Last updated: 2021-08-19

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: 6ead873

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 6ead873. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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


Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Untracked files:
    Untracked:  docs_GV_2021_2R_ann_standard_ftref_CESM/
    Untracked:  docs_GV_2021_5R_mon_standard_ftref_ORCA/
    Untracked:  docs_GV_2021_AIP_ann_standard_ftref_CESM/
    Untracked:  docs_GV_2021_AIP_ann_standard_ftref_NorESM/
    Untracked:  docs_GV_2021_AIP_mon_standard_ftref_ORCA/

Unstaged changes:
    Modified:   data/auxillary/params_local.rds

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

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
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

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))))
)
}

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
2e8d815	Donghe-Zhu	2021-08-19
d98dd99	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
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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

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
2e8d815	Donghe-Zhu	2021-08-19
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
2e8d815	Donghe-Zhu	2021-08-19
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

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")

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
2e8d815	Donghe-Zhu	2021-08-19
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Indian	(-Inf,26]	0.9398504	0.9263258	0.9466422
aou + nitrate	Indian	(26,26.5]	0.8774396	0.8313089	0.9080553
aou + nitrate	Indian	(26.5,26.75]	0.9188961	0.8951965	0.9451726
aou + nitrate	Indian	(26.75,27]	0.9421830	0.9227726	0.9545108
aou + nitrate	Indian	(27,27.25]	0.9545934	0.9497352	0.9612707
aou + nitrate	Indian	(27.25,27.5]	0.9514566	0.9420541	0.9695442
aou + nitrate	Indian	(27.5,27.75]	0.9661928	0.9580498	0.9757543
aou + nitrate	Indian	(27.75,27.85]	0.9918273	0.9853695	0.9967251
aou + nitrate	Indian	(27.85,27.95]	0.9937333	0.9903438	0.9973822
aou + nitrate	Indian	(27.95,28.05]	0.9916226	0.9876329	0.9960007
aou + nitrate	Indian	(28.05,28.1]	0.9887811	0.9840291	0.9922773
aou + nitrate	Indian	(28.1,28.2]	0.9751985	0.9597133	0.9872443
aou + nitrate	Indian	(28.2,28.3]	0.9710258	0.9524712	0.9847432
aou + nitrate	Indian	(28.3, Inf]	0.8869881	0.8508258	0.9207698
aou + nitrate	N_Atlantic	(-Inf,26]	0.8660834	0.7676103	0.9286936
aou + nitrate	N_Atlantic	(26,26.5]	0.9455183	0.9205215	0.9662480
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9829157	0.9823138	0.9832679
aou + nitrate	N_Atlantic	(26.75,27]	0.9892908	0.9871082	0.9928216
aou + nitrate	N_Atlantic	(27,27.25]	0.9925615	0.9904738	0.9948731
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9881453	0.9802112	0.9935533
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9856720	0.9764250	0.9920403
aou + nitrate	N_Atlantic	(27.75,27.85]	0.9817688	0.9686686	0.9892343
aou + nitrate	N_Atlantic	(27.85,27.95]	0.9735594	0.9642299	0.9830184
aou + nitrate	N_Atlantic	(27.95,28.05]	0.9340505	0.9131964	0.9552414
aou + nitrate	N_Atlantic	(28.05,28.1]	0.8454997	0.7119285	0.9245658
aou + nitrate	N_Atlantic	(28.1,28.15]	0.8204478	0.7373437	0.8698761
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9737137	0.9672512	0.9827170
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9253917	0.8925002	0.9839798
aou + nitrate	N_Pacific	(-Inf,26]	0.9334998	0.9176043	0.9555041
aou + nitrate	N_Pacific	(26,26.5]	0.8642763	0.8278139	0.8906965
aou + nitrate	N_Pacific	(26.5,26.75]	0.6570220	0.5398754	0.8137251
aou + nitrate	N_Pacific	(26.75,27]	0.1345054	-0.0063007	0.2455796
aou + nitrate	N_Pacific	(27,27.25]	0.2331826	0.0986898	0.3752097
aou + nitrate	N_Pacific	(27.25,27.5]	0.3513300	0.3144820	0.4101566
aou + nitrate	N_Pacific	(27.5,27.75]	0.3894309	0.3341877	0.4449513
aou + nitrate	N_Pacific	(27.75,27.85]	0.7569865	0.6650113	0.8036849
aou + nitrate	N_Pacific	(27.85,27.95]	0.8898734	0.8703342	0.9052349
aou + nitrate	N_Pacific	(27.95,28.05]	0.9531382	0.9425519	0.9641393
aou + nitrate	N_Pacific	(28.05,28.1]	0.9544106	0.9404813	0.9677526
aou + nitrate	N_Pacific	(28.1,28.2]	0.9621535	0.9548574	0.9740487
aou + nitrate	N_Pacific	(28.2,28.3]	0.9964483	0.9957285	0.9975865
aou + nitrate	N_Pacific	(28.3, Inf]	0.9895246	0.9843848	0.9929742
aou + nitrate	S_Atlantic	(-Inf,26]	0.9993311	0.9993311	0.9993311
aou + nitrate	S_Atlantic	(26,26.5]	0.9359971	0.9199958	0.9549414
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9404092	0.9125449	0.9630169
aou + nitrate	S_Atlantic	(26.75,27]	0.9787647	0.9715814	0.9844004
aou + nitrate	S_Atlantic	(27,27.25]	0.9633101	0.9413685	0.9775690
aou + nitrate	S_Atlantic	(27.25,27.5]	0.9414002	0.9080843	0.9637762
aou + nitrate	S_Atlantic	(27.5,27.75]	0.9585906	0.9502671	0.9676342
aou + nitrate	S_Atlantic	(27.75,27.85]	0.7419221	0.5985153	0.8472655
aou + nitrate	S_Atlantic	(27.85,27.95]	-0.0481019	-0.2980034	0.0877305
aou + nitrate	S_Atlantic	(27.95,28.05]	-0.0300498	-0.2826111	0.2667705
aou + nitrate	S_Atlantic	(28.05,28.1]	0.5195499	0.3274380	0.8860970
aou + nitrate	S_Atlantic	(28.1,28.15]	0.8789984	0.8280519	0.9654742
aou + nitrate	S_Atlantic	(28.15,28.2]	0.9407595	0.8741004	0.9853086
aou + nitrate	S_Atlantic	(28.2, Inf]	0.8664731	0.7714557	0.9460560
aou + nitrate	S_Pacific	(-Inf,26]	0.9737835	0.9686305	0.9796751
aou + nitrate	S_Pacific	(26,26.5]	0.9636790	0.9548558	0.9737708
aou + nitrate	S_Pacific	(26.5,26.75]	0.9533504	0.9273071	0.9695856
aou + nitrate	S_Pacific	(26.75,27]	0.9442563	0.9239752	0.9598364
aou + nitrate	S_Pacific	(27,27.25]	0.9564947	0.9490850	0.9616718
aou + nitrate	S_Pacific	(27.25,27.5]	0.9700917	0.9671171	0.9719979
aou + nitrate	S_Pacific	(27.5,27.75]	0.9860583	0.9822058	0.9895937
aou + nitrate	S_Pacific	(27.75,27.85]	0.9972253	0.9966798	0.9979560
aou + nitrate	S_Pacific	(27.85,27.95]	0.9961214	0.9952314	0.9973051
aou + nitrate	S_Pacific	(27.95,28.05]	0.9955947	0.9945415	0.9961551
aou + nitrate	S_Pacific	(28.05,28.1]	0.9946128	0.9937467	0.9955704
aou + nitrate	S_Pacific	(28.1,28.2]	0.9934106	0.9923287	0.9946336
aou + nitrate	S_Pacific	(28.2,28.3]	0.9930910	0.9922148	0.9945795
aou + nitrate	S_Pacific	(28.3, Inf]	0.9832620	0.9802929	0.9868725
aou + phosphate	Indian	(-Inf,26]	0.9895293	0.9850469	0.9930628
aou + phosphate	Indian	(26,26.5]	0.9859752	0.9850808	0.9868613
aou + phosphate	Indian	(26.5,26.75]	0.9884016	0.9868270	0.9894695
aou + phosphate	Indian	(26.75,27]	0.9854626	0.9803070	0.9893318
aou + phosphate	Indian	(27,27.25]	0.9831329	0.9768253	0.9891197
aou + phosphate	Indian	(27.25,27.5]	0.9702459	0.9527591	0.9792437
aou + phosphate	Indian	(27.5,27.75]	0.9764327	0.9658629	0.9817569
aou + phosphate	Indian	(27.75,27.85]	0.9954672	0.9937735	0.9963534
aou + phosphate	Indian	(27.85,27.95]	0.9944968	0.9883704	0.9975632
aou + phosphate	Indian	(27.95,28.05]	0.9918315	0.9836787	0.9964873
aou + phosphate	Indian	(28.05,28.1]	0.9889819	0.9837488	0.9925226
aou + phosphate	Indian	(28.1,28.2]	0.9765573	0.9602149	0.9868542
aou + phosphate	Indian	(28.2,28.3]	0.9742919	0.9542619	0.9873539
aou + phosphate	Indian	(28.3, Inf]	0.8482342	0.8074851	0.8836566
aou + phosphate	N_Atlantic	(-Inf,26]	0.9352823	0.8508166	0.9812004
aou + phosphate	N_Atlantic	(26,26.5]	0.9773922	0.9677586	0.9849505
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9885696	0.9851236	0.9943214
aou + phosphate	N_Atlantic	(26.75,27]	0.9928818	0.9923797	0.9937289
aou + phosphate	N_Atlantic	(27,27.25]	0.9911854	0.9874771	0.9932469
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9770894	0.9597337	0.9873333
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9787696	0.9641764	0.9877629
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9757584	0.9575682	0.9859639
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9636890	0.9492584	0.9782744
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9069674	0.8776497	0.9392362
aou + phosphate	N_Atlantic	(28.05,28.1]	0.8307222	0.6907710	0.9145715
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8142876	0.7384346	0.8626281
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9748295	0.9671591	0.9835704
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9287425	0.8980482	0.9884136
aou + phosphate	N_Pacific	(-Inf,26]	0.9464605	0.9388086	0.9597952
aou + phosphate	N_Pacific	(26,26.5]	0.9545573	0.9450691	0.9652791
aou + phosphate	N_Pacific	(26.5,26.75]	0.9738062	0.9703686	0.9757623
aou + phosphate	N_Pacific	(26.75,27]	0.9082762	0.8962102	0.9266636
aou + phosphate	N_Pacific	(27,27.25]	0.9236102	0.8975830	0.9444377
aou + phosphate	N_Pacific	(27.25,27.5]	0.9530549	0.9437075	0.9582391
aou + phosphate	N_Pacific	(27.5,27.75]	0.9439510	0.9402122	0.9461935
aou + phosphate	N_Pacific	(27.75,27.85]	0.9838811	0.9817730	0.9856749
aou + phosphate	N_Pacific	(27.85,27.95]	0.9822233	0.9812442	0.9833076
aou + phosphate	N_Pacific	(27.95,28.05]	0.9861109	0.9855781	0.9867986
aou + phosphate	N_Pacific	(28.05,28.1]	0.9903396	0.9873278	0.9923707
aou + phosphate	N_Pacific	(28.1,28.2]	0.9951956	0.9947305	0.9960939
aou + phosphate	N_Pacific	(28.2,28.3]	0.9990568	0.9989326	0.9991953
aou + phosphate	N_Pacific	(28.3, Inf]	0.9972712	0.9958581	0.9983465
aou + phosphate	S_Atlantic	(-Inf,26]	0.9858118	0.9858118	0.9858118
aou + phosphate	S_Atlantic	(26,26.5]	0.9153221	0.8865274	0.9507138
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9245757	0.8945605	0.9574468
aou + phosphate	S_Atlantic	(26.75,27]	0.9638710	0.9518264	0.9716638
aou + phosphate	S_Atlantic	(27,27.25]	0.9519181	0.9296343	0.9653360
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9265158	0.8885674	0.9522837
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9367356	0.9327290	0.9425904
aou + phosphate	S_Atlantic	(27.75,27.85]	0.5249392	0.2379384	0.7498508
aou + phosphate	S_Atlantic	(27.85,27.95]	-0.1581050	-0.3780972	-0.0032572
aou + phosphate	S_Atlantic	(27.95,28.05]	-0.0465394	-0.2994031	0.2468655
aou + phosphate	S_Atlantic	(28.05,28.1]	0.5181177	0.3273671	0.8847332
aou + phosphate	S_Atlantic	(28.1,28.15]	0.8789375	0.8277059	0.9653041
aou + phosphate	S_Atlantic	(28.15,28.2]	0.9400500	0.8717435	0.9852422
aou + phosphate	S_Atlantic	(28.2, Inf]	0.8378888	0.7281209	0.9455872
aou + phosphate	S_Pacific	(-Inf,26]	0.9380986	0.9289689	0.9464575
aou + phosphate	S_Pacific	(26,26.5]	0.9808318	0.9688233	0.9907502
aou + phosphate	S_Pacific	(26.5,26.75]	0.9895374	0.9867161	0.9932239
aou + phosphate	S_Pacific	(26.75,27]	0.9881132	0.9852681	0.9918962
aou + phosphate	S_Pacific	(27,27.25]	0.9820390	0.9766974	0.9881922
aou + phosphate	S_Pacific	(27.25,27.5]	0.9833935	0.9777376	0.9909368
aou + phosphate	S_Pacific	(27.5,27.75]	0.9908397	0.9886617	0.9945328
aou + phosphate	S_Pacific	(27.75,27.85]	0.9961451	0.9953851	0.9970922
aou + phosphate	S_Pacific	(27.85,27.95]	0.9951453	0.9938517	0.9965297
aou + phosphate	S_Pacific	(27.95,28.05]	0.9952447	0.9944736	0.9960552
aou + phosphate	S_Pacific	(28.05,28.1]	0.9947756	0.9941966	0.9959164
aou + phosphate	S_Pacific	(28.1,28.2]	0.9944168	0.9929728	0.9959120
aou + phosphate	S_Pacific	(28.2,28.3]	0.9947241	0.9937859	0.9963315
aou + phosphate	S_Pacific	(28.3, Inf]	0.9755586	0.9699233	0.9832818
aou + phosphate_star	Indian	(-Inf,26]	0.8619929	0.8351149	0.8934831
aou + phosphate_star	Indian	(26,26.5]	0.7208136	0.7099319	0.7383095
aou + phosphate_star	Indian	(26.5,26.75]	0.6545530	0.5790623	0.6983106
aou + phosphate_star	Indian	(26.75,27]	0.4489895	0.3591630	0.5186857
aou + phosphate_star	Indian	(27,27.25]	0.2331304	0.1234703	0.3049637
aou + phosphate_star	Indian	(27.25,27.5]	-0.3343782	-0.3758111	-0.2655109
aou + phosphate_star	Indian	(27.5,27.75]	-0.5808512	-0.6279173	-0.5056186
aou + phosphate_star	Indian	(27.75,27.85]	-0.8418004	-0.8814386	-0.7836039
aou + phosphate_star	Indian	(27.85,27.95]	-0.7816249	-0.8453481	-0.6831139
aou + phosphate_star	Indian	(27.95,28.05]	-0.6406791	-0.6893766	-0.5811309
aou + phosphate_star	Indian	(28.05,28.1]	-0.5425214	-0.7001446	-0.4455087
aou + phosphate_star	Indian	(28.1,28.2]	-0.5353821	-0.6555222	-0.3701785
aou + phosphate_star	Indian	(28.2,28.3]	-0.4663056	-0.6629620	-0.1602921
aou + phosphate_star	Indian	(28.3, Inf]	-0.8581249	-0.8879276	-0.8229638
aou + phosphate_star	N_Atlantic	(-Inf,26]	-0.0153629	-0.4523182	0.4507489
aou + phosphate_star	N_Atlantic	(26,26.5]	0.4399463	0.3176797	0.5397073
aou + phosphate_star	N_Atlantic	(26.5,26.75]	-0.0467571	-0.4022507	0.3238621
aou + phosphate_star	N_Atlantic	(26.75,27]	0.0013824	-0.1624504	0.3190511
aou + phosphate_star	N_Atlantic	(27,27.25]	-0.0252938	-0.4088139	0.4313665
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.0430754	-0.3356056	0.4845562
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.3604824	0.0791215	0.6092923
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.8004325	0.6268544	0.8901283
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.7852844	0.6954308	0.8747614
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.6671077	0.5878401	0.7750090
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.6440097	0.4670332	0.7766036
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.5928996	0.4623964	0.6646007
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9158502	0.8884165	0.9428417
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.9082889	0.8664005	0.9684771
aou + phosphate_star	N_Pacific	(-Inf,26]	0.4827667	0.4203617	0.5421621
aou + phosphate_star	N_Pacific	(26,26.5]	0.0138330	-0.1899655	0.1914744
aou + phosphate_star	N_Pacific	(26.5,26.75]	-0.1261062	-0.3711284	0.0433221
aou + phosphate_star	N_Pacific	(26.75,27]	-0.2789387	-0.4286253	-0.0787910
aou + phosphate_star	N_Pacific	(27,27.25]	0.2406298	-0.0199165	0.4857121
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7582648	0.7270440	0.7760417
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5553913	0.5411990	0.5722846
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.5721519	0.5406761	0.6220461
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.0773826	-0.0151819	0.1548378
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.4043804	-0.5169862	-0.3255007
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.4079823	-0.4331967	-0.3671183
aou + phosphate_star	N_Pacific	(28.1,28.2]	-0.6140240	-0.6740118	-0.5417162
aou + phosphate_star	N_Pacific	(28.2,28.3]	-0.2292656	-0.2910856	-0.1326293
aou + phosphate_star	N_Pacific	(28.3, Inf]	-0.9327386	-0.9627727	-0.8977793
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.9883588	0.9883588	0.9883588
aou + phosphate_star	S_Atlantic	(26,26.5]	0.5505284	0.5271010	0.5853995
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.3467609	0.1253418	0.5865437
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.1732363	-0.4444941	0.0172305
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.4594310	-0.6054124	-0.3008560
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.7548470	-0.8205784	-0.6845400
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.8998735	-0.9416989	-0.8451563
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9278710	-0.9384034	-0.9121465
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.8322161	-0.8897515	-0.7986481
aou + phosphate_star	S_Atlantic	(27.95,28.05]	-0.4673613	-0.7150645	-0.0787337
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.2536794	-0.0289399	0.7627161
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.7490122	0.6635963	0.9036397
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.8440657	0.6847597	0.9477318
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.6558090	0.4447050	0.8489777
aou + phosphate_star	S_Pacific	(-Inf,26]	0.4221905	0.2824427	0.5079602
aou + phosphate_star	S_Pacific	(26,26.5]	0.5970723	0.4857192	0.7435428
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6222167	0.5685597	0.6776815
aou + phosphate_star	S_Pacific	(26.75,27]	0.6620544	0.6128926	0.7156862
aou + phosphate_star	S_Pacific	(27,27.25]	0.4713688	0.3753159	0.5481361
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.1897558	0.0904991	0.2612476
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.1420301	-0.2453210	-0.0649814
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.5484757	-0.6564445	-0.4217246
aou + phosphate_star	S_Pacific	(27.85,27.95]	-0.5859607	-0.6482483	-0.4886529
aou + phosphate_star	S_Pacific	(27.95,28.05]	-0.5755545	-0.8139414	-0.4101151
aou + phosphate_star	S_Pacific	(28.05,28.1]	-0.3637969	-0.5675738	-0.1670772
aou + phosphate_star	S_Pacific	(28.1,28.2]	-0.0973219	-0.3410942	0.1551055
aou + phosphate_star	S_Pacific	(28.2,28.3]	-0.0007572	-0.2715119	0.4633802
aou + phosphate_star	S_Pacific	(28.3, Inf]	-0.9146381	-0.9422712	-0.8730523
aou + silicate	Indian	(-Inf,26]	0.8402497	0.7423686	0.9115429
aou + silicate	Indian	(26,26.5]	0.8848531	0.8507808	0.9184178
aou + silicate	Indian	(26.5,26.75]	0.9325302	0.9146444	0.9654716
aou + silicate	Indian	(26.75,27]	0.9618706	0.9476201	0.9801731
aou + silicate	Indian	(27,27.25]	0.9604267	0.9486263	0.9692896
aou + silicate	Indian	(27.25,27.5]	0.9517497	0.9479082	0.9551556
aou + silicate	Indian	(27.5,27.75]	0.9489929	0.9442059	0.9570947
aou + silicate	Indian	(27.75,27.85]	0.9867140	0.9848821	0.9879113
aou + silicate	Indian	(27.85,27.95]	0.9849817	0.9806940	0.9882392
aou + silicate	Indian	(27.95,28.05]	0.9828582	0.9779185	0.9862056
aou + silicate	Indian	(28.05,28.1]	0.9907781	0.9891700	0.9921154
aou + silicate	Indian	(28.1,28.2]	0.9731542	0.9628500	0.9788499
aou + silicate	Indian	(28.2,28.3]	0.9387533	0.9267404	0.9616839
aou + silicate	Indian	(28.3, Inf]	0.7214664	0.6708330	0.7545007
aou + silicate	N_Atlantic	(-Inf,26]	-0.1644404	-0.7857934	0.1785831
aou + silicate	N_Atlantic	(26,26.5]	0.4277416	0.2564839	0.5222597
aou + silicate	N_Atlantic	(26.5,26.75]	0.7011219	0.5969495	0.8100065
aou + silicate	N_Atlantic	(26.75,27]	0.9032324	0.8795327	0.9226260
aou + silicate	N_Atlantic	(27,27.25]	0.9563905	0.9388591	0.9682478
aou + silicate	N_Atlantic	(27.25,27.5]	0.9688244	0.9471842	0.9804706
aou + silicate	N_Atlantic	(27.5,27.75]	0.9571617	0.9269479	0.9780607
aou + silicate	N_Atlantic	(27.75,27.85]	0.9271817	0.8640996	0.9629282
aou + silicate	N_Atlantic	(27.85,27.95]	0.8117597	0.7339083	0.9035188
aou + silicate	N_Atlantic	(27.95,28.05]	0.4618247	0.3327420	0.6435806
aou + silicate	N_Atlantic	(28.05,28.1]	0.3494092	0.1344047	0.4767467
aou + silicate	N_Atlantic	(28.1,28.15]	0.6306046	0.5808167	0.7017315
aou + silicate	N_Atlantic	(28.15,28.2]	0.9600753	0.9501674	0.9730331
aou + silicate	N_Atlantic	(28.2, Inf]	0.9615227	0.9460794	0.9908365
aou + silicate	N_Pacific	(-Inf,26]	0.8790938	0.8669032	0.8858354
aou + silicate	N_Pacific	(26,26.5]	0.7088296	0.5893140	0.7861048
aou + silicate	N_Pacific	(26.5,26.75]	0.5520975	0.4130195	0.7155679
aou + silicate	N_Pacific	(26.75,27]	0.3120954	0.1611907	0.4167357
aou + silicate	N_Pacific	(27,27.25]	0.5664362	0.5078300	0.6113211
aou + silicate	N_Pacific	(27.25,27.5]	0.7997886	0.7482226	0.8277842
aou + silicate	N_Pacific	(27.5,27.75]	0.7996662	0.7744730	0.8148497
aou + silicate	N_Pacific	(27.75,27.85]	0.8501834	0.8190630	0.8795471
aou + silicate	N_Pacific	(27.85,27.95]	0.7667052	0.7460560	0.7814514
aou + silicate	N_Pacific	(27.95,28.05]	0.6499554	0.6122527	0.6966662
aou + silicate	N_Pacific	(28.05,28.1]	0.8170430	0.7966976	0.8528773
aou + silicate	N_Pacific	(28.1,28.2]	0.3640602	0.3308314	0.4155275
aou + silicate	N_Pacific	(28.2,28.3]	0.8662545	0.8567011	0.8755243
aou + silicate	N_Pacific	(28.3, Inf]	0.9717323	0.9608101	0.9776308
aou + silicate	S_Atlantic	(-Inf,26]	0.1284187	0.1284187	0.1284187
aou + silicate	S_Atlantic	(26,26.5]	0.8832001	0.8580649	0.9154458
aou + silicate	S_Atlantic	(26.5,26.75]	0.8534674	0.8262701	0.8984694
aou + silicate	S_Atlantic	(26.75,27]	0.7289838	0.6667010	0.7780900
aou + silicate	S_Atlantic	(27,27.25]	0.5022917	0.3597863	0.5930847
aou + silicate	S_Atlantic	(27.25,27.5]	0.2377356	-0.0500365	0.5676869
aou + silicate	S_Atlantic	(27.5,27.75]	0.0537427	-0.2759515	0.4959879
aou + silicate	S_Atlantic	(27.75,27.85]	-0.2252182	-0.5790730	0.1743833
aou + silicate	S_Atlantic	(27.85,27.95]	-0.3539622	-0.5444615	-0.1738876
aou + silicate	S_Atlantic	(27.95,28.05]	-0.0478752	-0.2780856	0.1616467
aou + silicate	S_Atlantic	(28.05,28.1]	0.5537818	0.3886171	0.8741587
aou + silicate	S_Atlantic	(28.1,28.15]	0.9006329	0.8639672	0.9670733
aou + silicate	S_Atlantic	(28.15,28.2]	0.9526422	0.9051113	0.9825914
aou + silicate	S_Atlantic	(28.2, Inf]	0.5335665	0.3845889	0.7782132
aou + silicate	S_Pacific	(-Inf,26]	0.8402183	0.7841901	0.8758201
aou + silicate	S_Pacific	(26,26.5]	0.9525387	0.9320399	0.9675853
aou + silicate	S_Pacific	(26.5,26.75]	0.9665415	0.9624298	0.9697210
aou + silicate	S_Pacific	(26.75,27]	0.9508252	0.9235386	0.9710338
aou + silicate	S_Pacific	(27,27.25]	0.9629772	0.9557178	0.9739497
aou + silicate	S_Pacific	(27.25,27.5]	0.9541725	0.9482829	0.9652937
aou + silicate	S_Pacific	(27.5,27.75]	0.9641581	0.9547717	0.9739497
aou + silicate	S_Pacific	(27.75,27.85]	0.9866420	0.9836562	0.9889915
aou + silicate	S_Pacific	(27.85,27.95]	0.9866544	0.9843815	0.9890569
aou + silicate	S_Pacific	(27.95,28.05]	0.9891737	0.9861902	0.9910948
aou + silicate	S_Pacific	(28.05,28.1]	0.9938543	0.9926560	0.9955625
aou + silicate	S_Pacific	(28.1,28.2]	0.9856244	0.9821144	0.9887908
aou + silicate	S_Pacific	(28.2,28.3]	0.9542600	0.9321975	0.9695653
aou + silicate	S_Pacific	(28.3, Inf]	0.9268493	0.9036856	0.9621053
nitrate + phosphate	Indian	(-Inf,26]	0.9358733	0.9222859	0.9450887
nitrate + phosphate	Indian	(26,26.5]	0.8588463	0.7941244	0.9126269
nitrate + phosphate	Indian	(26.5,26.75]	0.9111896	0.8796756	0.9596036
nitrate + phosphate	Indian	(26.75,27]	0.9463510	0.9219801	0.9690443
nitrate + phosphate	Indian	(27,27.25]	0.9686037	0.9648010	0.9745932
nitrate + phosphate	Indian	(27.25,27.5]	0.9780438	0.9579534	0.9883771
nitrate + phosphate	Indian	(27.5,27.75]	0.9905543	0.9790718	0.9964085
nitrate + phosphate	Indian	(27.75,27.85]	0.9940535	0.9838094	0.9995573
nitrate + phosphate	Indian	(27.85,27.95]	0.9978491	0.9951282	0.9992504
nitrate + phosphate	Indian	(27.95,28.05]	0.9979198	0.9956248	0.9993114
nitrate + phosphate	Indian	(28.05,28.1]	0.9988541	0.9984014	0.9992603
nitrate + phosphate	Indian	(28.1,28.2]	0.9982134	0.9976036	0.9988970
nitrate + phosphate	Indian	(28.2,28.3]	0.9954114	0.9949370	0.9960883
nitrate + phosphate	Indian	(28.3, Inf]	0.9781456	0.9738328	0.9806803
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.7134328	0.4030711	0.8722387
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9520570	0.9176591	0.9769026
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9727119	0.9597445	0.9872987
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9867627	0.9832335	0.9915304
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9880203	0.9799034	0.9946557
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9902860	0.9841970	0.9949331
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9956755	0.9937952	0.9976406
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9992462	0.9986259	0.9995773
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9988724	0.9982441	0.9994973
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9958537	0.9944006	0.9975512
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9948863	0.9916627	0.9972567
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9903641	0.9866775	0.9928385
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9980639	0.9976126	0.9986347
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9987460	0.9985901	0.9988870
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9816754	0.9810693	0.9821606
nitrate + phosphate	N_Pacific	(26,26.5]	0.8635076	0.8259939	0.8919649
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.6508627	0.5303515	0.8078956
nitrate + phosphate	N_Pacific	(26.75,27]	0.1337842	0.0412637	0.2264784
nitrate + phosphate	N_Pacific	(27,27.25]	0.2377691	0.1157426	0.3710429
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.2379250	0.1861287	0.2955265
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.2758192	0.2342799	0.3517666
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.6926556	0.5804547	0.7618926
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.8687368	0.8423077	0.8957612
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9774018	0.9712850	0.9846885
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9822033	0.9768702	0.9891575
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9782213	0.9725326	0.9876408
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9970975	0.9963047	0.9984926
nitrate + phosphate	N_Pacific	(28.3, Inf]	0.9918214	0.9913185	0.9923685
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9883583	0.9883583	0.9883583
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9914630	0.9890452	0.9932093
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9932639	0.9906906	0.9945872
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9868768	0.9845249	0.9897745
nitrate + phosphate	S_Atlantic	(27,27.25]	0.9867878	0.9824005	0.9891470
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.9962121	0.9956384	0.9970937
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.9932608	0.9917943	0.9954382
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.9517925	0.9136609	0.9834630
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.9890118	0.9782838	0.9945726
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9991247	0.9989757	0.9992344
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9997159	0.9996147	0.9997838
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9997994	0.9997406	0.9998657
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9997554	0.9996998	0.9997853
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9893917	0.9873014	0.9920828
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9793872	0.9743476	0.9854620
nitrate + phosphate	S_Pacific	(26,26.5]	0.9695809	0.9529969	0.9889555
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.9613413	0.9247502	0.9813862
nitrate + phosphate	S_Pacific	(26.75,27]	0.9567824	0.9343069	0.9730142
nitrate + phosphate	S_Pacific	(27,27.25]	0.9721483	0.9631029	0.9784113
nitrate + phosphate	S_Pacific	(27.25,27.5]	0.9855810	0.9822513	0.9884254
nitrate + phosphate	S_Pacific	(27.5,27.75]	0.9951347	0.9942093	0.9957817
nitrate + phosphate	S_Pacific	(27.75,27.85]	0.9990127	0.9988135	0.9991743
nitrate + phosphate	S_Pacific	(27.85,27.95]	0.9996332	0.9995716	0.9996716
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.9997617	0.9996995	0.9997996
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9996704	0.9994977	0.9997593
nitrate + phosphate	S_Pacific	(28.1,28.2]	0.9994062	0.9990095	0.9996439
nitrate + phosphate	S_Pacific	(28.2,28.3]	0.9983187	0.9976162	0.9987861
nitrate + phosphate	S_Pacific	(28.3, Inf]	0.9936048	0.9912089	0.9967074
nitrate + phosphate_star	Indian	(-Inf,26]	0.8432387	0.8183463	0.8642356
nitrate + phosphate_star	Indian	(26,26.5]	0.6386872	0.5412550	0.7594926
nitrate + phosphate_star	Indian	(26.5,26.75]	0.6410665	0.5994601	0.6961209
nitrate + phosphate_star	Indian	(26.75,27]	0.5307978	0.4877000	0.5710381
nitrate + phosphate_star	Indian	(27,27.25]	0.3923417	0.3311603	0.4752171
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.0999156	-0.1633545	-0.0616565
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.3797723	-0.4522189	-0.2435331
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.7937969	-0.8453988	-0.7086385
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.7221497	-0.8099940	-0.5808906
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.5531189	-0.6285793	-0.5015276
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.4200355	-0.6096483	-0.3234135
nitrate + phosphate_star	Indian	(28.1,28.2]	-0.3485393	-0.5317341	-0.1803863
nitrate + phosphate_star	Indian	(28.2,28.3]	-0.2702735	-0.4409024	0.0404033
nitrate + phosphate_star	Indian	(28.3, Inf]	-0.5330224	-0.6485107	-0.4070411
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	-0.0071239	-0.8519195	0.6778534
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.5976779	0.4725321	0.6884740
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.0871264	-0.4993896	0.3325013
nitrate + phosphate_star	N_Atlantic	(26.75,27]	-0.0264534	-0.2157733	0.3177162
nitrate + phosphate_star	N_Atlantic	(27,27.25]	-0.0445278	-0.4527291	0.4576141
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.0983122	-0.2496127	0.5494700
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4178446	0.1666382	0.6596271
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.8733021	0.7612332	0.9325247
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.8926324	0.8470561	0.9394879
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8786098	0.8544028	0.9185234
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9308200	0.9203649	0.9474320
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9232082	0.9096158	0.9378005
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9793315	0.9716004	0.9857584
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9962722	0.9955515	0.9967066
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.7031316	0.6778259	0.7231041
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.1695211	-0.0140761	0.3286936
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.0927233	-0.0396618	0.2151721
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.1512336	0.0624462	0.2344791
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.3460479	0.3018840	0.3727494
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.3222344	0.3013204	0.3334820
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.2386274	0.1620859	0.3041859
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.4219637	0.3267227	0.5071170
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.1949666	0.0869801	0.2490212
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.1675752	-0.3063106	-0.0457411
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.1563791	-0.2168480	-0.0708984
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	-0.4237422	-0.4849611	-0.3323362
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	-0.1826051	-0.2421054	-0.0818273
nitrate + phosphate_star	N_Pacific	(28.3, Inf]	-0.8939006	-0.9385435	-0.8469227
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.9873707	0.9873707	0.9873707
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.7925286	0.7532155	0.8242094
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6065372	0.3574146	0.8537092
nitrate + phosphate_star	S_Atlantic	(26.75,27]	-0.0115027	-0.2906756	0.2199323
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.2424872	-0.4237401	-0.0000439
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.4966141	-0.6409889	-0.3196115
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7419682	-0.8283505	-0.6381812
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.4495822	-0.5564965	-0.2870650
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.5721328	0.3886813	0.8008847
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8812893	0.8346212	0.9387066
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9521868	0.9342278	0.9752913
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9730524	0.9669387	0.9837458
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9745552	0.9520574	0.9878723
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9375450	0.9083238	0.9658901
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.5877462	0.4744964	0.6649826
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.6885417	0.6072190	0.7601976
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.6920881	0.6745774	0.7013069
nitrate + phosphate_star	S_Pacific	(26.75,27]	0.7509045	0.7209932	0.7771554
nitrate + phosphate_star	S_Pacific	(27,27.25]	0.6147338	0.5394033	0.6695056
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	0.3626793	0.2798816	0.4472566
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0020325	-0.1018739	0.0974836
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4925003	-0.6131772	-0.3566751
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5165806	-0.5744118	-0.4101269
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	-0.5018891	-0.7624459	-0.3309679
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2703751	-0.4820215	-0.0756154
nitrate + phosphate_star	S_Pacific	(28.1,28.2]	0.0096241	-0.2256812	0.2483979
nitrate + phosphate_star	S_Pacific	(28.2,28.3]	0.1001119	-0.1574237	0.5378115
nitrate + phosphate_star	S_Pacific	(28.3, Inf]	-0.8322511	-0.8794743	-0.7674298
nitrate + silicate	Indian	(-Inf,26]	0.8291433	0.7735457	0.8624191
nitrate + silicate	Indian	(26,26.5]	0.7843574	0.7456364	0.8158937
nitrate + silicate	Indian	(26.5,26.75]	0.8605559	0.8316586	0.9044729
nitrate + silicate	Indian	(26.75,27]	0.9195033	0.8970056	0.9348946
nitrate + silicate	Indian	(27,27.25]	0.9616375	0.9564244	0.9686270
nitrate + silicate	Indian	(27.25,27.5]	0.9761662	0.9584799	0.9851284
nitrate + silicate	Indian	(27.5,27.75]	0.9848185	0.9793588	0.9876008
nitrate + silicate	Indian	(27.75,27.85]	0.9895482	0.9812609	0.9940230
nitrate + silicate	Indian	(27.85,27.95]	0.9915251	0.9893909	0.9927010
nitrate + silicate	Indian	(27.95,28.05]	0.9892565	0.9874738	0.9904934
nitrate + silicate	Indian	(28.05,28.1]	0.9916436	0.9899476	0.9941957
nitrate + silicate	Indian	(28.1,28.2]	0.9698277	0.9603695	0.9791004
nitrate + silicate	Indian	(28.2,28.3]	0.9150318	0.9027189	0.9395996
nitrate + silicate	Indian	(28.3, Inf]	0.8916592	0.8633674	0.9174055
nitrate + silicate	N_Atlantic	(-Inf,26]	0.1188735	-0.5985376	0.4885286
nitrate + silicate	N_Atlantic	(26,26.5]	0.6696989	0.5867127	0.7264532
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.7949898	0.7168447	0.8745272
nitrate + silicate	N_Atlantic	(26.75,27]	0.9386918	0.9230474	0.9509723
nitrate + silicate	N_Atlantic	(27,27.25]	0.9792213	0.9675053	0.9861748
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9877573	0.9784192	0.9929201
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9860825	0.9771348	0.9935681
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.9686174	0.9403200	0.9851287
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.8923126	0.8535918	0.9456993
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.6666738	0.6045016	0.7850534
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.3274316	0.1569327	0.4524069
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.6184082	0.5499102	0.6631811
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9764677	0.9724356	0.9828332
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9890215	0.9842491	0.9983690
nitrate + silicate	N_Pacific	(-Inf,26]	0.9490142	0.9421302	0.9626987
nitrate + silicate	N_Pacific	(26,26.5]	0.8154329	0.7201016	0.8780704
nitrate + silicate	N_Pacific	(26.5,26.75]	0.7101977	0.6490942	0.8267093
nitrate + silicate	N_Pacific	(26.75,27]	0.5818323	0.5733229	0.5868687
nitrate + silicate	N_Pacific	(27,27.25]	0.6484538	0.6029590	0.7016091
nitrate + silicate	N_Pacific	(27.25,27.5]	0.6704495	0.6521132	0.6909017
nitrate + silicate	N_Pacific	(27.5,27.75]	0.6916472	0.6608728	0.7212563
nitrate + silicate	N_Pacific	(27.75,27.85]	0.8686411	0.8317350	0.8909705
nitrate + silicate	N_Pacific	(27.85,27.95]	0.8320494	0.7976765	0.8574434
nitrate + silicate	N_Pacific	(27.95,28.05]	0.6417228	0.6130310	0.6832784
nitrate + silicate	N_Pacific	(28.05,28.1]	0.6698789	0.5935785	0.7641607
nitrate + silicate	N_Pacific	(28.1,28.2]	0.2631843	0.1933297	0.3349517
nitrate + silicate	N_Pacific	(28.2,28.3]	0.8338689	0.8179263	0.8536555
nitrate + silicate	N_Pacific	(28.3, Inf]	0.9331993	0.9056019	0.9486300
nitrate + silicate	S_Atlantic	(-Inf,26]	0.1467644	0.1467644	0.1467644
nitrate + silicate	S_Atlantic	(26,26.5]	0.9741194	0.9680831	0.9801704
nitrate + silicate	S_Atlantic	(26.5,26.75]	0.9490836	0.9229829	0.9746085
nitrate + silicate	S_Atlantic	(26.75,27]	0.8192170	0.7691966	0.8479056
nitrate + silicate	S_Atlantic	(27,27.25]	0.6623628	0.5325196	0.7806697
nitrate + silicate	S_Atlantic	(27.25,27.5]	0.3766338	0.0864589	0.7104408
nitrate + silicate	S_Atlantic	(27.5,27.75]	0.2008885	-0.1363371	0.6423575
nitrate + silicate	S_Atlantic	(27.75,27.85]	0.3676232	0.2225056	0.6055630
nitrate + silicate	S_Atlantic	(27.85,27.95]	0.8824576	0.7925851	0.9348459
nitrate + silicate	S_Atlantic	(27.95,28.05]	0.9673684	0.9638094	0.9695138
nitrate + silicate	S_Atlantic	(28.05,28.1]	0.9874602	0.9851612	0.9898169
nitrate + silicate	S_Atlantic	(28.1,28.15]	0.9858825	0.9829162	0.9916135
nitrate + silicate	S_Atlantic	(28.15,28.2]	0.9803006	0.9749311	0.9856099
nitrate + silicate	S_Atlantic	(28.2, Inf]	0.7089057	0.6598396	0.7894859
nitrate + silicate	S_Pacific	(-Inf,26]	0.8969586	0.8614296	0.9171075
nitrate + silicate	S_Pacific	(26,26.5]	0.9556359	0.9472910	0.9624874
nitrate + silicate	S_Pacific	(26.5,26.75]	0.9656863	0.9508455	0.9761528
nitrate + silicate	S_Pacific	(26.75,27]	0.9579070	0.9489577	0.9679841
nitrate + silicate	S_Pacific	(27,27.25]	0.9749657	0.9699585	0.9784694
nitrate + silicate	S_Pacific	(27.25,27.5]	0.9871448	0.9844449	0.9885686
nitrate + silicate	S_Pacific	(27.5,27.75]	0.9885759	0.9850249	0.9914563
nitrate + silicate	S_Pacific	(27.75,27.85]	0.9897810	0.9868693	0.9919104
nitrate + silicate	S_Pacific	(27.85,27.95]	0.9899762	0.9882999	0.9913206
nitrate + silicate	S_Pacific	(27.95,28.05]	0.9917767	0.9890108	0.9949611
nitrate + silicate	S_Pacific	(28.05,28.1]	0.9954717	0.9940561	0.9967334
nitrate + silicate	S_Pacific	(28.1,28.2]	0.9879166	0.9838920	0.9919576
nitrate + silicate	S_Pacific	(28.2,28.3]	0.9543894	0.9311779	0.9711349
nitrate + silicate	S_Pacific	(28.3, Inf]	0.9441735	0.9261387	0.9717142
phosphate + phosphate_star	Indian	(-Inf,26]	0.9221256	0.9120827	0.9377476
phosphate + phosphate_star	Indian	(26,26.5]	0.8240886	0.8173807	0.8366841
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7602338	0.7027094	0.7930295
phosphate + phosphate_star	Indian	(26.75,27]	0.5922419	0.5355961	0.6492592
phosphate + phosphate_star	Indian	(27,27.25]	0.4041768	0.3320917	0.4717282
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.1020814	-0.1660792	-0.0628948
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3941334	-0.4687909	-0.2657879
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7873542	-0.8378980	-0.7100105
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.7154068	-0.8064914	-0.5649975
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.5443464	-0.6269502	-0.5009158
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.4158809	-0.5966735	-0.3172777
phosphate + phosphate_star	Indian	(28.1,28.2]	-0.3498861	-0.5257085	-0.1924113
phosphate + phosphate_star	Indian	(28.2,28.3]	-0.2746524	-0.4411443	0.0291048
phosphate + phosphate_star	Indian	(28.3, Inf]	-0.4645464	-0.5764786	-0.3362580
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.1678928	-0.0744298	0.5108295
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.5991978	0.5288689	0.6628322
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.0792770	-0.2576743	0.4044641
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.0980938	-0.0627387	0.4190337
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.0786454	-0.2853838	0.5215429
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.2134355	-0.0967802	0.6205491
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4905401	0.2646117	0.7047959
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.8898819	0.7917423	0.9422661
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9120344	0.8760004	0.9490207
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9119966	0.8973779	0.9386906
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9523184	0.9424630	0.9622168
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9455006	0.9333672	0.9583677
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9817327	0.9753952	0.9872671
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9963058	0.9939471	0.9988986
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.7276895	0.6903713	0.7464946
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.2951424	0.0616746	0.4686287
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.0894417	-0.1675639	0.2515190
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.1313593	0.0066727	0.2879095
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.5644766	0.4004473	0.7225475
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8919888	0.8718787	0.9052348
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.7786215	0.7672641	0.7911094
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.6898528	0.6663061	0.7253731
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.2433442	0.1475505	0.3187688
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.2620922	-0.3799486	-0.1782892
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.2865438	-0.3253414	-0.2208524
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	-0.5412333	-0.6037885	-0.4571363
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	-0.1930176	-0.2554681	-0.0926706
phosphate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9322171	-0.9683145	-0.8901282
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.9771798	0.9771798	0.9771798
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.8233248	0.7565706	0.8661457
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6488654	0.4001040	0.8800752
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.0863274	-0.2217139	0.3218661
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.1719499	-0.3612734	0.0713915
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.4568257	-0.6073183	-0.2741625
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6970946	-0.7799920	-0.6033806
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.1892357	-0.4167924	0.1100005
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.6607154	0.5326377	0.8491756
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8888333	0.8413408	0.9458833
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9524725	0.9338189	0.9758029
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9728757	0.9665743	0.9836685
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9749504	0.9533088	0.9880404
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9569483	0.9337815	0.9733092
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.6576958	0.5693814	0.7079364
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.7343913	0.6810852	0.8233375
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.7270568	0.6937058	0.7574305
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.7685303	0.7385288	0.7980285
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.6278540	0.5650542	0.6694188
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.3613742	0.2970542	0.4407665
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0099017	-0.1025305	0.0848481
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4750765	-0.5986736	-0.3396161
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5061828	-0.5616012	-0.4015058
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	-0.4986589	-0.7560687	-0.3291944
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2711994	-0.4792031	-0.0787356
phosphate + phosphate_star	S_Pacific	(28.1,28.2]	0.0034986	-0.2290876	0.2413585
phosphate + phosphate_star	S_Pacific	(28.2,28.3]	0.0935941	-0.1674588	0.5346633
phosphate + phosphate_star	S_Pacific	(28.3, Inf]	-0.8146423	-0.8739600	-0.7501898
sal + aou	Indian	(-Inf,26]	-0.3258753	-0.7859215	0.1080115
sal + aou	Indian	(26,26.5]	-0.5630970	-0.7908178	-0.3944563
sal + aou	Indian	(26.5,26.75]	-0.4887764	-0.5667170	-0.4351283
sal + aou	Indian	(26.75,27]	-0.2294485	-0.2969218	-0.1820628
sal + aou	Indian	(27,27.25]	0.1244058	0.0815574	0.1612417
sal + aou	Indian	(27.25,27.5]	0.7082226	0.6598902	0.7326343
sal + aou	Indian	(27.5,27.75]	0.8901759	0.8443013	0.9161003
sal + aou	Indian	(27.75,27.85]	0.9788199	0.9652147	0.9880176
sal + aou	Indian	(27.85,27.95]	0.9710290	0.9423578	0.9879336
sal + aou	Indian	(27.95,28.05]	0.9593892	0.9305415	0.9793406
sal + aou	Indian	(28.05,28.1]	0.9513388	0.9182420	0.9788329
sal + aou	Indian	(28.1,28.2]	0.9284348	0.8977932	0.9690102
sal + aou	Indian	(28.2,28.3]	0.8679641	0.8023740	0.9142525
sal + aou	Indian	(28.3, Inf]	0.9491452	0.9334774	0.9592985
sal + aou	N_Atlantic	(-Inf,26]	-0.0377566	-0.4114224	0.5850416
sal + aou	N_Atlantic	(26,26.5]	-0.4394218	-0.6438782	-0.3327185
sal + aou	N_Atlantic	(26.5,26.75]	0.3934169	0.1775441	0.5542377
sal + aou	N_Atlantic	(26.75,27]	0.5189291	0.3419343	0.7431628
sal + aou	N_Atlantic	(27,27.25]	0.5801173	0.5053594	0.6334789
sal + aou	N_Atlantic	(27.25,27.5]	0.5195146	0.3028831	0.6522102
sal + aou	N_Atlantic	(27.5,27.75]	0.5484545	0.4714987	0.5876948
sal + aou	N_Atlantic	(27.75,27.85]	0.5508625	0.5047059	0.6115052
sal + aou	N_Atlantic	(27.85,27.95]	0.6660355	0.6170083	0.7301998
sal + aou	N_Atlantic	(27.95,28.05]	0.6718983	0.6311557	0.7263117
sal + aou	N_Atlantic	(28.05,28.1]	0.3732236	0.3007452	0.4413258
sal + aou	N_Atlantic	(28.1,28.15]	-0.1060555	-0.2506918	0.0265500
sal + aou	N_Atlantic	(28.15,28.2]	-0.6745775	-0.8014645	-0.5521147
sal + aou	N_Atlantic	(28.2, Inf]	-0.8327260	-0.9509651	-0.7255971
sal + aou	N_Pacific	(-Inf,26]	-0.0319155	-0.0945815	0.0450406
sal + aou	N_Pacific	(26,26.5]	0.2946446	0.0580179	0.5055936
sal + aou	N_Pacific	(26.5,26.75]	0.4458702	0.3190931	0.6767681
sal + aou	N_Pacific	(26.75,27]	0.5445946	0.3633135	0.6915212
sal + aou	N_Pacific	(27,27.25]	0.0426341	-0.1774327	0.2225225
sal + aou	N_Pacific	(27.25,27.5]	-0.6079490	-0.6705231	-0.5605101
sal + aou	N_Pacific	(27.5,27.75]	-0.6172661	-0.6337398	-0.5892535
sal + aou	N_Pacific	(27.75,27.85]	-0.6885901	-0.7328535	-0.6077863
sal + aou	N_Pacific	(27.85,27.95]	-0.5294647	-0.5816791	-0.4974062
sal + aou	N_Pacific	(27.95,28.05]	-0.4333271	-0.4989171	-0.3867862
sal + aou	N_Pacific	(28.05,28.1]	0.0831612	-0.0971052	0.1806308
sal + aou	N_Pacific	(28.1,28.2]	-0.6477828	-0.6524117	-0.6424268
sal + aou	N_Pacific	(28.2,28.3]	-0.1782067	-0.2184185	-0.1411567
sal + aou	N_Pacific	(28.3, Inf]	0.9029930	0.8506538	0.9396352
sal + aou	S_Atlantic	(-Inf,26]	-0.1099936	-0.1099936	-0.1099936
sal + aou	S_Atlantic	(26,26.5]	-0.3220342	-0.4281252	-0.1884904
sal + aou	S_Atlantic	(26.5,26.75]	-0.0528854	-0.4269098	0.2515660
sal + aou	S_Atlantic	(26.75,27]	0.4720042	0.2982141	0.6217571
sal + aou	S_Atlantic	(27,27.25]	0.6661337	0.5132219	0.7807237
sal + aou	S_Atlantic	(27.25,27.5]	0.8635896	0.8192804	0.9017617
sal + aou	S_Atlantic	(27.5,27.75]	0.9570142	0.9356416	0.9765180
sal + aou	S_Atlantic	(27.75,27.85]	0.9507071	0.9402976	0.9565595
sal + aou	S_Atlantic	(27.85,27.95]	0.8646781	0.8344452	0.9195393
sal + aou	S_Atlantic	(27.95,28.05]	0.4970917	0.1085893	0.7313152
sal + aou	S_Atlantic	(28.05,28.1]	-0.2317222	-0.7448596	0.0563376
sal + aou	S_Atlantic	(28.1,28.15]	-0.7240559	-0.8891696	-0.6320818
sal + aou	S_Atlantic	(28.15,28.2]	-0.8412443	-0.9366083	-0.7003727
sal + aou	S_Atlantic	(28.2, Inf]	-0.7053796	-0.8340506	-0.5002945
sal + aou	S_Pacific	(-Inf,26]	-0.2354034	-0.3375903	-0.1566399
sal + aou	S_Pacific	(26,26.5]	-0.0273553	-0.3018915	0.2335581
sal + aou	S_Pacific	(26.5,26.75]	-0.3459243	-0.4030062	-0.2353641
sal + aou	S_Pacific	(26.75,27]	-0.5486348	-0.5858897	-0.5171072
sal + aou	S_Pacific	(27,27.25]	-0.4067327	-0.4817172	-0.3352341
sal + aou	S_Pacific	(27.25,27.5]	0.0655181	-0.1222075	0.1738126
sal + aou	S_Pacific	(27.5,27.75]	0.6913057	0.5990353	0.7452023
sal + aou	S_Pacific	(27.75,27.85]	0.8676819	0.8369902	0.8845241
sal + aou	S_Pacific	(27.85,27.95]	0.8898575	0.8853406	0.8949886
sal + aou	S_Pacific	(27.95,28.05]	0.9264246	0.9145356	0.9483233
sal + aou	S_Pacific	(28.05,28.1]	0.9208379	0.9103446	0.9323547
sal + aou	S_Pacific	(28.1,28.2]	0.8848924	0.8716973	0.8955090
sal + aou	S_Pacific	(28.2,28.3]	0.8012338	0.7097502	0.8542351
sal + aou	S_Pacific	(28.3, Inf]	0.7384998	0.3739708	0.9373762
sal + nitrate	Indian	(-Inf,26]	-0.3271204	-0.7647725	0.0981158
sal + nitrate	Indian	(26,26.5]	-0.6112058	-0.8690803	-0.4815400
sal + nitrate	Indian	(26.5,26.75]	-0.5765322	-0.7331744	-0.4452391
sal + nitrate	Indian	(26.75,27]	-0.3894779	-0.5161048	-0.2572903
sal + nitrate	Indian	(27,27.25]	-0.0812492	-0.1529768	-0.0184403
sal + nitrate	Indian	(27.25,27.5]	0.5031875	0.4040413	0.5701004
sal + nitrate	Indian	(27.5,27.75]	0.7614469	0.6687999	0.8134225
sal + nitrate	Indian	(27.75,27.85]	0.9550134	0.9309349	0.9751127
sal + nitrate	Indian	(27.85,27.95]	0.9441368	0.8894098	0.9770430
sal + nitrate	Indian	(27.95,28.05]	0.9225329	0.8660314	0.9620501
sal + nitrate	Indian	(28.05,28.1]	0.9007306	0.8384772	0.9502034
sal + nitrate	Indian	(28.1,28.2]	0.8497175	0.7821086	0.9304898
sal + nitrate	Indian	(28.2,28.3]	0.7693605	0.6987299	0.8519907
sal + nitrate	Indian	(28.3, Inf]	0.8712388	0.8490790	0.8861326
sal + nitrate	N_Atlantic	(-Inf,26]	-0.1124146	-0.6437510	0.8768457
sal + nitrate	N_Atlantic	(26,26.5]	-0.6249534	-0.7761133	-0.4817442
sal + nitrate	N_Atlantic	(26.5,26.75]	0.4591702	0.2156262	0.6604620
sal + nitrate	N_Atlantic	(26.75,27]	0.5827843	0.3931200	0.7837247
sal + nitrate	N_Atlantic	(27,27.25]	0.6237544	0.5228131	0.6976536
sal + nitrate	N_Atlantic	(27.25,27.5]	0.4984299	0.2559801	0.6254828
sal + nitrate	N_Atlantic	(27.5,27.75]	0.5643273	0.4632639	0.6188601
sal + nitrate	N_Atlantic	(27.75,27.85]	0.6165699	0.5511044	0.6863378
sal + nitrate	N_Atlantic	(27.85,27.95]	0.7224889	0.6741306	0.7659351
sal + nitrate	N_Atlantic	(27.95,28.05]	0.8091298	0.7711283	0.8721263
sal + nitrate	N_Atlantic	(28.05,28.1]	0.6388625	0.5898377	0.7107796
sal + nitrate	N_Atlantic	(28.1,28.15]	0.0375503	-0.2616692	0.2783451
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.7581205	-0.8650645	-0.6626745
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.8040753	-0.9848138	-0.6636638
sal + nitrate	N_Pacific	(-Inf,26]	-0.1895038	-0.2736286	-0.0721185
sal + nitrate	N_Pacific	(26,26.5]	0.1319168	-0.0996381	0.3364507
sal + nitrate	N_Pacific	(26.5,26.75]	0.0073200	-0.1643904	0.1417824
sal + nitrate	N_Pacific	(26.75,27]	-0.2573596	-0.3229369	-0.1849209
sal + nitrate	N_Pacific	(27,27.25]	-0.4735855	-0.5254201	-0.4208309
sal + nitrate	N_Pacific	(27.25,27.5]	-0.6327441	-0.6860511	-0.6015972
sal + nitrate	N_Pacific	(27.5,27.75]	-0.5446715	-0.5669023	-0.5224184
sal + nitrate	N_Pacific	(27.75,27.85]	-0.8096768	-0.8342018	-0.7902518
sal + nitrate	N_Pacific	(27.85,27.95]	-0.5706070	-0.6003251	-0.5370154
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2842641	-0.3590996	-0.2378817
sal + nitrate	N_Pacific	(28.05,28.1]	0.0780303	-0.0644916	0.1949642
sal + nitrate	N_Pacific	(28.1,28.2]	-0.6424417	-0.6780186	-0.6163206
sal + nitrate	N_Pacific	(28.2,28.3]	-0.2190559	-0.2542396	-0.1795670
sal + nitrate	N_Pacific	(28.3, Inf]	0.8423825	0.7622124	0.8991542
sal + nitrate	S_Atlantic	(-Inf,26]	-0.1281071	-0.1281071	-0.1281071
sal + nitrate	S_Atlantic	(26,26.5]	-0.5555613	-0.6826040	-0.4111433
sal + nitrate	S_Atlantic	(26.5,26.75]	-0.2839158	-0.6453565	0.0660352
sal + nitrate	S_Atlantic	(26.75,27]	0.3362541	0.1180636	0.4961847
sal + nitrate	S_Atlantic	(27,27.25]	0.4901409	0.2552862	0.6372477
sal + nitrate	S_Atlantic	(27.25,27.5]	0.6525160	0.5119739	0.7595005
sal + nitrate	S_Atlantic	(27.5,27.75]	0.8400734	0.7845848	0.8943677
sal + nitrate	S_Atlantic	(27.75,27.85]	0.5083699	0.3372479	0.6209761
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.5204967	-0.7739446	-0.3231606
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.8631299	-0.9282115	-0.8032279
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.9436797	-0.9685143	-0.9230018
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.9627222	-0.9765699	-0.9553784
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.9704374	-0.9810101	-0.9534643
sal + nitrate	S_Atlantic	(28.2, Inf]	-0.8777245	-0.9318291	-0.8152744
sal + nitrate	S_Pacific	(-Inf,26]	-0.2759952	-0.3774215	-0.1911760
sal + nitrate	S_Pacific	(26,26.5]	-0.1210542	-0.3533847	0.1153510
sal + nitrate	S_Pacific	(26.5,26.75]	-0.4355124	-0.4754592	-0.3663767
sal + nitrate	S_Pacific	(26.75,27]	-0.6493316	-0.6993553	-0.6156820
sal + nitrate	S_Pacific	(27,27.25]	-0.5391246	-0.6139997	-0.4799691
sal + nitrate	S_Pacific	(27.25,27.5]	-0.0769749	-0.2843822	0.0596342
sal + nitrate	S_Pacific	(27.5,27.75]	0.6184021	0.5035145	0.6977015
sal + nitrate	S_Pacific	(27.75,27.85]	0.8436265	0.8094168	0.8652914
sal + nitrate	S_Pacific	(27.85,27.95]	0.8557677	0.8486471	0.8690849
sal + nitrate	S_Pacific	(27.95,28.05]	0.8946906	0.8771395	0.9248837
sal + nitrate	S_Pacific	(28.05,28.1]	0.8796835	0.8704022	0.8950019
sal + nitrate	S_Pacific	(28.1,28.2]	0.8402199	0.8314607	0.8472157
sal + nitrate	S_Pacific	(28.2,28.3]	0.7608874	0.6852239	0.7995911
sal + nitrate	S_Pacific	(28.3, Inf]	0.7293690	0.3822815	0.9052537
sal + phosphate	Indian	(-Inf,26]	-0.3970712	-0.8268862	-0.0006395
sal + phosphate	Indian	(26,26.5]	-0.6316903	-0.8573441	-0.4490338
sal + phosphate	Indian	(26.5,26.75]	-0.5774941	-0.6756401	-0.5135650
sal + phosphate	Indian	(26.75,27]	-0.3629067	-0.4642334	-0.2944980
sal + phosphate	Indian	(27,27.25]	-0.0425877	-0.0815497	0.0000725
sal + phosphate	Indian	(27.25,27.5]	0.5256919	0.4051017	0.5863952
sal + phosphate	Indian	(27.5,27.75]	0.7738203	0.6794358	0.8246713
sal + phosphate	Indian	(27.75,27.85]	0.9567490	0.9319094	0.9723811
sal + phosphate	Indian	(27.85,27.95]	0.9435124	0.8834648	0.9770319
sal + phosphate	Indian	(27.95,28.05]	0.9202855	0.8534742	0.9632595
sal + phosphate	Indian	(28.05,28.1]	0.9010685	0.8360454	0.9481359
sal + phosphate	Indian	(28.1,28.2]	0.8553566	0.7847518	0.9321479
sal + phosphate	Indian	(28.2,28.3]	0.7947540	0.7312790	0.8728543
sal + phosphate	Indian	(28.3, Inf]	0.8919609	0.8577971	0.9185375
sal + phosphate	N_Atlantic	(-Inf,26]	-0.0798575	-0.2907673	0.2303182
sal + phosphate	N_Atlantic	(26,26.5]	-0.4933145	-0.6659615	-0.3642122
sal + phosphate	N_Atlantic	(26.5,26.75]	0.2964038	0.1238544	0.4372235
sal + phosphate	N_Atlantic	(26.75,27]	0.4697287	0.2809756	0.6957600
sal + phosphate	N_Atlantic	(27,27.25]	0.5141974	0.4503143	0.5545420
sal + phosphate	N_Atlantic	(27.25,27.5]	0.3921322	0.1672694	0.5116437
sal + phosphate	N_Atlantic	(27.5,27.75]	0.4998691	0.4084385	0.5547057
sal + phosphate	N_Atlantic	(27.75,27.85]	0.6094779	0.5437404	0.6762611
sal + phosphate	N_Atlantic	(27.85,27.95]	0.7148560	0.6703646	0.7519123
sal + phosphate	N_Atlantic	(27.95,28.05]	0.8170687	0.7837055	0.8728111
sal + phosphate	N_Atlantic	(28.05,28.1]	0.6590555	0.6070626	0.7399023
sal + phosphate	N_Atlantic	(28.1,28.15]	0.1332027	-0.1531333	0.3824606
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7337575	-0.8476020	-0.6364273
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.7838019	-0.9749614	-0.6334978
sal + phosphate	N_Pacific	(-Inf,26]	-0.2464999	-0.3302481	-0.1370814
sal + phosphate	N_Pacific	(26,26.5]	0.0955446	-0.1262293	0.3370339
sal + phosphate	N_Pacific	(26.5,26.75]	0.2977509	0.1535191	0.5454219
sal + phosphate	N_Pacific	(26.75,27]	0.2458510	0.1017429	0.3688963
sal + phosphate	N_Pacific	(27,27.25]	-0.2050822	-0.3446282	-0.1023170
sal + phosphate	N_Pacific	(27.25,27.5]	-0.4401593	-0.4948682	-0.3892752
sal + phosphate	N_Pacific	(27.5,27.75]	-0.3690286	-0.3857246	-0.3413120
sal + phosphate	N_Pacific	(27.75,27.85]	-0.5649863	-0.6182539	-0.4660854
sal + phosphate	N_Pacific	(27.85,27.95]	-0.3825555	-0.4395467	-0.3510789
sal + phosphate	N_Pacific	(27.95,28.05]	-0.3174667	-0.3787543	-0.2615128
sal + phosphate	N_Pacific	(28.05,28.1]	0.0880232	-0.0708765	0.1965553
sal + phosphate	N_Pacific	(28.1,28.2]	-0.6628547	-0.6791457	-0.6536854
sal + phosphate	N_Pacific	(28.2,28.3]	-0.2084390	-0.2458533	-0.1730191
sal + phosphate	N_Pacific	(28.3, Inf]	0.8986161	0.8328496	0.9453412
sal + phosphate	S_Atlantic	(-Inf,26]	-0.2260120	-0.2260120	-0.2260120
sal + phosphate	S_Atlantic	(26,26.5]	-0.5771636	-0.7243448	-0.3851464
sal + phosphate	S_Atlantic	(26.5,26.75]	-0.3281908	-0.6799829	0.0358200
sal + phosphate	S_Atlantic	(26.75,27]	0.2481524	0.0155355	0.4446571
sal + phosphate	S_Atlantic	(27,27.25]	0.4204426	0.1728576	0.5840975
sal + phosphate	S_Atlantic	(27.25,27.5]	0.6157923	0.4682613	0.7298964
sal + phosphate	S_Atlantic	(27.5,27.75]	0.8030781	0.7557993	0.8551338
sal + phosphate	S_Atlantic	(27.75,27.85]	0.2559154	-0.0559448	0.4896325
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.6120514	-0.8239924	-0.4708679
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.8696945	-0.9341055	-0.8096734
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9435430	-0.9684161	-0.9221451
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9621051	-0.9760834	-0.9544843
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9696376	-0.9798899	-0.9533904
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.8154764	-0.8890482	-0.7379503
sal + phosphate	S_Pacific	(-Inf,26]	-0.2014218	-0.2849101	-0.1030528
sal + phosphate	S_Pacific	(26,26.5]	-0.1383128	-0.3719277	0.1327247
sal + phosphate	S_Pacific	(26.5,26.75]	-0.4470492	-0.5095917	-0.3625248
sal + phosphate	S_Pacific	(26.75,27]	-0.6466894	-0.6567907	-0.6345670
sal + phosphate	S_Pacific	(27,27.25]	-0.5520363	-0.6237541	-0.5133376
sal + phosphate	S_Pacific	(27.25,27.5]	-0.1003694	-0.2977306	0.0500957
sal + phosphate	S_Pacific	(27.5,27.75]	0.6010887	0.4869377	0.6826299
sal + phosphate	S_Pacific	(27.75,27.85]	0.8297261	0.7930095	0.8550951
sal + phosphate	S_Pacific	(27.85,27.95]	0.8479129	0.8391927	0.8620085
sal + phosphate	S_Pacific	(27.95,28.05]	0.8934161	0.8776623	0.9215664
sal + phosphate	S_Pacific	(28.05,28.1]	0.8813969	0.8728916	0.8940184
sal + phosphate	S_Pacific	(28.1,28.2]	0.8462954	0.8403009	0.8506848
sal + phosphate	S_Pacific	(28.2,28.3]	0.7800138	0.7129201	0.8141263
sal + phosphate	S_Pacific	(28.3, Inf]	0.7518319	0.3969495	0.9362649
sal + phosphate_star	Indian	(-Inf,26]	-0.5185787	-0.8305520	-0.1549341
sal + phosphate_star	Indian	(26,26.5]	-0.7862067	-0.9097381	-0.6526756
sal + phosphate_star	Indian	(26.5,26.75]	-0.8343496	-0.9277915	-0.7786774
sal + phosphate_star	Indian	(26.75,27]	-0.8539866	-0.9352891	-0.8093475
sal + phosphate_star	Indian	(27,27.25]	-0.8686741	-0.9298785	-0.8310929
sal + phosphate_star	Indian	(27.25,27.5]	-0.8733214	-0.9299211	-0.8129067
sal + phosphate_star	Indian	(27.5,27.75]	-0.8752507	-0.8806208	-0.8709093
sal + phosphate_star	Indian	(27.75,27.85]	-0.9233946	-0.9366614	-0.9059220
sal + phosphate_star	Indian	(27.85,27.95]	-0.8845769	-0.8996498	-0.8692377
sal + phosphate_star	Indian	(27.95,28.05]	-0.7868514	-0.8607306	-0.7204412
sal + phosphate_star	Indian	(28.05,28.1]	-0.7384600	-0.7990001	-0.6508907
sal + phosphate_star	Indian	(28.1,28.2]	-0.6927416	-0.7448267	-0.6000530
sal + phosphate_star	Indian	(28.2,28.3]	-0.6562831	-0.7717573	-0.4811795
sal + phosphate_star	Indian	(28.3, Inf]	-0.7533399	-0.7720402	-0.7276270
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.5621152	-0.9810049	-0.2804997
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.6933696	-0.7834991	-0.6252892
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8735498	-0.9613576	-0.7793261
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.7236721	-0.8332263	-0.6452558
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.7223247	-0.9132197	-0.4437922
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7610767	-0.8746462	-0.6414759
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4126696	-0.5795768	-0.2974173
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.3648962	0.3037727	0.4565790
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.5416867	0.5004534	0.5662220
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7325682	0.6959005	0.7538955
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.6719145	0.6460519	0.7180503
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.2099385	-0.0461864	0.4449632
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7716563	-0.8713285	-0.6913009
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.7704474	-0.9850780	-0.6099960
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7350840	-0.7822639	-0.6452928
sal + phosphate_star	N_Pacific	(26,26.5]	-0.7886394	-0.8108478	-0.7481547
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.8132118	-0.8482408	-0.7864071
sal + phosphate_star	N_Pacific	(26.75,27]	-0.8439484	-0.8783660	-0.8047261
sal + phosphate_star	N_Pacific	(27,27.25]	-0.8304111	-0.8665361	-0.7926452
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.3933810	-0.4321793	-0.3492645
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.0601859	0.0224914	0.0882014
sal + phosphate_star	N_Pacific	(27.75,27.85]	-0.0482101	-0.1046328	0.0325371
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.5432350	0.4993807	0.6055956
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.8151048	0.7667661	0.8419822
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.0939768	-0.1563014	0.3124039
sal + phosphate_star	N_Pacific	(28.1,28.2]	0.4210421	0.2527806	0.5487164
sal + phosphate_star	N_Pacific	(28.2,28.3]	-0.6236444	-0.6537122	-0.5915453
sal + phosphate_star	N_Pacific	(28.3, Inf]	-0.9758254	-0.9882401	-0.9554082
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.1238243	-0.1238243	-0.1238243
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8848816	-0.9444433	-0.8361750
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8480434	-0.8957600	-0.7831809
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8836125	-0.9125969	-0.8470365
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9400344	-0.9503851	-0.9281111
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9772565	-0.9818698	-0.9734969
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9822597	-0.9885013	-0.9713785
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9951236	-0.9972909	-0.9926285
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9956495	-0.9974888	-0.9946132
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9954450	-0.9964661	-0.9944770
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9968946	-0.9976436	-0.9961610
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9959949	-0.9970669	-0.9951716
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9923498	-0.9950334	-0.9876571
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.8166336	-0.8949986	-0.7659156
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.4021156	-0.4515434	-0.3646386
sal + phosphate_star	S_Pacific	(26,26.5]	-0.6131882	-0.7037540	-0.4459024
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.8295990	-0.8722240	-0.7852351
sal + phosphate_star	S_Pacific	(26.75,27]	-0.8943095	-0.9121008	-0.8654654
sal + phosphate_star	S_Pacific	(27,27.25]	-0.9128784	-0.9303484	-0.8879426
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.8850668	-0.9164248	-0.8378946
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.7000776	-0.7511737	-0.6289374
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.8209284	-0.8733560	-0.7655264
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.8442510	-0.8923438	-0.7796618
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.7842958	-0.9254819	-0.6845686
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.6625101	-0.7980910	-0.5252637
sal + phosphate_star	S_Pacific	(28.1,28.2]	-0.3863449	-0.6031319	-0.1496421
sal + phosphate_star	S_Pacific	(28.2,28.3]	-0.2358588	-0.5660796	0.2781107
sal + phosphate_star	S_Pacific	(28.3, Inf]	-0.6367585	-0.8595631	-0.2587607
sal + silicate	Indian	(-Inf,26]	-0.6321065	-0.9042640	-0.4156996
sal + silicate	Indian	(26,26.5]	-0.6940237	-0.8028668	-0.5649774
sal + silicate	Indian	(26.5,26.75]	-0.6048634	-0.6383131	-0.5806304
sal + silicate	Indian	(26.75,27]	-0.3594496	-0.3755755	-0.3410174
sal + silicate	Indian	(27,27.25]	-0.0968345	-0.1780273	-0.0215271
sal + silicate	Indian	(27.25,27.5]	0.5056103	0.4368127	0.5443798
sal + silicate	Indian	(27.5,27.75]	0.7436588	0.6718790	0.7920081
sal + silicate	Indian	(27.75,27.85]	0.9556592	0.9341281	0.9680022
sal + silicate	Indian	(27.85,27.95]	0.9395150	0.8798404	0.9720314
sal + silicate	Indian	(27.95,28.05]	0.9267595	0.8639864	0.9656030
sal + silicate	Indian	(28.05,28.1]	0.9268087	0.8717401	0.9630354
sal + silicate	Indian	(28.1,28.2]	0.9140561	0.8631000	0.9614701
sal + silicate	Indian	(28.2,28.3]	0.9199477	0.8980962	0.9593665
sal + silicate	Indian	(28.3, Inf]	0.8410991	0.7929291	0.8759438
sal + silicate	N_Atlantic	(-Inf,26]	-0.8549645	-0.9463317	-0.7226283
sal + silicate	N_Atlantic	(26,26.5]	-0.7945644	-0.8950910	-0.6145932
sal + silicate	N_Atlantic	(26.5,26.75]	0.5029832	0.1471879	0.6946661
sal + silicate	N_Atlantic	(26.75,27]	0.6813101	0.5154688	0.8287609
sal + silicate	N_Atlantic	(27,27.25]	0.6778798	0.5488699	0.7956027
sal + silicate	N_Atlantic	(27.25,27.5]	0.5003975	0.2390748	0.6602810
sal + silicate	N_Atlantic	(27.5,27.75]	0.5555297	0.4449644	0.6355074
sal + silicate	N_Atlantic	(27.75,27.85]	0.5653489	0.5151266	0.6253470
sal + silicate	N_Atlantic	(27.85,27.95]	0.5281162	0.5086864	0.5605847
sal + silicate	N_Atlantic	(27.95,28.05]	0.5806614	0.4594866	0.6796684
sal + silicate	N_Atlantic	(28.05,28.1]	0.2844211	0.1592707	0.4411244
sal + silicate	N_Atlantic	(28.1,28.15]	0.5092987	0.3367908	0.6844111
sal + silicate	N_Atlantic	(28.15,28.2]	-0.7286123	-0.8443821	-0.6209353
sal + silicate	N_Atlantic	(28.2, Inf]	-0.8006022	-0.9764444	-0.6463609
sal + silicate	N_Pacific	(-Inf,26]	-0.2881749	-0.3706592	-0.2331111
sal + silicate	N_Pacific	(26,26.5]	0.0575888	-0.0967065	0.1844305
sal + silicate	N_Pacific	(26.5,26.75]	-0.0187445	-0.1312746	0.1328420
sal + silicate	N_Pacific	(26.75,27]	-0.1984801	-0.3585847	-0.0489242
sal + silicate	N_Pacific	(27,27.25]	-0.4349818	-0.5306307	-0.3166513
sal + silicate	N_Pacific	(27.25,27.5]	-0.6842947	-0.7497422	-0.6059968
sal + silicate	N_Pacific	(27.5,27.75]	-0.5827799	-0.6726302	-0.5261590
sal + silicate	N_Pacific	(27.75,27.85]	-0.7392187	-0.7826456	-0.7006734
sal + silicate	N_Pacific	(27.85,27.95]	-0.3971555	-0.4541180	-0.3345114
sal + silicate	N_Pacific	(27.95,28.05]	0.0363015	-0.0466855	0.1141774
sal + silicate	N_Pacific	(28.05,28.1]	0.3135355	0.1766532	0.4021754
sal + silicate	N_Pacific	(28.1,28.2]	0.3538542	0.2804212	0.4310819
sal + silicate	N_Pacific	(28.2,28.3]	0.2200183	0.1653265	0.2704277
sal + silicate	N_Pacific	(28.3, Inf]	0.9701573	0.9491042	0.9844055
sal + silicate	S_Atlantic	(-Inf,26]	-0.7065013	-0.7065013	-0.7065013
sal + silicate	S_Atlantic	(26,26.5]	-0.5670430	-0.7072791	-0.4008046
sal + silicate	S_Atlantic	(26.5,26.75]	-0.3641196	-0.5558688	-0.0973636
sal + silicate	S_Atlantic	(26.75,27]	-0.1346169	-0.2867326	-0.0260799
sal + silicate	S_Atlantic	(27,27.25]	-0.2220144	-0.2833884	-0.1419891
sal + silicate	S_Atlantic	(27.25,27.5]	-0.0566215	-0.2902407	0.2211032
sal + silicate	S_Atlantic	(27.5,27.75]	-0.1062060	-0.3826821	0.2784590
sal + silicate	S_Atlantic	(27.75,27.85]	-0.4489200	-0.7641311	-0.1116373
sal + silicate	S_Atlantic	(27.85,27.95]	-0.7281557	-0.8903981	-0.6363648
sal + silicate	S_Atlantic	(27.95,28.05]	-0.8323558	-0.9296593	-0.7449731
sal + silicate	S_Atlantic	(28.05,28.1]	-0.9142245	-0.9575725	-0.8762959
sal + silicate	S_Atlantic	(28.1,28.15]	-0.9268668	-0.9579074	-0.9104624
sal + silicate	S_Atlantic	(28.15,28.2]	-0.9213935	-0.9473584	-0.8853737
sal + silicate	S_Atlantic	(28.2, Inf]	-0.3563437	-0.5599409	-0.1937462
sal + silicate	S_Pacific	(-Inf,26]	-0.4125087	-0.4527812	-0.3481395
sal + silicate	S_Pacific	(26,26.5]	-0.1688327	-0.4003553	0.0848629
sal + silicate	S_Pacific	(26.5,26.75]	-0.3958718	-0.4497768	-0.2946558
sal + silicate	S_Pacific	(26.75,27]	-0.5733813	-0.6322793	-0.5154505
sal + silicate	S_Pacific	(27,27.25]	-0.5343503	-0.5813204	-0.5058635
sal + silicate	S_Pacific	(27.25,27.5]	-0.1271915	-0.3155484	0.0119083
sal + silicate	S_Pacific	(27.5,27.75]	0.6131586	0.4986247	0.6942731
sal + silicate	S_Pacific	(27.75,27.85]	0.8714119	0.8485173	0.8860844
sal + silicate	S_Pacific	(27.85,27.95]	0.8755974	0.8668567	0.8839198
sal + silicate	S_Pacific	(27.95,28.05]	0.9131557	0.9028304	0.9301375
sal + silicate	S_Pacific	(28.05,28.1]	0.8977900	0.8946370	0.9027630
sal + silicate	S_Pacific	(28.1,28.2]	0.8819354	0.8737103	0.8881825
sal + silicate	S_Pacific	(28.2,28.3]	0.8302513	0.8053981	0.8525294
sal + silicate	S_Pacific	(28.3, Inf]	0.7730497	0.4201648	0.9593770
sal + temp	Indian	(-Inf,26]	0.1861875	-0.5416070	0.6497333
sal + temp	Indian	(26,26.5]	0.8497844	0.8083124	0.8872379
sal + temp	Indian	(26.5,26.75]	0.8992007	0.8826140	0.9183346
sal + temp	Indian	(26.75,27]	0.9010789	0.8873698	0.9189900
sal + temp	Indian	(27,27.25]	0.9167505	0.9011418	0.9262461
sal + temp	Indian	(27.25,27.5]	0.9273905	0.9120940	0.9426280
sal + temp	Indian	(27.5,27.75]	0.9027037	0.8784298	0.9197786
sal + temp	Indian	(27.75,27.85]	0.9614843	0.9487101	0.9679331
sal + temp	Indian	(27.85,27.95]	0.9420131	0.9231587	0.9519580
sal + temp	Indian	(27.95,28.05]	0.9286235	0.9171653	0.9402601
sal + temp	Indian	(28.05,28.1]	0.9529005	0.9492372	0.9570600
sal + temp	Indian	(28.1,28.2]	0.9037891	0.8667470	0.9353222
sal + temp	Indian	(28.2,28.3]	0.9268925	0.9124858	0.9556875
sal + temp	Indian	(28.3, Inf]	0.9550582	0.9408062	0.9624436
sal + temp	N_Atlantic	(-Inf,26]	0.7974916	0.6261811	0.9618835
sal + temp	N_Atlantic	(26,26.5]	0.8353792	0.8088451	0.8712794
sal + temp	N_Atlantic	(26.5,26.75]	0.9899349	0.9838788	0.9947844
sal + temp	N_Atlantic	(26.75,27]	0.9858267	0.9829522	0.9893382
sal + temp	N_Atlantic	(27,27.25]	0.9891374	0.9818008	0.9933773
sal + temp	N_Atlantic	(27.25,27.5]	0.9894225	0.9853464	0.9929400
sal + temp	N_Atlantic	(27.5,27.75]	0.9737791	0.9699977	0.9788332
sal + temp	N_Atlantic	(27.75,27.85]	0.9533086	0.9511949	0.9552456
sal + temp	N_Atlantic	(27.85,27.95]	0.9006987	0.9002104	0.9014118
sal + temp	N_Atlantic	(27.95,28.05]	0.7839507	0.7397125	0.8308536
sal + temp	N_Atlantic	(28.05,28.1]	0.3935657	0.2225756	0.5504343
sal + temp	N_Atlantic	(28.1,28.15]	0.0612076	-0.3056881	0.3462909
sal + temp	N_Atlantic	(28.15,28.2]	0.8090960	0.7424623	0.8485447
sal + temp	N_Atlantic	(28.2, Inf]	0.2044780	-0.3369783	0.9238672
sal + temp	N_Pacific	(-Inf,26]	0.8294234	0.7377845	0.9041132
sal + temp	N_Pacific	(26,26.5]	0.9195648	0.8951906	0.9337086
sal + temp	N_Pacific	(26.5,26.75]	0.9614185	0.9501518	0.9756580
sal + temp	N_Pacific	(26.75,27]	0.9678994	0.9561989	0.9778221
sal + temp	N_Pacific	(27,27.25]	0.9605787	0.9479466	0.9702903
sal + temp	N_Pacific	(27.25,27.5]	0.8092151	0.7563323	0.8559147
sal + temp	N_Pacific	(27.5,27.75]	0.4652402	0.3780670	0.6138692
sal + temp	N_Pacific	(27.75,27.85]	0.6331233	0.5746943	0.7169417
sal + temp	N_Pacific	(27.85,27.95]	0.0542227	-0.0203963	0.1956217
sal + temp	N_Pacific	(27.95,28.05]	-0.6052224	-0.6524657	-0.5785502
sal + temp	N_Pacific	(28.05,28.1]	-0.2371944	-0.3810968	-0.1382393
sal + temp	N_Pacific	(28.1,28.2]	-0.7910748	-0.8340720	-0.7535738
sal + temp	N_Pacific	(28.2,28.3]	-0.0522654	-0.1377440	0.0195287
sal + temp	N_Pacific	(28.3, Inf]	0.8544005	0.7475198	0.9155068
sal + temp	S_Atlantic	(-Inf,26]	-0.1255053	-0.1255053	-0.1255053
sal + temp	S_Atlantic	(26,26.5]	0.9803533	0.9733650	0.9872443
sal + temp	S_Atlantic	(26.5,26.75]	0.9617799	0.9560569	0.9711412
sal + temp	S_Atlantic	(26.75,27]	0.9545098	0.9491620	0.9594726
sal + temp	S_Atlantic	(27,27.25]	0.9463754	0.9406264	0.9492514
sal + temp	S_Atlantic	(27.25,27.5]	0.9516872	0.9500980	0.9545786
sal + temp	S_Atlantic	(27.5,27.75]	0.9122634	0.8831039	0.9273444
sal + temp	S_Atlantic	(27.75,27.85]	0.9725637	0.9613982	0.9819371
sal + temp	S_Atlantic	(27.85,27.95]	0.9634533	0.9513832	0.9717965
sal + temp	S_Atlantic	(27.95,28.05]	0.9638557	0.9626003	0.9655997
sal + temp	S_Atlantic	(28.05,28.1]	0.9721199	0.9693944	0.9752421
sal + temp	S_Atlantic	(28.1,28.15]	0.9754870	0.9744458	0.9772977
sal + temp	S_Atlantic	(28.15,28.2]	0.9684734	0.9518474	0.9792220
sal + temp	S_Atlantic	(28.2, Inf]	0.8889083	0.8661391	0.9268862
sal + temp	S_Pacific	(-Inf,26]	0.7045166	0.5895280	0.8390489
sal + temp	S_Pacific	(26,26.5]	0.8759782	0.8419327	0.9096898
sal + temp	S_Pacific	(26.5,26.75]	0.9145751	0.8854359	0.9345633
sal + temp	S_Pacific	(26.75,27]	0.9120010	0.8919997	0.9240374
sal + temp	S_Pacific	(27,27.25]	0.8837656	0.8737905	0.8955318
sal + temp	S_Pacific	(27.25,27.5]	0.8635381	0.8535542	0.8703259
sal + temp	S_Pacific	(27.5,27.75]	0.7383456	0.7374322	0.7396388
sal + temp	S_Pacific	(27.75,27.85]	0.9162688	0.8866189	0.9508406
sal + temp	S_Pacific	(27.85,27.95]	0.9374055	0.9036795	0.9590014
sal + temp	S_Pacific	(27.95,28.05]	0.9385227	0.9159018	0.9710801
sal + temp	S_Pacific	(28.05,28.1]	0.9564785	0.9490781	0.9644098
sal + temp	S_Pacific	(28.1,28.2]	0.8541307	0.8103430	0.8960411
sal + temp	S_Pacific	(28.2,28.3]	0.8383588	0.7224365	0.9124906
sal + temp	S_Pacific	(28.3, Inf]	0.7326826	0.2885323	0.9707585
silicate + phosphate	Indian	(-Inf,26]	0.8958594	0.8382326	0.9341612
silicate + phosphate	Indian	(26,26.5]	0.9251618	0.9106370	0.9340351
silicate + phosphate	Indian	(26.5,26.75]	0.9560596	0.9504225	0.9667563
silicate + phosphate	Indian	(26.75,27]	0.9726856	0.9681657	0.9760785
silicate + phosphate	Indian	(27,27.25]	0.9832706	0.9774792	0.9884587
silicate + phosphate	Indian	(27.25,27.5]	0.9841092	0.9823909	0.9856447
silicate + phosphate	Indian	(27.5,27.75]	0.9798337	0.9781812	0.9809127
silicate + phosphate	Indian	(27.75,27.85]	0.9897482	0.9864443	0.9920718
silicate + phosphate	Indian	(27.85,27.95]	0.9915135	0.9891542	0.9932668
silicate + phosphate	Indian	(27.95,28.05]	0.9904983	0.9892781	0.9916313
silicate + phosphate	Indian	(28.05,28.1]	0.9937397	0.9926823	0.9954208
silicate + phosphate	Indian	(28.1,28.2]	0.9776787	0.9718859	0.9839147
silicate + phosphate	Indian	(28.2,28.3]	0.9409452	0.9290074	0.9598488
silicate + phosphate	Indian	(28.3, Inf]	0.9610399	0.9491348	0.9734513
silicate + phosphate	N_Atlantic	(-Inf,26]	-0.1928999	-0.6296413	0.0269259
silicate + phosphate	N_Atlantic	(26,26.5]	0.4605828	0.2559778	0.5663596
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.6962181	0.6368847	0.7895420
silicate + phosphate	N_Atlantic	(26.75,27]	0.9043490	0.8804636	0.9220364
silicate + phosphate	N_Atlantic	(27,27.25]	0.9564369	0.9270552	0.9740397
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9806935	0.9631844	0.9915762
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9879803	0.9776645	0.9944471
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9759394	0.9538218	0.9888235
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9096846	0.8797554	0.9536285
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.7173575	0.6653283	0.8162938
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.4072647	0.2735599	0.5066309
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.7101537	0.6692556	0.7418938
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9842731	0.9819262	0.9884062
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9914679	0.9875487	0.9992380
silicate + phosphate	N_Pacific	(-Inf,26]	0.9572253	0.9546683	0.9605608
silicate + phosphate	N_Pacific	(26,26.5]	0.7763021	0.6755829	0.8308705
silicate + phosphate	N_Pacific	(26.5,26.75]	0.6035459	0.5086775	0.7229161
silicate + phosphate	N_Pacific	(26.75,27]	0.4207321	0.3608449	0.4826853
silicate + phosphate	N_Pacific	(27,27.25]	0.6477354	0.6232028	0.6624898
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7816480	0.7237856	0.8200583
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7932752	0.7252745	0.8281330
silicate + phosphate	N_Pacific	(27.75,27.85]	0.8194930	0.7803778	0.8689560
silicate + phosphate	N_Pacific	(27.85,27.95]	0.7568034	0.7023163	0.8091605
silicate + phosphate	N_Pacific	(27.95,28.05]	0.6462920	0.6250726	0.6654494
silicate + phosphate	N_Pacific	(28.05,28.1]	0.7640090	0.7219945	0.8166638
silicate + phosphate	N_Pacific	(28.1,28.2]	0.3316457	0.2948371	0.3762664
silicate + phosphate	N_Pacific	(28.2,28.3]	0.8582547	0.8498736	0.8651106
silicate + phosphate	N_Pacific	(28.3, Inf]	0.9673842	0.9478576	0.9790768
silicate + phosphate	S_Atlantic	(-Inf,26]	0.2706217	0.2706217	0.2706217
silicate + phosphate	S_Atlantic	(26,26.5]	0.9654146	0.9629654	0.9699855
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9524879	0.9266555	0.9697584
silicate + phosphate	S_Atlantic	(26.75,27]	0.8661119	0.8064265	0.8973332
silicate + phosphate	S_Atlantic	(27,27.25]	0.7036157	0.5821848	0.8030440
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.4151315	0.1346748	0.7263087
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.2916890	-0.0241700	0.6947230
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.6197918	0.5307742	0.7343161
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9370061	0.8925469	0.9644217
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9749007	0.9723632	0.9772313
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9899503	0.9880129	0.9922167
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9883126	0.9856497	0.9933012
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9834734	0.9783395	0.9884569
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.8026527	0.7695754	0.8596548
silicate + phosphate	S_Pacific	(-Inf,26]	0.9216233	0.9071280	0.9358336
silicate + phosphate	S_Pacific	(26,26.5]	0.9720090	0.9672931	0.9768996
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9756978	0.9708592	0.9794160
silicate + phosphate	S_Pacific	(26.75,27]	0.9608752	0.9261947	0.9837350
silicate + phosphate	S_Pacific	(27,27.25]	0.9836810	0.9777733	0.9879378
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9822503	0.9804050	0.9836665
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9786917	0.9743013	0.9827152
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9863418	0.9830434	0.9893013
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9888716	0.9867394	0.9905245
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9926818	0.9903847	0.9956245
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9969636	0.9961867	0.9978555
silicate + phosphate	S_Pacific	(28.1,28.2]	0.9895218	0.9860861	0.9934667
silicate + phosphate	S_Pacific	(28.2,28.3]	0.9652349	0.9459553	0.9782818
silicate + phosphate	S_Pacific	(28.3, Inf]	0.9717321	0.9640611	0.9868206
silicate + phosphate_star	Indian	(-Inf,26]	0.9313820	0.9067579	0.9509841
silicate + phosphate_star	Indian	(26,26.5]	0.8563296	0.7890304	0.8990734
silicate + phosphate_star	Indian	(26.5,26.75]	0.7785746	0.6278998	0.8550016
silicate + phosphate_star	Indian	(26.75,27]	0.5709162	0.4154575	0.6697919
silicate + phosphate_star	Indian	(27,27.25]	0.4410387	0.3191475	0.5303907
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0724826	-0.1110745	-0.0075559
silicate + phosphate_star	Indian	(27.5,27.75]	-0.3422127	-0.4043384	-0.2401353
silicate + phosphate_star	Indian	(27.75,27.85]	-0.7831675	-0.8271133	-0.7116164
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6972750	-0.7854842	-0.5510861
silicate + phosphate_star	Indian	(27.95,28.05]	-0.5367504	-0.6107866	-0.4908253
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4637181	-0.6242032	-0.3798574
silicate + phosphate_star	Indian	(28.1,28.2]	-0.4197008	-0.5586045	-0.2790020
silicate + phosphate_star	Indian	(28.2,28.3]	-0.3826859	-0.5288299	-0.1042261
silicate + phosphate_star	Indian	(28.3, Inf]	-0.3046726	-0.3871488	-0.1749712
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.4218540	0.2116553	0.5861294
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.5435367	0.4853953	0.6577329
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.1676226	-0.5063767	0.3449640
silicate + phosphate_star	N_Atlantic	(26.75,27]	-0.1082198	-0.3163190	0.2258724
silicate + phosphate_star	N_Atlantic	(27,27.25]	-0.0823050	-0.5468637	0.4611060
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.1122839	-0.2620010	0.5744903
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4578939	0.1904219	0.6887170
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9309653	0.8629726	0.9737246
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9634996	0.9571714	0.9719712
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8594465	0.8322488	0.9049006
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.4361740	0.3211830	0.5355931
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.6610867	0.5966344	0.6999472
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9686100	0.9596372	0.9766555
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9860087	0.9787230	0.9925138
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.7572648	0.6805045	0.8161805
silicate + phosphate_star	N_Pacific	(26,26.5]	0.3296769	0.2537501	0.4698353
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.2478993	0.0852539	0.3424010
silicate + phosphate_star	N_Pacific	(26.75,27]	0.2771415	0.1433008	0.4337376
silicate + phosphate_star	N_Pacific	(27,27.25]	0.5562947	0.5017785	0.6085354
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8017296	0.7817108	0.8183658
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7090495	0.6315139	0.7503382
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.6065693	0.5748007	0.6529677
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.3119839	0.2180284	0.4694723
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.0218767	-0.1039853	0.2551542
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.5159890	-0.5823364	-0.4622068
silicate + phosphate_star	N_Pacific	(28.1,28.2]	-0.2416793	-0.3658226	-0.1017303
silicate + phosphate_star	N_Pacific	(28.2,28.3]	-0.3773272	-0.4589745	-0.2690825
silicate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9676852	-0.9828157	-0.9393571
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.0700344	0.0700344	0.0700344
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.8028627	0.7456272	0.8437471
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.7011980	0.5569241	0.8086079
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.4748896	0.2978866	0.6197884
silicate + phosphate_star	S_Atlantic	(27,27.25]	0.4424263	0.3886842	0.4774927
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	0.1862841	-0.0386639	0.3721900
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	0.2312912	-0.0953016	0.4689108
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.5133043	0.1975873	0.8000219
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.7730649	0.6933773	0.9144836
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8625510	0.7885792	0.9508134
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9265882	0.8920364	0.9681374
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9448131	0.9318713	0.9697540
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9387484	0.8987812	0.9668872
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8021631	0.7552334	0.8377043
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.7588651	0.7119436	0.7872656
silicate + phosphate_star	S_Pacific	(26,26.5]	0.7231943	0.6754270	0.8150900
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.7014201	0.6464723	0.7607677
silicate + phosphate_star	S_Pacific	(26.75,27]	0.7325883	0.6740399	0.8076259
silicate + phosphate_star	S_Pacific	(27,27.25]	0.6339147	0.5846867	0.6782706
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.4254229	0.3572208	0.5024519
silicate + phosphate_star	S_Pacific	(27.5,27.75]	0.0425947	-0.0542808	0.1512122
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.5073040	-0.6185859	-0.3779436
silicate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5235040	-0.5800557	-0.4188421
silicate + phosphate_star	S_Pacific	(27.95,28.05]	-0.5091408	-0.7576587	-0.3501730
silicate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2948189	-0.4930680	-0.1122122
silicate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0058361	-0.2436061	0.2475820
silicate + phosphate_star	S_Pacific	(28.2,28.3]	0.1206666	-0.1521882	0.5826561
silicate + phosphate_star	S_Pacific	(28.3, Inf]	-0.7671689	-0.8585941	-0.6962809
temp + aou	Indian	(-Inf,26]	-0.6399895	-0.7162964	-0.5661297
temp + aou	Indian	(26,26.5]	-0.4625198	-0.6007124	-0.3200713
temp + aou	Indian	(26.5,26.75]	-0.4119301	-0.4504809	-0.3771711
temp + aou	Indian	(26.75,27]	-0.1620884	-0.2082977	-0.0904324
temp + aou	Indian	(27,27.25]	0.1054859	0.0411866	0.1399390
temp + aou	Indian	(27.25,27.5]	0.4989680	0.4798849	0.5127110
temp + aou	Indian	(27.5,27.75]	0.6593307	0.5604090	0.7222433
temp + aou	Indian	(27.75,27.85]	0.9107004	0.8698874	0.9335948
temp + aou	Indian	(27.85,27.95]	0.8751472	0.7881054	0.9195136
temp + aou	Indian	(27.95,28.05]	0.8554462	0.8180210	0.8896782
temp + aou	Indian	(28.05,28.1]	0.8665401	0.8213962	0.9106788
temp + aou	Indian	(28.1,28.2]	0.8675120	0.8431671	0.9119471
temp + aou	Indian	(28.2,28.3]	0.8955540	0.8533888	0.9294562
temp + aou	Indian	(28.3, Inf]	0.9669586	0.9646702	0.9691251
temp + aou	N_Atlantic	(-Inf,26]	-0.2996585	-0.6696941	0.3991916
temp + aou	N_Atlantic	(26,26.5]	-0.5605015	-0.7190768	-0.4564227
temp + aou	N_Atlantic	(26.5,26.75]	0.3290296	0.0994071	0.5207274
temp + aou	N_Atlantic	(26.75,27]	0.4646069	0.2593479	0.6935867
temp + aou	N_Atlantic	(27,27.25]	0.5678576	0.4755016	0.6298588
temp + aou	N_Atlantic	(27.25,27.5]	0.5266010	0.3273457	0.6417049
temp + aou	N_Atlantic	(27.5,27.75]	0.5254042	0.4616594	0.5796285
temp + aou	N_Atlantic	(27.75,27.85]	0.5647895	0.5055982	0.6390823
temp + aou	N_Atlantic	(27.85,27.95]	0.6702872	0.6024642	0.7471647
temp + aou	N_Atlantic	(27.95,28.05]	0.7532572	0.7092127	0.8314312
temp + aou	N_Atlantic	(28.05,28.1]	0.3369865	0.2762332	0.3998483
temp + aou	N_Atlantic	(28.1,28.15]	-0.1035195	-0.1654912	-0.0369930
temp + aou	N_Atlantic	(28.15,28.2]	-0.6369289	-0.7378196	-0.5144551
temp + aou	N_Atlantic	(28.2, Inf]	-0.1925861	-0.8904320	0.3732937
temp + aou	N_Pacific	(-Inf,26]	-0.3761989	-0.4638012	-0.2592320
temp + aou	N_Pacific	(26,26.5]	0.1299441	-0.0858493	0.3401685
temp + aou	N_Pacific	(26.5,26.75]	0.3611107	0.2315865	0.5909967
temp + aou	N_Pacific	(26.75,27]	0.4723429	0.2837546	0.6130978
temp + aou	N_Pacific	(27,27.25]	-0.0646329	-0.2797336	0.1402952
temp + aou	N_Pacific	(27.25,27.5]	-0.7125043	-0.7572343	-0.6460123
temp + aou	N_Pacific	(27.5,27.75]	-0.6206695	-0.6316213	-0.6029914
temp + aou	N_Pacific	(27.75,27.85]	-0.6397678	-0.7309398	-0.5439488
temp + aou	N_Pacific	(27.85,27.95]	-0.2370379	-0.3802736	-0.0769892
temp + aou	N_Pacific	(27.95,28.05]	0.2577585	0.0521213	0.4489848
temp + aou	N_Pacific	(28.05,28.1]	0.3887476	0.3166056	0.4904655
temp + aou	N_Pacific	(28.1,28.2]	0.8357952	0.8057896	0.8844648
temp + aou	N_Pacific	(28.2,28.3]	0.7451285	0.7158977	0.8012377
temp + aou	N_Pacific	(28.3, Inf]	0.8037321	0.7475717	0.8361640
temp + aou	S_Atlantic	(-Inf,26]	-0.9656635	-0.9999999	-0.9313270
temp + aou	S_Atlantic	(26,26.5]	-0.3778789	-0.4975339	-0.2439573
temp + aou	S_Atlantic	(26.5,26.75]	-0.1240623	-0.4432976	0.1669153
temp + aou	S_Atlantic	(26.75,27]	0.3450781	0.1694615	0.4980049
temp + aou	S_Atlantic	(27,27.25]	0.5024513	0.3681668	0.6120816
temp + aou	S_Atlantic	(27.25,27.5]	0.6917806	0.6281930	0.7488556
temp + aou	S_Atlantic	(27.5,27.75]	0.7936928	0.7050691	0.8589491
temp + aou	S_Atlantic	(27.75,27.85]	0.9310917	0.9072565	0.9509406
temp + aou	S_Atlantic	(27.85,27.95]	0.8786915	0.8422901	0.9218934
temp + aou	S_Atlantic	(27.95,28.05]	0.5972438	0.2661813	0.8108076
temp + aou	S_Atlantic	(28.05,28.1]	-0.0989133	-0.6289266	0.1926960
temp + aou	S_Atlantic	(28.1,28.15]	-0.6360529	-0.8176924	-0.5446741
temp + aou	S_Atlantic	(28.15,28.2]	-0.7540276	-0.8816709	-0.5556259
temp + aou	S_Atlantic	(28.2, Inf]	-0.5864613	-0.7629480	-0.3565120
temp + aou	S_Pacific	(-Inf,26]	-0.1947192	-0.2271013	-0.1455665
temp + aou	S_Pacific	(26,26.5]	-0.1843515	-0.4115143	-0.0141094
temp + aou	S_Pacific	(26.5,26.75]	-0.3179434	-0.3723815	-0.2411812
temp + aou	S_Pacific	(26.75,27]	-0.4658782	-0.4844836	-0.4489012
temp + aou	S_Pacific	(27,27.25]	-0.2777879	-0.3454674	-0.2122881
temp + aou	S_Pacific	(27.25,27.5]	-0.0010393	-0.1126959	0.0758928
temp + aou	S_Pacific	(27.5,27.75]	0.3021167	0.2170211	0.3676935
temp + aou	S_Pacific	(27.75,27.85]	0.7625385	0.7007031	0.8269179
temp + aou	S_Pacific	(27.85,27.95]	0.7846039	0.7345319	0.8306043
temp + aou	S_Pacific	(27.95,28.05]	0.8447982	0.8012719	0.9048047
temp + aou	S_Pacific	(28.05,28.1]	0.8397065	0.8159297	0.8631567
temp + aou	S_Pacific	(28.1,28.2]	0.8060891	0.7724762	0.8313808
temp + aou	S_Pacific	(28.2,28.3]	0.8450195	0.8153518	0.8885463
temp + aou	S_Pacific	(28.3, Inf]	0.9524538	0.9304407	0.9689268
temp + nitrate	Indian	(-Inf,26]	-0.6693707	-0.7634592	-0.5710564
temp + nitrate	Indian	(26,26.5]	-0.5495159	-0.7226538	-0.4363870
temp + nitrate	Indian	(26.5,26.75]	-0.5264788	-0.6302277	-0.4313994
temp + nitrate	Indian	(26.75,27]	-0.3346686	-0.4062330	-0.1964176
temp + nitrate	Indian	(27,27.25]	-0.1079424	-0.1929560	-0.0276121
temp + nitrate	Indian	(27.25,27.5]	0.2510155	0.1770454	0.3102734
temp + nitrate	Indian	(27.5,27.75]	0.4610025	0.3027452	0.5540068
temp + nitrate	Indian	(27.75,27.85]	0.8678002	0.8096197	0.9048706
temp + nitrate	Indian	(27.85,27.95]	0.8276296	0.7028374	0.8935118
temp + nitrate	Indian	(27.95,28.05]	0.7942671	0.7238464	0.8515306
temp + nitrate	Indian	(28.05,28.1]	0.7884932	0.7111964	0.8552858
temp + nitrate	Indian	(28.1,28.2]	0.7462800	0.6671039	0.8403781
temp + nitrate	Indian	(28.2,28.3]	0.7819275	0.7391940	0.8630263
temp + nitrate	Indian	(28.3, Inf]	0.7995290	0.7457936	0.8491273
temp + nitrate	N_Atlantic	(-Inf,26]	-0.3065754	-0.8838133	0.8030394
temp + nitrate	N_Atlantic	(26,26.5]	-0.7184566	-0.8358613	-0.5761695
temp + nitrate	N_Atlantic	(26.5,26.75]	0.3910449	0.1343997	0.6243764
temp + nitrate	N_Atlantic	(26.75,27]	0.5185679	0.2987835	0.7226555
temp + nitrate	N_Atlantic	(27,27.25]	0.6027678	0.4794380	0.6858582
temp + nitrate	N_Atlantic	(27.25,27.5]	0.5045754	0.2791922	0.6195351
temp + nitrate	N_Atlantic	(27.5,27.75]	0.5241351	0.4366882	0.5942370
temp + nitrate	N_Atlantic	(27.75,27.85]	0.5845850	0.5149852	0.6549923
temp + nitrate	N_Atlantic	(27.85,27.95]	0.6353958	0.5883992	0.6747563
temp + nitrate	N_Atlantic	(27.95,28.05]	0.6725146	0.6047241	0.7210810
temp + nitrate	N_Atlantic	(28.05,28.1]	0.2890508	0.2030528	0.3431138
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.2351223	-0.4752385	-0.0518272
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.7445653	-0.8271009	-0.6607417
temp + nitrate	N_Atlantic	(28.2, Inf]	0.0560741	-0.9039203	0.7269835
temp + nitrate	N_Pacific	(-Inf,26]	-0.5898782	-0.6360195	-0.5021511
temp + nitrate	N_Pacific	(26,26.5]	-0.0805599	-0.2826326	0.1245054
temp + nitrate	N_Pacific	(26.5,26.75]	-0.0632082	-0.2195266	0.0605900
temp + nitrate	N_Pacific	(26.75,27]	-0.2896731	-0.3552408	-0.2059519
temp + nitrate	N_Pacific	(27,27.25]	-0.5348554	-0.6018150	-0.4509204
temp + nitrate	N_Pacific	(27.25,27.5]	-0.7469791	-0.7704349	-0.7306770
temp + nitrate	N_Pacific	(27.5,27.75]	-0.7661308	-0.7851781	-0.7560595
temp + nitrate	N_Pacific	(27.75,27.85]	-0.8585632	-0.8869205	-0.8316191
temp + nitrate	N_Pacific	(27.85,27.95]	-0.5193652	-0.6283008	-0.3991266
temp + nitrate	N_Pacific	(27.95,28.05]	0.0867180	-0.1117411	0.2913079
temp + nitrate	N_Pacific	(28.05,28.1]	0.3291172	0.2632711	0.4092619
temp + nitrate	N_Pacific	(28.1,28.2]	0.7552773	0.7186377	0.8001759
temp + nitrate	N_Pacific	(28.2,28.3]	0.7226619	0.6907777	0.7801542
temp + nitrate	N_Pacific	(28.3, Inf]	0.7940130	0.7631356	0.8140494
temp + nitrate	S_Atlantic	(-Inf,26]	-0.9236957	-0.9236957	-0.9236957
temp + nitrate	S_Atlantic	(26,26.5]	-0.6031033	-0.7391770	-0.4618932
temp + nitrate	S_Atlantic	(26.5,26.75]	-0.3596508	-0.6795082	-0.0305168
temp + nitrate	S_Atlantic	(26.75,27]	0.1854464	-0.0344867	0.3470845
temp + nitrate	S_Atlantic	(27,27.25]	0.2793753	0.0590209	0.4240869
temp + nitrate	S_Atlantic	(27.25,27.5]	0.4147891	0.2463696	0.5476466
temp + nitrate	S_Atlantic	(27.5,27.75]	0.6097597	0.4610467	0.7322213
temp + nitrate	S_Atlantic	(27.75,27.85]	0.5129805	0.3697326	0.6002530
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.4285587	-0.6825953	-0.2297871
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.7685028	-0.8402131	-0.7077729
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.8752064	-0.9101179	-0.8466925
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.9152936	-0.9323309	-0.9019649
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.9220529	-0.9443977	-0.8809622
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.8899933	-0.9171041	-0.8473510
temp + nitrate	S_Pacific	(-Inf,26]	-0.2536489	-0.3327337	-0.1527342
temp + nitrate	S_Pacific	(26,26.5]	-0.3223143	-0.4858091	-0.1820062
temp + nitrate	S_Pacific	(26.5,26.75]	-0.4349480	-0.4724057	-0.3952902
temp + nitrate	S_Pacific	(26.75,27]	-0.6158190	-0.6280166	-0.5964535
temp + nitrate	S_Pacific	(27,27.25]	-0.4724164	-0.5358077	-0.4167259
temp + nitrate	S_Pacific	(27.25,27.5]	-0.2030606	-0.3285826	-0.1034413
temp + nitrate	S_Pacific	(27.5,27.75]	0.1556592	0.0450110	0.2502144
temp + nitrate	S_Pacific	(27.75,27.85]	0.7201705	0.6491399	0.7963710
temp + nitrate	S_Pacific	(27.85,27.95]	0.7346193	0.6774691	0.7944368
temp + nitrate	S_Pacific	(27.95,28.05]	0.7995360	0.7413018	0.8749989
temp + nitrate	S_Pacific	(28.05,28.1]	0.7872676	0.7624945	0.8189560
temp + nitrate	S_Pacific	(28.1,28.2]	0.7427962	0.7016436	0.7637448
temp + nitrate	S_Pacific	(28.2,28.3]	0.7857077	0.7617529	0.8316467
temp + nitrate	S_Pacific	(28.3, Inf]	0.9209019	0.8861138	0.9406932
temp + phosphate	Indian	(-Inf,26]	-0.6551319	-0.7404545	-0.6120785
temp + phosphate	Indian	(26,26.5]	-0.5461595	-0.6948106	-0.3904944
temp + phosphate	Indian	(26.5,26.75]	-0.5098885	-0.5705542	-0.4672028
temp + phosphate	Indian	(26.75,27]	-0.3029387	-0.3588936	-0.2127578
temp + phosphate	Indian	(27,27.25]	-0.0607072	-0.1278663	0.0087478
temp + phosphate	Indian	(27.25,27.5]	0.2884772	0.2000889	0.3385555
temp + phosphate	Indian	(27.5,27.75]	0.4905874	0.3352955	0.5842379
temp + phosphate	Indian	(27.75,27.85]	0.8709019	0.8131275	0.9030797
temp + phosphate	Indian	(27.85,27.95]	0.8238680	0.6888645	0.8921705
temp + phosphate	Indian	(27.95,28.05]	0.7884796	0.7053154	0.8508277
temp + phosphate	Indian	(28.05,28.1]	0.7867700	0.7088801	0.8477530
temp + phosphate	Indian	(28.1,28.2]	0.7503894	0.6716550	0.8384413
temp + phosphate	Indian	(28.2,28.3]	0.7949386	0.7569288	0.8697720
temp + phosphate	Indian	(28.3, Inf]	0.7921610	0.7340980	0.8449104
temp + phosphate	N_Atlantic	(-Inf,26]	-0.3736992	-0.6450789	0.0827481
temp + phosphate	N_Atlantic	(26,26.5]	-0.6392478	-0.7720585	-0.5559804
temp + phosphate	N_Atlantic	(26.5,26.75]	0.2274435	0.0436669	0.3983090
temp + phosphate	N_Atlantic	(26.75,27]	0.4047871	0.1861967	0.6364897
temp + phosphate	N_Atlantic	(27,27.25]	0.4951694	0.4098333	0.5453033
temp + phosphate	N_Atlantic	(27.25,27.5]	0.4000805	0.1917433	0.5190256
temp + phosphate	N_Atlantic	(27.5,27.75]	0.4585597	0.3822286	0.5289414
temp + phosphate	N_Atlantic	(27.75,27.85]	0.5681941	0.5006933	0.6324419
temp + phosphate	N_Atlantic	(27.85,27.95]	0.6100027	0.5723615	0.6389532
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6380392	0.5676276	0.6741817
temp + phosphate	N_Atlantic	(28.05,28.1]	0.2252691	0.1298451	0.2770740
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.2986003	-0.5521549	-0.1017734
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.7469634	-0.8269303	-0.6678885
temp + phosphate	N_Atlantic	(28.2, Inf]	0.0564498	-0.8904717	0.7222480
temp + phosphate	N_Pacific	(-Inf,26]	-0.5994531	-0.6458424	-0.5125032
temp + phosphate	N_Pacific	(26,26.5]	-0.1204629	-0.3320705	0.1268794
temp + phosphate	N_Pacific	(26.5,26.75]	0.1863385	0.0319643	0.4380404
temp + phosphate	N_Pacific	(26.75,27]	0.1228783	-0.0312776	0.2426968
temp + phosphate	N_Pacific	(27,27.25]	-0.3503773	-0.4879880	-0.2300854
temp + phosphate	N_Pacific	(27.25,27.5]	-0.6919289	-0.7500644	-0.6152464
temp + phosphate	N_Pacific	(27.5,27.75]	-0.6570030	-0.6914627	-0.6079148
temp + phosphate	N_Pacific	(27.75,27.85]	-0.6295809	-0.6968048	-0.5235463
temp + phosphate	N_Pacific	(27.85,27.95]	-0.2874617	-0.3900299	-0.1273090
temp + phosphate	N_Pacific	(27.95,28.05]	0.1868666	-0.0164773	0.3999025
temp + phosphate	N_Pacific	(28.05,28.1]	0.3722233	0.3108591	0.4582123
temp + phosphate	N_Pacific	(28.1,28.2]	0.8216210	0.7869142	0.8698205
temp + phosphate	N_Pacific	(28.2,28.3]	0.7452153	0.7152124	0.8034710
temp + phosphate	N_Pacific	(28.3, Inf]	0.8353833	0.7888360	0.8623749
temp + phosphate	S_Atlantic	(-Inf,26]	-0.8645582	-0.8645582	-0.8645582
temp + phosphate	S_Atlantic	(26,26.5]	-0.6094313	-0.7605734	-0.4224688
temp + phosphate	S_Atlantic	(26.5,26.75]	-0.3901566	-0.6972745	-0.0484278
temp + phosphate	S_Atlantic	(26.75,27]	0.1048924	-0.1235839	0.2975534
temp + phosphate	S_Atlantic	(27,27.25]	0.2235621	0.0043618	0.3733383
temp + phosphate	S_Atlantic	(27.25,27.5]	0.3783491	0.2055010	0.5152045
temp + phosphate	S_Atlantic	(27.5,27.75]	0.5795629	0.4398483	0.6998081
temp + phosphate	S_Atlantic	(27.75,27.85]	0.2794700	-0.0073077	0.4889665
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.5186598	-0.7384315	-0.3764221
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.7772557	-0.8503583	-0.7137312
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.8739524	-0.9096268	-0.8437081
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.9135053	-0.9308270	-0.8997366
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.9213049	-0.9437134	-0.8809531
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.8793524	-0.9048177	-0.8357091
temp + phosphate	S_Pacific	(-Inf,26]	-0.1866694	-0.2675783	-0.0772237
temp + phosphate	S_Pacific	(26,26.5]	-0.3168073	-0.4896663	-0.1491589
temp + phosphate	S_Pacific	(26.5,26.75]	-0.4378579	-0.4967308	-0.3855566
temp + phosphate	S_Pacific	(26.75,27]	-0.5886143	-0.6125908	-0.5643319
temp + phosphate	S_Pacific	(27,27.25]	-0.4454742	-0.5133517	-0.4097625
temp + phosphate	S_Pacific	(27.25,27.5]	-0.1734462	-0.2950627	-0.0543398
temp + phosphate	S_Pacific	(27.5,27.75]	0.1787574	0.0740502	0.2727020
temp + phosphate	S_Pacific	(27.75,27.85]	0.7118275	0.6404477	0.7905872
temp + phosphate	S_Pacific	(27.85,27.95]	0.7283747	0.6732861	0.7893229
temp + phosphate	S_Pacific	(27.95,28.05]	0.7990179	0.7422282	0.8719619
temp + phosphate	S_Pacific	(28.05,28.1]	0.7902134	0.7665836	0.8192313
temp + phosphate	S_Pacific	(28.1,28.2]	0.7494828	0.7081462	0.7733537
temp + phosphate	S_Pacific	(28.2,28.3]	0.7975100	0.7721590	0.8426073
temp + phosphate	S_Pacific	(28.3, Inf]	0.9334620	0.9039371	0.9489432
temp + phosphate_star	Indian	(-Inf,26]	-0.7468453	-0.8325455	-0.6229645
temp + phosphate_star	Indian	(26,26.5]	-0.7955279	-0.9080356	-0.6765205
temp + phosphate_star	Indian	(26.5,26.75]	-0.8416707	-0.9272894	-0.7974097
temp + phosphate_star	Indian	(26.75,27]	-0.8750486	-0.9276998	-0.8392102
temp + phosphate_star	Indian	(27,27.25]	-0.8915779	-0.9199988	-0.8541217
temp + phosphate_star	Indian	(27.25,27.5]	-0.9586198	-0.9776005	-0.9396234
temp + phosphate_star	Indian	(27.5,27.75]	-0.9807003	-0.9845343	-0.9747640
temp + phosphate_star	Indian	(27.75,27.85]	-0.9801582	-0.9816299	-0.9789731
temp + phosphate_star	Indian	(27.85,27.95]	-0.9777494	-0.9826497	-0.9700124
temp + phosphate_star	Indian	(27.95,28.05]	-0.9338756	-0.9623411	-0.9031558
temp + phosphate_star	Indian	(28.05,28.1]	-0.8793576	-0.9280967	-0.8217414
temp + phosphate_star	Indian	(28.1,28.2]	-0.8654048	-0.9092351	-0.7901455
temp + phosphate_star	Indian	(28.2,28.3]	-0.7667326	-0.8875858	-0.6019154
temp + phosphate_star	Indian	(28.3, Inf]	-0.8849153	-0.9002939	-0.8649833
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.7914442	-0.9871533	-0.5037950
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8707924	-0.8984720	-0.8319773
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9080166	-0.9769687	-0.8279537
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.7994465	-0.8843937	-0.7452969
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.7613343	-0.9350291	-0.5188498
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7599213	-0.8812327	-0.6310554
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4854136	-0.6686757	-0.3594602
temp + phosphate_star	N_Atlantic	(27.75,27.85]	0.2309591	0.1363465	0.3362259
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.2970243	0.2330314	0.3472019
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.3288911	0.2206297	0.4512599
temp + phosphate_star	N_Atlantic	(28.05,28.1]	0.0163025	-0.1163286	0.0865841
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.4546991	-0.7519538	-0.2305469
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8327297	-0.8929718	-0.7864165
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.0593746	-0.9059171	0.7224804
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9454243	-0.9505970	-0.9371721
temp + phosphate_star	N_Pacific	(26,26.5]	-0.9445852	-0.9496613	-0.9413440
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.9094382	-0.9223115	-0.8901902
temp + phosphate_star	N_Pacific	(26.75,27]	-0.9344613	-0.9477478	-0.9216896
temp + phosphate_star	N_Pacific	(27,27.25]	-0.9315229	-0.9490134	-0.9162482
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.7968192	-0.8095704	-0.7803975
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.7443869	-0.7903236	-0.6612123
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.6780277	-0.7685627	-0.6287173
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.6875243	-0.8072112	-0.5733274
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.7862400	-0.8718283	-0.7340455
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.5391471	-0.6649900	-0.4158472
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.7628677	-0.8304083	-0.6783671
temp + phosphate_star	N_Pacific	(28.2,28.3]	-0.4876649	-0.5333436	-0.4525774
temp + phosphate_star	N_Pacific	(28.3, Inf]	-0.8983693	-0.9283084	-0.8475558
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.9415666	-0.9415666	-0.9415666
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8863615	-0.9408685	-0.8398632
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8678912	-0.8999654	-0.8175808
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9436570	-0.9613269	-0.9189900
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9900522	-0.9926975	-0.9867334
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9909883	-0.9935962	-0.9890089
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9549802	-0.9586568	-0.9525865
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9737731	-0.9827579	-0.9656833
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9661273	-0.9732842	-0.9565739
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9702630	-0.9735707	-0.9673793
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9754282	-0.9772265	-0.9739562
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9785329	-0.9803412	-0.9775553
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9804348	-0.9827954	-0.9778404
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9552756	-0.9644710	-0.9479132
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.5682451	-0.6537392	-0.4786661
temp + phosphate_star	S_Pacific	(26,26.5]	-0.8035203	-0.8378030	-0.7460649
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.9059044	-0.9341074	-0.8713041
temp + phosphate_star	S_Pacific	(26.75,27]	-0.9527076	-0.9666432	-0.9267014
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9581875	-0.9704834	-0.9363658
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9636194	-0.9770936	-0.9404503
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.9634906	-0.9707836	-0.9501837
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.9224858	-0.9302173	-0.9133233
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.9357910	-0.9645029	-0.9179788
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.8882090	-0.9535939	-0.8184200
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.7692155	-0.8565869	-0.6778812
temp + phosphate_star	S_Pacific	(28.1,28.2]	-0.6120284	-0.7825652	-0.3659852
temp + phosphate_star	S_Pacific	(28.2,28.3]	-0.4654048	-0.6833224	-0.0664833
temp + phosphate_star	S_Pacific	(28.3, Inf]	-0.9223337	-0.9607815	-0.8959600
temp + silicate	Indian	(-Inf,26]	-0.5600226	-0.6638590	-0.3721103
temp + silicate	Indian	(26,26.5]	-0.5883116	-0.6374777	-0.4933410
temp + silicate	Indian	(26.5,26.75]	-0.5395888	-0.5722472	-0.4932014
temp + silicate	Indian	(26.75,27]	-0.3063231	-0.3819538	-0.2536149
temp + silicate	Indian	(27,27.25]	-0.1312529	-0.2201567	-0.0774123
temp + silicate	Indian	(27.25,27.5]	0.2343807	0.2004449	0.2563855
temp + silicate	Indian	(27.5,27.75]	0.4196487	0.2895739	0.5211209
temp + silicate	Indian	(27.75,27.85]	0.8549855	0.8031442	0.8826990
temp + silicate	Indian	(27.85,27.95]	0.8021036	0.6697444	0.8699710
temp + silicate	Indian	(27.95,28.05]	0.7749214	0.6999574	0.8321041
temp + silicate	Indian	(28.05,28.1]	0.8173953	0.7525731	0.8651862
temp + silicate	Indian	(28.1,28.2]	0.7857346	0.7268997	0.8492871
temp + silicate	Indian	(28.2,28.3]	0.8515942	0.8218062	0.9088881
temp + silicate	Indian	(28.3, Inf]	0.6918304	0.6319340	0.7242785
temp + silicate	N_Atlantic	(-Inf,26]	-0.6182175	-0.7047078	-0.5559977
temp + silicate	N_Atlantic	(26,26.5]	-0.6628596	-0.7404295	-0.5112346
temp + silicate	N_Atlantic	(26.5,26.75]	0.4442547	0.0884704	0.6459526
temp + silicate	N_Atlantic	(26.75,27]	0.6078412	0.4103124	0.7671504
temp + silicate	N_Atlantic	(27,27.25]	0.6491063	0.4925783	0.7824525
temp + silicate	N_Atlantic	(27.25,27.5]	0.5044918	0.2581001	0.6495402
temp + silicate	N_Atlantic	(27.5,27.75]	0.5081710	0.4118574	0.5618279
temp + silicate	N_Atlantic	(27.75,27.85]	0.4827169	0.4426660	0.5255341
temp + silicate	N_Atlantic	(27.85,27.95]	0.3166336	0.2778557	0.3813501
temp + silicate	N_Atlantic	(27.95,28.05]	0.1283179	-0.0574967	0.3294866
temp + silicate	N_Atlantic	(28.05,28.1]	-0.3633948	-0.4839675	-0.2106685
temp + silicate	N_Atlantic	(28.1,28.15]	-0.3622787	-0.5919273	-0.2042568
temp + silicate	N_Atlantic	(28.15,28.2]	-0.7670076	-0.8352846	-0.6839964
temp + silicate	N_Atlantic	(28.2, Inf]	-0.0327844	-0.9004091	0.6105379
temp + silicate	N_Pacific	(-Inf,26]	-0.6423368	-0.7342949	-0.5162622
temp + silicate	N_Pacific	(26,26.5]	-0.1835197	-0.3563686	-0.0899897
temp + silicate	N_Pacific	(26.5,26.75]	-0.0997173	-0.2037337	0.0402578
temp + silicate	N_Pacific	(26.75,27]	-0.2466673	-0.4061353	-0.0999916
temp + silicate	N_Pacific	(27,27.25]	-0.5420324	-0.6173433	-0.4541537
temp + silicate	N_Pacific	(27.25,27.5]	-0.9122908	-0.9343046	-0.8820639
temp + silicate	N_Pacific	(27.5,27.75]	-0.9447822	-0.9535941	-0.9356472
temp + silicate	N_Pacific	(27.75,27.85]	-0.8977524	-0.9439513	-0.8671227
temp + silicate	N_Pacific	(27.85,27.95]	-0.6906060	-0.7874434	-0.5569878
temp + silicate	N_Pacific	(27.95,28.05]	-0.4245614	-0.5122669	-0.2831191
temp + silicate	N_Pacific	(28.05,28.1]	0.0811124	0.0375593	0.1615107
temp + silicate	N_Pacific	(28.1,28.2]	-0.0015770	-0.1211797	0.1449572
temp + silicate	N_Pacific	(28.2,28.3]	0.6883853	0.6490282	0.7374826
temp + silicate	N_Pacific	(28.3, Inf]	0.8354551	0.7435920	0.8865665
temp + silicate	S_Atlantic	(-Inf,26]	0.2384811	0.2384811	0.2384811
temp + silicate	S_Atlantic	(26,26.5]	-0.6083475	-0.7675262	-0.4460749
temp + silicate	S_Atlantic	(26.5,26.75]	-0.4352916	-0.5958238	-0.1958150
temp + silicate	S_Atlantic	(26.75,27]	-0.2867262	-0.4284809	-0.1902811
temp + silicate	S_Atlantic	(27,27.25]	-0.4047764	-0.4439669	-0.3386637
temp + silicate	S_Atlantic	(27.25,27.5]	-0.2370790	-0.4111238	-0.0230252
temp + silicate	S_Atlantic	(27.5,27.75]	-0.2388260	-0.4095867	0.0075933
temp + silicate	S_Atlantic	(27.75,27.85]	-0.3989336	-0.7271136	-0.0579162
temp + silicate	S_Atlantic	(27.85,27.95]	-0.6496327	-0.8352871	-0.5527378
temp + silicate	S_Atlantic	(27.95,28.05]	-0.7571186	-0.8753195	-0.6569958
temp + silicate	S_Atlantic	(28.05,28.1]	-0.8370076	-0.8977413	-0.7845011
temp + silicate	S_Atlantic	(28.1,28.15]	-0.8721861	-0.9065190	-0.8508461
temp + silicate	S_Atlantic	(28.15,28.2]	-0.8693245	-0.9089162	-0.8076176
temp + silicate	S_Atlantic	(28.2, Inf]	-0.6232809	-0.7039006	-0.5346100
temp + silicate	S_Pacific	(-Inf,26]	-0.3809070	-0.4217168	-0.3368483
temp + silicate	S_Pacific	(26,26.5]	-0.3335143	-0.5123528	-0.1644199
temp + silicate	S_Pacific	(26.5,26.75]	-0.4086092	-0.4521425	-0.3251214
temp + silicate	S_Pacific	(26.75,27]	-0.5555302	-0.5852276	-0.5205651
temp + silicate	S_Pacific	(27,27.25]	-0.4686086	-0.5181094	-0.4417680
temp + silicate	S_Pacific	(27.25,27.5]	-0.2661674	-0.3834752	-0.1574531
temp + silicate	S_Pacific	(27.5,27.75]	0.1016019	-0.0196703	0.2092928
temp + silicate	S_Pacific	(27.75,27.85]	0.7259929	0.6559350	0.7982902
temp + silicate	S_Pacific	(27.85,27.95]	0.7368783	0.6794157	0.7973289
temp + silicate	S_Pacific	(27.95,28.05]	0.8033559	0.7445120	0.8745799
temp + silicate	S_Pacific	(28.05,28.1]	0.8064103	0.7873223	0.8304621
temp + silicate	S_Pacific	(28.1,28.2]	0.7394287	0.7081274	0.7686547
temp + silicate	S_Pacific	(28.2,28.3]	0.7646643	0.7095877	0.8285054
temp + silicate	S_Pacific	(28.3, Inf]	0.9333310	0.9114380	0.9517512

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")

Version	Author	Date
27c801d	Donghe-Zhu	2021-08-19
2e8d815	Donghe-Zhu	2021-08-19
d98dd99	Donghe-Zhu	2021-08-18
b5955e0	Donghe-Zhu	2021-08-18
cceae84	Donghe-Zhu	2021-08-18
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Indian	(-Inf,26]	-0.2339779	-0.5881320	0.1539752
aou	Indian	(26,26.5]	-0.7286503	-0.7440751	-0.7029150
aou	Indian	(26.5,26.75]	-0.8841560	-0.9026652	-0.8473562
aou	Indian	(26.75,27]	-0.9236579	-0.9511877	-0.9034025
aou	Indian	(27,27.25]	-0.8674250	-0.9469161	-0.8269389
aou	Indian	(27.25,27.5]	-0.6746778	-0.8591975	-0.5657418
aou	Indian	(27.5,27.75]	-0.2686168	-0.6745898	0.2731983
aou	Indian	(27.75,27.85]	-0.0628253	-0.6373945	0.6759543
aou	Indian	(27.85,27.95]	-0.2117337	-0.5672064	0.3929366
aou	Indian	(27.95,28.05]	-0.5083958	-0.6897412	-0.1688523
aou	Indian	(28.05,28.1]	-0.7434245	-0.8515245	-0.6354168
aou	Indian	(28.1,28.2]	-0.8758308	-0.9260808	-0.8275659
aou	Indian	(28.2,28.3]	-0.8958933	-0.9591566	-0.8447859
aou	Indian	(28.3, Inf]	0.2182791	0.0315043	0.5306068
aou	N_Atlantic	(-Inf,26]	0.1680077	-0.2995337	0.5104650
aou	N_Atlantic	(26,26.5]	0.3601368	0.2329742	0.5166429
aou	N_Atlantic	(26.5,26.75]	-0.2946772	-0.4660839	-0.1945728
aou	N_Atlantic	(26.75,27]	-0.4904849	-0.6582687	-0.3573842
aou	N_Atlantic	(27,27.25]	-0.7576720	-0.7962341	-0.7120839
aou	N_Atlantic	(27.25,27.5]	-0.8503343	-0.8704687	-0.8176201
aou	N_Atlantic	(27.5,27.75]	-0.8307410	-0.8807920	-0.7822834
aou	N_Atlantic	(27.75,27.85]	-0.8495234	-0.8891828	-0.8063267
aou	N_Atlantic	(27.85,27.95]	-0.8736187	-0.8983062	-0.8464137
aou	N_Atlantic	(27.95,28.05]	-0.7556531	-0.7877375	-0.6990232
aou	N_Atlantic	(28.05,28.1]	-0.6907446	-0.8168564	-0.5102080
aou	N_Atlantic	(28.1,28.15]	-0.5713650	-0.6685073	-0.3872948
aou	N_Atlantic	(28.15,28.2]	-0.9094753	-0.9433199	-0.8851281
aou	N_Atlantic	(28.2, Inf]	-0.8717425	-0.9702759	-0.7980704
aou	N_Pacific	(-Inf,26]	0.3199959	0.1499332	0.5031383
aou	N_Pacific	(26,26.5]	-0.0056387	-0.1877012	0.1003538
aou	N_Pacific	(26.5,26.75]	-0.2536155	-0.2892924	-0.1885982
aou	N_Pacific	(26.75,27]	-0.5408099	-0.6671279	-0.3922828
aou	N_Pacific	(27,27.25]	-0.1636757	-0.2666858	-0.0426797
aou	N_Pacific	(27.25,27.5]	0.4223529	0.4011451	0.4375530
aou	N_Pacific	(27.5,27.75]	0.5926503	0.5480343	0.6239868
aou	N_Pacific	(27.75,27.85]	0.8085916	0.7572821	0.8419949
aou	N_Pacific	(27.85,27.95]	0.8301909	0.8005892	0.8660527
aou	N_Pacific	(27.95,28.05]	0.7847995	0.7748692	0.7988100
aou	N_Pacific	(28.05,28.1]	0.8349655	0.8137533	0.8546230
aou	N_Pacific	(28.1,28.2]	0.4132440	0.3888560	0.4285136
aou	N_Pacific	(28.2,28.3]	0.9067127	0.9012914	0.9154471
aou	N_Pacific	(28.3, Inf]	0.9931777	0.9908982	0.9949383
aou	S_Atlantic	(-Inf,26]	NA	NA	NA
aou	S_Atlantic	(26,26.5]	-0.2127896	-0.3954301	-0.0743838
aou	S_Atlantic	(26.5,26.75]	-0.3252416	-0.5216702	0.0609058
aou	S_Atlantic	(26.75,27]	0.0352976	-0.3816481	0.5728775
aou	S_Atlantic	(27,27.25]	0.1076024	-0.2123289	0.5822114
aou	S_Atlantic	(27.25,27.5]	0.4977143	0.3102979	0.8318401
aou	S_Atlantic	(27.5,27.75]	0.6224801	0.4664213	0.8720096
aou	S_Atlantic	(27.75,27.85]	0.6061540	0.4643102	0.8446413
aou	S_Atlantic	(27.85,27.95]	0.5276204	0.4179212	0.6820072
aou	S_Atlantic	(27.95,28.05]	0.1374545	-0.1054243	0.2589736
aou	S_Atlantic	(28.05,28.1]	-0.5197593	-0.8579204	-0.3002199
aou	S_Atlantic	(28.1,28.15]	-0.8759194	-0.9519380	-0.8291211
aou	S_Atlantic	(28.15,28.2]	-0.9354995	-0.9788322	-0.8597420
aou	S_Atlantic	(28.2, Inf]	-0.7168417	-0.8822064	-0.5814285
aou	S_Pacific	(-Inf,26]	-0.1080968	-0.1964774	0.0319965
aou	S_Pacific	(26,26.5]	-0.6034427	-0.7670637	-0.5148776
aou	S_Pacific	(26.5,26.75]	-0.7740520	-0.8628734	-0.6903029
aou	S_Pacific	(26.75,27]	-0.8561745	-0.8593036	-0.8515607
aou	S_Pacific	(27,27.25]	-0.8466988	-0.8796893	-0.8262904
aou	S_Pacific	(27.25,27.5]	-0.7789364	-0.7982732	-0.7610563
aou	S_Pacific	(27.5,27.75]	-0.6052170	-0.7335583	-0.3822076
aou	S_Pacific	(27.75,27.85]	-0.2783592	-0.5156780	0.1471239
aou	S_Pacific	(27.85,27.95]	-0.1148476	-0.6185599	0.4064538
aou	S_Pacific	(27.95,28.05]	-0.0819534	-0.7822464	0.6129490
aou	S_Pacific	(28.05,28.1]	0.0811725	-0.6841911	0.7125557
aou	S_Pacific	(28.1,28.2]	0.2853024	-0.4285680	0.7339040
aou	S_Pacific	(28.2,28.3]	0.4893963	-0.0066015	0.7695735
aou	S_Pacific	(28.3, Inf]	-0.0232844	-0.5036357	0.5532262
nitrate	Indian	(-Inf,26]	-0.1880727	-0.5592633	0.1497498
nitrate	Indian	(26,26.5]	-0.5760562	-0.6223858	-0.4932386
nitrate	Indian	(26.5,26.75]	-0.8013540	-0.8738055	-0.7346936
nitrate	Indian	(26.75,27]	-0.9053310	-0.9386510	-0.8601483
nitrate	Indian	(27,27.25]	-0.9242926	-0.9551208	-0.8986648
nitrate	Indian	(27.25,27.5]	-0.8189152	-0.9436786	-0.7034789
nitrate	Indian	(27.5,27.75]	-0.4394338	-0.7880174	0.0704554
nitrate	Indian	(27.75,27.85]	-0.0732931	-0.6297397	0.6265151
nitrate	Indian	(27.85,27.95]	-0.2108063	-0.5601048	0.3507227
nitrate	Indian	(27.95,28.05]	-0.5058008	-0.6615760	-0.2074922
nitrate	Indian	(28.05,28.1]	-0.7234369	-0.8096828	-0.6457191
nitrate	Indian	(28.1,28.2]	-0.8662981	-0.8854154	-0.8529280
nitrate	Indian	(28.2,28.3]	-0.9355474	-0.9484506	-0.9206564
nitrate	Indian	(28.3, Inf]	-0.1718150	-0.3592356	0.0351080
nitrate	N_Atlantic	(-Inf,26]	-0.1542010	-0.7697669	0.3083731
nitrate	N_Atlantic	(26,26.5]	0.1607055	0.0145304	0.2863311
nitrate	N_Atlantic	(26.5,26.75]	-0.4374726	-0.6021592	-0.3251185
nitrate	N_Atlantic	(26.75,27]	-0.5775566	-0.7241823	-0.4753378
nitrate	N_Atlantic	(27,27.25]	-0.8098563	-0.8413612	-0.7809691
nitrate	N_Atlantic	(27.25,27.5]	-0.8759718	-0.8917022	-0.8558198
nitrate	N_Atlantic	(27.5,27.75]	-0.8754588	-0.9008415	-0.8486113
nitrate	N_Atlantic	(27.75,27.85]	-0.9173334	-0.9330686	-0.9034120
nitrate	N_Atlantic	(27.85,27.95]	-0.9504778	-0.9627826	-0.9337389
nitrate	N_Atlantic	(27.95,28.05]	-0.8909815	-0.9232755	-0.8588222
nitrate	N_Atlantic	(28.05,28.1]	-0.9630967	-0.9724978	-0.9581011
nitrate	N_Atlantic	(28.1,28.15]	-0.9303324	-0.9495625	-0.8969324
nitrate	N_Atlantic	(28.15,28.2]	-0.9782468	-0.9873320	-0.9718532
nitrate	N_Atlantic	(28.2, Inf]	-0.9887008	-0.9973867	-0.9797844
nitrate	N_Pacific	(-Inf,26]	0.3485403	0.1739525	0.5137973
nitrate	N_Pacific	(26,26.5]	0.0590494	-0.1167243	0.1755108
nitrate	N_Pacific	(26.5,26.75]	0.0331566	-0.1488271	0.1869686
nitrate	N_Pacific	(26.75,27]	0.2547806	0.2156304	0.3319963
nitrate	N_Pacific	(27,27.25]	0.4945792	0.4444508	0.5281190
nitrate	N_Pacific	(27.25,27.5]	0.6701984	0.6247468	0.7409369
nitrate	N_Pacific	(27.5,27.75]	0.7054087	0.6671440	0.7307121
nitrate	N_Pacific	(27.75,27.85]	0.8864615	0.8727896	0.9078511
nitrate	N_Pacific	(27.85,27.95]	0.8659936	0.8321387	0.8915791
nitrate	N_Pacific	(27.95,28.05]	0.7332601	0.6900061	0.7852736
nitrate	N_Pacific	(28.05,28.1]	0.6782304	0.6080493	0.7408972
nitrate	N_Pacific	(28.1,28.2]	0.3039147	0.2712908	0.3420176
nitrate	N_Pacific	(28.2,28.3]	0.8845295	0.8743527	0.8944927
nitrate	N_Pacific	(28.3, Inf]	0.9831852	0.9807703	0.9860962
nitrate	S_Atlantic	(-Inf,26]	NA	NA	NA
nitrate	S_Atlantic	(26,26.5]	-0.3588555	-0.5800037	-0.1893607
nitrate	S_Atlantic	(26.5,26.75]	-0.4826286	-0.7102995	-0.0854362
nitrate	S_Atlantic	(26.75,27]	-0.1039210	-0.5062840	0.4586106
nitrate	S_Atlantic	(27,27.25]	-0.1098624	-0.3936041	0.4031599
nitrate	S_Atlantic	(27.25,27.5]	0.2584411	0.0029087	0.6905476
nitrate	S_Atlantic	(27.5,27.75]	0.4860948	0.2877942	0.7775694
nitrate	S_Atlantic	(27.75,27.85]	0.0386547	-0.0494601	0.1125024
nitrate	S_Atlantic	(27.85,27.95]	-0.8173536	-0.8876074	-0.7700018
nitrate	S_Atlantic	(27.95,28.05]	-0.9679187	-0.9796969	-0.9593205
nitrate	S_Atlantic	(28.05,28.1]	-0.9830360	-0.9934579	-0.9770755
nitrate	S_Atlantic	(28.1,28.15]	-0.9887168	-0.9945206	-0.9837164
nitrate	S_Atlantic	(28.15,28.2]	-0.9907527	-0.9966642	-0.9865862
nitrate	S_Atlantic	(28.2, Inf]	-0.9352834	-0.9803596	-0.9105509
nitrate	S_Pacific	(-Inf,26]	-0.0860585	-0.2138456	0.1029430
nitrate	S_Pacific	(26,26.5]	-0.5988008	-0.7391724	-0.5256171
nitrate	S_Pacific	(26.5,26.75]	-0.8260966	-0.9133353	-0.7316092
nitrate	S_Pacific	(26.75,27]	-0.9183291	-0.9347465	-0.9083765
nitrate	S_Pacific	(27,27.25]	-0.9219790	-0.9460407	-0.9018391
nitrate	S_Pacific	(27.25,27.5]	-0.8691509	-0.8880479	-0.8430026
nitrate	S_Pacific	(27.5,27.75]	-0.6599866	-0.7812773	-0.4497727
nitrate	S_Pacific	(27.75,27.85]	-0.2668248	-0.5060924	0.1542114
nitrate	S_Pacific	(27.85,27.95]	-0.0793499	-0.5772865	0.4309894
nitrate	S_Pacific	(27.95,28.05]	-0.0464760	-0.7512782	0.6300825
nitrate	S_Pacific	(28.05,28.1]	0.1124233	-0.6420573	0.7170768
nitrate	S_Pacific	(28.1,28.2]	0.3224450	-0.3598473	0.7519312
nitrate	S_Pacific	(28.2,28.3]	0.5330313	0.0797150	0.7803093
nitrate	S_Pacific	(28.3, Inf]	-0.0368124	-0.4942615	0.5208887
phosphate	Indian	(-Inf,26]	-0.3055357	-0.6420330	0.0379453
phosphate	Indian	(26,26.5]	-0.7978511	-0.8227982	-0.7778449
phosphate	Indian	(26.5,26.75]	-0.9308138	-0.9466077	-0.9035901
phosphate	Indian	(26.75,27]	-0.9678222	-0.9825355	-0.9522227
phosphate	Indian	(27,27.25]	-0.9319009	-0.9779719	-0.9056929
phosphate	Indian	(27.25,27.5]	-0.8066214	-0.9319853	-0.7071676
phosphate	Indian	(27.5,27.75]	-0.3888264	-0.7490230	0.1310355
phosphate	Indian	(27.75,27.85]	-0.0354376	-0.6036001	0.6895150
phosphate	Indian	(27.85,27.95]	-0.1811749	-0.5431496	0.3942857
phosphate	Indian	(27.95,28.05]	-0.4776990	-0.6468877	-0.1610352
phosphate	Indian	(28.05,28.1]	-0.7077290	-0.7960673	-0.6244396
phosphate	Indian	(28.1,28.2]	-0.8595607	-0.8797964	-0.8379351
phosphate	Indian	(28.2,28.3]	-0.9281061	-0.9503177	-0.9002511
phosphate	Indian	(28.3, Inf]	-0.2709107	-0.4330217	-0.0515562
phosphate	N_Atlantic	(-Inf,26]	0.3274454	-0.0098085	0.5924294
phosphate	N_Atlantic	(26,26.5]	0.3368236	0.1941164	0.4996201
phosphate	N_Atlantic	(26.5,26.75]	-0.2509684	-0.3747678	-0.1211528
phosphate	N_Atlantic	(26.75,27]	-0.4680875	-0.6334593	-0.3356448
phosphate	N_Atlantic	(27,27.25]	-0.7260693	-0.7615467	-0.6591807
phosphate	N_Atlantic	(27.25,27.5]	-0.8162392	-0.8376441	-0.7774760
phosphate	N_Atlantic	(27.5,27.75]	-0.8453152	-0.8779372	-0.8109989
phosphate	N_Atlantic	(27.75,27.85]	-0.9183570	-0.9327173	-0.9052737
phosphate	N_Atlantic	(27.85,27.95]	-0.9549864	-0.9695051	-0.9383369
phosphate	N_Atlantic	(27.95,28.05]	-0.9180664	-0.9488627	-0.8916992
phosphate	N_Atlantic	(28.05,28.1]	-0.9668761	-0.9754742	-0.9617391
phosphate	N_Atlantic	(28.1,28.15]	-0.9338162	-0.9546263	-0.8998752
phosphate	N_Atlantic	(28.15,28.2]	-0.9775888	-0.9866682	-0.9727430
phosphate	N_Atlantic	(28.2, Inf]	-0.9885908	-0.9934890	-0.9799871
phosphate	N_Pacific	(-Inf,26]	0.3908846	0.2391634	0.5470681
phosphate	N_Pacific	(26,26.5]	0.0918581	-0.0504636	0.1872313
phosphate	N_Pacific	(26.5,26.75]	-0.1954886	-0.2613924	-0.1248456
phosphate	N_Pacific	(26.75,27]	-0.3660227	-0.4546596	-0.2483189
phosphate	N_Pacific	(27,27.25]	0.0236751	0.0025704	0.0628388
phosphate	N_Pacific	(27.25,27.5]	0.2074373	0.1733812	0.2332758
phosphate	N_Pacific	(27.5,27.75]	0.3567263	0.3003054	0.3999054
phosphate	N_Pacific	(27.75,27.85]	0.7256486	0.6611731	0.7692727
phosphate	N_Pacific	(27.85,27.95]	0.7730550	0.7227029	0.8309970
phosphate	N_Pacific	(27.95,28.05]	0.7509693	0.7296378	0.7739851
phosphate	N_Pacific	(28.05,28.1]	0.7669577	0.7231182	0.8016948
phosphate	N_Pacific	(28.1,28.2]	0.3596433	0.3496284	0.3712658
phosphate	N_Pacific	(28.2,28.3]	0.8924027	0.8857850	0.9034784
phosphate	N_Pacific	(28.3, Inf]	0.9927732	0.9898660	0.9957483
phosphate	S_Atlantic	(-Inf,26]	NA	NA	NA
phosphate	S_Atlantic	(26,26.5]	-0.3745591	-0.5656237	-0.2339016
phosphate	S_Atlantic	(26.5,26.75]	-0.5051057	-0.7383356	-0.1265960
phosphate	S_Atlantic	(26.75,27]	-0.1684146	-0.5642954	0.3942889
phosphate	S_Atlantic	(27,27.25]	-0.1322748	-0.4151647	0.3506086
phosphate	S_Atlantic	(27.25,27.5]	0.2236417	-0.0280812	0.6543974
phosphate	S_Atlantic	(27.5,27.75]	0.4084629	0.2262989	0.7007091
phosphate	S_Atlantic	(27.75,27.85]	-0.2491151	-0.3235111	-0.1261825
phosphate	S_Atlantic	(27.85,27.95]	-0.8832654	-0.9277069	-0.8530845
phosphate	S_Atlantic	(27.95,28.05]	-0.9741741	-0.9854477	-0.9662835
phosphate	S_Atlantic	(28.05,28.1]	-0.9855374	-0.9950267	-0.9806133
phosphate	S_Atlantic	(28.1,28.15]	-0.9904765	-0.9955718	-0.9859522
phosphate	S_Atlantic	(28.15,28.2]	-0.9921828	-0.9972967	-0.9886271
phosphate	S_Atlantic	(28.2, Inf]	-0.9664047	-0.9823043	-0.9583023
phosphate	S_Pacific	(-Inf,26]	-0.1361922	-0.2632611	0.0348475
phosphate	S_Pacific	(26,26.5]	-0.5706577	-0.7392494	-0.4856187
phosphate	S_Pacific	(26.5,26.75]	-0.7906639	-0.8706268	-0.7257421
phosphate	S_Pacific	(26.75,27]	-0.8898469	-0.8965937	-0.8838216
phosphate	S_Pacific	(27,27.25]	-0.9075508	-0.9341842	-0.8834991
phosphate	S_Pacific	(27.25,27.5]	-0.8359094	-0.8537784	-0.8057218
phosphate	S_Pacific	(27.5,27.75]	-0.6142774	-0.7424332	-0.4007533
phosphate	S_Pacific	(27.75,27.85]	-0.2379327	-0.4742115	0.1789494
phosphate	S_Pacific	(27.85,27.95]	-0.0657509	-0.5599355	0.4392110
phosphate	S_Pacific	(27.95,28.05]	-0.0454299	-0.7463215	0.6275072
phosphate	S_Pacific	(28.05,28.1]	0.1091238	-0.6424558	0.7127004
phosphate	S_Pacific	(28.1,28.2]	0.3181200	-0.3660083	0.7476798
phosphate	S_Pacific	(28.2,28.3]	0.5343478	0.0720870	0.7852187
phosphate	S_Pacific	(28.3, Inf]	-0.1111049	-0.5279511	0.4381978
phosphate_star	Indian	(-Inf,26]	-0.3392313	-0.6206053	-0.0998354
phosphate_star	Indian	(26,26.5]	-0.8001884	-0.8405076	-0.7731928
phosphate_star	Indian	(26.5,26.75]	-0.8390461	-0.8779344	-0.7689086
phosphate_star	Indian	(26.75,27]	-0.7088411	-0.7792873	-0.6557498
phosphate_star	Indian	(27,27.25]	-0.6142708	-0.7360653	-0.5287625
phosphate_star	Indian	(27.25,27.5]	-0.3759303	-0.5806307	-0.1185512
phosphate_star	Indian	(27.5,27.75]	-0.3680068	-0.7735181	0.0334331
phosphate_star	Indian	(27.75,27.85]	0.1689553	-0.5147314	0.7006934
phosphate_star	Indian	(27.85,27.95]	0.3242079	-0.2920973	0.6431089
phosphate_star	Indian	(27.95,28.05]	0.5216937	0.2280740	0.6999424
phosphate_star	Indian	(28.05,28.1]	0.5893800	0.3871452	0.8556972
phosphate_star	Indian	(28.1,28.2]	0.4901851	0.2226785	0.7776882
phosphate_star	Indian	(28.2,28.3]	0.2499875	-0.2112526	0.6340685
phosphate_star	Indian	(28.3, Inf]	-0.6211565	-0.8986460	-0.4820123
phosphate_star	N_Atlantic	(-Inf,26]	0.2842682	-0.0692878	0.9485015
phosphate_star	N_Atlantic	(26,26.5]	0.0916495	0.0625965	0.1210542
phosphate_star	N_Atlantic	(26.5,26.75]	0.5451529	0.0530182	0.8781788
phosphate_star	N_Atlantic	(26.75,27]	0.5518635	0.3236840	0.7577017
phosphate_star	N_Atlantic	(27,27.25]	0.4478896	-0.0404242	0.8154575
phosphate_star	N_Atlantic	(27.25,27.5]	0.2386664	-0.2099572	0.5499030
phosphate_star	N_Atlantic	(27.5,27.75]	-0.1005084	-0.3681410	0.1754372
phosphate_star	N_Atlantic	(27.75,27.85]	-0.7825925	-0.8440984	-0.6714600
phosphate_star	N_Atlantic	(27.85,27.95]	-0.8897312	-0.9167398	-0.8693580
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8797603	-0.8975541	-0.8649418
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9663979	-0.9769815	-0.9533897
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9745444	-0.9837031	-0.9647652
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9950060	-0.9980630	-0.9918486
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9947914	-0.9989530	-0.9902072
phosphate_star	N_Pacific	(-Inf,26]	0.5678321	0.5315821	0.6064325
phosphate_star	N_Pacific	(26,26.5]	0.5056996	0.4327778	0.5440761
phosphate_star	N_Pacific	(26.5,26.75]	0.4655020	0.3967315	0.5034546
phosphate_star	N_Pacific	(26.75,27]	0.6031670	0.5336888	0.6937652
phosphate_star	N_Pacific	(27,27.25]	0.6629978	0.5431222	0.7695056
phosphate_star	N_Pacific	(27.25,27.5]	0.1522534	0.0236053	0.2400576
phosphate_star	N_Pacific	(27.5,27.75]	0.0025202	-0.0825217	0.0661965
phosphate_star	N_Pacific	(27.75,27.85]	0.3445193	0.2957915	0.3935564
phosphate_star	N_Pacific	(27.85,27.95]	0.0564960	-0.0337543	0.1462446
phosphate_star	N_Pacific	(27.95,28.05]	-0.2177515	-0.3475697	-0.0572899
phosphate_star	N_Pacific	(28.05,28.1]	-0.6392659	-0.6921791	-0.5992241
phosphate_star	N_Pacific	(28.1,28.2]	-0.4476996	-0.5635197	-0.2974826
phosphate_star	N_Pacific	(28.2,28.3]	-0.5213887	-0.5887142	-0.4505157
phosphate_star	N_Pacific	(28.3, Inf]	-0.9507553	-0.9759437	-0.9211297
phosphate_star	S_Atlantic	(-Inf,26]	NA	NA	NA
phosphate_star	S_Atlantic	(26,26.5]	-0.3457664	-0.5846395	-0.0753180
phosphate_star	S_Atlantic	(26.5,26.75]	-0.5931915	-0.7523165	-0.4798583
phosphate_star	S_Atlantic	(26.75,27]	-0.7895915	-0.8343361	-0.7334042
phosphate_star	S_Atlantic	(27,27.25]	-0.7745761	-0.9515149	-0.6274124
phosphate_star	S_Atlantic	(27.25,27.5]	-0.8076375	-0.9364558	-0.7049941
phosphate_star	S_Atlantic	(27.5,27.75]	-0.7599544	-0.9157452	-0.6799994
phosphate_star	S_Atlantic	(27.75,27.85]	-0.7978305	-0.9644139	-0.6727793
phosphate_star	S_Atlantic	(27.85,27.95]	-0.8631150	-0.9724602	-0.7342067
phosphate_star	S_Atlantic	(27.95,28.05]	-0.9000408	-0.9748805	-0.8283114
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9311557	-0.9784110	-0.9009006
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9571724	-0.9821661	-0.9350892
phosphate_star	S_Atlantic	(28.15,28.2]	-0.9614030	-0.9863698	-0.9372185
phosphate_star	S_Atlantic	(28.2, Inf]	-0.9656024	-0.9887093	-0.9393475
phosphate_star	S_Pacific	(-Inf,26]	0.2683521	0.1118819	0.4060327
phosphate_star	S_Pacific	(26,26.5]	-0.1580674	-0.2542427	-0.0574260
phosphate_star	S_Pacific	(26.5,26.75]	-0.5841387	-0.6803980	-0.5166197
phosphate_star	S_Pacific	(26.75,27]	-0.7809112	-0.8623874	-0.7310642
phosphate_star	S_Pacific	(27,27.25]	-0.7636428	-0.8199630	-0.7103480
phosphate_star	S_Pacific	(27.25,27.5]	-0.5433843	-0.5808580	-0.5021629
phosphate_star	S_Pacific	(27.5,27.75]	-0.0760474	-0.1896068	0.0178198
phosphate_star	S_Pacific	(27.75,27.85]	0.4865332	0.2079510	0.6463637
phosphate_star	S_Pacific	(27.85,27.95]	0.4905021	0.1071826	0.7980212
phosphate_star	S_Pacific	(27.95,28.05]	0.4868914	0.0002882	0.8791663
phosphate_star	S_Pacific	(28.05,28.1]	0.3770512	0.0010576	0.7478298
phosphate_star	S_Pacific	(28.1,28.2]	0.4313411	0.1719654	0.6790113
phosphate_star	S_Pacific	(28.2,28.3]	0.5415882	0.3156002	0.7208247
phosphate_star	S_Pacific	(28.3, Inf]	-0.0194424	-0.5948902	0.5298033
sal	Indian	(-Inf,26]	0.6442053	0.3080289	0.9356344
sal	Indian	(26,26.5]	0.5168554	0.2717461	0.7540191
sal	Indian	(26.5,26.75]	0.6046720	0.5436088	0.7126785
sal	Indian	(26.75,27]	0.4767296	0.3785747	0.5983611
sal	Indian	(27,27.25]	0.3014771	0.1481180	0.4129118
sal	Indian	(27.25,27.5]	-0.0410485	-0.3103906	0.1107106
sal	Indian	(27.5,27.75]	0.0183743	-0.4226567	0.5328365
sal	Indian	(27.75,27.85]	-0.1086649	-0.6812340	0.6311915
sal	Indian	(27.85,27.95]	-0.2311778	-0.5874647	0.4075061
sal	Indian	(27.95,28.05]	-0.5042906	-0.7064267	-0.1406124
sal	Indian	(28.05,28.1]	-0.7235769	-0.8751121	-0.5969712
sal	Indian	(28.1,28.2]	-0.7926866	-0.9405614	-0.6917872
sal	Indian	(28.2,28.3]	-0.7313419	-0.9278660	-0.5584349
sal	Indian	(28.3, Inf]	0.0441392	-0.1512446	0.3866271
sal	N_Atlantic	(-Inf,26]	0.1346576	-0.8935158	0.8118020
sal	N_Atlantic	(26,26.5]	0.2543973	0.0920201	0.3547454
sal	N_Atlantic	(26.5,26.75]	-0.7382460	-0.9499106	-0.4412037
sal	N_Atlantic	(26.75,27]	-0.9244190	-0.9556260	-0.8744665
sal	N_Atlantic	(27,27.25]	-0.9262218	-0.9748769	-0.8661457
sal	N_Atlantic	(27.25,27.5]	-0.7804345	-0.8745309	-0.5966862
sal	N_Atlantic	(27.5,27.75]	-0.8468290	-0.8920358	-0.7654494
sal	N_Atlantic	(27.75,27.85]	-0.8488766	-0.8973153	-0.7921344
sal	N_Atlantic	(27.85,27.95]	-0.8369649	-0.8898053	-0.7884638
sal	N_Atlantic	(27.95,28.05]	-0.8583664	-0.8708375	-0.8459354
sal	N_Atlantic	(28.05,28.1]	-0.7662145	-0.8413960	-0.7271125
sal	N_Atlantic	(28.1,28.15]	-0.2219530	-0.5129954	0.1344523
sal	N_Atlantic	(28.15,28.2]	0.7533339	0.6665833	0.8705337
sal	N_Atlantic	(28.2, Inf]	0.7266192	0.5524055	0.9881899
sal	N_Pacific	(-Inf,26]	-0.6337051	-0.7776352	-0.4690870
sal	N_Pacific	(26,26.5]	-0.7224673	-0.8015960	-0.6119859
sal	N_Pacific	(26.5,26.75]	-0.7162943	-0.7858742	-0.5969535
sal	N_Pacific	(26.75,27]	-0.8798061	-0.9062110	-0.8609408
sal	N_Pacific	(27,27.25]	-0.9482910	-0.9704604	-0.9184729
sal	N_Pacific	(27.25,27.5]	-0.9511318	-0.9650242	-0.9264101
sal	N_Pacific	(27.5,27.75]	-0.9551965	-0.9605484	-0.9483966
sal	N_Pacific	(27.75,27.85]	-0.8966755	-0.9062412	-0.8790442
sal	N_Pacific	(27.85,27.95]	-0.6269346	-0.6374414	-0.6134596
sal	N_Pacific	(27.95,28.05]	-0.2004323	-0.2123941	-0.1877938
sal	N_Pacific	(28.05,28.1]	0.2752439	0.0963790	0.4001209
sal	N_Pacific	(28.1,28.2]	0.3318093	0.3017617	0.3635213
sal	N_Pacific	(28.2,28.3]	0.2303631	0.1719274	0.2741351
sal	N_Pacific	(28.3, Inf]	0.9097333	0.8527438	0.9485691
sal	S_Atlantic	(-Inf,26]	NA	NA	NA
sal	S_Atlantic	(26,26.5]	0.0334703	-0.3030172	0.3740505
sal	S_Atlantic	(26.5,26.75]	0.2211322	0.0588897	0.4642704
sal	S_Atlantic	(26.75,27]	0.5701947	0.4008822	0.7341476
sal	S_Atlantic	(27,27.25]	0.6479333	0.4106644	0.9134006
sal	S_Atlantic	(27.25,27.5]	0.7413917	0.6073567	0.9388376
sal	S_Atlantic	(27.5,27.75]	0.7064940	0.5995166	0.9024409
sal	S_Atlantic	(27.75,27.85]	0.7591708	0.6177448	0.9520664
sal	S_Atlantic	(27.85,27.95]	0.8367276	0.6902150	0.9634402
sal	S_Atlantic	(27.95,28.05]	0.8891789	0.8205923	0.9675573
sal	S_Atlantic	(28.05,28.1]	0.9275867	0.8993925	0.9724901
sal	S_Atlantic	(28.1,28.15]	0.9503410	0.9265166	0.9762412
sal	S_Atlantic	(28.15,28.2]	0.9615373	0.9495518	0.9788589
sal	S_Atlantic	(28.2, Inf]	0.7230579	0.5978177	0.8937549
sal	S_Pacific	(-Inf,26]	-0.3091435	-0.4448032	-0.0998408
sal	S_Pacific	(26,26.5]	-0.4877248	-0.5865605	-0.3856605
sal	S_Pacific	(26.5,26.75]	0.2289600	0.1919537	0.2647183
sal	S_Pacific	(26.75,27]	0.6542402	0.5987772	0.7261644
sal	S_Pacific	(27,27.25]	0.7082208	0.6718611	0.7334549
sal	S_Pacific	(27.25,27.5]	0.2765043	0.1867529	0.4140640
sal	S_Pacific	(27.5,27.75]	-0.4466330	-0.5470334	-0.2992132
sal	S_Pacific	(27.75,27.85]	-0.4943855	-0.7446336	-0.0707078
sal	S_Pacific	(27.85,27.95]	-0.3642131	-0.8177585	0.1435259
sal	S_Pacific	(27.95,28.05]	-0.2507519	-0.8872440	0.4478112
sal	S_Pacific	(28.05,28.1]	-0.0846213	-0.8149389	0.5846356
sal	S_Pacific	(28.1,28.2]	0.1615419	-0.6160054	0.6407798
sal	S_Pacific	(28.2,28.3]	0.2282861	-0.3583206	0.5560324
sal	S_Pacific	(28.3, Inf]	0.1009890	-0.3836213	0.3444352
silicate	Indian	(-Inf,26]	-0.5317017	-0.7337342	-0.3819483
silicate	Indian	(26,26.5]	-0.8751712	-0.9064251	-0.8509036
silicate	Indian	(26.5,26.75]	-0.9550444	-0.9657282	-0.9442005
silicate	Indian	(26.75,27]	-0.9590144	-0.9779899	-0.9364204
silicate	Indian	(27,27.25]	-0.9332479	-0.9758584	-0.9076693
silicate	Indian	(27.25,27.5]	-0.8209088	-0.9448351	-0.7356408
silicate	Indian	(27.5,27.75]	-0.4720261	-0.8250831	0.0300446
silicate	Indian	(27.75,27.85]	-0.1228214	-0.6750897	0.5876305
silicate	Indian	(27.85,27.95]	-0.2274717	-0.5864291	0.3211528
silicate	Indian	(27.95,28.05]	-0.4978687	-0.6723503	-0.1912554
silicate	Indian	(28.05,28.1]	-0.7243006	-0.8131943	-0.6420140
silicate	Indian	(28.1,28.2]	-0.8484911	-0.8931816	-0.8095155
silicate	Indian	(28.2,28.3]	-0.8640869	-0.9339614	-0.7975611
silicate	Indian	(28.3, Inf]	-0.4489459	-0.5622611	-0.2281391
silicate	N_Atlantic	(-Inf,26]	-0.3487976	-0.8471273	0.3855306
silicate	N_Atlantic	(26,26.5]	-0.4948855	-0.5655549	-0.4501600
silicate	N_Atlantic	(26.5,26.75]	-0.7610427	-0.8100378	-0.7206594
silicate	N_Atlantic	(26.75,27]	-0.7540994	-0.8459846	-0.6840446
silicate	N_Atlantic	(27,27.25]	-0.8738909	-0.8845092	-0.8564955
silicate	N_Atlantic	(27.25,27.5]	-0.8917689	-0.8998436	-0.8832186
silicate	N_Atlantic	(27.5,27.75]	-0.8838677	-0.8980584	-0.8727706
silicate	N_Atlantic	(27.75,27.85]	-0.8965278	-0.9185782	-0.8773105
silicate	N_Atlantic	(27.85,27.95]	-0.8671473	-0.9020041	-0.8195569
silicate	N_Atlantic	(27.95,28.05]	-0.7032896	-0.7960224	-0.6292176
silicate	N_Atlantic	(28.05,28.1]	-0.3113687	-0.4144688	-0.2219011
silicate	N_Atlantic	(28.1,28.15]	-0.5792075	-0.6333407	-0.5032800
silicate	N_Atlantic	(28.15,28.2]	-0.9535329	-0.9681114	-0.9460778
silicate	N_Atlantic	(28.2, Inf]	-0.9682609	-0.9927917	-0.9437768
silicate	N_Pacific	(-Inf,26]	0.3520397	0.1813450	0.5385669
silicate	N_Pacific	(26,26.5]	-0.2024982	-0.3399366	-0.1100321
silicate	N_Pacific	(26.5,26.75]	-0.3527550	-0.4618166	-0.2719341
silicate	N_Pacific	(26.75,27]	-0.0870933	-0.2067979	0.1113943
silicate	N_Pacific	(27,27.25]	0.2815023	0.1823318	0.3721450
silicate	N_Pacific	(27.25,27.5]	0.5340871	0.4736642	0.6507105
silicate	N_Pacific	(27.5,27.75]	0.6771159	0.5781799	0.7893977
silicate	N_Pacific	(27.75,27.85]	0.9447480	0.9281147	0.9655469
silicate	N_Pacific	(27.85,27.95]	0.9513798	0.9328234	0.9671263
silicate	N_Pacific	(27.95,28.05]	0.9517588	0.9385956	0.9690620
silicate	N_Pacific	(28.05,28.1]	0.9648371	0.9585008	0.9734960
silicate	N_Pacific	(28.1,28.2]	0.9244213	0.9071699	0.9558971
silicate	N_Pacific	(28.2,28.3]	0.9397886	0.9284226	0.9462880
silicate	N_Pacific	(28.3, Inf]	0.9749857	0.9586616	0.9835440
silicate	S_Atlantic	(-Inf,26]	NA	NA	NA
silicate	S_Atlantic	(26,26.5]	-0.4775561	-0.6568960	-0.3135747
silicate	S_Atlantic	(26.5,26.75]	-0.6431234	-0.8335126	-0.3470976
silicate	S_Atlantic	(26.75,27]	-0.5673946	-0.8237489	-0.1830483
silicate	S_Atlantic	(27,27.25]	-0.7278230	-0.8607650	-0.5272848
silicate	S_Atlantic	(27.25,27.5]	-0.5941876	-0.7547228	-0.4811113
silicate	S_Atlantic	(27.5,27.75]	-0.6669089	-0.8391060	-0.4934898
silicate	S_Atlantic	(27.75,27.85]	-0.8630168	-0.9498070	-0.7306364
silicate	S_Atlantic	(27.85,27.95]	-0.9513774	-0.9678156	-0.9245391
silicate	S_Atlantic	(27.95,28.05]	-0.9641354	-0.9806503	-0.9414945
silicate	S_Atlantic	(28.05,28.1]	-0.9838220	-0.9922044	-0.9754870
silicate	S_Atlantic	(28.1,28.15]	-0.9852251	-0.9911638	-0.9800594
silicate	S_Atlantic	(28.15,28.2]	-0.9815427	-0.9874420	-0.9711231
silicate	S_Atlantic	(28.2, Inf]	-0.8665016	-0.8902716	-0.8259337
silicate	S_Pacific	(-Inf,26]	0.0054507	-0.0335961	0.0787160
silicate	S_Pacific	(26,26.5]	-0.5694281	-0.7085420	-0.4986936
silicate	S_Pacific	(26.5,26.75]	-0.8337514	-0.8953801	-0.7889726
silicate	S_Pacific	(26.75,27]	-0.9268009	-0.9451474	-0.9155590
silicate	S_Pacific	(27,27.25]	-0.8983184	-0.9204304	-0.8743217
silicate	S_Pacific	(27.25,27.5]	-0.8436380	-0.8640116	-0.8111361
silicate	S_Pacific	(27.5,27.75]	-0.6555516	-0.7786508	-0.4452665
silicate	S_Pacific	(27.75,27.85]	-0.3107658	-0.5494537	0.1060847
silicate	S_Pacific	(27.85,27.95]	-0.1222814	-0.6071756	0.3838720
silicate	S_Pacific	(27.95,28.05]	-0.0698634	-0.7615625	0.6033152
silicate	S_Pacific	(28.05,28.1]	0.0930568	-0.6562179	0.7031954
silicate	S_Pacific	(28.1,28.2]	0.3493734	-0.3596024	0.7797933
silicate	S_Pacific	(28.2,28.3]	0.6025550	0.1404418	0.8800990
silicate	S_Pacific	(28.3, Inf]	-0.2615283	-0.5758713	0.2398959
temp	Indian	(-Inf,26]	-0.3046082	-0.6849650	0.0380243
temp	Indian	(26,26.5]	0.3367358	0.1483235	0.4823808
temp	Indian	(26.5,26.75]	0.5157795	0.4770833	0.5808605
temp	Indian	(26.75,27]	0.4076735	0.3036372	0.4638091
temp	Indian	(27,27.25]	0.2983558	0.1276015	0.4380173
temp	Indian	(27.25,27.5]	0.2294901	-0.0297883	0.3643337
temp	Indian	(27.5,27.75]	0.3761207	-0.0462340	0.7794393
temp	Indian	(27.75,27.85]	-0.0769345	-0.6287175	0.6318109
temp	Indian	(27.85,27.95]	-0.3000839	-0.6233865	0.3403638
temp	Indian	(27.95,28.05]	-0.5907447	-0.7757062	-0.2784266
temp	Indian	(28.05,28.1]	-0.7803700	-0.9326817	-0.6598974
temp	Indian	(28.1,28.2]	-0.8013239	-0.9448047	-0.7039867
temp	Indian	(28.2,28.3]	-0.7360166	-0.9366881	-0.5856184
temp	Indian	(28.3, Inf]	0.2870712	0.1299272	0.5954938
temp	N_Atlantic	(-Inf,26]	-0.2950233	-0.9744935	0.1287206
temp	N_Atlantic	(26,26.5]	-0.1716568	-0.2274614	-0.1133614
temp	N_Atlantic	(26.5,26.75]	-0.7324227	-0.9408193	-0.4322743
temp	N_Atlantic	(26.75,27]	-0.8860904	-0.9366971	-0.8067139
temp	N_Atlantic	(27,27.25]	-0.8972973	-0.9588325	-0.8112829
temp	N_Atlantic	(27.25,27.5]	-0.7839461	-0.8711245	-0.6158784
temp	N_Atlantic	(27.5,27.75]	-0.8002811	-0.8394041	-0.7277627
temp	N_Atlantic	(27.75,27.85]	-0.7684629	-0.8106839	-0.7166951
temp	N_Atlantic	(27.85,27.95]	-0.6814137	-0.7256827	-0.6367152
temp	N_Atlantic	(27.95,28.05]	-0.6423842	-0.7039930	-0.5773273
temp	N_Atlantic	(28.05,28.1]	-0.2550933	-0.3697914	-0.1172274
temp	N_Atlantic	(28.1,28.15]	0.2759456	0.0245768	0.6469855
temp	N_Atlantic	(28.15,28.2]	0.8008611	0.7499948	0.8845608
temp	N_Atlantic	(28.2, Inf]	-0.1091292	-0.7707183	0.9121750
temp	N_Pacific	(-Inf,26]	-0.7296467	-0.7407071	-0.7147676
temp	N_Pacific	(26,26.5]	-0.6675913	-0.7159119	-0.6241135
temp	N_Pacific	(26.5,26.75]	-0.6837617	-0.7359904	-0.5980680
temp	N_Pacific	(26.75,27]	-0.8110344	-0.8591813	-0.7725424
temp	N_Pacific	(27,27.25]	-0.8681226	-0.9186301	-0.8021163
temp	N_Pacific	(27.25,27.5]	-0.6751262	-0.7639398	-0.5528863
temp	N_Pacific	(27.5,27.75]	-0.5821869	-0.7379725	-0.4451837
temp	N_Pacific	(27.75,27.85]	-0.8152044	-0.9006276	-0.7438247
temp	N_Pacific	(27.85,27.95]	-0.5410643	-0.6931665	-0.4162573
temp	N_Pacific	(27.95,28.05]	-0.2166092	-0.3337681	-0.0684838
temp	N_Pacific	(28.05,28.1]	0.1646343	0.1024692	0.2533766
temp	N_Pacific	(28.1,28.2]	0.0938695	0.0031020	0.1743381
temp	N_Pacific	(28.2,28.3]	0.7402203	0.7061386	0.7716256
temp	N_Pacific	(28.3, Inf]	0.8378665	0.7916791	0.8667883
temp	S_Atlantic	(-Inf,26]	NA	NA	NA
temp	S_Atlantic	(26,26.5]	0.0378195	-0.3213164	0.4074665
temp	S_Atlantic	(26.5,26.75]	0.2129912	0.0361301	0.4424606
temp	S_Atlantic	(26.75,27]	0.6356935	0.5214266	0.7253557
temp	S_Atlantic	(27,27.25]	0.7749126	0.6266492	0.9439793
temp	S_Atlantic	(27.25,27.5]	0.8228929	0.7495918	0.9106420
temp	S_Atlantic	(27.5,27.75]	0.6771336	0.6223403	0.7828248
temp	S_Atlantic	(27.75,27.85]	0.6805385	0.5271247	0.9077599
temp	S_Atlantic	(27.85,27.95]	0.7329550	0.5740450	0.8981820
temp	S_Atlantic	(27.95,28.05]	0.7821779	0.6891913	0.8939125
temp	S_Atlantic	(28.05,28.1]	0.8336030	0.7912442	0.9088406
temp	S_Atlantic	(28.1,28.15]	0.8808897	0.8499366	0.9211465
temp	S_Atlantic	(28.15,28.2]	0.8919386	0.8456607	0.9356767
temp	S_Atlantic	(28.2, Inf]	0.8708332	0.8087678	0.9355399
temp	S_Pacific	(-Inf,26]	-0.8003068	-0.8099027	-0.7855578
temp	S_Pacific	(26,26.5]	-0.3323802	-0.3854816	-0.2547839
temp	S_Pacific	(26.5,26.75]	0.2652488	0.2019170	0.3581711
temp	S_Pacific	(26.75,27]	0.6349908	0.6001451	0.6837002
temp	S_Pacific	(27,27.25]	0.6397459	0.6060612	0.6736201
temp	S_Pacific	(27.25,27.5]	0.4321556	0.3427460	0.5144294
temp	S_Pacific	(27.5,27.75]	0.0647974	0.0144789	0.1374782
temp	S_Pacific	(27.75,27.85]	-0.4252172	-0.6240779	-0.0532845
temp	S_Pacific	(27.85,27.95]	-0.4054831	-0.8111396	0.0677724
temp	S_Pacific	(27.95,28.05]	-0.3666019	-0.9081509	0.2845675
temp	S_Pacific	(28.05,28.1]	-0.1944116	-0.8439382	0.4252487
temp	S_Pacific	(28.1,28.2]	-0.0710981	-0.7072681	0.3354029
temp	S_Pacific	(28.2,28.3]	0.1475458	-0.3206312	0.4555359
temp	S_Pacific	(28.3, Inf]	-0.1714898	-0.6381158	0.3894917

rm(cor_target_predictor, cor_target_predictor_stats)

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_1.33      
 [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_1.1.3      tibble_3.1.3     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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.9.1      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_1.0.1

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

19 August, 2021