eMLR - assumption testing

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Last updated: 2021-07-20

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: ec15bf2

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 ec15bf2. 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:
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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))))
)
}

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

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

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

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

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

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9237733	0.8759967	0.9523258
aou + nitrate	Atlantic	(26,26.5]	0.9312558	0.9193466	0.9445919
aou + nitrate	Atlantic	(26.5,26.75]	0.9548631	0.9269365	0.9728110
aou + nitrate	Atlantic	(26.75,27]	0.9672000	0.9539479	0.9790242
aou + nitrate	Atlantic	(27,27.25]	0.9185555	0.9008050	0.9337666
aou + nitrate	Atlantic	(27.25,27.5]	0.8446051	0.8317573	0.8553646
aou + nitrate	Atlantic	(27.5,27.75]	0.7413162	0.6642024	0.8680648
aou + nitrate	Atlantic	(27.75,27.85]	0.7384400	0.6930197	0.7983036
aou + nitrate	Atlantic	(27.85,27.95]	0.8194730	0.7772070	0.8620283
aou + nitrate	Atlantic	(27.95,27.98]	0.8817833	0.8510883	0.8982397
aou + nitrate	Atlantic	(27.98,28.02]	0.8992802	0.8833089	0.9163477
aou + nitrate	Atlantic	(28.02,28.05]	0.9344527	0.9204892	0.9484357
aou + nitrate	Atlantic	(28.05,28.1]	0.9632520	0.9599117	0.9684829
aou + nitrate	Atlantic	(28.1,28.15]	0.9752581	0.9706484	0.9815046
aou + nitrate	Atlantic	(28.15,28.2]	0.9830238	0.9758359	0.9908258
aou + nitrate	Atlantic	(28.2, Inf]	0.8671233	0.8552229	0.8829589
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9126544	0.8724825	0.9430410
aou + nitrate	Indo-Pacific	(26,26.5]	0.8273132	0.8140890	0.8432691
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.5851905	0.5587836	0.5992316
aou + nitrate	Indo-Pacific	(26.75,27]	0.2802440	0.2266259	0.3449341
aou + nitrate	Indo-Pacific	(27,27.25]	0.0534545	-0.0472192	0.2161085
aou + nitrate	Indo-Pacific	(27.25,27.5]	-0.1780575	-0.3512356	-0.0091679
aou + nitrate	Indo-Pacific	(27.5,27.75]	-0.2247199	-0.3048774	-0.1775244
aou + nitrate	Indo-Pacific	(27.75,27.85]	-0.1811393	-0.2349068	-0.1250112
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.0092955	-0.0914887	0.0849951
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.7480528	0.6871578	0.8008792
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9623453	0.9495805	0.9743868
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9765006	0.9741478	0.9778785
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.8114697	0.7681560	0.8403584
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.6225643	0.5086153	0.8504283
aou + phosphate	Atlantic	(-Inf,26]	0.8959715	0.8209194	0.9356394
aou + phosphate	Atlantic	(26,26.5]	0.9366440	0.9212274	0.9544462
aou + phosphate	Atlantic	(26.5,26.75]	0.9695529	0.9504658	0.9848279
aou + phosphate	Atlantic	(26.75,27]	0.9847990	0.9821437	0.9882566
aou + phosphate	Atlantic	(27,27.25]	0.9652179	0.9491046	0.9772500
aou + phosphate	Atlantic	(27.25,27.5]	0.9070662	0.8612429	0.9332375
aou + phosphate	Atlantic	(27.5,27.75]	0.9260239	0.8829818	0.9498871
aou + phosphate	Atlantic	(27.75,27.85]	0.9092450	0.8322324	0.9483591
aou + phosphate	Atlantic	(27.85,27.95]	0.9204024	0.8685973	0.9523310
aou + phosphate	Atlantic	(27.95,27.98]	0.8988863	0.8704156	0.9148360
aou + phosphate	Atlantic	(27.98,28.02]	0.9073999	0.8969903	0.9202465
aou + phosphate	Atlantic	(28.02,28.05]	0.9398519	0.9289102	0.9521635
aou + phosphate	Atlantic	(28.05,28.1]	0.9650778	0.9614333	0.9695128
aou + phosphate	Atlantic	(28.1,28.15]	0.9770576	0.9724647	0.9828382
aou + phosphate	Atlantic	(28.15,28.2]	0.9838127	0.9772091	0.9908596
aou + phosphate	Atlantic	(28.2, Inf]	0.8703172	0.8621286	0.8818556
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9368668	0.9040721	0.9613967
aou + phosphate	Indo-Pacific	(26,26.5]	0.9474316	0.9377831	0.9548527
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9315540	0.9284465	0.9364516
aou + phosphate	Indo-Pacific	(26.75,27]	0.9354365	0.9224809	0.9451695
aou + phosphate	Indo-Pacific	(27,27.25]	0.8987439	0.8742839	0.9282597
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.8648616	0.8434152	0.8986424
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9261238	0.9144280	0.9416622
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9755202	0.9722627	0.9812415
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9903361	0.9897620	0.9911243
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9956571	0.9955072	0.9958506
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9942270	0.9920251	0.9960772
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9859724	0.9830747	0.9878258
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.8247178	0.7820350	0.8565761
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6414987	0.5239395	0.8726008
aou + phosphate_star	Atlantic	(-Inf,26]	0.5768324	0.4169543	0.6699048
aou + phosphate_star	Atlantic	(26,26.5]	0.4626639	0.4246348	0.5349722
aou + phosphate_star	Atlantic	(26.5,26.75]	0.4703270	0.2877565	0.7107035
aou + phosphate_star	Atlantic	(26.75,27]	0.7525406	0.7019521	0.8023094
aou + phosphate_star	Atlantic	(27,27.25]	0.5541716	0.4332595	0.7178832
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1233994	-0.0590535	0.3690634
aou + phosphate_star	Atlantic	(27.5,27.75]	0.3317599	0.2622387	0.4633056
aou + phosphate_star	Atlantic	(27.75,27.85]	0.3355232	0.2952335	0.3843817
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3140079	0.2657367	0.3621601
aou + phosphate_star	Atlantic	(27.95,27.98]	0.4639742	0.3515064	0.6570402
aou + phosphate_star	Atlantic	(27.98,28.02]	0.6900314	0.6229848	0.8087710
aou + phosphate_star	Atlantic	(28.02,28.05]	0.8083184	0.7601734	0.8840816
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8829991	0.8710918	0.9042755
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9112722	0.8970354	0.9243893
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9569033	0.9515275	0.9673533
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7817785	0.7342042	0.8418811
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6687505	0.6052930	0.7630410
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6364773	0.4964806	0.7360838
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5229272	0.4889497	0.5434977
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6079959	0.5595810	0.6413036
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6364790	0.5849594	0.7015855
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6492559	0.6066990	0.7021058
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6937158	0.6408089	0.7666095
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.8003296	0.7633312	0.8552856
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8417472	0.8293294	0.8492535
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8050483	0.7880687	0.8164732
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7218087	0.7169425	0.7306662
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6222926	0.5941582	0.6736900
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2737125	0.2256122	0.3608132
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0383404	0.0206548	0.0621929
aou + silicate	Atlantic	(-Inf,26]	0.8488904	0.8228417	0.8764091
aou + silicate	Atlantic	(26,26.5]	0.8330305	0.7863140	0.8663918
aou + silicate	Atlantic	(26.5,26.75]	0.8308585	0.7435754	0.9075209
aou + silicate	Atlantic	(26.75,27]	0.8916470	0.8686931	0.9159064
aou + silicate	Atlantic	(27,27.25]	0.8331150	0.7791499	0.8990278
aou + silicate	Atlantic	(27.25,27.5]	0.6142179	0.5261636	0.7231628
aou + silicate	Atlantic	(27.5,27.75]	0.7017704	0.6843319	0.7358265
aou + silicate	Atlantic	(27.75,27.85]	0.7295491	0.7064385	0.7454529
aou + silicate	Atlantic	(27.85,27.95]	0.7235147	0.6987877	0.7498062
aou + silicate	Atlantic	(27.95,27.98]	0.8141107	0.7537712	0.9162958
aou + silicate	Atlantic	(27.98,28.02]	0.8660604	0.8405786	0.8976038
aou + silicate	Atlantic	(28.02,28.05]	0.7978117	0.7919756	0.8071110
aou + silicate	Atlantic	(28.05,28.1]	0.6619443	0.6194620	0.7220751
aou + silicate	Atlantic	(28.1,28.15]	0.5382754	0.4951023	0.5636176
aou + silicate	Atlantic	(28.15,28.2]	0.5627729	0.4718911	0.6739394
aou + silicate	Atlantic	(28.2, Inf]	0.4557634	0.4102794	0.5015486
aou + silicate	Indo-Pacific	(-Inf,26]	0.8320570	0.7750648	0.8816776
aou + silicate	Indo-Pacific	(26,26.5]	0.8220125	0.7863603	0.8439299
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7723916	0.7599221	0.7802242
aou + silicate	Indo-Pacific	(26.75,27]	0.7882221	0.7755089	0.8044894
aou + silicate	Indo-Pacific	(27,27.25]	0.8151454	0.7787369	0.8433933
aou + silicate	Indo-Pacific	(27.25,27.5]	0.8834633	0.8558068	0.9051712
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9190228	0.9027347	0.9303992
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9282401	0.9211985	0.9387865
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9148928	0.9084611	0.9184670
aou + silicate	Indo-Pacific	(27.95,28.05]	0.8860098	0.8575942	0.9071657
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9146156	0.8923619	0.9489695
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8586594	0.8476746	0.8709688
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7690760	0.7452593	0.7817053
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4230337	0.3842649	0.4734299
nitrate + phosphate	Atlantic	(-Inf,26]	0.9931123	0.9896050	0.9978693
nitrate + phosphate	Atlantic	(26,26.5]	0.9884476	0.9788772	0.9976355
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9791321	0.9621463	0.9975436
nitrate + phosphate	Atlantic	(26.75,27]	0.9795548	0.9650331	0.9954907
nitrate + phosphate	Atlantic	(27,27.25]	0.9544668	0.9257675	0.9891405
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9420623	0.9142939	0.9938800
nitrate + phosphate	Atlantic	(27.5,27.75]	0.8285099	0.7394932	0.9887121
nitrate + phosphate	Atlantic	(27.75,27.85]	0.8935474	0.8277770	0.9896351
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9659033	0.9535792	0.9795055
nitrate + phosphate	Atlantic	(27.95,27.98]	0.9964658	0.9955360	0.9972409
nitrate + phosphate	Atlantic	(27.98,28.02]	0.9975922	0.9974822	0.9978107
nitrate + phosphate	Atlantic	(28.02,28.05]	0.9982535	0.9981246	0.9983482
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9989994	0.9988242	0.9991064
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995541	0.9994667	0.9996338
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9998865	0.9998618	0.9999048
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9996662	0.9995164	0.9998277
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9837644	0.9801242	0.9859840
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8539694	0.8269937	0.8727201
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.5820427	0.4882590	0.6571716
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.2024193	0.0784715	0.3311483
nitrate + phosphate	Indo-Pacific	(27,27.25]	-0.1829239	-0.3478898	0.0339579
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	-0.5242308	-0.7046569	-0.3279819
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	-0.4995428	-0.5805741	-0.4270195
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	-0.3360394	-0.3953288	-0.2618948
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	-0.0693772	-0.1769096	0.0119522
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.7683041	0.7136186	0.8128326
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9732173	0.9682232	0.9783475
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9951649	0.9940879	0.9958441
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9973117	0.9971039	0.9976497
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9977757	0.9973044	0.9980221
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8309146	0.7952416	0.8634252
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7249979	0.6997966	0.7511849
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.6453500	0.5306293	0.8036993
nitrate + phosphate_star	Atlantic	(26.75,27]	0.8360394	0.7859373	0.8653201
nitrate + phosphate_star	Atlantic	(27,27.25]	0.7311337	0.6612938	0.8301659
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.5160704	0.3064428	0.6841042
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6168996	0.4813322	0.6903701
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7818100	0.7513529	0.7985628
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.7650306	0.6793031	0.8544657
nitrate + phosphate_star	Atlantic	(27.95,27.98]	0.8036287	0.7211125	0.9459617
nitrate + phosphate_star	Atlantic	(27.98,28.02]	0.9271335	0.9022726	0.9688755
nitrate + phosphate_star	Atlantic	(28.02,28.05]	0.9542717	0.9412967	0.9771551
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9642805	0.9549759	0.9756328
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9652204	0.9586513	0.9755527
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9851774	0.9829494	0.9881700
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9788718	0.9685582	0.9903018
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8921335	0.8555801	0.9176440
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.7263598	0.5808151	0.8285876
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4796281	0.3003407	0.6334672
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.1948372	-0.0096322	0.3798912
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.2242119	-0.4346690	-0.0030213
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.6190373	-0.7882367	-0.4469714
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6550209	-0.7341158	-0.5685932
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4904480	-0.5670006	-0.3804268
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1785610	-0.3015817	-0.0779646
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7700644	0.7464799	0.8059951
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7901095	0.7516513	0.8151369
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7420702	0.6924844	0.8033346
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7171808	0.6788713	0.7377702
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7660205	0.5657372	0.8681342
nitrate + silicate	Atlantic	(-Inf,26]	0.9379105	0.9163871	0.9490823
nitrate + silicate	Atlantic	(26,26.5]	0.9280893	0.9260134	0.9294130
nitrate + silicate	Atlantic	(26.5,26.75]	0.9009955	0.8465032	0.9326305
nitrate + silicate	Atlantic	(26.75,27]	0.9319718	0.9050225	0.9459101
nitrate + silicate	Atlantic	(27,27.25]	0.9072352	0.8692011	0.9359036
nitrate + silicate	Atlantic	(27.25,27.5]	0.8460179	0.7950643	0.8929753
nitrate + silicate	Atlantic	(27.5,27.75]	0.8268070	0.7552099	0.8951739
nitrate + silicate	Atlantic	(27.75,27.85]	0.9397676	0.9297060	0.9485873
nitrate + silicate	Atlantic	(27.85,27.95]	0.9555368	0.9373796	0.9721227
nitrate + silicate	Atlantic	(27.95,27.98]	0.9280176	0.9031445	0.9503360
nitrate + silicate	Atlantic	(27.98,28.02]	0.8903433	0.8782973	0.8968937
nitrate + silicate	Atlantic	(28.02,28.05]	0.7711295	0.7416625	0.8176338
nitrate + silicate	Atlantic	(28.05,28.1]	0.6305015	0.5706345	0.6659504
nitrate + silicate	Atlantic	(28.1,28.15]	0.5146928	0.4491143	0.5835381
nitrate + silicate	Atlantic	(28.15,28.2]	0.5913458	0.5382773	0.6724633
nitrate + silicate	Atlantic	(28.2, Inf]	0.6950460	0.6770492	0.7124732
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9309396	0.9206561	0.9383156
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8169174	0.7782121	0.8370791
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.6209138	0.5272936	0.7032750
nitrate + silicate	Indo-Pacific	(26.75,27]	0.3877306	0.2641027	0.4963310
nitrate + silicate	Indo-Pacific	(27,27.25]	0.2458062	0.0532272	0.4284773
nitrate + silicate	Indo-Pacific	(27.25,27.5]	-0.0339833	-0.3191875	0.1875260
nitrate + silicate	Indo-Pacific	(27.5,27.75]	-0.0784833	-0.2310208	0.0008391
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.0636939	-0.0414004	0.1448669
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.2738411	0.1435083	0.3601189
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.8539890	0.8223230	0.8773381
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9325505	0.9151398	0.9591584
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9001463	0.8937530	0.9107387
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9477699	0.9369215	0.9623066
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6422434	0.5822056	0.7083145
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8600607	0.8464633	0.8794795
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7371058	0.7130869	0.7569004
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.6656961	0.5680320	0.8208116
phosphate + phosphate_star	Atlantic	(26.75,27]	0.8548146	0.8227157	0.8836629
phosphate + phosphate_star	Atlantic	(27,27.25]	0.7499484	0.6946722	0.8487415
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5183460	0.3193899	0.6776705
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6531072	0.5546986	0.7255337
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.6769797	0.6061938	0.7664294
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6403810	0.5409652	0.7680368
phosphate + phosphate_star	Atlantic	(27.95,27.98]	0.7728326	0.6873322	0.9207053
phosphate + phosphate_star	Atlantic	(27.98,28.02]	0.9128446	0.8895271	0.9572677
phosphate + phosphate_star	Atlantic	(28.02,28.05]	0.9456949	0.9330852	0.9694121
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9611820	0.9519212	0.9722262
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9627152	0.9568500	0.9735263
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9843545	0.9825551	0.9871558
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9751774	0.9624353	0.9889930
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8773675	0.8485368	0.9034309
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8460329	0.7644925	0.9019683
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7930743	0.7716437	0.8131810
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.8424683	0.8298801	0.8489357
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.9010084	0.8968482	0.9069281
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.9391157	0.9340749	0.9445687
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.9100501	0.8923449	0.9340247
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.9074077	0.8866382	0.9337661
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.9023819	0.8945291	0.9072384
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8512276	0.8345374	0.8624445
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7819458	0.7647534	0.7906158
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7254614	0.6825899	0.7861840
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7128230	0.6771649	0.7350066
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.7494931	0.5303340	0.8616208
sal + aou	Atlantic	(-Inf,26]	-0.1268595	-0.3027986	-0.0225956
sal + aou	Atlantic	(26,26.5]	0.0087613	-0.0743064	0.0569265
sal + aou	Atlantic	(26.5,26.75]	-0.1521447	-0.4274764	0.0457569
sal + aou	Atlantic	(26.75,27]	-0.6450805	-0.7109808	-0.5753314
sal + aou	Atlantic	(27,27.25]	-0.4608017	-0.6334514	-0.3373952
sal + aou	Atlantic	(27.25,27.5]	-0.0860372	-0.3127088	0.0938574
sal + aou	Atlantic	(27.5,27.75]	-0.2950476	-0.4167173	-0.2182965
sal + aou	Atlantic	(27.75,27.85]	-0.2704890	-0.2882011	-0.2370825
sal + aou	Atlantic	(27.85,27.95]	-0.2351450	-0.3143138	-0.1708202
sal + aou	Atlantic	(27.95,27.98]	-0.4127800	-0.6081564	-0.3097352
sal + aou	Atlantic	(27.98,28.02]	-0.6559472	-0.7862052	-0.5898963
sal + aou	Atlantic	(28.02,28.05]	-0.7767561	-0.8672384	-0.7274243
sal + aou	Atlantic	(28.05,28.1]	-0.8344791	-0.8739358	-0.8028310
sal + aou	Atlantic	(28.1,28.15]	-0.8353941	-0.8761626	-0.8119202
sal + aou	Atlantic	(28.15,28.2]	-0.9110208	-0.9334723	-0.8926861
sal + aou	Atlantic	(28.2, Inf]	-0.7367536	-0.8878986	-0.5746261
sal + aou	Indo-Pacific	(-Inf,26]	-0.2484709	-0.3051234	-0.1465498
sal + aou	Indo-Pacific	(26,26.5]	-0.2752826	-0.4837318	-0.0492932
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1595190	-0.2880423	-0.0710970
sal + aou	Indo-Pacific	(26.75,27]	-0.1651880	-0.2625989	-0.0579302
sal + aou	Indo-Pacific	(27,27.25]	-0.0549373	-0.2125567	0.0927460
sal + aou	Indo-Pacific	(27.25,27.5]	0.0747645	-0.1239127	0.2554865
sal + aou	Indo-Pacific	(27.5,27.75]	0.2454324	0.0514989	0.3616002
sal + aou	Indo-Pacific	(27.75,27.85]	0.1443195	-0.0256952	0.2909592
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0503310	-0.1004603	0.0373698
sal + aou	Indo-Pacific	(27.95,28.05]	-0.2619257	-0.3326392	-0.1645266
sal + aou	Indo-Pacific	(28.05,28.1]	-0.0966881	-0.1617237	-0.0015733
sal + aou	Indo-Pacific	(28.1,28.2]	0.2173137	0.1831745	0.2346411
sal + aou	Indo-Pacific	(28.2,28.3]	0.5440722	0.4839590	0.6372085
sal + aou	Indo-Pacific	(28.3, Inf]	0.8286915	0.8053136	0.8463269
sal + nitrate	Atlantic	(-Inf,26]	-0.3942853	-0.5157328	-0.2612555
sal + nitrate	Atlantic	(26,26.5]	-0.2609194	-0.2987119	-0.2186995
sal + nitrate	Atlantic	(26.5,26.75]	-0.3623168	-0.5705906	-0.2404286
sal + nitrate	Atlantic	(26.75,27]	-0.7641108	-0.8111549	-0.7078514
sal + nitrate	Atlantic	(27,27.25]	-0.6795244	-0.7920709	-0.6219406
sal + nitrate	Atlantic	(27.25,27.5]	-0.5035662	-0.6682003	-0.3097588
sal + nitrate	Atlantic	(27.5,27.75]	-0.6407504	-0.7442193	-0.5461541
sal + nitrate	Atlantic	(27.75,27.85]	-0.7509030	-0.7681603	-0.7348952
sal + nitrate	Atlantic	(27.85,27.95]	-0.6870936	-0.8063032	-0.5799410
sal + nitrate	Atlantic	(27.95,27.98]	-0.7294562	-0.8809292	-0.6415091
sal + nitrate	Atlantic	(27.98,28.02]	-0.8811273	-0.9327822	-0.8409479
sal + nitrate	Atlantic	(28.02,28.05]	-0.9124210	-0.9445361	-0.8889742
sal + nitrate	Atlantic	(28.05,28.1]	-0.9096841	-0.9270864	-0.8905542
sal + nitrate	Atlantic	(28.1,28.15]	-0.8880433	-0.9165924	-0.8735816
sal + nitrate	Atlantic	(28.15,28.2]	-0.9283343	-0.9519175	-0.9045506
sal + nitrate	Atlantic	(28.2, Inf]	-0.8463361	-0.9325663	-0.7917646
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4926108	-0.5854135	-0.4071419
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5565888	-0.7729289	-0.3211660
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5434444	-0.7212518	-0.3759828
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5950798	-0.7155624	-0.4151548
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6124492	-0.7090392	-0.4371681
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4842305	-0.6387548	-0.2250898
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.3746253	-0.5306253	-0.1898553
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.3367594	-0.5104594	-0.1184491
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.3438824	-0.4393960	-0.2050974
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.5159261	-0.6084624	-0.4662817
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.1792411	-0.2648421	-0.1075086
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.1759487	0.1085645	0.2287176
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.6395170	0.5756990	0.7244838
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.4115001	0.2430309	0.6983159
sal + phosphate	Atlantic	(-Inf,26]	-0.4212124	-0.5293307	-0.2685116
sal + phosphate	Atlantic	(26,26.5]	-0.2640914	-0.2957925	-0.2136682
sal + phosphate	Atlantic	(26.5,26.75]	-0.3557984	-0.5620473	-0.2292517
sal + phosphate	Atlantic	(26.75,27]	-0.7588184	-0.8025378	-0.7072102
sal + phosphate	Atlantic	(27,27.25]	-0.6699442	-0.7789339	-0.6141140
sal + phosphate	Atlantic	(27.25,27.5]	-0.4793364	-0.6258393	-0.2807934
sal + phosphate	Atlantic	(27.5,27.75]	-0.6049191	-0.6802671	-0.4981530
sal + phosphate	Atlantic	(27.75,27.85]	-0.6071821	-0.7244316	-0.5229159
sal + phosphate	Atlantic	(27.85,27.95]	-0.5585222	-0.7187920	-0.4395564
sal + phosphate	Atlantic	(27.95,27.98]	-0.6927133	-0.8479634	-0.6024364
sal + phosphate	Atlantic	(27.98,28.02]	-0.8644861	-0.9175278	-0.8265224
sal + phosphate	Atlantic	(28.02,28.05]	-0.9035259	-0.9356705	-0.8799147
sal + phosphate	Atlantic	(28.05,28.1]	-0.9077482	-0.9242591	-0.8886236
sal + phosphate	Atlantic	(28.1,28.15]	-0.8855843	-0.9148350	-0.8690781
sal + phosphate	Atlantic	(28.15,28.2]	-0.9272792	-0.9510328	-0.9019950
sal + phosphate	Atlantic	(28.2, Inf]	-0.8410299	-0.9334771	-0.7810595
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.4559974	-0.5436631	-0.3626902
sal + phosphate	Indo-Pacific	(26,26.5]	-0.5109059	-0.6716235	-0.3311040
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4270670	-0.5587640	-0.3478274
sal + phosphate	Indo-Pacific	(26.75,27]	-0.3717268	-0.4754706	-0.2951139
sal + phosphate	Indo-Pacific	(27,27.25]	-0.1542751	-0.2783584	-0.0726727
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.0355761	-0.0759440	0.1039103
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.1691452	0.0570188	0.2790324
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0814878	-0.0405398	0.2316780
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1034047	-0.1610897	-0.0174454
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.3249260	-0.3974782	-0.2282257
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.1448390	-0.2161136	-0.0580911
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.1845734	0.1276054	0.2230373
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6410939	0.5794344	0.7303235
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.4451349	0.2717978	0.7426634
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7591952	-0.8106475	-0.6572586
sal + phosphate_star	Atlantic	(26,26.5]	-0.7703153	-0.7918454	-0.7477990
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8883522	-0.9032704	-0.8791808
sal + phosphate_star	Atlantic	(26.75,27]	-0.9650937	-0.9702200	-0.9561343
sal + phosphate_star	Atlantic	(27,27.25]	-0.9827087	-0.9872018	-0.9771639
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9838171	-0.9848566	-0.9830256
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9687220	-0.9794774	-0.9568915
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9770085	-0.9850594	-0.9636809
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9720644	-0.9804269	-0.9637306
sal + phosphate_star	Atlantic	(27.95,27.98]	-0.9618344	-0.9693019	-0.9500026
sal + phosphate_star	Atlantic	(27.98,28.02]	-0.9808090	-0.9844325	-0.9742177
sal + phosphate_star	Atlantic	(28.02,28.05]	-0.9844318	-0.9862158	-0.9816177
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9807245	-0.9831281	-0.9791454
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9731970	-0.9775299	-0.9706278
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9737321	-0.9825048	-0.9618968
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8852629	-0.9327478	-0.8507946
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6889854	-0.7332172	-0.6508915
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8282435	-0.8724856	-0.7872570
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8073872	-0.8712181	-0.7728288
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.7054173	-0.7830448	-0.6624289
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.3780163	-0.4735031	-0.3268341
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0903445	-0.1446995	-0.0152710
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0423201	-0.1087815	0.0333618
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1849412	-0.3021866	-0.0361096
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4133739	-0.4696023	-0.3418117
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7412954	-0.7806327	-0.6628179
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6384617	-0.6907037	-0.5471036
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.3459258	-0.4378308	-0.2190140
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.2758508	0.1197628	0.3552896
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0696606	-0.1440518	0.0726620
sal + silicate	Atlantic	(-Inf,26]	-0.3723428	-0.5247360	-0.2277960
sal + silicate	Atlantic	(26,26.5]	-0.3379848	-0.3899876	-0.3046696
sal + silicate	Atlantic	(26.5,26.75]	-0.5400985	-0.6625136	-0.4434306
sal + silicate	Atlantic	(26.75,27]	-0.8754764	-0.8926462	-0.8487910
sal + silicate	Atlantic	(27,27.25]	-0.8309081	-0.8795788	-0.7997268
sal + silicate	Atlantic	(27.25,27.5]	-0.7644168	-0.8254045	-0.6560815
sal + silicate	Atlantic	(27.5,27.75]	-0.8080238	-0.8596265	-0.7676072
sal + silicate	Atlantic	(27.75,27.85]	-0.7614230	-0.7744562	-0.7533315
sal + silicate	Atlantic	(27.85,27.95]	-0.7084407	-0.7657540	-0.6287904
sal + silicate	Atlantic	(27.95,27.98]	-0.6573476	-0.7309636	-0.5744762
sal + silicate	Atlantic	(27.98,28.02]	-0.6246917	-0.7012336	-0.5515229
sal + silicate	Atlantic	(28.02,28.05]	-0.4676150	-0.5983265	-0.3962938
sal + silicate	Atlantic	(28.05,28.1]	-0.2848959	-0.3701283	-0.2124323
sal + silicate	Atlantic	(28.1,28.15]	-0.1150705	-0.2470562	-0.0071457
sal + silicate	Atlantic	(28.15,28.2]	-0.3145873	-0.3746833	-0.2633937
sal + silicate	Atlantic	(28.2, Inf]	-0.3547325	-0.4775250	-0.2652739
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5526569	-0.6647037	-0.4562567
sal + silicate	Indo-Pacific	(26,26.5]	-0.5937282	-0.7703593	-0.3722257
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5826234	-0.7363827	-0.4452197
sal + silicate	Indo-Pacific	(26.75,27]	-0.5701293	-0.7006416	-0.4026119
sal + silicate	Indo-Pacific	(27,27.25]	-0.4802621	-0.6431043	-0.2633428
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.2432545	-0.4560935	0.0196481
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0292753	-0.1733021	0.1538300
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0157751	-0.2158313	0.1449154
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0773022	-0.1737955	-0.0280903
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.2322424	-0.3714294	-0.1415795
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0581532	-0.0766841	0.1793332
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3000867	0.1883196	0.4040483
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6359432	0.5752712	0.7039779
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4907460	0.3748862	0.5691715
sal + temp	Atlantic	(-Inf,26]	0.8704177	0.8441361	0.8858128
sal + temp	Atlantic	(26,26.5]	0.9494330	0.9417602	0.9617415
sal + temp	Atlantic	(26.5,26.75]	0.9758373	0.9727305	0.9793364
sal + temp	Atlantic	(26.75,27]	0.9781013	0.9752303	0.9821729
sal + temp	Atlantic	(27,27.25]	0.9809775	0.9777989	0.9835759
sal + temp	Atlantic	(27.25,27.5]	0.9777038	0.9717720	0.9819688
sal + temp	Atlantic	(27.5,27.75]	0.9648705	0.9577596	0.9699826
sal + temp	Atlantic	(27.75,27.85]	0.9789942	0.9767149	0.9832643
sal + temp	Atlantic	(27.85,27.95]	0.9721191	0.9678095	0.9745074
sal + temp	Atlantic	(27.95,27.98]	0.9804019	0.9781041	0.9820377
sal + temp	Atlantic	(27.98,28.02]	0.9855014	0.9843929	0.9867654
sal + temp	Atlantic	(28.02,28.05]	0.9865054	0.9859804	0.9873457
sal + temp	Atlantic	(28.05,28.1]	0.9842839	0.9809607	0.9865277
sal + temp	Atlantic	(28.1,28.15]	0.9850470	0.9826178	0.9864586
sal + temp	Atlantic	(28.15,28.2]	0.9885765	0.9865203	0.9903723
sal + temp	Atlantic	(28.2, Inf]	0.7393764	0.6562209	0.9044326
sal + temp	Indo-Pacific	(-Inf,26]	0.6870938	0.5952304	0.7690119
sal + temp	Indo-Pacific	(26,26.5]	0.9643529	0.9597152	0.9681055
sal + temp	Indo-Pacific	(26.5,26.75]	0.9854197	0.9830264	0.9869003
sal + temp	Indo-Pacific	(26.75,27]	0.9835447	0.9811045	0.9872395
sal + temp	Indo-Pacific	(27,27.25]	0.9743075	0.9709411	0.9769401
sal + temp	Indo-Pacific	(27.25,27.5]	0.9412890	0.9303259	0.9499807
sal + temp	Indo-Pacific	(27.5,27.75]	0.8820601	0.8642688	0.9059316
sal + temp	Indo-Pacific	(27.75,27.85]	0.9282107	0.9221014	0.9397534
sal + temp	Indo-Pacific	(27.85,27.95]	0.9107434	0.8879539	0.9259136
sal + temp	Indo-Pacific	(27.95,28.05]	0.9397312	0.9176932	0.9541033
sal + temp	Indo-Pacific	(28.05,28.1]	0.9614037	0.9455760	0.9695656
sal + temp	Indo-Pacific	(28.1,28.2]	0.9530815	0.9310816	0.9643962
sal + temp	Indo-Pacific	(28.2,28.3]	0.6975319	0.6135536	0.7764745
sal + temp	Indo-Pacific	(28.3, Inf]	0.5859955	0.4385094	0.7011820
silicate + phosphate	Atlantic	(-Inf,26]	0.9220042	0.8788828	0.9489565
silicate + phosphate	Atlantic	(26,26.5]	0.9480172	0.9372279	0.9576954
silicate + phosphate	Atlantic	(26.5,26.75]	0.9272712	0.8962885	0.9576461
silicate + phosphate	Atlantic	(26.75,27]	0.9508353	0.9383654	0.9620078
silicate + phosphate	Atlantic	(27,27.25]	0.9374692	0.9215176	0.9650982
silicate + phosphate	Atlantic	(27.25,27.5]	0.8622172	0.8202214	0.9035834
silicate + phosphate	Atlantic	(27.5,27.75]	0.8786707	0.8457524	0.9033488
silicate + phosphate	Atlantic	(27.75,27.85]	0.8904221	0.8656505	0.9278395
silicate + phosphate	Atlantic	(27.85,27.95]	0.8984313	0.8680832	0.9478955
silicate + phosphate	Atlantic	(27.95,27.98]	0.9285583	0.9021407	0.9547445
silicate + phosphate	Atlantic	(27.98,28.02]	0.8927226	0.8769997	0.9008123
silicate + phosphate	Atlantic	(28.02,28.05]	0.7736005	0.7432778	0.8226027
silicate + phosphate	Atlantic	(28.05,28.1]	0.6235387	0.5618098	0.6621290
silicate + phosphate	Atlantic	(28.1,28.15]	0.5117555	0.4430307	0.5811930
silicate + phosphate	Atlantic	(28.15,28.2]	0.5882217	0.5357770	0.6716129
silicate + phosphate	Atlantic	(28.2, Inf]	0.6927932	0.6770002	0.7066668
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.9348127	0.9210945	0.9479524
silicate + phosphate	Indo-Pacific	(26,26.5]	0.9253548	0.8913978	0.9469991
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.9054504	0.8956944	0.9172459
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8841629	0.8733546	0.8940057
silicate + phosphate	Indo-Pacific	(27,27.25]	0.8272491	0.7907839	0.8459221
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8108994	0.7670803	0.8483403
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8545561	0.8269494	0.8753790
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.8791855	0.8680977	0.8873748
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.8874369	0.8811311	0.8940991
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.8898957	0.8561217	0.9147172
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9145142	0.8936910	0.9495714
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.8731667	0.8621162	0.8864604
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9487214	0.9394775	0.9586419
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.6435706	0.5817681	0.7107197
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7723066	0.7157353	0.8549117
silicate + phosphate_star	Atlantic	(26,26.5]	0.7933853	0.7759558	0.8059278
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.8192218	0.7624558	0.8958604
silicate + phosphate_star	Atlantic	(26.75,27]	0.9447877	0.9308643	0.9542761
silicate + phosphate_star	Atlantic	(27,27.25]	0.8837142	0.8568282	0.9280338
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7960744	0.6858012	0.8637374
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8319653	0.8016096	0.8780292
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.8014711	0.7787857	0.8172102
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.7938471	0.7393436	0.8278519
silicate + phosphate_star	Atlantic	(27.95,27.98]	0.7703415	0.7121688	0.8246087
silicate + phosphate_star	Atlantic	(27.98,28.02]	0.7268683	0.6822632	0.7869011
silicate + phosphate_star	Atlantic	(28.02,28.05]	0.5862594	0.5260487	0.7051724
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.4391375	0.3619317	0.5246800
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.3104758	0.2130738	0.4263769
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.4858653	0.4386766	0.5654139
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6940845	0.6620790	0.7281856
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8846172	0.8394280	0.9091767
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8732318	0.7701781	0.9436621
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8510955	0.7945219	0.9021243
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8479937	0.7867719	0.8942234
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7572382	0.7165443	0.8139312
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6803238	0.6328996	0.7087124
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6729168	0.6151962	0.7234674
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.6945802	0.6550210	0.7552745
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.7138886	0.6957478	0.7433032
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.7331406	0.6533934	0.7974389
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6281646	0.5835094	0.6911855
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6072579	0.5186591	0.6674065
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7014181	0.6614470	0.7290114
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5332035	0.4483972	0.5877700
temp + aou	Atlantic	(-Inf,26]	-0.3351128	-0.3915839	-0.2725824
temp + aou	Atlantic	(26,26.5]	-0.1160546	-0.1767465	-0.0792214
temp + aou	Atlantic	(26.5,26.75]	-0.1773385	-0.4432433	0.0032391
temp + aou	Atlantic	(26.75,27]	-0.6209276	-0.6806724	-0.5553239
temp + aou	Atlantic	(27,27.25]	-0.4185240	-0.5899289	-0.3083772
temp + aou	Atlantic	(27.25,27.5]	-0.0190996	-0.2511800	0.1837797
temp + aou	Atlantic	(27.5,27.75]	-0.1977410	-0.3420242	-0.0982090
temp + aou	Atlantic	(27.75,27.85]	-0.2054793	-0.2401041	-0.1454583
temp + aou	Atlantic	(27.85,27.95]	-0.1288588	-0.2044770	-0.0644204
temp + aou	Atlantic	(27.95,27.98]	-0.3692001	-0.5686392	-0.2688012
temp + aou	Atlantic	(27.98,28.02]	-0.6032234	-0.7465757	-0.5211739
temp + aou	Atlantic	(28.02,28.05]	-0.7085430	-0.8128883	-0.6460180
temp + aou	Atlantic	(28.05,28.1]	-0.7606739	-0.8165811	-0.7123485
temp + aou	Atlantic	(28.1,28.15]	-0.7494833	-0.8076324	-0.7199341
temp + aou	Atlantic	(28.15,28.2]	-0.8548767	-0.8932671	-0.8208247
temp + aou	Atlantic	(28.2, Inf]	-0.5160165	-0.6718868	-0.2629434
temp + aou	Indo-Pacific	(-Inf,26]	-0.4420744	-0.5302732	-0.3439780
temp + aou	Indo-Pacific	(26,26.5]	-0.2651886	-0.4682352	-0.0284294
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1277234	-0.2344195	-0.0469036
temp + aou	Indo-Pacific	(26.75,27]	-0.1539147	-0.2401849	-0.0527632
temp + aou	Indo-Pacific	(27,27.25]	-0.0715607	-0.2156428	0.0630120
temp + aou	Indo-Pacific	(27.25,27.5]	0.1046144	-0.1066591	0.2681482
temp + aou	Indo-Pacific	(27.5,27.75]	0.3064039	0.1077603	0.4629128
temp + aou	Indo-Pacific	(27.75,27.85]	0.2759138	0.1212019	0.4328951
temp + aou	Indo-Pacific	(27.85,27.95]	0.1444032	0.0789094	0.2493621
temp + aou	Indo-Pacific	(27.95,28.05]	-0.0927272	-0.1948339	0.0450345
temp + aou	Indo-Pacific	(28.05,28.1]	0.0688131	-0.0122744	0.1942967
temp + aou	Indo-Pacific	(28.1,28.2]	0.3294801	0.2939799	0.3894538
temp + aou	Indo-Pacific	(28.2,28.3]	0.3898345	0.3803391	0.3998102
temp + aou	Indo-Pacific	(28.3, Inf]	0.6874308	0.5836587	0.7488250
temp + nitrate	Atlantic	(-Inf,26]	-0.5792823	-0.6310277	-0.5355836
temp + nitrate	Atlantic	(26,26.5]	-0.3974179	-0.4112374	-0.3905027
temp + nitrate	Atlantic	(26.5,26.75]	-0.3874469	-0.5873445	-0.2847441
temp + nitrate	Atlantic	(26.75,27]	-0.7412111	-0.7829943	-0.6875864
temp + nitrate	Atlantic	(27,27.25]	-0.6491369	-0.7626323	-0.5783787
temp + nitrate	Atlantic	(27.25,27.5]	-0.4433926	-0.6217198	-0.2160882
temp + nitrate	Atlantic	(27.5,27.75]	-0.5564363	-0.6859574	-0.4344628
temp + nitrate	Atlantic	(27.75,27.85]	-0.6985061	-0.7205877	-0.6573817
temp + nitrate	Atlantic	(27.85,27.95]	-0.6056134	-0.7371165	-0.4896104
temp + nitrate	Atlantic	(27.95,27.98]	-0.6811966	-0.8331539	-0.5961873
temp + nitrate	Atlantic	(27.98,28.02]	-0.8364516	-0.8945337	-0.7949673
temp + nitrate	Atlantic	(28.02,28.05]	-0.8611840	-0.8987596	-0.8354051
temp + nitrate	Atlantic	(28.05,28.1]	-0.8495066	-0.8771096	-0.8162255
temp + nitrate	Atlantic	(28.1,28.15]	-0.8105942	-0.8509249	-0.7855527
temp + nitrate	Atlantic	(28.15,28.2]	-0.8695148	-0.9064214	-0.8312113
temp + nitrate	Atlantic	(28.2, Inf]	-0.5519734	-0.7415635	-0.3454018
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6912657	-0.7510860	-0.6027977
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5596799	-0.7764364	-0.3104914
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5362399	-0.7000361	-0.3809875
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6155359	-0.7244370	-0.4550651
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6358774	-0.7237995	-0.4843856
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4557587	-0.6138468	-0.2269948
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.2955025	-0.4342183	-0.1507494
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2362924	-0.3794305	-0.0793336
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1840578	-0.2703571	-0.1079166
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.3304451	-0.4641701	-0.2232201
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0048773	-0.1030029	0.1237863
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.3017973	0.2392586	0.3717595
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6699009	0.6131475	0.7261990
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.3858615	0.2015587	0.7365503
temp + phosphate	Atlantic	(-Inf,26]	-0.5876803	-0.6575930	-0.5205226
temp + phosphate	Atlantic	(26,26.5]	-0.3917851	-0.4031246	-0.3704032
temp + phosphate	Atlantic	(26.5,26.75]	-0.3806865	-0.5770334	-0.2713668
temp + phosphate	Atlantic	(26.75,27]	-0.7402882	-0.7785247	-0.6925484
temp + phosphate	Atlantic	(27,27.25]	-0.6331473	-0.7418895	-0.5697880
temp + phosphate	Atlantic	(27.25,27.5]	-0.4190428	-0.5759384	-0.1919177
temp + phosphate	Atlantic	(27.5,27.75]	-0.5183062	-0.6162171	-0.3874826
temp + phosphate	Atlantic	(27.75,27.85]	-0.5440151	-0.6783700	-0.4339126
temp + phosphate	Atlantic	(27.85,27.95]	-0.4618619	-0.6289310	-0.3366335
temp + phosphate	Atlantic	(27.95,27.98]	-0.6333268	-0.7854365	-0.5471525
temp + phosphate	Atlantic	(27.98,28.02]	-0.8094299	-0.8682604	-0.7704537
temp + phosphate	Atlantic	(28.02,28.05]	-0.8440027	-0.8813979	-0.8182796
temp + phosphate	Atlantic	(28.05,28.1]	-0.8418685	-0.8685853	-0.8077076
temp + phosphate	Atlantic	(28.1,28.15]	-0.8050714	-0.8465576	-0.7766514
temp + phosphate	Atlantic	(28.15,28.2]	-0.8675482	-0.9046447	-0.8275433
temp + phosphate	Atlantic	(28.2, Inf]	-0.5377836	-0.7303248	-0.3246778
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.6263465	-0.6829268	-0.5416351
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5133599	-0.6693715	-0.3246768
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4104335	-0.5232265	-0.3339512
temp + phosphate	Indo-Pacific	(26.75,27]	-0.3647142	-0.4587267	-0.2890991
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1666990	-0.2821254	-0.0859610
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0507669	-0.0709568	0.1287670
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2142451	0.0918411	0.3535388
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.2042996	0.0889542	0.3586852
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.0897038	0.0202172	0.1907208
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.1478375	-0.2531561	-0.0068026
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0359538	-0.0553031	0.1624024
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.3185002	0.2656210	0.3929529
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6582911	0.6039664	0.7120346
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3959801	0.2066177	0.7532316
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8657955	-0.9112263	-0.8320109
temp + phosphate_star	Atlantic	(26,26.5]	-0.8563150	-0.8680418	-0.8470367
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9052948	-0.9166494	-0.8983951
temp + phosphate_star	Atlantic	(26.75,27]	-0.9697782	-0.9736404	-0.9642933
temp + phosphate_star	Atlantic	(27,27.25]	-0.9784325	-0.9844816	-0.9747958
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9857553	-0.9882646	-0.9841357
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9631524	-0.9752862	-0.9495029
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9669589	-0.9759742	-0.9584125
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9601142	-0.9706664	-0.9520798
temp + phosphate_star	Atlantic	(27.95,27.98]	-0.9362597	-0.9430117	-0.9266724
temp + phosphate_star	Atlantic	(27.98,28.02]	-0.9601886	-0.9672564	-0.9511161
temp + phosphate_star	Atlantic	(28.02,28.05]	-0.9626677	-0.9665935	-0.9586408
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9516866	-0.9582489	-0.9437757
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9308209	-0.9400247	-0.9214524
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9347454	-0.9527653	-0.9111680
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.6526853	-0.8138182	-0.5033753
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8522570	-0.8740321	-0.8272864
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8515609	-0.8902431	-0.8095051
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8191900	-0.8729064	-0.7867299
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.7095953	-0.7809439	-0.6623908
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.3890100	-0.4811363	-0.3283669
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0931269	-0.1560050	-0.0234148
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0330556	-0.0970194	0.0549495
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0995703	-0.2075526	0.0456234
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2630835	-0.3207861	-0.1851279
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5964960	-0.6663657	-0.4664886
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4534857	-0.5362617	-0.2963962
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1873194	-0.2945701	0.0256589
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3254510	0.2107822	0.4142508
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0977667	-0.2621066	0.1403037
temp + silicate	Atlantic	(-Inf,26]	-0.5301403	-0.5646374	-0.4855079
temp + silicate	Atlantic	(26,26.5]	-0.4613669	-0.4897944	-0.4392599
temp + silicate	Atlantic	(26.5,26.75]	-0.5681298	-0.6798006	-0.4604914
temp + silicate	Atlantic	(26.75,27]	-0.8626607	-0.8754828	-0.8399136
temp + silicate	Atlantic	(27,27.25]	-0.7966016	-0.8480122	-0.7577345
temp + silicate	Atlantic	(27.25,27.5]	-0.7365005	-0.8085206	-0.6024853
temp + silicate	Atlantic	(27.5,27.75]	-0.7664535	-0.8365808	-0.7091758
temp + silicate	Atlantic	(27.75,27.85]	-0.7218882	-0.7459600	-0.7013406
temp + silicate	Atlantic	(27.85,27.95]	-0.6363502	-0.7116724	-0.5500303
temp + silicate	Atlantic	(27.95,27.98]	-0.6197564	-0.6983729	-0.5425800
temp + silicate	Atlantic	(27.98,28.02]	-0.5811761	-0.6652916	-0.5120645
temp + silicate	Atlantic	(28.02,28.05]	-0.3928542	-0.5251438	-0.3218794
temp + silicate	Atlantic	(28.05,28.1]	-0.1998661	-0.2967285	-0.1300020
temp + silicate	Atlantic	(28.1,28.15]	0.0015434	-0.1306702	0.1030396
temp + silicate	Atlantic	(28.15,28.2]	-0.2117751	-0.2606925	-0.1602180
temp + silicate	Atlantic	(28.2, Inf]	-0.2680679	-0.3542124	-0.1389789
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6631993	-0.7368549	-0.5759870
temp + silicate	Indo-Pacific	(26,26.5]	-0.5993405	-0.7663872	-0.3802729
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5780282	-0.7114913	-0.4520389
temp + silicate	Indo-Pacific	(26.75,27]	-0.5758909	-0.6891739	-0.4278719
temp + silicate	Indo-Pacific	(27,27.25]	-0.5142691	-0.6558489	-0.3164588
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.2442249	-0.4660376	0.0031048
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0558646	-0.1575863	0.1802941
temp + silicate	Indo-Pacific	(27.75,27.85]	0.1719442	-0.0375187	0.2945849
temp + silicate	Indo-Pacific	(27.85,27.95]	0.1403189	0.0517135	0.2152741
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0607098	-0.2288287	0.0769265
temp + silicate	Indo-Pacific	(28.05,28.1]	0.2172922	0.0746805	0.3637050
temp + silicate	Indo-Pacific	(28.1,28.2]	0.3462887	0.2464189	0.4082340
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6119289	0.5280044	0.6698372
temp + silicate	Indo-Pacific	(28.3, Inf]	0.2633449	0.1925676	0.3530130

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

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

Past versions of correlation_predictors-1.png

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.0549988	-0.2237155	0.2233277
aou	Atlantic	(26,26.5]	-0.3970442	-0.4978473	-0.2877389
aou	Atlantic	(26.5,26.75]	0.0089845	-0.3200675	0.2894503
aou	Atlantic	(26.75,27]	-0.3848843	-0.5256314	-0.2449559
aou	Atlantic	(27,27.25]	-0.4579036	-0.5228857	-0.3321944
aou	Atlantic	(27.25,27.5]	-0.1451234	-0.1811614	-0.1059673
aou	Atlantic	(27.5,27.75]	-0.2539290	-0.5339288	-0.0178946
aou	Atlantic	(27.75,27.85]	-0.4037506	-0.7338080	-0.0562696
aou	Atlantic	(27.85,27.95]	-0.5114528	-0.7080340	-0.3430529
aou	Atlantic	(27.95,27.98]	-0.4725934	-0.6379911	-0.3331141
aou	Atlantic	(27.98,28.02]	-0.6202738	-0.7057474	-0.5669777
aou	Atlantic	(28.02,28.05]	-0.7004923	-0.7312918	-0.6778270
aou	Atlantic	(28.05,28.1]	-0.7690821	-0.7804911	-0.7479012
aou	Atlantic	(28.1,28.15]	-0.7771616	-0.8065428	-0.7322239
aou	Atlantic	(28.15,28.2]	-0.8199953	-0.8498377	-0.7982856
aou	Atlantic	(28.2, Inf]	-0.7287542	-0.8749680	-0.5857364
aou	Indo-Pacific	(-Inf,26]	-0.1132371	-0.1410767	-0.0918694
aou	Indo-Pacific	(26,26.5]	-0.3951567	-0.5133893	-0.2450991
aou	Indo-Pacific	(26.5,26.75]	-0.2038894	-0.3193180	-0.0687312
aou	Indo-Pacific	(26.75,27]	-0.0725172	-0.1926310	0.0905253
aou	Indo-Pacific	(27,27.25]	0.2126640	0.0706181	0.3998397
aou	Indo-Pacific	(27.25,27.5]	0.5211664	0.4206993	0.6796310
aou	Indo-Pacific	(27.5,27.75]	0.7260128	0.6424186	0.8171921
aou	Indo-Pacific	(27.75,27.85]	0.8452864	0.7855332	0.9042318
aou	Indo-Pacific	(27.85,27.95]	0.9009911	0.8534541	0.9516178
aou	Indo-Pacific	(27.95,28.05]	0.9551081	0.9379824	0.9715550
aou	Indo-Pacific	(28.05,28.1]	0.9773782	0.9657502	0.9847340
aou	Indo-Pacific	(28.1,28.2]	0.8862103	0.8642835	0.9167990
aou	Indo-Pacific	(28.2,28.3]	-0.0554710	-0.1506729	0.0836784
aou	Indo-Pacific	(28.3, Inf]	0.0030921	-0.2557220	0.2901960
nitrate	Atlantic	(-Inf,26]	0.0449250	-0.1780397	0.2963268
nitrate	Atlantic	(26,26.5]	-0.3357861	-0.4198590	-0.2159434
nitrate	Atlantic	(26.5,26.75]	0.0572101	-0.2636353	0.3712847
nitrate	Atlantic	(26.75,27]	-0.4520301	-0.5834363	-0.3067473
nitrate	Atlantic	(27,27.25]	-0.6315288	-0.6747465	-0.5512681
nitrate	Atlantic	(27.25,27.5]	-0.5421826	-0.5876954	-0.4649914
nitrate	Atlantic	(27.5,27.75]	-0.6878547	-0.8106598	-0.6222437
nitrate	Atlantic	(27.75,27.85]	-0.7983450	-0.9126698	-0.6446111
nitrate	Atlantic	(27.85,27.95]	-0.6911906	-0.7863405	-0.5767478
nitrate	Atlantic	(27.95,27.98]	-0.6313418	-0.7318298	-0.5324797
nitrate	Atlantic	(27.98,28.02]	-0.7183382	-0.7547087	-0.6796967
nitrate	Atlantic	(28.02,28.05]	-0.7716183	-0.7958899	-0.7406288
nitrate	Atlantic	(28.05,28.1]	-0.8340421	-0.8540608	-0.8000159
nitrate	Atlantic	(28.1,28.15]	-0.8499183	-0.8731686	-0.8039506
nitrate	Atlantic	(28.15,28.2]	-0.8714229	-0.8891242	-0.8473976
nitrate	Atlantic	(28.2, Inf]	-0.8400682	-0.9293447	-0.7951555
nitrate	Indo-Pacific	(-Inf,26]	-0.1711729	-0.2481310	-0.0910076
nitrate	Indo-Pacific	(26,26.5]	-0.7304709	-0.7912725	-0.6306252
nitrate	Indo-Pacific	(26.5,26.75]	-0.7429323	-0.7865166	-0.6691365
nitrate	Indo-Pacific	(26.75,27]	-0.8161780	-0.8469204	-0.7793453
nitrate	Indo-Pacific	(27,27.25]	-0.9025706	-0.9304892	-0.8746744
nitrate	Indo-Pacific	(27.25,27.5]	-0.8974147	-0.9213486	-0.8751600
nitrate	Indo-Pacific	(27.5,27.75]	-0.7879922	-0.8280499	-0.7657564
nitrate	Indo-Pacific	(27.75,27.85]	-0.6106175	-0.6869093	-0.5657751
nitrate	Indo-Pacific	(27.85,27.95]	-0.3041701	-0.3650375	-0.2329703
nitrate	Indo-Pacific	(27.95,28.05]	0.6348991	0.5305415	0.7334066
nitrate	Indo-Pacific	(28.05,28.1]	0.9343590	0.9092622	0.9552791
nitrate	Indo-Pacific	(28.1,28.2]	0.9214911	0.9056445	0.9470223
nitrate	Indo-Pacific	(28.2,28.3]	0.3460972	0.2867091	0.4256260
nitrate	Indo-Pacific	(28.3, Inf]	-0.0959085	-0.1761994	0.0411600
phosphate	Atlantic	(-Inf,26]	0.1027418	-0.1531934	0.3713412
phosphate	Atlantic	(26,26.5]	-0.3198786	-0.4009066	-0.1945991
phosphate	Atlantic	(26.5,26.75]	0.0465153	-0.2818370	0.3456508
phosphate	Atlantic	(26.75,27]	-0.4478420	-0.5912108	-0.2983209
phosphate	Atlantic	(27,27.25]	-0.6066365	-0.6564347	-0.5293659
phosphate	Atlantic	(27.25,27.5]	-0.4567479	-0.5649813	-0.3691571
phosphate	Atlantic	(27.5,27.75]	-0.4576416	-0.7627903	-0.2468665
phosphate	Atlantic	(27.75,27.85]	-0.5637622	-0.8849890	-0.2543926
phosphate	Atlantic	(27.85,27.95]	-0.6262074	-0.7870885	-0.4731034
phosphate	Atlantic	(27.95,27.98]	-0.6536066	-0.7658412	-0.5515121
phosphate	Atlantic	(27.98,28.02]	-0.7381453	-0.7794229	-0.7041181
phosphate	Atlantic	(28.02,28.05]	-0.7868944	-0.8121660	-0.7581997
phosphate	Atlantic	(28.05,28.1]	-0.8438348	-0.8624105	-0.8101990
phosphate	Atlantic	(28.1,28.15]	-0.8526256	-0.8754508	-0.8078986
phosphate	Atlantic	(28.15,28.2]	-0.8724155	-0.8885561	-0.8508319
phosphate	Atlantic	(28.2, Inf]	-0.8380329	-0.9321599	-0.7899953
phosphate	Indo-Pacific	(-Inf,26]	-0.1910451	-0.2434678	-0.1320297
phosphate	Indo-Pacific	(26,26.5]	-0.5359618	-0.6250725	-0.4074963
phosphate	Indo-Pacific	(26.5,26.75]	-0.3764997	-0.4669372	-0.2079050
phosphate	Indo-Pacific	(26.75,27]	-0.1452133	-0.2624162	0.0671191
phosphate	Indo-Pacific	(27,27.25]	0.3754048	0.1913743	0.6019764
phosphate	Indo-Pacific	(27.25,27.5]	0.7945916	0.6910909	0.9187053
phosphate	Indo-Pacific	(27.5,27.75]	0.8781714	0.8313330	0.9394537
phosphate	Indo-Pacific	(27.75,27.85]	0.9088294	0.8676834	0.9532525
phosphate	Indo-Pacific	(27.85,27.95]	0.9266299	0.8857501	0.9703556
phosphate	Indo-Pacific	(27.95,28.05]	0.9506684	0.9317121	0.9706556
phosphate	Indo-Pacific	(28.05,28.1]	0.9703489	0.9571539	0.9789340
phosphate	Indo-Pacific	(28.1,28.2]	0.9196494	0.9055871	0.9432781
phosphate	Indo-Pacific	(28.2,28.3]	0.3593660	0.3097231	0.4355450
phosphate	Indo-Pacific	(28.3, Inf]	-0.0623211	-0.1452589	0.0729774
phosphate_star	Atlantic	(-Inf,26]	0.3539482	0.0795262	0.5511663
phosphate_star	Atlantic	(26,26.5]	0.0440210	-0.0428339	0.1449111
phosphate_star	Atlantic	(26.5,26.75]	0.2322709	0.0168288	0.4935804
phosphate_star	Atlantic	(26.75,27]	-0.5282868	-0.6404345	-0.3958525
phosphate_star	Atlantic	(27,27.25]	-0.7691536	-0.7884341	-0.7404086
phosphate_star	Atlantic	(27.25,27.5]	-0.7840502	-0.8277538	-0.7200716
phosphate_star	Atlantic	(27.5,27.75]	-0.6509107	-0.7014953	-0.5921565
phosphate_star	Atlantic	(27.75,27.85]	-0.6188114	-0.6622633	-0.5920009
phosphate_star	Atlantic	(27.85,27.95]	-0.4879058	-0.5137343	-0.4421323
phosphate_star	Atlantic	(27.95,27.98]	-0.5361780	-0.5827007	-0.4817815
phosphate_star	Atlantic	(27.98,28.02]	-0.5938092	-0.6358627	-0.5318178
phosphate_star	Atlantic	(28.02,28.05]	-0.6558646	-0.7010035	-0.5960798
phosphate_star	Atlantic	(28.05,28.1]	-0.7606955	-0.7896868	-0.7086463
phosphate_star	Atlantic	(28.1,28.15]	-0.8169389	-0.8656103	-0.7453541
phosphate_star	Atlantic	(28.15,28.2]	-0.8721141	-0.9093333	-0.8420299
phosphate_star	Atlantic	(28.2, Inf]	-0.8495676	-0.9109277	-0.8083635
phosphate_star	Indo-Pacific	(-Inf,26]	-0.1675545	-0.2816394	-0.0302465
phosphate_star	Indo-Pacific	(26,26.5]	-0.6701969	-0.7252129	-0.5895419
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6193707	-0.7421134	-0.4639122
phosphate_star	Indo-Pacific	(26.75,27]	-0.3641317	-0.5470293	-0.1235167
phosphate_star	Indo-Pacific	(27,27.25]	0.3048326	0.1134405	0.5511514
phosphate_star	Indo-Pacific	(27.25,27.5]	0.8131030	0.7365113	0.9089142
phosphate_star	Indo-Pacific	(27.5,27.75]	0.8664530	0.8431716	0.8824311
phosphate_star	Indo-Pacific	(27.75,27.85]	0.8876541	0.8737895	0.9046040
phosphate_star	Indo-Pacific	(27.85,27.95]	0.8988373	0.8757773	0.9177311
phosphate_star	Indo-Pacific	(27.95,28.05]	0.8002331	0.7963309	0.8053752
phosphate_star	Indo-Pacific	(28.05,28.1]	0.7076641	0.7014915	0.7167843
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7317136	0.6765246	0.7920267
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6369601	0.5290010	0.7201437
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.0357450	-0.1578255	0.1570741
sal	Atlantic	(-Inf,26]	-0.5265026	-0.7041382	-0.3522253
sal	Atlantic	(26,26.5]	-0.4687208	-0.4816479	-0.4551689
sal	Atlantic	(26.5,26.75]	-0.4028726	-0.6010555	-0.2322023
sal	Atlantic	(26.75,27]	0.4861644	0.3771031	0.5818838
sal	Atlantic	(27,27.25]	0.7615845	0.7345779	0.7759512
sal	Atlantic	(27.25,27.5]	0.7778589	0.7357951	0.8255306
sal	Atlantic	(27.5,27.75]	0.6753487	0.5978594	0.7451146
sal	Atlantic	(27.75,27.85]	0.6178518	0.5889913	0.6482936
sal	Atlantic	(27.85,27.95]	0.3608256	0.2934866	0.4071573
sal	Atlantic	(27.95,27.98]	0.3128922	0.2162501	0.3922048
sal	Atlantic	(27.98,28.02]	0.4495853	0.4007322	0.5126922
sal	Atlantic	(28.02,28.05]	0.5396898	0.4855122	0.5968719
sal	Atlantic	(28.05,28.1]	0.6621685	0.6097035	0.6964829
sal	Atlantic	(28.1,28.15]	0.7265871	0.6302070	0.7939711
sal	Atlantic	(28.15,28.2]	0.8196720	0.7855608	0.8679561
sal	Atlantic	(28.2, Inf]	0.9544774	0.9402345	0.9693693
sal	Indo-Pacific	(-Inf,26]	0.4119114	0.3409399	0.4749453
sal	Indo-Pacific	(26,26.5]	0.6778948	0.5549419	0.8013951
sal	Indo-Pacific	(26.5,26.75]	0.7612560	0.6572002	0.8750842
sal	Indo-Pacific	(26.75,27]	0.7673649	0.6120895	0.8766950
sal	Indo-Pacific	(27,27.25]	0.6722492	0.5077434	0.7553496
sal	Indo-Pacific	(27.25,27.5]	0.4232607	0.2583916	0.5202924
sal	Indo-Pacific	(27.5,27.75]	0.3679237	0.3080670	0.4417930
sal	Indo-Pacific	(27.75,27.85]	0.1710057	0.0965167	0.3048465
sal	Indo-Pacific	(27.85,27.95]	-0.1055908	-0.1763453	-0.0066683
sal	Indo-Pacific	(27.95,28.05]	-0.2910475	-0.3380322	-0.2194100
sal	Indo-Pacific	(28.05,28.1]	-0.1024456	-0.1573727	-0.0285465
sal	Indo-Pacific	(28.1,28.2]	0.1896935	0.1084597	0.2500174
sal	Indo-Pacific	(28.2,28.3]	0.3138959	0.1390220	0.5903393
sal	Indo-Pacific	(28.3, Inf]	0.5064949	0.2758786	0.7150286
silicate	Atlantic	(-Inf,26]	-0.1200636	-0.2848417	0.0384934
silicate	Atlantic	(26,26.5]	-0.3855342	-0.4888979	-0.2327427
silicate	Atlantic	(26.5,26.75]	-0.0143484	-0.2754382	0.2890752
silicate	Atlantic	(26.75,27]	-0.5508923	-0.6691391	-0.4143929
silicate	Atlantic	(27,27.25]	-0.7395082	-0.7779324	-0.6994976
silicate	Atlantic	(27.25,27.5]	-0.7288073	-0.7696202	-0.7072225
silicate	Atlantic	(27.5,27.75]	-0.6647093	-0.7531713	-0.5722575
silicate	Atlantic	(27.75,27.85]	-0.7358080	-0.8227445	-0.5810395
silicate	Atlantic	(27.85,27.95]	-0.7506742	-0.7892275	-0.6820729
silicate	Atlantic	(27.95,27.98]	-0.7295131	-0.7694299	-0.6795280
silicate	Atlantic	(27.98,28.02]	-0.8329622	-0.8683047	-0.8069190
silicate	Atlantic	(28.02,28.05]	-0.8458557	-0.9124747	-0.7991516
silicate	Atlantic	(28.05,28.1]	-0.6513869	-0.7648046	-0.5671674
silicate	Atlantic	(28.1,28.15]	-0.4862381	-0.6520275	-0.3617205
silicate	Atlantic	(28.15,28.2]	-0.4300168	-0.4932357	-0.3740866
silicate	Atlantic	(28.2, Inf]	-0.3316640	-0.4712428	-0.2424137
silicate	Indo-Pacific	(-Inf,26]	-0.2754857	-0.3535243	-0.1866095
silicate	Indo-Pacific	(26,26.5]	-0.6996082	-0.7461900	-0.6486353
silicate	Indo-Pacific	(26.5,26.75]	-0.6225747	-0.6958033	-0.4935239
silicate	Indo-Pacific	(26.75,27]	-0.4664149	-0.5683899	-0.2716949
silicate	Indo-Pacific	(27,27.25]	-0.1179927	-0.2916984	0.1708706
silicate	Indo-Pacific	(27.25,27.5]	0.3618580	0.2079304	0.6233741
silicate	Indo-Pacific	(27.5,27.75]	0.5746907	0.4524189	0.7188593
silicate	Indo-Pacific	(27.75,27.85]	0.6594643	0.5643126	0.7649831
silicate	Indo-Pacific	(27.85,27.95]	0.7190186	0.6394888	0.8031363
silicate	Indo-Pacific	(27.95,28.05]	0.7989310	0.7770136	0.8183201
silicate	Indo-Pacific	(28.05,28.1]	0.8878225	0.8659794	0.9262679
silicate	Indo-Pacific	(28.1,28.2]	0.8503019	0.8302742	0.8859666
silicate	Indo-Pacific	(28.2,28.3]	0.3392205	0.2832163	0.4109849
silicate	Indo-Pacific	(28.3, Inf]	0.2173506	0.0136817	0.4355053
temp	Atlantic	(-Inf,26]	-0.5279664	-0.5736003	-0.4698734
temp	Atlantic	(26,26.5]	-0.3817795	-0.4163739	-0.3635464
temp	Atlantic	(26.5,26.75]	-0.3846448	-0.5849705	-0.2001028
temp	Atlantic	(26.75,27]	0.4658900	0.3474293	0.5656768
temp	Atlantic	(27,27.25]	0.7294194	0.6992634	0.7477273
temp	Atlantic	(27.25,27.5]	0.7761193	0.7160535	0.8449646
temp	Atlantic	(27.5,27.75]	0.6304824	0.5367628	0.7338267
temp	Atlantic	(27.75,27.85]	0.5673427	0.5299452	0.6195554
temp	Atlantic	(27.85,27.95]	0.2835730	0.2249228	0.3312330
temp	Atlantic	(27.95,27.98]	0.2338928	0.1494828	0.2993790
temp	Atlantic	(27.98,28.02]	0.3685588	0.3105342	0.4304203
temp	Atlantic	(28.02,28.05]	0.4421562	0.3816744	0.4971225
temp	Atlantic	(28.05,28.1]	0.5591201	0.5083077	0.5847252
temp	Atlantic	(28.1,28.15]	0.6386940	0.5381552	0.7056915
temp	Atlantic	(28.15,28.2]	0.7550787	0.7160916	0.8084218
temp	Atlantic	(28.2, Inf]	0.5689943	0.4139970	0.7737122
temp	Indo-Pacific	(-Inf,26]	-0.1450497	-0.3157162	-0.0152657
temp	Indo-Pacific	(26,26.5]	0.6523477	0.5357199	0.7723652
temp	Indo-Pacific	(26.5,26.75]	0.7752377	0.6905283	0.8812307
temp	Indo-Pacific	(26.75,27]	0.7948090	0.6670244	0.8893850
temp	Indo-Pacific	(27,27.25]	0.6840793	0.5374685	0.7613330
temp	Indo-Pacific	(27.25,27.5]	0.4073337	0.2646699	0.4788494
temp	Indo-Pacific	(27.5,27.75]	0.3118962	0.2835281	0.3656104
temp	Indo-Pacific	(27.75,27.85]	0.1738764	0.1092867	0.2777658
temp	Indo-Pacific	(27.85,27.95]	-0.0376814	-0.0686557	0.0212269
temp	Indo-Pacific	(27.95,28.05]	-0.1899743	-0.2692896	-0.0982090
temp	Indo-Pacific	(28.05,28.1]	0.0429063	-0.0286270	0.1470571
temp	Indo-Pacific	(28.1,28.2]	0.2919724	0.2151200	0.3958910
temp	Indo-Pacific	(28.2,28.3]	0.3485721	0.2276183	0.4804134
temp	Indo-Pacific	(28.3, Inf]	0.0969024	-0.0396204	0.3355527

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.20               
[79] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_1.0.1