Last updated: 2021-06-07

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
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Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
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Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

1 Required data

Required are:

cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Version	Author	Date
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
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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
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]	0.7721261	0.6125683	0.8950698
aou + nitrate	Atlantic	(26,26.5]	0.8465235	0.8195862	0.8640134
aou + nitrate	Atlantic	(26.5,26.75]	0.9664166	0.9600359	0.9764078
aou + nitrate	Atlantic	(26.75,27]	0.9832359	0.9809409	0.9870626
aou + nitrate	Atlantic	(27,27.25]	0.9705188	0.9654175	0.9769098
aou + nitrate	Atlantic	(27.25,27.5]	0.9523279	0.9379940	0.9602192
aou + nitrate	Atlantic	(27.5,27.75]	0.9330368	0.9068782	0.9522213
aou + nitrate	Atlantic	(27.75,27.85]	0.9301761	0.9151010	0.9496543
aou + nitrate	Atlantic	(27.85,27.95]	0.9634626	0.9598677	0.9657185
aou + nitrate	Atlantic	(27.95,28.05]	0.9775980	0.9741664	0.9797173
aou + nitrate	Atlantic	(28.05,28.1]	0.9872282	0.9837618	0.9909751
aou + nitrate	Atlantic	(28.1,28.15]	0.9816532	0.9711969	0.9900054
aou + nitrate	Atlantic	(28.15,28.2]	0.9786329	0.9751797	0.9854465
aou + nitrate	Atlantic	(28.2, Inf]	0.9732633	0.9582547	0.9935263
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9185096	0.9084721	0.9269758
aou + nitrate	Indo-Pacific	(26,26.5]	0.8584593	0.8104441	0.8927621
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8602084	0.8233680	0.8811539
aou + nitrate	Indo-Pacific	(26.75,27]	0.8566772	0.8277287	0.8945594
aou + nitrate	Indo-Pacific	(27,27.25]	0.8843470	0.8509366	0.9123984
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9061514	0.8822523	0.9399497
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9352709	0.9129992	0.9604511
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9791085	0.9681845	0.9878285
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9873321	0.9799959	0.9935791
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9875421	0.9778986	0.9946712
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9891858	0.9844105	0.9943749
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9879287	0.9852214	0.9921310
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9839379	0.9748833	0.9899184
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8877398	0.8468962	0.9240748
aou + nitrate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + nitrate	SO	(26,26.5]	0.9218252	0.8667541	0.9663871
aou + nitrate	SO	(26.5,26.75]	0.7291178	0.6150446	0.7997459
aou + nitrate	SO	(26.75,27]	0.7473135	0.6918047	0.7802695
aou + nitrate	SO	(27,27.25]	0.7992390	0.7765935	0.8317579
aou + nitrate	SO	(27.25,27.5]	0.8187917	0.8088036	0.8322113
aou + nitrate	SO	(27.5,27.75]	0.9186564	0.9048267	0.9302055
aou + nitrate	SO	(27.75,27.85]	0.9508486	0.9430165	0.9625023
aou + nitrate	SO	(27.85,27.95]	0.9126050	0.8977195	0.9209910
aou + nitrate	SO	(27.95,28.05]	0.8746953	0.8196298	0.9247564
aou + nitrate	SO	(28.05,28.1]	0.8331553	0.7710082	0.8713616
aou + nitrate	SO	(28.1,28.15]	0.4425339	0.2612113	0.7266107
aou + nitrate	SO	(28.1,28.2]	0.8862687	0.8619410	0.9108339
aou + nitrate	SO	(28.15,28.2]	0.5937189	0.4099518	0.8412554
aou + nitrate	SO	(28.2, Inf]	0.3253755	0.0683754	0.6261317
aou + nitrate	SO	(28.2,28.3]	0.9053350	0.8898689	0.9306383
aou + nitrate	SO	(28.3, Inf]	0.8861897	0.8548567	0.9212673
aou + phosphate	Atlantic	(-Inf,26]	0.8893392	0.8427815	0.9720974
aou + phosphate	Atlantic	(26,26.5]	0.8852068	0.8559760	0.9143266
aou + phosphate	Atlantic	(26.5,26.75]	0.9206136	0.9034588	0.9442883
aou + phosphate	Atlantic	(26.75,27]	0.9638839	0.9565599	0.9703456
aou + phosphate	Atlantic	(27,27.25]	0.9411226	0.9299583	0.9475936
aou + phosphate	Atlantic	(27.25,27.5]	0.9132535	0.8759146	0.9332865
aou + phosphate	Atlantic	(27.5,27.75]	0.9038413	0.8661583	0.9342747
aou + phosphate	Atlantic	(27.75,27.85]	0.9126959	0.8949088	0.9353322
aou + phosphate	Atlantic	(27.85,27.95]	0.9523184	0.9485287	0.9547749
aou + phosphate	Atlantic	(27.95,28.05]	0.9689231	0.9646335	0.9716332
aou + phosphate	Atlantic	(28.05,28.1]	0.9854302	0.9822840	0.9891605
aou + phosphate	Atlantic	(28.1,28.15]	0.9795128	0.9681301	0.9883083
aou + phosphate	Atlantic	(28.15,28.2]	0.9793697	0.9749379	0.9852322
aou + phosphate	Atlantic	(28.2, Inf]	0.9734795	0.9566662	0.9924486
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9460162	0.9352560	0.9530308
aou + phosphate	Indo-Pacific	(26,26.5]	0.9580131	0.9550439	0.9619827
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9667713	0.9586514	0.9781518
aou + phosphate	Indo-Pacific	(26.75,27]	0.9729218	0.9673551	0.9798920
aou + phosphate	Indo-Pacific	(27,27.25]	0.9830867	0.9770602	0.9890726
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9848198	0.9771182	0.9910962
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9883715	0.9840562	0.9928843
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9947483	0.9914461	0.9975491
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9964068	0.9944498	0.9981865
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9971841	0.9961573	0.9982123
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9981955	0.9978208	0.9985975
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9977062	0.9975760	0.9979295
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9945756	0.9929500	0.9968726
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9469338	0.9364723	0.9629176
aou + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + phosphate	SO	(26,26.5]	0.8731893	0.7857171	0.9431395
aou + phosphate	SO	(26.5,26.75]	0.6251769	0.4194458	0.7378301
aou + phosphate	SO	(26.75,27]	0.7382883	0.6765305	0.7694191
aou + phosphate	SO	(27,27.25]	0.7830605	0.7635894	0.8136499
aou + phosphate	SO	(27.25,27.5]	0.8044072	0.7943590	0.8191413
aou + phosphate	SO	(27.5,27.75]	0.9185343	0.9032537	0.9308130
aou + phosphate	SO	(27.75,27.85]	0.9437236	0.9342079	0.9562222
aou + phosphate	SO	(27.85,27.95]	0.9014804	0.8868654	0.9140628
aou + phosphate	SO	(27.95,28.05]	0.8693137	0.8143336	0.9201185
aou + phosphate	SO	(28.05,28.1]	0.8352364	0.7739206	0.8742322
aou + phosphate	SO	(28.1,28.15]	0.4249954	0.2210412	0.7271346
aou + phosphate	SO	(28.1,28.2]	0.8908109	0.8654212	0.9136748
aou + phosphate	SO	(28.15,28.2]	0.5842162	0.3881677	0.8421480
aou + phosphate	SO	(28.2, Inf]	0.1494012	-0.2092584	0.6045194
aou + phosphate	SO	(28.2,28.3]	0.9147712	0.8970033	0.9376142
aou + phosphate	SO	(28.3, Inf]	0.7886570	0.7332061	0.8398701
aou + phosphate_star	Atlantic	(-Inf,26]	0.1067056	-0.3336387	0.4029590
aou + phosphate_star	Atlantic	(26,26.5]	0.2640277	0.1359952	0.3372949
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0329048	-0.1539751	0.2507626
aou + phosphate_star	Atlantic	(26.75,27]	-0.0048425	-0.1356365	0.1670709
aou + phosphate_star	Atlantic	(27,27.25]	0.1054523	-0.0067602	0.2570710
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1470299	-0.0674603	0.3533904
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4519888	0.3587426	0.5708573
aou + phosphate_star	Atlantic	(27.75,27.85]	0.7129672	0.6851690	0.7453751
aou + phosphate_star	Atlantic	(27.85,27.95]	0.8269905	0.8154621	0.8369922
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8905419	0.8665546	0.9078118
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9544613	0.9485124	0.9615227
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9386720	0.9109716	0.9578529
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9298674	0.9136617	0.9482195
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9627524	0.9509026	0.9795456
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.4494529	0.4342651	0.4755762
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4497943	0.3752836	0.5397044
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4301498	0.3050470	0.6601089
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5698705	0.4848084	0.6863359
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7021965	0.6314109	0.8015975
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6571648	0.5638212	0.7795659
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4710306	0.4079598	0.5875380
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.3543056	0.3019283	0.4545871
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.3418241	0.2868169	0.4287823
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.3658476	0.2758626	0.4350402
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.5605326	0.4134073	0.6564555
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.5861760	0.3537831	0.7555360
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3414527	0.0852454	0.5581634
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6803435	-0.7128880	-0.6416359
aou + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + phosphate_star	SO	(26,26.5]	-0.7543989	-0.9598354	-0.4327950
aou + phosphate_star	SO	(26.5,26.75]	-0.2053107	-0.7774849	0.1283022
aou + phosphate_star	SO	(26.75,27]	-0.0229253	-0.2070646	0.1283570
aou + phosphate_star	SO	(27,27.25]	-0.0751875	-0.0992810	-0.0467399
aou + phosphate_star	SO	(27.25,27.5]	-0.5063932	-0.5575916	-0.4174861
aou + phosphate_star	SO	(27.5,27.75]	-0.4172566	-0.4566719	-0.3783578
aou + phosphate_star	SO	(27.75,27.85]	-0.7746859	-0.7915233	-0.7614706
aou + phosphate_star	SO	(27.85,27.95]	-0.7980720	-0.8545023	-0.7068860
aou + phosphate_star	SO	(27.95,28.05]	-0.6902864	-0.8094670	-0.5708730
aou + phosphate_star	SO	(28.05,28.1]	-0.6261236	-0.7021866	-0.5201978
aou + phosphate_star	SO	(28.1,28.15]	-0.0919093	-0.5620500	0.4414898
aou + phosphate_star	SO	(28.1,28.2]	-0.7330623	-0.7606755	-0.7126775
aou + phosphate_star	SO	(28.15,28.2]	0.0485163	-0.5109068	0.6183366
aou + phosphate_star	SO	(28.2, Inf]	-0.3455917	-0.6827503	0.1080880
aou + phosphate_star	SO	(28.2,28.3]	-0.7703804	-0.8232662	-0.7255721
aou + phosphate_star	SO	(28.3, Inf]	-0.7891963	-0.7977239	-0.7768750
aou + silicate	Atlantic	(-Inf,26]	-0.1013940	-0.5223984	0.2036364
aou + silicate	Atlantic	(26,26.5]	0.3392212	0.2169701	0.4429845
aou + silicate	Atlantic	(26.5,26.75]	0.6323677	0.5980306	0.6982091
aou + silicate	Atlantic	(26.75,27]	0.8140447	0.8046801	0.8305342
aou + silicate	Atlantic	(27,27.25]	0.7236028	0.7159947	0.7276060
aou + silicate	Atlantic	(27.25,27.5]	0.7129607	0.6974736	0.7305954
aou + silicate	Atlantic	(27.5,27.75]	0.6873504	0.6536489	0.7209829
aou + silicate	Atlantic	(27.75,27.85]	0.7106957	0.6885671	0.7222334
aou + silicate	Atlantic	(27.85,27.95]	0.7797844	0.7399217	0.8154851
aou + silicate	Atlantic	(27.95,28.05]	0.8313562	0.7781463	0.8710847
aou + silicate	Atlantic	(28.05,28.1]	0.9178689	0.8823554	0.9405923
aou + silicate	Atlantic	(28.1,28.15]	0.9241958	0.8855885	0.9459817
aou + silicate	Atlantic	(28.15,28.2]	0.9328125	0.9259461	0.9373419
aou + silicate	Atlantic	(28.2, Inf]	0.9612656	0.9544044	0.9679674
aou + silicate	Indo-Pacific	(-Inf,26]	0.7849504	0.7538688	0.8308658
aou + silicate	Indo-Pacific	(26,26.5]	0.7934550	0.7780352	0.8129413
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7723176	0.7324660	0.8303007
aou + silicate	Indo-Pacific	(26.75,27]	0.8392235	0.8097421	0.8886164
aou + silicate	Indo-Pacific	(27,27.25]	0.9043864	0.8763545	0.9358399
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9253591	0.8856278	0.9567022
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9312791	0.9056054	0.9560223
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9538062	0.9338341	0.9717644
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9594542	0.9465271	0.9740938
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9585258	0.9493767	0.9722484
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9809018	0.9787611	0.9841183
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9253403	0.8918216	0.9425524
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7877163	0.7552818	0.8129618
aou + silicate	Indo-Pacific	(28.3, Inf]	0.9284638	0.9125845	0.9430710
aou + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
aou + silicate	SO	(26,26.5]	0.8872778	0.8268323	0.9401027
aou + silicate	SO	(26.5,26.75]	0.8627550	0.8063891	0.9092945
aou + silicate	SO	(26.75,27]	0.9135732	0.9082687	0.9165983
aou + silicate	SO	(27,27.25]	0.8204746	0.7980075	0.8329182
aou + silicate	SO	(27.25,27.5]	0.7846306	0.7757007	0.7906789
aou + silicate	SO	(27.5,27.75]	0.8877323	0.8629633	0.9013322
aou + silicate	SO	(27.75,27.85]	0.9014570	0.8905293	0.9122995
aou + silicate	SO	(27.85,27.95]	0.8715397	0.8661817	0.8800550
aou + silicate	SO	(27.95,28.05]	0.8917326	0.8618436	0.9216690
aou + silicate	SO	(28.05,28.1]	0.8882326	0.8582457	0.9074127
aou + silicate	SO	(28.1,28.15]	0.5036276	0.1966166	0.7831717
aou + silicate	SO	(28.1,28.2]	0.9135743	0.8854572	0.9279176
aou + silicate	SO	(28.15,28.2]	0.6810104	0.5202242	0.8749853
aou + silicate	SO	(28.2, Inf]	-0.0861824	-0.4561932	0.4527257
aou + silicate	SO	(28.2,28.3]	0.9170749	0.8971341	0.9278441
aou + silicate	SO	(28.3, Inf]	0.5781268	0.4783661	0.6435874
nitrate + phosphate	Atlantic	(-Inf,26]	0.5169812	0.1686490	0.8707344
nitrate + phosphate	Atlantic	(26,26.5]	0.6722950	0.6493020	0.6939174
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9337344	0.9110268	0.9524988
nitrate + phosphate	Atlantic	(26.75,27]	0.9766625	0.9728433	0.9828261
nitrate + phosphate	Atlantic	(27,27.25]	0.9829810	0.9735333	0.9908658
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9879797	0.9808131	0.9934836
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9952500	0.9935684	0.9974579
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9988460	0.9986794	0.9989668
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9991077	0.9990716	0.9991697
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9988263	0.9987101	0.9989839
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9993171	0.9991475	0.9994022
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9985493	0.9979185	0.9989517
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9937149	0.9927272	0.9942654
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9971861	0.9963823	0.9978612
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9614107	0.9559339	0.9651418
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.9022512	0.8331216	0.9395779
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8974593	0.8576433	0.9192468
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8906964	0.8653264	0.9209897
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9000083	0.8599574	0.9233421
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9095562	0.8915431	0.9398625
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9391836	0.9089281	0.9622844
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9851843	0.9818434	0.9883063
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9939546	0.9921955	0.9958080
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9951095	0.9900585	0.9983868
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9948332	0.9912848	0.9977067
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9927046	0.9899135	0.9959706
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9889984	0.9809864	0.9949923
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9753104	0.9601521	0.9853450
nitrate + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + phosphate	SO	(26,26.5]	0.9915943	0.9850693	0.9959094
nitrate + phosphate	SO	(26.5,26.75]	0.9494885	0.8768609	0.9881462
nitrate + phosphate	SO	(26.75,27]	0.9888102	0.9871488	0.9902090
nitrate + phosphate	SO	(27,27.25]	0.9969824	0.9962674	0.9975072
nitrate + phosphate	SO	(27.25,27.5]	0.9985034	0.9982581	0.9987753
nitrate + phosphate	SO	(27.5,27.75]	0.9989181	0.9985727	0.9991356
nitrate + phosphate	SO	(27.75,27.85]	0.9987905	0.9984990	0.9990763
nitrate + phosphate	SO	(27.85,27.95]	0.9973588	0.9946854	0.9987752
nitrate + phosphate	SO	(27.95,28.05]	0.9989801	0.9989238	0.9990567
nitrate + phosphate	SO	(28.05,28.1]	0.9982733	0.9981475	0.9985108
nitrate + phosphate	SO	(28.1,28.15]	0.9983438	0.9975341	0.9992242
nitrate + phosphate	SO	(28.1,28.2]	0.9980888	0.9973515	0.9985568
nitrate + phosphate	SO	(28.15,28.2]	0.9983848	0.9974855	0.9993457
nitrate + phosphate	SO	(28.2, Inf]	0.9195155	0.8957171	0.9558341
nitrate + phosphate	SO	(28.2,28.3]	0.9961469	0.9953500	0.9968678
nitrate + phosphate	SO	(28.3, Inf]	0.9731669	0.9659422	0.9779835
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.0355846	-0.7232622	0.6607966
nitrate + phosphate_star	Atlantic	(26,26.5]	0.0997407	-0.0980139	0.2173182
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1150103	-0.0876156	0.3738914
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0596815	-0.1150859	0.2445182
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2664172	0.1350245	0.4552557
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.3811457	0.2196811	0.5671933
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7075375	0.6749458	0.7705765
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.9147214	0.9117057	0.9188667
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9435781	0.9354236	0.9492066
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9616789	0.9511675	0.9681055
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9859596	0.9822761	0.9888089
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9823595	0.9755904	0.9859016
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9748039	0.9720270	0.9788425
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9932141	0.9919734	0.9945780
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6775854	0.6489832	0.7322475
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6594548	0.5424632	0.7688460
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6333973	0.5414914	0.8025345
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7313305	0.6717338	0.8039626
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7886264	0.7343137	0.8565206
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7182719	0.6598841	0.8084001
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5676947	0.4759961	0.6552654
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4621013	0.4086258	0.5069885
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4542648	0.3972172	0.4951264
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4897923	0.3993275	0.5522292
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6648592	0.5369739	0.7715524
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6776285	0.4862631	0.8272128
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4522781	0.2027162	0.6729912
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2837109	-0.3996933	-0.2105572
nitrate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + phosphate_star	SO	(26,26.5]	-0.4779079	-0.8559921	0.0598092
nitrate + phosphate_star	SO	(26.5,26.75]	0.4307773	-0.0322456	0.6862470
nitrate + phosphate_star	SO	(26.75,27]	0.6257975	0.5465188	0.7144050
nitrate + phosphate_star	SO	(27,27.25]	0.5324409	0.5099975	0.5605530
nitrate + phosphate_star	SO	(27.25,27.5]	0.0765877	0.0348773	0.1548755
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0266185	-0.0362380	-0.0131865
nitrate + phosphate_star	SO	(27.75,27.85]	-0.5435550	-0.5995372	-0.5034270
nitrate + phosphate_star	SO	(27.85,27.95]	-0.4905434	-0.5942372	-0.3286033
nitrate + phosphate_star	SO	(27.95,28.05]	-0.2659731	-0.5298053	-0.0010470
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1016256	-0.2402540	0.1398436
nitrate + phosphate_star	SO	(28.1,28.15]	0.8200763	0.6494072	0.9361820
nitrate + phosphate_star	SO	(28.1,28.2]	-0.3420200	-0.3840402	-0.3112491
nitrate + phosphate_star	SO	(28.15,28.2]	0.7944531	0.5728373	0.9443261
nitrate + phosphate_star	SO	(28.2, Inf]	0.7201499	0.6592685	0.8113862
nitrate + phosphate_star	SO	(28.2,28.3]	-0.4388557	-0.4799495	-0.4035258
nitrate + phosphate_star	SO	(28.3, Inf]	-0.4297546	-0.5057107	-0.3515439
nitrate + silicate	Atlantic	(-Inf,26]	0.2867279	-0.4641316	0.7902760
nitrate + silicate	Atlantic	(26,26.5]	0.7258616	0.6431842	0.7939546
nitrate + silicate	Atlantic	(26.5,26.75]	0.7427560	0.7161760	0.7781248
nitrate + silicate	Atlantic	(26.75,27]	0.8718525	0.8555646	0.8960592
nitrate + silicate	Atlantic	(27,27.25]	0.8551435	0.8477186	0.8623798
nitrate + silicate	Atlantic	(27.25,27.5]	0.8824741	0.8703238	0.8900438
nitrate + silicate	Atlantic	(27.5,27.75]	0.8934212	0.8873848	0.9008231
nitrate + silicate	Atlantic	(27.75,27.85]	0.9110460	0.8958908	0.9313979
nitrate + silicate	Atlantic	(27.85,27.95]	0.9068514	0.8782407	0.9252085
nitrate + silicate	Atlantic	(27.95,28.05]	0.9009711	0.8659079	0.9221375
nitrate + silicate	Atlantic	(28.05,28.1]	0.9183674	0.8854717	0.9349517
nitrate + silicate	Atlantic	(28.1,28.15]	0.9223454	0.8817213	0.9460953
nitrate + silicate	Atlantic	(28.15,28.2]	0.9329163	0.9237194	0.9406692
nitrate + silicate	Atlantic	(28.2, Inf]	0.9657199	0.9555099	0.9729823
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8512766	0.7838254	0.9014909
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8753551	0.7906553	0.9198946
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8787747	0.8283957	0.9077243
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9079411	0.8798403	0.9298823
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9303898	0.9135081	0.9424380
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9366456	0.9247927	0.9542262
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9497082	0.9357797	0.9665410
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9740063	0.9664248	0.9805521
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9753868	0.9706286	0.9806552
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9706729	0.9660246	0.9774694
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9787795	0.9770834	0.9807115
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9291608	0.9037535	0.9458245
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8125188	0.7779117	0.8500990
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.7943919	0.7185036	0.8676663
nitrate + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
nitrate + silicate	SO	(26,26.5]	0.9110557	0.8596365	0.9528783
nitrate + silicate	SO	(26.5,26.75]	0.6576672	0.5834799	0.6966029
nitrate + silicate	SO	(26.75,27]	0.7948237	0.7739299	0.8059587
nitrate + silicate	SO	(27,27.25]	0.9412243	0.9359119	0.9468764
nitrate + silicate	SO	(27.25,27.5]	0.9700950	0.9689298	0.9712790
nitrate + silicate	SO	(27.5,27.75]	0.9686816	0.9605702	0.9734641
nitrate + silicate	SO	(27.75,27.85]	0.9726788	0.9629316	0.9798844
nitrate + silicate	SO	(27.85,27.95]	0.9783251	0.9673068	0.9847111
nitrate + silicate	SO	(27.95,28.05]	0.9757293	0.9720822	0.9809227
nitrate + silicate	SO	(28.05,28.1]	0.9536657	0.9391308	0.9635850
nitrate + silicate	SO	(28.1,28.15]	0.9102695	0.8819143	0.9453857
nitrate + silicate	SO	(28.1,28.2]	0.9474812	0.9336502	0.9617590
nitrate + silicate	SO	(28.15,28.2]	0.8664621	0.8067671	0.9374852
nitrate + silicate	SO	(28.2, Inf]	0.5962854	0.5307255	0.7070622
nitrate + silicate	SO	(28.2,28.3]	0.9100883	0.8954942	0.9279722
nitrate + silicate	SO	(28.3, Inf]	0.8448718	0.8070877	0.8669991
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3533644	-0.0099480	0.5425104
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6523645	0.4830872	0.7547183
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3831142	0.2242176	0.6172441
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2347605	0.0882323	0.4374791
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4140729	0.3349279	0.5441248
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5070625	0.3934954	0.6496175
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7683540	0.7441912	0.8111236
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9326466	0.9290417	0.9361215
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9564051	0.9493733	0.9610207
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9720010	0.9636111	0.9771489
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9901207	0.9877561	0.9918560
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9878347	0.9834934	0.9901105
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9843828	0.9805808	0.9882277
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9969651	0.9961180	0.9981834
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6975321	0.6737605	0.7389684
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6799370	0.6086089	0.7597867
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6405263	0.5598746	0.7986570
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7400467	0.6865181	0.8147507
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8151940	0.7770255	0.8764935
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7730243	0.7224414	0.8526361
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5953025	0.5394609	0.6769850
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4427334	0.3948034	0.5123124
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4157153	0.3623168	0.4791400
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.4306156	0.3443023	0.4846889
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6047399	0.4688610	0.6965600
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6337894	0.4135596	0.7912366
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4271749	0.1570899	0.6470345
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4226102	-0.5098946	-0.3582744
phosphate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate + phosphate_star	SO	(26,26.5]	-0.3859098	-0.8132442	0.2127458
phosphate + phosphate_star	SO	(26.5,26.75]	0.5706117	0.2347664	0.7613226
phosphate + phosphate_star	SO	(26.75,27]	0.6496374	0.5767571	0.7283198
phosphate + phosphate_star	SO	(27,27.25]	0.5591296	0.5414599	0.5815952
phosphate + phosphate_star	SO	(27.25,27.5]	0.1023847	0.0605836	0.1787437
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0269777	-0.0326216	-0.0157938
phosphate + phosphate_star	SO	(27.75,27.85]	-0.5264440	-0.5831713	-0.4834850
phosphate + phosphate_star	SO	(27.85,27.95]	-0.4665064	-0.5750163	-0.3063006
phosphate + phosphate_star	SO	(27.95,28.05]	-0.2567974	-0.5210438	0.0072944
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1087220	-0.2448322	0.1322694
phosphate + phosphate_star	SO	(28.1,28.15]	0.8296871	0.6771303	0.9334234
phosphate + phosphate_star	SO	(28.1,28.2]	-0.3553279	-0.3936322	-0.3315947
phosphate + phosphate_star	SO	(28.15,28.2]	0.7993355	0.5882318	0.9421968
phosphate + phosphate_star	SO	(28.2, Inf]	0.8448462	0.8385871	0.8493666
phosphate + phosphate_star	SO	(28.2,28.3]	-0.4625707	-0.4973772	-0.4389180
phosphate + phosphate_star	SO	(28.3, Inf]	-0.2591507	-0.3455789	-0.1554277
sal + aou	Atlantic	(-Inf,26]	-0.0587551	-0.3643283	0.4998779
sal + aou	Atlantic	(26,26.5]	-0.2179214	-0.4885570	0.0211112
sal + aou	Atlantic	(26.5,26.75]	0.2890885	0.0128954	0.4897482
sal + aou	Atlantic	(26.75,27]	0.4788327	0.3124946	0.6778173
sal + aou	Atlantic	(27,27.25]	0.4646292	0.4267252	0.5159208
sal + aou	Atlantic	(27.25,27.5]	0.4764081	0.2970655	0.6237816
sal + aou	Atlantic	(27.5,27.75]	0.4733180	0.3757301	0.5561478
sal + aou	Atlantic	(27.75,27.85]	0.2362978	0.1699395	0.2715366
sal + aou	Atlantic	(27.85,27.95]	0.1194450	-0.0071694	0.2026703
sal + aou	Atlantic	(27.95,28.05]	-0.1200393	-0.3447315	0.1371703
sal + aou	Atlantic	(28.05,28.1]	-0.7823662	-0.8487184	-0.6793878
sal + aou	Atlantic	(28.1,28.15]	-0.8949942	-0.9470600	-0.8304805
sal + aou	Atlantic	(28.15,28.2]	-0.7381757	-0.7979062	-0.6891235
sal + aou	Atlantic	(28.2, Inf]	-0.9546805	-0.9598494	-0.9454076
sal + aou	Indo-Pacific	(-Inf,26]	-0.0582178	-0.2441630	0.0483716
sal + aou	Indo-Pacific	(26,26.5]	-0.2619936	-0.4137088	-0.0674648
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2574564	-0.5339181	-0.0676920
sal + aou	Indo-Pacific	(26.75,27]	-0.4436344	-0.6153157	-0.2985440
sal + aou	Indo-Pacific	(27,27.25]	-0.6022096	-0.7213861	-0.5044654
sal + aou	Indo-Pacific	(27.25,27.5]	-0.6179334	-0.7707219	-0.4655145
sal + aou	Indo-Pacific	(27.5,27.75]	-0.4439198	-0.6084082	-0.2817113
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1240216	-0.1812482	-0.0758068
sal + aou	Indo-Pacific	(27.85,27.95]	0.0812518	-0.0488728	0.2219933
sal + aou	Indo-Pacific	(27.95,28.05]	0.2470793	0.1399775	0.4327355
sal + aou	Indo-Pacific	(28.05,28.1]	0.3982826	0.2023997	0.6444652
sal + aou	Indo-Pacific	(28.1,28.2]	0.2425640	0.1167133	0.4506630
sal + aou	Indo-Pacific	(28.2,28.3]	-0.1744480	-0.2752829	-0.0998560
sal + aou	Indo-Pacific	(28.3, Inf]	0.7849940	0.7611789	0.7986304
sal + aou	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + aou	SO	(26,26.5]	0.7954332	0.4230292	0.9969206
sal + aou	SO	(26.5,26.75]	0.2193546	-0.0347737	0.6531066
sal + aou	SO	(26.75,27]	0.0197530	-0.0945298	0.2140951
sal + aou	SO	(27,27.25]	0.0757197	0.0171203	0.1207182
sal + aou	SO	(27.25,27.5]	0.6048509	0.4724947	0.6800249
sal + aou	SO	(27.5,27.75]	0.7085695	0.6846428	0.7419071
sal + aou	SO	(27.75,27.85]	0.8572377	0.8455446	0.8752274
sal + aou	SO	(27.85,27.95]	0.8851857	0.8330943	0.9166847
sal + aou	SO	(27.95,28.05]	0.8151639	0.7251254	0.8996840
sal + aou	SO	(28.05,28.1]	0.7431829	0.5899977	0.8404305
sal + aou	SO	(28.1,28.15]	-0.0035436	-0.4487813	0.2591037
sal + aou	SO	(28.1,28.2]	0.8098428	0.7504014	0.8653429
sal + aou	SO	(28.15,28.2]	-0.1066896	-0.6533834	0.4125274
sal + aou	SO	(28.2, Inf]	-0.1444284	-0.2699706	-0.0751392
sal + aou	SO	(28.2,28.3]	0.7793473	0.6014611	0.8741216
sal + aou	SO	(28.3, Inf]	0.7020560	0.3580885	0.8762700
sal + nitrate	Atlantic	(-Inf,26]	-0.2228216	-0.8492624	0.8104698
sal + nitrate	Atlantic	(26,26.5]	-0.1999108	-0.4871163	0.1043655
sal + nitrate	Atlantic	(26.5,26.75]	0.2635916	-0.0763528	0.5016678
sal + nitrate	Atlantic	(26.75,27]	0.5051227	0.2992645	0.6872735
sal + nitrate	Atlantic	(27,27.25]	0.4299263	0.3614927	0.5305375
sal + nitrate	Atlantic	(27.25,27.5]	0.3612842	0.1629655	0.4780182
sal + nitrate	Atlantic	(27.5,27.75]	0.3557623	0.2807691	0.4459850
sal + nitrate	Atlantic	(27.75,27.85]	0.0573191	-0.0349826	0.1265302
sal + nitrate	Atlantic	(27.85,27.95]	-0.0122596	-0.1546596	0.0807715
sal + nitrate	Atlantic	(27.95,28.05]	-0.1121361	-0.3770886	0.1509603
sal + nitrate	Atlantic	(28.05,28.1]	-0.7471532	-0.8413507	-0.6452745
sal + nitrate	Atlantic	(28.1,28.15]	-0.8638448	-0.9430037	-0.7648683
sal + nitrate	Atlantic	(28.15,28.2]	-0.8054527	-0.8517044	-0.7681695
sal + nitrate	Atlantic	(28.2, Inf]	-0.9422410	-0.9762188	-0.9145253
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.2460661	-0.4733984	-0.1292421
sal + nitrate	Indo-Pacific	(26,26.5]	-0.5549582	-0.6845218	-0.3997337
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5473018	-0.7500782	-0.4093594
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6905560	-0.7920693	-0.6013742
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7651962	-0.8367801	-0.7202445
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.7370964	-0.8346077	-0.6569445
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.5538341	-0.6683432	-0.4602759
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2495926	-0.2945336	-0.1842088
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.0247906	-0.1480620	0.1711149
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.1497256	-0.0044153	0.3946417
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.2945907	0.0511623	0.5930386
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.1766652	0.0454703	0.4222191
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.2520286	-0.4002780	-0.1287479
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.4388365	0.3714414	0.5303288
sal + nitrate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + nitrate	SO	(26,26.5]	0.6247947	0.0338434	0.9586399
sal + nitrate	SO	(26.5,26.75]	-0.4069892	-0.5802881	-0.1090805
sal + nitrate	SO	(26.75,27]	-0.5681138	-0.6329871	-0.4701861
sal + nitrate	SO	(27,27.25]	-0.4944498	-0.5048258	-0.4791289
sal + nitrate	SO	(27.25,27.5]	0.0834674	-0.0523404	0.1640429
sal + nitrate	SO	(27.5,27.75]	0.3997797	0.3816214	0.4112421
sal + nitrate	SO	(27.75,27.85]	0.6756573	0.6427320	0.6945734
sal + nitrate	SO	(27.85,27.95]	0.6405826	0.5307469	0.7131078
sal + nitrate	SO	(27.95,28.05]	0.4691633	0.2264551	0.7106432
sal + nitrate	SO	(28.05,28.1]	0.3392242	-0.0013055	0.5379820
sal + nitrate	SO	(28.1,28.15]	-0.8448294	-0.9296001	-0.7866429
sal + nitrate	SO	(28.1,28.2]	0.5837244	0.4931080	0.6874529
sal + nitrate	SO	(28.15,28.2]	-0.7858136	-0.9495106	-0.5577858
sal + nitrate	SO	(28.2, Inf]	-0.2747809	-0.4404582	-0.1583763
sal + nitrate	SO	(28.2,28.3]	0.6066275	0.4550708	0.7128218
sal + nitrate	SO	(28.3, Inf]	0.7116147	0.3546197	0.9194829
sal + phosphate	Atlantic	(-Inf,26]	0.0244472	-0.2391329	0.2035406
sal + phosphate	Atlantic	(26,26.5]	-0.4479245	-0.7317714	-0.1757431
sal + phosphate	Atlantic	(26.5,26.75]	0.0565048	-0.3305111	0.3114170
sal + phosphate	Atlantic	(26.75,27]	0.3656696	0.1231322	0.6030681
sal + phosphate	Atlantic	(27,27.25]	0.2920231	0.2582223	0.3466692
sal + phosphate	Atlantic	(27.25,27.5]	0.2334472	0.0630795	0.3205966
sal + phosphate	Atlantic	(27.5,27.75]	0.2791030	0.2238051	0.3650795
sal + phosphate	Atlantic	(27.75,27.85]	0.0245129	-0.0676294	0.0964483
sal + phosphate	Atlantic	(27.85,27.95]	-0.0414923	-0.1828103	0.0505629
sal + phosphate	Atlantic	(27.95,28.05]	-0.1204123	-0.3885354	0.1378391
sal + phosphate	Atlantic	(28.05,28.1]	-0.7555613	-0.8499626	-0.6622943
sal + phosphate	Atlantic	(28.1,28.15]	-0.8546477	-0.9394201	-0.7543128
sal + phosphate	Atlantic	(28.15,28.2]	-0.7463288	-0.7980137	-0.7069016
sal + phosphate	Atlantic	(28.2, Inf]	-0.9254909	-0.9555608	-0.8974081
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.2444039	-0.4362906	-0.1294855
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4727251	-0.6228853	-0.2806981
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4649451	-0.6766317	-0.3039094
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6098427	-0.7385435	-0.5018833
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7021245	-0.7849970	-0.6442029
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6858881	-0.7965555	-0.5887512
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.5099395	-0.6392087	-0.3965584
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.1931782	-0.2457414	-0.1505462
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.0297713	-0.0957726	0.1991931
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.2157506	0.1097164	0.4242743
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.3736911	0.1703296	0.6345380
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.2462965	0.1120313	0.4593088
sal + phosphate	Indo-Pacific	(28.2,28.3]	-0.1731398	-0.2744438	-0.0865586
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5978786	0.5566154	0.6472761
sal + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + phosphate	SO	(26,26.5]	0.5495603	-0.1221672	0.9358146
sal + phosphate	SO	(26.5,26.75]	-0.5112993	-0.6522053	-0.2637658
sal + phosphate	SO	(26.75,27]	-0.5947251	-0.6461071	-0.5095265
sal + phosphate	SO	(27,27.25]	-0.5294401	-0.5398151	-0.5095040
sal + phosphate	SO	(27.25,27.5]	0.0515025	-0.0828207	0.1310959
sal + phosphate	SO	(27.5,27.75]	0.3981966	0.3817802	0.4079732
sal + phosphate	SO	(27.75,27.85]	0.6648997	0.6312419	0.6847300
sal + phosphate	SO	(27.85,27.95]	0.6215116	0.5122491	0.6991399
sal + phosphate	SO	(27.95,28.05]	0.4643042	0.2230146	0.7065168
sal + phosphate	SO	(28.05,28.1]	0.3532509	0.0162731	0.5466124
sal + phosphate	SO	(28.1,28.15]	-0.8462000	-0.9261214	-0.7939375
sal + phosphate	SO	(28.1,28.2]	0.6088518	0.5318567	0.7019263
sal + phosphate	SO	(28.15,28.2]	-0.7846006	-0.9454748	-0.5608290
sal + phosphate	SO	(28.2, Inf]	0.0491632	-0.2057869	0.2085466
sal + phosphate	SO	(28.2,28.3]	0.6579618	0.5243059	0.7542142
sal + phosphate	SO	(28.3, Inf]	0.7276700	0.3990709	0.9298112
sal + phosphate_star	Atlantic	(-Inf,26]	-0.4125753	-0.9377327	0.0064308
sal + phosphate_star	Atlantic	(26,26.5]	-0.7966939	-0.8108743	-0.7820130
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7808899	-0.8791031	-0.6955330
sal + phosphate_star	Atlantic	(26.75,27]	-0.6367439	-0.7058982	-0.5006080
sal + phosphate_star	Atlantic	(27,27.25]	-0.5979593	-0.6699030	-0.5007561
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6360358	-0.6914334	-0.5832729
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.3029368	-0.3749246	-0.2579607
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.2508808	-0.3272590	-0.1853047
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.2581780	-0.3797891	-0.1811851
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.2150490	-0.4774511	0.0180481
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.7539249	-0.8574723	-0.6776141
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.8181676	-0.9189922	-0.7013019
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7468378	-0.7919594	-0.7158800
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9221849	-0.9544534	-0.8895511
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6680726	-0.7637746	-0.6071523
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8875202	-0.9272264	-0.8462997
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9359943	-0.9542113	-0.9171912
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9422618	-0.9582491	-0.9338041
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9299842	-0.9406827	-0.9102285
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8317619	-0.8670161	-0.7893309
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7069243	-0.8069882	-0.6284151
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7849453	-0.8835142	-0.6756283
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6261216	-0.8118692	-0.4057591
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3607069	-0.6471781	-0.0603932
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.2649564	-0.4602755	0.0937353
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	0.1529964	-0.0137423	0.4163329
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.2053939	-0.3141419	-0.0052922
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9372448	-0.9565295	-0.9226734
sal + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + phosphate_star	SO	(26,26.5]	-0.9163420	-0.9634756	-0.8913971
sal + phosphate_star	SO	(26.5,26.75]	-0.9438850	-0.9545004	-0.9265972
sal + phosphate_star	SO	(26.75,27]	-0.9378981	-0.9408309	-0.9357074
sal + phosphate_star	SO	(27,27.25]	-0.9568333	-0.9676284	-0.9482826
sal + phosphate_star	SO	(27.25,27.5]	-0.9448437	-0.9491037	-0.9425441
sal + phosphate_star	SO	(27.5,27.75]	-0.8781932	-0.9011694	-0.8495327
sal + phosphate_star	SO	(27.75,27.85]	-0.9533658	-0.9602158	-0.9460748
sal + phosphate_star	SO	(27.85,27.95]	-0.9607242	-0.9697831	-0.9458154
sal + phosphate_star	SO	(27.95,28.05]	-0.9337839	-0.9438778	-0.9259198
sal + phosphate_star	SO	(28.05,28.1]	-0.8865623	-0.9283386	-0.8573180
sal + phosphate_star	SO	(28.1,28.15]	-0.9427242	-0.9863529	-0.8894861
sal + phosphate_star	SO	(28.1,28.2]	-0.7908049	-0.7979231	-0.7837910
sal + phosphate_star	SO	(28.15,28.2]	-0.9477541	-0.9848280	-0.9064602
sal + phosphate_star	SO	(28.2, Inf]	-0.0112180	-0.2995180	0.1686519
sal + phosphate_star	SO	(28.2,28.3]	-0.7470584	-0.8647385	-0.6204205
sal + phosphate_star	SO	(28.3, Inf]	-0.4131681	-0.5192009	-0.2208317
sal + silicate	Atlantic	(-Inf,26]	-0.8330150	-0.9404492	-0.7256601
sal + silicate	Atlantic	(26,26.5]	0.0595079	-0.0356950	0.1681360
sal + silicate	Atlantic	(26.5,26.75]	0.2740130	0.1209670	0.4827435
sal + silicate	Atlantic	(26.75,27]	0.3961168	0.1357833	0.5849028
sal + silicate	Atlantic	(27,27.25]	0.1912113	0.0652940	0.3280000
sal + silicate	Atlantic	(27.25,27.5]	0.1351015	-0.0315998	0.2345127
sal + silicate	Atlantic	(27.5,27.75]	0.1156922	0.0827451	0.1659836
sal + silicate	Atlantic	(27.75,27.85]	-0.2255895	-0.3364828	-0.1618876
sal + silicate	Atlantic	(27.85,27.95]	-0.3461400	-0.4606937	-0.2785491
sal + silicate	Atlantic	(27.95,28.05]	-0.3712882	-0.6167453	-0.1741431
sal + silicate	Atlantic	(28.05,28.1]	-0.8567015	-0.9282662	-0.7989910
sal + silicate	Atlantic	(28.1,28.15]	-0.7962116	-0.9043859	-0.6928863
sal + silicate	Atlantic	(28.15,28.2]	-0.6191570	-0.6661748	-0.5844823
sal + silicate	Atlantic	(28.2, Inf]	-0.8992844	-0.9127496	-0.8802202
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4796704	-0.6381208	-0.3529269
sal + silicate	Indo-Pacific	(26,26.5]	-0.6405231	-0.7118383	-0.5081273
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6864666	-0.8152890	-0.5998517
sal + silicate	Indo-Pacific	(26.75,27]	-0.7534965	-0.8201548	-0.7025504
sal + silicate	Indo-Pacific	(27,27.25]	-0.7985446	-0.8351004	-0.7726229
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7931501	-0.8522046	-0.7502367
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.6324757	-0.7136110	-0.5728464
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.3329964	-0.3840148	-0.2608034
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.0750399	-0.1940458	0.1239256
sal + silicate	Indo-Pacific	(27.95,28.05]	0.1620725	0.0034081	0.3968830
sal + silicate	Indo-Pacific	(28.05,28.1]	0.3271253	0.1012780	0.6064335
sal + silicate	Indo-Pacific	(28.1,28.2]	0.3951976	0.2346976	0.6086070
sal + silicate	Indo-Pacific	(28.2,28.3]	0.1364442	-0.1133580	0.3043348
sal + silicate	Indo-Pacific	(28.3, Inf]	0.8356711	0.8054925	0.8693424
sal + silicate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + silicate	SO	(26,26.5]	0.7424582	0.3466276	0.9544683
sal + silicate	SO	(26.5,26.75]	0.2293496	0.0406914	0.6011391
sal + silicate	SO	(26.75,27]	-0.0517218	-0.1399908	0.0908260
sal + silicate	SO	(27,27.25]	-0.3188911	-0.3790732	-0.2446563
sal + silicate	SO	(27.25,27.5]	0.0792748	-0.0593608	0.1614675
sal + silicate	SO	(27.5,27.75]	0.3847642	0.3729742	0.4038309
sal + silicate	SO	(27.75,27.85]	0.6315102	0.5990873	0.6652382
sal + silicate	SO	(27.85,27.95]	0.5990957	0.5085118	0.6758554
sal + silicate	SO	(27.95,28.05]	0.5533270	0.3639888	0.7573959
sal + silicate	SO	(28.05,28.1]	0.5323371	0.2723179	0.6862782
sal + silicate	SO	(28.1,28.15]	-0.6487655	-0.8062007	-0.5332327
sal + silicate	SO	(28.1,28.2]	0.7656728	0.7326815	0.8136181
sal + silicate	SO	(28.15,28.2]	-0.4977785	-0.8155607	-0.1233044
sal + silicate	SO	(28.2, Inf]	0.4773240	0.2282420	0.6120726
sal + silicate	SO	(28.2,28.3]	0.8328285	0.7393815	0.8942676
sal + silicate	SO	(28.3, Inf]	0.6724819	0.4190241	0.8593230
sal + temp	Atlantic	(-Inf,26]	0.7987732	0.6385580	0.8799713
sal + temp	Atlantic	(26,26.5]	0.9361743	0.9213208	0.9477789
sal + temp	Atlantic	(26.5,26.75]	0.9855083	0.9774152	0.9902762
sal + temp	Atlantic	(26.75,27]	0.9842955	0.9793551	0.9885310
sal + temp	Atlantic	(27,27.25]	0.9783267	0.9658958	0.9872247
sal + temp	Atlantic	(27.25,27.5]	0.9865151	0.9823606	0.9887176
sal + temp	Atlantic	(27.5,27.75]	0.9687822	0.9615874	0.9753526
sal + temp	Atlantic	(27.75,27.85]	0.9547872	0.9530381	0.9577333
sal + temp	Atlantic	(27.85,27.95]	0.9187545	0.9162748	0.9233004
sal + temp	Atlantic	(27.95,28.05]	0.8307060	0.8134620	0.8409491
sal + temp	Atlantic	(28.05,28.1]	0.8173685	0.8002087	0.8352201
sal + temp	Atlantic	(28.1,28.15]	0.7367603	0.6641126	0.7737031
sal + temp	Atlantic	(28.15,28.2]	0.7565443	0.7163831	0.7870930
sal + temp	Atlantic	(28.2, Inf]	0.8399470	0.7173371	0.9667523
sal + temp	Indo-Pacific	(-Inf,26]	0.6943151	0.5483440	0.8036876
sal + temp	Indo-Pacific	(26,26.5]	0.9527099	0.9382335	0.9643985
sal + temp	Indo-Pacific	(26.5,26.75]	0.9825968	0.9782655	0.9863385
sal + temp	Indo-Pacific	(26.75,27]	0.9811253	0.9773944	0.9837738
sal + temp	Indo-Pacific	(27,27.25]	0.9783066	0.9693413	0.9832327
sal + temp	Indo-Pacific	(27.25,27.5]	0.9268901	0.9043171	0.9433245
sal + temp	Indo-Pacific	(27.5,27.75]	0.7970245	0.7425875	0.8777680
sal + temp	Indo-Pacific	(27.75,27.85]	0.8757399	0.8306083	0.9390268
sal + temp	Indo-Pacific	(27.85,27.95]	0.7806274	0.7072011	0.9017854
sal + temp	Indo-Pacific	(27.95,28.05]	0.6032053	0.4663119	0.8236617
sal + temp	Indo-Pacific	(28.05,28.1]	0.7963239	0.7205564	0.8981085
sal + temp	Indo-Pacific	(28.1,28.2]	0.1390356	0.0371109	0.3341686
sal + temp	Indo-Pacific	(28.2,28.3]	0.2425814	0.0985815	0.3865167
sal + temp	Indo-Pacific	(28.3, Inf]	0.9433530	0.9271796	0.9721108
sal + temp	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + temp	SO	(26,26.5]	0.9424145	0.9159945	0.9623132
sal + temp	SO	(26.5,26.75]	0.9818347	0.9814792	0.9822540
sal + temp	SO	(26.75,27]	0.9630201	0.9584542	0.9667774
sal + temp	SO	(27,27.25]	0.9477280	0.9354275	0.9571193
sal + temp	SO	(27.25,27.5]	0.9242961	0.9193314	0.9304698
sal + temp	SO	(27.5,27.75]	0.8099685	0.7741814	0.8386848
sal + temp	SO	(27.75,27.85]	0.9403548	0.9368580	0.9460081
sal + temp	SO	(27.85,27.95]	0.9492421	0.9358876	0.9565730
sal + temp	SO	(27.95,28.05]	0.9134105	0.9062323	0.9261177
sal + temp	SO	(28.05,28.1]	0.9145280	0.8771775	0.9352874
sal + temp	SO	(28.1,28.15]	0.9356471	0.9264470	0.9423366
sal + temp	SO	(28.1,28.2]	0.8167211	0.7841333	0.8392665
sal + temp	SO	(28.15,28.2]	0.9225384	0.9027994	0.9547483
sal + temp	SO	(28.2, Inf]	0.5042915	0.4343597	0.6239951
sal + temp	SO	(28.2,28.3]	0.8363580	0.8102790	0.8528217
sal + temp	SO	(28.3, Inf]	0.4645958	0.3925780	0.5707572
silicate + phosphate	Atlantic	(-Inf,26]	-0.2771930	-0.4678968	0.0954383
silicate + phosphate	Atlantic	(26,26.5]	0.0538153	-0.1152187	0.2215483
silicate + phosphate	Atlantic	(26.5,26.75]	0.5313332	0.4413697	0.6242017
silicate + phosphate	Atlantic	(26.75,27]	0.8729887	0.8519657	0.8974185
silicate + phosphate	Atlantic	(27,27.25]	0.8962594	0.8923555	0.9037806
silicate + phosphate	Atlantic	(27.25,27.5]	0.9182281	0.9065900	0.9342166
silicate + phosphate	Atlantic	(27.5,27.75]	0.9224216	0.9141186	0.9337690
silicate + phosphate	Atlantic	(27.75,27.85]	0.9285876	0.9141055	0.9475648
silicate + phosphate	Atlantic	(27.85,27.95]	0.9224189	0.8969047	0.9388087
silicate + phosphate	Atlantic	(27.95,28.05]	0.9154285	0.8850983	0.9331637
silicate + phosphate	Atlantic	(28.05,28.1]	0.9305144	0.9022926	0.9449014
silicate + phosphate	Atlantic	(28.1,28.15]	0.9388717	0.9063817	0.9577841
silicate + phosphate	Atlantic	(28.15,28.2]	0.9636900	0.9585127	0.9679760
silicate + phosphate	Atlantic	(28.2, Inf]	0.9789860	0.9702959	0.9837161
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8689519	0.8241420	0.9140492
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8879968	0.8750809	0.8951679
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8688034	0.8473364	0.8958391
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9017357	0.8743091	0.9278113
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9351950	0.9270768	0.9511903
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9476805	0.9261085	0.9648265
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9540211	0.9380488	0.9680239
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9658677	0.9540688	0.9756356
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9688340	0.9607479	0.9770983
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9669449	0.9603429	0.9762713
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9815400	0.9802312	0.9829824
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9317530	0.9022022	0.9477748
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.8185388	0.7760920	0.8486778
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9002110	0.8795205	0.9297986
silicate + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
silicate + phosphate	SO	(26,26.5]	0.8950033	0.8199858	0.9538975
silicate + phosphate	SO	(26.5,26.75]	0.6007040	0.4920939	0.6593766
silicate + phosphate	SO	(26.75,27]	0.7803064	0.7528361	0.7979382
silicate + phosphate	SO	(27,27.25]	0.9313124	0.9248382	0.9401333
silicate + phosphate	SO	(27.25,27.5]	0.9737134	0.9725628	0.9745697
silicate + phosphate	SO	(27.5,27.75]	0.9779216	0.9723210	0.9810443
silicate + phosphate	SO	(27.75,27.85]	0.9817864	0.9754873	0.9858482
silicate + phosphate	SO	(27.85,27.95]	0.9875876	0.9827119	0.9911496
silicate + phosphate	SO	(27.95,28.05]	0.9812728	0.9773857	0.9854840
silicate + phosphate	SO	(28.05,28.1]	0.9656316	0.9531692	0.9741302
silicate + phosphate	SO	(28.1,28.15]	0.9253354	0.8968898	0.9553149
silicate + phosphate	SO	(28.1,28.2]	0.9619124	0.9524563	0.9722937
silicate + phosphate	SO	(28.15,28.2]	0.8853042	0.8318051	0.9477907
silicate + phosphate	SO	(28.2, Inf]	0.8608879	0.8496874	0.8826932
silicate + phosphate	SO	(28.2,28.3]	0.9403144	0.9304251	0.9530166
silicate + phosphate	SO	(28.3, Inf]	0.9422277	0.9284816	0.9522920
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1753317	-0.3565686	0.5485860
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3564451	-0.4700335	-0.2861288
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0893275	-0.2340483	0.1017746
silicate + phosphate_star	Atlantic	(26.75,27]	0.2453864	0.0422865	0.4342656
silicate + phosphate_star	Atlantic	(27,27.25]	0.6158620	0.4847379	0.7982150
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6559209	0.5216565	0.7834622
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8920038	0.8633946	0.9181070
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9896212	0.9872373	0.9938346
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9850801	0.9792667	0.9888618
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9652647	0.9545173	0.9725653
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9392388	0.9233586	0.9545188
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9338250	0.9013039	0.9566391
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9583522	0.9549071	0.9630146
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9834767	0.9780009	0.9877252
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7247253	0.6323281	0.7849950
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7683965	0.7391485	0.7831803
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7795927	0.7080870	0.8689299
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8070759	0.7753841	0.8395678
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8475373	0.8120557	0.8804840
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.8083826	0.7786103	0.8578168
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6760973	0.6352574	0.7264424
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5325462	0.4985869	0.5664764
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5044992	0.4768617	0.5275778
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5261793	0.4792891	0.5542627
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6140654	0.4902940	0.7198706
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7108629	0.5687044	0.8378554
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5771231	0.3453594	0.7604981
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6476424	-0.6828653	-0.5782694
silicate + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
silicate + phosphate_star	SO	(26,26.5]	-0.5719473	-0.8584027	-0.1623986
silicate + phosphate_star	SO	(26.5,26.75]	-0.1397844	-0.5682605	0.1096602
silicate + phosphate_star	SO	(26.75,27]	0.1299533	-0.0120375	0.2620154
silicate + phosphate_star	SO	(27,27.25]	0.4038441	0.3795283	0.4329772
silicate + phosphate_star	SO	(27.25,27.5]	0.0975258	0.0507524	0.1860432
silicate + phosphate_star	SO	(27.5,27.75]	-0.0111962	-0.0283962	0.0009870
silicate + phosphate_star	SO	(27.75,27.85]	-0.4641225	-0.4962698	-0.4175581
silicate + phosphate_star	SO	(27.85,27.95]	-0.4261497	-0.5329825	-0.2875257
silicate + phosphate_star	SO	(27.95,28.05]	-0.3299983	-0.5626454	-0.1077661
silicate + phosphate_star	SO	(28.05,28.1]	-0.2696030	-0.3852384	-0.0828576
silicate + phosphate_star	SO	(28.1,28.15]	0.6930818	0.6046172	0.8273920
silicate + phosphate_star	SO	(28.1,28.2]	-0.4742512	-0.4955155	-0.4454949
silicate + phosphate_star	SO	(28.15,28.2]	0.5765109	0.2770720	0.8300085
silicate + phosphate_star	SO	(28.2, Inf]	0.7974301	0.7555376	0.8245606
silicate + phosphate_star	SO	(28.2,28.3]	-0.5773090	-0.6092776	-0.5255475
silicate + phosphate_star	SO	(28.3, Inf]	0.0132385	-0.0638934	0.1466767
temp + aou	Atlantic	(-Inf,26]	-0.3285854	-0.6851943	0.1407728
temp + aou	Atlantic	(26,26.5]	-0.3064636	-0.5608531	-0.0558721
temp + aou	Atlantic	(26.5,26.75]	0.2318235	-0.0656255	0.4306455
temp + aou	Atlantic	(26.75,27]	0.4248256	0.2307345	0.6187055
temp + aou	Atlantic	(27,27.25]	0.4490010	0.4008173	0.5268016
temp + aou	Atlantic	(27.25,27.5]	0.4973368	0.3343286	0.6308929
temp + aou	Atlantic	(27.5,27.75]	0.4669360	0.3918283	0.5605176
temp + aou	Atlantic	(27.75,27.85]	0.2057878	0.1363852	0.2440273
temp + aou	Atlantic	(27.85,27.95]	0.1112827	-0.0127027	0.2066021
temp + aou	Atlantic	(27.95,28.05]	0.0336759	-0.1803754	0.2956697
temp + aou	Atlantic	(28.05,28.1]	-0.5478803	-0.6266348	-0.3985195
temp + aou	Atlantic	(28.1,28.15]	-0.6585522	-0.7477625	-0.4910268
temp + aou	Atlantic	(28.15,28.2]	-0.7067415	-0.7751708	-0.6430701
temp + aou	Atlantic	(28.2, Inf]	-0.8279437	-0.9469453	-0.7195161
temp + aou	Indo-Pacific	(-Inf,26]	-0.3304686	-0.3926806	-0.2516858
temp + aou	Indo-Pacific	(26,26.5]	-0.2884218	-0.4161910	-0.1223384
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2475378	-0.5198258	-0.0591370
temp + aou	Indo-Pacific	(26.75,27]	-0.4139610	-0.5640292	-0.2755331
temp + aou	Indo-Pacific	(27,27.25]	-0.5901226	-0.7013705	-0.5001302
temp + aou	Indo-Pacific	(27.25,27.5]	-0.6057747	-0.7484128	-0.4627468
temp + aou	Indo-Pacific	(27.5,27.75]	-0.3851805	-0.5074594	-0.2805356
temp + aou	Indo-Pacific	(27.75,27.85]	-0.1135492	-0.1655234	-0.0761151
temp + aou	Indo-Pacific	(27.85,27.95]	0.0306773	-0.0497810	0.1223752
temp + aou	Indo-Pacific	(27.95,28.05]	0.1634968	0.0997779	0.2878652
temp + aou	Indo-Pacific	(28.05,28.1]	0.1824705	0.0250840	0.4459092
temp + aou	Indo-Pacific	(28.1,28.2]	0.2881434	0.1138119	0.4419570
temp + aou	Indo-Pacific	(28.2,28.3]	0.4684936	0.2946393	0.5630705
temp + aou	Indo-Pacific	(28.3, Inf]	0.7312390	0.6966176	0.7623440
temp + aou	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + aou	SO	(26,26.5]	0.7506444	0.4404771	0.9527854
temp + aou	SO	(26.5,26.75]	0.2624584	-0.0027172	0.6898939
temp + aou	SO	(26.75,27]	0.0377786	-0.1020322	0.2440238
temp + aou	SO	(27,27.25]	0.0466199	-0.0180408	0.0790702
temp + aou	SO	(27.25,27.5]	0.4302944	0.3212600	0.4881571
temp + aou	SO	(27.5,27.75]	0.3063298	0.2260787	0.3658725
temp + aou	SO	(27.75,27.85]	0.7550780	0.7349445	0.7826540
temp + aou	SO	(27.85,27.95]	0.8396301	0.7846499	0.8785167
temp + aou	SO	(27.95,28.05]	0.7730799	0.7173847	0.8360405
temp + aou	SO	(28.05,28.1]	0.7124449	0.6534302	0.7441798
temp + aou	SO	(28.1,28.15]	0.0164971	-0.4266519	0.3565745
temp + aou	SO	(28.1,28.2]	0.7882659	0.7530485	0.8060161
temp + aou	SO	(28.15,28.2]	-0.1599684	-0.6148342	0.2763288
temp + aou	SO	(28.2, Inf]	0.1409087	-0.0371694	0.3215153
temp + aou	SO	(28.2,28.3]	0.7958486	0.7469056	0.8320676
temp + aou	SO	(28.3, Inf]	0.3553317	0.1446778	0.5077032
temp + nitrate	Atlantic	(-Inf,26]	-0.3919257	-0.9131852	0.6096252
temp + nitrate	Atlantic	(26,26.5]	-0.2537778	-0.4998839	0.0675040
temp + nitrate	Atlantic	(26.5,26.75]	0.1999565	-0.1634159	0.4377891
temp + nitrate	Atlantic	(26.75,27]	0.4436574	0.2106494	0.6193458
temp + nitrate	Atlantic	(27,27.25]	0.4117377	0.3018130	0.5381613
temp + nitrate	Atlantic	(27.25,27.5]	0.3907362	0.2081072	0.4958608
temp + nitrate	Atlantic	(27.5,27.75]	0.3483183	0.2910601	0.4443335
temp + nitrate	Atlantic	(27.75,27.85]	-0.0088321	-0.1027179	0.0759329
temp + nitrate	Atlantic	(27.85,27.95]	-0.0647977	-0.1986970	0.0431148
temp + nitrate	Atlantic	(27.95,28.05]	-0.0515867	-0.2942043	0.2164096
temp + nitrate	Atlantic	(28.05,28.1]	-0.5603155	-0.6531676	-0.4237665
temp + nitrate	Atlantic	(28.1,28.15]	-0.6698795	-0.7812121	-0.4709382
temp + nitrate	Atlantic	(28.15,28.2]	-0.7846185	-0.8429838	-0.7546313
temp + nitrate	Atlantic	(28.2, Inf]	-0.7307334	-0.9674744	-0.5157375
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5567189	-0.6353896	-0.4712404
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5744102	-0.6894116	-0.4399796
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5388791	-0.7387481	-0.4067955
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6729260	-0.7556452	-0.5886778
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7687128	-0.8315998	-0.7266139
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.7571480	-0.8395137	-0.6893919
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.5603359	-0.6326118	-0.5024553
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2517049	-0.2968890	-0.1845277
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.0911166	-0.1704244	0.0491058
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0420856	-0.0771569	0.2173587
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0759544	-0.1260697	0.3897348
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.1804756	-0.0151459	0.3763427
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.3453802	0.1090397	0.4774978
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4250112	0.3538840	0.5238797
temp + nitrate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + nitrate	SO	(26,26.5]	0.4944716	-0.0171905	0.8498851
temp + nitrate	SO	(26.5,26.75]	-0.3806195	-0.5646427	-0.0736112
temp + nitrate	SO	(26.75,27]	-0.5818399	-0.6536779	-0.4803632
temp + nitrate	SO	(27,27.25]	-0.5383146	-0.5512329	-0.5228279
temp + nitrate	SO	(27.25,27.5]	-0.1563792	-0.2531123	-0.1071669
temp + nitrate	SO	(27.5,27.75]	-0.0854334	-0.1395824	-0.0564504
temp + nitrate	SO	(27.75,27.85]	0.5387305	0.4873088	0.5660890
temp + nitrate	SO	(27.85,27.95]	0.5891407	0.4882640	0.6682070
temp + nitrate	SO	(27.95,28.05]	0.4313144	0.2393930	0.6268665
temp + nitrate	SO	(28.05,28.1]	0.2807001	0.0878886	0.3802362
temp + nitrate	SO	(28.1,28.15]	-0.8211290	-0.8866077	-0.7295314
temp + nitrate	SO	(28.1,28.2]	0.5289755	0.4630149	0.6019859
temp + nitrate	SO	(28.15,28.2]	-0.8259378	-0.9111612	-0.6981395
temp + nitrate	SO	(28.2, Inf]	-0.5423350	-0.6593060	-0.4566239
temp + nitrate	SO	(28.2,28.3]	0.6301964	0.5564531	0.6903630
temp + nitrate	SO	(28.3, Inf]	0.3713823	0.2526731	0.4640006
temp + phosphate	Atlantic	(-Inf,26]	-0.3082170	-0.6828970	-0.0794935
temp + phosphate	Atlantic	(26,26.5]	-0.5295649	-0.7901001	-0.2827006
temp + phosphate	Atlantic	(26.5,26.75]	0.0073273	-0.3858015	0.2531292
temp + phosphate	Atlantic	(26.75,27]	0.3110997	0.0477142	0.5388284
temp + phosphate	Atlantic	(27,27.25]	0.2846327	0.2242186	0.3623702
temp + phosphate	Atlantic	(27.25,27.5]	0.2678696	0.1114286	0.3518059
temp + phosphate	Atlantic	(27.5,27.75]	0.2758781	0.2228962	0.3670366
temp + phosphate	Atlantic	(27.75,27.85]	-0.0455521	-0.1387341	0.0424989
temp + phosphate	Atlantic	(27.85,27.95]	-0.1000737	-0.2319953	0.0079787
temp + phosphate	Atlantic	(27.95,28.05]	-0.0765723	-0.3204578	0.1886645
temp + phosphate	Atlantic	(28.05,28.1]	-0.5841070	-0.6761113	-0.4569016
temp + phosphate	Atlantic	(28.1,28.15]	-0.6915579	-0.8030028	-0.5015433
temp + phosphate	Atlantic	(28.15,28.2]	-0.7886737	-0.8446105	-0.7490565
temp + phosphate	Atlantic	(28.2, Inf]	-0.7318359	-0.9598257	-0.5213366
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5196884	-0.5890439	-0.4254314
temp + phosphate	Indo-Pacific	(26,26.5]	-0.5087567	-0.6369658	-0.3397446
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4601816	-0.6670096	-0.2983472
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5911543	-0.7012175	-0.4862857
temp + phosphate	Indo-Pacific	(27,27.25]	-0.7003343	-0.7756064	-0.6461514
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.7026440	-0.8027952	-0.6080639
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.4944020	-0.5838829	-0.4228193
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.1908264	-0.2416268	-0.1434305
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.0338515	-0.1154173	0.0845879
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.1096113	0.0292974	0.2543382
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.1543599	-0.0089795	0.4343345
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.2570860	0.0879025	0.4186547
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4325154	0.2464737	0.5306635
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.5796587	0.5322237	0.6413313
temp + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate	SO	(26,26.5]	0.4077209	-0.1701288	0.8108427
temp + phosphate	SO	(26.5,26.75]	-0.5020832	-0.6428521	-0.2790230
temp + phosphate	SO	(26.75,27]	-0.5957491	-0.6611414	-0.5050879
temp + phosphate	SO	(27,27.25]	-0.5635978	-0.5774733	-0.5499646
temp + phosphate	SO	(27.25,27.5]	-0.1806723	-0.2750223	-0.1331567
temp + phosphate	SO	(27.5,27.75]	-0.0795808	-0.1309202	-0.0531250
temp + phosphate	SO	(27.75,27.85]	0.5297572	0.4765805	0.5584517
temp + phosphate	SO	(27.85,27.95]	0.5728760	0.4735975	0.6556921
temp + phosphate	SO	(27.95,28.05]	0.4302014	0.2374101	0.6265634
temp + phosphate	SO	(28.05,28.1]	0.3005828	0.1087966	0.4006255
temp + phosphate	SO	(28.1,28.15]	-0.8154345	-0.8735299	-0.7338533
temp + phosphate	SO	(28.1,28.2]	0.5553135	0.4994375	0.6208937
temp + phosphate	SO	(28.15,28.2]	-0.8157650	-0.9011400	-0.6905264
temp + phosphate	SO	(28.2, Inf]	-0.4060892	-0.5437008	-0.3244811
temp + phosphate	SO	(28.2,28.3]	0.6675287	0.6079653	0.7147659
temp + phosphate	SO	(28.3, Inf]	0.4074936	0.3160552	0.4786552
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6886255	-0.9750665	-0.2611051
temp + phosphate_star	Atlantic	(26,26.5]	-0.8336433	-0.8751762	-0.7898469
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7900473	-0.8719020	-0.7167962
temp + phosphate_star	Atlantic	(26.75,27]	-0.6650056	-0.7256564	-0.5465880
temp + phosphate_star	Atlantic	(27,27.25]	-0.5943315	-0.6428990	-0.5260997
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6062728	-0.6710769	-0.5519647
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.3104588	-0.3913766	-0.2644425
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.3419854	-0.4169582	-0.2615112
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.3517013	-0.4576561	-0.2627430
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.2611200	-0.4891495	-0.0269617
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.6491811	-0.7459797	-0.5505854
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.7391038	-0.8621862	-0.5549761
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8564667	-0.8995545	-0.8343204
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.7427503	-0.9727696	-0.5328652
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8898651	-0.9166613	-0.8537478
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9338153	-0.9609956	-0.8922305
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9501338	-0.9621851	-0.9267316
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9594711	-0.9688062	-0.9467903
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9562839	-0.9612729	-0.9505693
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9395691	-0.9434465	-0.9344936
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9309496	-0.9390630	-0.9240859
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8820537	-0.9231903	-0.8058400
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8369971	-0.8997022	-0.7148155
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7516793	-0.8482339	-0.5866048
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5073900	-0.7220523	-0.1675978
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4242181	-0.6764815	-0.1729664
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3701459	-0.4563256	-0.2745100
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8764207	-0.9239513	-0.8437204
temp + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate_star	SO	(26,26.5]	-0.9814795	-0.9944091	-0.9744685
temp + phosphate_star	SO	(26.5,26.75]	-0.9659945	-0.9661895	-0.9657613
temp + phosphate_star	SO	(26.75,27]	-0.9636851	-0.9689002	-0.9554885
temp + phosphate_star	SO	(27,27.25]	-0.9810554	-0.9826167	-0.9802587
temp + phosphate_star	SO	(27.25,27.5]	-0.9912555	-0.9919976	-0.9908597
temp + phosphate_star	SO	(27.5,27.75]	-0.9794729	-0.9832031	-0.9723763
temp + phosphate_star	SO	(27.75,27.85]	-0.9711999	-0.9747085	-0.9663136
temp + phosphate_star	SO	(27.85,27.95]	-0.9610222	-0.9722869	-0.9420055
temp + phosphate_star	SO	(27.95,28.05]	-0.9370317	-0.9404182	-0.9352437
temp + phosphate_star	SO	(28.05,28.1]	-0.9249032	-0.9303151	-0.9213441
temp + phosphate_star	SO	(28.1,28.15]	-0.9492094	-0.9655957	-0.9250175
temp + phosphate_star	SO	(28.1,28.2]	-0.8790696	-0.8926631	-0.8683467
temp + phosphate_star	SO	(28.15,28.2]	-0.9472159	-0.9639369	-0.9228924
temp + phosphate_star	SO	(28.2, Inf]	-0.6118204	-0.7537705	-0.5238058
temp + phosphate_star	SO	(28.2,28.3]	-0.8177131	-0.8320306	-0.8082924
temp + phosphate_star	SO	(28.3, Inf]	-0.2843288	-0.4588834	-0.0419590
temp + silicate	Atlantic	(-Inf,26]	-0.5866967	-0.7155865	-0.4457696
temp + silicate	Atlantic	(26,26.5]	0.0983970	0.0260510	0.1469028
temp + silicate	Atlantic	(26.5,26.75]	0.2110845	0.0201662	0.4298873
temp + silicate	Atlantic	(26.75,27]	0.3259555	0.0459318	0.5126560
temp + silicate	Atlantic	(27,27.25]	0.1839396	0.0137874	0.3416909
temp + silicate	Atlantic	(27.25,27.5]	0.1720684	0.0169045	0.2609701
temp + silicate	Atlantic	(27.5,27.75]	0.1228753	0.0960603	0.1696579
temp + silicate	Atlantic	(27.75,27.85]	-0.2985329	-0.4113164	-0.2179545
temp + silicate	Atlantic	(27.85,27.95]	-0.4068213	-0.5110965	-0.3447755
temp + silicate	Atlantic	(27.95,28.05]	-0.3952273	-0.6059902	-0.1981274
temp + silicate	Atlantic	(28.05,28.1]	-0.7752223	-0.8403253	-0.7328660
temp + silicate	Atlantic	(28.1,28.15]	-0.7686424	-0.8739615	-0.6350531
temp + silicate	Atlantic	(28.15,28.2]	-0.7882955	-0.8290495	-0.7277715
temp + silicate	Atlantic	(28.2, Inf]	-0.7901669	-0.9436322	-0.6455388
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6042938	-0.7257394	-0.4031928
temp + silicate	Indo-Pacific	(26,26.5]	-0.6534942	-0.7123939	-0.5474143
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6758920	-0.8046608	-0.6020163
temp + silicate	Indo-Pacific	(26.75,27]	-0.7333402	-0.7846878	-0.6940257
temp + silicate	Indo-Pacific	(27,27.25]	-0.8025841	-0.8330741	-0.7763335
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.8242976	-0.8742489	-0.7845994
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.6599196	-0.7052708	-0.6197234
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.3603797	-0.4155665	-0.2825127
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.1930076	-0.2917418	-0.0382370
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.0587823	-0.1615677	0.1231920
temp + silicate	Indo-Pacific	(28.05,28.1]	0.0672472	-0.1074594	0.3676010
temp + silicate	Indo-Pacific	(28.1,28.2]	0.0139314	-0.1255589	0.2173156
temp + silicate	Indo-Pacific	(28.2,28.3]	0.2124611	-0.0086316	0.3315292
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8077792	0.7592640	0.8359756
temp + silicate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
temp + silicate	SO	(26,26.5]	0.6426687	0.2752860	0.8805079
temp + silicate	SO	(26.5,26.75]	0.2308707	0.0218635	0.5920139
temp + silicate	SO	(26.75,27]	-0.1036558	-0.2111795	0.0490715
temp + silicate	SO	(27,27.25]	-0.4259993	-0.4624636	-0.3637072
temp + silicate	SO	(27.25,27.5]	-0.1741544	-0.2770901	-0.1124243
temp + silicate	SO	(27.5,27.75]	-0.0719185	-0.1183014	-0.0380428
temp + silicate	SO	(27.75,27.85]	0.4944692	0.4384256	0.5430955
temp + silicate	SO	(27.85,27.95]	0.5423255	0.4601203	0.6263271
temp + silicate	SO	(27.95,28.05]	0.5031272	0.3406908	0.6785676
temp + silicate	SO	(28.05,28.1]	0.4822431	0.3477197	0.5514531
temp + silicate	SO	(28.1,28.15]	-0.6161247	-0.7182519	-0.5642335
temp + silicate	SO	(28.1,28.2]	0.6683792	0.6556161	0.6905759
temp + silicate	SO	(28.15,28.2]	-0.5326128	-0.7478493	-0.2855130
temp + silicate	SO	(28.2, Inf]	-0.1486054	-0.2741382	-0.0786686
temp + silicate	SO	(28.2,28.3]	0.7576198	0.7445320	0.7723611
temp + silicate	SO	(28.3, Inf]	0.3620624	0.3245825	0.4156229

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
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]	0.1892332	-0.1950518	0.5460197
aou	Atlantic	(26,26.5]	0.1506773	-0.0037491	0.2942402
aou	Atlantic	(26.5,26.75]	-0.3147745	-0.3279689	-0.2909347
aou	Atlantic	(26.75,27]	-0.3979600	-0.4552251	-0.3407390
aou	Atlantic	(27,27.25]	-0.5718911	-0.6153689	-0.4952263
aou	Atlantic	(27.25,27.5]	-0.7700233	-0.8037680	-0.7293106
aou	Atlantic	(27.5,27.75]	-0.7931399	-0.8135621	-0.7701122
aou	Atlantic	(27.75,27.85]	-0.8362159	-0.8535977	-0.8206136
aou	Atlantic	(27.85,27.95]	-0.9094255	-0.9257462	-0.8992379
aou	Atlantic	(27.95,28.05]	-0.8608018	-0.8782468	-0.8519335
aou	Atlantic	(28.05,28.1]	-0.9483799	-0.9647147	-0.9290529
aou	Atlantic	(28.1,28.15]	-0.9293453	-0.9622924	-0.8936480
aou	Atlantic	(28.15,28.2]	-0.9301319	-0.9550651	-0.9171792
aou	Atlantic	(28.2, Inf]	-0.9299258	-0.9894205	-0.8908912
aou	Indo-Pacific	(-Inf,26]	0.1799668	0.0962225	0.3277704
aou	Indo-Pacific	(26,26.5]	-0.4146475	-0.4885400	-0.3482228
aou	Indo-Pacific	(26.5,26.75]	-0.6326794	-0.6952916	-0.5870496
aou	Indo-Pacific	(26.75,27]	-0.8034307	-0.8566325	-0.7474692
aou	Indo-Pacific	(27,27.25]	-0.6316177	-0.6788934	-0.5659845
aou	Indo-Pacific	(27.25,27.5]	-0.3229700	-0.3674572	-0.2793727
aou	Indo-Pacific	(27.5,27.75]	0.3841150	0.3383645	0.4349052
aou	Indo-Pacific	(27.75,27.85]	0.8554018	0.8310015	0.8854970
aou	Indo-Pacific	(27.85,27.95]	0.9195477	0.9086291	0.9402182
aou	Indo-Pacific	(27.95,28.05]	0.9309365	0.9113400	0.9499506
aou	Indo-Pacific	(28.05,28.1]	0.9332667	0.9037679	0.9580695
aou	Indo-Pacific	(28.1,28.2]	0.8552232	0.8209420	0.8793509
aou	Indo-Pacific	(28.2,28.3]	0.6341055	0.5507426	0.7300676
aou	Indo-Pacific	(28.3, Inf]	0.8352425	0.7638842	0.9063485
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	0.6439422	0.4790791	0.8908048
aou	SO	(26.5,26.75]	-0.0081385	-0.3105105	0.4084374
aou	SO	(26.75,27]	-0.4630589	-0.5828200	-0.3101976
aou	SO	(27,27.25]	-0.4444686	-0.5994991	-0.3615349
aou	SO	(27.25,27.5]	-0.2681975	-0.5177445	-0.0525085
aou	SO	(27.5,27.75]	-0.5970414	-0.7914716	-0.3163832
aou	SO	(27.75,27.85]	-0.6698871	-0.8484408	-0.3292331
aou	SO	(27.85,27.95]	-0.5895048	-0.8715310	-0.0677782
aou	SO	(27.95,28.05]	-0.4730584	-0.7770307	-0.0717818
aou	SO	(28.05,28.1]	-0.5507362	-0.7702152	-0.2275877
aou	SO	(28.1,28.15]	-0.4552050	-0.6166252	-0.3162609
aou	SO	(28.1,28.2]	-0.6594347	-0.8556463	-0.4584720
aou	SO	(28.15,28.2]	-0.5362198	-0.7782977	-0.2886464
aou	SO	(28.2, Inf]	0.2592891	-0.1834294	0.5309946
aou	SO	(28.2,28.3]	-0.5789989	-0.7337446	-0.4973443
aou	SO	(28.3, Inf]	0.0446364	-0.1545536	0.3461598
nitrate	Atlantic	(-Inf,26]	-0.1401512	-0.6676609	0.3066229
nitrate	Atlantic	(26,26.5]	-0.1682213	-0.3305327	0.0134920
nitrate	Atlantic	(26.5,26.75]	-0.4520300	-0.4612556	-0.4431716
nitrate	Atlantic	(26.75,27]	-0.5183755	-0.5719758	-0.4831436
nitrate	Atlantic	(27,27.25]	-0.7195753	-0.7655548	-0.6655076
nitrate	Atlantic	(27.25,27.5]	-0.8860461	-0.9114722	-0.8596881
nitrate	Atlantic	(27.5,27.75]	-0.9220671	-0.9310009	-0.9164177
nitrate	Atlantic	(27.75,27.85]	-0.9616478	-0.9620469	-0.9612631
nitrate	Atlantic	(27.85,27.95]	-0.9714545	-0.9748452	-0.9654950
nitrate	Atlantic	(27.95,28.05]	-0.9170203	-0.9306346	-0.9014434
nitrate	Atlantic	(28.05,28.1]	-0.9854598	-0.9901526	-0.9789078
nitrate	Atlantic	(28.1,28.15]	-0.9815005	-0.9904147	-0.9735086
nitrate	Atlantic	(28.15,28.2]	-0.9837213	-0.9902799	-0.9802071
nitrate	Atlantic	(28.2, Inf]	-0.9876692	-0.9989817	-0.9814070
nitrate	Indo-Pacific	(-Inf,26]	0.1844304	0.1050604	0.3307803
nitrate	Indo-Pacific	(26,26.5]	-0.4933780	-0.5549368	-0.3905649
nitrate	Indo-Pacific	(26.5,26.75]	-0.6512751	-0.6796842	-0.6333596
nitrate	Indo-Pacific	(26.75,27]	-0.6933944	-0.7601552	-0.6539065
nitrate	Indo-Pacific	(27,27.25]	-0.4832028	-0.5180536	-0.4298680
nitrate	Indo-Pacific	(27.25,27.5]	-0.2604943	-0.2841438	-0.2261168
nitrate	Indo-Pacific	(27.5,27.75]	0.3651642	0.3194249	0.4499760
nitrate	Indo-Pacific	(27.75,27.85]	0.8464990	0.8270148	0.8835144
nitrate	Indo-Pacific	(27.85,27.95]	0.9181626	0.9027720	0.9407705
nitrate	Indo-Pacific	(27.95,28.05]	0.9368912	0.9263581	0.9570290
nitrate	Indo-Pacific	(28.05,28.1]	0.9406160	0.9294510	0.9601086
nitrate	Indo-Pacific	(28.1,28.2]	0.8768719	0.8600154	0.8917879
nitrate	Indo-Pacific	(28.2,28.3]	0.7081328	0.6709033	0.7591032
nitrate	Indo-Pacific	(28.3, Inf]	0.5921464	0.4301101	0.7703615
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	0.5641880	0.2135094	0.9095273
nitrate	SO	(26.5,26.75]	-0.3625283	-0.6621003	0.1160982
nitrate	SO	(26.75,27]	-0.7688929	-0.8050804	-0.7413603
nitrate	SO	(27,27.25]	-0.8598287	-0.9158708	-0.8308739
nitrate	SO	(27.25,27.5]	-0.7320590	-0.8752886	-0.5955800
nitrate	SO	(27.5,27.75]	-0.8129195	-0.9250974	-0.6474203
nitrate	SO	(27.75,27.85]	-0.7005578	-0.8215360	-0.4866149
nitrate	SO	(27.85,27.95]	-0.6446335	-0.8155970	-0.3692381
nitrate	SO	(27.95,28.05]	-0.6228653	-0.6960514	-0.4801388
nitrate	SO	(28.05,28.1]	-0.6105978	-0.6315069	-0.5727196
nitrate	SO	(28.1,28.15]	-0.8597499	-0.9479472	-0.7604255
nitrate	SO	(28.1,28.2]	-0.6040434	-0.6797851	-0.5060522
nitrate	SO	(28.15,28.2]	-0.8581024	-0.9737686	-0.7859785
nitrate	SO	(28.2, Inf]	-0.6727092	-0.8288536	-0.5861207
nitrate	SO	(28.2,28.3]	-0.5322755	-0.5745498	-0.4581802
nitrate	SO	(28.3, Inf]	-0.2595913	-0.4364576	-0.0501233
phosphate	Atlantic	(-Inf,26]	0.3567055	0.1828697	0.5301524
phosphate	Atlantic	(26,26.5]	0.2027186	0.1055567	0.3126257
phosphate	Atlantic	(26.5,26.75]	-0.3961710	-0.4407871	-0.3529555
phosphate	Atlantic	(26.75,27]	-0.4790655	-0.5634979	-0.3960522
phosphate	Atlantic	(27,27.25]	-0.7004072	-0.7054940	-0.6935468
phosphate	Atlantic	(27.25,27.5]	-0.8614524	-0.8720013	-0.8519905
phosphate	Atlantic	(27.5,27.75]	-0.9141565	-0.9224733	-0.9009519
phosphate	Atlantic	(27.75,27.85]	-0.9651638	-0.9672471	-0.9621849
phosphate	Atlantic	(27.85,27.95]	-0.9724244	-0.9771341	-0.9637669
phosphate	Atlantic	(27.95,28.05]	-0.9257941	-0.9379273	-0.9108921
phosphate	Atlantic	(28.05,28.1]	-0.9850614	-0.9896820	-0.9793822
phosphate	Atlantic	(28.1,28.15]	-0.9823426	-0.9906777	-0.9741562
phosphate	Atlantic	(28.15,28.2]	-0.9787852	-0.9856272	-0.9728658
phosphate	Atlantic	(28.2, Inf]	-0.9852143	-0.9960112	-0.9790225
phosphate	Indo-Pacific	(-Inf,26]	0.1482181	0.0323318	0.3297227
phosphate	Indo-Pacific	(26,26.5]	-0.5241768	-0.5466320	-0.5035440
phosphate	Indo-Pacific	(26.5,26.75]	-0.7204832	-0.7480972	-0.6727373
phosphate	Indo-Pacific	(26.75,27]	-0.8149264	-0.8514006	-0.7613600
phosphate	Indo-Pacific	(27,27.25]	-0.6453111	-0.6910606	-0.5880082
phosphate	Indo-Pacific	(27.25,27.5]	-0.4150577	-0.4483954	-0.3967322
phosphate	Indo-Pacific	(27.5,27.75]	0.2967536	0.2671156	0.3482020
phosphate	Indo-Pacific	(27.75,27.85]	0.8371654	0.8147442	0.8706750
phosphate	Indo-Pacific	(27.85,27.95]	0.9151424	0.9002458	0.9370549
phosphate	Indo-Pacific	(27.95,28.05]	0.9317562	0.9168992	0.9527562
phosphate	Indo-Pacific	(28.05,28.1]	0.9308741	0.9047912	0.9577007
phosphate	Indo-Pacific	(28.1,28.2]	0.8539320	0.8156885	0.8743721
phosphate	Indo-Pacific	(28.2,28.3]	0.6483599	0.5620963	0.7461920
phosphate	Indo-Pacific	(28.3, Inf]	0.6682524	0.5382765	0.8193447
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	0.4995774	0.0850604	0.8874429
phosphate	SO	(26.5,26.75]	-0.5767913	-0.7739123	-0.3172872
phosphate	SO	(26.75,27]	-0.8283477	-0.8601386	-0.8007947
phosphate	SO	(27,27.25]	-0.8718783	-0.9248410	-0.8423761
phosphate	SO	(27.25,27.5]	-0.7456156	-0.8845931	-0.6137498
phosphate	SO	(27.5,27.75]	-0.8116529	-0.9224589	-0.6489887
phosphate	SO	(27.75,27.85]	-0.7035171	-0.8167616	-0.5037872
phosphate	SO	(27.85,27.95]	-0.6432245	-0.8089722	-0.3876800
phosphate	SO	(27.95,28.05]	-0.6254896	-0.6979748	-0.4859278
phosphate	SO	(28.05,28.1]	-0.6144371	-0.6305637	-0.5836090
phosphate	SO	(28.1,28.15]	-0.8711160	-0.9570748	-0.7777594
phosphate	SO	(28.1,28.2]	-0.6080524	-0.6893018	-0.4939761
phosphate	SO	(28.15,28.2]	-0.8734035	-0.9792925	-0.8062793
phosphate	SO	(28.2, Inf]	-0.8509288	-0.8743500	-0.8209706
phosphate	SO	(28.2,28.3]	-0.5396126	-0.5944491	-0.4410316
phosphate	SO	(28.3, Inf]	-0.4188217	-0.5286023	-0.2736391
phosphate_star	Atlantic	(-Inf,26]	0.4923764	0.0958506	0.9432183
phosphate_star	Atlantic	(26,26.5]	0.2926535	0.1525773	0.4720552
phosphate_star	Atlantic	(26.5,26.75]	-0.0016229	-0.4176989	0.3529355
phosphate_star	Atlantic	(26.75,27]	-0.0289236	-0.2014660	0.2950802
phosphate_star	Atlantic	(27,27.25]	-0.3113029	-0.6816277	-0.0700120
phosphate_star	Atlantic	(27.25,27.5]	-0.3161605	-0.5459630	-0.1221469
phosphate_star	Atlantic	(27.5,27.75]	-0.6454697	-0.7492976	-0.5588668
phosphate_star	Atlantic	(27.75,27.85]	-0.9123898	-0.9315775	-0.8843407
phosphate_star	Atlantic	(27.85,27.95]	-0.9271557	-0.9431033	-0.8979628
phosphate_star	Atlantic	(27.95,28.05]	-0.9000578	-0.9188694	-0.8777528
phosphate_star	Atlantic	(28.05,28.1]	-0.9851274	-0.9877122	-0.9820780
phosphate_star	Atlantic	(28.1,28.15]	-0.9898084	-0.9933963	-0.9836005
phosphate_star	Atlantic	(28.15,28.2]	-0.9879459	-0.9915657	-0.9822024
phosphate_star	Atlantic	(28.2, Inf]	-0.9840929	-0.9942235	-0.9774219
phosphate_star	Indo-Pacific	(-Inf,26]	0.2128273	0.0848158	0.3678834
phosphate_star	Indo-Pacific	(26,26.5]	-0.4909699	-0.6060550	-0.3865591
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5902502	-0.6871431	-0.4733397
phosphate_star	Indo-Pacific	(26.75,27]	-0.5074789	-0.5785468	-0.4492162
phosphate_star	Indo-Pacific	(27,27.25]	-0.4033759	-0.4480343	-0.3392135
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5055271	-0.5224515	-0.4907202
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1873475	-0.2273416	-0.1485800
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2751015	0.2274330	0.3386254
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3764515	0.3399932	0.3998097
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4541208	0.3977454	0.5276561
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6011479	0.4891553	0.7462053
phosphate_star	Indo-Pacific	(28.1,28.2]	0.6462387	0.5794336	0.7479830
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4709298	0.3662565	0.5634144
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8529249	-0.8763845	-0.8113461
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.5900019	-0.7971686	-0.3851889
phosphate_star	SO	(26.5,26.75]	-0.7157819	-0.7857318	-0.5852963
phosphate_star	SO	(26.75,27]	-0.6771802	-0.7417981	-0.6108621
phosphate_star	SO	(27,27.25]	-0.7927314	-0.8355609	-0.7107621
phosphate_star	SO	(27.25,27.5]	-0.6303670	-0.7646513	-0.5112170
phosphate_star	SO	(27.5,27.75]	-0.3459297	-0.6020483	-0.1264389
phosphate_star	SO	(27.75,27.85]	0.3974177	-0.0847820	0.6447698
phosphate_star	SO	(27.85,27.95]	0.3517561	-0.4057584	0.7385150
phosphate_star	SO	(27.95,28.05]	0.0960352	-0.5245789	0.6703790
phosphate_star	SO	(28.05,28.1]	0.1968224	-0.4714162	0.6069293
phosphate_star	SO	(28.1,28.15]	-0.6540889	-0.9114296	-0.4897846
phosphate_star	SO	(28.1,28.2]	0.4965888	0.2075424	0.8086283
phosphate_star	SO	(28.15,28.2]	-0.6784375	-0.9380499	-0.4737735
phosphate_star	SO	(28.2, Inf]	-0.9226088	-0.9540892	-0.8967149
phosphate_star	SO	(28.2,28.3]	0.4276760	0.2651288	0.7190833
phosphate_star	SO	(28.3, Inf]	-0.4765970	-0.7437771	-0.2900732
sal	Atlantic	(-Inf,26]	0.0022302	-0.8210126	0.8040543
sal	Atlantic	(26,26.5]	-0.2001214	-0.4785317	0.0131991
sal	Atlantic	(26.5,26.75]	-0.4546102	-0.8134966	0.1096346
sal	Atlantic	(26.75,27]	-0.6678022	-0.8494574	-0.4738020
sal	Atlantic	(27,27.25]	-0.5221588	-0.7219683	-0.2493052
sal	Atlantic	(27.25,27.5]	-0.5056484	-0.6214929	-0.2874098
sal	Atlantic	(27.5,27.75]	-0.5176845	-0.5858435	-0.4176018
sal	Atlantic	(27.75,27.85]	-0.1573098	-0.2326777	-0.0346333
sal	Atlantic	(27.85,27.95]	-0.0983427	-0.2001546	0.0506388
sal	Atlantic	(27.95,28.05]	-0.1375008	-0.3608920	0.1574736
sal	Atlantic	(28.05,28.1]	0.6540163	0.5533745	0.7863842
sal	Atlantic	(28.1,28.15]	0.7807986	0.6322659	0.9091876
sal	Atlantic	(28.15,28.2]	0.7933505	0.7551478	0.8485939
sal	Atlantic	(28.2, Inf]	0.8906085	0.8272871	0.9736381
sal	Indo-Pacific	(-Inf,26]	0.0605508	-0.1463900	0.3760314
sal	Indo-Pacific	(26,26.5]	0.3258044	0.2533169	0.3642036
sal	Indo-Pacific	(26.5,26.75]	0.4249010	0.3430583	0.4754172
sal	Indo-Pacific	(26.75,27]	0.3362751	0.2708497	0.4607665
sal	Indo-Pacific	(27,27.25]	0.1548558	0.0803530	0.2182255
sal	Indo-Pacific	(27.25,27.5]	0.0984817	0.0571166	0.1557671
sal	Indo-Pacific	(27.5,27.75]	-0.2630382	-0.3516984	-0.0914341
sal	Indo-Pacific	(27.75,27.85]	-0.2753392	-0.3264528	-0.1794809
sal	Indo-Pacific	(27.85,27.95]	-0.1188715	-0.2112130	-0.0041317
sal	Indo-Pacific	(27.95,28.05]	0.0443997	-0.1160875	0.2429632
sal	Indo-Pacific	(28.05,28.1]	0.1631922	-0.1409543	0.4545917
sal	Indo-Pacific	(28.1,28.2]	0.1978227	-0.0759666	0.4736745
sal	Indo-Pacific	(28.2,28.3]	-0.0826519	-0.4305011	0.1795258
sal	Indo-Pacific	(28.3, Inf]	0.8217310	0.7877428	0.8401834
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	0.6142189	0.4422415	0.8664850
sal	SO	(26.5,26.75]	0.5684437	0.3606921	0.6887505
sal	SO	(26.75,27]	0.6067187	0.5511213	0.7169499
sal	SO	(27,27.25]	0.7673405	0.6887560	0.8298181
sal	SO	(27.25,27.5]	0.5002869	0.4148801	0.6100125
sal	SO	(27.5,27.75]	-0.0183124	-0.2200247	0.2915324
sal	SO	(27.75,27.85]	-0.5014255	-0.7743818	-0.0001664
sal	SO	(27.85,27.95]	-0.4174416	-0.8065813	0.3297646
sal	SO	(27.95,28.05]	-0.1364944	-0.6898962	0.5096707
sal	SO	(28.05,28.1]	-0.2020441	-0.6175249	0.4969377
sal	SO	(28.1,28.15]	0.7512047	0.6143252	0.9211343
sal	SO	(28.1,28.2]	-0.4544180	-0.8088153	-0.0550183
sal	SO	(28.15,28.2]	0.7512034	0.6011919	0.9457408
sal	SO	(28.2, Inf]	-0.2251798	-0.4517682	0.2167292
sal	SO	(28.2,28.3]	-0.3441825	-0.7568513	0.1718158
sal	SO	(28.3, Inf]	-0.0030597	-0.3735127	0.3713899
silicate	Atlantic	(-Inf,26]	-0.2216326	-0.8395085	0.2774079
silicate	Atlantic	(26,26.5]	-0.4720830	-0.5429928	-0.3991504
silicate	Atlantic	(26.5,26.75]	-0.4303580	-0.5342400	-0.3110105
silicate	Atlantic	(26.75,27]	-0.6686970	-0.7433105	-0.6023798
silicate	Atlantic	(27,27.25]	-0.8560765	-0.8827017	-0.8413971
silicate	Atlantic	(27.25,27.5]	-0.8974476	-0.9256099	-0.8822655
silicate	Atlantic	(27.5,27.75]	-0.8908293	-0.9266927	-0.8635438
silicate	Atlantic	(27.75,27.85]	-0.9175098	-0.9229764	-0.9067732
silicate	Atlantic	(27.85,27.95]	-0.8823948	-0.9021460	-0.8568093
silicate	Atlantic	(27.95,28.05]	-0.8065748	-0.8360883	-0.7861131
silicate	Atlantic	(28.05,28.1]	-0.8811127	-0.9058155	-0.8458213
silicate	Atlantic	(28.1,28.15]	-0.8961883	-0.9296476	-0.8414860
silicate	Atlantic	(28.15,28.2]	-0.9180600	-0.9264330	-0.9015962
silicate	Atlantic	(28.2, Inf]	-0.9430718	-0.9729990	-0.9170667
silicate	Indo-Pacific	(-Inf,26]	0.0699949	-0.2156211	0.3291260
silicate	Indo-Pacific	(26,26.5]	-0.6059858	-0.6454887	-0.5767742
silicate	Indo-Pacific	(26.5,26.75]	-0.7418442	-0.7625493	-0.7123195
silicate	Indo-Pacific	(26.75,27]	-0.7049270	-0.7387134	-0.6808953
silicate	Indo-Pacific	(27,27.25]	-0.4803425	-0.5482605	-0.3781490
silicate	Indo-Pacific	(27.25,27.5]	-0.2375291	-0.2862840	-0.1854019
silicate	Indo-Pacific	(27.5,27.75]	0.4026879	0.3716866	0.4374061
silicate	Indo-Pacific	(27.75,27.85]	0.8860660	0.8664117	0.9126175
silicate	Indo-Pacific	(27.85,27.95]	0.9495743	0.9349943	0.9631995
silicate	Indo-Pacific	(27.95,28.05]	0.9631464	0.9514726	0.9795557
silicate	Indo-Pacific	(28.05,28.1]	0.9638058	0.9457785	0.9855180
silicate	Indo-Pacific	(28.1,28.2]	0.9354242	0.8982291	0.9693600
silicate	Indo-Pacific	(28.2,28.3]	0.8438718	0.7731949	0.8904515
silicate	Indo-Pacific	(28.3, Inf]	0.7739128	0.6921261	0.8808652
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	0.3815775	0.0917214	0.7684333
silicate	SO	(26.5,26.75]	-0.1084127	-0.2992389	0.1121063
silicate	SO	(26.75,27]	-0.5093954	-0.6012362	-0.3756071
silicate	SO	(27,27.25]	-0.7506351	-0.8226226	-0.6936757
silicate	SO	(27.25,27.5]	-0.7102267	-0.8646608	-0.5770533
silicate	SO	(27.5,27.75]	-0.7999312	-0.9026605	-0.6447608
silicate	SO	(27.75,27.85]	-0.7289061	-0.8402125	-0.5579505
silicate	SO	(27.85,27.95]	-0.6340428	-0.8170128	-0.3822139
silicate	SO	(27.95,28.05]	-0.5870698	-0.7366025	-0.3683174
silicate	SO	(28.05,28.1]	-0.5927862	-0.6805529	-0.4770769
silicate	SO	(28.1,28.15]	-0.8574523	-0.9405023	-0.8150241
silicate	SO	(28.1,28.2]	-0.6048144	-0.7379561	-0.4144304
silicate	SO	(28.15,28.2]	-0.8218202	-0.9434050	-0.6745485
silicate	SO	(28.2, Inf]	-0.8740104	-0.9536334	-0.7587349
silicate	SO	(28.2,28.3]	-0.5463651	-0.6592140	-0.3858693
silicate	SO	(28.3, Inf]	-0.6070704	-0.6532215	-0.5495271
temp	Atlantic	(-Inf,26]	-0.4108217	-0.9556789	0.1344336
temp	Atlantic	(26,26.5]	-0.3661353	-0.5811775	-0.2017316
temp	Atlantic	(26.5,26.75]	-0.4539263	-0.7960408	0.0950188
temp	Atlantic	(26.75,27]	-0.6463342	-0.8348324	-0.4413830
temp	Atlantic	(27,27.25]	-0.5210217	-0.7279700	-0.2248578
temp	Atlantic	(27.25,27.5]	-0.5380455	-0.6420247	-0.3399536
temp	Atlantic	(27.5,27.75]	-0.5076904	-0.5722304	-0.4236967
temp	Atlantic	(27.75,27.85]	-0.0617415	-0.1298346	0.0647688
temp	Atlantic	(27.85,27.95]	-0.0022128	-0.0781432	0.1373234
temp	Atlantic	(27.95,28.05]	-0.1076310	-0.3321095	0.1625644
temp	Atlantic	(28.05,28.1]	0.5155045	0.3881429	0.6381845
temp	Atlantic	(28.1,28.15]	0.6459512	0.4041865	0.8047904
temp	Atlantic	(28.15,28.2]	0.8212325	0.7661241	0.8848278
temp	Atlantic	(28.2, Inf]	0.6421267	0.3640002	0.9707800
temp	Indo-Pacific	(-Inf,26]	-0.4929729	-0.5552923	-0.4569834
temp	Indo-Pacific	(26,26.5]	0.2457987	0.1857243	0.2934808
temp	Indo-Pacific	(26.5,26.75]	0.3801277	0.2907406	0.4298597
temp	Indo-Pacific	(26.75,27]	0.2951529	0.2307274	0.4042814
temp	Indo-Pacific	(27,27.25]	0.1558181	0.0754325	0.2142694
temp	Indo-Pacific	(27.25,27.5]	0.2280151	0.2145934	0.2453123
temp	Indo-Pacific	(27.5,27.75]	-0.0265475	-0.0808646	0.0595317
temp	Indo-Pacific	(27.75,27.85]	-0.2528150	-0.2937356	-0.1815233
temp	Indo-Pacific	(27.85,27.95]	-0.1659258	-0.2173833	-0.0817797
temp	Indo-Pacific	(27.95,28.05]	-0.0743419	-0.1854442	0.0810972
temp	Indo-Pacific	(28.05,28.1]	-0.0690798	-0.3169510	0.2320244
temp	Indo-Pacific	(28.1,28.2]	-0.1206953	-0.3603015	0.1186360
temp	Indo-Pacific	(28.2,28.3]	-0.0396774	-0.3840288	0.2096620
temp	Indo-Pacific	(28.3, Inf]	0.8091206	0.8009146	0.8215525
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.4858078	0.2235730	0.7494562
temp	SO	(26.5,26.75]	0.5708395	0.4176250	0.6520444
temp	SO	(26.75,27]	0.5507687	0.4831361	0.6473399
temp	SO	(27,27.25]	0.7541914	0.6959574	0.7852515
temp	SO	(27.25,27.5]	0.6666922	0.5813915	0.7805294
temp	SO	(27.5,27.75]	0.4219556	0.2141540	0.6370362
temp	SO	(27.75,27.85]	-0.4511386	-0.7027429	-0.0014289
temp	SO	(27.85,27.95]	-0.4517428	-0.7805038	0.1831704
temp	SO	(27.95,28.05]	-0.2553818	-0.7143237	0.2834796
temp	SO	(28.05,28.1]	-0.3421767	-0.6748524	0.2530699
temp	SO	(28.1,28.15]	0.5838947	0.4506096	0.7847047
temp	SO	(28.1,28.2]	-0.6158248	-0.8584077	-0.3040781
temp	SO	(28.15,28.2]	0.6189216	0.4820900	0.8530068
temp	SO	(28.2, Inf]	0.4035753	0.2587938	0.6856956
temp	SO	(28.2,28.3]	-0.3924046	-0.6829391	-0.0345741
temp	SO	(28.3, Inf]	-0.0993123	-0.2695236	0.0192887

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

07 June, 2021