	(28.3, Inf]	0.3559914	0.2527565	0.5054064
temp + nitrate	N_Atlantic	(-Inf,26]	-0.9370514	-0.9996056	-0.8744973
temp + nitrate	N_Atlantic	(26,26.5]	0.1379204	-0.3579653	0.6338061
temp + nitrate	N_Atlantic	(26.5,26.75]	0.3690919	-0.2283385	0.6886201
temp + nitrate	N_Atlantic	(26.75,27]	0.7254150	0.5659779	0.8230819
temp + nitrate	N_Atlantic	(27,27.25]	0.8937592	0.8514863	0.9281589
temp + nitrate	N_Atlantic	(27.25,27.5]	0.7966342	0.7552947	0.8286825
temp + nitrate	N_Atlantic	(27.5,27.75]	0.7187867	0.6611943	0.7792599
temp + nitrate	N_Atlantic	(27.75,27.85]	0.8872333	0.8610275	0.9095059
temp + nitrate	N_Atlantic	(27.85,27.95]	0.8874137	0.8767322	0.8997295
temp + nitrate	N_Atlantic	(27.95,28.05]	0.5620831	0.1667044	0.8368879
temp + nitrate	N_Atlantic	(28.05,28.1]	0.2697148	-0.0802707	0.4484089
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.3757289	-0.6232823	-0.1417426
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.5668146	-0.6541527	-0.5219250
temp + nitrate	N_Atlantic	(28.2, Inf]	0.3238825	-0.8089926	0.9004890
temp + nitrate	N_Pacific	(-Inf,26]	0.4160955	0.1630781	0.8063889
temp + nitrate	N_Pacific	(26,26.5]	-0.2885884	-0.4211151	-0.1581713
temp + nitrate	N_Pacific	(26.5,26.75]	-0.3601676	-0.3982838	-0.3297476
temp + nitrate	N_Pacific	(26.75,27]	0.0562190	-0.0174752	0.1669894
temp + nitrate	N_Pacific	(27,27.25]	-0.0662187	-0.4349704	0.3590898
temp + nitrate	N_Pacific	(27.25,27.5]	-0.6296793	-0.7255688	-0.5586278
temp + nitrate	N_Pacific	(27.5,27.75]	-0.7114224	-0.7895464	-0.6461661
temp + nitrate	N_Pacific	(27.75,27.85]	-0.6485445	-0.6791482	-0.6100195
temp + nitrate	N_Pacific	(27.85,27.95]	-0.0641002	-0.2326836	0.0393872
temp + nitrate	N_Pacific	(27.95,28.05]	0.4957459	0.4304815	0.5874600
temp + nitrate	N_Pacific	(28.05,28.1]	0.6991685	0.5420330	0.8103834
temp + nitrate	N_Pacific	(28.1,28.2]	0.9484243	0.9390745	0.9637932
temp + nitrate	N_Pacific	(28.2,28.3]	0.7846374	0.7247138	0.8245433
temp + nitrate	N_Pacific	(28.3, Inf]	0.5265225	0.3218175	0.8116502
temp + nitrate	Pacific	(-Inf,26]	-0.6519103	-0.7514521	-0.5242062
temp + nitrate	Pacific	(26,26.5]	-0.7060484	-0.7668684	-0.5922204
temp + nitrate	Pacific	(26.5,26.75]	-0.7182001	-0.8235575	-0.5515604
temp + nitrate	Pacific	(26.75,27]	-0.7655270	-0.8195043	-0.6728955
temp + nitrate	Pacific	(27,27.25]	-0.7942890	-0.8164879	-0.7673763
temp + nitrate	Pacific	(27.25,27.5]	-0.7082592	-0.7571302	-0.6346147
temp + nitrate	Pacific	(27.5,27.75]	-0.4892317	-0.5746353	-0.4076819
temp + nitrate	Pacific	(27.75,27.85]	-0.0375168	-0.1871536	0.1262463
temp + nitrate	Pacific	(27.85,27.95]	0.1002168	-0.0045909	0.1580080
temp + nitrate	Pacific	(27.95,28.05]	0.2899427	0.2788476	0.2972781
temp + nitrate	Pacific	(28.05,28.1]	0.4265688	0.3845735	0.4677900
temp + nitrate	Pacific	(28.1,28.2]	0.5337909	0.4853567	0.6080279
temp + nitrate	Pacific	(28.2,28.3]	0.7289114	0.6980306	0.7728828
temp + nitrate	Pacific	(28.3, Inf]	0.9199831	0.9033049	0.9339426
temp + nitrate	SO	(26,26.5]	0.2295131	-0.3055508	0.8985304
temp + nitrate	SO	(26.5,26.75]	-0.5065294	-0.6922433	-0.2279879
temp + nitrate	SO	(26.75,27]	-0.6482540	-0.6840604	-0.6287118
temp + nitrate	SO	(27,27.25]	-0.4997641	-0.5320897	-0.4498649
temp + nitrate	SO	(27.25,27.5]	-0.1527997	-0.1954466	-0.1125476
temp + nitrate	SO	(27.5,27.75]	-0.0914421	-0.1409623	-0.0535046
temp + nitrate	SO	(27.75,27.85]	0.5185519	0.4732672	0.5423973
temp + nitrate	SO	(27.85,27.95]	0.5423002	0.4929233	0.6001042
temp + nitrate	SO	(27.95,28.05]	0.4552939	0.2611185	0.6417334
temp + nitrate	SO	(28.05,28.1]	0.2997671	0.1146109	0.4429204
temp + nitrate	SO	(28.1,28.15]	-0.7091673	-0.7395978	-0.6670916
temp + nitrate	SO	(28.1,28.2]	0.5567516	0.4490250	0.6620042
temp + nitrate	SO	(28.15,28.2]	-0.7040016	-0.8078297	-0.6256128
temp + nitrate	SO	(28.2, Inf]	-0.4341712	-0.5200817	-0.3353380
temp + nitrate	SO	(28.2,28.3]	0.6830362	0.6220875	0.7479273
temp + nitrate	SO	(28.3, Inf]	0.8565104	0.7967532	0.9160857
temp + phosphate	Atlantic	(-Inf,26]	-0.5112532	-0.6563683	-0.2756014
temp + phosphate	Atlantic	(26,26.5]	-0.5346586	-0.7780622	-0.3309524
temp + phosphate	Atlantic	(26.5,26.75]	-0.3170583	-0.4563743	-0.2380784
temp + phosphate	Atlantic	(26.75,27]	-0.0817839	-0.2199135	0.0071637
temp + phosphate	Atlantic	(27,27.25]	-0.1268366	-0.1390932	-0.1101398
temp + phosphate	Atlantic	(27.25,27.5]	-0.3422107	-0.3884775	-0.3001767
temp + phosphate	Atlantic	(27.5,27.75]	-0.5074862	-0.5323544	-0.4846384
temp + phosphate	Atlantic	(27.75,27.85]	-0.7197130	-0.7715101	-0.6691990
temp + phosphate	Atlantic	(27.85,27.95]	-0.7393297	-0.8416616	-0.6586299
temp + phosphate	Atlantic	(27.95,28.05]	-0.6715597	-0.7626970	-0.5265298
temp + phosphate	Atlantic	(28.05,28.1]	-0.7875731	-0.8473802	-0.7086220
temp + phosphate	Atlantic	(28.1,28.15]	-0.7962802	-0.8310167	-0.7268851
temp + phosphate	Atlantic	(28.15,28.2]	-0.8556208	-0.8740792	-0.8330527
temp + phosphate	Atlantic	(28.2, Inf]	-0.9633731	-0.9700431	-0.9570706
temp + phosphate	Indian	(-Inf,26]	-0.6527361	-0.7427038	-0.5998386
temp + phosphate	Indian	(26,26.5]	-0.5409727	-0.6841732	-0.3930792
temp + phosphate	Indian	(26.5,26.75]	-0.5026810	-0.5635845	-0.4573493
temp + phosphate	Indian	(26.75,27]	-0.3551779	-0.3873274	-0.3180073
temp + phosphate	Indian	(27,27.25]	-0.2226390	-0.2551409	-0.1867924
temp + phosphate	Indian	(27.25,27.5]	0.0356928	-0.0307023	0.0918000
temp + phosphate	Indian	(27.5,27.75]	0.2755207	0.2123395	0.3856709
temp + phosphate	Indian	(27.75,27.85]	0.8065437	0.7580447	0.8380137
temp + phosphate	Indian	(27.85,27.95]	0.8270211	0.8001030	0.8415896
temp + phosphate	Indian	(27.95,28.05]	0.8127114	0.7947269	0.8273650
temp + phosphate	Indian	(28.05,28.1]	0.9402626	0.9207341	0.9601853
temp + phosphate	Indian	(28.1,28.2]	0.7786881	0.7470470	0.7997204
temp + phosphate	Indian	(28.2,28.3]	0.7288641	0.7025928	0.7717912
temp + phosphate	Indian	(28.3, Inf]	0.3858511	0.3285887	0.4995273
temp + phosphate	N_Atlantic	(-Inf,26]	0.6174589	0.2353123	0.9996056
temp + phosphate	N_Atlantic	(26,26.5]	-0.1401529	-0.6689764	0.3886705
temp + phosphate	N_Atlantic	(26.5,26.75]	0.0370276	-0.6709596	0.4269852
temp + phosphate	N_Atlantic	(26.75,27]	0.5304652	0.3783117	0.6440915
temp + phosphate	N_Atlantic	(27,27.25]	0.8218703	0.7334488	0.8870455
temp + phosphate	N_Atlantic	(27.25,27.5]	0.6926095	0.6246043	0.7382921
temp + phosphate	N_Atlantic	(27.5,27.75]	0.6380997	0.5702402	0.7124324
temp + phosphate	N_Atlantic	(27.75,27.85]	0.8627077	0.8453922	0.8918404
temp + phosphate	N_Atlantic	(27.85,27.95]	0.8388689	0.8192774	0.8616746
temp + phosphate	N_Atlantic	(27.95,28.05]	0.4831817	0.0933277	0.7832900
temp + phosphate	N_Atlantic	(28.05,28.1]	0.1660024	-0.2309933	0.3747294
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.4442286	-0.6925116	-0.2111115
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.5904303	-0.6691075	-0.5439380
temp + phosphate	N_Atlantic	(28.2, Inf]	0.3135702	-0.7870190	0.8755407
temp + phosphate	N_Pacific	(-Inf,26]	0.1379897	-0.1803013	0.6700878
temp + phosphate	N_Pacific	(26,26.5]	-0.4139238	-0.5452307	-0.3264211
temp + phosphate	N_Pacific	(26.5,26.75]	-0.3800579	-0.3973695	-0.3673719
temp + phosphate	N_Pacific	(26.75,27]	-0.0145844	-0.1117609	0.1020614
temp + phosphate	N_Pacific	(27,27.25]	-0.0724088	-0.1944122	0.1020071
temp + phosphate	N_Pacific	(27.25,27.5]	-0.7015521	-0.7884132	-0.6105257
temp + phosphate	N_Pacific	(27.5,27.75]	-0.6515563	-0.6630701	-0.6432427
temp + phosphate	N_Pacific	(27.75,27.85]	-0.2321197	-0.3384396	-0.1567196
temp + phosphate	N_Pacific	(27.85,27.95]	0.2396279	0.0589625	0.3757323
temp + phosphate	N_Pacific	(27.95,28.05]	0.6266397	0.5498470	0.6913835
temp + phosphate	N_Pacific	(28.05,28.1]	0.7407860	0.5863834	0.8471820
temp + phosphate	N_Pacific	(28.1,28.2]	0.9554336	0.9359485	0.9723126
temp + phosphate	N_Pacific	(28.2,28.3]	0.8027023	0.7426470	0.8397650
temp + phosphate	N_Pacific	(28.3, Inf]	0.5782959	0.3636404	0.8053041
temp + phosphate	Pacific	(-Inf,26]	-0.5870909	-0.6803960	-0.4625069
temp + phosphate	Pacific	(26,26.5]	-0.6535884	-0.7205613	-0.5202555
temp + phosphate	Pacific	(26.5,26.75]	-0.6142245	-0.7505197	-0.3924439
temp + phosphate	Pacific	(26.75,27]	-0.6640925	-0.7568087	-0.5100409
temp + phosphate	Pacific	(27,27.25]	-0.7187853	-0.7727236	-0.6436143
temp + phosphate	Pacific	(27.25,27.5]	-0.6138553	-0.7093927	-0.4655771
temp + phosphate	Pacific	(27.5,27.75]	-0.3764439	-0.4757134	-0.2792980
temp + phosphate	Pacific	(27.75,27.85]	0.0282141	-0.1107293	0.1904362
temp + phosphate	Pacific	(27.85,27.95]	0.1483635	0.0520228	0.2076443
temp + phosphate	Pacific	(27.95,28.05]	0.3198424	0.3094151	0.3275756
temp + phosphate	Pacific	(28.05,28.1]	0.4454918	0.4054664	0.4808690
temp + phosphate	Pacific	(28.1,28.2]	0.5720721	0.5240736	0.6429294
temp + phosphate	Pacific	(28.2,28.3]	0.7515018	0.7163707	0.7932905
temp + phosphate	Pacific	(28.3, Inf]	0.9396670	0.9260702	0.9500549
temp + phosphate	SO	(26,26.5]	0.1647087	-0.3735134	0.8782832
temp + phosphate	SO	(26.5,26.75]	-0.6067761	-0.7445127	-0.4046434
temp + phosphate	SO	(26.75,27]	-0.6596634	-0.6802777	-0.6434691
temp + phosphate	SO	(27,27.25]	-0.5309483	-0.5617726	-0.4858512
temp + phosphate	SO	(27.25,27.5]	-0.1805366	-0.2243873	-0.1413259
temp + phosphate	SO	(27.5,27.75]	-0.0858115	-0.1347972	-0.0480064
temp + phosphate	SO	(27.75,27.85]	0.5153522	0.4640740	0.5414990
temp + phosphate	SO	(27.85,27.95]	0.5246536	0.4739502	0.5879888
temp + phosphate	SO	(27.95,28.05]	0.4484713	0.2538130	0.6380261
temp + phosphate	SO	(28.05,28.1]	0.3163102	0.1401921	0.4521971
temp + phosphate	SO	(28.1,28.15]	-0.6980324	-0.7305445	-0.6589211
temp + phosphate	SO	(28.1,28.2]	0.5736164	0.4806869	0.6677992
temp + phosphate	SO	(28.15,28.2]	-0.6964777	-0.7870590	-0.6240687
temp + phosphate	SO	(28.2, Inf]	-0.4120171	-0.4854658	-0.3162395
temp + phosphate	SO	(28.2,28.3]	0.7150390	0.6653104	0.7673112
temp + phosphate	SO	(28.3, Inf]	0.7918892	0.7114301	0.8801076
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6174600	-0.8521395	-0.4132004
temp + phosphate_star	Atlantic	(26,26.5]	-0.8012578	-0.8449774	-0.7673033
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8612848	-0.9143089	-0.8186804
temp + phosphate_star	Atlantic	(26.75,27]	-0.8854101	-0.9198804	-0.8600758
temp + phosphate_star	Atlantic	(27,27.25]	-0.9253427	-0.9337112	-0.9144570
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9273065	-0.9339389	-0.9207051
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.8796525	-0.8926406	-0.8712242
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9425604	-0.9569265	-0.9272810
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9101513	-0.9521360	-0.8867782
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8347419	-0.8829090	-0.7788842
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.8741009	-0.9140861	-0.8288285
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.8692768	-0.8956855	-0.8240518
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9050851	-0.9128145	-0.8950790
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9776781	-0.9806602	-0.9759301
temp + phosphate_star	Indian	(-Inf,26]	-0.7474256	-0.8365477	-0.6241019
temp + phosphate_star	Indian	(26,26.5]	-0.7944529	-0.9093594	-0.6722005
temp + phosphate_star	Indian	(26.5,26.75]	-0.8383408	-0.9218814	-0.7965432
temp + phosphate_star	Indian	(26.75,27]	-0.8655078	-0.9210603	-0.8357717
temp + phosphate_star	Indian	(27,27.25]	-0.8712520	-0.8945557	-0.8419618
temp + phosphate_star	Indian	(27.25,27.5]	-0.9167766	-0.9510311	-0.8868908
temp + phosphate_star	Indian	(27.5,27.75]	-0.9624694	-0.9770701	-0.9430934
temp + phosphate_star	Indian	(27.75,27.85]	-0.9703593	-0.9796292	-0.9647401
temp + phosphate_star	Indian	(27.85,27.95]	-0.9690067	-0.9744632	-0.9641521
temp + phosphate_star	Indian	(27.95,28.05]	-0.9197812	-0.9559206	-0.8966819
temp + phosphate_star	Indian	(28.05,28.1]	-0.7017704	-0.8534365	-0.5776869
temp + phosphate_star	Indian	(28.1,28.2]	-0.0849193	-0.5636188	0.2212913
temp + phosphate_star	Indian	(28.2,28.3]	0.2849223	0.1816329	0.3574331
temp + phosphate_star	Indian	(28.3, Inf]	-0.5743884	-0.8453220	-0.2039081
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.9881683	-0.9996056	-0.9767310
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8780477	-0.9545938	-0.8015015
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9671167	-0.9838971	-0.9405644
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.9097039	-0.9419395	-0.8702062
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.9714425	-0.9808799	-0.9538162
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9598282	-0.9630227	-0.9555889
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.8686482	-0.8853032	-0.8386454
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.1798429	-0.2616439	-0.0780914
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.0629437	0.0087231	0.1548306
temp + phosphate_star	N_Atlantic	(27.95,28.05]	-0.0354571	-0.4578888	0.3609995
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.1056467	-0.4992237	0.1464849
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.5813923	-0.8721590	-0.3191701
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7064206	-0.7910066	-0.6376055
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.2899812	-0.8157918	0.8546618
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9664069	-0.9685045	-0.9625848
temp + phosphate_star	N_Pacific	(26,26.5]	-0.9656616	-0.9788693	-0.9429468
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.8968331	-0.9488572	-0.8126334
temp + phosphate_star	N_Pacific	(26.75,27]	-0.9616782	-0.9671700	-0.9548159
temp + phosphate_star	N_Pacific	(27,27.25]	-0.9546883	-0.9809443	-0.9292733
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.8392210	-0.8792366	-0.7990590
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.8641790	-0.8956627	-0.8273105
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.7873331	-0.8335054	-0.7388219
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.8032910	-0.8845507	-0.7297349
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.9197711	-0.9538978	-0.8999707
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.7659095	-0.8835642	-0.6479254
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.9296620	-0.9377095	-0.9206223
temp + phosphate_star	N_Pacific	(28.2,28.3]	-0.3370835	-0.4105177	-0.2964247
temp + phosphate_star	N_Pacific	(28.3, Inf]	-0.5764555	-0.7291508	-0.2996030
temp + phosphate_star	Pacific	(-Inf,26]	-0.8885901	-0.9102288	-0.8587882
temp + phosphate_star	Pacific	(26,26.5]	-0.9313394	-0.9527253	-0.9063190
temp + phosphate_star	Pacific	(26.5,26.75]	-0.9394037	-0.9590079	-0.9061788
temp + phosphate_star	Pacific	(26.75,27]	-0.9212614	-0.9414733	-0.8867238
temp + phosphate_star	Pacific	(27,27.25]	-0.9148794	-0.9277767	-0.8948415
temp + phosphate_star	Pacific	(27.25,27.5]	-0.8840656	-0.9141332	-0.8421280
temp + phosphate_star	Pacific	(27.5,27.75]	-0.8689710	-0.8847545	-0.8443708
temp + phosphate_star	Pacific	(27.75,27.85]	-0.7322989	-0.7911796	-0.6938767
temp + phosphate_star	Pacific	(27.85,27.95]	-0.7590817	-0.7898855	-0.7213707
temp + phosphate_star	Pacific	(27.95,28.05]	-0.7572892	-0.7959853	-0.7369537
temp + phosphate_star	Pacific	(28.05,28.1]	-0.2767402	-0.3372468	-0.2066247
temp + phosphate_star	Pacific	(28.1,28.2]	-0.5566004	-0.6246015	-0.4894571
temp + phosphate_star	Pacific	(28.2,28.3]	-0.2581059	-0.3774389	-0.1590634
temp + phosphate_star	Pacific	(28.3, Inf]	-0.8822392	-0.8920310	-0.8736628
temp + phosphate_star	SO	(26,26.5]	-0.9630335	-0.9786471	-0.9524257
temp + phosphate_star	SO	(26.5,26.75]	-0.9677236	-0.9778933	-0.9598021
temp + phosphate_star	SO	(26.75,27]	-0.9638130	-0.9710243	-0.9552295
temp + phosphate_star	SO	(27,27.25]	-0.9807890	-0.9824883	-0.9776424
temp + phosphate_star	SO	(27.25,27.5]	-0.9922712	-0.9941516	-0.9910620
temp + phosphate_star	SO	(27.5,27.75]	-0.9806676	-0.9849448	-0.9747282
temp + phosphate_star	SO	(27.75,27.85]	-0.9601052	-0.9698156	-0.9513791
temp + phosphate_star	SO	(27.85,27.95]	-0.9607366	-0.9651330	-0.9525157
temp + phosphate_star	SO	(27.95,28.05]	-0.9541515	-0.9584140	-0.9464540
temp + phosphate_star	SO	(28.05,28.1]	-0.9542102	-0.9650828	-0.9443381
temp + phosphate_star	SO	(28.1,28.15]	-0.9665704	-0.9681528	-0.9635976
temp + phosphate_star	SO	(28.1,28.2]	-0.9633332	-0.9664137	-0.9598128
temp + phosphate_star	SO	(28.15,28.2]	-0.9694293	-0.9732329	-0.9622266
temp + phosphate_star	SO	(28.2, Inf]	-0.8168564	-0.8179091	-0.8147931
temp + phosphate_star	SO	(28.2,28.3]	-0.9507455	-0.9625661	-0.9421430
temp + phosphate_star	SO	(28.3, Inf]	-0.8092796	-0.8598521	-0.7820729
temp + silicate	Atlantic	(-Inf,26]	-0.2284886	-0.6683518	0.6508199
temp + silicate	Atlantic	(26,26.5]	0.0802357	0.0374003	0.1086413
temp + silicate	Atlantic	(26.5,26.75]	0.0597108	-0.0552582	0.1906585
temp + silicate	Atlantic	(26.75,27]	-0.2862248	-0.3436727	-0.2005139
temp + silicate	Atlantic	(27,27.25]	-0.7043346	-0.7266637	-0.6856148
temp + silicate	Atlantic	(27.25,27.5]	-0.8366468	-0.8455026	-0.8278056
temp + silicate	Atlantic	(27.5,27.75]	-0.7863647	-0.8166182	-0.7615463
temp + silicate	Atlantic	(27.75,27.85]	-0.9262958	-0.9474666	-0.9059889
temp + silicate	Atlantic	(27.85,27.95]	-0.9064000	-0.9502471	-0.8794945
temp + silicate	Atlantic	(27.95,28.05]	-0.8447180	-0.8861870	-0.7908242
temp + silicate	Atlantic	(28.05,28.1]	-0.9012417	-0.9286061	-0.8715281
temp + silicate	Atlantic	(28.1,28.15]	-0.8860387	-0.9049724	-0.8544341
temp + silicate	Atlantic	(28.15,28.2]	-0.8407521	-0.8568943	-0.8264308
temp + silicate	Atlantic	(28.2, Inf]	-0.9551615	-0.9613698	-0.9475365
temp + silicate	Indian	(-Inf,26]	-0.5569509	-0.6515633	-0.3701200
temp + silicate	Indian	(26,26.5]	-0.5752412	-0.6258782	-0.4825959
temp + silicate	Indian	(26.5,26.75]	-0.5413397	-0.5666093	-0.5014064
temp + silicate	Indian	(26.75,27]	-0.3658953	-0.4086839	-0.2898682
temp + silicate	Indian	(27,27.25]	-0.3405857	-0.4028130	-0.2308785
temp + silicate	Indian	(27.25,27.5]	-0.1157523	-0.2278821	-0.0308260
temp + silicate	Indian	(27.5,27.75]	0.0787234	-0.0640872	0.1998757
temp + silicate	Indian	(27.75,27.85]	0.7350884	0.6489248	0.7873743
temp + silicate	Indian	(27.85,27.95]	0.7599134	0.7003026	0.8033152
temp + silicate	Indian	(27.95,28.05]	0.7136466	0.6912583	0.7254778
temp + silicate	Indian	(28.05,28.1]	0.9202830	0.8896637	0.9518185
temp + silicate	Indian	(28.1,28.2]	0.5388551	0.3798933	0.6324323
temp + silicate	Indian	(28.2,28.3]	0.3714966	0.3198376	0.4335352
temp + silicate	Indian	(28.3, Inf]	0.4838504	0.2897754	0.6422499
temp + silicate	N_Atlantic	(-Inf,26]	-0.9512732	-0.9996056	-0.9029409
temp + silicate	N_Atlantic	(26,26.5]	0.5145772	0.1516852	0.8774693
temp + silicate	N_Atlantic	(26.5,26.75]	0.4749527	0.4026677	0.5362871
temp + silicate	N_Atlantic	(26.75,27]	0.8276891	0.8116185	0.8547417
temp + silicate	N_Atlantic	(27,27.25]	0.9412694	0.9149531	0.9563179
temp + silicate	N_Atlantic	(27.25,27.5]	0.8414014	0.7957917	0.8742121
temp + silicate	N_Atlantic	(27.5,27.75]	0.7392509	0.7122316	0.7615225
temp + silicate	N_Atlantic	(27.75,27.85]	0.5749647	0.4031670	0.6885382
temp + silicate	N_Atlantic	(27.85,27.95]	0.2127595	0.1231253	0.3247543
temp + silicate	N_Atlantic	(27.95,28.05]	0.0033347	-0.1629737	0.2649608
temp + silicate	N_Atlantic	(28.05,28.1]	-0.3291268	-0.7136105	0.1190521
temp + silicate	N_Atlantic	(28.1,28.15]	-0.4413543	-0.6529104	-0.2890094
temp + silicate	N_Atlantic	(28.15,28.2]	-0.6147040	-0.6838252	-0.5686269
temp + silicate	N_Atlantic	(28.2, Inf]	0.2637089	-0.7664715	0.7945766
temp + silicate	N_Pacific	(-Inf,26]	0.2941239	-0.0371816	0.5157033
temp + silicate	N_Pacific	(26,26.5]	-0.0884998	-0.4073076	0.0853149
temp + silicate	N_Pacific	(26.5,26.75]	-0.1340281	-0.1779205	-0.1056869
temp + silicate	N_Pacific	(26.75,27]	0.2677725	0.1668405	0.3269518
temp + silicate	N_Pacific	(27,27.25]	0.1046724	0.0408378	0.1547528
temp + silicate	N_Pacific	(27.25,27.5]	-0.6701735	-0.7781074	-0.5819393
temp + silicate	N_Pacific	(27.5,27.75]	-0.9473587	-0.9530061	-0.9437512
temp + silicate	N_Pacific	(27.75,27.85]	-0.7505945	-0.7695709	-0.7391991
temp + silicate	N_Pacific	(27.85,27.95]	-0.4155778	-0.5494591	-0.2224615
temp + silicate	N_Pacific	(27.95,28.05]	-0.3096878	-0.3320903	-0.2928012
temp + silicate	N_Pacific	(28.05,28.1]	0.3069793	0.2038903	0.4101315
temp + silicate	N_Pacific	(28.1,28.2]	0.1082182	0.0234777	0.2199083
temp + silicate	N_Pacific	(28.2,28.3]	0.6735266	0.5758389	0.7514034
temp + silicate	N_Pacific	(28.3, Inf]	0.5889544	0.3570185	0.7749784
temp + silicate	Pacific	(-Inf,26]	-0.7623107	-0.7992243	-0.7200801
temp + silicate	Pacific	(26,26.5]	-0.7890228	-0.8129156	-0.7520210
temp + silicate	Pacific	(26.5,26.75]	-0.8310940	-0.8675924	-0.7598214
temp + silicate	Pacific	(26.75,27]	-0.8563593	-0.9052266	-0.7958542
temp + silicate	Pacific	(27,27.25]	-0.8607119	-0.8882784	-0.8241620
temp + silicate	Pacific	(27.25,27.5]	-0.7696069	-0.8230527	-0.6864037
temp + silicate	Pacific	(27.5,27.75]	-0.5764276	-0.6567881	-0.5008638
temp + silicate	Pacific	(27.75,27.85]	-0.1433005	-0.2763991	0.0022768
temp + silicate	Pacific	(27.85,27.95]	-0.0400130	-0.1324017	0.0098185
temp + silicate	Pacific	(27.95,28.05]	0.1084293	0.0872952	0.1472163
temp + silicate	Pacific	(28.05,28.1]	0.3817930	0.3458105	0.4011161
temp + silicate	Pacific	(28.1,28.2]	0.1899349	0.1068054	0.2573719
temp + silicate	Pacific	(28.2,28.3]	0.6451216	0.6205860	0.6665705
temp + silicate	Pacific	(28.3, Inf]	0.9382561	0.9260615	0.9458841
temp + silicate	SO	(26,26.5]	0.6025662	0.2679670	0.9443382
temp + silicate	SO	(26.5,26.75]	0.0857039	-0.2558806	0.5022279
temp + silicate	SO	(26.75,27]	-0.1944282	-0.2451524	-0.1393166
temp + silicate	SO	(27,27.25]	-0.3926414	-0.4247770	-0.3367227
temp + silicate	SO	(27.25,27.5]	-0.1635973	-0.2304470	-0.1227612
temp + silicate	SO	(27.5,27.75]	-0.0741137	-0.1181064	-0.0422293
temp + silicate	SO	(27.75,27.85]	0.4983108	0.4103929	0.5581607
temp + silicate	SO	(27.85,27.95]	0.4907747	0.4423266	0.5580366
temp + silicate	SO	(27.95,28.05]	0.5089055	0.3495571	0.6755770
temp + silicate	SO	(28.05,28.1]	0.5058180	0.4021486	0.5831250
temp + silicate	SO	(28.1,28.15]	-0.3701127	-0.4185210	-0.3390068
temp + silicate	SO	(28.1,28.2]	0.6728561	0.6399623	0.7100720
temp + silicate	SO	(28.15,28.2]	-0.3220105	-0.4146577	-0.2553535
temp + silicate	SO	(28.2, Inf]	-0.2574949	-0.3347433	-0.1823963
temp + silicate	SO	(28.2,28.3]	0.8077109	0.7937631	0.8162603
temp + silicate	SO	(28.3, Inf]	0.6300766	0.5474901	0.7234605

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
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]	-0.7451007	-0.9241021	-0.5844566
aou	Atlantic	(26,26.5]	-0.8432912	-0.8559763	-0.8322344
aou	Atlantic	(26.5,26.75]	-0.9573880	-0.9701674	-0.9468126
aou	Atlantic	(26.75,27]	-0.9805496	-0.9897957	-0.9661140
aou	Atlantic	(27,27.25]	-0.9537114	-0.9617863	-0.9433102
aou	Atlantic	(27.25,27.5]	-0.8824115	-0.9047243	-0.8667023
aou	Atlantic	(27.5,27.75]	-0.8124531	-0.8609481	-0.7533821
aou	Atlantic	(27.75,27.85]	-0.7726880	-0.8266740	-0.7053982
aou	Atlantic	(27.85,27.95]	-0.8686771	-0.8945469	-0.8218256
aou	Atlantic	(27.95,28.05]	-0.9592372	-0.9725319	-0.9450866
aou	Atlantic	(28.05,28.1]	-0.9902028	-0.9921925	-0.9871777
aou	Atlantic	(28.1,28.15]	-0.9945869	-0.9955058	-0.9927513
aou	Atlantic	(28.15,28.2]	-0.9897043	-0.9920902	-0.9859847
aou	Atlantic	(28.2, Inf]	-0.9935690	-0.9943184	-0.9926911
aou	Indian	(-Inf,26]	-0.9315459	-0.9405635	-0.9165909
aou	Indian	(26,26.5]	-0.8618077	-0.8929067	-0.8149048
aou	Indian	(26.5,26.75]	-0.9048650	-0.9419596	-0.8690052
aou	Indian	(26.75,27]	-0.9274866	-0.9476603	-0.8938455
aou	Indian	(27,27.25]	-0.9359675	-0.9506937	-0.9256524
aou	Indian	(27.25,27.5]	-0.9387403	-0.9520897	-0.9141251
aou	Indian	(27.5,27.75]	-0.9534840	-0.9615561	-0.9444033
aou	Indian	(27.75,27.85]	-0.9843848	-0.9948267	-0.9671959
aou	Indian	(27.85,27.95]	-0.9920717	-0.9952178	-0.9868804
aou	Indian	(27.95,28.05]	-0.9919011	-0.9961255	-0.9851709
aou	Indian	(28.05,28.1]	-0.9960641	-0.9980493	-0.9929575
aou	Indian	(28.1,28.2]	-0.9933004	-0.9956846	-0.9903261
aou	Indian	(28.2,28.3]	-0.9899710	-0.9950899	-0.9869304
aou	Indian	(28.3, Inf]	-0.9222899	-0.9691258	-0.8408989
aou	N_Atlantic	(-Inf,26]	0.1755954	-0.6197098	0.9709005
aou	N_Atlantic	(26,26.5]	NA	NA	NA
aou	N_Atlantic	(26.5,26.75]	-0.9584131	-0.9863162	-0.9057333
aou	N_Atlantic	(26.75,27]	-0.9184008	-0.9405303	-0.9014232
aou	N_Atlantic	(27,27.25]	-0.9535653	-0.9756133	-0.9111426
aou	N_Atlantic	(27.25,27.5]	-0.9521096	-0.9600660	-0.9391333
aou	N_Atlantic	(27.5,27.75]	-0.9676522	-0.9730007	-0.9589370
aou	N_Atlantic	(27.75,27.85]	-0.8877933	-0.9143164	-0.8426912
aou	N_Atlantic	(27.85,27.95]	-0.8891257	-0.9095076	-0.8707558
aou	N_Atlantic	(27.95,28.05]	-0.8073428	-0.8883886	-0.7544301
aou	N_Atlantic	(28.05,28.1]	-0.6820688	-0.7577592	-0.6251704
aou	N_Atlantic	(28.1,28.15]	-0.7236510	-0.7936863	-0.6327544
aou	N_Atlantic	(28.15,28.2]	-0.9758594	-0.9772194	-0.9748515
aou	N_Atlantic	(28.2, Inf]	-0.9499051	-0.9740945	-0.9347933
aou	N_Pacific	(-Inf,26]	-0.9555646	-0.9882368	-0.8990045
aou	N_Pacific	(26,26.5]	-0.9705687	-0.9782826	-0.9638609
aou	N_Pacific	(26.5,26.75]	-0.9748690	-0.9786013	-0.9697448
aou	N_Pacific	(26.75,27]	-0.9030343	-0.9528552	-0.8766811
aou	N_Pacific	(27,27.25]	-0.6980843	-0.9684048	-0.2942630
aou	N_Pacific	(27.25,27.5]	-0.5482290	-0.7056852	-0.3648704
aou	N_Pacific	(27.5,27.75]	-0.2012129	-0.2852262	-0.0672059
aou	N_Pacific	(27.75,27.85]	-0.3793838	-0.4379101	-0.3423516
aou	N_Pacific	(27.85,27.95]	-0.7001331	-0.7561142	-0.6611575
aou	N_Pacific	(27.95,28.05]	-0.9242154	-0.9537041	-0.8876233
aou	N_Pacific	(28.05,28.1]	-0.9750097	-0.9849695	-0.9691922
aou	N_Pacific	(28.1,28.2]	-0.9862647	-0.9941633	-0.9805195
aou	N_Pacific	(28.2,28.3]	-0.9973765	-0.9989330	-0.9960736
aou	N_Pacific	(28.3, Inf]	-0.9816297	-0.9958662	-0.9680401
aou	Pacific	(-Inf,26]	-0.9435611	-0.9516374	-0.9341799
aou	Pacific	(26,26.5]	-0.9172802	-0.9380334	-0.9010108
aou	Pacific	(26.5,26.75]	-0.8082400	-0.8710220	-0.7531444
aou	Pacific	(26.75,27]	-0.7509316	-0.7968215	-0.6947051
aou	Pacific	(27,27.25]	-0.8254766	-0.8486189	-0.8099932
aou	Pacific	(27.25,27.5]	-0.8163378	-0.8663770	-0.7195546
aou	Pacific	(27.5,27.75]	-0.8964179	-0.9028836	-0.8927377
aou	Pacific	(27.75,27.85]	-0.9795197	-0.9841075	-0.9726734
aou	Pacific	(27.85,27.95]	-0.9913856	-0.9936551	-0.9881701
aou	Pacific	(27.95,28.05]	-0.9956091	-0.9960294	-0.9950082
aou	Pacific	(28.05,28.1]	-0.9951275	-0.9957824	-0.9943440
aou	Pacific	(28.1,28.2]	-0.9904444	-0.9908553	-0.9898843
aou	Pacific	(28.2,28.3]	-0.9960220	-0.9965270	-0.9951136
aou	Pacific	(28.3, Inf]	-0.9913712	-0.9920028	-0.9909468
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	-0.9032969	-0.9775436	-0.8577478
aou	SO	(26.5,26.75]	-0.8011385	-0.8741045	-0.7586637
aou	SO	(26.75,27]	-0.7449082	-0.7802951	-0.6834093
aou	SO	(27,27.25]	-0.8022831	-0.8306033	-0.7659916
aou	SO	(27.25,27.5]	-0.8007839	-0.8220464	-0.7888096
aou	SO	(27.5,27.75]	-0.8997132	-0.9171839	-0.8736023
aou	SO	(27.75,27.85]	-0.9543510	-0.9639345	-0.9400708
aou	SO	(27.85,27.95]	-0.9259145	-0.9349774	-0.9078216
aou	SO	(27.95,28.05]	-0.8762700	-0.9431619	-0.8052430
aou	SO	(28.05,28.1]	-0.8372856	-0.8974364	-0.7654826
aou	SO	(28.1,28.15]	-0.4826175	-0.5486837	-0.4009771
aou	SO	(28.1,28.2]	-0.9137704	-0.9460924	-0.8792023
aou	SO	(28.15,28.2]	-0.6334354	-0.6540655	-0.5954000
aou	SO	(28.2, Inf]	-0.3987932	-0.5059648	-0.2300259
aou	SO	(28.2,28.3]	-0.9241890	-0.9563824	-0.9023063
aou	SO	(28.3, Inf]	-0.9070702	-0.9516648	-0.8692049
nitrate	Atlantic	(-Inf,26]	-0.9900402	-0.9983483	-0.9747676
nitrate	Atlantic	(26,26.5]	-0.9980987	-0.9981745	-0.9979885
nitrate	Atlantic	(26.5,26.75]	-0.9995359	-0.9995597	-0.9995225
nitrate	Atlantic	(26.75,27]	-0.9998389	-0.9998938	-0.9998086
nitrate	Atlantic	(27,27.25]	-0.9999177	-0.9999383	-0.9998827
nitrate	Atlantic	(27.25,27.5]	-0.9999421	-0.9999518	-0.9999367
nitrate	Atlantic	(27.5,27.75]	-0.9999164	-0.9999196	-0.9999147
nitrate	Atlantic	(27.75,27.85]	-0.9999383	-0.9999423	-0.9999340
nitrate	Atlantic	(27.85,27.95]	-0.9999530	-0.9999787	-0.9999111
nitrate	Atlantic	(27.95,28.05]	-0.9998777	-0.9999264	-0.9998265
nitrate	Atlantic	(28.05,28.1]	-0.9999953	-0.9999974	-0.9999930
nitrate	Atlantic	(28.1,28.15]	-0.9999926	-0.9999955	-0.9999891
nitrate	Atlantic	(28.15,28.2]	-0.9999357	-0.9999475	-0.9999149
nitrate	Atlantic	(28.2, Inf]	-0.9999832	-0.9999865	-0.9999805
nitrate	Indian	(-Inf,26]	-0.9993609	-0.9995116	-0.9991679
nitrate	Indian	(26,26.5]	-0.9991538	-0.9993921	-0.9988012
nitrate	Indian	(26.5,26.75]	-0.9994710	-0.9997487	-0.9992084
nitrate	Indian	(26.75,27]	-0.9996219	-0.9997970	-0.9993968
nitrate	Indian	(27,27.25]	-0.9996627	-0.9997524	-0.9995972
nitrate	Indian	(27.25,27.5]	-0.9996839	-0.9998074	-0.9994563
nitrate	Indian	(27.5,27.75]	-0.9997792	-0.9998911	-0.9996026
nitrate	Indian	(27.75,27.85]	-0.9998562	-0.9999827	-0.9996396
nitrate	Indian	(27.85,27.95]	-0.9999385	-0.9999810	-0.9998709
nitrate	Indian	(27.95,28.05]	-0.9999253	-0.9999782	-0.9998410
nitrate	Indian	(28.05,28.1]	-0.9999547	-0.9999829	-0.9999231
nitrate	Indian	(28.1,28.2]	-0.9999038	-0.9999436	-0.9998737
nitrate	Indian	(28.2,28.3]	-0.9998324	-0.9999160	-0.9997320
nitrate	Indian	(28.3, Inf]	-0.9998352	-0.9999119	-0.9996859
nitrate	N_Atlantic	(-Inf,26]	-0.9981851	-1.0000000	-0.9963702
nitrate	N_Atlantic	(26,26.5]	NA	NA	NA
nitrate	N_Atlantic	(26.5,26.75]	-0.9980822	-0.9993327	-0.9959160
nitrate	N_Atlantic	(26.75,27]	-0.9991591	-0.9992804	-0.9990721
nitrate	N_Atlantic	(27,27.25]	-0.9994339	-0.9997061	-0.9989370
nitrate	N_Atlantic	(27.25,27.5]	-0.9995174	-0.9996102	-0.9993464
nitrate	N_Atlantic	(27.5,27.75]	-0.9994313	-0.9995578	-0.9993109
nitrate	N_Atlantic	(27.75,27.85]	-0.9996800	-0.9997765	-0.9996169
nitrate	N_Atlantic	(27.85,27.95]	-0.9999166	-0.9999381	-0.9999037
nitrate	N_Atlantic	(27.95,28.05]	-0.9999308	-0.9999716	-0.9998810
nitrate	N_Atlantic	(28.05,28.1]	-0.9998566	-0.9999385	-0.9998084
nitrate	N_Atlantic	(28.1,28.15]	-0.9997769	-0.9998413	-0.9997273
nitrate	N_Atlantic	(28.15,28.2]	-0.9999809	-0.9999868	-0.9999772
nitrate	N_Atlantic	(28.2, Inf]	-0.9999862	-0.9999987	-0.9999615
nitrate	N_Pacific	(-Inf,26]	-0.9979155	-0.9996657	-0.9957690
nitrate	N_Pacific	(26,26.5]	-0.9993448	-0.9995770	-0.9990392
nitrate	N_Pacific	(26.5,26.75]	-0.9998592	-0.9999212	-0.9997816
nitrate	N_Pacific	(26.75,27]	-0.9994519	-0.9996788	-0.9992770
nitrate	N_Pacific	(27,27.25]	-0.9989934	-0.9994145	-0.9983945
nitrate	N_Pacific	(27.25,27.5]	-0.9981854	-0.9983865	-0.9979787
nitrate	N_Pacific	(27.5,27.75]	-0.9984850	-0.9986937	-0.9982921
nitrate	N_Pacific	(27.75,27.85]	-0.9958841	-0.9963862	-0.9952154
nitrate	N_Pacific	(27.85,27.95]	-0.9967066	-0.9977020	-0.9958826
nitrate	N_Pacific	(27.95,28.05]	-0.9994344	-0.9996822	-0.9992870
nitrate	N_Pacific	(28.05,28.1]	-0.9997997	-0.9999089	-0.9997305
nitrate	N_Pacific	(28.1,28.2]	-0.9998815	-0.9999751	-0.9998088
nitrate	N_Pacific	(28.2,28.3]	-0.9999779	-0.9999937	-0.9999643
nitrate	N_Pacific	(28.3, Inf]	-0.9998571	-0.9999656	-0.9996775
nitrate	Pacific	(-Inf,26]	-0.9995151	-0.9996167	-0.9994263
nitrate	Pacific	(26,26.5]	-0.9995316	-0.9996760	-0.9993754
nitrate	Pacific	(26.5,26.75]	-0.9988851	-0.9994224	-0.9983463
nitrate	Pacific	(26.75,27]	-0.9986135	-0.9990531	-0.9980753
nitrate	Pacific	(27,27.25]	-0.9989960	-0.9992436	-0.9988479
nitrate	Pacific	(27.25,27.5]	-0.9988104	-0.9992227	-0.9981260
nitrate	Pacific	(27.5,27.75]	-0.9992206	-0.9992476	-0.9991998
nitrate	Pacific	(27.75,27.85]	-0.9998228	-0.9998714	-0.9997566
nitrate	Pacific	(27.85,27.95]	-0.9999387	-0.9999575	-0.9999100
nitrate	Pacific	(27.95,28.05]	-0.9999810	-0.9999866	-0.9999771
nitrate	Pacific	(28.05,28.1]	-0.9999666	-0.9999707	-0.9999610
nitrate	Pacific	(28.1,28.2]	-0.9999275	-0.9999296	-0.9999235
nitrate	Pacific	(28.2,28.3]	-0.9999606	-0.9999676	-0.9999511
nitrate	Pacific	(28.3, Inf]	-0.9999673	-0.9999729	-0.9999604
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	-0.9999718	-0.9999926	-0.9999427
nitrate	SO	(26.5,26.75]	-0.9999435	-0.9999715	-0.9998888
nitrate	SO	(26.75,27]	-0.9999232	-0.9999466	-0.9998982
nitrate	SO	(27,27.25]	-0.9999091	-0.9999442	-0.9998857
nitrate	SO	(27.25,27.5]	-0.9998906	-0.9999223	-0.9998668
nitrate	SO	(27.5,27.75]	-0.9999510	-0.9999605	-0.9999377
nitrate	SO	(27.75,27.85]	-0.9999483	-0.9999704	-0.9999142
nitrate	SO	(27.85,27.95]	-0.9999127	-0.9999236	-0.9999056
nitrate	SO	(27.95,28.05]	-0.9999010	-0.9999450	-0.9998466
nitrate	SO	(28.05,28.1]	-0.9998909	-0.9999087	-0.9998563
nitrate	SO	(28.1,28.15]	-0.9999463	-0.9999534	-0.9999354
nitrate	SO	(28.1,28.2]	-0.9999370	-0.9999393	-0.9999330
nitrate	SO	(28.15,28.2]	-0.9999634	-0.9999704	-0.9999580
nitrate	SO	(28.2, Inf]	-0.9996579	-0.9998246	-0.9995703
nitrate	SO	(28.2,28.3]	-0.9999300	-0.9999468	-0.9999001
nitrate	SO	(28.3, Inf]	-0.9996822	-0.9997306	-0.9996502
phosphate	Atlantic	(-Inf,26]	-0.3965522	-0.6172652	-0.2435769
phosphate	Atlantic	(26,26.5]	-0.6902159	-0.7219900	-0.6684224
phosphate	Atlantic	(26.5,26.75]	-0.9325652	-0.9397499	-0.9241604
phosphate	Atlantic	(26.75,27]	-0.9693239	-0.9796152	-0.9609543
phosphate	Atlantic	(27,27.25]	-0.9755690	-0.9767276	-0.9736325
phosphate	Atlantic	(27.25,27.5]	-0.9888543	-0.9912022	-0.9849127
phosphate	Atlantic	(27.5,27.75]	-0.9956893	-0.9961345	-0.9949729
phosphate	Atlantic	(27.75,27.85]	-0.9975602	-0.9976725	-0.9974960
phosphate	Atlantic	(27.85,27.95]	-0.9985318	-0.9987119	-0.9982660
phosphate	Atlantic	(27.95,28.05]	-0.9987293	-0.9990631	-0.9981594
phosphate	Atlantic	(28.05,28.1]	-0.9992139	-0.9993926	-0.9989211
phosphate	Atlantic	(28.1,28.15]	-0.9987310	-0.9990589	-0.9982335
phosphate	Atlantic	(28.15,28.2]	-0.9884391	-0.9900477	-0.9861190
phosphate	Atlantic	(28.2, Inf]	-0.9964806	-0.9976171	-0.9955408
phosphate	Indian	(-Inf,26]	-0.9286364	-0.9417896	-0.9120368
phosphate	Indian	(26,26.5]	-0.8428886	-0.8992339	-0.7754927
phosphate	Indian	(26.5,26.75]	-0.8940152	-0.9539481	-0.8477654
phosphate	Indian	(26.75,27]	-0.9271595	-0.9640044	-0.8852081
phosphate	Indian	(27,27.25]	-0.9468403	-0.9667540	-0.9294229
phosphate	Indian	(27.25,27.5]	-0.9629851	-0.9839295	-0.9298040
phosphate	Indian	(27.5,27.75]	-0.9826225	-0.9956834	-0.9618213
phosphate	Indian	(27.75,27.85]	-0.9868032	-0.9995229	-0.9644141
phosphate	Indian	(27.85,27.95]	-0.9951528	-0.9994311	-0.9887271
phosphate	Indian	(27.95,28.05]	-0.9945539	-0.9992914	-0.9873096
phosphate	Indian	(28.05,28.1]	-0.9972078	-0.9992957	-0.9949844
phosphate	Indian	(28.1,28.2]	-0.9944733	-0.9970815	-0.9921716
phosphate	Indian	(28.2,28.3]	-0.9852295	-0.9917490	-0.9767915
phosphate	Indian	(28.3, Inf]	-0.9854738	-0.9901759	-0.9787565
phosphate	N_Atlantic	(-Inf,26]	0.6828631	0.3657262	1.0000000
phosphate	N_Atlantic	(26,26.5]	NA	NA	NA
phosphate	N_Atlantic	(26.5,26.75]	-0.8932709	-0.9318303	-0.8225822
phosphate	N_Atlantic	(26.75,27]	-0.9421894	-0.9584132	-0.9250815
phosphate	N_Atlantic	(27,27.25]	-0.9804878	-0.9914384	-0.9662683
phosphate	N_Atlantic	(27.25,27.5]	-0.9807570	-0.9839946	-0.9761781
phosphate	N_Atlantic	(27.5,27.75]	-0.9873949	-0.9886944	-0.9862454
phosphate	N_Atlantic	(27.75,27.85]	-0.9962533	-0.9973451	-0.9941226
phosphate	N_Atlantic	(27.85,27.95]	-0.9952149	-0.9964592	-0.9942710
phosphate	N_Atlantic	(27.95,28.05]	-0.9921888	-0.9953836	-0.9890145
phosphate	N_Atlantic	(28.05,28.1]	-0.9869472	-0.9903550	-0.9802936
phosphate	N_Atlantic	(28.1,28.15]	-0.9864505	-0.9872350	-0.9851193
phosphate	N_Atlantic	(28.15,28.2]	-0.9976619	-0.9985307	-0.9966456
phosphate	N_Atlantic	(28.2, Inf]	-0.9975965	-0.9983350	-0.9963113
phosphate	N_Pacific	(-Inf,26]	-0.9263224	-0.9730215	-0.9026489
phosphate	N_Pacific	(26,26.5]	-0.9774970	-0.9876496	-0.9660022
phosphate	N_Pacific	(26.5,26.75]	-0.9872432	-0.9969912	-0.9780006
phosphate	N_Pacific	(26.75,27]	-0.9224926	-0.9748287	-0.8924914
phosphate	N_Pacific	(27,27.25]	-0.6812177	-0.9206603	-0.2883786
phosphate	N_Pacific	(27.25,27.5]	-0.5071178	-0.7079938	-0.3095444
phosphate	N_Pacific	(27.5,27.75]	-0.2141775	-0.3213415	-0.0138433
phosphate	N_Pacific	(27.75,27.85]	-0.3431652	-0.4060880	-0.2917491
phosphate	N_Pacific	(27.85,27.95]	-0.6679612	-0.7394104	-0.6220554
phosphate	N_Pacific	(27.95,28.05]	-0.9337503	-0.9659416	-0.9086297
phosphate	N_Pacific	(28.05,28.1]	-0.9822650	-0.9931130	-0.9754915
phosphate	N_Pacific	(28.1,28.2]	-0.9869589	-0.9973732	-0.9797234
phosphate	N_Pacific	(28.2,28.3]	-0.9965124	-0.9987584	-0.9944072
phosphate	N_Pacific	(28.3, Inf]	-0.9876282	-0.9945092	-0.9803875
phosphate	Pacific	(-Inf,26]	-0.9804353	-0.9808828	-0.9801124
phosphate	Pacific	(26,26.5]	-0.9335192	-0.9470219	-0.9187797
phosphate	Pacific	(26.5,26.75]	-0.8277049	-0.8902546	-0.7701462
phosphate	Pacific	(26.75,27]	-0.7555368	-0.7976444	-0.7031664
phosphate	Pacific	(27,27.25]	-0.8165498	-0.8374498	-0.7975588
phosphate	Pacific	(27.25,27.5]	-0.7992972	-0.8500620	-0.6978614
phosphate	Pacific	(27.5,27.75]	-0.8862746	-0.8944874	-0.8810333
phosphate	Pacific	(27.75,27.85]	-0.9751652	-0.9812225	-0.9667105
phosphate	Pacific	(27.85,27.95]	-0.9914263	-0.9938162	-0.9878864
phosphate	Pacific	(27.95,28.05]	-0.9981966	-0.9984909	-0.9980084
phosphate	Pacific	(28.05,28.1]	-0.9974637	-0.9977750	-0.9971250
phosphate	Pacific	(28.1,28.2]	-0.9939214	-0.9944042	-0.9935558
phosphate	Pacific	(28.2,28.3]	-0.9971052	-0.9982189	-0.9959325
phosphate	Pacific	(28.3, Inf]	-0.9946010	-0.9951056	-0.9940607
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.9958698	-0.9989026	-0.9921740
phosphate	SO	(26.5,26.75]	-0.9737095	-0.9931861	-0.9449960
phosphate	SO	(26.75,27]	-0.9884880	-0.9900400	-0.9873802
phosphate	SO	(27,27.25]	-0.9965167	-0.9967506	-0.9961177
phosphate	SO	(27.25,27.5]	-0.9983397	-0.9984798	-0.9982116
phosphate	SO	(27.5,27.75]	-0.9986882	-0.9988982	-0.9984232
phosphate	SO	(27.75,27.85]	-0.9986233	-0.9988560	-0.9983199
phosphate	SO	(27.85,27.95]	-0.9968435	-0.9984061	-0.9953094
phosphate	SO	(27.95,28.05]	-0.9983895	-0.9988933	-0.9978583
phosphate	SO	(28.05,28.1]	-0.9977867	-0.9982793	-0.9974734
phosphate	SO	(28.1,28.15]	-0.9988650	-0.9990991	-0.9986824
phosphate	SO	(28.1,28.2]	-0.9975437	-0.9982097	-0.9967170
phosphate	SO	(28.15,28.2]	-0.9986584	-0.9989853	-0.9983469
phosphate	SO	(28.2, Inf]	-0.9082874	-0.9227411	-0.8906935
phosphate	SO	(28.2,28.3]	-0.9950057	-0.9970717	-0.9929371
phosphate	SO	(28.3, Inf]	-0.9793258	-0.9839909	-0.9744872
phosphate_star	Atlantic	(-Inf,26]	-0.1942699	-0.5112443	0.0278216
phosphate_star	Atlantic	(26,26.5]	-0.1600776	-0.2879100	0.0073684
phosphate_star	Atlantic	(26.5,26.75]	-0.3295848	-0.4361540	-0.2095952
phosphate_star	Atlantic	(26.75,27]	-0.1662536	-0.2089208	-0.1094960
phosphate_star	Atlantic	(27,27.25]	-0.1851031	-0.2515846	-0.1263232
phosphate_star	Atlantic	(27.25,27.5]	-0.4307305	-0.5001933	-0.3394899
phosphate_star	Atlantic	(27.5,27.75]	-0.7094195	-0.7265316	-0.6925416
phosphate_star	Atlantic	(27.75,27.85]	-0.8471690	-0.8650987	-0.8366973
phosphate_star	Atlantic	(27.85,27.95]	-0.9193825	-0.9387079	-0.8918130
phosphate_star	Atlantic	(27.95,28.05]	-0.9463281	-0.9665796	-0.9109016
phosphate_star	Atlantic	(28.05,28.1]	-0.9787154	-0.9831178	-0.9699336
phosphate_star	Atlantic	(28.1,28.15]	-0.9825136	-0.9870489	-0.9754899
phosphate_star	Atlantic	(28.15,28.2]	-0.9694918	-0.9724585	-0.9640365
phosphate_star	Atlantic	(28.2, Inf]	-0.9908125	-0.9929597	-0.9882663
phosphate_star	Indian	(-Inf,26]	-0.8346714	-0.8574728	-0.8010550
phosphate_star	Indian	(26,26.5]	-0.6185699	-0.7448375	-0.5144303
phosphate_star	Indian	(26.5,26.75]	-0.6136906	-0.6836824	-0.5754877
phosphate_star	Indian	(26.75,27]	-0.5658355	-0.5736684	-0.5570891
phosphate_star	Indian	(27,27.25]	-0.5980957	-0.6309391	-0.5506867
phosphate_star	Indian	(27.25,27.5]	-0.3667704	-0.4553424	-0.2983757
phosphate_star	Indian	(27.5,27.75]	-0.0337434	-0.1090855	0.0447603
phosphate_star	Indian	(27.75,27.85]	0.6471128	0.5592619	0.6973684
phosphate_star	Indian	(27.85,27.95]	0.6696451	0.6537570	0.6911555
phosphate_star	Indian	(27.95,28.05]	0.5307670	0.4499529	0.6334920
phosphate_star	Indian	(28.05,28.1]	0.4571184	0.2920461	0.6353078
phosphate_star	Indian	(28.1,28.2]	-0.4561958	-0.7202800	-0.0161760
phosphate_star	Indian	(28.2,28.3]	-0.6973161	-0.7574738	-0.5892856
phosphate_star	Indian	(28.3, Inf]	-0.1919675	-0.4821717	-0.0378569
phosphate_star	N_Atlantic	(-Inf,26]	-0.8899998	-1.0000000	-0.7799996
phosphate_star	N_Atlantic	(26,26.5]	NA	NA	NA
phosphate_star	N_Atlantic	(26.5,26.75]	0.2773672	-0.2553562	0.6371061
phosphate_star	N_Atlantic	(26.75,27]	0.6228030	0.3973732	0.7895328
phosphate_star	N_Atlantic	(27,27.25]	0.8767131	0.8355883	0.9117065
phosphate_star	N_Atlantic	(27.25,27.5]	0.6868015	0.6277984	0.7229075
phosphate_star	N_Atlantic	(27.5,27.75]	0.4104412	0.3928456	0.4264245
phosphate_star	N_Atlantic	(27.75,27.85]	-0.1438699	-0.2265833	-0.0240492
phosphate_star	N_Atlantic	(27.85,27.95]	-0.5034604	-0.5579056	-0.4549231
phosphate_star	N_Atlantic	(27.95,28.05]	-0.7578728	-0.8057513	-0.7134828
phosphate_star	N_Atlantic	(28.05,28.1]	-0.8857737	-0.9059576	-0.8597381
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9054435	-0.9112320	-0.8946695
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9707647	-0.9755419	-0.9634585
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9964862	-0.9997005	-0.9948161
phosphate_star	N_Pacific	(-Inf,26]	0.3286624	0.0972059	0.7032877
phosphate_star	N_Pacific	(26,26.5]	-0.2968128	-0.4047128	-0.1532305
phosphate_star	N_Pacific	(26.5,26.75]	-0.4793467	-0.5658656	-0.3378069
phosphate_star	N_Pacific	(26.75,27]	-0.0565463	-0.1551230	0.0598846
phosphate_star	N_Pacific	(27,27.25]	-0.0629279	-0.2727598	0.2911985
phosphate_star	N_Pacific	(27.25,27.5]	-0.4456691	-0.5895492	-0.3649036
phosphate_star	N_Pacific	(27.5,27.75]	-0.3390499	-0.4315424	-0.1583496
phosphate_star	N_Pacific	(27.75,27.85]	-0.3058924	-0.3350613	-0.2621541
phosphate_star	N_Pacific	(27.85,27.95]	-0.0062450	-0.1334450	0.1093137
phosphate_star	N_Pacific	(27.95,28.05]	0.4437822	0.3471534	0.5366717
phosphate_star	N_Pacific	(28.05,28.1]	0.6026023	0.5915990	0.6166700
phosphate_star	N_Pacific	(28.1,28.2]	0.8479876	0.8437096	0.8550864
phosphate_star	N_Pacific	(28.2,28.3]	0.4780608	0.4647763	0.5019796
phosphate_star	N_Pacific	(28.3, Inf]	0.9197797	0.8156693	0.9993964
phosphate_star	Pacific	(-Inf,26]	-0.8110983	-0.8668153	-0.7653189
phosphate_star	Pacific	(26,26.5]	-0.8273355	-0.8690211	-0.7652134
phosphate_star	Pacific	(26.5,26.75]	-0.7644240	-0.8628666	-0.6328219
phosphate_star	Pacific	(26.75,27]	-0.7250549	-0.7635093	-0.6570358
phosphate_star	Pacific	(27,27.25]	-0.7159974	-0.7172093	-0.7145921
phosphate_star	Pacific	(27.25,27.5]	-0.5678654	-0.6455271	-0.4655063
phosphate_star	Pacific	(27.5,27.75]	-0.4337775	-0.4937793	-0.4023831
phosphate_star	Pacific	(27.75,27.85]	-0.2558910	-0.3963876	-0.0756564
phosphate_star	Pacific	(27.85,27.95]	-0.2766783	-0.3777630	-0.2222919
phosphate_star	Pacific	(27.95,28.05]	-0.2454536	-0.2719440	-0.2000809
phosphate_star	Pacific	(28.05,28.1]	-0.5203816	-0.5602593	-0.4858286
phosphate_star	Pacific	(28.1,28.2]	-0.2406908	-0.3840943	-0.1256586
phosphate_star	Pacific	(28.2,28.3]	-0.1495470	-0.2300887	-0.0334246
phosphate_star	Pacific	(28.3, Inf]	0.8321715	0.8058810	0.8476487
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	0.0935239	-0.5117473	0.8366946
phosphate_star	SO	(26.5,26.75]	-0.5228491	-0.8006202	-0.0806725
phosphate_star	SO	(26.75,27]	-0.6965687	-0.7301110	-0.6586712
phosphate_star	SO	(27,27.25]	-0.5051079	-0.5375513	-0.4879535
phosphate_star	SO	(27.25,27.5]	-0.0919376	-0.1081205	-0.0600851
phosphate_star	SO	(27.5,27.75]	0.0174959	-0.0014429	0.0493920
phosphate_star	SO	(27.75,27.85]	0.5334592	0.4820663	0.5770392
phosphate_star	SO	(27.85,27.95]	0.4660793	0.3719788	0.5276614
phosphate_star	SO	(27.95,28.05]	0.3039072	0.0377122	0.5698050
phosphate_star	SO	(28.05,28.1]	0.1055752	-0.1605924	0.3054281
phosphate_star	SO	(28.1,28.15]	-0.8069513	-0.8224948	-0.7844681
phosphate_star	SO	(28.1,28.2]	0.3860614	0.2422992	0.5062181
phosphate_star	SO	(28.15,28.2]	-0.7961279	-0.9027569	-0.7388672
phosphate_star	SO	(28.2, Inf]	-0.6409251	-0.7003216	-0.6036858
phosphate_star	SO	(28.2,28.3]	0.4744903	0.3622037	0.5500488
phosphate_star	SO	(28.3, Inf]	0.4677415	0.3243212	0.6698891
sal	Atlantic	(-Inf,26]	0.0606089	-0.6562804	0.7935712
sal	Atlantic	(26,26.5]	0.2650972	0.1149494	0.4394988
sal	Atlantic	(26.5,26.75]	-0.0024173	-0.1261387	0.1442555
sal	Atlantic	(26.75,27]	-0.2125141	-0.3039278	-0.0942387
sal	Atlantic	(27,27.25]	-0.0900111	-0.1242756	-0.0651818
sal	Atlantic	(27.25,27.5]	0.2676443	0.1817201	0.3441313
sal	Atlantic	(27.5,27.75]	0.5908413	0.5849334	0.5951905
sal	Atlantic	(27.75,27.85]	0.7447743	0.7053501	0.7801972
sal	Atlantic	(27.85,27.95]	0.8112629	0.7718937	0.8719030
sal	Atlantic	(27.95,28.05]	0.8625418	0.8147232	0.9046308
sal	Atlantic	(28.05,28.1]	0.9278433	0.9023231	0.9505874
sal	Atlantic	(28.1,28.15]	0.9634009	0.9578278	0.9695613
sal	Atlantic	(28.15,28.2]	0.8543128	0.8349556	0.8740041
sal	Atlantic	(28.2, Inf]	0.9782627	0.9762334	0.9804254
sal	Indian	(-Inf,26]	0.3345998	-0.0730986	0.7808751
sal	Indian	(26,26.5]	0.6035757	0.4668916	0.8649481
sal	Indian	(26.5,26.75]	0.5663160	0.4328262	0.7306478
sal	Indian	(26.75,27]	0.4342084	0.3485946	0.5431609
sal	Indian	(27,27.25]	0.2881271	0.2528549	0.3088791
sal	Indian	(27.25,27.5]	-0.2170134	-0.2794157	-0.1475194
sal	Indian	(27.5,27.75]	-0.6405496	-0.7118079	-0.6015665
sal	Indian	(27.75,27.85]	-0.9426700	-0.9489926	-0.9349565
sal	Indian	(27.85,27.95]	-0.9579896	-0.9655889	-0.9512231
sal	Indian	(27.95,28.05]	-0.9640789	-0.9732428	-0.9567457
sal	Indian	(28.05,28.1]	-0.9698331	-0.9781098	-0.9599266
sal	Indian	(28.1,28.2]	-0.8283152	-0.8433533	-0.8123825
sal	Indian	(28.2,28.3]	-0.1357711	-0.2665237	0.0129155
sal	Indian	(28.3, Inf]	-0.4845778	-0.6936361	-0.2703169
sal	N_Atlantic	(-Inf,26]	0.9963313	0.9926626	1.0000000
sal	N_Atlantic	(26,26.5]	NA	NA	NA
sal	N_Atlantic	(26.5,26.75]	-0.4875794	-0.7673979	0.0191294
sal	N_Atlantic	(26.75,27]	-0.8356948	-0.8752037	-0.7764829
sal	N_Atlantic	(27,27.25]	-0.9263700	-0.9508345	-0.9013825
sal	N_Atlantic	(27.25,27.5]	-0.8250702	-0.8503524	-0.7971932
sal	N_Atlantic	(27.5,27.75]	-0.8364954	-0.8721253	-0.7931390
sal	N_Atlantic	(27.75,27.85]	-0.9116155	-0.9315719	-0.8747451
sal	N_Atlantic	(27.85,27.95]	-0.9768631	-0.9827720	-0.9718863
sal	N_Atlantic	(27.95,28.05]	-0.7130963	-0.9804259	-0.1935890
sal	N_Atlantic	(28.05,28.1]	-0.7695641	-0.8732664	-0.6149250
sal	N_Atlantic	(28.1,28.15]	-0.3762141	-0.5395235	-0.1055026
sal	N_Atlantic	(28.15,28.2]	0.6090400	0.4803847	0.7626766
sal	N_Atlantic	(28.2, Inf]	0.3842197	0.0691626	0.9963685
sal	N_Pacific	(-Inf,26]	-0.5972376	-0.9374138	-0.3982882
sal	N_Pacific	(26,26.5]	0.1771772	-0.0155456	0.4009229
sal	N_Pacific	(26.5,26.75]	0.2610839	0.2014057	0.3143867
sal	N_Pacific	(26.75,27]	-0.2246223	-0.3173526	-0.1281050
sal	N_Pacific	(27,27.25]	-0.1320480	-0.4976062	0.2426393
sal	N_Pacific	(27.25,27.5]	0.1200483	-0.0444565	0.3366146
sal	N_Pacific	(27.5,27.75]	-0.1383118	-0.3546814	0.0982484
sal	N_Pacific	(27.75,27.85]	0.0638615	0.0411005	0.1074423
sal	N_Pacific	(27.85,27.95]	0.0018821	-0.0795441	0.1479029
sal	N_Pacific	(27.95,28.05]	0.1930599	0.1072914	0.2797898
sal	N_Pacific	(28.05,28.1]	-0.2666854	-0.2932507	-0.2372298
sal	N_Pacific	(28.1,28.2]	0.7928648	0.7695748	0.8359614
sal	N_Pacific	(28.2,28.3]	0.2887373	0.2252248	0.4013871
sal	N_Pacific	(28.3, Inf]	-0.9125682	-0.9971147	-0.7861246
sal	Pacific	(-Inf,26]	0.3773373	0.3128159	0.4311462
sal	Pacific	(26,26.5]	0.6493127	0.4912718	0.7292991
sal	Pacific	(26.5,26.75]	0.7103728	0.5434526	0.8158288
sal	Pacific	(26.75,27]	0.7673598	0.6965984	0.8091040
sal	Pacific	(27,27.25]	0.8210819	0.8092152	0.8401993
sal	Pacific	(27.25,27.5]	0.7512724	0.6663321	0.8126184
sal	Pacific	(27.5,27.75]	0.5299657	0.3760278	0.6557287
sal	Pacific	(27.75,27.85]	0.0617574	-0.0115984	0.2074682
sal	Pacific	(27.85,27.95]	-0.3880855	-0.4354805	-0.3432258
sal	Pacific	(27.95,28.05]	-0.6626498	-0.6657810	-0.6570432
sal	Pacific	(28.05,28.1]	-0.8424913	-0.8707373	-0.8197749
sal	Pacific	(28.1,28.2]	-0.3730762	-0.4253795	-0.3128790
sal	Pacific	(28.2,28.3]	0.0975519	0.0773305	0.1082643
sal	Pacific	(28.3, Inf]	-0.9207163	-0.9314775	-0.9018025
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	-0.1897399	-0.9411740	0.4261988
sal	SO	(26.5,26.75]	0.5176105	0.2288019	0.7099349
sal	SO	(26.75,27]	0.6271805	0.6080844	0.6382069
sal	SO	(27,27.25]	0.4623515	0.4022654	0.4985457
sal	SO	(27.25,27.5]	-0.0902212	-0.1381961	-0.0012838
sal	SO	(27.5,27.75]	-0.3720647	-0.3793501	-0.3629090
sal	SO	(27.75,27.85]	-0.6531480	-0.6808209	-0.6020119
sal	SO	(27.85,27.95]	-0.6212870	-0.6720762	-0.5509294
sal	SO	(27.95,28.05]	-0.4802605	-0.7151581	-0.2378896
sal	SO	(28.05,28.1]	-0.3219567	-0.5403250	-0.0411215
sal	SO	(28.1,28.15]	0.7426752	0.7155442	0.7645003
sal	SO	(28.1,28.2]	-0.6410634	-0.7734410	-0.4997148
sal	SO	(28.15,28.2]	0.7442575	0.6534737	0.8569222
sal	SO	(28.2, Inf]	0.1315427	0.0692800	0.2135096
sal	SO	(28.2,28.3]	-0.6759280	-0.8016590	-0.5421615
sal	SO	(28.3, Inf]	-0.7257436	-0.8806564	-0.4529756
silicate	Atlantic	(-Inf,26]	-0.6020052	-0.9197375	-0.0277068
silicate	Atlantic	(26,26.5]	-0.7079837	-0.7586330	-0.6188105
silicate	Atlantic	(26.5,26.75]	-0.7852949	-0.7914185	-0.7779667
silicate	Atlantic	(26.75,27]	-0.8232212	-0.8519330	-0.7948517
silicate	Atlantic	(27,27.25]	-0.6257861	-0.6577599	-0.5754742
silicate	Atlantic	(27.25,27.5]	-0.6013329	-0.6500873	-0.5322005
silicate	Atlantic	(27.5,27.75]	-0.7423743	-0.7603850	-0.7113223
silicate	Atlantic	(27.75,27.85]	-0.8157115	-0.8480784	-0.7947220
silicate	Atlantic	(27.85,27.95]	-0.8899972	-0.9217997	-0.8519525
silicate	Atlantic	(27.95,28.05]	-0.9289886	-0.9513275	-0.8859482
silicate	Atlantic	(28.05,28.1]	-0.9617671	-0.9729419	-0.9435436
silicate	Atlantic	(28.1,28.15]	-0.9631398	-0.9708569	-0.9480223
silicate	Atlantic	(28.15,28.2]	-0.8984883	-0.9094259	-0.8879081
silicate	Atlantic	(28.2, Inf]	-0.9646425	-0.9774083	-0.9511949
silicate	Indian	(-Inf,26]	-0.8303642	-0.8549814	-0.7813260
silicate	Indian	(26,26.5]	-0.7702388	-0.8031550	-0.7258637
silicate	Indian	(26.5,26.75]	-0.8460621	-0.9042748	-0.8003692
silicate	Indian	(26.75,27]	-0.9007541	-0.9324129	-0.8612243
silicate	Indian	(27,27.25]	-0.9389191	-0.9602166	-0.9222416
silicate	Indian	(27.25,27.5]	-0.9605809	-0.9810396	-0.9316021
silicate	Indian	(27.5,27.75]	-0.9746987	-0.9879210	-0.9632114
silicate	Indian	(27.75,27.85]	-0.9774729	-0.9944235	-0.9591298
silicate	Indian	(27.85,27.95]	-0.9801183	-0.9908957	-0.9727778
silicate	Indian	(27.95,28.05]	-0.9687936	-0.9825191	-0.9576211
silicate	Indian	(28.05,28.1]	-0.9822875	-0.9907384	-0.9758760
silicate	Indian	(28.1,28.2]	-0.8865770	-0.9265461	-0.8163871
silicate	Indian	(28.2,28.3]	-0.7117247	-0.7457184	-0.6460516
silicate	Indian	(28.3, Inf]	-0.8143023	-0.8999914	-0.7212506
silicate	N_Atlantic	(-Inf,26]	-0.9778920	-1.0000000	-0.9557839
silicate	N_Atlantic	(26,26.5]	NA	NA	NA
silicate	N_Atlantic	(26.5,26.75]	-0.8225889	-0.8863144	-0.7906108
silicate	N_Atlantic	(26.75,27]	-0.8969257	-0.9182565	-0.8634065
silicate	N_Atlantic	(27,27.25]	-0.9615557	-0.9766758	-0.9442603
silicate	N_Atlantic	(27.25,27.5]	-0.9662956	-0.9737722	-0.9558198
silicate	N_Atlantic	(27.5,27.75]	-0.9637394	-0.9692847	-0.9576140
silicate	N_Atlantic	(27.75,27.85]	-0.7389418	-0.8132221	-0.6219494
silicate	N_Atlantic	(27.85,27.95]	-0.5792077	-0.6501881	-0.5247137
silicate	N_Atlantic	(27.95,28.05]	-0.6007683	-0.6689732	-0.4708840
silicate	N_Atlantic	(28.05,28.1]	-0.2507463	-0.5416235	-0.0221264
silicate	N_Atlantic	(28.1,28.15]	-0.6525179	-0.6779350	-0.6262997
silicate	N_Atlantic	(28.15,28.2]	-0.9707318	-0.9759659	-0.9665547
silicate	N_Atlantic	(28.2, Inf]	-0.9808379	-0.9894589	-0.9759819
silicate	N_Pacific	(-Inf,26]	-0.8518507	-0.9021097	-0.7631209
silicate	N_Pacific	(26,26.5]	-0.8758427	-0.9230159	-0.8361382
silicate	N_Pacific	(26.5,26.75]	-0.8925764	-0.9025074	-0.8806656
silicate	N_Pacific	(26.75,27]	-0.8267223	-0.8437266	-0.7927774
silicate	N_Pacific	(27,27.25]	-0.7162186	-0.8106448	-0.6199156
silicate	N_Pacific	(27.25,27.5]	-0.6552685	-0.7468735	-0.5869258
silicate	N_Pacific	(27.5,27.75]	-0.5837273	-0.6829113	-0.5064556
silicate	N_Pacific	(27.75,27.85]	-0.6678916	-0.6839377	-0.6581001
silicate	N_Pacific	(27.85,27.95]	-0.6779173	-0.7725252	-0.4986274
silicate	N_Pacific	(27.95,28.05]	-0.3604868	-0.5995065	-0.0762708
silicate	N_Pacific	(28.05,28.1]	-0.6629011	-0.8175758	-0.5426133
silicate	N_Pacific	(28.1,28.2]	-0.1963303	-0.2304747	-0.1744619
silicate	N_Pacific	(28.2,28.3]	-0.8564123	-0.8859200	-0.8253252
silicate	N_Pacific	(28.3, Inf]	-0.9748734	-0.9940258	-0.9518012
silicate	Pacific	(-Inf,26]	-0.9113898	-0.9418748	-0.8873570
silicate	Pacific	(26,26.5]	-0.9366760	-0.9554712	-0.9034776
silicate	Pacific	(26.5,26.75]	-0.8914909	-0.9449931	-0.8297979
silicate	Pacific	(26.75,27]	-0.8582772	-0.8897028	-0.8167497
silicate	Pacific	(27,27.25]	-0.8914862	-0.9004332	-0.8794388
silicate	Pacific	(27.25,27.5]	-0.8725077	-0.9089259	-0.8082536
silicate	Pacific	(27.5,27.75]	-0.9253478	-0.9275843	-0.9219329
silicate	Pacific	(27.75,27.85]	-0.9702535	-0.9801860	-0.9606442
silicate	Pacific	(27.85,27.95]	-0.9689728	-0.9782779	-0.9576039
silicate	Pacific	(27.95,28.05]	-0.9565932	-0.9656404	-0.9424261
silicate	Pacific	(28.05,28.1]	-0.9710334	-0.9735539	-0.9664757
silicate	Pacific	(28.1,28.2]	-0.8606653	-0.8770121	-0.8477122
silicate	Pacific	(28.2,28.3]	-0.7902939	-0.8021963	-0.7840172
silicate	Pacific	(28.3, Inf]	-0.9564434	-0.9614697	-0.9495878
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	-0.7709461	-0.9897400	-0.6494484
silicate	SO	(26.5,26.75]	-0.7091158	-0.7680760	-0.6656616
silicate	SO	(26.75,27]	-0.7916745	-0.8246282	-0.7716460
silicate	SO	(27,27.25]	-0.9386709	-0.9391713	-0.9378955
silicate	SO	(27.25,27.5]	-0.9663545	-0.9688979	-0.9640589
silicate	SO	(27.5,27.75]	-0.9659784	-0.9711652	-0.9596387
silicate	SO	(27.75,27.85]	-0.9709165	-0.9765681	-0.9651612
silicate	SO	(27.85,27.95]	-0.9687762	-0.9788370	-0.9623159
silicate	SO	(27.95,28.05]	-0.9694254	-0.9747972	-0.9646284
silicate	SO	(28.05,28.1]	-0.9418324	-0.9606446	-0.9204201
silicate	SO	(28.1,28.15]	-0.8853912	-0.9036814	-0.8649203
silicate	SO	(28.1,28.2]	-0.9448410	-0.9662008	-0.9195919
silicate	SO	(28.15,28.2]	-0.8372947	-0.8622388	-0.8140109
silicate	SO	(28.2, Inf]	-0.5703548	-0.6203166	-0.5113432
silicate	SO	(28.2,28.3]	-0.9023603	-0.9370581	-0.8698970
silicate	SO	(28.3, Inf]	-0.8729162	-0.8826517	-0.8634446
temp	Atlantic	(-Inf,26]	0.7489443	0.5346604	0.8639908
temp	Atlantic	(26,26.5]	0.2970123	0.1183721	0.4637621
temp	Atlantic	(26.5,26.75]	0.1188195	0.0207638	0.2150640
temp	Atlantic	(26.75,27]	-0.0645161	-0.1454690	0.0423327
temp	Atlantic	(27,27.25]	-0.0170175	-0.0291526	0.0030556
temp	Atlantic	(27.25,27.5]	0.2330179	0.1640749	0.2848210
temp	Atlantic	(27.5,27.75]	0.4480148	0.4333113	0.4660014
temp	Atlantic	(27.75,27.85]	0.6741663	0.6196793	0.7283467
temp	Atlantic	(27.85,27.95]	0.7055405	0.6178424	0.8157907
temp	Atlantic	(27.95,28.05]	0.6422142	0.4836347	0.7397398
temp	Atlantic	(28.05,28.1]	0.7642338	0.6767482	0.8296016
temp	Atlantic	(28.1,28.15]	0.7701595	0.6904835	0.8100921
temp	Atlantic	(28.15,28.2]	0.8364077	0.7974911	0.8664095
temp	Atlantic	(28.2, Inf]	0.9664163	0.9604179	0.9734684
temp	Indian	(-Inf,26]	0.6515506	0.5437878	0.7534322
temp	Indian	(26,26.5]	0.5410168	0.4359795	0.7131709
temp	Indian	(26.5,26.75]	0.5134629	0.4200799	0.6190769
temp	Indian	(26.75,27]	0.3910698	0.3024203	0.4394415
temp	Indian	(27,27.25]	0.3047744	0.2625607	0.3548729
temp	Indian	(27.25,27.5]	0.0601575	0.0315765	0.1147893
temp	Indian	(27.5,27.75]	-0.1983251	-0.3024475	-0.1299183
temp	Indian	(27.75,27.85]	-0.7868193	-0.8110440	-0.7431405
temp	Indian	(27.85,27.95]	-0.8166945	-0.8296196	-0.7940912
temp	Indian	(27.95,28.05]	-0.8027278	-0.8239461	-0.7824138
temp	Indian	(28.05,28.1]	-0.9350639	-0.9532495	-0.9232945
temp	Indian	(28.1,28.2]	-0.7928948	-0.8002969	-0.7884350
temp	Indian	(28.2,28.3]	-0.7617731	-0.7844103	-0.7398286
temp	Indian	(28.3, Inf]	-0.3435314	-0.4969589	-0.2446992
temp	N_Atlantic	(-Inf,26]	0.9200559	0.8405063	0.9996056
temp	N_Atlantic	(26,26.5]	NA	NA	NA
temp	N_Atlantic	(26.5,26.75]	-0.4159420	-0.7188020	0.1424169
temp	N_Atlantic	(26.75,27]	-0.7498068	-0.8446766	-0.5968488
temp	N_Atlantic	(27,27.25]	-0.9058829	-0.9356848	-0.8707254
temp	N_Atlantic	(27.25,27.5]	-0.8125282	-0.8425190	-0.7752895
temp	N_Atlantic	(27.5,27.75]	-0.7398160	-0.7953752	-0.6866139
temp	N_Atlantic	(27.75,27.85]	-0.8909938	-0.9128029	-0.8678929
temp	N_Atlantic	(27.85,27.95]	-0.8839855	-0.8970359	-0.8724746
temp	N_Atlantic	(27.95,28.05]	-0.5640510	-0.8353573	-0.1766664
temp	N_Atlantic	(28.05,28.1]	-0.2757109	-0.4506083	0.0736586
temp	N_Atlantic	(28.1,28.15]	0.3728769	0.1319389	0.6295013
temp	N_Atlantic	(28.15,28.2]	0.5676312	0.5221611	0.6565633
temp	N_Atlantic	(28.2, Inf]	-0.3233645	-0.9008919	0.8111730
temp	N_Pacific	(-Inf,26]	-0.4674603	-0.8212527	-0.2485184
temp	N_Pacific	(26,26.5]	0.2560909	0.1166974	0.3960478
temp	N_Pacific	(26.5,26.75]	0.3499155	0.3171889	0.3902186
temp	N_Pacific	(26.75,27]	-0.0739972	-0.1821715	0.0019074
temp	N_Pacific	(27,27.25]	0.0429478	-0.3874470	0.4152114
temp	N_Pacific	(27.25,27.5]	0.5950903	0.5278392	0.6858091
temp	N_Pacific	(27.5,27.75]	0.6848036	0.6177258	0.7697916
temp	N_Pacific	(27.75,27.85]	0.6499720	0.6142820	0.6731862
temp	N_Pacific	(27.85,27.95]	0.0946040	-0.0007310	0.2604201
temp	N_Pacific	(27.95,28.05]	-0.4851242	-0.5783547	-0.4113595
temp	N_Pacific	(28.05,28.1]	-0.6958573	-0.8071327	-0.5382181
temp	N_Pacific	(28.1,28.2]	-0.9473526	-0.9616790	-0.9385131
temp	N_Pacific	(28.2,28.3]	-0.7833448	-0.8231508	-0.7239122
temp	N_Pacific	(28.3, Inf]	-0.5192444	-0.8121521	-0.3181526
temp	Pacific	(-Inf,26]	0.6442805	0.5148099	0.7471818
temp	Pacific	(26,26.5]	0.7030651	0.5922429	0.7622548
temp	Pacific	(26.5,26.75]	0.7169898	0.5565545	0.8209975
temp	Pacific	(26.75,27]	0.7591408	0.6711663	0.8084871
temp	Pacific	(27,27.25]	0.7890787	0.7667962	0.8068895
temp	Pacific	(27.25,27.5]	0.7061822	0.6351182	0.7529749
temp	Pacific	(27.5,27.75]	0.4962193	0.4175891	0.5794497
temp	Pacific	(27.75,27.85]	0.0426552	-0.1210048	0.1930959
temp	Pacific	(27.85,27.95]	-0.0965903	-0.1546334	0.0092802
temp	Pacific	(27.95,28.05]	-0.2883615	-0.2952685	-0.2775040
temp	Pacific	(28.05,28.1]	-0.4249531	-0.4670878	-0.3827148
temp	Pacific	(28.1,28.2]	-0.5336345	-0.6078104	-0.4859150
temp	Pacific	(28.2,28.3]	-0.7260531	-0.7705221	-0.6953422
temp	Pacific	(28.3, Inf]	-0.9177998	-0.9322519	-0.9005281
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	-0.2302268	-0.8991770	0.3057711
temp	SO	(26.5,26.75]	0.5062593	0.2288639	0.6908168
temp	SO	(26.75,27]	0.6484743	0.6316415	0.6817579
temp	SO	(27,27.25]	0.5053557	0.4575207	0.5380443
temp	SO	(27.25,27.5]	0.1639708	0.1248211	0.2039632
temp	SO	(27.5,27.75]	0.0975825	0.0573727	0.1465933
temp	SO	(27.75,27.85]	-0.5197458	-0.5482151	-0.4705489
temp	SO	(27.85,27.95]	-0.5448488	-0.6047702	-0.4903444
temp	SO	(27.95,28.05]	-0.4557116	-0.6459889	-0.2555122
temp	SO	(28.05,28.1]	-0.3001111	-0.4484484	-0.1075795
temp	SO	(28.1,28.15]	0.7083472	0.6699590	0.7394138
temp	SO	(28.1,28.2]	-0.5593097	-0.6680448	-0.4467301
temp	SO	(28.15,28.2]	0.7036665	0.6290119	0.8043938
temp	SO	(28.2, Inf]	0.4444370	0.3488931	0.5311171
temp	SO	(28.2,28.3]	-0.6811230	-0.7502653	-0.6155334
temp	SO	(28.3, Inf]	-0.8537844	-0.9154636	-0.7923806

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