eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-08-18

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

---

R Markdown file: up-to-date

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

Environment: empty

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

Seed: set.seed(20200707)

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

Session information: recorded

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

Cache: none

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

File paths: relative

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

Repository version: 36678c2

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 36678c2. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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

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

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

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

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

File	Version	Author	Date	Message
html	1cdb694	Donghe-Zhu	2021-08-18	Build site.
html	9b7a798	Donghe-Zhu	2021-08-06	Build site.
html	f6552d8	Donghe-Zhu	2021-08-06	update with commit
html	496fa02	Donghe-Zhu	2021-08-05	Build site.
html	19ecfe2	Donghe-Zhu	2021-08-05	Build site.
html	3253031	Donghe-Zhu	2021-08-05	Build site.
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html	26741db	Donghe-Zhu	2021-08-01	Build site.
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html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

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

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7911918	0.7302204	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8629414	0.8546045	0.8792913
aou + nitrate	Atlantic	(26.5,26.75]	0.9676669	0.9625608	0.9743825
aou + nitrate	Atlantic	(26.75,27]	0.9824846	0.9792926	0.9866522
aou + nitrate	Atlantic	(27,27.25]	0.9656267	0.9591436	0.9731812
aou + nitrate	Atlantic	(27.25,27.5]	0.9090881	0.8786746	0.9307677
aou + nitrate	Atlantic	(27.5,27.75]	0.7900574	0.7352044	0.8357190
aou + nitrate	Atlantic	(27.75,27.85]	0.6500398	0.5935978	0.7248407
aou + nitrate	Atlantic	(27.85,27.95]	0.7137679	0.5702417	0.7879553
aou + nitrate	Atlantic	(27.95,28.05]	0.8248229	0.7131143	0.8944957
aou + nitrate	Atlantic	(28.05,28.1]	0.9353220	0.9052865	0.9651229
aou + nitrate	Atlantic	(28.1,28.15]	0.9739153	0.9651500	0.9831586
aou + nitrate	Atlantic	(28.15,28.2]	0.9783603	0.9686823	0.9851086
aou + nitrate	Atlantic	(28.2, Inf]	0.9253614	0.8897675	0.9490012
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9156661	0.9002286	0.9303388
aou + nitrate	Indo-Pacific	(26,26.5]	0.8644427	0.8167319	0.8963809
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8631869	0.8332945	0.8862657
aou + nitrate	Indo-Pacific	(26.75,27]	0.8701063	0.8506661	0.9014496
aou + nitrate	Indo-Pacific	(27,27.25]	0.9197860	0.8978691	0.9359972
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9395264	0.9294550	0.9591802
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9643835	0.9502600	0.9775488
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9897605	0.9852865	0.9932162
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9934071	0.9904510	0.9953081
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9936216	0.9892943	0.9965555
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9937767	0.9901408	0.9962764
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9906013	0.9863773	0.9940907
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9839291	0.9773355	0.9893033
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.9438647	0.9231108	0.9650268
aou + phosphate	Atlantic	(-Inf,26]	0.8138220	0.7359829	0.8546664
aou + phosphate	Atlantic	(26,26.5]	0.8789181	0.8577069	0.8946459
aou + phosphate	Atlantic	(26.5,26.75]	0.9211520	0.9107460	0.9356111
aou + phosphate	Atlantic	(26.75,27]	0.9586742	0.9516230	0.9675829
aou + phosphate	Atlantic	(27,27.25]	0.9332479	0.9158589	0.9459891
aou + phosphate	Atlantic	(27.25,27.5]	0.8604919	0.8067098	0.8930345
aou + phosphate	Atlantic	(27.5,27.75]	0.7412078	0.6735501	0.7958385
aou + phosphate	Atlantic	(27.75,27.85]	0.6115656	0.5559715	0.6872793
aou + phosphate	Atlantic	(27.85,27.95]	0.6886333	0.5410122	0.7696030
aou + phosphate	Atlantic	(27.95,28.05]	0.8127409	0.6994641	0.8795269
aou + phosphate	Atlantic	(28.05,28.1]	0.9318051	0.9006025	0.9617356
aou + phosphate	Atlantic	(28.1,28.15]	0.9721832	0.9627567	0.9818846
aou + phosphate	Atlantic	(28.15,28.2]	0.9813013	0.9718091	0.9871152
aou + phosphate	Atlantic	(28.2, Inf]	0.9112090	0.8696148	0.9510141
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9535617	0.9402194	0.9614523
aou + phosphate	Indo-Pacific	(26,26.5]	0.9599938	0.9579247	0.9620948
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9686496	0.9616033	0.9786722
aou + phosphate	Indo-Pacific	(26.75,27]	0.9758643	0.9724933	0.9805605
aou + phosphate	Indo-Pacific	(27,27.25]	0.9845532	0.9795914	0.9882201
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9856917	0.9802018	0.9887023
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9901823	0.9870220	0.9923447
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9957188	0.9935738	0.9969882
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9964117	0.9954980	0.9969113
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9964717	0.9958642	0.9974145
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9968048	0.9962425	0.9975717
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9948297	0.9934696	0.9966912
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9918687	0.9901353	0.9950821
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9365370	0.9199734	0.9571457
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1245960	-0.4523182	0.4442608
aou + phosphate_star	Atlantic	(26,26.5]	0.3037191	0.1831459	0.4059836
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0186318	-0.2536922	0.2168889
aou + phosphate_star	Atlantic	(26.75,27]	-0.0198426	-0.0931442	0.1052521
aou + phosphate_star	Atlantic	(27,27.25]	-0.0584799	-0.1803755	0.0957672
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0754683	-0.0417802	0.2192071
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1309887	0.0653307	0.1797094
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1702195	0.1107838	0.2460044
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3571821	0.1421925	0.5153077
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6020778	0.4326136	0.6894194
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8352112	0.7741942	0.8922133
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9193293	0.8943249	0.9458669
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9357538	0.9068395	0.9548096
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8075382	0.7312244	0.8816142
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5059466	0.5025786	0.5100292
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4494459	0.3269823	0.5471487
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4607830	0.3488184	0.6673273
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5923923	0.5243894	0.6873812
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6800425	0.5920835	0.7643936
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4616962	0.2889500	0.5499262
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0623616	-0.0860366	0.1558071
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2303461	-0.3798138	-0.1428221
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3183229	-0.3894824	-0.1955608
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4021992	-0.7018426	-0.2346265
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1926994	-0.4644561	-0.0510970
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1285092	-0.2980004	-0.0421033
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.0885732	-0.2366018	0.0123009
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8400247	-0.8575844	-0.8082040
aou + silicate	Atlantic	(-Inf,26]	0.0344034	-0.7857934	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.3186922	0.2029873	0.4256283
aou + silicate	Atlantic	(26.5,26.75]	0.6291813	0.5919199	0.6803886
aou + silicate	Atlantic	(26.75,27]	0.8164119	0.7947040	0.8373435
aou + silicate	Atlantic	(27,27.25]	0.7349245	0.7029597	0.7674080
aou + silicate	Atlantic	(27.25,27.5]	0.6333329	0.6154882	0.6611052
aou + silicate	Atlantic	(27.5,27.75]	0.4756559	0.4418506	0.5007851
aou + silicate	Atlantic	(27.75,27.85]	0.3618779	0.3348493	0.3791326
aou + silicate	Atlantic	(27.85,27.95]	0.4740397	0.3485969	0.6128332
aou + silicate	Atlantic	(27.95,28.05]	0.6784281	0.5799586	0.7781560
aou + silicate	Atlantic	(28.05,28.1]	0.8884049	0.8582062	0.9052851
aou + silicate	Atlantic	(28.1,28.15]	0.9562305	0.9489135	0.9628005
aou + silicate	Atlantic	(28.15,28.2]	0.9612331	0.9583065	0.9628404
aou + silicate	Atlantic	(28.2, Inf]	0.6831241	0.6095264	0.8157958
aou + silicate	Indo-Pacific	(-Inf,26]	0.7957076	0.7630627	0.8478128
aou + silicate	Indo-Pacific	(26,26.5]	0.7995167	0.7733625	0.8223920
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7827165	0.7524380	0.8356213
aou + silicate	Indo-Pacific	(26.75,27]	0.8594187	0.8291778	0.8974816
aou + silicate	Indo-Pacific	(27,27.25]	0.9229162	0.9071539	0.9452225
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9408947	0.9184902	0.9606169
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9551227	0.9421225	0.9696323
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9743029	0.9641591	0.9830787
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9796298	0.9736232	0.9841466
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9852300	0.9805511	0.9893425
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9922693	0.9905080	0.9945878
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9804406	0.9781389	0.9832185
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9018334	0.8864818	0.9253135
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8481081	0.8157953	0.8800259
nitrate + phosphate	Atlantic	(-Inf,26]	0.3581101	0.3254820	0.4030711
nitrate + phosphate	Atlantic	(26,26.5]	0.7178909	0.6914675	0.7673961
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9366803	0.9275186	0.9473844
nitrate + phosphate	Atlantic	(26.75,27]	0.9762263	0.9721193	0.9830587
nitrate + phosphate	Atlantic	(27,27.25]	0.9819630	0.9730041	0.9890476
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9886299	0.9826682	0.9934225
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9949649	0.9933602	0.9963896
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983915	0.9983147	0.9985030
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9989589	0.9987350	0.9991931
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992566	0.9989528	0.9994217
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996945	0.9995905	0.9997580
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995801	0.9995187	0.9996493
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974301	0.9972551	0.9976643
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9936418	0.9929185	0.9942469
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9590228	0.9519531	0.9647243
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9086039	0.8505505	0.9398560
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.9010257	0.8644351	0.9210966
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8983986	0.8799784	0.9256900
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9335370	0.9065677	0.9474652
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9440174	0.9278876	0.9627900
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9681309	0.9485346	0.9809133
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9932620	0.9925107	0.9942008
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9975354	0.9969134	0.9979570
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9983564	0.9963253	0.9994437
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9981605	0.9962357	0.9992148
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972078	0.9951469	0.9982650
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9919026	0.9878997	0.9950434
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9847398	0.9802155	0.9888346
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.3659157	-0.8519195	0.3725043
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2100979	0.1429582	0.2667762
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.0969402	-0.2194094	0.3383469
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0640770	-0.0408900	0.1965781
nitrate + phosphate_star	Atlantic	(27,27.25]	0.1053284	-0.0246275	0.3100891
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4252133	0.3436476	0.5570506
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6799090	0.6704411	0.6857516
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8535694	0.8372516	0.8810228
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9032082	0.8878213	0.9299776
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9435719	0.9351254	0.9563482
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9742031	0.9689392	0.9776765
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9830576	0.9792174	0.9870260
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9852668	0.9805559	0.9876890
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9627509	0.9529789	0.9750898
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7203633	0.7013751	0.7567537
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6645601	0.5416076	0.7613576
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6601220	0.5525448	0.8114503
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7372201	0.6943196	0.8019241
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7777286	0.7395521	0.8374250
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5636295	0.4502148	0.6345862
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1798629	0.0749207	0.2428158
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1408241	-0.2547756	-0.0611385
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2298215	-0.3109366	-0.1216971
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3119463	-0.6456453	-0.1093547
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.0974870	-0.3941877	0.0719894
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0087838	-0.2040259	0.0991440
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0592962	-0.1205173	0.1837246
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6276876	-0.7022817	-0.5336276
nitrate + silicate	Atlantic	(-Inf,26]	0.3842423	-0.5985376	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.7128530	0.6356833	0.7743862
nitrate + silicate	Atlantic	(26.5,26.75]	0.7340569	0.7103125	0.7650621
nitrate + silicate	Atlantic	(26.75,27]	0.8750042	0.8581850	0.9024184
nitrate + silicate	Atlantic	(27,27.25]	0.8698214	0.8523427	0.8799177
nitrate + silicate	Atlantic	(27.25,27.5]	0.8748739	0.8641493	0.8906727
nitrate + silicate	Atlantic	(27.5,27.75]	0.8859529	0.8693112	0.9033006
nitrate + silicate	Atlantic	(27.75,27.85]	0.9131443	0.8892811	0.9416036
nitrate + silicate	Atlantic	(27.85,27.95]	0.9214558	0.8864232	0.9432402
nitrate + silicate	Atlantic	(27.95,28.05]	0.9397412	0.9042954	0.9587299
nitrate + silicate	Atlantic	(28.05,28.1]	0.9707635	0.9589685	0.9769240
nitrate + silicate	Atlantic	(28.1,28.15]	0.9792235	0.9752475	0.9827311
nitrate + silicate	Atlantic	(28.15,28.2]	0.9527294	0.9458329	0.9621105
nitrate + silicate	Atlantic	(28.2, Inf]	0.7842868	0.7595287	0.8198717
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8557946	0.7831686	0.9095420
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8849513	0.8162416	0.9225198
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8831881	0.8310676	0.9106941
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9148207	0.9004043	0.9326297
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9461956	0.9340730	0.9546311
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9558946	0.9487140	0.9678578
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9702089	0.9599259	0.9804729
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9864656	0.9834601	0.9894810
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9889031	0.9871161	0.9900843
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9910160	0.9881455	0.9940616
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9935697	0.9919979	0.9961685
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9809591	0.9781564	0.9849661
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8964627	0.8821442	0.9208030
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.8897495	0.8540450	0.9119590
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.2595761	-0.0744298	0.5661272
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7056820	0.6062574	0.7557494
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3623403	0.0754312	0.5928130
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2421215	0.1643620	0.3970049
phosphate + phosphate_star	Atlantic	(27,27.25]	0.2662940	0.1845298	0.4196456
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5428488	0.4632873	0.6390688
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7433054	0.7263814	0.7585117
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8795722	0.8647564	0.9033400
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9192067	0.9078077	0.9417471
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9513607	0.9460542	0.9612069
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9770112	0.9719719	0.9811550
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9851642	0.9815773	0.9891610
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9851204	0.9796495	0.9889421
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9747342	0.9666956	0.9807851
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7250133	0.7044528	0.7529850
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6745195	0.5726782	0.7594993
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6614036	0.5769025	0.8031057
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7498777	0.7042529	0.8134294
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7931934	0.7375199	0.8500529
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6004443	0.4698559	0.6663992
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1976803	0.0731524	0.2826953
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1435616	-0.2743229	-0.0627486
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2396554	-0.3168088	-0.1201913
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3282972	-0.6506253	-0.1476831
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1180042	-0.4043001	0.0327098
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0312427	-0.2215746	0.0658480
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0266668	-0.1536505	0.1423985
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6058424	-0.6796375	-0.5220868
sal + aou	Atlantic	(-Inf,26]	-0.1171607	-0.5301569	0.5850416
sal + aou	Atlantic	(26,26.5]	-0.3111985	-0.4392600	-0.2358407
sal + aou	Atlantic	(26.5,26.75]	0.2963926	0.0825805	0.4646944
sal + aou	Atlantic	(26.75,27]	0.4901323	0.3342196	0.6975233
sal + aou	Atlantic	(27,27.25]	0.5593213	0.5199662	0.5897001
sal + aou	Atlantic	(27.25,27.5]	0.4661282	0.2837183	0.5649888
sal + aou	Atlantic	(27.5,27.75]	0.4799341	0.4555109	0.4947122
sal + aou	Atlantic	(27.75,27.85]	0.4014854	0.3779926	0.4229040
sal + aou	Atlantic	(27.85,27.95]	0.2117582	0.1186148	0.2930971
sal + aou	Atlantic	(27.95,28.05]	-0.2023527	-0.3157499	-0.1231439
sal + aou	Atlantic	(28.05,28.1]	-0.7342092	-0.7726827	-0.6789458
sal + aou	Atlantic	(28.1,28.15]	-0.8776433	-0.9121114	-0.8489114
sal + aou	Atlantic	(28.15,28.2]	-0.8583740	-0.8861873	-0.8254678
sal + aou	Atlantic	(28.2, Inf]	-0.8371783	-0.8807988	-0.7618644
sal + aou	Indo-Pacific	(-Inf,26]	-0.0631869	-0.2398904	0.0287724
sal + aou	Indo-Pacific	(26,26.5]	-0.2540445	-0.4134190	-0.0330141
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2902653	-0.5511982	-0.0939039
sal + aou	Indo-Pacific	(26.75,27]	-0.4792893	-0.6255855	-0.3508357
sal + aou	Indo-Pacific	(27,27.25]	-0.6083977	-0.7193882	-0.4887661
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4704426	-0.6169985	-0.2152613
sal + aou	Indo-Pacific	(27.5,27.75]	-0.0260801	-0.1838935	0.2310426
sal + aou	Indo-Pacific	(27.75,27.85]	0.4306740	0.3041612	0.5377311
sal + aou	Indo-Pacific	(27.85,27.95]	0.6376696	0.6029622	0.6645022
sal + aou	Indo-Pacific	(27.95,28.05]	0.7923322	0.7317272	0.8803960
sal + aou	Indo-Pacific	(28.05,28.1]	0.8346448	0.7704494	0.9033132
sal + aou	Indo-Pacific	(28.1,28.2]	0.8200176	0.7873641	0.8747241
sal + aou	Indo-Pacific	(28.2,28.3]	0.6375429	0.5795663	0.6864054
sal + aou	Indo-Pacific	(28.3, Inf]	0.8391757	0.7062271	0.9062860
sal + nitrate	Atlantic	(-Inf,26]	-0.1821892	-0.7367410	0.8768457
sal + nitrate	Atlantic	(26,26.5]	-0.3284006	-0.4259472	-0.2559304
sal + nitrate	Atlantic	(26.5,26.75]	0.2734038	0.0015713	0.4994329
sal + nitrate	Atlantic	(26.75,27]	0.5087969	0.3111950	0.7152159
sal + nitrate	Atlantic	(27,27.25]	0.5460727	0.4487467	0.5984109
sal + nitrate	Atlantic	(27.25,27.5]	0.3052635	0.0807495	0.4624359
sal + nitrate	Atlantic	(27.5,27.75]	0.2312364	0.2103376	0.2590848
sal + nitrate	Atlantic	(27.75,27.85]	-0.2089997	-0.2502548	-0.1702765
sal + nitrate	Atlantic	(27.85,27.95]	-0.4011486	-0.5196819	-0.3195352
sal + nitrate	Atlantic	(27.95,28.05]	-0.6038872	-0.7575781	-0.4257241
sal + nitrate	Atlantic	(28.05,28.1]	-0.9020207	-0.9137706	-0.8835562
sal + nitrate	Atlantic	(28.1,28.15]	-0.9454762	-0.9489823	-0.9417586
sal + nitrate	Atlantic	(28.15,28.2]	-0.9305554	-0.9347016	-0.9224507
sal + nitrate	Atlantic	(28.2, Inf]	-0.9221469	-0.9411738	-0.8918873
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2399992	-0.4756879	-0.1029335
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5446842	-0.6716124	-0.3803263
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5750073	-0.7636095	-0.4212227
sal + nitrate	Indo-Pacific	(26.75,27]	-0.7051147	-0.7942259	-0.6205385
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7575337	-0.8304920	-0.6832476
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6035433	-0.7129983	-0.4145601
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.1432282	-0.2833676	0.0703372
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.3426021	0.2213938	0.4148873
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.5688064	0.5402706	0.5955304
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7338157	0.6387045	0.8482179
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7769653	0.6812178	0.8698446
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7546116	0.6927518	0.8339046
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5419890	0.4886283	0.6188009
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.7370465	0.5972943	0.8494092
sal + phosphate	Atlantic	(-Inf,26]	0.0224636	-0.1414568	0.2303182
sal + phosphate	Atlantic	(26,26.5]	-0.5771037	-0.7254774	-0.4837735
sal + phosphate	Atlantic	(26.5,26.75]	0.0628082	-0.2565102	0.3143980
sal + phosphate	Atlantic	(26.75,27]	0.3705110	0.1326063	0.6356314
sal + phosphate	Atlantic	(27,27.25]	0.4118921	0.3510303	0.4618051
sal + phosphate	Atlantic	(27.25,27.5]	0.1792175	-0.0188613	0.3419802
sal + phosphate	Atlantic	(27.5,27.75]	0.1473718	0.1268641	0.1756444
sal + phosphate	Atlantic	(27.75,27.85]	-0.2530601	-0.2949758	-0.2160462
sal + phosphate	Atlantic	(27.85,27.95]	-0.4336253	-0.5495513	-0.3588935
sal + phosphate	Atlantic	(27.95,28.05]	-0.6157003	-0.7673276	-0.4469082
sal + phosphate	Atlantic	(28.05,28.1]	-0.9074014	-0.9189317	-0.8918991
sal + phosphate	Atlantic	(28.1,28.15]	-0.9462629	-0.9509468	-0.9408457
sal + phosphate	Atlantic	(28.15,28.2]	-0.9090458	-0.9137036	-0.9009743
sal + phosphate	Atlantic	(28.2, Inf]	-0.8866974	-0.9022816	-0.8564972
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2273534	-0.4310450	-0.1229838
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4643135	-0.6176177	-0.2613267
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4894077	-0.6902994	-0.3211078
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6307954	-0.7443369	-0.5312642
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7056237	-0.7887004	-0.6237783
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5629747	-0.6854333	-0.3604873
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.1177108	-0.2535434	0.1050765
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.3655100	0.2444849	0.4521209
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.5861127	0.5549492	0.6027011
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7530813	0.6837606	0.8541745
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8010327	0.7296482	0.8800652
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7822835	0.7397372	0.8515670
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6101879	0.5438030	0.6823504
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.7993805	0.6652148	0.8966816
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2828185	-0.9810049	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.8226757	-0.8510651	-0.7876637
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7991163	-0.8600297	-0.7211600
sal + phosphate_star	Atlantic	(26.75,27]	-0.6107703	-0.7129138	-0.4475222
sal + phosphate_star	Atlantic	(27,27.25]	-0.6232447	-0.6957871	-0.5381976
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6139855	-0.6583097	-0.5520342
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4150394	-0.4340198	-0.3846776
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6044722	-0.6638375	-0.5591859
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7028097	-0.8113560	-0.6279662
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7735546	-0.9047719	-0.6489928
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9608549	-0.9769206	-0.9461940
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9721223	-0.9837161	-0.9649714
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9418781	-0.9474294	-0.9367580
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8846322	-0.9080218	-0.8672859
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6212508	-0.7661403	-0.4807208
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8955643	-0.9270623	-0.8690013
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9369588	-0.9559606	-0.9165805
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9429115	-0.9583584	-0.9350591
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9346783	-0.9446142	-0.9195840
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8320704	-0.8624531	-0.7970862
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7380031	-0.8341058	-0.6557314
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8457810	-0.9184116	-0.7891715
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8033763	-0.8626209	-0.7240825
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7642747	-0.8867605	-0.7014626
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6019272	-0.7297120	-0.5197547
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4680179	-0.5331549	-0.4123097
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.4522654	-0.4902173	-0.4297885
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7188453	-0.7828627	-0.6035032
sal + silicate	Atlantic	(-Inf,26]	-0.7647950	-0.7914932	-0.7226283
sal + silicate	Atlantic	(26,26.5]	0.0508532	0.0118049	0.0986262
sal + silicate	Atlantic	(26.5,26.75]	0.2226227	0.1400567	0.3445364
sal + silicate	Atlantic	(26.75,27]	0.4037026	0.1622511	0.6211339
sal + silicate	Atlantic	(27,27.25]	0.3601547	0.1880903	0.4467270
sal + silicate	Atlantic	(27.25,27.5]	0.0643448	-0.1550423	0.2146149
sal + silicate	Atlantic	(27.5,27.75]	-0.0384891	-0.0582910	-0.0279776
sal + silicate	Atlantic	(27.75,27.85]	-0.4876135	-0.5320745	-0.4378312
sal + silicate	Atlantic	(27.85,27.95]	-0.6587918	-0.7185970	-0.6023297
sal + silicate	Atlantic	(27.95,28.05]	-0.7584337	-0.8538780	-0.6830310
sal + silicate	Atlantic	(28.05,28.1]	-0.9408755	-0.9488202	-0.9299314
sal + silicate	Atlantic	(28.1,28.15]	-0.9392921	-0.9471749	-0.9262645
sal + silicate	Atlantic	(28.15,28.2]	-0.8060771	-0.8131272	-0.7938019
sal + silicate	Atlantic	(28.2, Inf]	-0.5587583	-0.6383099	-0.5061779
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4759760	-0.6381627	-0.3507977
sal + silicate	Indo-Pacific	(26,26.5]	-0.6327380	-0.7083314	-0.4903019
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6951275	-0.8185754	-0.5974020
sal + silicate	Indo-Pacific	(26.75,27]	-0.7570163	-0.8170251	-0.7037165
sal + silicate	Indo-Pacific	(27,27.25]	-0.7905781	-0.8321285	-0.7507376
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6735142	-0.7512824	-0.5212543
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.2305123	-0.3695226	-0.0414794
sal + silicate	Indo-Pacific	(27.75,27.85]	0.2754760	0.1488530	0.3406494
sal + silicate	Indo-Pacific	(27.85,27.95]	0.5323555	0.5099861	0.5620710
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7310607	0.6378420	0.8461848
sal + silicate	Indo-Pacific	(28.05,28.1]	0.7884002	0.7070936	0.8727668
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8087723	0.7625758	0.8737753
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7507490	0.7081254	0.8300145
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8317108	0.7063085	0.9198128
sal + temp	Atlantic	(-Inf,26]	0.7941438	0.6858358	0.9618835
sal + temp	Atlantic	(26,26.5]	0.9236734	0.9122558	0.9408192
sal + temp	Atlantic	(26.5,26.75]	0.9858384	0.9790017	0.9926193
sal + temp	Atlantic	(26.75,27]	0.9819779	0.9769859	0.9867936
sal + temp	Atlantic	(27,27.25]	0.9847012	0.9752155	0.9897843
sal + temp	Atlantic	(27.25,27.5]	0.9859308	0.9808113	0.9890179
sal + temp	Atlantic	(27.5,27.75]	0.9677162	0.9625571	0.9716205
sal + temp	Atlantic	(27.75,27.85]	0.9700221	0.9659288	0.9731086
sal + temp	Atlantic	(27.85,27.95]	0.9590436	0.9501425	0.9681771
sal + temp	Atlantic	(27.95,28.05]	0.9453537	0.9354396	0.9619296
sal + temp	Atlantic	(28.05,28.1]	0.9693587	0.9675389	0.9719666
sal + temp	Atlantic	(28.1,28.15]	0.9638711	0.9607245	0.9661205
sal + temp	Atlantic	(28.15,28.2]	0.9604925	0.9558585	0.9671920
sal + temp	Atlantic	(28.2, Inf]	0.9042982	0.8775816	0.9239203
sal + temp	Indo-Pacific	(-Inf,26]	0.6251297	0.3412296	0.8074318
sal + temp	Indo-Pacific	(26,26.5]	0.9555659	0.9408467	0.9633704
sal + temp	Indo-Pacific	(26.5,26.75]	0.9820508	0.9777402	0.9856442
sal + temp	Indo-Pacific	(26.75,27]	0.9812958	0.9781167	0.9833414
sal + temp	Indo-Pacific	(27,27.25]	0.9790595	0.9715699	0.9830175
sal + temp	Indo-Pacific	(27.25,27.5]	0.9231455	0.9051610	0.9367207
sal + temp	Indo-Pacific	(27.5,27.75]	0.8025899	0.7511071	0.8830872
sal + temp	Indo-Pacific	(27.75,27.85]	0.9175541	0.8924656	0.9594283
sal + temp	Indo-Pacific	(27.85,27.95]	0.9108358	0.8879929	0.9484730
sal + temp	Indo-Pacific	(27.95,28.05]	0.9283063	0.9115381	0.9556332
sal + temp	Indo-Pacific	(28.05,28.1]	0.9501432	0.9465005	0.9560986
sal + temp	Indo-Pacific	(28.1,28.2]	0.8689315	0.8333238	0.8947965
sal + temp	Indo-Pacific	(28.2,28.3]	0.8840964	0.8588512	0.9122773
sal + temp	Indo-Pacific	(28.3, Inf]	0.8667700	0.7029206	0.9546555
silicate + phosphate	Atlantic	(-Inf,26]	-0.2896959	-0.6296413	-0.0085748
silicate + phosphate	Atlantic	(26,26.5]	0.0521060	-0.0930406	0.2223530
silicate + phosphate	Atlantic	(26.5,26.75]	0.5420759	0.5145662	0.5935322
silicate + phosphate	Atlantic	(26.75,27]	0.8716438	0.8467847	0.9005127
silicate + phosphate	Atlantic	(27,27.25]	0.9021155	0.8882104	0.9106537
silicate + phosphate	Atlantic	(27.25,27.5]	0.9137643	0.8987936	0.9345993
silicate + phosphate	Atlantic	(27.5,27.75]	0.9184270	0.9002554	0.9369890
silicate + phosphate	Atlantic	(27.75,27.85]	0.9333042	0.9132552	0.9570815
silicate + phosphate	Atlantic	(27.85,27.95]	0.9368896	0.9077858	0.9544975
silicate + phosphate	Atlantic	(27.95,28.05]	0.9493424	0.9199321	0.9645947
silicate + phosphate	Atlantic	(28.05,28.1]	0.9757400	0.9661304	0.9805908
silicate + phosphate	Atlantic	(28.1,28.15]	0.9838227	0.9807741	0.9864615
silicate + phosphate	Atlantic	(28.15,28.2]	0.9700964	0.9651999	0.9766679
silicate + phosphate	Atlantic	(28.2, Inf]	0.8461800	0.8283494	0.8764992
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8681031	0.8198337	0.9150270
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8892328	0.8732072	0.8974427
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8728206	0.8582438	0.8977615
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9112951	0.8843900	0.9323741
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9490604	0.9398623	0.9605496
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9633723	0.9525981	0.9748329
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9731500	0.9659536	0.9819006
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9827627	0.9778978	0.9873433
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9861521	0.9827397	0.9884847
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9900318	0.9863758	0.9932398
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942204	0.9925188	0.9967041
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9833791	0.9814857	0.9862632
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9194017	0.9083017	0.9384324
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9518535	0.9355423	0.9605808
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0200780	-0.6957630	0.5861294
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3220424	-0.3961118	-0.2384619
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0434560	-0.1427919	0.0765253
silicate + phosphate_star	Atlantic	(26.75,27]	0.2332180	0.1146184	0.3558316
silicate + phosphate_star	Atlantic	(27,27.25]	0.4238924	0.2666079	0.6659473
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6999842	0.6394418	0.8088299
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8782460	0.8643986	0.8876710
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9539733	0.9417515	0.9658760
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9645079	0.9481228	0.9727832
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9643467	0.9587710	0.9701132
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9706263	0.9687997	0.9737795
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9726783	0.9712714	0.9753851
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9405604	0.9330874	0.9490543
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8513243	0.8373201	0.8611244
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7395499	0.6389776	0.7948441
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7614168	0.7094835	0.7920736
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7863033	0.7319888	0.8663997
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8037269	0.7776630	0.8330839
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8258441	0.8043209	0.8568307
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6566652	0.5582743	0.7174517
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2810597	0.1713207	0.3788296
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0739397	-0.1828703	0.0140840
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.1884546	-0.2656553	-0.0878116
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3007301	-0.6280165	-0.1081322
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1210231	-0.4011148	0.0297254
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0386119	-0.2129094	0.0514855
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0197417	-0.1484663	0.1158511
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5051367	-0.5808276	-0.4267860
temp + aou	Atlantic	(-Inf,26]	-0.3301347	-0.7806278	0.3991916
temp + aou	Atlantic	(26,26.5]	-0.4038973	-0.5331751	-0.3177106
temp + aou	Atlantic	(26.5,26.75]	0.2386748	0.0116378	0.4358256
temp + aou	Atlantic	(26.75,27]	0.4298145	0.2535391	0.6379817
temp + aou	Atlantic	(27,27.25]	0.5396744	0.4717501	0.5911530
temp + aou	Atlantic	(27.25,27.5]	0.4799063	0.3105352	0.5647339
temp + aou	Atlantic	(27.5,27.75]	0.4745364	0.4582958	0.5023915
temp + aou	Atlantic	(27.75,27.85]	0.3918139	0.3674866	0.4180076
temp + aou	Atlantic	(27.85,27.95]	0.2197027	0.1131452	0.3164104
temp + aou	Atlantic	(27.95,28.05]	-0.1060820	-0.2220483	-0.0378476
temp + aou	Atlantic	(28.05,28.1]	-0.6137305	-0.6653738	-0.5476685
temp + aou	Atlantic	(28.1,28.15]	-0.7790571	-0.8281785	-0.7399038
temp + aou	Atlantic	(28.15,28.2]	-0.8054306	-0.8470215	-0.7525483
temp + aou	Atlantic	(28.2, Inf]	-0.7200683	-0.7836321	-0.5953710
temp + aou	Indo-Pacific	(-Inf,26]	-0.3631427	-0.3994820	-0.3056050
temp + aou	Indo-Pacific	(26,26.5]	-0.2676109	-0.4095080	-0.0601543
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2799206	-0.5307846	-0.0854020
temp + aou	Indo-Pacific	(26.75,27]	-0.4466864	-0.5740949	-0.3279745
temp + aou	Indo-Pacific	(27,27.25]	-0.5884334	-0.6930413	-0.4787446
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4441577	-0.5738609	-0.2094358
temp + aou	Indo-Pacific	(27.5,27.75]	-0.0035184	-0.1226971	0.2045404
temp + aou	Indo-Pacific	(27.75,27.85]	0.4506239	0.3460166	0.5606958
temp + aou	Indo-Pacific	(27.85,27.95]	0.6009822	0.5489666	0.6417670
temp + aou	Indo-Pacific	(27.95,28.05]	0.7357668	0.6703522	0.8564927
temp + aou	Indo-Pacific	(28.05,28.1]	0.7543363	0.6963321	0.8371264
temp + aou	Indo-Pacific	(28.1,28.2]	0.7621246	0.7156885	0.8346382
temp + aou	Indo-Pacific	(28.2,28.3]	0.7392990	0.7065835	0.7882095
temp + aou	Indo-Pacific	(28.3, Inf]	0.9578732	0.9418449	0.9684867
temp + nitrate	Atlantic	(-Inf,26]	-0.3133206	-0.9376675	0.8030394
temp + nitrate	Atlantic	(26,26.5]	-0.3764005	-0.4625112	-0.2663249
temp + nitrate	Atlantic	(26.5,26.75]	0.2122695	-0.0743588	0.4700609
temp + nitrate	Atlantic	(26.75,27]	0.4384093	0.2207313	0.6418975
temp + nitrate	Atlantic	(27,27.25]	0.5271990	0.3971110	0.6005203
temp + nitrate	Atlantic	(27.25,27.5]	0.3256994	0.1114774	0.4852962
temp + nitrate	Atlantic	(27.5,27.75]	0.2269707	0.2038165	0.2616221
temp + nitrate	Atlantic	(27.75,27.85]	-0.2710578	-0.3048362	-0.2212000
temp + nitrate	Atlantic	(27.85,27.95]	-0.4287646	-0.5295714	-0.3463138
temp + nitrate	Atlantic	(27.95,28.05]	-0.5777147	-0.7130980	-0.4086723
temp + nitrate	Atlantic	(28.05,28.1]	-0.8315633	-0.8400578	-0.8153245
temp + nitrate	Atlantic	(28.1,28.15]	-0.8800084	-0.8853568	-0.8753019
temp + nitrate	Atlantic	(28.15,28.2]	-0.8947502	-0.9026876	-0.8789969
temp + nitrate	Atlantic	(28.2, Inf]	-0.8578595	-0.9374513	-0.7811049
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5813744	-0.6491688	-0.5103667
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5581165	-0.6716889	-0.4076677
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5677662	-0.7483541	-0.4202203
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6844522	-0.7573335	-0.6090182
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7508426	-0.8184756	-0.6812054
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6070822	-0.6964946	-0.4388684
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.1662466	-0.2853332	0.0139226
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.3577926	0.2557258	0.4393838
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.5266545	0.4875220	0.5474321
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6696610	0.5842877	0.8191107
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6894825	0.6014635	0.7974600
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6787261	0.6041116	0.7779777
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6332049	0.5854237	0.7164550
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.8544785	0.7908203	0.9005132
temp + phosphate	Atlantic	(-Inf,26]	-0.2272971	-0.5306378	0.0827481
temp + phosphate	Atlantic	(26,26.5]	-0.6474620	-0.7872335	-0.5515879
temp + phosphate	Atlantic	(26.5,26.75]	0.0181887	-0.2971515	0.2869821
temp + phosphate	Atlantic	(26.75,27]	0.3065856	0.0545994	0.5657953
temp + phosphate	Atlantic	(27,27.25]	0.4030033	0.3105502	0.4633958
temp + phosphate	Atlantic	(27.25,27.5]	0.2049550	0.0160587	0.3706638
temp + phosphate	Atlantic	(27.5,27.75]	0.1476039	0.1124744	0.1814839
temp + phosphate	Atlantic	(27.75,27.85]	-0.3167207	-0.3505392	-0.2686478
temp + phosphate	Atlantic	(27.85,27.95]	-0.4630421	-0.5606147	-0.3868441
temp + phosphate	Atlantic	(27.95,28.05]	-0.5947512	-0.7260795	-0.4358551
temp + phosphate	Atlantic	(28.05,28.1]	-0.8388863	-0.8469050	-0.8257597
temp + phosphate	Atlantic	(28.1,28.15]	-0.8850084	-0.8910939	-0.8791216
temp + phosphate	Atlantic	(28.15,28.2]	-0.8837637	-0.8958367	-0.8663676
temp + phosphate	Atlantic	(28.2, Inf]	-0.8546991	-0.9337064	-0.7808678
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5280740	-0.5941127	-0.4388439
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4880388	-0.6261531	-0.2921891
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4845933	-0.6755765	-0.3157937
temp + phosphate	Indo-Pacific	(26.75,27]	-0.6090149	-0.7062523	-0.5149238
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6957822	-0.7725299	-0.6200665
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.5630435	-0.6691027	-0.3743204
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.1241439	-0.2326024	0.0592925
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.3809925	0.2798251	0.4735445
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.5406382	0.4920563	0.5745376
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6857732	0.6117029	0.8244090
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7106876	0.6432867	0.8065255
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7040169	0.6447402	0.7947314
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6892864	0.6425170	0.7709616
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.8744134	0.8267326	0.9169387
temp + phosphate_star	Atlantic	(-Inf,26]	-0.4857755	-0.9871533	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8433756	-0.8751013	-0.7956005
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7992517	-0.8379665	-0.7349510
temp + phosphate_star	Atlantic	(26.75,27]	-0.6484563	-0.7374786	-0.5106846
temp + phosphate_star	Atlantic	(27,27.25]	-0.6159712	-0.6839896	-0.5490303
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5929924	-0.6363073	-0.5239574
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4180513	-0.4360664	-0.3915981
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6748977	-0.7266057	-0.6470237
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7454324	-0.8359936	-0.6893415
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.7925522	-0.9015398	-0.6806914
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9291294	-0.9447619	-0.9127801
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9442404	-0.9539801	-0.9374022
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9427544	-0.9461774	-0.9407468
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9134179	-0.9695899	-0.8693372
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8803035	-0.9107928	-0.8232791
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9365907	-0.9600786	-0.8999641
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9515439	-0.9642827	-0.9266209
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9590877	-0.9687475	-0.9466673
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9588852	-0.9633931	-0.9559670
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9440962	-0.9471305	-0.9402423
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9448425	-0.9548097	-0.9346476
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9142329	-0.9462951	-0.8746914
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.9138435	-0.9375987	-0.8826998
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8792918	-0.9438257	-0.8337447
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7349698	-0.8293189	-0.6706846
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6944273	-0.7412953	-0.6562703
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.5991142	-0.6052078	-0.5889542
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8812561	-0.8935761	-0.8717059
temp + silicate	Atlantic	(-Inf,26]	-0.6821600	-0.8003479	-0.5559977
temp + silicate	Atlantic	(26,26.5]	0.0843668	0.0612752	0.1106138
temp + silicate	Atlantic	(26.5,26.75]	0.1573043	0.0375137	0.2780958
temp + silicate	Atlantic	(26.75,27]	0.3249679	0.0695056	0.5392708
temp + silicate	Atlantic	(27,27.25]	0.3554562	0.1511638	0.4623949
temp + silicate	Atlantic	(27.25,27.5]	0.0915293	-0.1235022	0.2474700
temp + silicate	Atlantic	(27.5,27.75]	-0.0314976	-0.0466179	-0.0233208
temp + silicate	Atlantic	(27.75,27.85]	-0.5436111	-0.5757819	-0.5134469
temp + silicate	Atlantic	(27.85,27.95]	-0.6774465	-0.7180929	-0.6407064
temp + silicate	Atlantic	(27.95,28.05]	-0.7483519	-0.8156745	-0.6914558
temp + silicate	Atlantic	(28.05,28.1]	-0.8804244	-0.8946780	-0.8688960
temp + silicate	Atlantic	(28.1,28.15]	-0.8928720	-0.9079389	-0.8812935
temp + silicate	Atlantic	(28.15,28.2]	-0.8024442	-0.8280852	-0.7880507
temp + silicate	Atlantic	(28.2, Inf]	-0.6895909	-0.7272672	-0.6286090
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5967481	-0.7281844	-0.3687890
temp + silicate	Indo-Pacific	(26,26.5]	-0.6361640	-0.7064582	-0.5069910
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6845923	-0.8057647	-0.5997174
temp + silicate	Indo-Pacific	(26.75,27]	-0.7339971	-0.7817513	-0.6932762
temp + silicate	Indo-Pacific	(27,27.25]	-0.7864848	-0.8237516	-0.7534787
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6833699	-0.7614908	-0.5431427
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.2570912	-0.3856841	-0.0914636
temp + silicate	Indo-Pacific	(27.75,27.85]	0.2802783	0.1685439	0.3565712
temp + silicate	Indo-Pacific	(27.85,27.95]	0.4757833	0.4426317	0.4945612
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6487734	0.5647648	0.8010630
temp + silicate	Indo-Pacific	(28.05,28.1]	0.6977003	0.6238668	0.7976819
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6840222	0.6292056	0.7718373
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7159316	0.6653459	0.8131764
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8277196	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
1cdb694	Donghe-Zhu	2021-08-18
9b7a798	Donghe-Zhu	2021-08-06
90f70da	Donghe-Zhu	2021-08-06
496fa02	Donghe-Zhu	2021-08-05
19ecfe2	Donghe-Zhu	2021-08-05
3253031	Donghe-Zhu	2021-08-05
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2290844	-0.2995337	0.6358479
aou	Atlantic	(26,26.5]	0.1565188	0.0832505	0.2795637
aou	Atlantic	(26.5,26.75]	-0.2968648	-0.4145882	-0.1551184
aou	Atlantic	(26.75,27]	-0.3825985	-0.4474610	-0.2941317
aou	Atlantic	(27,27.25]	-0.5852842	-0.6580371	-0.4574849
aou	Atlantic	(27.25,27.5]	-0.6472461	-0.7109074	-0.5588419
aou	Atlantic	(27.5,27.75]	-0.5334214	-0.5719480	-0.5086760
aou	Atlantic	(27.75,27.85]	-0.4567309	-0.4899852	-0.4369397
aou	Atlantic	(27.85,27.95]	-0.6234074	-0.7444520	-0.4827330
aou	Atlantic	(27.95,28.05]	-0.7714132	-0.8118995	-0.6911966
aou	Atlantic	(28.05,28.1]	-0.9279830	-0.9515712	-0.9117691
aou	Atlantic	(28.1,28.15]	-0.9607708	-0.9642954	-0.9567438
aou	Atlantic	(28.15,28.2]	-0.9633697	-0.9750149	-0.9503131
aou	Atlantic	(28.2, Inf]	-0.8350522	-0.8839788	-0.7918735
aou	Indo-Pacific	(-Inf,26]	0.1798330	0.0992974	0.3215182
aou	Indo-Pacific	(26,26.5]	-0.4568737	-0.5027489	-0.3852694
aou	Indo-Pacific	(26.5,26.75]	-0.6468795	-0.7010330	-0.6119464
aou	Indo-Pacific	(26.75,27]	-0.8077686	-0.8391990	-0.7757369
aou	Indo-Pacific	(27,27.25]	-0.7025240	-0.7653801	-0.6391312
aou	Indo-Pacific	(27.25,27.5]	-0.4839553	-0.5904847	-0.3808410
aou	Indo-Pacific	(27.5,27.75]	0.0544167	-0.1384013	0.2982128
aou	Indo-Pacific	(27.75,27.85]	0.5115142	0.3147401	0.6719993
aou	Indo-Pacific	(27.85,27.95]	0.5353596	0.2958620	0.6830955
aou	Indo-Pacific	(27.95,28.05]	0.3573053	-0.0756721	0.5912169
aou	Indo-Pacific	(28.05,28.1]	0.4475027	0.1676594	0.6258983
aou	Indo-Pacific	(28.1,28.2]	0.4245763	0.2728119	0.5752030
aou	Indo-Pacific	(28.2,28.3]	0.4687028	0.3677759	0.6322618
aou	Indo-Pacific	(28.3, Inf]	0.0269452	-0.1239963	0.2331835
nitrate	Atlantic	(-Inf,26]	0.0497238	-0.7697669	0.7340005
nitrate	Atlantic	(26,26.5]	-0.1793175	-0.2945346	-0.0205459
nitrate	Atlantic	(26.5,26.75]	-0.4349192	-0.5373301	-0.2762905
nitrate	Atlantic	(26.75,27]	-0.5064253	-0.5762090	-0.4342358
nitrate	Atlantic	(27,27.25]	-0.7413789	-0.7922337	-0.6442901
nitrate	Atlantic	(27.25,27.5]	-0.8622992	-0.8933226	-0.8111445
nitrate	Atlantic	(27.5,27.75]	-0.9002463	-0.9110696	-0.8792312
nitrate	Atlantic	(27.75,27.85]	-0.9550813	-0.9647809	-0.9441204
nitrate	Atlantic	(27.85,27.95]	-0.9757674	-0.9793903	-0.9712225
nitrate	Atlantic	(27.95,28.05]	-0.9501350	-0.9598204	-0.9420147
nitrate	Atlantic	(28.05,28.1]	-0.9927266	-0.9939742	-0.9912870
nitrate	Atlantic	(28.1,28.15]	-0.9910564	-0.9921485	-0.9900852
nitrate	Atlantic	(28.15,28.2]	-0.9914125	-0.9924452	-0.9904564
nitrate	Atlantic	(28.2, Inf]	-0.9656708	-0.9805001	-0.9543403
nitrate	Indo-Pacific	(-Inf,26]	0.1826004	0.0928119	0.3242235
nitrate	Indo-Pacific	(26,26.5]	-0.5208106	-0.5804375	-0.4209167
nitrate	Indo-Pacific	(26.5,26.75]	-0.6612119	-0.6903967	-0.6355909
nitrate	Indo-Pacific	(26.75,27]	-0.7060508	-0.7544340	-0.6689456
nitrate	Indo-Pacific	(27,27.25]	-0.6162168	-0.6499942	-0.5760579
nitrate	Indo-Pacific	(27.25,27.5]	-0.4492758	-0.5201839	-0.3655004
nitrate	Indo-Pacific	(27.5,27.75]	0.0504239	-0.1034535	0.2570418
nitrate	Indo-Pacific	(27.75,27.85]	0.5349462	0.3428855	0.6919652
nitrate	Indo-Pacific	(27.85,27.95]	0.5683401	0.3359105	0.7192210
nitrate	Indo-Pacific	(27.95,28.05]	0.4020439	-0.0262804	0.6399608
nitrate	Indo-Pacific	(28.05,28.1]	0.4918575	0.2136766	0.6531493
nitrate	Indo-Pacific	(28.1,28.2]	0.4861352	0.3387627	0.6189053
nitrate	Indo-Pacific	(28.2,28.3]	0.5547732	0.4795688	0.6875380
nitrate	Indo-Pacific	(28.3, Inf]	-0.1047134	-0.3142700	0.0898665
phosphate	Atlantic	(-Inf,26]	0.2656117	-0.0098085	0.4192617
phosphate	Atlantic	(26,26.5]	0.1848289	0.1231397	0.2836754
phosphate	Atlantic	(26.5,26.75]	-0.3842326	-0.4593151	-0.2658111
phosphate	Atlantic	(26.75,27]	-0.4781623	-0.5735345	-0.3688383
phosphate	Atlantic	(27,27.25]	-0.7166764	-0.7510928	-0.6697437
phosphate	Atlantic	(27.25,27.5]	-0.8521184	-0.8686915	-0.8237138
phosphate	Atlantic	(27.5,27.75]	-0.9036028	-0.9107071	-0.8939479
phosphate	Atlantic	(27.75,27.85]	-0.9638317	-0.9691740	-0.9566655
phosphate	Atlantic	(27.85,27.95]	-0.9786789	-0.9822926	-0.9758951
phosphate	Atlantic	(27.95,28.05]	-0.9544136	-0.9629034	-0.9462621
phosphate	Atlantic	(28.05,28.1]	-0.9923314	-0.9933055	-0.9912991
phosphate	Atlantic	(28.1,28.15]	-0.9909668	-0.9917900	-0.9897729
phosphate	Atlantic	(28.15,28.2]	-0.9910624	-0.9925274	-0.9898412
phosphate	Atlantic	(28.2, Inf]	-0.9783030	-0.9792728	-0.9769851
phosphate	Indo-Pacific	(-Inf,26]	0.1505558	0.0561841	0.3192083
phosphate	Indo-Pacific	(26,26.5]	-0.5482913	-0.5720809	-0.5210569
phosphate	Indo-Pacific	(26.5,26.75]	-0.7274819	-0.7547337	-0.6822568
phosphate	Indo-Pacific	(26.75,27]	-0.8228710	-0.8409264	-0.7875498
phosphate	Indo-Pacific	(27,27.25]	-0.7221076	-0.7751012	-0.6724200
phosphate	Indo-Pacific	(27.25,27.5]	-0.5492607	-0.6342667	-0.4803527
phosphate	Indo-Pacific	(27.5,27.75]	0.0175562	-0.1595448	0.2344289
phosphate	Indo-Pacific	(27.75,27.85]	0.5341972	0.3414688	0.6927380
phosphate	Indo-Pacific	(27.85,27.95]	0.5671561	0.3366793	0.7124131
phosphate	Indo-Pacific	(27.95,28.05]	0.3908185	-0.0313532	0.6154604
phosphate	Indo-Pacific	(28.05,28.1]	0.4682228	0.1997925	0.6411226
phosphate	Indo-Pacific	(28.1,28.2]	0.4474561	0.3069938	0.5966753
phosphate	Indo-Pacific	(28.2,28.3]	0.4877221	0.3764303	0.6579494
phosphate	Indo-Pacific	(28.3, Inf]	-0.1813461	-0.3408980	-0.0190580
phosphate_star	Atlantic	(-Inf,26]	0.4494866	-0.1868457	0.9485015
phosphate_star	Atlantic	(26,26.5]	0.1804429	0.1526751	0.2229838
phosphate_star	Atlantic	(26.5,26.75]	0.0239069	-0.3644907	0.5013203
phosphate_star	Atlantic	(26.75,27]	-0.0931243	-0.2388241	0.1714418
phosphate_star	Atlantic	(27,27.25]	-0.1433317	-0.5494616	0.1025609
phosphate_star	Atlantic	(27.25,27.5]	-0.4597679	-0.6825803	-0.3453649
phosphate_star	Atlantic	(27.5,27.75]	-0.7288634	-0.7969316	-0.6767068
phosphate_star	Atlantic	(27.75,27.85]	-0.9133504	-0.9308064	-0.9004049
phosphate_star	Atlantic	(27.85,27.95]	-0.9191411	-0.9391960	-0.9076212
phosphate_star	Atlantic	(27.95,28.05]	-0.8961243	-0.9027553	-0.8925092
phosphate_star	Atlantic	(28.05,28.1]	-0.9631053	-0.9720107	-0.9513857
phosphate_star	Atlantic	(28.1,28.15]	-0.9722735	-0.9789012	-0.9628089
phosphate_star	Atlantic	(28.15,28.2]	-0.9805046	-0.9855600	-0.9770941
phosphate_star	Atlantic	(28.2, Inf]	-0.9728126	-0.9807149	-0.9574852
phosphate_star	Indo-Pacific	(-Inf,26]	0.2257149	0.1042973	0.3811802
phosphate_star	Indo-Pacific	(26,26.5]	-0.4613352	-0.5236716	-0.3815755
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5949570	-0.6966649	-0.4693032
phosphate_star	Indo-Pacific	(26.75,27]	-0.5364392	-0.5842139	-0.4802465
phosphate_star	Indo-Pacific	(27,27.25]	-0.4910571	-0.5263489	-0.4356472
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5023843	-0.5217742	-0.4838595
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1834150	-0.3195258	-0.0974900
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2322364	0.0084758	0.3949554
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3078485	0.1373999	0.4712150
phosphate_star	Indo-Pacific	(27.95,28.05]	0.3975131	0.2713213	0.5834023
phosphate_star	Indo-Pacific	(28.05,28.1]	0.3865586	0.3166402	0.4932696
phosphate_star	Indo-Pacific	(28.1,28.2]	0.3696761	0.2942395	0.4774365
phosphate_star	Indo-Pacific	(28.2,28.3]	0.3132780	0.2716233	0.3734016
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2785957	-0.4838700	-0.1615733
sal	Atlantic	(-Inf,26]	-0.1651400	-0.8935158	0.5631449
sal	Atlantic	(26,26.5]	-0.0285284	-0.1033339	0.0706375
sal	Atlantic	(26.5,26.75]	-0.4604070	-0.8747877	0.0028308
sal	Atlantic	(26.75,27]	-0.6436005	-0.7938150	-0.4495456
sal	Atlantic	(27,27.25]	-0.6415099	-0.7766688	-0.3733573
sal	Atlantic	(27.25,27.5]	-0.3850591	-0.5815912	-0.0840659
sal	Atlantic	(27.5,27.75]	-0.3051412	-0.3631878	-0.1935382
sal	Atlantic	(27.75,27.85]	0.2414407	0.1734228	0.2892660
sal	Atlantic	(27.85,27.95]	0.3897385	0.2777177	0.5086123
sal	Atlantic	(27.95,28.05]	0.4627586	0.3020746	0.6470615
sal	Atlantic	(28.05,28.1]	0.8693960	0.8557888	0.8807267
sal	Atlantic	(28.1,28.15]	0.9122929	0.9088367	0.9184047
sal	Atlantic	(28.15,28.2]	0.9080342	0.9011191	0.9143013
sal	Atlantic	(28.2, Inf]	0.8273545	0.7724216	0.8817188
sal	Indo-Pacific	(-Inf,26]	0.0947024	-0.1586468	0.4808883
sal	Indo-Pacific	(26,26.5]	0.2984417	0.2566149	0.3607798
sal	Indo-Pacific	(26.5,26.75]	0.4342077	0.3421624	0.4936189
sal	Indo-Pacific	(26.75,27]	0.3716975	0.3192382	0.4702391
sal	Indo-Pacific	(27,27.25]	0.2792489	0.1960590	0.3352654
sal	Indo-Pacific	(27.25,27.5]	0.1639808	0.1533715	0.1802345
sal	Indo-Pacific	(27.5,27.75]	-0.2205842	-0.3426996	0.0192762
sal	Indo-Pacific	(27.75,27.85]	-0.2125956	-0.4474004	0.0585621
sal	Indo-Pacific	(27.85,27.95]	-0.1100688	-0.3882287	0.0875579
sal	Indo-Pacific	(27.95,28.05]	-0.1273192	-0.4519536	0.0489049
sal	Indo-Pacific	(28.05,28.1]	0.0224743	-0.1851807	0.2218820
sal	Indo-Pacific	(28.1,28.2]	0.0648002	-0.0526815	0.2257906
sal	Indo-Pacific	(28.2,28.3]	0.0277168	-0.0625189	0.1725398
sal	Indo-Pacific	(28.3, Inf]	0.0280064	-0.2303172	0.2796542
silicate	Atlantic	(-Inf,26]	0.2383408	-0.1165638	0.4460557
silicate	Atlantic	(26,26.5]	-0.5298867	-0.6152203	-0.4371921
silicate	Atlantic	(26.5,26.75]	-0.3681439	-0.5284731	-0.2794213
silicate	Atlantic	(26.75,27]	-0.6572359	-0.7304369	-0.5791410
silicate	Atlantic	(27,27.25]	-0.8624879	-0.8643897	-0.8609840
silicate	Atlantic	(27.25,27.5]	-0.9009875	-0.9244174	-0.8884994
silicate	Atlantic	(27.5,27.75]	-0.9026056	-0.9312247	-0.8849555
silicate	Atlantic	(27.75,27.85]	-0.9394263	-0.9456233	-0.9351665
silicate	Atlantic	(27.85,27.95]	-0.9202499	-0.9342177	-0.9024064
silicate	Atlantic	(27.95,28.05]	-0.8782733	-0.9049882	-0.8571438
silicate	Atlantic	(28.05,28.1]	-0.9539481	-0.9603524	-0.9421355
silicate	Atlantic	(28.1,28.15]	-0.9649948	-0.9703539	-0.9567585
silicate	Atlantic	(28.15,28.2]	-0.9539649	-0.9614163	-0.9479517
silicate	Atlantic	(28.2, Inf]	-0.8681702	-0.9004862	-0.8309967
silicate	Indo-Pacific	(-Inf,26]	0.0648515	-0.2182995	0.3301150
silicate	Indo-Pacific	(26,26.5]	-0.6132975	-0.6769702	-0.5699646
silicate	Indo-Pacific	(26.5,26.75]	-0.7461655	-0.7668861	-0.7157036
silicate	Indo-Pacific	(26.75,27]	-0.7206290	-0.7324222	-0.7096021
silicate	Indo-Pacific	(27,27.25]	-0.5815290	-0.6484782	-0.5016360
silicate	Indo-Pacific	(27.25,27.5]	-0.4115698	-0.4992156	-0.3260010
silicate	Indo-Pacific	(27.5,27.75]	0.1027114	-0.0685033	0.3191716
silicate	Indo-Pacific	(27.75,27.85]	0.5828275	0.3912418	0.7459057
silicate	Indo-Pacific	(27.85,27.95]	0.6081035	0.3709287	0.7650036
silicate	Indo-Pacific	(27.95,28.05]	0.4261642	-0.0087092	0.6713833
silicate	Indo-Pacific	(28.05,28.1]	0.5047888	0.2260028	0.6739876
silicate	Indo-Pacific	(28.1,28.2]	0.4994385	0.3465565	0.6454329
silicate	Indo-Pacific	(28.2,28.3]	0.5402844	0.4517141	0.7018924
silicate	Indo-Pacific	(28.3, Inf]	-0.3261803	-0.3934396	-0.2254551
temp	Atlantic	(-Inf,26]	-0.5981315	-0.9744935	-0.0055925
temp	Atlantic	(26,26.5]	-0.2444184	-0.2842144	-0.1682493
temp	Atlantic	(26.5,26.75]	-0.4733671	-0.8704523	-0.0231668
temp	Atlantic	(26.75,27]	-0.6147080	-0.7806532	-0.4085477
temp	Atlantic	(27,27.25]	-0.6451854	-0.7847412	-0.3680260
temp	Atlantic	(27.25,27.5]	-0.4100184	-0.6046603	-0.1209882
temp	Atlantic	(27.5,27.75]	-0.2995209	-0.3501721	-0.1993224
temp	Atlantic	(27.75,27.85]	0.3262958	0.2799578	0.3663094
temp	Atlantic	(27.85,27.95]	0.4402626	0.3523316	0.5375811
temp	Atlantic	(27.95,28.05]	0.4741928	0.3317812	0.6252677
temp	Atlantic	(28.05,28.1]	0.7987178	0.7922936	0.8044110
temp	Atlantic	(28.1,28.15]	0.8439751	0.8392722	0.8477669
temp	Atlantic	(28.15,28.2]	0.8709056	0.8582473	0.8825974
temp	Atlantic	(28.2, Inf]	0.8174910	0.7145381	0.9184289
temp	Indo-Pacific	(-Inf,26]	-0.5186171	-0.5668151	-0.4549022
temp	Indo-Pacific	(26,26.5]	0.2142305	0.1798233	0.2614811
temp	Indo-Pacific	(26.5,26.75]	0.3883467	0.2899579	0.4441543
temp	Indo-Pacific	(26.75,27]	0.3283882	0.2859101	0.4116946
temp	Indo-Pacific	(27,27.25]	0.2706843	0.1864489	0.3224650
temp	Indo-Pacific	(27.25,27.5]	0.2865317	0.2709332	0.3091455
temp	Indo-Pacific	(27.5,27.75]	0.0487800	-0.0627313	0.2074266
temp	Indo-Pacific	(27.75,27.85]	-0.1829236	-0.4110993	0.0778208
temp	Indo-Pacific	(27.85,27.95]	-0.1483308	-0.3934927	0.0559666
temp	Indo-Pacific	(27.95,28.05]	-0.2000196	-0.4963723	-0.0090749
temp	Indo-Pacific	(28.05,28.1]	-0.0878255	-0.2985625	0.0772497
temp	Indo-Pacific	(28.1,28.2]	-0.0718136	-0.1859216	0.0512745
temp	Indo-Pacific	(28.2,28.3]	0.0243397	-0.0666427	0.1633622
temp	Indo-Pacific	(28.3, Inf]	-0.0100526	-0.1493311	0.2104689

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