eMLR - assumption testing

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Last updated: 2021-07-27

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: 1f04ac9

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 1f04ac9. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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File	Version	Author	Date	Message
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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Past versions of predictor_correlation_per_basin-1.png

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

Past versions of predictor_correlation_per_basin-2.png

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

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7049795	0.5897879	0.8063025
aou + nitrate	Atlantic	(26,26.5]	0.9497823	0.9348732	0.9613812
aou + nitrate	Atlantic	(26.5,26.75]	0.9672619	0.9637279	0.9735188
aou + nitrate	Atlantic	(26.75,27]	0.9688209	0.9604674	0.9767207
aou + nitrate	Atlantic	(27,27.25]	0.9390392	0.9351458	0.9442953
aou + nitrate	Atlantic	(27.25,27.5]	0.7158565	0.6879409	0.7468924
aou + nitrate	Atlantic	(27.5,27.75]	0.5728557	0.4860817	0.7220024
aou + nitrate	Atlantic	(27.75,27.85]	0.3938521	0.2799247	0.6012250
aou + nitrate	Atlantic	(27.85,27.95]	0.5014459	0.2902155	0.7116593
aou + nitrate	Atlantic	(27.95,28.05]	0.7601847	0.6452464	0.8645774
aou + nitrate	Atlantic	(28.05,28.1]	0.9270967	0.9030694	0.9575426
aou + nitrate	Atlantic	(28.1,28.15]	0.9702767	0.9621482	0.9835319
aou + nitrate	Atlantic	(28.15,28.2]	0.9782188	0.9682579	0.9851086
aou + nitrate	Atlantic	(28.2, Inf]	0.9253614	0.8897675	0.9490012
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9160147	0.8983407	0.9394302
aou + nitrate	Indo-Pacific	(26,26.5]	0.8939272	0.8646542	0.9228181
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8764495	0.8614707	0.8883624
aou + nitrate	Indo-Pacific	(26.75,27]	0.8892162	0.8784486	0.9092962
aou + nitrate	Indo-Pacific	(27,27.25]	0.9282408	0.9115523	0.9415821
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9431145	0.9309436	0.9596690
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9698818	0.9643131	0.9767440
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9896374	0.9853486	0.9920676
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9927063	0.9889533	0.9948245
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9930608	0.9886895	0.9961095
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9929304	0.9898744	0.9957324
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9907927	0.9881295	0.9939028
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9843596	0.9786267	0.9893033
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9444289	0.9231108	0.9650268
aou + phosphate	Atlantic	(-Inf,26]	0.8218439	0.7620658	0.8957999
aou + phosphate	Atlantic	(26,26.5]	0.9058410	0.8894700	0.9156515
aou + phosphate	Atlantic	(26.5,26.75]	0.9269165	0.9146027	0.9479556
aou + phosphate	Atlantic	(26.75,27]	0.9452257	0.9299781	0.9531950
aou + phosphate	Atlantic	(27,27.25]	0.9012594	0.8930534	0.9099607
aou + phosphate	Atlantic	(27.25,27.5]	0.6219848	0.5744984	0.6584653
aou + phosphate	Atlantic	(27.5,27.75]	0.4873825	0.3819468	0.6660894
aou + phosphate	Atlantic	(27.75,27.85]	0.3238891	0.1996352	0.5558998
aou + phosphate	Atlantic	(27.85,27.95]	0.4643909	0.2413549	0.6803884
aou + phosphate	Atlantic	(27.95,28.05]	0.7449469	0.6281682	0.8489587
aou + phosphate	Atlantic	(28.05,28.1]	0.9232461	0.8983216	0.9540074
aou + phosphate	Atlantic	(28.1,28.15]	0.9683530	0.9600106	0.9822917
aou + phosphate	Atlantic	(28.15,28.2]	0.9811637	0.9713964	0.9871152
aou + phosphate	Atlantic	(28.2, Inf]	0.9112090	0.8696148	0.9510141
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9002225	0.8662517	0.9252757
aou + phosphate	Indo-Pacific	(26,26.5]	0.9059125	0.8814607	0.9189523
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9330478	0.9215838	0.9408906
aou + phosphate	Indo-Pacific	(26.75,27]	0.9668589	0.9607305	0.9707191
aou + phosphate	Indo-Pacific	(27,27.25]	0.9770352	0.9692116	0.9820739
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9762805	0.9662388	0.9824918
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9837048	0.9797377	0.9861902
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9916260	0.9892002	0.9928680
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9942288	0.9924037	0.9953595
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9952607	0.9938643	0.9967396
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9954354	0.9945032	0.9969084
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9945262	0.9933575	0.9964996
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9917923	0.9901353	0.9950821
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9373787	0.9199734	0.9571457
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1022084	-0.2778202	-0.0046285
aou + phosphate_star	Atlantic	(26,26.5]	-0.3034651	-0.4652876	-0.1035833
aou + phosphate_star	Atlantic	(26.5,26.75]	-0.4203098	-0.5284006	-0.3446984
aou + phosphate_star	Atlantic	(26.75,27]	-0.4679893	-0.5123340	-0.4346125
aou + phosphate_star	Atlantic	(27,27.25]	-0.3718814	-0.4178153	-0.3428192
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.3883215	-0.4285207	-0.3670843
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.2896844	-0.4140783	-0.0979819
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.2381198	-0.4673808	0.0308089
aou + phosphate_star	Atlantic	(27.85,27.95]	0.0381165	-0.2519906	0.2878770
aou + phosphate_star	Atlantic	(27.95,28.05]	0.4913327	0.3261517	0.6318295
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8173131	0.7696804	0.8741382
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9095251	0.8871205	0.9471300
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9353606	0.9056598	0.9548096
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8075382	0.7312244	0.8816142
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.2585610	0.1975623	0.3251310
aou + phosphate_star	Indo-Pacific	(26,26.5]	-0.0518699	-0.1712789	0.0140459
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.0573521	-0.0556904	0.1400443
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.4303581	0.3198286	0.5226241
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.4855501	0.3156639	0.5744775
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.0309877	-0.1852170	0.1608554
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.4383298	-0.5285994	-0.2896673
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6120196	-0.6934722	-0.5051927
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.5692417	-0.7357140	-0.4104068
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5325335	-0.7409395	-0.3697990
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3821051	-0.5297413	-0.2824320
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.2401339	-0.3198282	-0.1360367
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1306809	-0.2366018	-0.0414186
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8407862	-0.8575844	-0.8082040
aou + silicate	Atlantic	(-Inf,26]	0.0188256	-0.0885728	0.0748142
aou + silicate	Atlantic	(26,26.5]	0.3804604	0.2346867	0.4583862
aou + silicate	Atlantic	(26.5,26.75]	0.6981663	0.6238590	0.7724755
aou + silicate	Atlantic	(26.75,27]	0.8605490	0.8458345	0.8830966
aou + silicate	Atlantic	(27,27.25]	0.7878090	0.7657066	0.8138901
aou + silicate	Atlantic	(27.25,27.5]	0.2382247	0.1064211	0.3224297
aou + silicate	Atlantic	(27.5,27.75]	0.1395126	0.0502886	0.2886923
aou + silicate	Atlantic	(27.75,27.85]	0.0490336	-0.0761725	0.2147698
aou + silicate	Atlantic	(27.85,27.95]	0.2413779	0.0438283	0.3686195
aou + silicate	Atlantic	(27.95,28.05]	0.6130470	0.5106876	0.6784430
aou + silicate	Atlantic	(28.05,28.1]	0.8819456	0.8562562	0.8973558
aou + silicate	Atlantic	(28.1,28.15]	0.9536688	0.9483934	0.9636995
aou + silicate	Atlantic	(28.15,28.2]	0.9611946	0.9583065	0.9628404
aou + silicate	Atlantic	(28.2, Inf]	0.6831241	0.6095264	0.8157958
aou + silicate	Indo-Pacific	(-Inf,26]	0.7723045	0.7469719	0.7964447
aou + silicate	Indo-Pacific	(26,26.5]	0.7828714	0.7695063	0.7964426
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7901873	0.7749158	0.8142869
aou + silicate	Indo-Pacific	(26.75,27]	0.8610552	0.8428337	0.8956663
aou + silicate	Indo-Pacific	(27,27.25]	0.9167131	0.9001057	0.9370649
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9239667	0.8925670	0.9464120
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9435188	0.9274308	0.9572683
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9684772	0.9573991	0.9741439
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9780820	0.9691858	0.9837259
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9837529	0.9774865	0.9892516
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9898637	0.9870623	0.9939128
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9794735	0.9773574	0.9832818
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9030537	0.8864818	0.9289745
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8496012	0.8157953	0.8800259
nitrate + phosphate	Atlantic	(-Inf,26]	0.5459010	0.4087598	0.7192427
nitrate + phosphate	Atlantic	(26,26.5]	0.8960656	0.8788889	0.9092800
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9552857	0.9516337	0.9606664
nitrate + phosphate	Atlantic	(26.75,27]	0.9776683	0.9754359	0.9806158
nitrate + phosphate	Atlantic	(27,27.25]	0.9825901	0.9764277	0.9869775
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9845630	0.9798046	0.9889770
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9919345	0.9895614	0.9954488
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9961977	0.9934638	0.9981292
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986035	0.9981172	0.9989804
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992424	0.9990478	0.9993648
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997021	0.9996146	0.9997566
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995871	0.9995312	0.9996493
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974326	0.9972551	0.9976718
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9936418	0.9929185	0.9942469
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9585616	0.9508174	0.9679556
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9364114	0.9023498	0.9541752
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9289061	0.9085837	0.9422597
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.9183577	0.9059251	0.9382940
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9448396	0.9209947	0.9575201
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9548802	0.9419094	0.9694336
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9773962	0.9678418	0.9838061
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9948128	0.9939770	0.9956400
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9979352	0.9971490	0.9985654
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9984481	0.9965271	0.9995006
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9982711	0.9964502	0.9992660
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9973186	0.9954102	0.9982845
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9921808	0.9887344	0.9950434
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9848390	0.9802155	0.9888346
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.0171938	-0.1111432	0.1223413
nitrate + phosphate_star	Atlantic	(26,26.5]	-0.2671755	-0.4536135	-0.0604617
nitrate + phosphate_star	Atlantic	(26.5,26.75]	-0.3592748	-0.5318590	-0.2693116
nitrate + phosphate_star	Atlantic	(26.75,27]	-0.3822824	-0.4715612	-0.2867595
nitrate + phosphate_star	Atlantic	(27,27.25]	-0.1400790	-0.1881655	-0.0971684
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3165075	0.2285916	0.3631951
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5872985	0.5481832	0.6131805
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7841886	0.6992242	0.8396064
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.8748175	0.8506010	0.8985167
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9353099	0.9313726	0.9413850
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9722406	0.9684740	0.9754569
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9815230	0.9780151	0.9873366
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9852034	0.9803659	0.9876890
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9627509	0.9529789	0.9750898
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.5231779	0.5014012	0.5435424
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.2559407	0.1410959	0.3480305
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.3736256	0.2653989	0.4690913
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6222402	0.5417743	0.6971253
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.6352056	0.5281823	0.7043842
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.2076744	0.0551472	0.2912874
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2986741	-0.4069002	-0.1537189
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5236215	-0.6190654	-0.4264856
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4845358	-0.6737756	-0.3278751
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4454594	-0.6838019	-0.2766154
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2846671	-0.4561034	-0.1757771
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1248920	-0.2244240	-0.0074199
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0150598	-0.1205173	0.1146814
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6302225	-0.7022817	-0.5336276
nitrate + silicate	Atlantic	(-Inf,26]	0.5425760	0.4255256	0.6030682
nitrate + silicate	Atlantic	(26,26.5]	0.5441415	0.4396187	0.6199578
nitrate + silicate	Atlantic	(26.5,26.75]	0.7424675	0.6624131	0.8011352
nitrate + silicate	Atlantic	(26.75,27]	0.9026515	0.8743831	0.9174833
nitrate + silicate	Atlantic	(27,27.25]	0.9153252	0.9074413	0.9248287
nitrate + silicate	Atlantic	(27.25,27.5]	0.8077702	0.7447600	0.8576277
nitrate + silicate	Atlantic	(27.5,27.75]	0.8559107	0.8435708	0.8796046
nitrate + silicate	Atlantic	(27.75,27.85]	0.9034027	0.8854364	0.9392107
nitrate + silicate	Atlantic	(27.85,27.95]	0.9242097	0.8886312	0.9499315
nitrate + silicate	Atlantic	(27.95,28.05]	0.9449158	0.9145754	0.9625022
nitrate + silicate	Atlantic	(28.05,28.1]	0.9721491	0.9617211	0.9782916
nitrate + silicate	Atlantic	(28.1,28.15]	0.9796265	0.9758347	0.9827311
nitrate + silicate	Atlantic	(28.15,28.2]	0.9527352	0.9458329	0.9621278
nitrate + silicate	Atlantic	(28.2, Inf]	0.7842868	0.7595287	0.8198717
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.7865106	0.7430455	0.8242471
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8847947	0.8473354	0.9079121
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8995661	0.8710944	0.9158698
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9202208	0.9046734	0.9375654
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9498962	0.9380886	0.9577193
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9578827	0.9519688	0.9692845
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9706714	0.9661603	0.9788634
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9856510	0.9820948	0.9883137
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9896085	0.9861526	0.9925340
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9905561	0.9860341	0.9946355
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9928684	0.9899248	0.9963672
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9796413	0.9749954	0.9851257
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8979023	0.8821442	0.9251219
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8903006	0.8540450	0.9119590
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.2994306	0.1788900	0.4343541
phosphate + phosphate_star	Atlantic	(26,26.5]	0.0206585	-0.1335898	0.2164265
phosphate + phosphate_star	Atlantic	(26.5,26.75]	-0.1328546	-0.3182794	-0.0209725
phosphate + phosphate_star	Atlantic	(26.75,27]	-0.2169931	-0.3033074	-0.1380219
phosphate + phosphate_star	Atlantic	(27,27.25]	0.0157526	-0.0341368	0.0425667
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.4546592	0.3726353	0.5198484
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6736073	0.6449107	0.7099710
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8300219	0.7704881	0.8746009
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.8958096	0.8768747	0.9145183
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9440583	0.9395770	0.9484919
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9751510	0.9715324	0.9788562
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9837246	0.9801903	0.9894062
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9850533	0.9794483	0.9889421
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9747342	0.9666956	0.9807851
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6010881	0.5762998	0.6253367
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.3664692	0.2293758	0.4684040
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4063396	0.2929996	0.5097450
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.6410127	0.5648573	0.7123935
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.6547412	0.5346071	0.7223911
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.2391839	0.0707356	0.3377578
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2748654	-0.3793096	-0.1298884
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5083420	-0.6046133	-0.4007852
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4815076	-0.6686724	-0.3182955
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4515903	-0.6860487	-0.2786327
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2954391	-0.4636819	-0.1821088
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1410037	-0.2415760	-0.0232653
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0145909	-0.1536505	0.0912524
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6087975	-0.6796375	-0.5220868
sal + aou	Atlantic	(-Inf,26]	0.1824934	0.0472320	0.3346392
sal + aou	Atlantic	(26,26.5]	0.4333313	0.2257697	0.5447724
sal + aou	Atlantic	(26.5,26.75]	0.6234024	0.5708130	0.6531182
sal + aou	Atlantic	(26.75,27]	0.7129184	0.6859918	0.7599050
sal + aou	Atlantic	(27,27.25]	0.7176744	0.7090450	0.7239746
sal + aou	Atlantic	(27.25,27.5]	0.6814469	0.6195316	0.7250906
sal + aou	Atlantic	(27.5,27.75]	0.6346905	0.5568937	0.6969591
sal + aou	Atlantic	(27.75,27.85]	0.6053678	0.4707920	0.7359700
sal + aou	Atlantic	(27.85,27.95]	0.3887531	0.2725934	0.5405659
sal + aou	Atlantic	(27.95,28.05]	-0.1419096	-0.1991191	-0.0821880
sal + aou	Atlantic	(28.05,28.1]	-0.7218192	-0.7618806	-0.6746343
sal + aou	Atlantic	(28.1,28.15]	-0.8705429	-0.9141662	-0.8485511
sal + aou	Atlantic	(28.15,28.2]	-0.8580816	-0.8861873	-0.8245904
sal + aou	Atlantic	(28.2, Inf]	-0.8371783	-0.8807988	-0.7618644
sal + aou	Indo-Pacific	(-Inf,26]	0.0867401	0.0701044	0.1044328
sal + aou	Indo-Pacific	(26,26.5]	0.1170289	0.0070800	0.3087893
sal + aou	Indo-Pacific	(26.5,26.75]	-0.0021851	-0.1454669	0.1754211
sal + aou	Indo-Pacific	(26.75,27]	-0.3601075	-0.4931278	-0.1972111
sal + aou	Indo-Pacific	(27,27.25]	-0.4856147	-0.5983613	-0.3009228
sal + aou	Indo-Pacific	(27.25,27.5]	-0.1338505	-0.3021249	0.1872037
sal + aou	Indo-Pacific	(27.5,27.75]	0.4483612	0.2815684	0.5618582
sal + aou	Indo-Pacific	(27.75,27.85]	0.6899237	0.6304700	0.7253529
sal + aou	Indo-Pacific	(27.85,27.95]	0.7562389	0.7063545	0.8147500
sal + aou	Indo-Pacific	(27.95,28.05]	0.8271866	0.7850270	0.8993751
sal + aou	Indo-Pacific	(28.05,28.1]	0.8602193	0.8164886	0.9119918
sal + aou	Indo-Pacific	(28.1,28.2]	0.8320718	0.8096359	0.8769330
sal + aou	Indo-Pacific	(28.2,28.3]	0.6423826	0.5795663	0.6864054
sal + aou	Indo-Pacific	(28.3, Inf]	0.8346109	0.6925329	0.9062860
sal + nitrate	Atlantic	(-Inf,26]	0.1029491	0.0541281	0.1301370
sal + nitrate	Atlantic	(26,26.5]	0.4360188	0.2114289	0.5867147
sal + nitrate	Atlantic	(26.5,26.75]	0.6429742	0.5789672	0.7071941
sal + nitrate	Atlantic	(26.75,27]	0.7531861	0.7367199	0.7650962
sal + nitrate	Atlantic	(27,27.25]	0.7170062	0.6934317	0.7462474
sal + nitrate	Atlantic	(27.25,27.5]	0.3612812	0.2056321	0.4965603
sal + nitrate	Atlantic	(27.5,27.75]	0.1654472	0.1561707	0.1838437
sal + nitrate	Atlantic	(27.75,27.85]	-0.3099544	-0.3642490	-0.2588212
sal + nitrate	Atlantic	(27.85,27.95]	-0.4858574	-0.5706901	-0.3828125
sal + nitrate	Atlantic	(27.95,28.05]	-0.6484273	-0.7635607	-0.5111502
sal + nitrate	Atlantic	(28.05,28.1]	-0.9048630	-0.9134854	-0.8887821
sal + nitrate	Atlantic	(28.1,28.15]	-0.9458554	-0.9489823	-0.9415212
sal + nitrate	Atlantic	(28.15,28.2]	-0.9305895	-0.9347016	-0.9225530
sal + nitrate	Atlantic	(28.2, Inf]	-0.9221469	-0.9411738	-0.8918873
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.0179960	-0.0590387	0.0046981
sal + nitrate	Indo-Pacific	(26,26.5]	-0.1989355	-0.3307632	-0.0328829
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.3484733	-0.4886603	-0.1905796
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6055030	-0.7002399	-0.4847240
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6641037	-0.7448595	-0.5340488
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3227384	-0.4557414	-0.0673163
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3162872	0.1568044	0.4086065
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.6060688	0.5584091	0.6554313
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6896797	0.6475196	0.7655651
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7708729	0.7134965	0.8675074
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.8035899	0.7351829	0.8778332
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7690464	0.7254508	0.8354439
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5492969	0.4886283	0.6188009
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7315565	0.5808243	0.8494092
sal + phosphate	Atlantic	(-Inf,26]	-0.0441322	-0.1223909	0.0043907
sal + phosphate	Atlantic	(26,26.5]	0.2409835	0.0404807	0.3473310
sal + phosphate	Atlantic	(26.5,26.75]	0.4720389	0.3869817	0.5437984
sal + phosphate	Atlantic	(26.75,27]	0.6397068	0.6153889	0.6608137
sal + phosphate	Atlantic	(27,27.25]	0.6006391	0.5748082	0.6352671
sal + phosphate	Atlantic	(27.25,27.5]	0.2093220	0.0701517	0.3487803
sal + phosphate	Atlantic	(27.5,27.75]	0.0543907	0.0295345	0.0731992
sal + phosphate	Atlantic	(27.75,27.85]	-0.3754811	-0.4200417	-0.3074771
sal + phosphate	Atlantic	(27.85,27.95]	-0.5225341	-0.6108527	-0.4216110
sal + phosphate	Atlantic	(27.95,28.05]	-0.6613566	-0.7748675	-0.5307831
sal + phosphate	Atlantic	(28.05,28.1]	-0.9101606	-0.9186671	-0.8966151
sal + phosphate	Atlantic	(28.1,28.15]	-0.9467755	-0.9509468	-0.9410627
sal + phosphate	Atlantic	(28.15,28.2]	-0.9091097	-0.9137036	-0.9011661
sal + phosphate	Atlantic	(28.2, Inf]	-0.8866974	-0.9022816	-0.8564972
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.0910876	-0.1417573	-0.0343321
sal + phosphate	Indo-Pacific	(26,26.5]	-0.2693046	-0.4281475	-0.0571953
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3283910	-0.4909884	-0.1538173
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5551930	-0.6663240	-0.4317872
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6235403	-0.7144199	-0.4900680
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.2995028	-0.4339736	-0.0372950
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.3108732	0.1466711	0.4067290
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.6038235	0.5459969	0.6502665
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6956636	0.6459315	0.7665620
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7840699	0.7366772	0.8720012
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8229244	0.7727211	0.8869895
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7944332	0.7640687	0.8528609
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6158391	0.5438030	0.6823504
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.7945863	0.6508320	0.8966816
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7151506	-0.9140554	-0.5658340
sal + phosphate_star	Atlantic	(26,26.5]	-0.8941594	-0.9228826	-0.8782151
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8704522	-0.9175516	-0.8201690
sal + phosphate_star	Atlantic	(26.75,27]	-0.7737266	-0.8143763	-0.7056178
sal + phosphate_star	Atlantic	(27,27.25]	-0.6549936	-0.6802661	-0.6388459
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6567449	-0.7259190	-0.6142840
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5803139	-0.6094620	-0.5592127
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.7684823	-0.8532897	-0.7060905
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8034062	-0.8857679	-0.7376466
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.8224219	-0.9161516	-0.7277354
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9641726	-0.9770639	-0.9519292
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9732847	-0.9837161	-0.9659771
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9420089	-0.9474294	-0.9367580
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8846322	-0.9080218	-0.8672859
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.5498267	-0.6061237	-0.4402382
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.9475528	-0.9578144	-0.9420752
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9539947	-0.9629793	-0.9431107
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9490049	-0.9598579	-0.9397880
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9282617	-0.9361541	-0.9146396
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8656458	-0.9113722	-0.8265649
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8991288	-0.9229375	-0.8804299
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9408639	-0.9502227	-0.9256814
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8888582	-0.9350222	-0.8385696
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8135513	-0.8890176	-0.7507021
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6880287	-0.7535538	-0.6254766
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5307008	-0.5650922	-0.4755668
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4632412	-0.4902173	-0.4367902
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7168054	-0.7828627	-0.5973835
sal + silicate	Atlantic	(-Inf,26]	-0.2951929	-0.3962609	-0.1409825
sal + silicate	Atlantic	(26,26.5]	0.1767324	0.0872794	0.2973112
sal + silicate	Atlantic	(26.5,26.75]	0.5577351	0.4884817	0.5929889
sal + silicate	Atlantic	(26.75,27]	0.7552384	0.7076362	0.7999861
sal + silicate	Atlantic	(27,27.25]	0.6186317	0.5698506	0.6554696
sal + silicate	Atlantic	(27.25,27.5]	-0.0393346	-0.2704586	0.1129518
sal + silicate	Atlantic	(27.5,27.75]	-0.2043166	-0.2281931	-0.1920320
sal + silicate	Atlantic	(27.75,27.85]	-0.6036684	-0.6246156	-0.5865221
sal + silicate	Atlantic	(27.85,27.95]	-0.7211566	-0.7606372	-0.6986224
sal + silicate	Atlantic	(27.95,28.05]	-0.7879920	-0.8556896	-0.7401513
sal + silicate	Atlantic	(28.05,28.1]	-0.9410820	-0.9486082	-0.9313103
sal + silicate	Atlantic	(28.1,28.15]	-0.9392594	-0.9482236	-0.9251176
sal + silicate	Atlantic	(28.15,28.2]	-0.8061235	-0.8131272	-0.7938019
sal + silicate	Atlantic	(28.2, Inf]	-0.5587583	-0.6383099	-0.5061779
sal + silicate	Indo-Pacific	(-Inf,26]	-0.3335969	-0.3757232	-0.2558180
sal + silicate	Indo-Pacific	(26,26.5]	-0.3608740	-0.4659469	-0.2090615
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.4633290	-0.5605709	-0.3472914
sal + silicate	Indo-Pacific	(26.75,27]	-0.6765397	-0.7312574	-0.6098419
sal + silicate	Indo-Pacific	(27,27.25]	-0.7201225	-0.7694012	-0.6304719
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4379486	-0.5609306	-0.2259198
sal + silicate	Indo-Pacific	(27.5,27.75]	0.1889422	0.0520243	0.2577380
sal + silicate	Indo-Pacific	(27.75,27.85]	0.5249812	0.4757725	0.5842254
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6470037	0.5998610	0.7350972
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7616968	0.6984470	0.8639276
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8093391	0.7494753	0.8798586
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8201355	0.7888970	0.8748366
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7546769	0.7141069	0.8300145
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8282506	0.6959279	0.9198128
sal + temp	Atlantic	(-Inf,26]	0.6656612	0.4939786	0.9062792
sal + temp	Atlantic	(26,26.5]	0.9836017	0.9797152	0.9879043
sal + temp	Atlantic	(26.5,26.75]	0.9907436	0.9872238	0.9925289
sal + temp	Atlantic	(26.75,27]	0.9909998	0.9878583	0.9930254
sal + temp	Atlantic	(27,27.25]	0.9914124	0.9901324	0.9929717
sal + temp	Atlantic	(27.25,27.5]	0.9801144	0.9737729	0.9837665
sal + temp	Atlantic	(27.5,27.75]	0.9614893	0.9561309	0.9649041
sal + temp	Atlantic	(27.75,27.85]	0.9599250	0.9521277	0.9696666
sal + temp	Atlantic	(27.85,27.95]	0.9565493	0.9522617	0.9634714
sal + temp	Atlantic	(27.95,28.05]	0.9488194	0.9416823	0.9618074
sal + temp	Atlantic	(28.05,28.1]	0.9682497	0.9651022	0.9718032
sal + temp	Atlantic	(28.1,28.15]	0.9627029	0.9562972	0.9661205
sal + temp	Atlantic	(28.15,28.2]	0.9605116	0.9558585	0.9671920
sal + temp	Atlantic	(28.2, Inf]	0.9042982	0.8775816	0.9239203
sal + temp	Indo-Pacific	(-Inf,26]	0.5173952	0.3980147	0.5843334
sal + temp	Indo-Pacific	(26,26.5]	0.9774086	0.9713545	0.9804496
sal + temp	Indo-Pacific	(26.5,26.75]	0.9829872	0.9783294	0.9861430
sal + temp	Indo-Pacific	(26.75,27]	0.9823561	0.9796242	0.9850056
sal + temp	Indo-Pacific	(27,27.25]	0.9769434	0.9698309	0.9812943
sal + temp	Indo-Pacific	(27.25,27.5]	0.9210189	0.9021625	0.9422943
sal + temp	Indo-Pacific	(27.5,27.75]	0.9140567	0.8915884	0.9306371
sal + temp	Indo-Pacific	(27.75,27.85]	0.9533948	0.9461690	0.9589633
sal + temp	Indo-Pacific	(27.85,27.95]	0.9391066	0.9224027	0.9575324
sal + temp	Indo-Pacific	(27.95,28.05]	0.9248032	0.9131734	0.9445946
sal + temp	Indo-Pacific	(28.05,28.1]	0.9263484	0.9146622	0.9464430
sal + temp	Indo-Pacific	(28.1,28.2]	0.8653263	0.8418614	0.8976188
sal + temp	Indo-Pacific	(28.2,28.3]	0.8723560	0.8459396	0.9122773
sal + temp	Indo-Pacific	(28.3, Inf]	0.8624572	0.6899820	0.9546555
silicate + phosphate	Atlantic	(-Inf,26]	-0.1583513	-0.2128492	-0.0661543
silicate + phosphate	Atlantic	(26,26.5]	0.2412304	0.1466963	0.2912264
silicate + phosphate	Atlantic	(26.5,26.75]	0.6210692	0.5291395	0.6950792
silicate + phosphate	Atlantic	(26.75,27]	0.8745940	0.8325901	0.8970910
silicate + phosphate	Atlantic	(27,27.25]	0.9285054	0.9226836	0.9358949
silicate + phosphate	Atlantic	(27.25,27.5]	0.8614554	0.8007302	0.9113134
silicate + phosphate	Atlantic	(27.5,27.75]	0.9007801	0.8817423	0.9262538
silicate + phosphate	Atlantic	(27.75,27.85]	0.9304647	0.9108567	0.9588121
silicate + phosphate	Atlantic	(27.85,27.95]	0.9404526	0.9098254	0.9609367
silicate + phosphate	Atlantic	(27.95,28.05]	0.9539327	0.9286198	0.9681880
silicate + phosphate	Atlantic	(28.05,28.1]	0.9768788	0.9683885	0.9817231
silicate + phosphate	Atlantic	(28.1,28.15]	0.9841000	0.9812240	0.9864615
silicate + phosphate	Atlantic	(28.15,28.2]	0.9700915	0.9651999	0.9766531
silicate + phosphate	Atlantic	(28.2, Inf]	0.8461800	0.8283494	0.8764992
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8213711	0.7746094	0.8671874
silicate + phosphate	Indo-Pacific	(26,26.5]	0.9056837	0.8935647	0.9129676
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8932176	0.8764626	0.9118786
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9206886	0.8974153	0.9395721
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9536261	0.9439019	0.9642410
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9652766	0.9544445	0.9765283
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9752946	0.9676083	0.9820161
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9849757	0.9798254	0.9879537
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9882042	0.9836833	0.9917368
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9905400	0.9868021	0.9940110
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942136	0.9919990	0.9968963
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9833167	0.9814581	0.9864257
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9206256	0.9083017	0.9421041
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9520559	0.9355423	0.9611879
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0536405	-0.2703984	0.2135163
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2375318	-0.3489665	-0.1766106
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.4116756	-0.5713286	-0.2970868
silicate + phosphate_star	Atlantic	(26.75,27]	-0.3934934	-0.5596664	-0.2661547
silicate + phosphate_star	Atlantic	(27,27.25]	0.0511213	-0.0225339	0.1434309
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7157620	0.6261088	0.8195684
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8616611	0.8469709	0.8751120
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9268553	0.8822189	0.9572111
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9491097	0.9282361	0.9697655
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9589274	0.9528472	0.9710478
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9689327	0.9658760	0.9722168
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9707664	0.9651656	0.9758622
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9404203	0.9330874	0.9490543
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8513243	0.8373201	0.8611244
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.5317549	0.3460925	0.6782834
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.4227926	0.3368506	0.4779342
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4849350	0.4345252	0.5342822
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.7053047	0.6859855	0.7341828
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7081722	0.6253659	0.7521322
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3385094	0.2096038	0.4318903
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1702130	-0.2706442	-0.0472932
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4389059	-0.5474678	-0.3376506
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4334036	-0.6334021	-0.2789911
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4201868	-0.6655304	-0.2539347
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2856063	-0.4586314	-0.1762923
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1396989	-0.2339585	-0.0322415
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0179269	-0.1484663	0.0918402
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5087041	-0.5808276	-0.4267860
temp + aou	Atlantic	(-Inf,26]	0.0889314	-0.0159633	0.2714619
temp + aou	Atlantic	(26,26.5]	0.3831813	0.1807511	0.5110843
temp + aou	Atlantic	(26.5,26.75]	0.5801764	0.5337975	0.6250776
temp + aou	Atlantic	(26.75,27]	0.6734532	0.6502769	0.7072097
temp + aou	Atlantic	(27,27.25]	0.6900678	0.6822627	0.7025104
temp + aou	Atlantic	(27.25,27.5]	0.6844573	0.6356449	0.7263008
temp + aou	Atlantic	(27.5,27.75]	0.6480335	0.5683833	0.7245747
temp + aou	Atlantic	(27.75,27.85]	0.6169960	0.4685993	0.7502213
temp + aou	Atlantic	(27.85,27.95]	0.4233366	0.2847407	0.5918749
temp + aou	Atlantic	(27.95,28.05]	-0.0335993	-0.0714643	0.0415910
temp + aou	Atlantic	(28.05,28.1]	-0.5931271	-0.6466448	-0.5416213
temp + aou	Atlantic	(28.1,28.15]	-0.7641333	-0.8327591	-0.7197369
temp + aou	Atlantic	(28.15,28.2]	-0.8048532	-0.8470215	-0.7508160
temp + aou	Atlantic	(28.2, Inf]	-0.7200683	-0.7836321	-0.5953710
temp + aou	Indo-Pacific	(-Inf,26]	-0.2959393	-0.3229553	-0.2496276
temp + aou	Indo-Pacific	(26,26.5]	0.1351727	0.0517852	0.3006420
temp + aou	Indo-Pacific	(26.5,26.75]	0.0439620	-0.0720899	0.2002791
temp + aou	Indo-Pacific	(26.75,27]	-0.3296671	-0.4495685	-0.1776185
temp + aou	Indo-Pacific	(27,27.25]	-0.4711259	-0.5810855	-0.3008931
temp + aou	Indo-Pacific	(27.25,27.5]	-0.0521855	-0.1896717	0.2180733
temp + aou	Indo-Pacific	(27.5,27.75]	0.4629839	0.2977366	0.5496286
temp + aou	Indo-Pacific	(27.75,27.85]	0.6784876	0.5954737	0.7374326
temp + aou	Indo-Pacific	(27.85,27.95]	0.7121327	0.6209766	0.8061622
temp + aou	Indo-Pacific	(27.95,28.05]	0.7658887	0.6933820	0.8567955
temp + aou	Indo-Pacific	(28.05,28.1]	0.7757643	0.7387726	0.8370650
temp + aou	Indo-Pacific	(28.1,28.2]	0.7885989	0.7452264	0.8362624
temp + aou	Indo-Pacific	(28.2,28.3]	0.7492402	0.7065835	0.7882095
temp + aou	Indo-Pacific	(28.3, Inf]	0.9582255	0.9418449	0.9695438
temp + nitrate	Atlantic	(-Inf,26]	-0.0338969	-0.1806743	0.0922205
temp + nitrate	Atlantic	(26,26.5]	0.3818811	0.1674071	0.5510780
temp + nitrate	Atlantic	(26.5,26.75]	0.5985719	0.5462792	0.6742453
temp + nitrate	Atlantic	(26.75,27]	0.7131038	0.7003213	0.7332808
temp + nitrate	Atlantic	(27,27.25]	0.6941964	0.6649524	0.7343230
temp + nitrate	Atlantic	(27.25,27.5]	0.3124375	0.1499357	0.4572090
temp + nitrate	Atlantic	(27.5,27.75]	0.0953975	0.0684699	0.1102398
temp + nitrate	Atlantic	(27.75,27.85]	-0.3559465	-0.4340415	-0.3085159
temp + nitrate	Atlantic	(27.85,27.95]	-0.4957281	-0.5508630	-0.4054728
temp + nitrate	Atlantic	(27.95,28.05]	-0.6187640	-0.7110455	-0.5046478
temp + nitrate	Atlantic	(28.05,28.1]	-0.8315902	-0.8390589	-0.8176416
temp + nitrate	Atlantic	(28.1,28.15]	-0.8772111	-0.8883507	-0.8639160
temp + nitrate	Atlantic	(28.15,28.2]	-0.8946444	-0.9026876	-0.8786794
temp + nitrate	Atlantic	(28.2, Inf]	-0.8578595	-0.9374513	-0.7811049
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.4677111	-0.5035893	-0.4423108
temp + nitrate	Indo-Pacific	(26,26.5]	-0.1838283	-0.2932558	-0.0425215
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.3033466	-0.4220896	-0.1635761
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5819560	-0.6676323	-0.4665580
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6606069	-0.7393677	-0.5390354
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.2626280	-0.3706356	-0.0525117
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.3136324	0.1514551	0.4149994
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.5958697	0.5200659	0.6692009
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6413922	0.5510516	0.7540544
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7029538	0.6240879	0.8161875
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7105993	0.6648537	0.7925554
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7132855	0.6575585	0.7785760
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6472430	0.5977361	0.7164550
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8559142	0.7908203	0.9005132
temp + phosphate	Atlantic	(-Inf,26]	-0.1930945	-0.2812041	-0.0992843
temp + phosphate	Atlantic	(26,26.5]	0.1928354	0.0078106	0.3112520
temp + phosphate	Atlantic	(26.5,26.75]	0.4323935	0.3640258	0.5123871
temp + phosphate	Atlantic	(26.75,27]	0.6021862	0.5887459	0.6136285
temp + phosphate	Atlantic	(27,27.25]	0.5833409	0.5535458	0.6286514
temp + phosphate	Atlantic	(27.25,27.5]	0.1659773	0.0211709	0.3134963
temp + phosphate	Atlantic	(27.5,27.75]	-0.0115119	-0.0535981	0.0290613
temp + phosphate	Atlantic	(27.75,27.85]	-0.4215363	-0.4905663	-0.3559745
temp + phosphate	Atlantic	(27.85,27.95]	-0.5331817	-0.5926593	-0.4436339
temp + phosphate	Atlantic	(27.95,28.05]	-0.6365061	-0.7261380	-0.5282813
temp + phosphate	Atlantic	(28.05,28.1]	-0.8388132	-0.8459357	-0.8272150
temp + phosphate	Atlantic	(28.1,28.15]	-0.8823372	-0.8938527	-0.8683492
temp + phosphate	Atlantic	(28.15,28.2]	-0.8836773	-0.8958367	-0.8661084
temp + phosphate	Atlantic	(28.2, Inf]	-0.8546991	-0.9337064	-0.7808678
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.4657363	-0.5301043	-0.4184232
temp + phosphate	Indo-Pacific	(26,26.5]	-0.2634508	-0.3981200	-0.0716534
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.2925288	-0.4326895	-0.1310296
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5326578	-0.6320827	-0.4154618
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6169278	-0.7045874	-0.4933357
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.2392779	-0.3597435	-0.0187168
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.3142100	0.1504116	0.4170526
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.5880338	0.5044684	0.6602502
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6410525	0.5464358	0.7511771
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7087914	0.6271879	0.8189998
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7216265	0.6726329	0.7998293
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7304941	0.6749335	0.7950191
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6985010	0.6425170	0.7709616
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.8758348	0.8267326	0.9169387
temp + phosphate_star	Atlantic	(-Inf,26]	-0.9544102	-0.9828609	-0.9253915
temp + phosphate_star	Atlantic	(26,26.5]	-0.9134520	-0.9384869	-0.8874625
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8838481	-0.9345540	-0.8447056
temp + phosphate_star	Atlantic	(26.75,27]	-0.7847445	-0.8268677	-0.7296316
temp + phosphate_star	Atlantic	(27,27.25]	-0.6501780	-0.6887378	-0.6219625
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.7114183	-0.7970338	-0.6598285
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6618633	-0.6979297	-0.6302309
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8241271	-0.8825550	-0.7646577
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8355602	-0.8960077	-0.7753531
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.8401341	-0.9106246	-0.7623091
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9326112	-0.9447943	-0.9183722
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9452297	-0.9539801	-0.9390003
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9428271	-0.9461774	-0.9409649
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9134179	-0.9695899	-0.8693372
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8440495	-0.9121307	-0.7791036
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9731000	-0.9798456	-0.9621248
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9719330	-0.9784894	-0.9648060
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9634906	-0.9688917	-0.9574449
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9526351	-0.9557959	-0.9503260
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9572885	-0.9674281	-0.9495104
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9741544	-0.9801788	-0.9706741
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9803795	-0.9838564	-0.9747110
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9650245	-0.9829216	-0.9481852
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.9268295	-0.9635237	-0.8998356
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.8458910	-0.8752107	-0.8237211
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.7486816	-0.7710838	-0.7199410
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.6246750	-0.6656365	-0.6031807
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8817524	-0.8950651	-0.8717059
temp + silicate	Atlantic	(-Inf,26]	-0.0176095	-0.2438357	0.1468248
temp + silicate	Atlantic	(26,26.5]	0.1634637	0.0632125	0.2702384
temp + silicate	Atlantic	(26.5,26.75]	0.5244016	0.4539896	0.5869848
temp + silicate	Atlantic	(26.75,27]	0.7214179	0.6778097	0.7750826
temp + silicate	Atlantic	(27,27.25]	0.6024976	0.5473018	0.6470155
temp + silicate	Atlantic	(27.25,27.5]	-0.1216450	-0.3799087	0.0454500
temp + silicate	Atlantic	(27.5,27.75]	-0.2832347	-0.3164369	-0.2576169
temp + silicate	Atlantic	(27.75,27.85]	-0.6369434	-0.6557027	-0.6224931
temp + silicate	Atlantic	(27.85,27.95]	-0.7137386	-0.7295090	-0.7026966
temp + silicate	Atlantic	(27.95,28.05]	-0.7655928	-0.8079622	-0.7439789
temp + silicate	Atlantic	(28.05,28.1]	-0.8760117	-0.8882656	-0.8635737
temp + silicate	Atlantic	(28.1,28.15]	-0.8880501	-0.9096612	-0.8651055
temp + silicate	Atlantic	(28.15,28.2]	-0.8022675	-0.8280852	-0.7880507
temp + silicate	Atlantic	(28.2, Inf]	-0.6895909	-0.7272672	-0.6286090
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5052011	-0.6272567	-0.3355384
temp + silicate	Indo-Pacific	(26,26.5]	-0.3432343	-0.4318213	-0.2131387
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.4100533	-0.4924665	-0.3141746
temp + silicate	Indo-Pacific	(26.75,27]	-0.6512271	-0.6967065	-0.5989440
temp + silicate	Indo-Pacific	(27,27.25]	-0.7172354	-0.7648926	-0.6373670
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.3778594	-0.4754968	-0.2022059
temp + silicate	Indo-Pacific	(27.5,27.75]	0.1927327	0.0503044	0.2947105
temp + silicate	Indo-Pacific	(27.75,27.85]	0.5127459	0.4328325	0.6003348
temp + silicate	Indo-Pacific	(27.85,27.95]	0.5877421	0.4990151	0.7151278
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6719383	0.5953137	0.7983688
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7024945	0.6563658	0.7908397
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7057732	0.6556758	0.7731762
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7223932	0.6692726	0.8131764
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8294756	0.7838972	0.8773536

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.1054677	-0.2719344	0.0052203
aou	Atlantic	(26,26.5]	-0.3824763	-0.4683360	-0.2899882
aou	Atlantic	(26.5,26.75]	-0.5232290	-0.5952664	-0.4382207
aou	Atlantic	(26.75,27]	-0.5486788	-0.6278789	-0.4331466
aou	Atlantic	(27,27.25]	-0.5916693	-0.6733045	-0.4868899
aou	Atlantic	(27.25,27.5]	-0.3273705	-0.4170990	-0.1780244
aou	Atlantic	(27.5,27.75]	-0.2446148	-0.3468210	-0.1927810
aou	Atlantic	(27.75,27.85]	-0.1557949	-0.3469016	-0.0213970
aou	Atlantic	(27.85,27.95]	-0.4155978	-0.5664131	-0.2105699
aou	Atlantic	(27.95,28.05]	-0.7211217	-0.7924296	-0.6350803
aou	Atlantic	(28.05,28.1]	-0.9213086	-0.9432573	-0.9099766
aou	Atlantic	(28.1,28.15]	-0.9585421	-0.9642954	-0.9494784
aou	Atlantic	(28.15,28.2]	-0.9635155	-0.9750149	-0.9507506
aou	Atlantic	(28.2, Inf]	-0.8351914	-0.8839788	-0.7922908
aou	Indo-Pacific	(-Inf,26]	0.3169133	0.2614060	0.3606190
aou	Indo-Pacific	(26,26.5]	-0.3733599	-0.4236245	-0.3468089
aou	Indo-Pacific	(26.5,26.75]	-0.6286327	-0.6627374	-0.5872354
aou	Indo-Pacific	(26.75,27]	-0.7516453	-0.7797124	-0.6964515
aou	Indo-Pacific	(27,27.25]	-0.5929862	-0.7437531	-0.4127150
aou	Indo-Pacific	(27.25,27.5]	-0.3438860	-0.5881852	-0.0358375
aou	Indo-Pacific	(27.5,27.75]	0.0231090	-0.3298527	0.4616329
aou	Indo-Pacific	(27.75,27.85]	0.1870645	-0.2624083	0.5799849
aou	Indo-Pacific	(27.85,27.95]	0.2611983	-0.2381969	0.5910426
aou	Indo-Pacific	(27.95,28.05]	0.2359267	-0.2086373	0.4669618
aou	Indo-Pacific	(28.05,28.1]	0.3463920	0.0916502	0.5182803
aou	Indo-Pacific	(28.1,28.2]	0.3370207	0.2324478	0.5208930
aou	Indo-Pacific	(28.2,28.3]	0.4306909	0.2734531	0.6125489
aou	Indo-Pacific	(28.3, Inf]	0.0021529	-0.1603807	0.1951907
nitrate	Atlantic	(-Inf,26]	0.0112875	-0.1479782	0.1730491
nitrate	Atlantic	(26,26.5]	-0.4693962	-0.5996433	-0.3731249
nitrate	Atlantic	(26.5,26.75]	-0.6377757	-0.6944279	-0.5640255
nitrate	Atlantic	(26.75,27]	-0.6975826	-0.7498534	-0.6173549
nitrate	Atlantic	(27,27.25]	-0.7949628	-0.8460918	-0.7140219
nitrate	Atlantic	(27.25,27.5]	-0.8481518	-0.8996248	-0.7788777
nitrate	Atlantic	(27.5,27.75]	-0.8935031	-0.9066436	-0.8708549
nitrate	Atlantic	(27.75,27.85]	-0.9477311	-0.9622081	-0.9368018
nitrate	Atlantic	(27.85,27.95]	-0.9770794	-0.9798047	-0.9722489
nitrate	Atlantic	(27.95,28.05]	-0.9521701	-0.9603406	-0.9442134
nitrate	Atlantic	(28.05,28.1]	-0.9924925	-0.9938030	-0.9907692
nitrate	Atlantic	(28.1,28.15]	-0.9909204	-0.9921485	-0.9900706
nitrate	Atlantic	(28.15,28.2]	-0.9913110	-0.9924452	-0.9901517
nitrate	Atlantic	(28.2, Inf]	-0.9652578	-0.9805001	-0.9543403
nitrate	Indo-Pacific	(-Inf,26]	0.4069722	0.3514439	0.4427648
nitrate	Indo-Pacific	(26,26.5]	-0.4053366	-0.4591783	-0.3767887
nitrate	Indo-Pacific	(26.5,26.75]	-0.6589703	-0.6997809	-0.6117181
nitrate	Indo-Pacific	(26.75,27]	-0.6849752	-0.7297649	-0.6249084
nitrate	Indo-Pacific	(27,27.25]	-0.5714089	-0.6660607	-0.4451957
nitrate	Indo-Pacific	(27.25,27.5]	-0.3807570	-0.5535742	-0.1483044
nitrate	Indo-Pacific	(27.5,27.75]	-0.0033519	-0.3163073	0.3907875
nitrate	Indo-Pacific	(27.75,27.85]	0.2299105	-0.2134572	0.6108028
nitrate	Indo-Pacific	(27.85,27.95]	0.3111967	-0.1830659	0.6410977
nitrate	Indo-Pacific	(27.95,28.05]	0.2884199	-0.1543772	0.5219416
nitrate	Indo-Pacific	(28.05,28.1]	0.3995704	0.1443166	0.5650165
nitrate	Indo-Pacific	(28.1,28.2]	0.3967642	0.2898400	0.5747623
nitrate	Indo-Pacific	(28.2,28.3]	0.5187782	0.3872252	0.6718967
nitrate	Indo-Pacific	(28.3, Inf]	-0.1266104	-0.3481289	0.0580344
phosphate	Atlantic	(-Inf,26]	0.0879954	0.0393595	0.1364630
phosphate	Atlantic	(26,26.5]	-0.3338882	-0.3916159	-0.2781857
phosphate	Atlantic	(26.5,26.75]	-0.5349753	-0.5533065	-0.5008261
phosphate	Atlantic	(26.75,27]	-0.6490404	-0.6897787	-0.6140051
phosphate	Atlantic	(27,27.25]	-0.7735010	-0.8040466	-0.7172523
phosphate	Atlantic	(27.25,27.5]	-0.8574742	-0.8924788	-0.8068118
phosphate	Atlantic	(27.5,27.75]	-0.9078696	-0.9162547	-0.8911286
phosphate	Atlantic	(27.75,27.85]	-0.9637919	-0.9714134	-0.9577892
phosphate	Atlantic	(27.85,27.95]	-0.9800910	-0.9831339	-0.9782114
phosphate	Atlantic	(27.95,28.05]	-0.9557795	-0.9629271	-0.9476421
phosphate	Atlantic	(28.05,28.1]	-0.9920733	-0.9932068	-0.9906436
phosphate	Atlantic	(28.1,28.15]	-0.9907920	-0.9917900	-0.9897780
phosphate	Atlantic	(28.15,28.2]	-0.9910023	-0.9925274	-0.9898412
phosphate	Atlantic	(28.2, Inf]	-0.9780305	-0.9792728	-0.9769851
phosphate	Indo-Pacific	(-Inf,26]	0.3648072	0.3090170	0.4286482
phosphate	Indo-Pacific	(26,26.5]	-0.4131796	-0.4483371	-0.3474203
phosphate	Indo-Pacific	(26.5,26.75]	-0.7091115	-0.7421195	-0.6815529
phosphate	Indo-Pacific	(26.75,27]	-0.7853200	-0.8094743	-0.7488834
phosphate	Indo-Pacific	(27,27.25]	-0.6637122	-0.7751542	-0.5296377
phosphate	Indo-Pacific	(27.25,27.5]	-0.4606611	-0.6482392	-0.2318010
phosphate	Indo-Pacific	(27.5,27.75]	-0.0253488	-0.3429085	0.3671638
phosphate	Indo-Pacific	(27.75,27.85]	0.2399889	-0.2005603	0.6169973
phosphate	Indo-Pacific	(27.85,27.95]	0.3159172	-0.1752736	0.6398922
phosphate	Indo-Pacific	(27.95,28.05]	0.2817432	-0.1577613	0.5082451
phosphate	Indo-Pacific	(28.05,28.1]	0.3808529	0.1312775	0.5536671
phosphate	Indo-Pacific	(28.1,28.2]	0.3668985	0.2548795	0.5517922
phosphate	Indo-Pacific	(28.2,28.3]	0.4549266	0.2951507	0.6408426
phosphate	Indo-Pacific	(28.3, Inf]	-0.2020203	-0.3697315	-0.0522469
phosphate_star	Atlantic	(-Inf,26]	0.7643040	0.6458923	0.8802158
phosphate_star	Atlantic	(26,26.5]	0.6701771	0.5414384	0.7823190
phosphate_star	Atlantic	(26.5,26.75]	0.5877988	0.4240364	0.8061317
phosphate_star	Atlantic	(26.75,27]	0.3536236	0.0273754	0.5670901
phosphate_star	Atlantic	(27,27.25]	0.0043480	-0.1708479	0.1510854
phosphate_star	Atlantic	(27.25,27.5]	-0.5300437	-0.6753521	-0.4551618
phosphate_star	Atlantic	(27.5,27.75]	-0.7277259	-0.7828446	-0.6963536
phosphate_star	Atlantic	(27.75,27.85]	-0.8809648	-0.9129365	-0.8407529
phosphate_star	Atlantic	(27.85,27.95]	-0.8922822	-0.9277433	-0.8675378
phosphate_star	Atlantic	(27.95,28.05]	-0.8848179	-0.8979469	-0.8743834
phosphate_star	Atlantic	(28.05,28.1]	-0.9598414	-0.9698382	-0.9507097
phosphate_star	Atlantic	(28.1,28.15]	-0.9694300	-0.9790104	-0.9628089
phosphate_star	Atlantic	(28.15,28.2]	-0.9800305	-0.9855600	-0.9756717
phosphate_star	Atlantic	(28.2, Inf]	-0.9721786	-0.9807149	-0.9555834
phosphate_star	Indo-Pacific	(-Inf,26]	0.5817423	0.5216674	0.6732279
phosphate_star	Indo-Pacific	(26,26.5]	-0.0618639	-0.1588549	0.0363210
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.3054645	-0.3652130	-0.2332330
phosphate_star	Indo-Pacific	(26.75,27]	-0.4401966	-0.5114774	-0.3842385
phosphate_star	Indo-Pacific	(27,27.25]	-0.5207739	-0.5566980	-0.4914238
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5170631	-0.6801868	-0.3892150
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1725319	-0.5436038	0.1767376
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3007605	-0.0935491	0.6211401
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3802282	0.0841210	0.6703221
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4168585	0.2301525	0.6389850
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3751949	0.3055022	0.5076133
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3840767	0.3287170	0.4799989
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3377622	0.3187961	0.3734016
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2554032	-0.4490551	-0.1268106
sal	Atlantic	(-Inf,26]	-0.3000748	-0.7322215	0.0185418
sal	Atlantic	(26,26.5]	-0.8574906	-0.9183960	-0.7712341
sal	Atlantic	(26.5,26.75]	-0.8690384	-0.9532192	-0.8120162
sal	Atlantic	(26.75,27]	-0.8305567	-0.9208861	-0.6838620
sal	Atlantic	(27,27.25]	-0.7423146	-0.8168211	-0.6268827
sal	Atlantic	(27.25,27.5]	-0.2616207	-0.4079469	0.0047656
sal	Atlantic	(27.5,27.75]	-0.1133415	-0.1613742	-0.0549614
sal	Atlantic	(27.75,27.85]	0.4058767	0.3733109	0.4614213
sal	Atlantic	(27.85,27.95]	0.4855831	0.4374833	0.5703037
sal	Atlantic	(27.95,28.05]	0.5122529	0.3917083	0.6536580
sal	Atlantic	(28.05,28.1]	0.8714918	0.8621742	0.8802663
sal	Atlantic	(28.1,28.15]	0.9118118	0.9065343	0.9184047
sal	Atlantic	(28.15,28.2]	0.9073912	0.8991903	0.9143013
sal	Atlantic	(28.2, Inf]	0.8259038	0.7680694	0.8817188
sal	Indo-Pacific	(-Inf,26]	-0.1297929	-0.2196862	0.0219126
sal	Indo-Pacific	(26,26.5]	-0.0221256	-0.1051446	0.0346640
sal	Indo-Pacific	(26.5,26.75]	0.2138141	0.1576686	0.3087194
sal	Indo-Pacific	(26.75,27]	0.2975703	0.2016694	0.4024473
sal	Indo-Pacific	(27,27.25]	0.3151897	0.2461233	0.3702566
sal	Indo-Pacific	(27.25,27.5]	0.2691214	0.1631708	0.4218676
sal	Indo-Pacific	(27.5,27.75]	-0.0613222	-0.4090451	0.3726895
sal	Indo-Pacific	(27.75,27.85]	-0.3235522	-0.6839197	0.1098923
sal	Indo-Pacific	(27.85,27.95]	-0.2667421	-0.6593526	0.0615684
sal	Indo-Pacific	(27.95,28.05]	-0.2100053	-0.5380558	-0.0121483
sal	Indo-Pacific	(28.05,28.1]	-0.0495203	-0.2442829	0.1202453
sal	Indo-Pacific	(28.1,28.2]	0.0150337	-0.0667074	0.1680918
sal	Indo-Pacific	(28.2,28.3]	0.0054161	-0.0968649	0.1399835
sal	Indo-Pacific	(28.3, Inf]	0.0131242	-0.2303172	0.2737973
silicate	Atlantic	(-Inf,26]	-0.1401624	-0.2651356	0.0632646
silicate	Atlantic	(26,26.5]	-0.2368529	-0.2723625	-0.2013388
silicate	Atlantic	(26.5,26.75]	-0.5712119	-0.6293895	-0.4922460
silicate	Atlantic	(26.75,27]	-0.7674058	-0.7913325	-0.7289899
silicate	Atlantic	(27,27.25]	-0.8594923	-0.8929407	-0.8343284
silicate	Atlantic	(27.25,27.5]	-0.8856091	-0.9019454	-0.8726804
silicate	Atlantic	(27.5,27.75]	-0.9045728	-0.9298320	-0.8915567
silicate	Atlantic	(27.75,27.85]	-0.9422559	-0.9473534	-0.9377282
silicate	Atlantic	(27.85,27.95]	-0.9254689	-0.9365571	-0.9133445
silicate	Atlantic	(27.95,28.05]	-0.8839344	-0.9063634	-0.8663797
silicate	Atlantic	(28.05,28.1]	-0.9550717	-0.9604056	-0.9448178
silicate	Atlantic	(28.1,28.15]	-0.9654150	-0.9703539	-0.9575626
silicate	Atlantic	(28.15,28.2]	-0.9541177	-0.9618748	-0.9479517
silicate	Atlantic	(28.2, Inf]	-0.8688496	-0.9004862	-0.8309967
silicate	Indo-Pacific	(-Inf,26]	0.3375548	0.2131682	0.4457879
silicate	Indo-Pacific	(26,26.5]	-0.4838610	-0.5010560	-0.4556266
silicate	Indo-Pacific	(26.5,26.75]	-0.7249767	-0.7658464	-0.6986499
silicate	Indo-Pacific	(26.75,27]	-0.6905092	-0.7396646	-0.6166484
silicate	Indo-Pacific	(27,27.25]	-0.5507387	-0.6632238	-0.4058683
silicate	Indo-Pacific	(27.25,27.5]	-0.3748974	-0.5345103	-0.1792891
silicate	Indo-Pacific	(27.5,27.75]	0.0312045	-0.2652800	0.3954915
silicate	Indo-Pacific	(27.75,27.85]	0.2961441	-0.1466828	0.6725437
silicate	Indo-Pacific	(27.85,27.95]	0.3626213	-0.1396954	0.7006765
silicate	Indo-Pacific	(27.95,28.05]	0.3216115	-0.1353050	0.5754422
silicate	Indo-Pacific	(28.05,28.1]	0.4221078	0.1565712	0.5892178
silicate	Indo-Pacific	(28.1,28.2]	0.4272735	0.3326143	0.5992245
silicate	Indo-Pacific	(28.2,28.3]	0.5077938	0.3895215	0.6821456
silicate	Indo-Pacific	(28.3, Inf]	-0.3439996	-0.4146634	-0.2576891
temp	Atlantic	(-Inf,26]	-0.8728883	-0.9273813	-0.8145344
temp	Atlantic	(26,26.5]	-0.8731332	-0.9276560	-0.7988860
temp	Atlantic	(26.5,26.75]	-0.8753109	-0.9486370	-0.8221911
temp	Atlantic	(26.75,27]	-0.8299924	-0.9181258	-0.6823172
temp	Atlantic	(27,27.25]	-0.7462827	-0.8082654	-0.6382233
temp	Atlantic	(27.25,27.5]	-0.1963841	-0.3567432	0.0977176
temp	Atlantic	(27.5,27.75]	-0.0188121	-0.0583734	0.0160901
temp	Atlantic	(27.75,27.85]	0.4723182	0.4383643	0.4964952
temp	Atlantic	(27.85,27.95]	0.5140026	0.4874130	0.5636092
temp	Atlantic	(27.95,28.05]	0.5174674	0.4253531	0.6217303
temp	Atlantic	(28.05,28.1]	0.7968879	0.7951865	0.7981897
temp	Atlantic	(28.1,28.15]	0.8391754	0.8277911	0.8504629
temp	Atlantic	(28.15,28.2]	0.8698716	0.8551453	0.8825974
temp	Atlantic	(28.2, Inf]	0.8162363	0.7107737	0.9184289
temp	Indo-Pacific	(-Inf,26]	-0.8593771	-0.8677358	-0.8446514
temp	Indo-Pacific	(26,26.5]	-0.0900906	-0.1739582	-0.0339187
temp	Indo-Pacific	(26.5,26.75]	0.1453087	0.0910575	0.2355388
temp	Indo-Pacific	(26.75,27]	0.2473591	0.1441599	0.3446194
temp	Indo-Pacific	(27,27.25]	0.3089156	0.2375894	0.3623445
temp	Indo-Pacific	(27.25,27.5]	0.3704446	0.2523981	0.5212869
temp	Indo-Pacific	(27.5,27.75]	0.0793992	-0.2928064	0.4673475
temp	Indo-Pacific	(27.75,27.85]	-0.3030696	-0.6604365	0.1081082
temp	Indo-Pacific	(27.85,27.95]	-0.3021361	-0.6602245	0.0205711
temp	Indo-Pacific	(27.95,28.05]	-0.2838682	-0.5835904	-0.0762285
temp	Indo-Pacific	(28.05,28.1]	-0.1695518	-0.3570772	-0.0427091
temp	Indo-Pacific	(28.1,28.2]	-0.1387365	-0.2104504	-0.0066379
temp	Indo-Pacific	(28.2,28.3]	-0.0165206	-0.1563526	0.1304910
temp	Indo-Pacific	(28.3, Inf]	-0.0345029	-0.1836005	0.1713874

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