Last updated: 2021-07-04

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Knit directory: emlr_mod_v_XXX/

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1 Required data

Required are:

cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coefficients.

2.1 Correlation plots

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

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

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

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

Version	Author	Date
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")

Version	Author	Date
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]	0.8702287	0.8609440	0.8786912
aou + nitrate	Atlantic	(26,26.5]	0.9190540	0.9172122	0.9224382
aou + nitrate	Atlantic	(26.5,26.75]	0.9750497	0.9737322	0.9774771
aou + nitrate	Atlantic	(26.75,27]	0.9848899	0.9838352	0.9863362
aou + nitrate	Atlantic	(27,27.25]	0.9628628	0.9600458	0.9653022
aou + nitrate	Atlantic	(27.25,27.5]	0.8448571	0.8416414	0.8510956
aou + nitrate	Atlantic	(27.5,27.75]	0.6124844	0.6080970	0.6162113
aou + nitrate	Atlantic	(27.75,27.85]	0.3923040	0.3734426	0.4071834
aou + nitrate	Atlantic	(27.85,27.95]	0.5661958	0.5157119	0.6202521
aou + nitrate	Atlantic	(27.95,28.05]	0.9120006	0.8997298	0.9245317
aou + nitrate	Atlantic	(28.05,28.1]	0.6964121	0.6642997	0.7326882
aou + nitrate	Atlantic	(28.1,28.15]	0.7356773	0.7039991	0.7747553
aou + nitrate	Atlantic	(28.15,28.2]	0.8540896	0.8426565	0.8624898
aou + nitrate	Atlantic	(28.2, Inf]	0.8676466	0.8669649	0.8682752
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9361737	0.9340543	0.9398408
aou + nitrate	Indo-Pacific	(26,26.5]	0.8501346	0.8454721	0.8544853
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7731866	0.7708682	0.7752205
aou + nitrate	Indo-Pacific	(26.75,27]	0.8607774	0.8584143	0.8629363
aou + nitrate	Indo-Pacific	(27,27.25]	0.9230442	0.9194977	0.9264792
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9519540	0.9474935	0.9547402
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9728206	0.9712111	0.9753008
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9925199	0.9920734	0.9929465
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9923195	0.9920678	0.9927897
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9930924	0.9928483	0.9934385
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9917261	0.9915721	0.9918955
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9893500	0.9890098	0.9896865
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9886545	0.9885577	0.9887716
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.7333999	0.7024045	0.7537397
aou + phosphate	Atlantic	(-Inf,26]	0.9412105	0.9337412	0.9544412
aou + phosphate	Atlantic	(26,26.5]	0.8985318	0.8865683	0.9096414
aou + phosphate	Atlantic	(26.5,26.75]	0.9573289	0.9563906	0.9582944
aou + phosphate	Atlantic	(26.75,27]	0.9650855	0.9644091	0.9660778
aou + phosphate	Atlantic	(27,27.25]	0.9234928	0.9203256	0.9274995
aou + phosphate	Atlantic	(27.25,27.5]	0.7801701	0.7751460	0.7872598
aou + phosphate	Atlantic	(27.5,27.75]	0.5418855	0.5349952	0.5469269
aou + phosphate	Atlantic	(27.75,27.85]	0.3219841	0.3038805	0.3361984
aou + phosphate	Atlantic	(27.85,27.95]	0.5304244	0.4789336	0.5852770
aou + phosphate	Atlantic	(27.95,28.05]	0.9052216	0.8930153	0.9175815
aou + phosphate	Atlantic	(28.05,28.1]	0.6889146	0.6563870	0.7263773
aou + phosphate	Atlantic	(28.1,28.15]	0.7324267	0.7004414	0.7717242
aou + phosphate	Atlantic	(28.15,28.2]	0.8621167	0.8503681	0.8708674
aou + phosphate	Atlantic	(28.2, Inf]	0.8840294	0.8808312	0.8864070
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9673932	0.9660197	0.9687347
aou + phosphate	Indo-Pacific	(26,26.5]	0.9602047	0.9597033	0.9610353
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9748310	0.9738304	0.9759001
aou + phosphate	Indo-Pacific	(26.75,27]	0.9803259	0.9795837	0.9808190
aou + phosphate	Indo-Pacific	(27,27.25]	0.9860832	0.9855855	0.9867327
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9867456	0.9865022	0.9870927
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9899335	0.9898400	0.9900181
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9948635	0.9947419	0.9950602
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9962326	0.9959407	0.9965720
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9955985	0.9954497	0.9958668
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9946996	0.9944514	0.9948534
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9934600	0.9931028	0.9937603
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9930400	0.9926347	0.9933453
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.6494502	0.6123419	0.6730955
aou + phosphate_star	Atlantic	(-Inf,26]	0.1363230	0.1010945	0.1808390
aou + phosphate_star	Atlantic	(26,26.5]	0.4165364	0.3956419	0.4405224
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1846757	0.1752214	0.1969037
aou + phosphate_star	Atlantic	(26.75,27]	-0.0967416	-0.1050279	-0.0887639
aou + phosphate_star	Atlantic	(27,27.25]	-0.0361064	-0.0497698	-0.0269984
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1312344	-0.1390394	-0.1243933
aou + phosphate_star	Atlantic	(27.5,27.75]	-0.3144270	-0.3308204	-0.2993252
aou + phosphate_star	Atlantic	(27.75,27.85]	-0.3495121	-0.3692544	-0.3303359
aou + phosphate_star	Atlantic	(27.85,27.95]	0.1643577	0.0961609	0.2376344
aou + phosphate_star	Atlantic	(27.95,28.05]	0.7823139	0.7584447	0.8147874
aou + phosphate_star	Atlantic	(28.05,28.1]	0.3632859	0.3020225	0.4304593
aou + phosphate_star	Atlantic	(28.1,28.15]	0.4468435	0.3996107	0.5069723
aou + phosphate_star	Atlantic	(28.15,28.2]	0.6639552	0.6379691	0.6853296
aou + phosphate_star	Atlantic	(28.2, Inf]	0.6840710	0.6817547	0.6883738
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5941816	0.5831049	0.6095206
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4272537	0.4223561	0.4324238
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4892464	0.4706778	0.5045082
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6262770	0.6090670	0.6362448
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6905404	0.6667277	0.7102761
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.3475946	0.2880476	0.3844832
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2846075	-0.3314527	-0.2443490
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.6026313	-0.6081679	-0.5942677
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3608819	-0.3753986	-0.3351080
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.2118450	-0.2207825	-0.2057709
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2174453	-0.2451529	-0.1708372
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0518326	-0.0866139	-0.0134126
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4407332	0.4057457	0.4596141
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5640302	-0.5725847	-0.5568835
aou + silicate	Atlantic	(-Inf,26]	0.1848354	0.1502764	0.2453344
aou + silicate	Atlantic	(26,26.5]	0.2618498	0.2411278	0.2868127
aou + silicate	Atlantic	(26.5,26.75]	0.6266884	0.6005929	0.6544731
aou + silicate	Atlantic	(26.75,27]	0.8082378	0.8032699	0.8153949
aou + silicate	Atlantic	(27,27.25]	0.7448949	0.7342053	0.7586976
aou + silicate	Atlantic	(27.25,27.5]	0.5207131	0.5119012	0.5329470
aou + silicate	Atlantic	(27.5,27.75]	0.2227728	0.2116305	0.2346564
aou + silicate	Atlantic	(27.75,27.85]	-0.0529156	-0.0551050	-0.0511334
aou + silicate	Atlantic	(27.85,27.95]	0.2658775	0.2150645	0.3155660
aou + silicate	Atlantic	(27.95,28.05]	0.8393035	0.8325666	0.8462925
aou + silicate	Atlantic	(28.05,28.1]	0.7322126	0.7080557	0.7652346
aou + silicate	Atlantic	(28.1,28.15]	0.8248999	0.8023627	0.8500100
aou + silicate	Atlantic	(28.15,28.2]	0.9252845	0.9197863	0.9300284
aou + silicate	Atlantic	(28.2, Inf]	0.7491521	0.7373843	0.7556029
aou + silicate	Indo-Pacific	(-Inf,26]	0.8380452	0.8364200	0.8407435
aou + silicate	Indo-Pacific	(26,26.5]	0.7753467	0.7744733	0.7768801
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7887511	0.7842354	0.7948417
aou + silicate	Indo-Pacific	(26.75,27]	0.8792479	0.8781649	0.8809001
aou + silicate	Indo-Pacific	(27,27.25]	0.9411807	0.9408710	0.9413733
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9560840	0.9556251	0.9567115
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9663243	0.9650817	0.9674314
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9834295	0.9827884	0.9838878
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9832452	0.9827926	0.9839991
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9910619	0.9906250	0.9915663
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9928541	0.9925572	0.9932630
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9796936	0.9795188	0.9799594
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9108331	0.9098310	0.9126056
aou + silicate	Indo-Pacific	(28.3, Inf]	0.2733278	0.2350037	0.2952608
nitrate + phosphate	Atlantic	(-Inf,26]	0.7536875	0.7307460	0.7868227
nitrate + phosphate	Atlantic	(26,26.5]	0.8329812	0.8266382	0.8405862
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9693924	0.9683439	0.9704669
nitrate + phosphate	Atlantic	(26.75,27]	0.9810679	0.9797467	0.9822336
nitrate + phosphate	Atlantic	(27,27.25]	0.9865310	0.9860272	0.9869648
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9916009	0.9914071	0.9917997
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9944591	0.9942699	0.9946519
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9965424	0.9964651	0.9966488
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9986555	0.9986226	0.9986837
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9994260	0.9994175	0.9994422
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997342	0.9997131	0.9997660
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9997885	0.9997835	0.9997979
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9980252	0.9979882	0.9980569
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9902312	0.9900923	0.9903116
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9577500	0.9543196	0.9624657
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8653748	0.8613236	0.8703029
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7865233	0.7846073	0.7892837
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8773281	0.8747552	0.8793027
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9316296	0.9282104	0.9352487
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9567579	0.9508868	0.9600872
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9779993	0.9760365	0.9814171
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9952086	0.9950112	0.9954137
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9974736	0.9972531	0.9976046
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9985962	0.9984870	0.9986841
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9981148	0.9980641	0.9981471
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972072	0.9971316	0.9972797
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9928057	0.9927432	0.9929058
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9540902	0.9523274	0.9570195
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1495167	0.1199515	0.1892538
nitrate + phosphate_star	Atlantic	(26,26.5]	0.4181682	0.4063716	0.4330958
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2951090	0.2904819	0.3028746
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0160140	0.0111417	0.0238416
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2111232	0.1848793	0.2323066
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4097649	0.4052571	0.4159860
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5415828	0.5317261	0.5517626
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.7220293	0.7195383	0.7249483
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9038300	0.9003729	0.9073221
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9672570	0.9638046	0.9727381
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9203405	0.9122044	0.9285924
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9337708	0.9316057	0.9370061
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9540640	0.9503546	0.9576392
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9476085	0.9463641	0.9498811
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7345077	0.7308590	0.7412848
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5617622	0.5550606	0.5684642
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5677449	0.5579168	0.5729737
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7143820	0.7014083	0.7208757
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7642388	0.7454374	0.7816830
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4593221	0.3996726	0.4962632
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1580634	-0.2012288	-0.1207694
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5341137	-0.5426209	-0.5224668
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2635662	-0.2756892	-0.2405018
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1080410	-0.1198699	-0.1005479
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1027287	-0.1320297	-0.0544199
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0797878	0.0427813	0.1201369
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5424024	0.5101201	0.5600223
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.1117001	0.0871929	0.1513543
nitrate + silicate	Atlantic	(-Inf,26]	0.6209815	0.5918284	0.6549262
nitrate + silicate	Atlantic	(26,26.5]	0.5548041	0.5410603	0.5638209
nitrate + silicate	Atlantic	(26.5,26.75]	0.7044780	0.6784663	0.7302832
nitrate + silicate	Atlantic	(26.75,27]	0.8603394	0.8571916	0.8655478
nitrate + silicate	Atlantic	(27,27.25]	0.8751797	0.8720388	0.8795743
nitrate + silicate	Atlantic	(27.25,27.5]	0.8515121	0.8494314	0.8535649
nitrate + silicate	Atlantic	(27.5,27.75]	0.8567318	0.8532212	0.8609731
nitrate + silicate	Atlantic	(27.75,27.85]	0.8394337	0.8350454	0.8455282
nitrate + silicate	Atlantic	(27.85,27.95]	0.9135344	0.9119044	0.9145764
nitrate + silicate	Atlantic	(27.95,28.05]	0.9653228	0.9648010	0.9662235
nitrate + silicate	Atlantic	(28.05,28.1]	0.9785104	0.9767444	0.9803712
nitrate + silicate	Atlantic	(28.1,28.15]	0.9756999	0.9745344	0.9777721
nitrate + silicate	Atlantic	(28.15,28.2]	0.8911765	0.8898156	0.8927769
nitrate + silicate	Atlantic	(28.2, Inf]	0.6767122	0.6730259	0.6819629
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8634828	0.8576238	0.8708876
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7967852	0.7888243	0.8056319
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8187535	0.8175526	0.8196266
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8865408	0.8861350	0.8869823
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9366701	0.9349497	0.9395040
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9615293	0.9592969	0.9631576
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9789181	0.9777020	0.9810484
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9900726	0.9896545	0.9906464
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9895737	0.9893358	0.9899458
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9905948	0.9900810	0.9910417
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9906771	0.9901703	0.9915114
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9796619	0.9791126	0.9799805
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9118854	0.9107862	0.9131230
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.7090209	0.7065010	0.7120544
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4116461	0.3757120	0.4692422
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7616815	0.7576024	0.7655116
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4566593	0.4485091	0.4696507
phosphate + phosphate_star	Atlantic	(26.75,27]	0.1625413	0.1557167	0.1730705
phosphate + phosphate_star	Atlantic	(27,27.25]	0.3450368	0.3212511	0.3626082
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5134249	0.5093245	0.5173913
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6185000	0.6112108	0.6266783
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.7727839	0.7706202	0.7761972
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9219331	0.9185677	0.9255030
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9717913	0.9686083	0.9771028
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9248711	0.9169493	0.9324579
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9358144	0.9337347	0.9390082
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9508901	0.9473387	0.9543299
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9430410	0.9418372	0.9437441
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7638706	0.7586682	0.7725673
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6576746	0.6549872	0.6629007
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6678967	0.6550957	0.6776156
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7638708	0.7517899	0.7715109
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7972524	0.7790790	0.8114442
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.4928983	0.4379136	0.5285462
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1477001	-0.1955103	-0.1067252
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5205595	-0.5282410	-0.5106843
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2816501	-0.2932446	-0.2590006
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1226626	-0.1345508	-0.1154665
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1192480	-0.1488823	-0.0696050
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0589952	0.0216402	0.1004209
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5349414	0.4994958	0.5557078
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2537427	0.2318984	0.2915566
sal + aou	Atlantic	(-Inf,26]	-0.4794781	-0.5062811	-0.4407092
sal + aou	Atlantic	(26,26.5]	-0.3892991	-0.4234872	-0.3497021
sal + aou	Atlantic	(26.5,26.75]	0.2751405	0.2707589	0.2805531
sal + aou	Atlantic	(26.75,27]	0.4454457	0.4321352	0.4612758
sal + aou	Atlantic	(27,27.25]	0.3637448	0.3387799	0.3905156
sal + aou	Atlantic	(27.25,27.5]	0.3702417	0.3541070	0.3801415
sal + aou	Atlantic	(27.5,27.75]	0.6731518	0.6614934	0.6806647
sal + aou	Atlantic	(27.75,27.85]	0.6672237	0.6374637	0.6847404
sal + aou	Atlantic	(27.85,27.95]	0.2348354	0.1598162	0.3021116
sal + aou	Atlantic	(27.95,28.05]	-0.6050769	-0.6116608	-0.6001928
sal + aou	Atlantic	(28.05,28.1]	-0.3404833	-0.4095601	-0.2810915
sal + aou	Atlantic	(28.1,28.15]	-0.4452180	-0.4993825	-0.4029119
sal + aou	Atlantic	(28.15,28.2]	-0.6262876	-0.6415223	-0.6048733
sal + aou	Atlantic	(28.2, Inf]	-0.4713163	-0.4799624	-0.4617001
sal + aou	Indo-Pacific	(-Inf,26]	-0.2394948	-0.2458199	-0.2333334
sal + aou	Indo-Pacific	(26,26.5]	-0.1645964	-0.1682021	-0.1612359
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2211429	-0.2353218	-0.2052448
sal + aou	Indo-Pacific	(26.75,27]	-0.4714075	-0.4864446	-0.4514595
sal + aou	Indo-Pacific	(27,27.25]	-0.5937864	-0.6115745	-0.5724293
sal + aou	Indo-Pacific	(27.25,27.5]	-0.2745609	-0.3155731	-0.2113501
sal + aou	Indo-Pacific	(27.5,27.75]	0.5050183	0.4769841	0.5392293
sal + aou	Indo-Pacific	(27.75,27.85]	0.7781540	0.7688431	0.7857056
sal + aou	Indo-Pacific	(27.85,27.95]	0.7619468	0.7561626	0.7679189
sal + aou	Indo-Pacific	(27.95,28.05]	0.8130375	0.8009226	0.8213178
sal + aou	Indo-Pacific	(28.05,28.1]	0.8267245	0.8168733	0.8318259
sal + aou	Indo-Pacific	(28.1,28.2]	0.8174810	0.8025122	0.8293634
sal + aou	Indo-Pacific	(28.2,28.3]	0.5787376	0.5575234	0.5979180
sal + aou	Indo-Pacific	(28.3, Inf]	0.8147107	0.8080360	0.8233970
sal + nitrate	Atlantic	(-Inf,26]	-0.7236176	-0.7587341	-0.6887696
sal + nitrate	Atlantic	(26,26.5]	-0.4293404	-0.4530328	-0.4036969
sal + nitrate	Atlantic	(26.5,26.75]	0.2019159	0.1975353	0.2088672
sal + nitrate	Atlantic	(26.75,27]	0.3877892	0.3739820	0.4004970
sal + nitrate	Atlantic	(27,27.25]	0.1987499	0.1478980	0.2502784
sal + nitrate	Atlantic	(27.25,27.5]	-0.0822815	-0.1135211	-0.0520789
sal + nitrate	Atlantic	(27.5,27.75]	0.1944623	0.1512045	0.2200581
sal + nitrate	Atlantic	(27.75,27.85]	-0.3462649	-0.3707428	-0.3282487
sal + nitrate	Atlantic	(27.85,27.95]	-0.6177205	-0.6257967	-0.6104274
sal + nitrate	Atlantic	(27.95,28.05]	-0.8349224	-0.8475873	-0.8276874
sal + nitrate	Atlantic	(28.05,28.1]	-0.8874908	-0.8941188	-0.8824893
sal + nitrate	Atlantic	(28.1,28.15]	-0.9242282	-0.9253105	-0.9232930
sal + nitrate	Atlantic	(28.15,28.2]	-0.9337794	-0.9347428	-0.9318817
sal + nitrate	Atlantic	(28.2, Inf]	-0.8004285	-0.8102514	-0.7864057
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3688640	-0.3721509	-0.3642413
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4006777	-0.4038652	-0.3990107
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4759370	-0.4830245	-0.4672765
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6644775	-0.6745602	-0.6511224
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7295816	-0.7435481	-0.7133239
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.4143277	-0.4521224	-0.3582428
sal + nitrate	Indo-Pacific	(27.5,27.75]	0.3974680	0.3705885	0.4309125
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.7231373	0.7094168	0.7323870
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.7029109	0.6992621	0.7072088
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7553778	0.7417329	0.7664870
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.7583262	0.7463697	0.7645362
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7459985	0.7264241	0.7618574
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5097518	0.4899065	0.5279941
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.5770472	0.5110823	0.6345239
sal + phosphate	Atlantic	(-Inf,26]	-0.4045158	-0.4553254	-0.3534817
sal + phosphate	Atlantic	(26,26.5]	-0.6402107	-0.6444467	-0.6358404
sal + phosphate	Atlantic	(26.5,26.75]	0.0394527	0.0349202	0.0418533
sal + phosphate	Atlantic	(26.75,27]	0.2686218	0.2489071	0.2839962
sal + phosphate	Atlantic	(27,27.25]	0.0642444	0.0129166	0.1176040
sal + phosphate	Atlantic	(27.25,27.5]	-0.1967065	-0.2275912	-0.1648763
sal + phosphate	Atlantic	(27.5,27.75]	0.0983367	0.0558114	0.1243760
sal + phosphate	Atlantic	(27.75,27.85]	-0.4165180	-0.4412916	-0.3992015
sal + phosphate	Atlantic	(27.85,27.95]	-0.6520588	-0.6607587	-0.6444282
sal + phosphate	Atlantic	(27.95,28.05]	-0.8436478	-0.8559225	-0.8367364
sal + phosphate	Atlantic	(28.05,28.1]	-0.8938426	-0.8998509	-0.8887890
sal + phosphate	Atlantic	(28.1,28.15]	-0.9262511	-0.9273262	-0.9254095
sal + phosphate	Atlantic	(28.15,28.2]	-0.9198348	-0.9207364	-0.9182706
sal + phosphate	Atlantic	(28.2, Inf]	-0.7291990	-0.7381867	-0.7150195
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3563647	-0.3630837	-0.3504446
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3801452	-0.3854731	-0.3735474
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4031815	-0.4137792	-0.3903955
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6084822	-0.6217008	-0.5924309
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6838585	-0.6984147	-0.6652506
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.3863621	-0.4278994	-0.3244807
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.4023404	0.3722239	0.4387420
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.7204875	0.7094494	0.7283939
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.7171295	0.7135732	0.7210403
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7748203	0.7620203	0.7847142
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.7840668	0.7720068	0.7902069
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.7734263	0.7542066	0.7886582
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.5762691	0.5554486	0.5941651
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.6096916	0.5351993	0.6709955
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2954239	-0.3148930	-0.2613843
sal + phosphate_star	Atlantic	(26,26.5]	-0.8734725	-0.8827822	-0.8638834
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7900309	-0.8026225	-0.7697483
sal + phosphate_star	Atlantic	(26.75,27]	-0.7613552	-0.7726566	-0.7524782
sal + phosphate_star	Atlantic	(27,27.25]	-0.7995496	-0.8323260	-0.7689440
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.8663088	-0.8838214	-0.8478029
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.5972376	-0.6266668	-0.5757916
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.8732585	-0.8827714	-0.8671498
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.8784730	-0.8787570	-0.8782605
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9225552	-0.9324688	-0.9168939
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9785006	-0.9811216	-0.9754249
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9914119	-0.9918229	-0.9909336
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9816899	-0.9819350	-0.9813240
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8499862	-0.8588245	-0.8351073
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7055671	-0.7174665	-0.6944155
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8666517	-0.8687757	-0.8634016
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9020395	-0.9037326	-0.8998675
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9315762	-0.9335366	-0.9296820
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9154934	-0.9193334	-0.9102605
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8370250	-0.8463699	-0.8236943
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8322253	-0.8350079	-0.8300962
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9251411	-0.9278765	-0.9209663
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7809035	-0.7885319	-0.7666590
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6009548	-0.6049555	-0.5959598
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6145753	-0.6308571	-0.5918498
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4466128	-0.4547291	-0.4419292
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0139193	-0.0166450	0.0345864
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4223770	-0.4693547	-0.3801708
sal + silicate	Atlantic	(-Inf,26]	-0.7624603	-0.7802784	-0.7499151
sal + silicate	Atlantic	(26,26.5]	0.1455509	0.1144665	0.1862799
sal + silicate	Atlantic	(26.5,26.75]	0.2767922	0.2429022	0.3092566
sal + silicate	Atlantic	(26.75,27]	0.1854422	0.1755185	0.1919717
sal + silicate	Atlantic	(27,27.25]	-0.1004352	-0.1701977	-0.0290808
sal + silicate	Atlantic	(27.25,27.5]	-0.3762009	-0.4120735	-0.3378876
sal + silicate	Atlantic	(27.5,27.75]	-0.1467477	-0.1869712	-0.1206936
sal + silicate	Atlantic	(27.75,27.85]	-0.6892496	-0.7169431	-0.6710783
sal + silicate	Atlantic	(27.85,27.95]	-0.8242309	-0.8367300	-0.8151464
sal + silicate	Atlantic	(27.95,28.05]	-0.9026598	-0.9056430	-0.9006058
sal + silicate	Atlantic	(28.05,28.1]	-0.8708499	-0.8821024	-0.8580534
sal + silicate	Atlantic	(28.1,28.15]	-0.8516211	-0.8599660	-0.8472380
sal + silicate	Atlantic	(28.15,28.2]	-0.6926752	-0.6967052	-0.6872307
sal + silicate	Atlantic	(28.2, Inf]	-0.1712933	-0.1830486	-0.1543143
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5452862	-0.5531062	-0.5405018
sal + silicate	Indo-Pacific	(26,26.5]	-0.5879252	-0.5925528	-0.5829319
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6462810	-0.6536765	-0.6332914
sal + silicate	Indo-Pacific	(26.75,27]	-0.7374866	-0.7492211	-0.7219637
sal + silicate	Indo-Pacific	(27,27.25]	-0.7635008	-0.7773720	-0.7487963
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.4893102	-0.5245675	-0.4336670
sal + silicate	Indo-Pacific	(27.5,27.75]	0.3335258	0.3052056	0.3674295
sal + silicate	Indo-Pacific	(27.75,27.85]	0.6922206	0.6808255	0.7009254
sal + silicate	Indo-Pacific	(27.85,27.95]	0.7084456	0.7064718	0.7095047
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7852189	0.7741501	0.7937974
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8023666	0.7919363	0.8081500
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8172868	0.8017340	0.8290896
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7211541	0.7004871	0.7372260
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4745168	0.3980819	0.5274900
sal + temp	Atlantic	(-Inf,26]	0.6970688	0.6621453	0.7463133
sal + temp	Atlantic	(26,26.5]	0.9564226	0.9539373	0.9578954
sal + temp	Atlantic	(26.5,26.75]	0.9697885	0.9693581	0.9702959
sal + temp	Atlantic	(26.75,27]	0.9699574	0.9687034	0.9709550
sal + temp	Atlantic	(27,27.25]	0.9642571	0.9636272	0.9654868
sal + temp	Atlantic	(27.25,27.5]	0.9714539	0.9708908	0.9724788
sal + temp	Atlantic	(27.5,27.75]	0.9668573	0.9657420	0.9685214
sal + temp	Atlantic	(27.75,27.85]	0.9861573	0.9860077	0.9862351
sal + temp	Atlantic	(27.85,27.95]	0.9816702	0.9814215	0.9818758
sal + temp	Atlantic	(27.95,28.05]	0.9675296	0.9657922	0.9709857
sal + temp	Atlantic	(28.05,28.1]	0.9655601	0.9635373	0.9679763
sal + temp	Atlantic	(28.1,28.15]	0.9757054	0.9754406	0.9759845
sal + temp	Atlantic	(28.15,28.2]	0.9789760	0.9767782	0.9816535
sal + temp	Atlantic	(28.2, Inf]	0.9366021	0.9269909	0.9446340
sal + temp	Indo-Pacific	(-Inf,26]	0.8177734	0.8106578	0.8234029
sal + temp	Indo-Pacific	(26,26.5]	0.9525840	0.9517125	0.9536598
sal + temp	Indo-Pacific	(26.5,26.75]	0.9799656	0.9793292	0.9804174
sal + temp	Indo-Pacific	(26.75,27]	0.9761984	0.9761114	0.9763480
sal + temp	Indo-Pacific	(27,27.25]	0.9739715	0.9735092	0.9743271
sal + temp	Indo-Pacific	(27.25,27.5]	0.9195253	0.9161784	0.9224394
sal + temp	Indo-Pacific	(27.5,27.75]	0.8685720	0.8667084	0.8709799
sal + temp	Indo-Pacific	(27.75,27.85]	0.9738947	0.9726291	0.9746992
sal + temp	Indo-Pacific	(27.85,27.95]	0.9371376	0.9340413	0.9390486
sal + temp	Indo-Pacific	(27.95,28.05]	0.9257515	0.9236386	0.9275972
sal + temp	Indo-Pacific	(28.05,28.1]	0.9581442	0.9567232	0.9603283
sal + temp	Indo-Pacific	(28.1,28.2]	0.9156121	0.9145223	0.9166458
sal + temp	Indo-Pacific	(28.2,28.3]	0.8747501	0.8649220	0.8852014
sal + temp	Indo-Pacific	(28.3, Inf]	0.8433820	0.8381916	0.8507672
silicate + phosphate	Atlantic	(-Inf,26]	0.0061731	-0.0479819	0.0982379
silicate + phosphate	Atlantic	(26,26.5]	0.0272575	0.0086413	0.0516990
silicate + phosphate	Atlantic	(26.5,26.75]	0.5910001	0.5473227	0.6262143
silicate + phosphate	Atlantic	(26.75,27]	0.8495151	0.8452410	0.8571185
silicate + phosphate	Atlantic	(27,27.25]	0.9050484	0.9036917	0.9067383
silicate + phosphate	Atlantic	(27.25,27.5]	0.8937715	0.8924046	0.8954461
silicate + phosphate	Atlantic	(27.5,27.75]	0.8940860	0.8916040	0.8973320
silicate + phosphate	Atlantic	(27.75,27.85]	0.8789098	0.8752087	0.8833847
silicate + phosphate	Atlantic	(27.85,27.95]	0.9324607	0.9313702	0.9330745
silicate + phosphate	Atlantic	(27.95,28.05]	0.9719783	0.9714066	0.9727392
silicate + phosphate	Atlantic	(28.05,28.1]	0.9811966	0.9797465	0.9828403
silicate + phosphate	Atlantic	(28.1,28.15]	0.9775423	0.9763545	0.9796079
silicate + phosphate	Atlantic	(28.15,28.2]	0.9131056	0.9117486	0.9146570
silicate + phosphate	Atlantic	(28.2, Inf]	0.7692417	0.7666115	0.7734135
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8867109	0.8840002	0.8883263
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8799466	0.8773808	0.8820017
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8682004	0.8638190	0.8725763
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9216843	0.9199491	0.9229260
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9579645	0.9574714	0.9583746
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9728421	0.9720440	0.9738155
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9804288	0.9796639	0.9812946
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9882108	0.9871812	0.9889778
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9870612	0.9867946	0.9873863
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9929377	0.9925697	0.9932401
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9945602	0.9943063	0.9950185
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9833334	0.9827736	0.9838507
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9329663	0.9324244	0.9335126
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8572743	0.8555556	0.8583600
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0406596	-0.0663485	-0.0267984
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2847593	-0.3020884	-0.2628205
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0710819	0.0141735	0.1013180
silicate + phosphate_star	Atlantic	(26.75,27]	0.1968074	0.1941481	0.2004712
silicate + phosphate_star	Atlantic	(27,27.25]	0.5320602	0.4970751	0.5589254
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6903355	0.6842435	0.6949976
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7973259	0.7933268	0.8011101
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9044058	0.8958942	0.9133735
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9662466	0.9637069	0.9706735
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9715019	0.9671191	0.9774666
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.8812245	0.8683996	0.8926669
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.8592710	0.8529853	0.8700321
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.7770501	0.7690778	0.7821291
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6399568	0.6316569	0.6462156
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7751532	0.7723345	0.7780730
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7799959	0.7774210	0.7837431
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8020951	0.7875271	0.8103364
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8203191	0.8054075	0.8297946
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8139618	0.7966360	0.8297982
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5292121	0.4760588	0.5621722
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.0978826	-0.1419891	-0.0592217
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.5061072	-0.5133562	-0.4990653
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2690682	-0.2782939	-0.2515709
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.1460844	-0.1578851	-0.1391543
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.1540516	-0.1833899	-0.1063056
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.0344684	0.0013838	0.0700855
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5452439	0.5047426	0.5703460
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.5584343	0.5420296	0.5835359
temp + aou	Atlantic	(-Inf,26]	-0.6469621	-0.6672160	-0.6101085
temp + aou	Atlantic	(26,26.5]	-0.4355063	-0.4575003	-0.4129539
temp + aou	Atlantic	(26.5,26.75]	0.1532553	0.1456659	0.1582109
temp + aou	Atlantic	(26.75,27]	0.3790780	0.3716324	0.3893550
temp + aou	Atlantic	(27,27.25]	0.3451684	0.3249207	0.3674865
temp + aou	Atlantic	(27.25,27.5]	0.3987291	0.3868885	0.4081669
temp + aou	Atlantic	(27.5,27.75]	0.6644469	0.6511505	0.6736477
temp + aou	Atlantic	(27.75,27.85]	0.6797239	0.6556523	0.6977231
temp + aou	Atlantic	(27.85,27.95]	0.2282795	0.1656543	0.2870868
temp + aou	Atlantic	(27.95,28.05]	-0.5195173	-0.5655211	-0.4961788
temp + aou	Atlantic	(28.05,28.1]	-0.1133329	-0.1832410	-0.0458795
temp + aou	Atlantic	(28.1,28.15]	-0.2594372	-0.3166621	-0.2138113
temp + aou	Atlantic	(28.15,28.2]	-0.5097836	-0.5401538	-0.4746313
temp + aou	Atlantic	(28.2, Inf]	-0.5199146	-0.5250018	-0.5146528
temp + aou	Indo-Pacific	(-Inf,26]	-0.3933034	-0.4009692	-0.3888032
temp + aou	Indo-Pacific	(26,26.5]	-0.2129562	-0.2225795	-0.2066180
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2072193	-0.2200741	-0.1909951
temp + aou	Indo-Pacific	(26.75,27]	-0.4167762	-0.4281435	-0.3996678
temp + aou	Indo-Pacific	(27,27.25]	-0.5520789	-0.5694939	-0.5310506
temp + aou	Indo-Pacific	(27.25,27.5]	-0.2459426	-0.2729403	-0.1981624
temp + aou	Indo-Pacific	(27.5,27.75]	0.4182459	0.3956499	0.4427700
temp + aou	Indo-Pacific	(27.75,27.85]	0.7774395	0.7707262	0.7826936
temp + aou	Indo-Pacific	(27.85,27.95]	0.7354168	0.7305386	0.7409592
temp + aou	Indo-Pacific	(27.95,28.05]	0.7384019	0.7307739	0.7464793
temp + aou	Indo-Pacific	(28.05,28.1]	0.7735480	0.7592281	0.7824971
temp + aou	Indo-Pacific	(28.1,28.2]	0.7617510	0.7480417	0.7718471
temp + aou	Indo-Pacific	(28.2,28.3]	0.7179577	0.7081258	0.7250613
temp + aou	Indo-Pacific	(28.3, Inf]	0.8958939	0.8931898	0.9003164
temp + nitrate	Atlantic	(-Inf,26]	-0.7615125	-0.8015920	-0.7392220
temp + nitrate	Atlantic	(26,26.5]	-0.4749332	-0.4825200	-0.4708793
temp + nitrate	Atlantic	(26.5,26.75]	0.0741904	0.0687349	0.0789253
temp + nitrate	Atlantic	(26.75,27]	0.3052207	0.3018653	0.3112057
temp + nitrate	Atlantic	(27,27.25]	0.1733175	0.1250623	0.2213306
temp + nitrate	Atlantic	(27.25,27.5]	-0.0440895	-0.0725235	-0.0132486
temp + nitrate	Atlantic	(27.5,27.75]	0.1747234	0.1366403	0.1981767
temp + nitrate	Atlantic	(27.75,27.85]	-0.3411181	-0.3588479	-0.3297786
temp + nitrate	Atlantic	(27.85,27.95]	-0.6309194	-0.6326211	-0.6291331
temp + nitrate	Atlantic	(27.95,28.05]	-0.7979039	-0.8122967	-0.7806030
temp + nitrate	Atlantic	(28.05,28.1]	-0.7780681	-0.7888854	-0.7653315
temp + nitrate	Atlantic	(28.1,28.15]	-0.8356528	-0.8359384	-0.8351941
temp + nitrate	Atlantic	(28.15,28.2]	-0.8775513	-0.8857552	-0.8691463
temp + nitrate	Atlantic	(28.2, Inf]	-0.8492891	-0.8586533	-0.8358778
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5400432	-0.5437464	-0.5380155
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4537943	-0.4595439	-0.4490960
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4722420	-0.4761922	-0.4645813
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6255911	-0.6320735	-0.6136823
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7054146	-0.7193642	-0.6909523
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.4173691	-0.4412533	-0.3763315
temp + nitrate	Indo-Pacific	(27.5,27.75]	0.2687057	0.2465685	0.2943749
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.7219008	0.7119452	0.7274176
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6692450	0.6663049	0.6748643
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.6714714	0.6622361	0.6827582
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.6994614	0.6827594	0.7101953
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.6731598	0.6559624	0.6864203
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6321807	0.6229141	0.6394912
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4529775	0.3932244	0.4939790
temp + phosphate	Atlantic	(-Inf,26]	-0.7081608	-0.7442745	-0.6758065
temp + phosphate	Atlantic	(26,26.5]	-0.6575163	-0.6663078	-0.6507178
temp + phosphate	Atlantic	(26.5,26.75]	-0.0746169	-0.0763070	-0.0733400
temp + phosphate	Atlantic	(26.75,27]	0.1949446	0.1875916	0.2033923
temp + phosphate	Atlantic	(27,27.25]	0.0540250	0.0054315	0.1042517
temp + phosphate	Atlantic	(27.25,27.5]	-0.1511393	-0.1798488	-0.1186982
temp + phosphate	Atlantic	(27.5,27.75]	0.0836217	0.0468119	0.1070348
temp + phosphate	Atlantic	(27.75,27.85]	-0.4100162	-0.4281996	-0.3991200
temp + phosphate	Atlantic	(27.85,27.95]	-0.6636404	-0.6649409	-0.6614369
temp + phosphate	Atlantic	(27.95,28.05]	-0.8075646	-0.8215711	-0.7910072
temp + phosphate	Atlantic	(28.05,28.1]	-0.7859262	-0.7958233	-0.7732436
temp + phosphate	Atlantic	(28.1,28.15]	-0.8389083	-0.8391281	-0.8384825
temp + phosphate	Atlantic	(28.15,28.2]	-0.8682451	-0.8761577	-0.8601924
temp + phosphate	Atlantic	(28.2, Inf]	-0.8146468	-0.8207293	-0.8041388
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5117166	-0.5151527	-0.5084531
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4339801	-0.4441537	-0.4253234
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3952210	-0.4043649	-0.3825388
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5637041	-0.5742920	-0.5496037
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6531592	-0.6669952	-0.6352331
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.3798590	-0.4080065	-0.3333040
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.2973729	0.2739693	0.3226834
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.7195219	0.7115077	0.7240623
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6856281	0.6824493	0.6916846
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.6849636	0.6763252	0.6957153
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.7166378	0.6997233	0.7273326
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.6979982	0.6809826	0.7105586
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6846265	0.6735455	0.6922823
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3813536	0.3128205	0.4251853
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7021786	-0.7203508	-0.6814149
temp + phosphate_star	Atlantic	(26,26.5]	-0.8599193	-0.8721773	-0.8534375
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8177298	-0.8301327	-0.7950442
temp + phosphate_star	Atlantic	(26.75,27]	-0.7984246	-0.8028727	-0.7918310
temp + phosphate_star	Atlantic	(27,27.25]	-0.7933510	-0.8295027	-0.7606628
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.8427457	-0.8621366	-0.8223422
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.6123158	-0.6349923	-0.5971124
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.8766379	-0.8832311	-0.8729780
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.8907699	-0.8929390	-0.8874948
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9161782	-0.9213953	-0.9097341
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9574342	-0.9583765	-0.9558548
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9733508	-0.9744277	-0.9712896
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9759042	-0.9765103	-0.9752160
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9407952	-0.9460981	-0.9303161
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8466793	-0.8483028	-0.8457717
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9138334	-0.9158319	-0.9116401
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9175867	-0.9179107	-0.9170808
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9372847	-0.9393660	-0.9354877
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9330753	-0.9348741	-0.9304666
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9405914	-0.9437472	-0.9359390
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9549505	-0.9589955	-0.9520407
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9399891	-0.9411625	-0.9391770
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8537018	-0.8615824	-0.8459927
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7675650	-0.7696837	-0.7650745
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7446381	-0.7548122	-0.7262759
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.6337480	-0.6497643	-0.6194904
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.1105842	-0.1448874	-0.0890974
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7648325	-0.7895657	-0.7485753
temp + silicate	Atlantic	(-Inf,26]	-0.4267254	-0.4742618	-0.3979532
temp + silicate	Atlantic	(26,26.5]	0.0984162	0.0876470	0.1171595
temp + silicate	Atlantic	(26.5,26.75]	0.1752867	0.1411945	0.2091597
temp + silicate	Atlantic	(26.75,27]	0.0739081	0.0639308	0.0860243
temp + silicate	Atlantic	(27,27.25]	-0.1403645	-0.2077792	-0.0728731
temp + silicate	Atlantic	(27.25,27.5]	-0.3334761	-0.3686041	-0.2939263
temp + silicate	Atlantic	(27.5,27.75]	-0.1740541	-0.2085446	-0.1505235
temp + silicate	Atlantic	(27.75,27.85]	-0.6752418	-0.6983022	-0.6562232
temp + silicate	Atlantic	(27.85,27.95]	-0.8233418	-0.8294954	-0.8197774
temp + silicate	Atlantic	(27.95,28.05]	-0.8650122	-0.8808508	-0.8555748
temp + silicate	Atlantic	(28.05,28.1]	-0.7410400	-0.7548357	-0.7198765
temp + silicate	Atlantic	(28.1,28.15]	-0.7398227	-0.7491181	-0.7344448
temp + silicate	Atlantic	(28.15,28.2]	-0.6324147	-0.6421329	-0.6193122
temp + silicate	Atlantic	(28.2, Inf]	-0.4044865	-0.4117482	-0.3958344
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6132439	-0.6176888	-0.6102880
temp + silicate	Indo-Pacific	(26,26.5]	-0.6148082	-0.6210272	-0.6113263
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6451215	-0.6519178	-0.6321588
temp + silicate	Indo-Pacific	(26.75,27]	-0.7116579	-0.7203312	-0.6981415
temp + silicate	Indo-Pacific	(27,27.25]	-0.7467483	-0.7613600	-0.7314236
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.4781831	-0.5008098	-0.4369687
temp + silicate	Indo-Pacific	(27.5,27.75]	0.2166489	0.1958400	0.2386507
temp + silicate	Indo-Pacific	(27.75,27.85]	0.6899202	0.6827364	0.6944413
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6605390	0.6553648	0.6652108
temp + silicate	Indo-Pacific	(27.95,28.05]	0.6941395	0.6857039	0.7046044
temp + silicate	Indo-Pacific	(28.05,28.1]	0.7366033	0.7214088	0.7468283
temp + silicate	Indo-Pacific	(28.1,28.2]	0.6984702	0.6844625	0.7092142
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6950353	0.6775088	0.7090312
temp + silicate	Indo-Pacific	(28.3, Inf]	0.0558757	-0.0186871	0.0942964

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

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

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

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

Version	Author	Date
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]	0.2541417	0.1910905	0.3253778
aou	Atlantic	(26,26.5]	0.0235244	-0.0763288	0.1527486
aou	Atlantic	(26.5,26.75]	0.0470739	-0.1413263	0.2519093
aou	Atlantic	(26.75,27]	-0.0650700	-0.2596481	0.1799919
aou	Atlantic	(27,27.25]	-0.3710450	-0.5038502	-0.1942044
aou	Atlantic	(27.25,27.5]	-0.2855430	-0.3924377	-0.1669342
aou	Atlantic	(27.5,27.75]	-0.1490913	-0.1943174	-0.0826782
aou	Atlantic	(27.75,27.85]	-0.0320045	-0.0756593	0.0291671
aou	Atlantic	(27.85,27.95]	-0.4758170	-0.4926803	-0.4568014
aou	Atlantic	(27.95,28.05]	-0.8495755	-0.8687234	-0.8366975
aou	Atlantic	(28.05,28.1]	-0.6427889	-0.7227271	-0.5898176
aou	Atlantic	(28.1,28.15]	-0.6828116	-0.6859245	-0.6781003
aou	Atlantic	(28.15,28.2]	-0.8215277	-0.8374464	-0.7985298
aou	Atlantic	(28.2, Inf]	-0.8126594	-0.8407755	-0.7766368
aou	Indo-Pacific	(-Inf,26]	-0.0740449	-0.1881171	0.0617882
aou	Indo-Pacific	(26,26.5]	-0.4559789	-0.5775008	-0.2923992
aou	Indo-Pacific	(26.5,26.75]	-0.7630321	-0.8365291	-0.6616592
aou	Indo-Pacific	(26.75,27]	-0.8609089	-0.9024363	-0.8013714
aou	Indo-Pacific	(27,27.25]	-0.8134843	-0.8691936	-0.7313503
aou	Indo-Pacific	(27.25,27.5]	-0.6854056	-0.8293633	-0.4612668
aou	Indo-Pacific	(27.5,27.75]	-0.2796904	-0.7196733	0.3890631
aou	Indo-Pacific	(27.75,27.85]	0.0371967	-0.5176727	0.7471629
aou	Indo-Pacific	(27.85,27.95]	0.2584873	-0.1575067	0.7366586
aou	Indo-Pacific	(27.95,28.05]	0.2647592	-0.0306615	0.6170387
aou	Indo-Pacific	(28.05,28.1]	0.2309377	-0.0534282	0.5832883
aou	Indo-Pacific	(28.1,28.2]	0.3015440	0.0618728	0.5859287
aou	Indo-Pacific	(28.2,28.3]	0.4737636	0.3809907	0.5684775
aou	Indo-Pacific	(28.3, Inf]	0.4877679	0.3698757	0.6143989
nitrate	Atlantic	(-Inf,26]	-0.0531331	-0.1293740	0.0215862
nitrate	Atlantic	(26,26.5]	-0.2022613	-0.2996022	-0.0752552
nitrate	Atlantic	(26.5,26.75]	-0.0999357	-0.2902094	0.1086846
nitrate	Atlantic	(26.75,27]	-0.1822667	-0.3706256	0.0601422
nitrate	Atlantic	(27,27.25]	-0.5731761	-0.6783891	-0.4287372
nitrate	Atlantic	(27.25,27.5]	-0.7155587	-0.7787635	-0.6401261
nitrate	Atlantic	(27.5,27.75]	-0.8448048	-0.8650672	-0.8141458
nitrate	Atlantic	(27.75,27.85]	-0.9081302	-0.9253386	-0.8853644
nitrate	Atlantic	(27.85,27.95]	-0.9641879	-0.9652654	-0.9627897
nitrate	Atlantic	(27.95,28.05]	-0.9344295	-0.9402544	-0.9280252
nitrate	Atlantic	(28.05,28.1]	-0.9876775	-0.9895738	-0.9860516
nitrate	Atlantic	(28.1,28.15]	-0.9903673	-0.9921240	-0.9879494
nitrate	Atlantic	(28.15,28.2]	-0.9945902	-0.9963092	-0.9915094
nitrate	Atlantic	(28.2, Inf]	-0.9761704	-0.9786970	-0.9730169
nitrate	Indo-Pacific	(-Inf,26]	-0.0971037	-0.2204228	0.0438687
nitrate	Indo-Pacific	(26,26.5]	-0.4451710	-0.5607690	-0.2999939
nitrate	Indo-Pacific	(26.5,26.75]	-0.6509621	-0.7157605	-0.5589250
nitrate	Indo-Pacific	(26.75,27]	-0.7347573	-0.7780960	-0.6746341
nitrate	Indo-Pacific	(27,27.25]	-0.7573637	-0.8094731	-0.6789155
nitrate	Indo-Pacific	(27.25,27.5]	-0.6841088	-0.8240674	-0.4642622
nitrate	Indo-Pacific	(27.5,27.75]	-0.3049431	-0.7286726	0.3419026
nitrate	Indo-Pacific	(27.75,27.85]	0.0595932	-0.4885005	0.7552077
nitrate	Indo-Pacific	(27.85,27.95]	0.2871694	-0.1174769	0.7497902
nitrate	Indo-Pacific	(27.95,28.05]	0.3053846	0.0191672	0.6415774
nitrate	Indo-Pacific	(28.05,28.1]	0.2942764	0.0266613	0.6209740
nitrate	Indo-Pacific	(28.1,28.2]	0.3767585	0.1575686	0.6310056
nitrate	Indo-Pacific	(28.2,28.3]	0.5440669	0.4661339	0.6218401
nitrate	Indo-Pacific	(28.3, Inf]	-0.1127560	-0.1836721	-0.0491009
phosphate	Atlantic	(-Inf,26]	0.3206417	0.2527633	0.3834506
phosphate	Atlantic	(26,26.5]	0.0366398	-0.0317686	0.1275150
phosphate	Atlantic	(26.5,26.75]	-0.0948171	-0.2610426	0.0963988
phosphate	Atlantic	(26.75,27]	-0.2157951	-0.3909047	0.0125247
phosphate	Atlantic	(27,27.25]	-0.6180956	-0.7057395	-0.4950734
phosphate	Atlantic	(27.25,27.5]	-0.7636859	-0.8172537	-0.6979475
phosphate	Atlantic	(27.5,27.75]	-0.8706350	-0.8870808	-0.8463323
phosphate	Atlantic	(27.75,27.85]	-0.9321508	-0.9444828	-0.9150180
phosphate	Atlantic	(27.85,27.95]	-0.9662252	-0.9683852	-0.9632898
phosphate	Atlantic	(27.95,28.05]	-0.9369365	-0.9422878	-0.9303087
phosphate	Atlantic	(28.05,28.1]	-0.9879495	-0.9899736	-0.9869142
phosphate	Atlantic	(28.1,28.15]	-0.9906742	-0.9923777	-0.9884336
phosphate	Atlantic	(28.15,28.2]	-0.9929279	-0.9959467	-0.9884100
phosphate	Atlantic	(28.2, Inf]	-0.9825393	-0.9853920	-0.9771616
phosphate	Indo-Pacific	(-Inf,26]	-0.1232928	-0.2485968	0.0244685
phosphate	Indo-Pacific	(26,26.5]	-0.5819971	-0.6955323	-0.4271789
phosphate	Indo-Pacific	(26.5,26.75]	-0.8271371	-0.8896758	-0.7390918
phosphate	Indo-Pacific	(26.75,27]	-0.8743849	-0.9095074	-0.8245850
phosphate	Indo-Pacific	(27,27.25]	-0.8484658	-0.8928783	-0.7810958
phosphate	Indo-Pacific	(27.25,27.5]	-0.7393795	-0.8648943	-0.5433995
phosphate	Indo-Pacific	(27.5,27.75]	-0.3096595	-0.7286455	0.3319092
phosphate	Indo-Pacific	(27.75,27.85]	0.0723506	-0.4690143	0.7575070
phosphate	Indo-Pacific	(27.85,27.95]	0.2871064	-0.1160488	0.7479539
phosphate	Indo-Pacific	(27.95,28.05]	0.2908383	0.0054244	0.6269573
phosphate	Indo-Pacific	(28.05,28.1]	0.2664664	-0.0022353	0.5961876
phosphate	Indo-Pacific	(28.1,28.2]	0.3353847	0.1152751	0.5933656
phosphate	Indo-Pacific	(28.2,28.3]	0.4778629	0.3957772	0.5615452
phosphate	Indo-Pacific	(28.3, Inf]	-0.2638386	-0.3339316	-0.2021280
phosphate_star	Atlantic	(-Inf,26]	-0.0099865	-0.0592017	0.0229961
phosphate_star	Atlantic	(26,26.5]	0.1040961	0.1026950	0.1067892
phosphate_star	Atlantic	(26.5,26.75]	-0.3657986	-0.4037661	-0.3374106
phosphate_star	Atlantic	(26.75,27]	-0.4680431	-0.5042453	-0.4157488
phosphate_star	Atlantic	(27,27.25]	-0.6221937	-0.7343457	-0.5263660
phosphate_star	Atlantic	(27.25,27.5]	-0.7727851	-0.8292933	-0.7218554
phosphate_star	Atlantic	(27.5,27.75]	-0.7964358	-0.8430661	-0.7602561
phosphate_star	Atlantic	(27.75,27.85]	-0.8884902	-0.9251769	-0.8574661
phosphate_star	Atlantic	(27.85,27.95]	-0.8969041	-0.9210046	-0.8748788
phosphate_star	Atlantic	(27.95,28.05]	-0.8943829	-0.9003731	-0.8844144
phosphate_star	Atlantic	(28.05,28.1]	-0.9285635	-0.9531665	-0.9112902
phosphate_star	Atlantic	(28.1,28.15]	-0.9463266	-0.9675439	-0.9256975
phosphate_star	Atlantic	(28.15,28.2]	-0.9643471	-0.9802748	-0.9482898
phosphate_star	Atlantic	(28.2, Inf]	-0.9600404	-0.9755868	-0.9447579
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0031373	-0.1187251	0.1277306
phosphate_star	Indo-Pacific	(26,26.5]	-0.5651327	-0.6164662	-0.4944774
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6466466	-0.6737830	-0.6077675
phosphate_star	Indo-Pacific	(26.75,27]	-0.5925383	-0.6166597	-0.5594949
phosphate_star	Indo-Pacific	(27,27.25]	-0.6825765	-0.7015309	-0.6523578
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5527688	-0.5709740	-0.5411682
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1386999	-0.4456966	0.0699846
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3305248	-0.2560401	0.7243374
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3680207	0.0430229	0.6158041
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4077484	0.1748452	0.5741075
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4734148	0.2118941	0.6624290
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4696494	0.2402370	0.6405039
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4456899	0.3809007	0.5062218
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8879917	-0.9497727	-0.8355718
sal	Atlantic	(-Inf,26]	0.6567668	0.5752296	0.7026743
sal	Atlantic	(26,26.5]	-0.0867388	-0.1196999	-0.0535002
sal	Atlantic	(26.5,26.75]	0.0434516	-0.0961289	0.1450419
sal	Atlantic	(26.75,27]	-0.0328411	-0.1329844	0.0723471
sal	Atlantic	(27,27.25]	0.0694545	-0.1004219	0.2768862
sal	Atlantic	(27.25,27.5]	0.3812981	0.2800394	0.4926515
sal	Atlantic	(27.5,27.75]	0.0061915	-0.0622662	0.1208831
sal	Atlantic	(27.75,27.85]	0.5645421	0.5034831	0.6479089
sal	Atlantic	(27.85,27.95]	0.5958096	0.5523319	0.6444727
sal	Atlantic	(27.95,28.05]	0.6898806	0.6592321	0.7161041
sal	Atlantic	(28.05,28.1]	0.8753546	0.8497253	0.9033997
sal	Atlantic	(28.1,28.15]	0.9264578	0.9043446	0.9479052
sal	Atlantic	(28.15,28.2]	0.9402515	0.9228415	0.9569989
sal	Atlantic	(28.2, Inf]	0.7379743	0.7080598	0.7632879
sal	Indo-Pacific	(-Inf,26]	-0.0482447	-0.1136384	0.0163634
sal	Indo-Pacific	(26,26.5]	0.3060907	0.2637683	0.3369710
sal	Indo-Pacific	(26.5,26.75]	0.3825900	0.3509253	0.4085528
sal	Indo-Pacific	(26.75,27]	0.3917304	0.3517423	0.4243384
sal	Indo-Pacific	(27,27.25]	0.4569331	0.3975661	0.4965755
sal	Indo-Pacific	(27.25,27.5]	0.2405838	0.1792952	0.2863385
sal	Indo-Pacific	(27.5,27.75]	-0.1756681	-0.4309331	0.2316056
sal	Indo-Pacific	(27.75,27.85]	-0.3177899	-0.7758847	0.3455841
sal	Indo-Pacific	(27.85,27.95]	-0.2053230	-0.5836935	0.2725374
sal	Indo-Pacific	(27.95,28.05]	-0.1742489	-0.4584380	0.1798546
sal	Indo-Pacific	(28.05,28.1]	-0.2113823	-0.4932337	0.1591489
sal	Indo-Pacific	(28.1,28.2]	-0.0672750	-0.3337988	0.2631450
sal	Indo-Pacific	(28.2,28.3]	-0.0179031	-0.1491957	0.1184051
sal	Indo-Pacific	(28.3, Inf]	0.1961143	0.0264386	0.4023242
silicate	Atlantic	(-Inf,26]	-0.6194966	-0.6491661	-0.5772896
silicate	Atlantic	(26,26.5]	-0.4846677	-0.5362546	-0.4239980
silicate	Atlantic	(26.5,26.75]	-0.3475761	-0.4811100	-0.1838814
silicate	Atlantic	(26.75,27]	-0.4436085	-0.6126396	-0.2147330
silicate	Atlantic	(27,27.25]	-0.7820077	-0.8394616	-0.6974957
silicate	Atlantic	(27.25,27.5]	-0.8770887	-0.9044235	-0.8394400
silicate	Atlantic	(27.5,27.75]	-0.9091360	-0.9131356	-0.9029667
silicate	Atlantic	(27.75,27.85]	-0.9268024	-0.9348173	-0.9202059
silicate	Atlantic	(27.85,27.95]	-0.9004235	-0.9143255	-0.8880980
silicate	Atlantic	(27.95,28.05]	-0.8854977	-0.8934858	-0.8752337
silicate	Atlantic	(28.05,28.1]	-0.9572698	-0.9620024	-0.9489769
silicate	Atlantic	(28.1,28.15]	-0.9568664	-0.9653069	-0.9474634
silicate	Atlantic	(28.15,28.2]	-0.8810537	-0.8992831	-0.8579075
silicate	Atlantic	(28.2, Inf]	-0.7469422	-0.7778044	-0.7059463
silicate	Indo-Pacific	(-Inf,26]	-0.1121630	-0.2231424	0.0259168
silicate	Indo-Pacific	(26,26.5]	-0.6521607	-0.7408677	-0.5277673
silicate	Indo-Pacific	(26.5,26.75]	-0.7713235	-0.8263098	-0.6970076
silicate	Indo-Pacific	(26.75,27]	-0.7300848	-0.7746362	-0.6704764
silicate	Indo-Pacific	(27,27.25]	-0.7156039	-0.7692111	-0.6349055
silicate	Indo-Pacific	(27.25,27.5]	-0.6392110	-0.7777816	-0.4271026
silicate	Indo-Pacific	(27.5,27.75]	-0.2541551	-0.6776883	0.3866757
silicate	Indo-Pacific	(27.75,27.85]	0.0998779	-0.4511351	0.7847685
silicate	Indo-Pacific	(27.85,27.95]	0.2933152	-0.1135673	0.7588480
silicate	Indo-Pacific	(27.95,28.05]	0.2885248	-0.0027194	0.6322269
silicate	Indo-Pacific	(28.05,28.1]	0.2603126	-0.0147350	0.5981354
silicate	Indo-Pacific	(28.1,28.2]	0.3621226	0.1305373	0.6330558
silicate	Indo-Pacific	(28.2,28.3]	0.5222457	0.4237185	0.6228149
silicate	Indo-Pacific	(28.3, Inf]	-0.6057492	-0.6733967	-0.5393669
temp	Atlantic	(-Inf,26]	0.0431122	-0.0653454	0.1475122
temp	Atlantic	(26,26.5]	-0.2337592	-0.2610323	-0.2048576
temp	Atlantic	(26.5,26.75]	0.0257190	-0.0877220	0.0984137
temp	Atlantic	(26.75,27]	0.0387034	-0.0407439	0.1083736
temp	Atlantic	(27,27.25]	0.0908250	-0.0657050	0.2856366
temp	Atlantic	(27.25,27.5]	0.3390618	0.2389512	0.4474957
temp	Atlantic	(27.5,27.75]	0.0279816	-0.0340078	0.1285458
temp	Atlantic	(27.75,27.85]	0.5670417	0.5072999	0.6446020
temp	Atlantic	(27.85,27.95]	0.6118108	0.5746758	0.6525265
temp	Atlantic	(27.95,28.05]	0.6644299	0.6477567	0.6783388
temp	Atlantic	(28.05,28.1]	0.7837655	0.7513824	0.8277161
temp	Atlantic	(28.1,28.15]	0.8494404	0.8186900	0.8802052
temp	Atlantic	(28.15,28.2]	0.8905932	0.8610060	0.9205967
temp	Atlantic	(28.2, Inf]	0.8315859	0.8099246	0.8462942
temp	Indo-Pacific	(-Inf,26]	-0.3736545	-0.4691965	-0.2831057
temp	Indo-Pacific	(26,26.5]	0.2633291	0.2026099	0.3107995
temp	Indo-Pacific	(26.5,26.75]	0.3564335	0.3182164	0.3850808
temp	Indo-Pacific	(26.75,27]	0.3209847	0.2760811	0.3562924
temp	Indo-Pacific	(27,27.25]	0.4238140	0.3710787	0.4580357
temp	Indo-Pacific	(27.25,27.5]	0.3483154	0.3354581	0.3574014
temp	Indo-Pacific	(27.5,27.75]	0.0450765	-0.1937756	0.3976593
temp	Indo-Pacific	(27.75,27.85]	-0.3101986	-0.7610811	0.3472209
temp	Indo-Pacific	(27.85,27.95]	-0.2400213	-0.6107228	0.2276809
temp	Indo-Pacific	(27.95,28.05]	-0.2554253	-0.5340987	0.1038348
temp	Indo-Pacific	(28.05,28.1]	-0.2737896	-0.5661675	0.1071317
temp	Indo-Pacific	(28.1,28.2]	-0.2122368	-0.4795732	0.1292403
temp	Indo-Pacific	(28.2,28.3]	-0.0183996	-0.1612988	0.1291117
temp	Indo-Pacific	(28.3, Inf]	0.6163176	0.4864701	0.7789677

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] 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] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

04 July, 2021