eMLR - assumption testing

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Last updated: 2021-06-24

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

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

Past versions of predictor_correlation_per_basin-2.png

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

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
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")

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8792988	0.8506558	0.8936374
aou + nitrate	Atlantic	(26,26.5]	0.8832446	0.8490608	0.9038205
aou + nitrate	Atlantic	(26.5,26.75]	0.9730903	0.9704405	0.9751219
aou + nitrate	Atlantic	(26.75,27]	0.9838005	0.9776323	0.9879406
aou + nitrate	Atlantic	(27,27.25]	0.9751205	0.9689090	0.9785278
aou + nitrate	Atlantic	(27.25,27.5]	0.9599784	0.9575507	0.9622657
aou + nitrate	Atlantic	(27.5,27.75]	0.9422468	0.9391635	0.9452273
aou + nitrate	Atlantic	(27.75,27.85]	0.9099362	0.8972723	0.9320917
aou + nitrate	Atlantic	(27.85,27.95]	0.9391268	0.9263500	0.9518747
aou + nitrate	Atlantic	(27.95,28.05]	0.9694276	0.9674641	0.9707967
aou + nitrate	Atlantic	(28.05,28.1]	0.9853850	0.9835233	0.9869833
aou + nitrate	Atlantic	(28.1,28.15]	0.9851015	0.9823758	0.9867389
aou + nitrate	Atlantic	(28.15,28.2]	0.9845789	0.9836801	0.9858901
aou + nitrate	Atlantic	(28.2, Inf]	0.9834835	0.9819944	0.9859885
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9330495	0.9221299	0.9418742
aou + nitrate	Indo-Pacific	(26,26.5]	0.8652802	0.8620405	0.8692288
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7569901	0.7350322	0.7961287
aou + nitrate	Indo-Pacific	(26.75,27]	0.7862139	0.7703573	0.8018821
aou + nitrate	Indo-Pacific	(27,27.25]	0.8127082	0.8094853	0.8183222
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.8700073	0.8582784	0.8829655
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9199531	0.9139218	0.9231888
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9738265	0.9690959	0.9775496
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9775326	0.9751780	0.9801221
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9888983	0.9875063	0.9899845
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9880798	0.9871441	0.9889136
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9888288	0.9883296	0.9893916
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9865111	0.9862181	0.9866621
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8842686	0.8822923	0.8853261
aou + nitrate	SO	(-Inf,26]	0.9937828	0.9875656	1.0000000
aou + nitrate	SO	(26,26.5]	0.8344155	0.8137214	0.8579374
aou + nitrate	SO	(26.5,26.75]	0.7025143	0.6853777	0.7321906
aou + nitrate	SO	(26.75,27]	0.7647639	0.7403263	0.7852584
aou + nitrate	SO	(27,27.25]	0.7356799	0.7311948	0.7402983
aou + nitrate	SO	(27.25,27.5]	0.7876696	0.7750632	0.7964661
aou + nitrate	SO	(27.5,27.75]	0.8916481	0.8870840	0.8962685
aou + nitrate	SO	(27.75,27.85]	0.9628100	0.9618752	0.9640943
aou + nitrate	SO	(27.85,27.95]	0.9531622	0.9478078	0.9604473
aou + nitrate	SO	(27.95,28.05]	0.9235680	0.9210988	0.9277762
aou + nitrate	SO	(28.05,28.1]	0.8657823	0.8590312	0.8697225
aou + nitrate	SO	(28.1,28.15]	0.4946076	0.4801327	0.5174530
aou + nitrate	SO	(28.1,28.2]	0.9251559	0.9217950	0.9272524
aou + nitrate	SO	(28.15,28.2]	0.6180540	0.5972124	0.6422709
aou + nitrate	SO	(28.2, Inf]	0.5881341	0.5706519	0.6097605
aou + nitrate	SO	(28.2,28.3]	0.9391889	0.9354977	0.9435625
aou + nitrate	SO	(28.3, Inf]	0.8856577	0.8501874	0.9128732
aou + phosphate	Atlantic	(-Inf,26]	0.9463780	0.9416324	0.9514864
aou + phosphate	Atlantic	(26,26.5]	0.8891787	0.8758066	0.9086562
aou + phosphate	Atlantic	(26.5,26.75]	0.9391289	0.9337747	0.9483512
aou + phosphate	Atlantic	(26.75,27]	0.9661003	0.9631550	0.9695029
aou + phosphate	Atlantic	(27,27.25]	0.9537473	0.9495890	0.9562216
aou + phosphate	Atlantic	(27.25,27.5]	0.9380661	0.9346379	0.9410848
aou + phosphate	Atlantic	(27.5,27.75]	0.9215718	0.9175951	0.9256793
aou + phosphate	Atlantic	(27.75,27.85]	0.8855346	0.8699979	0.9127685
aou + phosphate	Atlantic	(27.85,27.95]	0.9225250	0.9071355	0.9378879
aou + phosphate	Atlantic	(27.95,28.05]	0.9582493	0.9551899	0.9601375
aou + phosphate	Atlantic	(28.05,28.1]	0.9807517	0.9789644	0.9825374
aou + phosphate	Atlantic	(28.1,28.15]	0.9817052	0.9788569	0.9840873
aou + phosphate	Atlantic	(28.15,28.2]	0.9859581	0.9844523	0.9885798
aou + phosphate	Atlantic	(28.2, Inf]	0.9850625	0.9834548	0.9873444
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9684676	0.9666299	0.9704254
aou + phosphate	Indo-Pacific	(26,26.5]	0.9602792	0.9591874	0.9615131
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9688220	0.9674195	0.9706203
aou + phosphate	Indo-Pacific	(26.75,27]	0.9709042	0.9676596	0.9750476
aou + phosphate	Indo-Pacific	(27,27.25]	0.9762994	0.9751307	0.9779002
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9823249	0.9820831	0.9826035
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9851951	0.9848977	0.9854784
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9946353	0.9943695	0.9949009
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9942147	0.9940404	0.9945220
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9973810	0.9969192	0.9978255
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9982714	0.9980998	0.9984383
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9980943	0.9979346	0.9983015
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9961912	0.9961239	0.9963113
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9512086	0.9478551	0.9539730
aou + phosphate	SO	(-Inf,26]	0.9593887	0.9187774	1.0000000
aou + phosphate	SO	(26,26.5]	0.7603548	0.7352126	0.7771892
aou + phosphate	SO	(26.5,26.75]	0.6590869	0.6254860	0.6911394
aou + phosphate	SO	(26.75,27]	0.7694726	0.7413262	0.7973666
aou + phosphate	SO	(27,27.25]	0.7283394	0.7242013	0.7336314
aou + phosphate	SO	(27.25,27.5]	0.7737504	0.7597368	0.7836980
aou + phosphate	SO	(27.5,27.75]	0.8901736	0.8852368	0.8953185
aou + phosphate	SO	(27.75,27.85]	0.9584072	0.9569992	0.9594564
aou + phosphate	SO	(27.85,27.95]	0.9486742	0.9433470	0.9561961
aou + phosphate	SO	(27.95,28.05]	0.9217921	0.9191737	0.9251127
aou + phosphate	SO	(28.05,28.1]	0.8721969	0.8640070	0.8782936
aou + phosphate	SO	(28.1,28.15]	0.4904931	0.4743025	0.5156829
aou + phosphate	SO	(28.1,28.2]	0.9331057	0.9296453	0.9351857
aou + phosphate	SO	(28.15,28.2]	0.6133959	0.5961842	0.6359630
aou + phosphate	SO	(28.2, Inf]	0.5266396	0.4849663	0.5607493
aou + phosphate	SO	(28.2,28.3]	0.9536984	0.9498104	0.9580208
aou + phosphate	SO	(28.3, Inf]	0.8098187	0.7600338	0.8501233
aou + phosphate_star	Atlantic	(-Inf,26]	0.0866151	0.0198909	0.1276865
aou + phosphate_star	Atlantic	(26,26.5]	0.3881618	0.3635693	0.4098287
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2156241	0.1520151	0.2580136
aou + phosphate_star	Atlantic	(26.75,27]	0.0961606	0.0403417	0.1489444
aou + phosphate_star	Atlantic	(27,27.25]	0.2895178	0.2665125	0.3281541
aou + phosphate_star	Atlantic	(27.25,27.5]	0.4641307	0.4496144	0.4768880
aou + phosphate_star	Atlantic	(27.5,27.75]	0.4742767	0.4587804	0.5015320
aou + phosphate_star	Atlantic	(27.75,27.85]	0.5950109	0.5587236	0.6657297
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7513284	0.7190033	0.7841538
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8470855	0.8431665	0.8537425
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9288228	0.9240225	0.9370609
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9360204	0.9307369	0.9415221
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9508219	0.9486312	0.9547693
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9693499	0.9670140	0.9727979
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.6375841	0.6259652	0.6457929
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4257430	0.4139398	0.4408305
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4381420	0.4201677	0.4527858
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5505938	0.5248296	0.5941225
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6378802	0.6307485	0.6501743
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6341766	0.6221948	0.6482372
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4779718	0.4598848	0.4882990
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4231000	0.3851432	0.4430681
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4140608	0.4071015	0.4201058
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5086565	0.4921981	0.5298625
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6568416	0.6413901	0.6727672
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7104725	0.7012681	0.7264512
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4571301	0.4450052	0.4688629
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5480116	-0.5697452	-0.5209039
aou + phosphate_star	SO	(-Inf,26]	0.0299267	-0.9401467	1.0000000
aou + phosphate_star	SO	(26,26.5]	-0.6566121	-0.7268869	-0.5768410
aou + phosphate_star	SO	(26.5,26.75]	-0.1263759	-0.1734716	-0.0889696
aou + phosphate_star	SO	(26.75,27]	0.2094755	0.1778638	0.2431249
aou + phosphate_star	SO	(27,27.25]	0.0516585	0.0253775	0.0747803
aou + phosphate_star	SO	(27.25,27.5]	-0.4315620	-0.4648266	-0.4068221
aou + phosphate_star	SO	(27.5,27.75]	-0.4952290	-0.5083767	-0.4803823
aou + phosphate_star	SO	(27.75,27.85]	-0.7971859	-0.8189174	-0.7825833
aou + phosphate_star	SO	(27.85,27.95]	-0.7780041	-0.8002138	-0.7627361
aou + phosphate_star	SO	(27.95,28.05]	-0.7223273	-0.7334971	-0.7110908
aou + phosphate_star	SO	(28.05,28.1]	-0.5991929	-0.6789757	-0.5463957
aou + phosphate_star	SO	(28.1,28.15]	-0.3818036	-0.4347794	-0.3403310
aou + phosphate_star	SO	(28.1,28.2]	-0.6395670	-0.6621918	-0.6201568
aou + phosphate_star	SO	(28.15,28.2]	-0.2086688	-0.3346140	-0.1344862
aou + phosphate_star	SO	(28.2, Inf]	-0.3147115	-0.3367234	-0.2776497
aou + phosphate_star	SO	(28.2,28.3]	-0.4936486	-0.5320714	-0.4383351
aou + phosphate_star	SO	(28.3, Inf]	-0.7705936	-0.7918313	-0.7434642
aou + silicate	Atlantic	(-Inf,26]	0.1716078	0.0964638	0.2175220
aou + silicate	Atlantic	(26,26.5]	0.2296157	0.1618535	0.3047943
aou + silicate	Atlantic	(26.5,26.75]	0.6192926	0.5816597	0.6616073
aou + silicate	Atlantic	(26.75,27]	0.7633480	0.7531059	0.7707545
aou + silicate	Atlantic	(27,27.25]	0.7274859	0.6919843	0.7454942
aou + silicate	Atlantic	(27.25,27.5]	0.7054097	0.6876815	0.7210247
aou + silicate	Atlantic	(27.5,27.75]	0.6728504	0.6647900	0.6882387
aou + silicate	Atlantic	(27.75,27.85]	0.5646703	0.5243542	0.6406664
aou + silicate	Atlantic	(27.85,27.95]	0.6912889	0.6539556	0.7305914
aou + silicate	Atlantic	(27.95,28.05]	0.7996131	0.7908259	0.8104289
aou + silicate	Atlantic	(28.05,28.1]	0.8896537	0.8833241	0.9020619
aou + silicate	Atlantic	(28.1,28.15]	0.9181715	0.9110790	0.9255469
aou + silicate	Atlantic	(28.15,28.2]	0.9370247	0.9326132	0.9404695
aou + silicate	Atlantic	(28.2, Inf]	0.9644711	0.9633802	0.9655093
aou + silicate	Indo-Pacific	(-Inf,26]	0.8667079	0.8635478	0.8685260
aou + silicate	Indo-Pacific	(26,26.5]	0.7840312	0.7836328	0.7844963
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7571005	0.7509352	0.7655862
aou + silicate	Indo-Pacific	(26.75,27]	0.8107256	0.7973255	0.8238013
aou + silicate	Indo-Pacific	(27,27.25]	0.8694921	0.8664281	0.8717955
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9081292	0.9046501	0.9130696
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9119075	0.9107739	0.9140587
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9486224	0.9461086	0.9502959
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9365287	0.9340906	0.9405399
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9716887	0.9676608	0.9754001
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9802492	0.9782821	0.9831234
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9438078	0.9372954	0.9490382
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7873724	0.7822509	0.7958370
aou + silicate	Indo-Pacific	(28.3, Inf]	0.9389987	0.9371501	0.9416749
aou + silicate	SO	(-Inf,26]	0.8654483	0.7308966	1.0000000
aou + silicate	SO	(26,26.5]	0.9096870	0.8885362	0.9217641
aou + silicate	SO	(26.5,26.75]	0.8883974	0.8860980	0.8923941
aou + silicate	SO	(26.75,27]	0.8607827	0.8533331	0.8683840
aou + silicate	SO	(27,27.25]	0.7766698	0.7727402	0.7790672
aou + silicate	SO	(27.25,27.5]	0.7489899	0.7322648	0.7612528
aou + silicate	SO	(27.5,27.75]	0.8509182	0.8426379	0.8572237
aou + silicate	SO	(27.75,27.85]	0.9229906	0.9215482	0.9248516
aou + silicate	SO	(27.85,27.95]	0.9299291	0.9266826	0.9360841
aou + silicate	SO	(27.95,28.05]	0.9335801	0.9323326	0.9343493
aou + silicate	SO	(28.05,28.1]	0.9332764	0.9292843	0.9410023
aou + silicate	SO	(28.1,28.15]	0.7487741	0.7198303	0.7761114
aou + silicate	SO	(28.1,28.2]	0.9579692	0.9569059	0.9591592
aou + silicate	SO	(28.15,28.2]	0.8081280	0.8009708	0.8196276
aou + silicate	SO	(28.2, Inf]	0.3206044	0.2487433	0.3742907
aou + silicate	SO	(28.2,28.3]	0.9562162	0.9505344	0.9610838
aou + silicate	SO	(28.3, Inf]	0.5913126	0.5457016	0.6304609
nitrate + phosphate	Atlantic	(-Inf,26]	0.8088829	0.7486349	0.8587595
nitrate + phosphate	Atlantic	(26,26.5]	0.7444409	0.7055594	0.7650474
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9551751	0.9527413	0.9576022
nitrate + phosphate	Atlantic	(26.75,27]	0.9767618	0.9729101	0.9799795
nitrate + phosphate	Atlantic	(27,27.25]	0.9878033	0.9856649	0.9895124
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9954707	0.9954089	0.9955930
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9969452	0.9969054	0.9969926
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983603	0.9982079	0.9986268
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9988304	0.9987181	0.9989335
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9984219	0.9983590	0.9985148
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9991592	0.9991290	0.9992099
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9984521	0.9982423	0.9986415
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9917095	0.9912084	0.9920184
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9968445	0.9965572	0.9970177
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9573179	0.9457309	0.9691519
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8921000	0.8882270	0.8953943
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7760237	0.7518223	0.8191091
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8177341	0.8061062	0.8361139
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.8295448	0.8248983	0.8364362
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.8682980	0.8540902	0.8822642
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9283062	0.9222678	0.9326473
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9774773	0.9727797	0.9819339
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9895891	0.9874366	0.9914370
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9960661	0.9957810	0.9962532
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9942488	0.9937676	0.9946135
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9926732	0.9923713	0.9928855
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9907399	0.9905199	0.9909040
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9732194	0.9728591	0.9737335
nitrate + phosphate	SO	(-Inf,26]	0.9847074	0.9694147	1.0000000
nitrate + phosphate	SO	(26,26.5]	0.9661267	0.9600078	0.9696250
nitrate + phosphate	SO	(26.5,26.75]	0.9790714	0.9765426	0.9812886
nitrate + phosphate	SO	(26.75,27]	0.9915164	0.9906073	0.9920532
nitrate + phosphate	SO	(27,27.25]	0.9972925	0.9970323	0.9976108
nitrate + phosphate	SO	(27.25,27.5]	0.9983925	0.9982027	0.9986289
nitrate + phosphate	SO	(27.5,27.75]	0.9989487	0.9989298	0.9989724
nitrate + phosphate	SO	(27.75,27.85]	0.9987988	0.9987376	0.9988435
nitrate + phosphate	SO	(27.85,27.95]	0.9987814	0.9986227	0.9989041
nitrate + phosphate	SO	(27.95,28.05]	0.9987821	0.9986935	0.9989529
nitrate + phosphate	SO	(28.05,28.1]	0.9983114	0.9981553	0.9985043
nitrate + phosphate	SO	(28.1,28.15]	0.9987309	0.9985499	0.9989208
nitrate + phosphate	SO	(28.1,28.2]	0.9981870	0.9981676	0.9982120
nitrate + phosphate	SO	(28.15,28.2]	0.9987524	0.9981819	0.9990442
nitrate + phosphate	SO	(28.2, Inf]	0.9394988	0.9327119	0.9444410
nitrate + phosphate	SO	(28.2,28.3]	0.9963380	0.9959326	0.9966034
nitrate + phosphate	SO	(28.3, Inf]	0.9701529	0.9674128	0.9730824
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.2347611	0.2190510	0.2513310
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2923244	0.2849899	0.3052950
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3214638	0.2615552	0.3644502
nitrate + phosphate_star	Atlantic	(26.75,27]	0.1916142	0.1351447	0.2583562
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4560463	0.4199494	0.4882684
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.6753453	0.6673398	0.6884949
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7129616	0.7010003	0.7270554
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8707119	0.8616670	0.8866611
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9296409	0.9255083	0.9339627
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9481155	0.9446254	0.9501444
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9743518	0.9723847	0.9777615
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9766975	0.9751008	0.9784870
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9749036	0.9744823	0.9753797
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9924820	0.9923765	0.9925719
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7801162	0.7706237	0.7976350
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6052732	0.5974027	0.6130339
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5508241	0.5262352	0.5855945
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6782196	0.6663687	0.6889027
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7194293	0.7129162	0.7246539
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6731355	0.6714056	0.6763221
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5941566	0.5860524	0.6009367
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5153412	0.4841011	0.5337859
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5638765	0.5527451	0.5729815
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6211019	0.6134880	0.6342507
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7587479	0.7488557	0.7697348
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7847063	0.7778352	0.7974830
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5556802	0.5443902	0.5676331
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.1075329	-0.1300748	-0.0791827
nitrate + phosphate_star	SO	(-Inf,26]	0.0625576	-0.8748849	1.0000000
nitrate + phosphate_star	SO	(26,26.5]	-0.1730235	-0.3055479	-0.0360280
nitrate + phosphate_star	SO	(26.5,26.75]	0.5761671	0.5439740	0.6259284
nitrate + phosphate_star	SO	(26.75,27]	0.7674374	0.7447256	0.7870898
nitrate + phosphate_star	SO	(27,27.25]	0.7081107	0.6844446	0.7295070
nitrate + phosphate_star	SO	(27.25,27.5]	0.2131931	0.1708497	0.2423810
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0497091	-0.0549209	-0.0429281
nitrate + phosphate_star	SO	(27.75,27.85]	-0.6075577	-0.6331887	-0.5877798
nitrate + phosphate_star	SO	(27.85,27.95]	-0.5591174	-0.6082375	-0.5330132
nitrate + phosphate_star	SO	(27.95,28.05]	-0.4112915	-0.4356111	-0.3919770
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1252306	-0.2318646	-0.0671522
nitrate + phosphate_star	SO	(28.1,28.15]	0.6111021	0.5730762	0.6339502
nitrate + phosphate_star	SO	(28.1,28.2]	-0.3055542	-0.3389114	-0.2726636
nitrate + phosphate_star	SO	(28.15,28.2]	0.6353453	0.5536030	0.6972516
nitrate + phosphate_star	SO	(28.2, Inf]	0.5479325	0.5062361	0.5833890
nitrate + phosphate_star	SO	(28.2,28.3]	-0.1714659	-0.2284793	-0.1073258
nitrate + phosphate_star	SO	(28.3, Inf]	-0.4018280	-0.4862229	-0.2941051
nitrate + silicate	Atlantic	(-Inf,26]	0.5754584	0.5607104	0.5877851
nitrate + silicate	Atlantic	(26,26.5]	0.6084181	0.5909500	0.6219341
nitrate + silicate	Atlantic	(26.5,26.75]	0.7229485	0.6952916	0.7506376
nitrate + silicate	Atlantic	(26.75,27]	0.8294528	0.8253054	0.8322273
nitrate + silicate	Atlantic	(27,27.25]	0.8453575	0.8273028	0.8561889
nitrate + silicate	Atlantic	(27.25,27.5]	0.8687671	0.8609814	0.8757971
nitrate + silicate	Atlantic	(27.5,27.75]	0.8763431	0.8712767	0.8814761
nitrate + silicate	Atlantic	(27.75,27.85]	0.8482560	0.8343303	0.8675371
nitrate + silicate	Atlantic	(27.85,27.95]	0.8843605	0.8785799	0.8909060
nitrate + silicate	Atlantic	(27.95,28.05]	0.8985334	0.8915828	0.9022906
nitrate + silicate	Atlantic	(28.05,28.1]	0.9265243	0.9191518	0.9369000
nitrate + silicate	Atlantic	(28.1,28.15]	0.9358508	0.9306958	0.9389537
nitrate + silicate	Atlantic	(28.15,28.2]	0.9284871	0.9255049	0.9334480
nitrate + silicate	Atlantic	(28.2, Inf]	0.9707489	0.9694893	0.9718751
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8768731	0.8729356	0.8803632
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8234939	0.8202849	0.8271975
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8085436	0.7963967	0.8320688
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8563714	0.8516311	0.8653936
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8856676	0.8838135	0.8870624
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9095828	0.9028731	0.9141765
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9397677	0.9362857	0.9423041
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9639138	0.9628055	0.9650518
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9628980	0.9614135	0.9650659
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9734329	0.9711668	0.9760027
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9695808	0.9658021	0.9747400
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9383617	0.9294212	0.9456212
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8089771	0.8028487	0.8186329
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.7865088	0.7804969	0.7979279
nitrate + silicate	SO	(-Inf,26]	0.9145503	0.8291006	1.0000000
nitrate + silicate	SO	(26,26.5]	0.7427192	0.6974068	0.7788351
nitrate + silicate	SO	(26.5,26.75]	0.5877849	0.5818944	0.5993789
nitrate + silicate	SO	(26.75,27]	0.7918298	0.7786953	0.8047284
nitrate + silicate	SO	(27,27.25]	0.9119740	0.9094113	0.9141817
nitrate + silicate	SO	(27.25,27.5]	0.9642607	0.9629687	0.9651830
nitrate + silicate	SO	(27.5,27.75]	0.9643150	0.9624727	0.9673011
nitrate + silicate	SO	(27.75,27.85]	0.9711395	0.9676659	0.9731858
nitrate + silicate	SO	(27.85,27.95]	0.9758890	0.9703812	0.9793971
nitrate + silicate	SO	(27.95,28.05]	0.9725168	0.9703449	0.9761404
nitrate + silicate	SO	(28.05,28.1]	0.9543428	0.9485555	0.9611207
nitrate + silicate	SO	(28.1,28.15]	0.8673523	0.8497569	0.8873640
nitrate + silicate	SO	(28.1,28.2]	0.9552468	0.9505606	0.9595489
nitrate + silicate	SO	(28.15,28.2]	0.8329164	0.7638634	0.8705801
nitrate + silicate	SO	(28.2, Inf]	0.5652480	0.5550873	0.5707588
nitrate + silicate	SO	(28.2,28.3]	0.9170441	0.9065112	0.9231136
nitrate + silicate	SO	(28.3, Inf]	0.8241967	0.8162082	0.8362020
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3461254	0.2756028	0.3877591
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7514847	0.7355562	0.7634503
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.5320423	0.4867388	0.5633856
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3429678	0.2923782	0.4041983
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5570056	0.5303202	0.5841379
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7337399	0.7271036	0.7446307
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7618756	0.7512061	0.7743545
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8969369	0.8897044	0.9091762
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9458822	0.9430156	0.9489402
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9616076	0.9584704	0.9632151
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9817951	0.9803153	0.9844768
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9844856	0.9840353	0.9852737
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9885598	0.9883959	0.9888636
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9953954	0.9948828	0.9956977
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7921713	0.7862939	0.7980500
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6561173	0.6488024	0.6654363
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6435409	0.6324035	0.6506331
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7302521	0.7185653	0.7535646
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.7828687	0.7780986	0.7879673
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7629109	0.7535274	0.7733176
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6184779	0.6035703	0.6264775
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5113050	0.4753632	0.5306219
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5072393	0.4981019	0.5143632
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5671169	0.5565396	0.5823526
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6975269	0.6846824	0.7107837
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7490574	0.7409947	0.7618413
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5297001	0.5187440	0.5396034
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2703230	-0.2850014	-0.2411222
phosphate + phosphate_star	SO	(-Inf,26]	0.1353711	-0.7292578	1.0000000
phosphate + phosphate_star	SO	(26,26.5]	-0.0218159	-0.1413571	0.1185396
phosphate + phosphate_star	SO	(26.5,26.75]	0.6556012	0.6291171	0.6833946
phosphate + phosphate_star	SO	(26.75,27]	0.7807329	0.7517943	0.8026535
phosphate + phosphate_star	SO	(27,27.25]	0.7201530	0.6964133	0.7403300
phosphate + phosphate_star	SO	(27.25,27.5]	0.2363294	0.1941393	0.2670712
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0467941	-0.0510660	-0.0411202
phosphate + phosphate_star	SO	(27.75,27.85]	-0.5969195	-0.6214144	-0.5792018
phosphate + phosphate_star	SO	(27.85,27.95]	-0.5476692	-0.5970333	-0.5209117
phosphate + phosphate_star	SO	(27.95,28.05]	-0.4056208	-0.4279502	-0.3843794
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1371916	-0.2423646	-0.0832825
phosphate + phosphate_star	SO	(28.1,28.15]	0.6126980	0.5754773	0.6370033
phosphate + phosphate_star	SO	(28.1,28.2]	-0.3237803	-0.3569070	-0.2904212
phosphate + phosphate_star	SO	(28.15,28.2]	0.6380989	0.5522621	0.7017744
phosphate + phosphate_star	SO	(28.2, Inf]	0.6314973	0.5877384	0.6553025
phosphate + phosphate_star	SO	(28.2,28.3]	-0.2116020	-0.2690860	-0.1481569
phosphate + phosphate_star	SO	(28.3, Inf]	-0.2583340	-0.3577858	-0.1359765
sal + aou	Atlantic	(-Inf,26]	-0.4270821	-0.4479994	-0.3880791
sal + aou	Atlantic	(26,26.5]	-0.3470870	-0.3842915	-0.3266416
sal + aou	Atlantic	(26.5,26.75]	0.1811503	0.1329254	0.2569226
sal + aou	Atlantic	(26.75,27]	0.3564246	0.3209968	0.3775731
sal + aou	Atlantic	(27,27.25]	0.2057688	0.1364331	0.2657025
sal + aou	Atlantic	(27.25,27.5]	0.0573835	0.0088324	0.1052254
sal + aou	Atlantic	(27.5,27.75]	0.4668606	0.4043196	0.5251756
sal + aou	Atlantic	(27.75,27.85]	0.0422082	0.0303041	0.0606960
sal + aou	Atlantic	(27.85,27.95]	-0.1759402	-0.2006612	-0.1412518
sal + aou	Atlantic	(27.95,28.05]	-0.4832231	-0.5124490	-0.4309203
sal + aou	Atlantic	(28.05,28.1]	-0.7242031	-0.7617525	-0.6845766
sal + aou	Atlantic	(28.1,28.15]	-0.8894942	-0.9022803	-0.8753548
sal + aou	Atlantic	(28.15,28.2]	-0.7664707	-0.7750394	-0.7618363
sal + aou	Atlantic	(28.2, Inf]	-0.9449346	-0.9499245	-0.9386686
sal + aou	Indo-Pacific	(-Inf,26]	-0.3007630	-0.3156099	-0.2921466
sal + aou	Indo-Pacific	(26,26.5]	-0.1884368	-0.1974206	-0.1759515
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1954359	-0.2198664	-0.1718876
sal + aou	Indo-Pacific	(26.75,27]	-0.3849265	-0.4202335	-0.3601834
sal + aou	Indo-Pacific	(27,27.25]	-0.4934387	-0.5100866	-0.4805432
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5476669	-0.5618391	-0.5376935
sal + aou	Indo-Pacific	(27.5,27.75]	-0.3787526	-0.3864034	-0.3652695
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1618917	-0.1988321	-0.1118155
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0922896	-0.1248287	-0.0400258
sal + aou	Indo-Pacific	(27.95,28.05]	0.1481035	0.0488900	0.2502844
sal + aou	Indo-Pacific	(28.05,28.1]	0.1387838	0.1149029	0.1791288
sal + aou	Indo-Pacific	(28.1,28.2]	0.0614848	-0.0029891	0.1316934
sal + aou	Indo-Pacific	(28.2,28.3]	-0.4090160	-0.4260200	-0.3945659
sal + aou	Indo-Pacific	(28.3, Inf]	0.6972425	0.6918969	0.7057286
sal + aou	SO	(-Inf,26]	-0.8500329	-1.0000000	-0.7000659
sal + aou	SO	(26,26.5]	0.6804861	0.6028709	0.7298241
sal + aou	SO	(26.5,26.75]	0.1336514	0.1173766	0.1421103
sal + aou	SO	(26.75,27]	-0.2365003	-0.2640345	-0.2052816
sal + aou	SO	(27,27.25]	-0.0869286	-0.1275066	-0.0402799
sal + aou	SO	(27.25,27.5]	0.5454564	0.4963514	0.6201431
sal + aou	SO	(27.5,27.75]	0.7337405	0.7157120	0.7495014
sal + aou	SO	(27.75,27.85]	0.8514389	0.8332131	0.8695571
sal + aou	SO	(27.85,27.95]	0.8669243	0.8526765	0.8839000
sal + aou	SO	(27.95,28.05]	0.8537088	0.8428119	0.8618114
sal + aou	SO	(28.05,28.1]	0.7630249	0.7324217	0.8130548
sal + aou	SO	(28.1,28.15]	0.3903394	0.3434951	0.4665874
sal + aou	SO	(28.1,28.2]	0.8410391	0.8256979	0.8560078
sal + aou	SO	(28.15,28.2]	0.1729883	0.0927683	0.3061276
sal + aou	SO	(28.2, Inf]	0.2959879	0.2570273	0.3476107
sal + aou	SO	(28.2,28.3]	0.7846548	0.7548327	0.8023584
sal + aou	SO	(28.3, Inf]	0.8400311	0.8310479	0.8485479
sal + nitrate	Atlantic	(-Inf,26]	-0.6723506	-0.6871765	-0.6647912
sal + nitrate	Atlantic	(26,26.5]	-0.3594327	-0.4234876	-0.3225864
sal + nitrate	Atlantic	(26.5,26.75]	0.1080838	0.0602707	0.1827610
sal + nitrate	Atlantic	(26.75,27]	0.3045505	0.2511812	0.3358323
sal + nitrate	Atlantic	(27,27.25]	0.1065009	0.0361432	0.1967793
sal + nitrate	Atlantic	(27.25,27.5]	-0.0942820	-0.1607702	-0.0258213
sal + nitrate	Atlantic	(27.5,27.75]	0.3778714	0.3120551	0.4433258
sal + nitrate	Atlantic	(27.75,27.85]	-0.2345053	-0.2712491	-0.1851415
sal + nitrate	Atlantic	(27.85,27.95]	-0.3967180	-0.4604827	-0.3637350
sal + nitrate	Atlantic	(27.95,28.05]	-0.5514511	-0.5977886	-0.4941188
sal + nitrate	Atlantic	(28.05,28.1]	-0.7263470	-0.7706659	-0.6687514
sal + nitrate	Atlantic	(28.1,28.15]	-0.8720136	-0.8920081	-0.8438473
sal + nitrate	Atlantic	(28.15,28.2]	-0.8205758	-0.8350522	-0.8091270
sal + nitrate	Atlantic	(28.2, Inf]	-0.9574155	-0.9662624	-0.9526195
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4379415	-0.4541351	-0.4135020
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4571067	-0.4675064	-0.4513346
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4875157	-0.5008641	-0.4783165
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6495947	-0.6623045	-0.6423164
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7063145	-0.7185160	-0.6939035
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6821578	-0.6932323	-0.6718928
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.5052141	-0.5090743	-0.4982722
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2950381	-0.3261180	-0.2423746
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2252588	-0.2622867	-0.1706738
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.0445139	-0.0613313	0.1507599
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.0074013	-0.0143890	0.0495819
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.0238510	-0.0859505	0.0447850
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.4842259	-0.5083926	-0.4666590
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.2939557	0.2898898	0.3003357
sal + nitrate	SO	(-Inf,26]	-0.7895512	-1.0000000	-0.5791024
sal + nitrate	SO	(26,26.5]	0.2930707	0.1806919	0.3732640
sal + nitrate	SO	(26.5,26.75]	-0.4757847	-0.5127111	-0.4230619
sal + nitrate	SO	(26.75,27]	-0.6968376	-0.7192805	-0.6837863
sal + nitrate	SO	(27,27.25]	-0.6960079	-0.7350490	-0.6574724
sal + nitrate	SO	(27.25,27.5]	-0.0475991	-0.1222032	0.0503735
sal + nitrate	SO	(27.5,27.75]	0.3792705	0.3498228	0.3953988
sal + nitrate	SO	(27.75,27.85]	0.7006616	0.6799034	0.7187810
sal + nitrate	SO	(27.85,27.95]	0.6966113	0.6672412	0.7350805
sal + nitrate	SO	(27.95,28.05]	0.6077898	0.5870383	0.6201770
sal + nitrate	SO	(28.05,28.1]	0.3554065	0.2955665	0.4383294
sal + nitrate	SO	(28.1,28.15]	-0.5921413	-0.6302959	-0.5325798
sal + nitrate	SO	(28.1,28.2]	0.6083489	0.5758264	0.6362060
sal + nitrate	SO	(28.15,28.2]	-0.6462736	-0.7103987	-0.5563667
sal + nitrate	SO	(28.2, Inf]	-0.2185027	-0.2605815	-0.1565233
sal + nitrate	SO	(28.2,28.3]	0.5629361	0.5226518	0.5968370
sal + nitrate	SO	(28.3, Inf]	0.7806250	0.7758146	0.7895646
sal + phosphate	Atlantic	(-Inf,26]	-0.3890271	-0.3957729	-0.3782113
sal + phosphate	Atlantic	(26,26.5]	-0.5549404	-0.5875792	-0.4936519
sal + phosphate	Atlantic	(26.5,26.75]	-0.0878616	-0.1339458	-0.0180022
sal + phosphate	Atlantic	(26.75,27]	0.1837928	0.1292653	0.2161662
sal + phosphate	Atlantic	(27,27.25]	-0.0014020	-0.0673844	0.0826051
sal + phosphate	Atlantic	(27.25,27.5]	-0.1695321	-0.2351691	-0.1018760
sal + phosphate	Atlantic	(27.5,27.75]	0.3158574	0.2484290	0.3827429
sal + phosphate	Atlantic	(27.75,27.85]	-0.2755978	-0.3132779	-0.2228217
sal + phosphate	Atlantic	(27.85,27.95]	-0.4299102	-0.4949019	-0.3973130
sal + phosphate	Atlantic	(27.95,28.05]	-0.5658066	-0.6117341	-0.5116398
sal + phosphate	Atlantic	(28.05,28.1]	-0.7406590	-0.7833701	-0.6832797
sal + phosphate	Atlantic	(28.1,28.15]	-0.8693093	-0.8895305	-0.8398231
sal + phosphate	Atlantic	(28.15,28.2]	-0.7516215	-0.7637849	-0.7406871
sal + phosphate	Atlantic	(28.2, Inf]	-0.9382333	-0.9458219	-0.9342801
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3859780	-0.4011492	-0.3739741
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4021543	-0.4073143	-0.3934917
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4007719	-0.4184974	-0.3827752
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5630824	-0.5788997	-0.5518985
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6223089	-0.6287651	-0.6128684
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6288418	-0.6388388	-0.6184695
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.4706807	-0.4772671	-0.4579270
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.2362336	-0.2695714	-0.1866929
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1627149	-0.1962717	-0.1083142
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.1112553	0.0083591	0.2167213
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.1018888	0.0776505	0.1428632
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.0567311	-0.0070238	0.1273376
sal + phosphate	Indo-Pacific	(28.2,28.3]	-0.4166677	-0.4398545	-0.3995213
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.4786947	0.4765246	0.4815765
sal + phosphate	SO	(-Inf,26]	-0.6806519	-1.0000000	-0.3613038
sal + phosphate	SO	(26,26.5]	0.1689882	0.0516786	0.2521771
sal + phosphate	SO	(26.5,26.75]	-0.5684212	-0.5976769	-0.5187449
sal + phosphate	SO	(26.75,27]	-0.7255019	-0.7483752	-0.7053980
sal + phosphate	SO	(27,27.25]	-0.7132591	-0.7497228	-0.6744405
sal + phosphate	SO	(27.25,27.5]	-0.0779464	-0.1551704	0.0198325
sal + phosphate	SO	(27.5,27.75]	0.3740936	0.3449859	0.3909715
sal + phosphate	SO	(27.75,27.85]	0.6956780	0.6782749	0.7115638
sal + phosphate	SO	(27.85,27.95]	0.6910587	0.6627311	0.7288703
sal + phosphate	SO	(27.95,28.05]	0.6060780	0.5847166	0.6168298
sal + phosphate	SO	(28.05,28.1]	0.3710459	0.3095206	0.4529903
sal + phosphate	SO	(28.1,28.15]	-0.5935592	-0.6335272	-0.5349298
sal + phosphate	SO	(28.1,28.2]	0.6312273	0.6001348	0.6583661
sal + phosphate	SO	(28.15,28.2]	-0.6463423	-0.7124857	-0.5522844
sal + phosphate	SO	(28.2, Inf]	0.0097932	-0.0327695	0.0892523
sal + phosphate	SO	(28.2,28.3]	0.6164857	0.5813236	0.6485523
sal + phosphate	SO	(28.3, Inf]	0.8014549	0.7802532	0.8244052
sal + phosphate_star	Atlantic	(-Inf,26]	-0.3686036	-0.4487804	-0.3230872
sal + phosphate_star	Atlantic	(26,26.5]	-0.7833746	-0.8198226	-0.7513229
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7890538	-0.8051380	-0.7745017
sal + phosphate_star	Atlantic	(26.75,27]	-0.7153608	-0.7249674	-0.6962565
sal + phosphate_star	Atlantic	(27,27.25]	-0.6936632	-0.7245257	-0.6436083
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6783403	-0.7228884	-0.6370726
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.2461175	-0.2985669	-0.1934004
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.5827014	-0.6224723	-0.5180272
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.6333107	-0.6978617	-0.5934494
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.6583859	-0.7048541	-0.6144582
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.7755983	-0.8162945	-0.7146698
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.8501036	-0.8725229	-0.8132798
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7353946	-0.7561402	-0.7201606
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9398892	-0.9470773	-0.9345741
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6812700	-0.6894356	-0.6695906
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8755611	-0.8763812	-0.8743541
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9119313	-0.9156680	-0.9097599
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9283790	-0.9320902	-0.9244921
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9092986	-0.9134688	-0.9039460
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8271066	-0.8332437	-0.8201997
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7539689	-0.7589242	-0.7473206
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8439597	-0.8506169	-0.8358046
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6946816	-0.7066941	-0.6777001
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4661958	-0.5240432	-0.4061710
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5254776	-0.5437729	-0.4941802
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0796522	-0.1065418	-0.0347356
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3907646	-0.4538850	-0.3571174
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9354553	-0.9445526	-0.9248230
sal + phosphate_star	SO	(-Inf,26]	-0.0492495	-1.0000000	0.9015011
sal + phosphate_star	SO	(26,26.5]	-0.9108716	-0.9231395	-0.8906670
sal + phosphate_star	SO	(26.5,26.75]	-0.9291521	-0.9349448	-0.9202736
sal + phosphate_star	SO	(26.75,27]	-0.9221615	-0.9281434	-0.9162368
sal + phosphate_star	SO	(27,27.25]	-0.9609522	-0.9669915	-0.9571617
sal + phosphate_star	SO	(27.25,27.5]	-0.9496370	-0.9556295	-0.9423552
sal + phosphate_star	SO	(27.5,27.75]	-0.8985992	-0.9134296	-0.8851436
sal + phosphate_star	SO	(27.75,27.85]	-0.9529510	-0.9621216	-0.9426320
sal + phosphate_star	SO	(27.85,27.95]	-0.9533015	-0.9601225	-0.9483220
sal + phosphate_star	SO	(27.95,28.05]	-0.9424687	-0.9465450	-0.9387439
sal + phosphate_star	SO	(28.05,28.1]	-0.9390833	-0.9441249	-0.9308493
sal + phosphate_star	SO	(28.1,28.15]	-0.9755017	-0.9789572	-0.9716749
sal + phosphate_star	SO	(28.1,28.2]	-0.8514531	-0.8560000	-0.8430175
sal + phosphate_star	SO	(28.15,28.2]	-0.9656796	-0.9776522	-0.9551311
sal + phosphate_star	SO	(28.2, Inf]	-0.3638094	-0.3916875	-0.3440954
sal + phosphate_star	SO	(28.2,28.3]	-0.7787618	-0.7942319	-0.7574327
sal + phosphate_star	SO	(28.3, Inf]	-0.5364616	-0.5610355	-0.5127235
sal + silicate	Atlantic	(-Inf,26]	-0.8121259	-0.8865229	-0.7666614
sal + silicate	Atlantic	(26,26.5]	0.1014557	0.0094027	0.1980419
sal + silicate	Atlantic	(26.5,26.75]	0.2048574	0.1999072	0.2114172
sal + silicate	Atlantic	(26.75,27]	0.0344859	-0.0447696	0.0765818
sal + silicate	Atlantic	(27,27.25]	-0.2183139	-0.2828774	-0.0943507
sal + silicate	Atlantic	(27.25,27.5]	-0.3191188	-0.3971722	-0.2280751
sal + silicate	Atlantic	(27.5,27.75]	0.1429145	0.0901758	0.1964269
sal + silicate	Atlantic	(27.75,27.85]	-0.5725443	-0.6255127	-0.4980625
sal + silicate	Atlantic	(27.85,27.95]	-0.7087953	-0.7677947	-0.6700920
sal + silicate	Atlantic	(27.95,28.05]	-0.7744461	-0.8137360	-0.7340304
sal + silicate	Atlantic	(28.05,28.1]	-0.8457622	-0.8700039	-0.8041466
sal + silicate	Atlantic	(28.1,28.15]	-0.8323288	-0.8507157	-0.8026312
sal + silicate	Atlantic	(28.15,28.2]	-0.6016589	-0.6126751	-0.5901037
sal + silicate	Atlantic	(28.2, Inf]	-0.9052735	-0.9082081	-0.9034441
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5477716	-0.5558530	-0.5389646
sal + silicate	Indo-Pacific	(26,26.5]	-0.5964958	-0.6024585	-0.5864816
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6602244	-0.6669688	-0.6510351
sal + silicate	Indo-Pacific	(26.75,27]	-0.7543491	-0.7612800	-0.7507402
sal + silicate	Indo-Pacific	(27,27.25]	-0.7751102	-0.7846619	-0.7685067
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7607211	-0.7715779	-0.7545189
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.5955645	-0.6032788	-0.5843834
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.3698196	-0.3988223	-0.3193916
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.2435034	-0.2741492	-0.1900570
sal + silicate	Indo-Pacific	(27.95,28.05]	0.0647147	-0.0378997	0.1687556
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0788369	0.0546654	0.1227286
sal + silicate	Indo-Pacific	(28.1,28.2]	0.1958976	0.1446889	0.2547866
sal + silicate	Indo-Pacific	(28.2,28.3]	-0.1177157	-0.1773817	-0.0878238
sal + silicate	Indo-Pacific	(28.3, Inf]	0.7562999	0.7362962	0.7667795
sal + silicate	SO	(-Inf,26]	-0.5121629	-1.0000000	-0.0243257
sal + silicate	SO	(26,26.5]	0.7698002	0.7446949	0.7861708
sal + silicate	SO	(26.5,26.75]	0.2983624	0.2621583	0.3539709
sal + silicate	SO	(26.75,27]	-0.2253980	-0.2326598	-0.2151027
sal + silicate	SO	(27,27.25]	-0.4684582	-0.5140140	-0.4232094
sal + silicate	SO	(27.25,27.5]	-0.0457099	-0.1190612	0.0398467
sal + silicate	SO	(27.5,27.75]	0.3500877	0.3247999	0.3696268
sal + silicate	SO	(27.75,27.85]	0.6800307	0.6725089	0.6880444
sal + silicate	SO	(27.85,27.95]	0.6991501	0.6859547	0.7239022
sal + silicate	SO	(27.95,28.05]	0.6783823	0.6658986	0.6892913
sal + silicate	SO	(28.05,28.1]	0.5561206	0.5145972	0.6228541
sal + silicate	SO	(28.1,28.15]	-0.1985858	-0.2816211	-0.1251781
sal + silicate	SO	(28.1,28.2]	0.7706749	0.7563255	0.7832398
sal + silicate	SO	(28.15,28.2]	-0.2226556	-0.3500084	-0.0235010
sal + silicate	SO	(28.2, Inf]	0.4685732	0.4379542	0.5144891
sal + silicate	SO	(28.2,28.3]	0.8162403	0.8007719	0.8344645
sal + silicate	SO	(28.3, Inf]	0.7335131	0.6987027	0.7700249
sal + temp	Atlantic	(-Inf,26]	0.6603762	0.6475362	0.6814394
sal + temp	Atlantic	(26,26.5]	0.9425976	0.9336541	0.9507757
sal + temp	Atlantic	(26.5,26.75]	0.9704404	0.9669976	0.9738015
sal + temp	Atlantic	(26.75,27]	0.9683235	0.9671066	0.9700520
sal + temp	Atlantic	(27,27.25]	0.9600536	0.9564393	0.9629451
sal + temp	Atlantic	(27.25,27.5]	0.9666927	0.9631432	0.9729143
sal + temp	Atlantic	(27.5,27.75]	0.9721047	0.9714074	0.9727331
sal + temp	Atlantic	(27.75,27.85]	0.9605499	0.9587565	0.9636953
sal + temp	Atlantic	(27.85,27.95]	0.9211279	0.9154100	0.9247123
sal + temp	Atlantic	(27.95,28.05]	0.8198885	0.8099299	0.8314313
sal + temp	Atlantic	(28.05,28.1]	0.8407760	0.8230357	0.8746096
sal + temp	Atlantic	(28.1,28.15]	0.7436957	0.7337502	0.7506082
sal + temp	Atlantic	(28.15,28.2]	0.7232341	0.7066616	0.7478116
sal + temp	Atlantic	(28.2, Inf]	0.9331841	0.9274406	0.9408336
sal + temp	Indo-Pacific	(-Inf,26]	0.8195301	0.8143982	0.8272279
sal + temp	Indo-Pacific	(26,26.5]	0.9548807	0.9537208	0.9560150
sal + temp	Indo-Pacific	(26.5,26.75]	0.9819527	0.9811724	0.9824657
sal + temp	Indo-Pacific	(26.75,27]	0.9771397	0.9769063	0.9773748
sal + temp	Indo-Pacific	(27,27.25]	0.9749039	0.9736109	0.9758442
sal + temp	Indo-Pacific	(27.25,27.5]	0.9296323	0.9278965	0.9322431
sal + temp	Indo-Pacific	(27.5,27.75]	0.8139103	0.8113511	0.8182976
sal + temp	Indo-Pacific	(27.75,27.85]	0.9471543	0.9428648	0.9509404
sal + temp	Indo-Pacific	(27.85,27.95]	0.7396198	0.7298900	0.7476520
sal + temp	Indo-Pacific	(27.95,28.05]	0.7173589	0.6956634	0.7444734
sal + temp	Indo-Pacific	(28.05,28.1]	0.9354068	0.9284224	0.9457131
sal + temp	Indo-Pacific	(28.1,28.2]	0.2392431	0.1871641	0.2809943
sal + temp	Indo-Pacific	(28.2,28.3]	0.1341049	0.1191885	0.1589472
sal + temp	Indo-Pacific	(28.3, Inf]	0.9739936	0.9728807	0.9747834
sal + temp	SO	(-Inf,26]	-0.6016040	-1.0000000	-0.2032081
sal + temp	SO	(26,26.5]	0.9638014	0.9587253	0.9665179
sal + temp	SO	(26.5,26.75]	0.9727998	0.9703590	0.9742459
sal + temp	SO	(26.75,27]	0.9670544	0.9645528	0.9686683
sal + temp	SO	(27,27.25]	0.9589251	0.9570743	0.9611361
sal + temp	SO	(27.25,27.5]	0.9265080	0.9236513	0.9297637
sal + temp	SO	(27.5,27.75]	0.8404240	0.8342636	0.8472547
sal + temp	SO	(27.75,27.85]	0.9333484	0.9271217	0.9385703
sal + temp	SO	(27.85,27.95]	0.9335240	0.9301721	0.9373779
sal + temp	SO	(27.95,28.05]	0.9258332	0.9188661	0.9311661
sal + temp	SO	(28.05,28.1]	0.9398112	0.9376887	0.9417126
sal + temp	SO	(28.1,28.15]	0.9237534	0.9074568	0.9323159
sal + temp	SO	(28.1,28.2]	0.8785413	0.8607889	0.8877272
sal + temp	SO	(28.15,28.2]	0.9133461	0.9002703	0.9356356
sal + temp	SO	(28.2, Inf]	0.6541386	0.6375229	0.6668530
sal + temp	SO	(28.2,28.3]	0.8975094	0.8891784	0.9108127
sal + temp	SO	(28.3, Inf]	0.8343866	0.8227894	0.8411540
silicate + phosphate	Atlantic	(-Inf,26]	0.0579464	-0.0560807	0.1510865
silicate + phosphate	Atlantic	(26,26.5]	-0.0543391	-0.1078486	-0.0018293
silicate + phosphate	Atlantic	(26.5,26.75]	0.5561808	0.5203095	0.6029459
silicate + phosphate	Atlantic	(26.75,27]	0.8364329	0.8308778	0.8461616
silicate + phosphate	Atlantic	(27,27.25]	0.8894746	0.8736552	0.8985101
silicate + phosphate	Atlantic	(27.25,27.5]	0.9001427	0.8944015	0.9051655
silicate + phosphate	Atlantic	(27.5,27.75]	0.9018740	0.8977190	0.9058255
silicate + phosphate	Atlantic	(27.75,27.85]	0.8761142	0.8643706	0.8913087
silicate + phosphate	Atlantic	(27.85,27.95]	0.9046335	0.9002950	0.9097341
silicate + phosphate	Atlantic	(27.95,28.05]	0.9160464	0.9103575	0.9188951
silicate + phosphate	Atlantic	(28.05,28.1]	0.9402353	0.9336501	0.9492601
silicate + phosphate	Atlantic	(28.1,28.15]	0.9523902	0.9491541	0.9540619
silicate + phosphate	Atlantic	(28.15,28.2]	0.9655767	0.9635025	0.9687077
silicate + phosphate	Atlantic	(28.2, Inf]	0.9832552	0.9819466	0.9840861
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8929093	0.8874868	0.8962139
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8812277	0.8784732	0.8826878
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8512165	0.8478405	0.8545672
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8849807	0.8792996	0.8893912
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9137572	0.9117758	0.9173416
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9303082	0.9272075	0.9362431
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9393942	0.9378250	0.9410090
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9542525	0.9531556	0.9555926
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9502987	0.9486660	0.9532046
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9754335	0.9727639	0.9782089
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9788991	0.9766451	0.9824290
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9471328	0.9403644	0.9527011
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.8146878	0.8101089	0.8214069
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.9001887	0.8959490	0.9073117
silicate + phosphate	SO	(-Inf,26]	0.9704806	0.9409612	1.0000000
silicate + phosphate	SO	(26,26.5]	0.6791581	0.6348676	0.7182508
silicate + phosphate	SO	(26.5,26.75]	0.5311577	0.5118416	0.5412129
silicate + phosphate	SO	(26.75,27]	0.7755313	0.7604549	0.7886812
silicate + phosphate	SO	(27,27.25]	0.9068613	0.9046412	0.9082265
silicate + phosphate	SO	(27.25,27.5]	0.9659760	0.9653990	0.9670229
silicate + phosphate	SO	(27.5,27.75]	0.9734054	0.9718478	0.9757757
silicate + phosphate	SO	(27.75,27.85]	0.9805198	0.9777337	0.9821356
silicate + phosphate	SO	(27.85,27.95]	0.9838826	0.9797996	0.9864768
silicate + phosphate	SO	(27.95,28.05]	0.9798673	0.9781696	0.9823002
silicate + phosphate	SO	(28.05,28.1]	0.9657784	0.9608243	0.9710468
silicate + phosphate	SO	(28.1,28.15]	0.8792517	0.8633700	0.8972245
silicate + phosphate	SO	(28.1,28.2]	0.9680673	0.9641640	0.9716344
silicate + phosphate	SO	(28.15,28.2]	0.8484129	0.7887607	0.8810944
silicate + phosphate	SO	(28.2, Inf]	0.8102531	0.8000932	0.8255780
silicate + phosphate	SO	(28.2,28.3]	0.9441755	0.9372770	0.9483220
silicate + phosphate	SO	(28.3, Inf]	0.9272307	0.9202845	0.9366024
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1650057	0.0640435	0.3322789
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3809535	-0.4083094	-0.3614445
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0585784	0.0265183	0.1064548
silicate + phosphate_star	Atlantic	(26.75,27]	0.4568132	0.3874313	0.5562397
silicate + phosphate_star	Atlantic	(27,27.25]	0.8078421	0.7681528	0.8319164
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8992146	0.8828792	0.9087837
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9105079	0.9095456	0.9112894
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9866940	0.9855701	0.9882550
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9812610	0.9799901	0.9819392
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9720099	0.9710576	0.9725375
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9697720	0.9639930	0.9752808
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9655772	0.9647151	0.9665637
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9682178	0.9659673	0.9705302
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9862549	0.9856716	0.9870231
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7661616	0.7641555	0.7671692
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7648224	0.7603741	0.7701221
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7902031	0.7845793	0.7953774
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8243826	0.8151210	0.8393480
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8389366	0.8369107	0.8405487
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7914779	0.7853100	0.7974287
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6939077	0.6776299	0.7067213
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5504796	0.5133519	0.5768633
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5909469	0.5778154	0.5978688
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5969554	0.5891576	0.6059666
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6717042	0.6562289	0.6919737
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7717719	0.7620924	0.7901733
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.6699720	0.6532353	0.6802678
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.5434064	-0.5743135	-0.4945573
silicate + phosphate_star	SO	(-Inf,26]	0.2727108	-0.4545785	1.0000000
silicate + phosphate_star	SO	(26,26.5]	-0.6440037	-0.6931162	-0.5757841
silicate + phosphate_star	SO	(26.5,26.75]	-0.2087425	-0.2341933	-0.1584264
silicate + phosphate_star	SO	(26.75,27]	0.3327938	0.3155964	0.3426366
silicate + phosphate_star	SO	(27,27.25]	0.5359233	0.5076717	0.5608258
silicate + phosphate_star	SO	(27.25,27.5]	0.2282565	0.1877787	0.2627201
silicate + phosphate_star	SO	(27.5,27.75]	-0.0198754	-0.0216352	-0.0179953
silicate + phosphate_star	SO	(27.75,27.85]	-0.5526685	-0.5731613	-0.5384922
silicate + phosphate_star	SO	(27.85,27.95]	-0.5349094	-0.5737947	-0.5036946
silicate + phosphate_star	SO	(27.95,28.05]	-0.4667760	-0.4784842	-0.4513262
silicate + phosphate_star	SO	(28.05,28.1]	-0.3184685	-0.4083838	-0.2640381
silicate + phosphate_star	SO	(28.1,28.15]	0.2392933	0.1882756	0.3061142
silicate + phosphate_star	SO	(28.1,28.2]	-0.4532018	-0.4718193	-0.4340181
silicate + phosphate_star	SO	(28.15,28.2]	0.2504295	0.0703645	0.3709620
silicate + phosphate_star	SO	(28.2, Inf]	0.5378271	0.5025445	0.5785565
silicate + phosphate_star	SO	(28.2,28.3]	-0.3873925	-0.4342824	-0.3357613
silicate + phosphate_star	SO	(28.3, Inf]	0.0074993	-0.0783135	0.1107426
temp + aou	Atlantic	(-Inf,26]	-0.5977954	-0.6323635	-0.5563696
temp + aou	Atlantic	(26,26.5]	-0.4012133	-0.4216721	-0.3880168
temp + aou	Atlantic	(26.5,26.75]	0.0753370	0.0223572	0.1379816
temp + aou	Atlantic	(26.75,27]	0.2617811	0.2201946	0.2903513
temp + aou	Atlantic	(27,27.25]	0.1943746	0.1310584	0.2456013
temp + aou	Atlantic	(27.25,27.5]	0.0895573	0.0464350	0.1275381
temp + aou	Atlantic	(27.5,27.75]	0.4789866	0.4261522	0.5249798
temp + aou	Atlantic	(27.75,27.85]	0.0579689	0.0259357	0.0789255
temp + aou	Atlantic	(27.85,27.95]	-0.1267008	-0.1558180	-0.0918800
temp + aou	Atlantic	(27.95,28.05]	-0.1828056	-0.2320329	-0.1162241
temp + aou	Atlantic	(28.05,28.1]	-0.3909121	-0.5015899	-0.3082144
temp + aou	Atlantic	(28.1,28.15]	-0.5521327	-0.5822925	-0.5131928
temp + aou	Atlantic	(28.15,28.2]	-0.7933569	-0.7992698	-0.7832179
temp + aou	Atlantic	(28.2, Inf]	-0.9003774	-0.9150133	-0.8904178
temp + aou	Indo-Pacific	(-Inf,26]	-0.4187081	-0.4196746	-0.4174292
temp + aou	Indo-Pacific	(26,26.5]	-0.2336428	-0.2501562	-0.2215848
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1931791	-0.2117318	-0.1730710
temp + aou	Indo-Pacific	(26.75,27]	-0.3455839	-0.3816460	-0.3237788
temp + aou	Indo-Pacific	(27,27.25]	-0.4809723	-0.4983898	-0.4639703
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5443943	-0.5551234	-0.5362453
temp + aou	Indo-Pacific	(27.5,27.75]	-0.3572870	-0.3622469	-0.3537736
temp + aou	Indo-Pacific	(27.75,27.85]	-0.1332536	-0.1605394	-0.0864996
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0877360	-0.1059271	-0.0666084
temp + aou	Indo-Pacific	(27.95,28.05]	0.0517509	-0.0087668	0.1089995
temp + aou	Indo-Pacific	(28.05,28.1]	0.0879932	0.0638181	0.1252495
temp + aou	Indo-Pacific	(28.1,28.2]	0.1782019	0.1555938	0.1958169
temp + aou	Indo-Pacific	(28.2,28.3]	0.5116587	0.5038544	0.5164375
temp + aou	Indo-Pacific	(28.3, Inf]	0.7654845	0.7543010	0.7800371
temp + aou	SO	(-Inf,26]	0.9207192	0.8414385	1.0000000
temp + aou	SO	(26,26.5]	0.6757200	0.6278705	0.7262951
temp + aou	SO	(26.5,26.75]	0.1515928	0.1298928	0.1650694
temp + aou	SO	(26.75,27]	-0.2139081	-0.2517868	-0.1854772
temp + aou	SO	(27,27.25]	-0.0784787	-0.1017518	-0.0441477
temp + aou	SO	(27.25,27.5]	0.3529097	0.3222338	0.4016889
temp + aou	SO	(27.5,27.75]	0.3782445	0.3592434	0.3938019
temp + aou	SO	(27.75,27.85]	0.7505866	0.7313020	0.7697813
temp + aou	SO	(27.85,27.95]	0.7747466	0.7603955	0.7911876
temp + aou	SO	(27.95,28.05]	0.7911441	0.7817255	0.8021571
temp + aou	SO	(28.05,28.1]	0.7614440	0.7452033	0.7895856
temp + aou	SO	(28.1,28.15]	0.4555169	0.4382927	0.4814714
temp + aou	SO	(28.1,28.2]	0.8065031	0.7981913	0.8167878
temp + aou	SO	(28.15,28.2]	0.3193743	0.2581436	0.3928504
temp + aou	SO	(28.2, Inf]	0.5357362	0.4976606	0.5649630
temp + aou	SO	(28.2,28.3]	0.8210217	0.8073720	0.8326579
temp + aou	SO	(28.3, Inf]	0.9595794	0.9583447	0.9620326
temp + nitrate	Atlantic	(-Inf,26]	-0.7690962	-0.7708844	-0.7677314
temp + nitrate	Atlantic	(26,26.5]	-0.4006668	-0.4247018	-0.3734745
temp + nitrate	Atlantic	(26.5,26.75]	-0.0021406	-0.0336626	0.0570732
temp + nitrate	Atlantic	(26.75,27]	0.1956068	0.1352777	0.2274110
temp + nitrate	Atlantic	(27,27.25]	0.0857482	0.0223418	0.1686689
temp + nitrate	Atlantic	(27.25,27.5]	-0.0585372	-0.1204598	0.0015125
temp + nitrate	Atlantic	(27.5,27.75]	0.3776711	0.3261011	0.4275066
temp + nitrate	Atlantic	(27.75,27.85]	-0.2383916	-0.2550033	-0.2152642
temp + nitrate	Atlantic	(27.85,27.95]	-0.3765990	-0.4386792	-0.3448984
temp + nitrate	Atlantic	(27.95,28.05]	-0.3387109	-0.4025450	-0.2690765
temp + nitrate	Atlantic	(28.05,28.1]	-0.4470652	-0.5608512	-0.3460846
temp + nitrate	Atlantic	(28.1,28.15]	-0.5681225	-0.6050504	-0.5095180
temp + nitrate	Atlantic	(28.15,28.2]	-0.8230879	-0.8440207	-0.8064364
temp + nitrate	Atlantic	(28.2, Inf]	-0.8869003	-0.9106095	-0.8716607
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5731177	-0.5834419	-0.5633916
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5067464	-0.5112582	-0.4989590
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4899384	-0.4992945	-0.4806053
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6287271	-0.6438431	-0.6166550
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7118300	-0.7278323	-0.6959278
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.7143512	-0.7231127	-0.7036958
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.5595248	-0.5613529	-0.5567080
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2731569	-0.3021794	-0.2228550
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2592917	-0.2806535	-0.2304018
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.0678385	-0.1373556	-0.0035659
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0415911	-0.0695416	-0.0031347
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.0652075	0.0444272	0.0825901
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.3864532	0.3777722	0.3923239
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.3999535	0.3879460	0.4163407
temp + nitrate	SO	(-Inf,26]	0.9579616	0.9159233	1.0000000
temp + nitrate	SO	(26,26.5]	0.2504369	0.1650303	0.3476300
temp + nitrate	SO	(26.5,26.75]	-0.4814373	-0.5187960	-0.4278158
temp + nitrate	SO	(26.75,27]	-0.7010677	-0.7306604	-0.6766219
temp + nitrate	SO	(27,27.25]	-0.7016266	-0.7229292	-0.6734353
temp + nitrate	SO	(27.25,27.5]	-0.2894525	-0.3278885	-0.2332995
temp + nitrate	SO	(27.5,27.75]	-0.0744364	-0.0948069	-0.0606681
temp + nitrate	SO	(27.75,27.85]	0.5707060	0.5491265	0.5890123
temp + nitrate	SO	(27.85,27.95]	0.5918679	0.5638034	0.6290375
temp + nitrate	SO	(27.95,28.05]	0.5480122	0.5322648	0.5711224
temp + nitrate	SO	(28.05,28.1]	0.3676730	0.3374509	0.4174760
temp + nitrate	SO	(28.1,28.15]	-0.5102062	-0.5267580	-0.4974317
temp + nitrate	SO	(28.1,28.2]	0.5450367	0.5327918	0.5624296
temp + nitrate	SO	(28.15,28.2]	-0.5206670	-0.5759784	-0.4710632
temp + nitrate	SO	(28.2, Inf]	-0.3245237	-0.3731247	-0.2681015
temp + nitrate	SO	(28.2,28.3]	0.5864626	0.5641169	0.6164006
temp + nitrate	SO	(28.3, Inf]	0.7847420	0.7331944	0.8263829
temp + phosphate	Atlantic	(-Inf,26]	-0.6830398	-0.7081996	-0.6681898
temp + phosphate	Atlantic	(26,26.5]	-0.5982062	-0.6246665	-0.5468226
temp + phosphate	Atlantic	(26.5,26.75]	-0.1798982	-0.2076739	-0.1261709
temp + phosphate	Atlantic	(26.75,27]	0.0908884	0.0309974	0.1211353
temp + phosphate	Atlantic	(27,27.25]	-0.0052469	-0.0636296	0.0688197
temp + phosphate	Atlantic	(27.25,27.5]	-0.1267974	-0.1867304	-0.0690166
temp + phosphate	Atlantic	(27.5,27.75]	0.3179444	0.2655975	0.3683388
temp + phosphate	Atlantic	(27.75,27.85]	-0.2810820	-0.2996406	-0.2541889
temp + phosphate	Atlantic	(27.85,27.95]	-0.4127778	-0.4756171	-0.3809567
temp + phosphate	Atlantic	(27.95,28.05]	-0.3693596	-0.4325886	-0.3028856
temp + phosphate	Atlantic	(28.05,28.1]	-0.4767901	-0.5873528	-0.3765788
temp + phosphate	Atlantic	(28.1,28.15]	-0.5976552	-0.6333525	-0.5367370
temp + phosphate	Atlantic	(28.15,28.2]	-0.8393734	-0.8639774	-0.8233728
temp + phosphate	Atlantic	(28.2, Inf]	-0.8836028	-0.9060397	-0.8696893
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5183514	-0.5232425	-0.5154355
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4522367	-0.4642291	-0.4444064
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4028550	-0.4155040	-0.3874743
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5347079	-0.5502689	-0.5267933
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6215251	-0.6289260	-0.6080191
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6518001	-0.6577117	-0.6440224
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.4865736	-0.4912426	-0.4840615
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.2089418	-0.2319174	-0.1633480
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.1780866	-0.1975882	-0.1542411
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.0030660	-0.0699219	0.0601575
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.0508221	0.0263495	0.0885036
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.1477614	0.1247462	0.1666925
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4660344	0.4594798	0.4705429
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.5702586	0.5589124	0.5815341
temp + phosphate	SO	(-Inf,26]	0.9932065	0.9864130	1.0000000
temp + phosphate	SO	(26,26.5]	0.1124255	0.0178139	0.2084899
temp + phosphate	SO	(26.5,26.75]	-0.5759881	-0.6057083	-0.5275880
temp + phosphate	SO	(26.75,27]	-0.7271466	-0.7566596	-0.6960003
temp + phosphate	SO	(27,27.25]	-0.7142964	-0.7342021	-0.6866245
temp + phosphate	SO	(27.25,27.5]	-0.3107140	-0.3503425	-0.2551339
temp + phosphate	SO	(27.5,27.75]	-0.0730110	-0.0932087	-0.0580481
temp + phosphate	SO	(27.75,27.85]	0.5687381	0.5498918	0.5849608
temp + phosphate	SO	(27.85,27.95]	0.5868657	0.5579693	0.6238081
temp + phosphate	SO	(27.95,28.05]	0.5450656	0.5324443	0.5662147
temp + phosphate	SO	(28.05,28.1]	0.3822690	0.3506487	0.4309878
temp + phosphate	SO	(28.1,28.15]	-0.5046442	-0.5233034	-0.4925816
temp + phosphate	SO	(28.1,28.2]	0.5630308	0.5505491	0.5797780
temp + phosphate	SO	(28.15,28.2]	-0.5171777	-0.5751069	-0.4609364
temp + phosphate	SO	(28.2, Inf]	-0.2958834	-0.3341551	-0.2256997
temp + phosphate	SO	(28.2,28.3]	0.6237155	0.6035967	0.6518613
temp + phosphate	SO	(28.3, Inf]	0.7276098	0.6593233	0.7840721
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7523384	-0.7698596	-0.7316519
temp + phosphate_star	Atlantic	(26,26.5]	-0.8048021	-0.8278923	-0.7744884
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8032450	-0.8155725	-0.7969432
temp + phosphate_star	Atlantic	(26.75,27]	-0.7449221	-0.7571070	-0.7302903
temp + phosphate_star	Atlantic	(27,27.25]	-0.6885791	-0.7187232	-0.6461795
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6443935	-0.6852663	-0.6079521
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.2622025	-0.2967456	-0.2275748
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6076399	-0.6309559	-0.5648213
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.6469070	-0.7047801	-0.6120918
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.5724540	-0.6277534	-0.5223009
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.5953158	-0.6906809	-0.4969580
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.6736592	-0.7090969	-0.6031546
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8833116	-0.9193536	-0.8642052
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8988701	-0.9204034	-0.8840506
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8343202	-0.8415612	-0.8272039
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9190011	-0.9206325	-0.9161313
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9272847	-0.9307740	-0.9243417
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9427419	-0.9469046	-0.9364241
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9379585	-0.9424241	-0.9344525
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9226816	-0.9291524	-0.9187690
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9345649	-0.9349568	-0.9340865
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8579334	-0.8657909	-0.8524391
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8895657	-0.8943219	-0.8832853
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7525091	-0.8027766	-0.7012289
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5821835	-0.6017548	-0.5533722
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4244889	-0.4395069	-0.4032568
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3703346	-0.3813217	-0.3645514
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9113730	-0.9186207	-0.9032115
temp + phosphate_star	SO	(-Inf,26]	0.1965302	-0.6069395	1.0000000
temp + phosphate_star	SO	(26,26.5]	-0.9603282	-0.9648274	-0.9544490
temp + phosphate_star	SO	(26.5,26.75]	-0.9564289	-0.9622770	-0.9507943
temp + phosphate_star	SO	(26.75,27]	-0.9484685	-0.9533781	-0.9438831
temp + phosphate_star	SO	(27,27.25]	-0.9780380	-0.9791836	-0.9767582
temp + phosphate_star	SO	(27.25,27.5]	-0.9905889	-0.9921993	-0.9895961
temp + phosphate_star	SO	(27.5,27.75]	-0.9825501	-0.9849710	-0.9788590
temp + phosphate_star	SO	(27.75,27.85]	-0.9650114	-0.9697423	-0.9601590
temp + phosphate_star	SO	(27.85,27.95]	-0.9604499	-0.9642391	-0.9531741
temp + phosphate_star	SO	(27.95,28.05]	-0.9542773	-0.9551664	-0.9525237
temp + phosphate_star	SO	(28.05,28.1]	-0.9482967	-0.9600468	-0.9414521
temp + phosphate_star	SO	(28.1,28.15]	-0.9722589	-0.9772965	-0.9696860
temp + phosphate_star	SO	(28.1,28.2]	-0.9478225	-0.9540580	-0.9434630
temp + phosphate_star	SO	(28.15,28.2]	-0.9727661	-0.9750719	-0.9703059
temp + phosphate_star	SO	(28.2, Inf]	-0.8775988	-0.8819166	-0.8693618
temp + phosphate_star	SO	(28.2,28.3]	-0.8846906	-0.8942370	-0.8669759
temp + phosphate_star	SO	(28.3, Inf]	-0.8228478	-0.8318973	-0.8108639
temp + silicate	Atlantic	(-Inf,26]	-0.4816728	-0.5702246	-0.4347428
temp + silicate	Atlantic	(26,26.5]	0.1012702	0.0651044	0.1433793
temp + silicate	Atlantic	(26.5,26.75]	0.1158300	0.1139372	0.1174491
temp + silicate	Atlantic	(26.75,27]	-0.0919068	-0.1737372	-0.0507329
temp + silicate	Atlantic	(27,27.25]	-0.2357629	-0.2961180	-0.1240695
temp + silicate	Atlantic	(27.25,27.5]	-0.2755123	-0.3472739	-0.1939703
temp + silicate	Atlantic	(27.5,27.75]	0.1405306	0.1074506	0.1751668
temp + silicate	Atlantic	(27.75,27.85]	-0.5782530	-0.6087604	-0.5261579
temp + silicate	Atlantic	(27.85,27.95]	-0.6821999	-0.7370770	-0.6440184
temp + silicate	Atlantic	(27.95,28.05]	-0.6612057	-0.7057427	-0.6212970
temp + silicate	Atlantic	(28.05,28.1]	-0.6983912	-0.7724511	-0.6203970
temp + silicate	Atlantic	(28.1,28.15]	-0.7390442	-0.7720552	-0.6744067
temp + silicate	Atlantic	(28.15,28.2]	-0.8458642	-0.8743147	-0.8256485
temp + silicate	Atlantic	(28.2, Inf]	-0.9020781	-0.9156830	-0.8943541
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6096290	-0.6171724	-0.6046588
temp + silicate	Indo-Pacific	(26,26.5]	-0.6228348	-0.6336835	-0.6129367
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6664548	-0.6701570	-0.6594498
temp + silicate	Indo-Pacific	(26.75,27]	-0.7402103	-0.7495413	-0.7317868
temp + silicate	Indo-Pacific	(27,27.25]	-0.7880627	-0.7987996	-0.7781575
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.8013538	-0.8095946	-0.7948654
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.6653495	-0.6681250	-0.6624360
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.3684822	-0.3970560	-0.3187250
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.3568804	-0.3780874	-0.3247090
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.1023756	-0.1804041	-0.0293206
temp + silicate	Indo-Pacific	(28.05,28.1]	0.0085045	-0.0209215	0.0505182
temp + silicate	Indo-Pacific	(28.1,28.2]	-0.0277411	-0.0649293	-0.0011946
temp + silicate	Indo-Pacific	(28.2,28.3]	0.1808879	0.1763537	0.1832718
temp + silicate	Indo-Pacific	(28.3, Inf]	0.8024137	0.7778099	0.8149231
temp + silicate	SO	(-Inf,26]	0.9918945	0.9837890	1.0000000
temp + silicate	SO	(26,26.5]	0.7079614	0.6755989	0.7356360
temp + silicate	SO	(26.5,26.75]	0.2733478	0.2316960	0.3253329
temp + silicate	SO	(26.75,27]	-0.2738428	-0.2939306	-0.2514307
temp + silicate	SO	(27,27.25]	-0.5385911	-0.5661253	-0.5025265
temp + silicate	SO	(27.25,27.5]	-0.3066638	-0.3514753	-0.2519883
temp + silicate	SO	(27.5,27.75]	-0.0810722	-0.0999801	-0.0602278
temp + silicate	SO	(27.75,27.85]	0.5532112	0.5478008	0.5623856
temp + silicate	SO	(27.85,27.95]	0.5833462	0.5504457	0.6097811
temp + silicate	SO	(27.95,28.05]	0.5911984	0.5835233	0.6032808
temp + silicate	SO	(28.05,28.1]	0.5432781	0.5214651	0.5801232
temp + silicate	SO	(28.1,28.15]	-0.1075058	-0.1741941	-0.0616532
temp + silicate	SO	(28.1,28.2]	0.6579326	0.6536516	0.6633379
temp + silicate	SO	(28.15,28.2]	-0.0992141	-0.2145635	0.0446580
temp + silicate	SO	(28.2, Inf]	-0.0995621	-0.1551756	-0.0400539
temp + silicate	SO	(28.2,28.3]	0.7407335	0.7302731	0.7560554
temp + silicate	SO	(28.3, Inf]	0.5374338	0.4706467	0.5945609

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

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

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

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

Past versions of correlation_predictors-1.png

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.3842808	0.3561217	0.4315437
aou	Atlantic	(26,26.5]	0.0654360	-0.0061339	0.1191253
aou	Atlantic	(26.5,26.75]	-0.0283680	-0.1660126	0.0596792
aou	Atlantic	(26.75,27]	-0.0517760	-0.2722203	0.1277051
aou	Atlantic	(27,27.25]	-0.4787871	-0.5958930	-0.3480900
aou	Atlantic	(27.25,27.5]	-0.6683132	-0.7264675	-0.6275436
aou	Atlantic	(27.5,27.75]	-0.7705219	-0.7856055	-0.7618953
aou	Atlantic	(27.75,27.85]	-0.7321428	-0.7814222	-0.7059942
aou	Atlantic	(27.85,27.95]	-0.8268635	-0.8413862	-0.8025019
aou	Atlantic	(27.95,28.05]	-0.7835807	-0.8033983	-0.7666006
aou	Atlantic	(28.05,28.1]	-0.9425351	-0.9482264	-0.9335473
aou	Atlantic	(28.1,28.15]	-0.9365497	-0.9445339	-0.9236208
aou	Atlantic	(28.15,28.2]	-0.9461710	-0.9564667	-0.9396891
aou	Atlantic	(28.2, Inf]	-0.9539086	-0.9637142	-0.9469418
aou	Indo-Pacific	(-Inf,26]	-0.1102424	-0.2065796	0.0187052
aou	Indo-Pacific	(26,26.5]	-0.4194561	-0.5467501	-0.2527359
aou	Indo-Pacific	(26.5,26.75]	-0.6939952	-0.7651091	-0.5941173
aou	Indo-Pacific	(26.75,27]	-0.8130741	-0.8458025	-0.7597666
aou	Indo-Pacific	(27,27.25]	-0.6202162	-0.7046038	-0.5122826
aou	Indo-Pacific	(27.25,27.5]	-0.3526701	-0.5259336	-0.1553401
aou	Indo-Pacific	(27.5,27.75]	0.2506100	0.0202799	0.4885275
aou	Indo-Pacific	(27.75,27.85]	0.8226332	0.7562462	0.8708469
aou	Indo-Pacific	(27.85,27.95]	0.9190241	0.9039481	0.9330723
aou	Indo-Pacific	(27.95,28.05]	0.9409552	0.9295806	0.9493768
aou	Indo-Pacific	(28.05,28.1]	0.9433234	0.9387362	0.9457279
aou	Indo-Pacific	(28.1,28.2]	0.8813348	0.8786369	0.8832918
aou	Indo-Pacific	(28.2,28.3]	0.6423391	0.6410033	0.6432873
aou	Indo-Pacific	(28.3, Inf]	0.8348936	0.8262840	0.8444051
aou	SO	(-Inf,26]	-0.5932083	-1.0000000	-0.1864166
aou	SO	(26,26.5]	0.2442589	0.2061758	0.2931125
aou	SO	(26.5,26.75]	-0.0749830	-0.2157312	0.0307377
aou	SO	(26.75,27]	-0.4341999	-0.4618622	-0.3977960
aou	SO	(27,27.25]	-0.4062262	-0.4613354	-0.3246804
aou	SO	(27.25,27.5]	-0.2611896	-0.4254958	-0.0264207
aou	SO	(27.5,27.75]	-0.4940945	-0.7331268	-0.1826116
aou	SO	(27.75,27.85]	-0.5825577	-0.8818498	-0.1296370
aou	SO	(27.85,27.95]	-0.5199613	-0.8833237	0.0189462
aou	SO	(27.95,28.05]	-0.4144386	-0.7898670	0.0857115
aou	SO	(28.05,28.1]	-0.4580298	-0.7646290	-0.1033127
aou	SO	(28.1,28.15]	-0.2470844	-0.4424933	-0.1054553
aou	SO	(28.1,28.2]	-0.5641111	-0.8506663	-0.1871605
aou	SO	(28.15,28.2]	-0.3866441	-0.4885100	-0.2813401
aou	SO	(28.2, Inf]	-0.1522141	-0.2692301	-0.0198059
aou	SO	(28.2,28.3]	-0.4205254	-0.7563909	0.0239744
aou	SO	(28.3, Inf]	0.2113276	-0.0031022	0.4278690
nitrate	Atlantic	(-Inf,26]	0.1389397	0.0983840	0.2187557
nitrate	Atlantic	(26,26.5]	-0.1757444	-0.3154956	-0.0756033
nitrate	Atlantic	(26.5,26.75]	-0.1824760	-0.3155397	-0.0992673
nitrate	Atlantic	(26.75,27]	-0.1613928	-0.3734019	0.0070191
nitrate	Atlantic	(27,27.25]	-0.6253778	-0.7191399	-0.5237164
nitrate	Atlantic	(27.25,27.5]	-0.8180542	-0.8530968	-0.7891868
nitrate	Atlantic	(27.5,27.75]	-0.9104617	-0.9174517	-0.9046687
nitrate	Atlantic	(27.75,27.85]	-0.9265724	-0.9364834	-0.9163436
nitrate	Atlantic	(27.85,27.95]	-0.9418428	-0.9474298	-0.9377817
nitrate	Atlantic	(27.95,28.05]	-0.8532344	-0.8763897	-0.8376840
nitrate	Atlantic	(28.05,28.1]	-0.9834990	-0.9851139	-0.9810911
nitrate	Atlantic	(28.1,28.15]	-0.9817300	-0.9843504	-0.9778546
nitrate	Atlantic	(28.15,28.2]	-0.9860814	-0.9904913	-0.9835711
nitrate	Atlantic	(28.2, Inf]	-0.9908332	-0.9936530	-0.9886336
nitrate	Indo-Pacific	(-Inf,26]	-0.1068488	-0.1911991	0.0149383
nitrate	Indo-Pacific	(26,26.5]	-0.4283870	-0.5369810	-0.2852745
nitrate	Indo-Pacific	(26.5,26.75]	-0.6086650	-0.6343606	-0.5807965
nitrate	Indo-Pacific	(26.75,27]	-0.6433667	-0.6616604	-0.6191252
nitrate	Indo-Pacific	(27,27.25]	-0.3993333	-0.4900848	-0.2897713
nitrate	Indo-Pacific	(27.25,27.5]	-0.2512001	-0.4387007	-0.0677917
nitrate	Indo-Pacific	(27.5,27.75]	0.2188932	-0.0074482	0.4518136
nitrate	Indo-Pacific	(27.75,27.85]	0.8095879	0.7420597	0.8560196
nitrate	Indo-Pacific	(27.85,27.95]	0.9081099	0.8886512	0.9258160
nitrate	Indo-Pacific	(27.95,28.05]	0.9397607	0.9287017	0.9487880
nitrate	Indo-Pacific	(28.05,28.1]	0.9463062	0.9445309	0.9476760
nitrate	Indo-Pacific	(28.1,28.2]	0.8978750	0.8927653	0.9018958
nitrate	Indo-Pacific	(28.2,28.3]	0.7118275	0.7111488	0.7122896
nitrate	Indo-Pacific	(28.3, Inf]	0.6213650	0.6117394	0.6309489
nitrate	SO	(-Inf,26]	-0.6692752	-1.0000000	-0.3385505
nitrate	SO	(26,26.5]	0.1209443	0.0979417	0.1469336
nitrate	SO	(26.5,26.75]	-0.5279980	-0.6648902	-0.4171759
nitrate	SO	(26.75,27]	-0.8168944	-0.8533689	-0.7590342
nitrate	SO	(27,27.25]	-0.8777022	-0.9029708	-0.8327647
nitrate	SO	(27.25,27.5]	-0.7588124	-0.8707693	-0.5996694
nitrate	SO	(27.5,27.75]	-0.7683243	-0.9193213	-0.5484908
nitrate	SO	(27.75,27.85]	-0.6489128	-0.8942636	-0.2695157
nitrate	SO	(27.85,27.95]	-0.5804966	-0.8664579	-0.1590760
nitrate	SO	(27.95,28.05]	-0.5217443	-0.7667508	-0.1661744
nitrate	SO	(28.05,28.1]	-0.6012449	-0.7506611	-0.4446206
nitrate	SO	(28.1,28.15]	-0.7850690	-0.8118800	-0.7618938
nitrate	SO	(28.1,28.2]	-0.5503156	-0.7118681	-0.3238380
nitrate	SO	(28.15,28.2]	-0.8365090	-0.8914463	-0.7372671
nitrate	SO	(28.2, Inf]	-0.6987468	-0.7189934	-0.6648831
nitrate	SO	(28.2,28.3]	-0.4224119	-0.6207164	-0.1628142
nitrate	SO	(28.3, Inf]	-0.1275629	-0.2562012	-0.0124913
phosphate	Atlantic	(-Inf,26]	0.4200388	0.3803251	0.4655517
phosphate	Atlantic	(26,26.5]	0.0943215	0.0711772	0.1090571
phosphate	Atlantic	(26.5,26.75]	-0.2021186	-0.2927558	-0.1306307
phosphate	Atlantic	(26.75,27]	-0.2077865	-0.3917278	-0.0669555
phosphate	Atlantic	(27,27.25]	-0.6512872	-0.7268542	-0.5637691
phosphate	Atlantic	(27.25,27.5]	-0.8267942	-0.8535562	-0.8040940
phosphate	Atlantic	(27.5,27.75]	-0.9081557	-0.9139570	-0.9032537
phosphate	Atlantic	(27.75,27.85]	-0.9380329	-0.9456790	-0.9287873
phosphate	Atlantic	(27.85,27.95]	-0.9463284	-0.9513712	-0.9429089
phosphate	Atlantic	(27.95,28.05]	-0.8658979	-0.8875352	-0.8520079
phosphate	Atlantic	(28.05,28.1]	-0.9843331	-0.9860227	-0.9819153
phosphate	Atlantic	(28.1,28.15]	-0.9822472	-0.9845250	-0.9786719
phosphate	Atlantic	(28.15,28.2]	-0.9781582	-0.9795628	-0.9762118
phosphate	Atlantic	(28.2, Inf]	-0.9872053	-0.9899565	-0.9853402
phosphate	Indo-Pacific	(-Inf,26]	-0.1444051	-0.2505143	-0.0109036
phosphate	Indo-Pacific	(26,26.5]	-0.5529546	-0.6743209	-0.3925362
phosphate	Indo-Pacific	(26.5,26.75]	-0.7913439	-0.8516516	-0.7058090
phosphate	Indo-Pacific	(26.75,27]	-0.8420565	-0.8716851	-0.7939937
phosphate	Indo-Pacific	(27,27.25]	-0.6520675	-0.7257728	-0.5618220
phosphate	Indo-Pacific	(27.25,27.5]	-0.4527507	-0.6132765	-0.2698026
phosphate	Indo-Pacific	(27.5,27.75]	0.1452438	-0.0843611	0.3860017
phosphate	Indo-Pacific	(27.75,27.85]	0.7952899	0.7282672	0.8436855
phosphate	Indo-Pacific	(27.85,27.95]	0.9094991	0.8930927	0.9252150
phosphate	Indo-Pacific	(27.95,28.05]	0.9389112	0.9270889	0.9481676
phosphate	Indo-Pacific	(28.05,28.1]	0.9412040	0.9372946	0.9435861
phosphate	Indo-Pacific	(28.1,28.2]	0.8788274	0.8756958	0.8805185
phosphate	Indo-Pacific	(28.2,28.3]	0.6581453	0.6559802	0.6595023
phosphate	Indo-Pacific	(28.3, Inf]	0.6938046	0.6921608	0.6952062
phosphate	SO	(-Inf,26]	-0.7795656	-1.0000000	-0.5591312
phosphate	SO	(26,26.5]	-0.0909092	-0.1053329	-0.0629780
phosphate	SO	(26.5,26.75]	-0.6345800	-0.7458541	-0.5354309
phosphate	SO	(26.75,27]	-0.8301729	-0.8625360	-0.7739975
phosphate	SO	(27,27.25]	-0.8842674	-0.9095332	-0.8411368
phosphate	SO	(27.25,27.5]	-0.7725127	-0.8819193	-0.6183313
phosphate	SO	(27.5,27.75]	-0.7732596	-0.9219412	-0.5556955
phosphate	SO	(27.75,27.85]	-0.6595816	-0.8982655	-0.2893331
phosphate	SO	(27.85,27.95]	-0.5924648	-0.8703270	-0.1813008
phosphate	SO	(27.95,28.05]	-0.5297169	-0.7725292	-0.1775683
phosphate	SO	(28.05,28.1]	-0.6056460	-0.7556007	-0.4442852
phosphate	SO	(28.1,28.15]	-0.8048523	-0.8284086	-0.7847030
phosphate	SO	(28.1,28.2]	-0.5563570	-0.7246487	-0.3156769
phosphate	SO	(28.15,28.2]	-0.8551467	-0.9048356	-0.7680601
phosphate	SO	(28.2, Inf]	-0.8349703	-0.8430546	-0.8199740
phosphate	SO	(28.2,28.3]	-0.4281609	-0.6452270	-0.1438096
phosphate	SO	(28.3, Inf]	-0.2815329	-0.3958595	-0.1771384
phosphate_star	Atlantic	(-Inf,26]	0.0008285	-0.1028306	0.0823664
phosphate_star	Atlantic	(26,26.5]	0.1733622	0.1195277	0.2107551
phosphate_star	Atlantic	(26.5,26.75]	-0.3994440	-0.4347209	-0.3556852
phosphate_star	Atlantic	(26.75,27]	-0.4726303	-0.5575362	-0.3990284
phosphate_star	Atlantic	(27,27.25]	-0.6412981	-0.7094142	-0.5389796
phosphate_star	Atlantic	(27.25,27.5]	-0.7174884	-0.7555194	-0.6671886
phosphate_star	Atlantic	(27.5,27.75]	-0.6927841	-0.7086282	-0.6774569
phosphate_star	Atlantic	(27.75,27.85]	-0.9082846	-0.9149225	-0.8988009
phosphate_star	Atlantic	(27.85,27.95]	-0.9154489	-0.9182651	-0.9124299
phosphate_star	Atlantic	(27.95,28.05]	-0.8411623	-0.8674072	-0.8249915
phosphate_star	Atlantic	(28.05,28.1]	-0.9772516	-0.9780386	-0.9757145
phosphate_star	Atlantic	(28.1,28.15]	-0.9824037	-0.9850106	-0.9807594
phosphate_star	Atlantic	(28.15,28.2]	-0.9814473	-0.9828305	-0.9805596
phosphate_star	Atlantic	(28.2, Inf]	-0.9875670	-0.9901830	-0.9857077
phosphate_star	Indo-Pacific	(-Inf,26]	0.0363966	-0.0554346	0.1287296
phosphate_star	Indo-Pacific	(26,26.5]	-0.5652922	-0.6151774	-0.4917618
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6799420	-0.6855904	-0.6700367
phosphate_star	Indo-Pacific	(26.75,27]	-0.5592082	-0.5960435	-0.5211925
phosphate_star	Indo-Pacific	(27,27.25]	-0.4110651	-0.4518547	-0.3846266
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5305647	-0.6198865	-0.4355736
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.2947432	-0.4194777	-0.1564224
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2570786	0.2343118	0.2830913
phosphate_star	Indo-Pacific	(27.85,27.95]	0.4099706	0.3956031	0.4193613
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5491962	0.5421992	0.5587036
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6850778	0.6692363	0.7028657
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7280219	0.7155158	0.7484731
phosphate_star	Indo-Pacific	(28.2,28.3]	0.5749960	0.5490182	0.5995929
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.7166171	-0.7448627	-0.6706257
phosphate_star	SO	(-Inf,26]	-0.5797688	-1.0000000	-0.1595376
phosphate_star	SO	(26,26.5]	-0.4105863	-0.5052125	-0.3354593
phosphate_star	SO	(26.5,26.75]	-0.7315523	-0.7949417	-0.6476261
phosphate_star	SO	(26.75,27]	-0.8231664	-0.8453997	-0.7930702
phosphate_star	SO	(27,27.25]	-0.8648150	-0.8794596	-0.8454678
phosphate_star	SO	(27.25,27.5]	-0.6964930	-0.8211875	-0.5920724
phosphate_star	SO	(27.5,27.75]	-0.3824949	-0.6705403	-0.1425834
phosphate_star	SO	(27.75,27.85]	0.2902154	-0.1937573	0.6313003
phosphate_star	SO	(27.85,27.95]	0.2808167	-0.3010268	0.6878065
phosphate_star	SO	(27.95,28.05]	0.1235652	-0.4217599	0.5629233
phosphate_star	SO	(28.05,28.1]	0.0102098	-0.4479300	0.3257826
phosphate_star	SO	(28.1,28.15]	-0.5793441	-0.7696494	-0.3981944
phosphate_star	SO	(28.1,28.2]	0.3460532	-0.1304555	0.7342955
phosphate_star	SO	(28.15,28.2]	-0.6416609	-0.8488329	-0.3302065
phosphate_star	SO	(28.2, Inf]	-0.7479267	-0.8609208	-0.6171296
phosphate_star	SO	(28.2,28.3]	0.1541130	-0.4907162	0.6561288
phosphate_star	SO	(28.3, Inf]	-0.6105805	-0.8122932	-0.4060423
sal	Atlantic	(-Inf,26]	0.5567772	0.5216202	0.5947252
sal	Atlantic	(26,26.5]	-0.1391554	-0.2921452	-0.0295556
sal	Atlantic	(26.5,26.75]	0.0198936	-0.0433318	0.0756560
sal	Atlantic	(26.75,27]	-0.0534420	-0.2180988	0.1185856
sal	Atlantic	(27,27.25]	-0.0599426	-0.2729699	0.0949459
sal	Atlantic	(27.25,27.5]	-0.0048521	-0.1334021	0.1147751
sal	Atlantic	(27.5,27.75]	-0.5199359	-0.5854489	-0.4521681
sal	Atlantic	(27.75,27.85]	0.2071995	0.1446044	0.2404246
sal	Atlantic	(27.85,27.95]	0.3208597	0.2864716	0.3890772
sal	Atlantic	(27.95,28.05]	0.2571753	0.2376630	0.2846874
sal	Atlantic	(28.05,28.1]	0.6480624	0.5707059	0.6968961
sal	Atlantic	(28.1,28.15]	0.7967426	0.7465727	0.8320193
sal	Atlantic	(28.15,28.2]	0.8014784	0.7775716	0.8480884
sal	Atlantic	(28.2, Inf]	0.9286588	0.9137187	0.9489379
sal	Indo-Pacific	(-Inf,26]	-0.1197806	-0.1495689	-0.0942522
sal	Indo-Pacific	(26,26.5]	0.3250269	0.2831308	0.3531901
sal	Indo-Pacific	(26.5,26.75]	0.4410818	0.4095227	0.4770782
sal	Indo-Pacific	(26.75,27]	0.3444976	0.3225097	0.3679881
sal	Indo-Pacific	(27,27.25]	0.1047257	0.0629265	0.1601062
sal	Indo-Pacific	(27.25,27.5]	0.1140770	-0.0008258	0.2309658
sal	Indo-Pacific	(27.5,27.75]	-0.0719458	-0.1473847	0.0060998
sal	Indo-Pacific	(27.75,27.85]	-0.2531476	-0.2874268	-0.1908030
sal	Indo-Pacific	(27.85,27.95]	-0.2119918	-0.2416486	-0.1589778
sal	Indo-Pacific	(27.95,28.05]	-0.0478968	-0.1239672	0.0249358
sal	Indo-Pacific	(28.05,28.1]	-0.0771212	-0.0945410	-0.0472928
sal	Indo-Pacific	(28.1,28.2]	-0.0018318	-0.0417248	0.0419410
sal	Indo-Pacific	(28.2,28.3]	-0.2861116	-0.3460928	-0.2525118
sal	Indo-Pacific	(28.3, Inf]	0.7215267	0.6823747	0.7425630
sal	SO	(-Inf,26]	0.2144714	-0.5710572	1.0000000
sal	SO	(26,26.5]	0.2492297	0.1583524	0.3164231
sal	SO	(26.5,26.75]	0.6297542	0.5306785	0.7081807
sal	SO	(26.75,27]	0.7069597	0.6815973	0.7408224
sal	SO	(27,27.25]	0.8284319	0.8047986	0.8456790
sal	SO	(27.25,27.5]	0.5766040	0.4976950	0.6760506
sal	SO	(27.5,27.75]	0.0555258	-0.1781995	0.3677346
sal	SO	(27.75,27.85]	-0.4114237	-0.7343899	0.0636260
sal	SO	(27.85,27.95]	-0.3879303	-0.7868795	0.1981138
sal	SO	(27.95,28.05]	-0.2015103	-0.6599816	0.3754150
sal	SO	(28.05,28.1]	-0.0701853	-0.4282048	0.4083128
sal	SO	(28.1,28.15]	0.6322956	0.4754508	0.8029705
sal	SO	(28.1,28.2]	-0.3669487	-0.7767756	0.1311251
sal	SO	(28.15,28.2]	0.6889459	0.4011482	0.8678783
sal	SO	(28.2, Inf]	-0.1483387	-0.3427267	0.0127726
sal	SO	(28.2,28.3]	-0.2727412	-0.7157199	0.3188644
sal	SO	(28.3, Inf]	0.0754389	-0.1201663	0.2699275
silicate	Atlantic	(-Inf,26]	-0.5614654	-0.6255781	-0.4909802
silicate	Atlantic	(26,26.5]	-0.4421634	-0.5807802	-0.3523797
silicate	Atlantic	(26.5,26.75]	-0.3325126	-0.4599142	-0.2373284
silicate	Atlantic	(26.75,27]	-0.4872707	-0.6344130	-0.3650161
silicate	Atlantic	(27,27.25]	-0.8423450	-0.8571256	-0.8222932
silicate	Atlantic	(27.25,27.5]	-0.9160997	-0.9209862	-0.9110528
silicate	Atlantic	(27.5,27.75]	-0.9072101	-0.9178708	-0.8974826
silicate	Atlantic	(27.75,27.85]	-0.8975887	-0.9101069	-0.8771526
silicate	Atlantic	(27.85,27.95]	-0.8609668	-0.8665946	-0.8557424
silicate	Atlantic	(27.95,28.05]	-0.7564291	-0.7888598	-0.7384974
silicate	Atlantic	(28.05,28.1]	-0.9110212	-0.9215958	-0.8993848
silicate	Atlantic	(28.1,28.15]	-0.9190608	-0.9225777	-0.9169398
silicate	Atlantic	(28.15,28.2]	-0.9154005	-0.9175370	-0.9129540
silicate	Atlantic	(28.2, Inf]	-0.9578112	-0.9634284	-0.9526401
silicate	Indo-Pacific	(-Inf,26]	-0.0947406	-0.1850168	0.0145047
silicate	Indo-Pacific	(26,26.5]	-0.6226506	-0.7136390	-0.4893268
silicate	Indo-Pacific	(26.5,26.75]	-0.7511272	-0.7867802	-0.6964493
silicate	Indo-Pacific	(26.75,27]	-0.6700586	-0.6941720	-0.6224513
silicate	Indo-Pacific	(27,27.25]	-0.4128665	-0.5015228	-0.3116941
silicate	Indo-Pacific	(27.25,27.5]	-0.2424884	-0.4175629	-0.0616657
silicate	Indo-Pacific	(27.5,27.75]	0.2651655	0.0469923	0.4893574
silicate	Indo-Pacific	(27.75,27.85]	0.8665414	0.8133030	0.9000790
silicate	Indo-Pacific	(27.85,27.95]	0.9379450	0.9233626	0.9506623
silicate	Indo-Pacific	(27.95,28.05]	0.9641560	0.9524237	0.9727512
silicate	Indo-Pacific	(28.05,28.1]	0.9670999	0.9619940	0.9702074
silicate	Indo-Pacific	(28.1,28.2]	0.9386823	0.9365145	0.9399927
silicate	Indo-Pacific	(28.2,28.3]	0.8572925	0.8554732	0.8605898
silicate	Indo-Pacific	(28.3, Inf]	0.7894896	0.7710741	0.8071972
silicate	SO	(-Inf,26]	-0.9033880	-1.0000000	-0.8067760
silicate	SO	(26,26.5]	0.1538878	0.1208152	0.2030950
silicate	SO	(26.5,26.75]	-0.0274340	-0.1565043	0.0633494
silicate	SO	(26.75,27]	-0.5456293	-0.6078589	-0.4906746
silicate	SO	(27,27.25]	-0.7636105	-0.8032877	-0.7038821
silicate	SO	(27.25,27.5]	-0.7368941	-0.8502597	-0.5854328
silicate	SO	(27.5,27.75]	-0.7931890	-0.9285731	-0.5884936
silicate	SO	(27.75,27.85]	-0.7025744	-0.9128712	-0.3640126
silicate	SO	(27.85,27.95]	-0.6236883	-0.8819492	-0.2255265
silicate	SO	(27.95,28.05]	-0.5144461	-0.7943942	-0.1180701
silicate	SO	(28.05,28.1]	-0.5514125	-0.7600044	-0.3089521
silicate	SO	(28.1,28.15]	-0.7122198	-0.8192258	-0.6327641
silicate	SO	(28.1,28.2]	-0.5294401	-0.7586941	-0.2039138
silicate	SO	(28.15,28.2]	-0.7544388	-0.7896660	-0.6952933
silicate	SO	(28.2, Inf]	-0.8329760	-0.8607385	-0.8101930
silicate	SO	(28.2,28.3]	-0.3876152	-0.6946834	0.0150713
silicate	SO	(28.3, Inf]	-0.5026110	-0.5982714	-0.4060036
temp	Atlantic	(-Inf,26]	-0.1282068	-0.1691129	-0.0573209
temp	Atlantic	(26,26.5]	-0.3177221	-0.4178566	-0.2517935
temp	Atlantic	(26.5,26.75]	-0.0038507	-0.0608007	0.0386648
temp	Atlantic	(26.75,27]	-0.0182162	-0.1534782	0.1198014
temp	Atlantic	(27,27.25]	-0.0424939	-0.2345534	0.0967832
temp	Atlantic	(27.25,27.5]	-0.0471841	-0.1624271	0.0593182
temp	Atlantic	(27.5,27.75]	-0.5028023	-0.5473343	-0.4569521
temp	Atlantic	(27.75,27.85]	0.2399922	0.1985730	0.2701878
temp	Atlantic	(27.85,27.95]	0.3318347	0.2973169	0.3964008
temp	Atlantic	(27.95,28.05]	0.1394803	0.1182710	0.1678726
temp	Atlantic	(28.05,28.1]	0.4153625	0.2972198	0.5278088
temp	Atlantic	(28.1,28.15]	0.5276119	0.4427739	0.5794038
temp	Atlantic	(28.15,28.2]	0.8255403	0.7977410	0.8749880
temp	Atlantic	(28.2, Inf]	0.8402651	0.8131930	0.8783377
temp	Indo-Pacific	(-Inf,26]	-0.4313845	-0.4811359	-0.3712896
temp	Indo-Pacific	(26,26.5]	0.2754483	0.2170614	0.3130735
temp	Indo-Pacific	(26.5,26.75]	0.4209804	0.3951462	0.4478089
temp	Indo-Pacific	(26.75,27]	0.2972413	0.2648867	0.3214433
temp	Indo-Pacific	(27,27.25]	0.1037025	0.0628929	0.1649774
temp	Indo-Pacific	(27.25,27.5]	0.2165306	0.1070148	0.3346984
temp	Indo-Pacific	(27.5,27.75]	0.0963261	-0.0184528	0.2016630
temp	Indo-Pacific	(27.75,27.85]	-0.2363305	-0.2692418	-0.1711286
temp	Indo-Pacific	(27.85,27.95]	-0.2225653	-0.2384978	-0.2102924
temp	Indo-Pacific	(27.95,28.05]	-0.1370991	-0.1902331	-0.0919421
temp	Indo-Pacific	(28.05,28.1]	-0.1322349	-0.1572656	-0.1011057
temp	Indo-Pacific	(28.1,28.2]	-0.1807860	-0.2140683	-0.1629525
temp	Indo-Pacific	(28.2,28.3]	-0.0661346	-0.0732247	-0.0594726
temp	Indo-Pacific	(28.3, Inf]	0.7947550	0.7526814	0.8176421
temp	SO	(-Inf,26]	-0.8438695	-1.0000000	-0.6877390
temp	SO	(26,26.5]	0.2491801	0.1692795	0.3261907
temp	SO	(26.5,26.75]	0.6002495	0.4898910	0.6952447
temp	SO	(26.75,27]	0.6800176	0.6443328	0.7193298
temp	SO	(27,27.25]	0.8005170	0.7848187	0.8096866
temp	SO	(27.25,27.5]	0.7213786	0.6369460	0.8228065
temp	SO	(27.5,27.75]	0.4573983	0.2628200	0.6914933
temp	SO	(27.75,27.85]	-0.3431680	-0.6198909	0.0666229
temp	SO	(27.85,27.95]	-0.3992260	-0.7339375	0.0924898
temp	SO	(27.95,28.05]	-0.3264124	-0.7222877	0.1854456
temp	SO	(28.05,28.1]	-0.2624920	-0.5914404	0.1793868
temp	SO	(28.1,28.15]	0.3935886	0.1841327	0.5970029
temp	SO	(28.1,28.2]	-0.5112843	-0.8501871	-0.0627228
temp	SO	(28.15,28.2]	0.4734253	0.1405412	0.7076488
temp	SO	(28.2, Inf]	0.4051303	0.2169146	0.5648457
temp	SO	(28.2,28.3]	-0.3234131	-0.8082668	0.2986765
temp	SO	(28.3, Inf]	0.2073783	-0.0355053	0.4552005

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  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