eMLR - assumption testing

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Last updated: 2021-07-05

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
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
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1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
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472aad4	Donghe-Zhu	2021-06-24
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7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
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7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

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

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
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
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8702287	0.8609440	0.8786912
aou + nitrate	Atlantic	(26,26.5]	0.9180060	0.9161930	0.9203032
aou + nitrate	Atlantic	(26.5,26.75]	0.9766884	0.9749233	0.9791975
aou + nitrate	Atlantic	(26.75,27]	0.9839101	0.9828761	0.9854819
aou + nitrate	Atlantic	(27,27.25]	0.9750140	0.9726791	0.9763384
aou + nitrate	Atlantic	(27.25,27.5]	0.9548589	0.9528591	0.9571319
aou + nitrate	Atlantic	(27.5,27.75]	0.9443814	0.9412135	0.9470778
aou + nitrate	Atlantic	(27.75,27.85]	0.9098737	0.9001752	0.9191073
aou + nitrate	Atlantic	(27.85,27.95]	0.9552760	0.9509400	0.9599041
aou + nitrate	Atlantic	(27.95,28.05]	0.9774420	0.9751736	0.9792721
aou + nitrate	Atlantic	(28.05,28.1]	0.9900889	0.9874940	0.9926302
aou + nitrate	Atlantic	(28.1,28.15]	0.9869026	0.9855666	0.9882617
aou + nitrate	Atlantic	(28.15,28.2]	0.9870875	0.9841790	0.9892021
aou + nitrate	Atlantic	(28.2, Inf]	0.9799519	0.9712127	0.9848777
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9361773	0.9340611	0.9398430
aou + nitrate	Indo-Pacific	(26,26.5]	0.8466959	0.8419501	0.8512954
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7353668	0.7310751	0.7404539
aou + nitrate	Indo-Pacific	(26.75,27]	0.7861075	0.7777706	0.7968099
aou + nitrate	Indo-Pacific	(27,27.25]	0.8108079	0.8005423	0.8200903
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.8695171	0.8514745	0.8800354
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9011389	0.8940077	0.9122643
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9711102	0.9698227	0.9724238
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9741588	0.9728736	0.9758050
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9883617	0.9876864	0.9893997
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9887429	0.9885342	0.9889574
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9856925	0.9856229	0.9857479
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9849570	0.9844387	0.9852590
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.8241043	0.8188385	0.8343657
aou + nitrate	SO	(-Inf,26]	0.9652968	0.9652968	0.9652968
aou + nitrate	SO	(26,26.5]	0.8740036	0.8371835	0.9225930
aou + nitrate	SO	(26.5,26.75]	0.7842660	0.7685642	0.7949407
aou + nitrate	SO	(26.75,27]	0.7950870	0.7813578	0.8082508
aou + nitrate	SO	(27,27.25]	0.7725814	0.7657436	0.7763772
aou + nitrate	SO	(27.25,27.5]	0.7645493	0.7491207	0.7791806
aou + nitrate	SO	(27.5,27.75]	0.8787727	0.8733096	0.8861370
aou + nitrate	SO	(27.75,27.85]	0.9623533	0.9607530	0.9644548
aou + nitrate	SO	(27.85,27.95]	0.9228635	0.9201106	0.9268529
aou + nitrate	SO	(27.95,28.05]	0.8597870	0.8562137	0.8653852
aou + nitrate	SO	(28.05,28.1]	0.8192195	0.8060612	0.8360898
aou + nitrate	SO	(28.1,28.15]	0.5093988	0.4492555	0.5431659
aou + nitrate	SO	(28.1,28.2]	0.9306903	0.9206449	0.9362222
aou + nitrate	SO	(28.15,28.2]	0.4257851	0.4168599	0.4424655
aou + nitrate	SO	(28.2, Inf]	0.5270458	0.5127719	0.5373345
aou + nitrate	SO	(28.2,28.3]	0.9451638	0.9438780	0.9467561
aou + nitrate	SO	(28.3, Inf]	0.3353939	0.1957739	0.4358250
aou + phosphate	Atlantic	(-Inf,26]	0.9412105	0.9337412	0.9544412
aou + phosphate	Atlantic	(26,26.5]	0.8989329	0.8874415	0.9091129
aou + phosphate	Atlantic	(26.5,26.75]	0.9618074	0.9613058	0.9623208
aou + phosphate	Atlantic	(26.75,27]	0.9691894	0.9682281	0.9698168
aou + phosphate	Atlantic	(27,27.25]	0.9545014	0.9518883	0.9564745
aou + phosphate	Atlantic	(27.25,27.5]	0.9319974	0.9292926	0.9351097
aou + phosphate	Atlantic	(27.5,27.75]	0.9257271	0.9217288	0.9292195
aou + phosphate	Atlantic	(27.75,27.85]	0.8864645	0.8753176	0.8974752
aou + phosphate	Atlantic	(27.85,27.95]	0.9417870	0.9361587	0.9475598
aou + phosphate	Atlantic	(27.95,28.05]	0.9697714	0.9661630	0.9727046
aou + phosphate	Atlantic	(28.05,28.1]	0.9894752	0.9866141	0.9918326
aou + phosphate	Atlantic	(28.1,28.15]	0.9864325	0.9854833	0.9878130
aou + phosphate	Atlantic	(28.15,28.2]	0.9865828	0.9858599	0.9869646
aou + phosphate	Atlantic	(28.2, Inf]	0.9805774	0.9725072	0.9851392
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9673966	0.9660245	0.9687369
aou + phosphate	Indo-Pacific	(26,26.5]	0.9595915	0.9590282	0.9604741
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9716692	0.9704553	0.9727703
aou + phosphate	Indo-Pacific	(26.75,27]	0.9741907	0.9729497	0.9750380
aou + phosphate	Indo-Pacific	(27,27.25]	0.9813953	0.9808166	0.9821376
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9829393	0.9817318	0.9839622
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9851440	0.9845545	0.9854497
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9938552	0.9934823	0.9943633
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9937153	0.9931860	0.9941284
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9976817	0.9975975	0.9977585
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9981689	0.9981229	0.9982002
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9973163	0.9973003	0.9973398
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9951769	0.9950479	0.9954224
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.9085543	0.8985793	0.9203182
aou + phosphate	SO	(-Inf,26]	0.9323895	0.9323895	0.9323895
aou + phosphate	SO	(26,26.5]	0.8055702	0.7756042	0.8521553
aou + phosphate	SO	(26.5,26.75]	0.7565675	0.7459706	0.7641062
aou + phosphate	SO	(26.75,27]	0.7983591	0.7848815	0.8103392
aou + phosphate	SO	(27,27.25]	0.7665359	0.7585028	0.7710395
aou + phosphate	SO	(27.25,27.5]	0.7488682	0.7313336	0.7656774
aou + phosphate	SO	(27.5,27.75]	0.8770304	0.8712937	0.8843817
aou + phosphate	SO	(27.75,27.85]	0.9595820	0.9578839	0.9623311
aou + phosphate	SO	(27.85,27.95]	0.9246537	0.9214933	0.9282389
aou + phosphate	SO	(27.95,28.05]	0.8666005	0.8629177	0.8699542
aou + phosphate	SO	(28.05,28.1]	0.8193650	0.8040524	0.8384125
aou + phosphate	SO	(28.1,28.15]	0.5002358	0.4374562	0.5357120
aou + phosphate	SO	(28.1,28.2]	0.9352499	0.9260147	0.9400646
aou + phosphate	SO	(28.15,28.2]	0.4398306	0.4283207	0.4584188
aou + phosphate	SO	(28.2, Inf]	0.5865268	0.5800791	0.5946563
aou + phosphate	SO	(28.2,28.3]	0.9592886	0.9587034	0.9600057
aou + phosphate	SO	(28.3, Inf]	0.1848089	0.0607961	0.2850599
aou + phosphate_star	Atlantic	(-Inf,26]	0.1363230	0.1010945	0.1808390
aou + phosphate_star	Atlantic	(26,26.5]	0.3980159	0.3862167	0.4139162
aou + phosphate_star	Atlantic	(26.5,26.75]	0.2206737	0.2139386	0.2333316
aou + phosphate_star	Atlantic	(26.75,27]	0.1009907	0.0781250	0.1245412
aou + phosphate_star	Atlantic	(27,27.25]	0.3066741	0.2934988	0.3165359
aou + phosphate_star	Atlantic	(27.25,27.5]	0.4509743	0.4440416	0.4618769
aou + phosphate_star	Atlantic	(27.5,27.75]	0.5166847	0.4953759	0.5405280
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6025523	0.5821424	0.6306309
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7857273	0.7762512	0.8016909
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8931854	0.8835949	0.9015278
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9655785	0.9551096	0.9719680
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9575582	0.9544093	0.9607075
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9502534	0.9494677	0.9508420
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9624349	0.9517730	0.9687025
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5941836	0.5831102	0.6095185
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4276885	0.4221536	0.4332441
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4712109	0.4538511	0.4846191
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5880468	0.5680382	0.6057525
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6989015	0.6820935	0.7171377
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6454689	0.6222905	0.6718612
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4529120	0.4294758	0.4660237
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4085868	0.3890768	0.4446958
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4250266	0.4077228	0.4482437
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5672329	0.5370592	0.5843287
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6810264	0.6738657	0.6877123
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6381506	0.6236785	0.6563785
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4738499	0.4415605	0.4959673
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3442682	-0.3880699	-0.3215673
aou + phosphate_star	SO	(-Inf,26]	-0.7514554	-0.7514554	-0.7514554
aou + phosphate_star	SO	(26,26.5]	-0.5988741	-0.6898772	-0.5238594
aou + phosphate_star	SO	(26.5,26.75]	-0.0138765	-0.0643930	0.0150461
aou + phosphate_star	SO	(26.75,27]	0.2407968	0.2218417	0.2514618
aou + phosphate_star	SO	(27,27.25]	0.0774587	0.0360488	0.0990780
aou + phosphate_star	SO	(27.25,27.5]	-0.3773041	-0.3921496	-0.3680587
aou + phosphate_star	SO	(27.5,27.75]	-0.4746117	-0.4952558	-0.4543251
aou + phosphate_star	SO	(27.75,27.85]	-0.8484740	-0.8529880	-0.8425971
aou + phosphate_star	SO	(27.85,27.95]	-0.7262079	-0.7383229	-0.7046747
aou + phosphate_star	SO	(27.95,28.05]	-0.6078055	-0.6275109	-0.5853418
aou + phosphate_star	SO	(28.05,28.1]	-0.7990755	-0.8082746	-0.7920579
aou + phosphate_star	SO	(28.1,28.15]	-0.7645318	-0.7842577	-0.7295842
aou + phosphate_star	SO	(28.1,28.2]	-0.7630750	-0.7918846	-0.7479236
aou + phosphate_star	SO	(28.15,28.2]	-0.6631190	-0.6983402	-0.6307330
aou + phosphate_star	SO	(28.2, Inf]	-0.2184195	-0.2446187	-0.1923676
aou + phosphate_star	SO	(28.2,28.3]	-0.4116528	-0.4859844	-0.3541770
aou + phosphate_star	SO	(28.3, Inf]	-0.6444403	-0.6820270	-0.6114170
aou + silicate	Atlantic	(-Inf,26]	0.1848354	0.1502764	0.2453344
aou + silicate	Atlantic	(26,26.5]	0.2531489	0.2281843	0.2817105
aou + silicate	Atlantic	(26.5,26.75]	0.6244851	0.5977634	0.6509930
aou + silicate	Atlantic	(26.75,27]	0.7676043	0.7628911	0.7770185
aou + silicate	Atlantic	(27,27.25]	0.7770013	0.7637452	0.7867075
aou + silicate	Atlantic	(27.25,27.5]	0.7139300	0.7041438	0.7249520
aou + silicate	Atlantic	(27.5,27.75]	0.7082958	0.6967876	0.7228166
aou + silicate	Atlantic	(27.75,27.85]	0.5805515	0.5620932	0.6080200
aou + silicate	Atlantic	(27.85,27.95]	0.7242929	0.7135926	0.7380818
aou + silicate	Atlantic	(27.95,28.05]	0.8509815	0.8382904	0.8604418
aou + silicate	Atlantic	(28.05,28.1]	0.9412603	0.9242921	0.9514818
aou + silicate	Atlantic	(28.1,28.15]	0.9540374	0.9515522	0.9554484
aou + silicate	Atlantic	(28.15,28.2]	0.9256474	0.9211007	0.9320087
aou + silicate	Atlantic	(28.2, Inf]	0.9480562	0.9450240	0.9534508
aou + silicate	Indo-Pacific	(-Inf,26]	0.8380465	0.8364218	0.8407423
aou + silicate	Indo-Pacific	(26,26.5]	0.7704475	0.7693818	0.7721567
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7553028	0.7492496	0.7609276
aou + silicate	Indo-Pacific	(26.75,27]	0.8245901	0.8198721	0.8286872
aou + silicate	Indo-Pacific	(27,27.25]	0.8843764	0.8830794	0.8862378
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9143500	0.9120891	0.9176635
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9059523	0.9026779	0.9095268
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9398184	0.9372555	0.9430760
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9296069	0.9279390	0.9305031
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9745517	0.9741526	0.9750442
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9788066	0.9767796	0.9811120
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8981687	0.8963305	0.8999732
aou + silicate	Indo-Pacific	(28.2,28.3]	0.7925692	0.7883593	0.7978920
aou + silicate	Indo-Pacific	(28.3, Inf]	0.8922538	0.8875816	0.8997841
aou + silicate	SO	(-Inf,26]	0.7910273	0.7910273	0.7910273
aou + silicate	SO	(26,26.5]	0.9106436	0.8975106	0.9275679
aou + silicate	SO	(26.5,26.75]	0.8764165	0.8597479	0.8934766
aou + silicate	SO	(26.75,27]	0.8845042	0.8750619	0.8945255
aou + silicate	SO	(27,27.25]	0.8292889	0.8095860	0.8408802
aou + silicate	SO	(27.25,27.5]	0.7636326	0.7456816	0.7776048
aou + silicate	SO	(27.5,27.75]	0.8608162	0.8548919	0.8670030
aou + silicate	SO	(27.75,27.85]	0.9399919	0.9378021	0.9417558
aou + silicate	SO	(27.85,27.95]	0.9340863	0.9288605	0.9416324
aou + silicate	SO	(27.95,28.05]	0.9077702	0.9022317	0.9146902
aou + silicate	SO	(28.05,28.1]	0.8947553	0.8871922	0.9031960
aou + silicate	SO	(28.1,28.15]	0.8825528	0.8505887	0.9003859
aou + silicate	SO	(28.1,28.2]	0.9548079	0.9529424	0.9565889
aou + silicate	SO	(28.15,28.2]	0.9211219	0.9156415	0.9265680
aou + silicate	SO	(28.2, Inf]	0.6185414	0.6046440	0.6288463
aou + silicate	SO	(28.2,28.3]	0.8945833	0.8894526	0.9018079
aou + silicate	SO	(28.3, Inf]	-0.1590293	-0.2718596	-0.0637024
nitrate + phosphate	Atlantic	(-Inf,26]	0.7536875	0.7307460	0.7868227
nitrate + phosphate	Atlantic	(26,26.5]	0.8263024	0.8194635	0.8367027
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9700644	0.9689056	0.9712855
nitrate + phosphate	Atlantic	(26.75,27]	0.9817793	0.9805185	0.9830190
nitrate + phosphate	Atlantic	(27,27.25]	0.9907479	0.9901311	0.9914196
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9957600	0.9955875	0.9958671
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9970379	0.9968684	0.9971731
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983882	0.9983564	0.9984476
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9988178	0.9987702	0.9988581
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9985884	0.9985413	0.9986229
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9994488	0.9993805	0.9994929
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9990351	0.9990070	0.9990624
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9919309	0.9917112	0.9921291
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9965858	0.9963202	0.9969421
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9577633	0.9543363	0.9624796
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8624084	0.8582242	0.8676321
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7515864	0.7480944	0.7573606
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8090075	0.8002594	0.8195861
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.8146172	0.8038374	0.8262368
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.8690571	0.8482699	0.8806640
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9101872	0.9017960	0.9241256
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9771497	0.9767374	0.9776787
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9885682	0.9879812	0.9890390
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9953019	0.9946934	0.9959155
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9945072	0.9943248	0.9946464
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9917834	0.9914646	0.9920370
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9892778	0.9891637	0.9894222
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9607815	0.9585836	0.9627478
nitrate + phosphate	SO	(-Inf,26]	0.9944285	0.9944285	0.9944285
nitrate + phosphate	SO	(26,26.5]	0.9596500	0.9480893	0.9729902
nitrate + phosphate	SO	(26.5,26.75]	0.9787410	0.9767854	0.9806267
nitrate + phosphate	SO	(26.75,27]	0.9931630	0.9926633	0.9935281
nitrate + phosphate	SO	(27,27.25]	0.9975920	0.9974161	0.9976989
nitrate + phosphate	SO	(27.25,27.5]	0.9984045	0.9981862	0.9985951
nitrate + phosphate	SO	(27.5,27.75]	0.9990684	0.9990624	0.9990780
nitrate + phosphate	SO	(27.75,27.85]	0.9986346	0.9985905	0.9987002
nitrate + phosphate	SO	(27.85,27.95]	0.9980502	0.9979760	0.9981780
nitrate + phosphate	SO	(27.95,28.05]	0.9973988	0.9972272	0.9975561
nitrate + phosphate	SO	(28.05,28.1]	0.9967797	0.9966444	0.9970030
nitrate + phosphate	SO	(28.1,28.15]	0.9979710	0.9977376	0.9981638
nitrate + phosphate	SO	(28.1,28.2]	0.9981219	0.9980434	0.9982245
nitrate + phosphate	SO	(28.15,28.2]	0.9981222	0.9978169	0.9984636
nitrate + phosphate	SO	(28.2, Inf]	0.9498236	0.9474314	0.9518316
nitrate + phosphate	SO	(28.2,28.3]	0.9932431	0.9930551	0.9935998
nitrate + phosphate	SO	(28.3, Inf]	0.9371246	0.9317832	0.9466226
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1495167	0.1199515	0.1892538
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3884687	0.3739425	0.4156020
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.3171652	0.3127525	0.3247479
nitrate + phosphate_star	Atlantic	(26.75,27]	0.2062107	0.1889419	0.2265179
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4797811	0.4583238	0.5008962
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.6819554	0.6795830	0.6851527
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7420886	0.7310976	0.7560846
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8752801	0.8704018	0.8811182
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9294413	0.9260331	0.9326511
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9624973	0.9601829	0.9645074
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9881244	0.9847814	0.9900160
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9870160	0.9867680	0.9873670
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9728169	0.9715393	0.9745870
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9907749	0.9899434	0.9912362
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7345244	0.7308811	0.7412985
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5627393	0.5555781	0.5698975
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5503027	0.5421816	0.5568275
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6753300	0.6588960	0.6895409
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7183268	0.7021374	0.7414592
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6820027	0.6512248	0.7068076
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5735025	0.5706668	0.5751236
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5189113	0.5051162	0.5455319
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5868631	0.5701827	0.6017078
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6763111	0.6519040	0.6899974
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7758336	0.7696143	0.7806707
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7372100	0.7253896	0.7510560
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5729459	0.5464666	0.5908552
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.2145144	0.1787429	0.2437531
nitrate + phosphate_star	SO	(-Inf,26]	-0.5530715	-0.5530715	-0.5530715
nitrate + phosphate_star	SO	(26,26.5]	-0.1867335	-0.4223360	-0.0051004
nitrate + phosphate_star	SO	(26.5,26.75]	0.5690461	0.5157025	0.6147086
nitrate + phosphate_star	SO	(26.75,27]	0.7599810	0.7512571	0.7649488
nitrate + phosphate_star	SO	(27,27.25]	0.6864692	0.6645438	0.6980183
nitrate + phosphate_star	SO	(27.25,27.5]	0.3055137	0.2687192	0.3336121
nitrate + phosphate_star	SO	(27.5,27.75]	0.0009241	-0.0382934	0.0354417
nitrate + phosphate_star	SO	(27.75,27.85]	-0.6813976	-0.6930206	-0.6695146
nitrate + phosphate_star	SO	(27.85,27.95]	-0.4236097	-0.4485110	-0.3923877
nitrate + phosphate_star	SO	(27.95,28.05]	-0.1287932	-0.1461607	-0.0966873
nitrate + phosphate_star	SO	(28.05,28.1]	-0.3186965	-0.3439374	-0.2847272
nitrate + phosphate_star	SO	(28.1,28.15]	0.1616901	0.1008158	0.2821996
nitrate + phosphate_star	SO	(28.1,28.2]	-0.4855414	-0.5383783	-0.4408924
nitrate + phosphate_star	SO	(28.15,28.2]	0.3932567	0.3585041	0.4406926
nitrate + phosphate_star	SO	(28.2, Inf]	0.6835352	0.6748733	0.6993574
nitrate + phosphate_star	SO	(28.2,28.3]	-0.1050294	-0.1837929	-0.0476661
nitrate + phosphate_star	SO	(28.3, Inf]	0.4603928	0.4000119	0.5522315
nitrate + silicate	Atlantic	(-Inf,26]	0.6209815	0.5918284	0.6549262
nitrate + silicate	Atlantic	(26,26.5]	0.5506753	0.5347982	0.5609514
nitrate + silicate	Atlantic	(26.5,26.75]	0.7020008	0.6761907	0.7272237
nitrate + silicate	Atlantic	(26.75,27]	0.8332716	0.8279527	0.8403690
nitrate + silicate	Atlantic	(27,27.25]	0.8879672	0.8829571	0.8915743
nitrate + silicate	Atlantic	(27.25,27.5]	0.8827532	0.8792312	0.8861954
nitrate + silicate	Atlantic	(27.5,27.75]	0.8958524	0.8926262	0.9009707
nitrate + silicate	Atlantic	(27.75,27.85]	0.8583020	0.8525867	0.8633070
nitrate + silicate	Atlantic	(27.85,27.95]	0.8788861	0.8774879	0.8798583
nitrate + silicate	Atlantic	(27.95,28.05]	0.9104136	0.9059560	0.9126627
nitrate + silicate	Atlantic	(28.05,28.1]	0.9461279	0.9322303	0.9578118
nitrate + silicate	Atlantic	(28.1,28.15]	0.9561316	0.9550696	0.9568436
nitrate + silicate	Atlantic	(28.15,28.2]	0.9203274	0.9177071	0.9247506
nitrate + silicate	Atlantic	(28.2, Inf]	0.9588713	0.9550378	0.9620038
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8634941	0.8576369	0.8709005
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7928480	0.7846060	0.8018679
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.7942545	0.7922461	0.7961320
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8444749	0.8416284	0.8476865
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8765392	0.8711185	0.8843041
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9084702	0.8998336	0.9136219
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9309460	0.9255117	0.9397138
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9584121	0.9564511	0.9595189
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9561793	0.9546969	0.9571849
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9678756	0.9676608	0.9681307
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9663129	0.9624705	0.9705813
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9090069	0.9085976	0.9094749
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.8197281	0.8163097	0.8256704
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6580460	0.6401695	0.6791877
nitrate + silicate	SO	(-Inf,26]	0.9233460	0.9233460	0.9233460
nitrate + silicate	SO	(26,26.5]	0.8125693	0.7530855	0.9312185
nitrate + silicate	SO	(26.5,26.75]	0.6018538	0.5858867	0.6333050
nitrate + silicate	SO	(26.75,27]	0.7608624	0.7592803	0.7631869
nitrate + silicate	SO	(27,27.25]	0.9052595	0.9033771	0.9087751
nitrate + silicate	SO	(27.25,27.5]	0.9610683	0.9605821	0.9613910
nitrate + silicate	SO	(27.5,27.75]	0.9663150	0.9651722	0.9671774
nitrate + silicate	SO	(27.75,27.85]	0.9695423	0.9685655	0.9714749
nitrate + silicate	SO	(27.85,27.95]	0.9571771	0.9555186	0.9602821
nitrate + silicate	SO	(27.95,28.05]	0.9280529	0.9245360	0.9334892
nitrate + silicate	SO	(28.05,28.1]	0.9075862	0.9036332	0.9127571
nitrate + silicate	SO	(28.1,28.15]	0.7422545	0.7385649	0.7463658
nitrate + silicate	SO	(28.1,28.2]	0.9510694	0.9449603	0.9551218
nitrate + silicate	SO	(28.15,28.2]	0.5912087	0.5733332	0.6086287
nitrate + silicate	SO	(28.2, Inf]	0.6597637	0.6564299	0.6650525
nitrate + silicate	SO	(28.2,28.3]	0.8360354	0.8310566	0.8458577
nitrate + silicate	SO	(28.3, Inf]	0.7758455	0.7610709	0.8046667
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.4116461	0.3757120	0.4692422
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7472822	0.7416164	0.7574062
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4750014	0.4675574	0.4870247
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3378904	0.3202056	0.3588390
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5709165	0.5528574	0.5879992
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7379466	0.7356853	0.7400997
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7872455	0.7782164	0.7990940
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9008867	0.8967811	0.9055761
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9456575	0.9424028	0.9482926
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9731463	0.9717188	0.9743647
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9915624	0.9889163	0.9929359
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9907623	0.9901271	0.9911844
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9879601	0.9877637	0.9880948
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9953335	0.9951854	0.9955748
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7638661	0.7586632	0.7725626
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6596223	0.6565661	0.6651334
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6627238	0.6515322	0.6708910
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7510940	0.7380805	0.7632855
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8162730	0.8040954	0.8290034
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7705881	0.7550214	0.7892991
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5960981	0.5776932	0.6067045
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5037483	0.4886124	0.5336856
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5213740	0.5041936	0.5398727
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6191545	0.5914313	0.6352291
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7210395	0.7148562	0.7269424
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6891699	0.6755610	0.7061228
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5547334	0.5252258	0.5735014
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0710154	0.0487785	0.0983035
phosphate + phosphate_star	SO	(-Inf,26]	-0.4621668	-0.4621668	-0.4621668
phosphate + phosphate_star	SO	(26,26.5]	-0.0227214	-0.2219404	0.1249840
phosphate + phosphate_star	SO	(26.5,26.75]	0.6370813	0.5948656	0.6718169
phosphate + phosphate_star	SO	(26.75,27]	0.7730317	0.7671081	0.7769686
phosphate + phosphate_star	SO	(27,27.25]	0.6981424	0.6772756	0.7087327
phosphate + phosphate_star	SO	(27.25,27.5]	0.3300272	0.2906407	0.3606112
phosphate + phosphate_star	SO	(27.5,27.75]	0.0035462	-0.0356646	0.0386889
phosphate + phosphate_star	SO	(27.75,27.85]	-0.6739792	-0.6873543	-0.6619193
phosphate + phosphate_star	SO	(27.85,27.95]	-0.4276254	-0.4523386	-0.3970464
phosphate + phosphate_star	SO	(27.95,28.05]	-0.1392851	-0.1563527	-0.1127589
phosphate + phosphate_star	SO	(28.05,28.1]	-0.3167369	-0.3453521	-0.2796578
phosphate + phosphate_star	SO	(28.1,28.15]	0.1722590	0.1098385	0.2947445
phosphate + phosphate_star	SO	(28.1,28.2]	-0.4927709	-0.5438757	-0.4495956
phosphate + phosphate_star	SO	(28.15,28.2]	0.3786740	0.3421053	0.4301456
phosphate + phosphate_star	SO	(28.2, Inf]	0.6562370	0.6373316	0.6822879
phosphate + phosphate_star	SO	(28.2,28.3]	-0.1442579	-0.2240925	-0.0814276
phosphate + phosphate_star	SO	(28.3, Inf]	0.6243566	0.5778715	0.6841221
sal + aou	Atlantic	(-Inf,26]	-0.4794781	-0.5062811	-0.4407092
sal + aou	Atlantic	(26,26.5]	-0.3683947	-0.3941299	-0.3381785
sal + aou	Atlantic	(26.5,26.75]	0.2709032	0.2660995	0.2773694
sal + aou	Atlantic	(26.75,27]	0.3698440	0.3400748	0.3961251
sal + aou	Atlantic	(27,27.25]	0.1759049	0.1266338	0.2202424
sal + aou	Atlantic	(27.25,27.5]	0.0239930	-0.0064506	0.0491404
sal + aou	Atlantic	(27.5,27.75]	0.4838147	0.4517031	0.5041904
sal + aou	Atlantic	(27.75,27.85]	0.1939625	0.1256011	0.2444792
sal + aou	Atlantic	(27.85,27.95]	0.1036249	0.0674117	0.1688506
sal + aou	Atlantic	(27.95,28.05]	-0.3217796	-0.3647709	-0.2558056
sal + aou	Atlantic	(28.05,28.1]	-0.7094541	-0.7945009	-0.6663075
sal + aou	Atlantic	(28.1,28.15]	-0.9050799	-0.9136212	-0.8980306
sal + aou	Atlantic	(28.15,28.2]	-0.8118409	-0.8362821	-0.7814369
sal + aou	Atlantic	(28.2, Inf]	-0.9505994	-0.9533634	-0.9459255
sal + aou	Indo-Pacific	(-Inf,26]	-0.2394856	-0.2457951	-0.2333311
sal + aou	Indo-Pacific	(26,26.5]	-0.1602793	-0.1644096	-0.1572817
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1906298	-0.2030138	-0.1751523
sal + aou	Indo-Pacific	(26.75,27]	-0.4017263	-0.4295346	-0.3767754
sal + aou	Indo-Pacific	(27,27.25]	-0.5273122	-0.5468409	-0.5107814
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5370385	-0.5598841	-0.5151203
sal + aou	Indo-Pacific	(27.5,27.75]	-0.3177845	-0.3298715	-0.2997425
sal + aou	Indo-Pacific	(27.75,27.85]	-0.1266884	-0.1659125	-0.1070669
sal + aou	Indo-Pacific	(27.85,27.95]	-0.1000378	-0.1377997	-0.0641437
sal + aou	Indo-Pacific	(27.95,28.05]	0.2095018	0.1605318	0.2417068
sal + aou	Indo-Pacific	(28.05,28.1]	0.0964003	0.0627326	0.1371362
sal + aou	Indo-Pacific	(28.1,28.2]	-0.0053799	-0.0173047	0.0102632
sal + aou	Indo-Pacific	(28.2,28.3]	-0.3644261	-0.3737248	-0.3591946
sal + aou	Indo-Pacific	(28.3, Inf]	0.6201161	0.5984061	0.6330984
sal + aou	SO	(-Inf,26]	-0.6098573	-0.6098573	-0.6098573
sal + aou	SO	(26,26.5]	0.6567076	0.5917121	0.7781848
sal + aou	SO	(26.5,26.75]	0.0440151	0.0136869	0.0785139
sal + aou	SO	(26.75,27]	-0.2593884	-0.2694503	-0.2451535
sal + aou	SO	(27,27.25]	-0.1448425	-0.1631438	-0.1085008
sal + aou	SO	(27.25,27.5]	0.4732340	0.4547236	0.5010428
sal + aou	SO	(27.5,27.75]	0.7084903	0.6793785	0.7437497
sal + aou	SO	(27.75,27.85]	0.9194443	0.9126070	0.9261778
sal + aou	SO	(27.85,27.95]	0.8347983	0.8320619	0.8372645
sal + aou	SO	(27.95,28.05]	0.7351271	0.7294079	0.7396664
sal + aou	SO	(28.05,28.1]	0.8072888	0.7980925	0.8162588
sal + aou	SO	(28.1,28.15]	0.6924713	0.6633471	0.7075170
sal + aou	SO	(28.1,28.2]	0.8701393	0.8600206	0.8851127
sal + aou	SO	(28.15,28.2]	0.6400893	0.6171463	0.6677843
sal + aou	SO	(28.2, Inf]	0.6630431	0.6423741	0.6895116
sal + aou	SO	(28.2,28.3]	0.7111389	0.6797277	0.7474706
sal + aou	SO	(28.3, Inf]	0.7278017	0.7030937	0.7533358
sal + nitrate	Atlantic	(-Inf,26]	-0.7236176	-0.7587341	-0.6887696
sal + nitrate	Atlantic	(26,26.5]	-0.3992446	-0.4140490	-0.3845535
sal + nitrate	Atlantic	(26.5,26.75]	0.2107740	0.2028342	0.2175006
sal + nitrate	Atlantic	(26.75,27]	0.3175386	0.2899662	0.3389623
sal + nitrate	Atlantic	(27,27.25]	0.0668238	-0.0057827	0.1306399
sal + nitrate	Atlantic	(27.25,27.5]	-0.1647953	-0.2068809	-0.1291009
sal + nitrate	Atlantic	(27.5,27.75]	0.4008613	0.3660867	0.4216047
sal + nitrate	Atlantic	(27.75,27.85]	-0.0880332	-0.1341687	-0.0399394
sal + nitrate	Atlantic	(27.85,27.95]	-0.0625899	-0.1166173	0.0056563
sal + nitrate	Atlantic	(27.95,28.05]	-0.3310854	-0.3770205	-0.2735986
sal + nitrate	Atlantic	(28.05,28.1]	-0.6626644	-0.7667966	-0.6083716
sal + nitrate	Atlantic	(28.1,28.15]	-0.8677161	-0.8817845	-0.8533919
sal + nitrate	Atlantic	(28.15,28.2]	-0.8569065	-0.8715877	-0.8361413
sal + nitrate	Atlantic	(28.2, Inf]	-0.9552547	-0.9664732	-0.9393689
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3688833	-0.3721743	-0.3642553
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3996687	-0.4034773	-0.3974502
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4661617	-0.4715800	-0.4589654
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6365367	-0.6541647	-0.6212222
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6991992	-0.7162546	-0.6869027
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6693566	-0.6836860	-0.6556731
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.4536344	-0.4574126	-0.4482485
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2686791	-0.2990840	-0.2512675
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2420298	-0.2682972	-0.2087915
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.0987346	0.0558714	0.1299539
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.0295100	-0.0609412	0.0091728
sal + nitrate	Indo-Pacific	(28.1,28.2]	-0.0712099	-0.0840584	-0.0541670
sal + nitrate	Indo-Pacific	(28.2,28.3]	-0.4442873	-0.4502485	-0.4336399
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.0939579	0.0555916	0.1326094
sal + nitrate	SO	(-Inf,26]	-0.7956618	-0.7956618	-0.7956618
sal + nitrate	SO	(26,26.5]	0.3846495	0.1756937	0.7101323
sal + nitrate	SO	(26.5,26.75]	-0.4790035	-0.5102681	-0.4474761
sal + nitrate	SO	(26.75,27]	-0.6994477	-0.7104959	-0.6821110
sal + nitrate	SO	(27,27.25]	-0.6967900	-0.7076333	-0.6800125
sal + nitrate	SO	(27.25,27.5]	-0.1673027	-0.2093033	-0.1153341
sal + nitrate	SO	(27.5,27.75]	0.3133196	0.2634920	0.3755091
sal + nitrate	SO	(27.75,27.85]	0.8101505	0.7977315	0.8166048
sal + nitrate	SO	(27.85,27.95]	0.6199567	0.6128380	0.6291400
sal + nitrate	SO	(27.95,28.05]	0.3493514	0.3298367	0.3730344
sal + nitrate	SO	(28.05,28.1]	0.4005410	0.3600765	0.4455188
sal + nitrate	SO	(28.1,28.15]	-0.2540861	-0.3609938	-0.1963896
sal + nitrate	SO	(28.1,28.2]	0.6877432	0.6491150	0.7255333
sal + nitrate	SO	(28.15,28.2]	-0.4155087	-0.4509733	-0.3908504
sal + nitrate	SO	(28.2, Inf]	-0.0024897	-0.0187783	0.0220833
sal + nitrate	SO	(28.2,28.3]	0.5122204	0.4764185	0.5570333
sal + nitrate	SO	(28.3, Inf]	0.4844576	0.3419546	0.5866254
sal + phosphate	Atlantic	(-Inf,26]	-0.4045158	-0.4553254	-0.3534817
sal + phosphate	Atlantic	(26,26.5]	-0.6163174	-0.6218486	-0.6128529
sal + phosphate	Atlantic	(26.5,26.75]	0.0496837	0.0405590	0.0552445
sal + phosphate	Atlantic	(26.75,27]	0.1971971	0.1660919	0.2200124
sal + phosphate	Atlantic	(27,27.25]	-0.0417087	-0.1121444	0.0208534
sal + phosphate	Atlantic	(27.25,27.5]	-0.2385385	-0.2832068	-0.2001350
sal + phosphate	Atlantic	(27.5,27.75]	0.3380220	0.3036369	0.3574769
sal + phosphate	Atlantic	(27.75,27.85]	-0.1364996	-0.1812105	-0.0893230
sal + phosphate	Atlantic	(27.85,27.95]	-0.1035328	-0.1587120	-0.0341538
sal + phosphate	Atlantic	(27.95,28.05]	-0.3513124	-0.3977914	-0.2950827
sal + phosphate	Atlantic	(28.05,28.1]	-0.6782402	-0.7801753	-0.6243298
sal + phosphate	Atlantic	(28.1,28.15]	-0.8679950	-0.8820126	-0.8543636
sal + phosphate	Atlantic	(28.15,28.2]	-0.7940303	-0.8111328	-0.7706123
sal + phosphate	Atlantic	(28.2, Inf]	-0.9350264	-0.9452731	-0.9209228
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3563402	-0.3630631	-0.3504288
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3781832	-0.3841012	-0.3716317
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3866833	-0.3957734	-0.3748870
sal + phosphate	Indo-Pacific	(26.75,27]	-0.5675577	-0.5902451	-0.5483308
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6297091	-0.6465138	-0.6148969
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.6223163	-0.6418563	-0.6021488
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.4167911	-0.4289367	-0.4010677
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.2100779	-0.2445375	-0.1920059
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.1759584	-0.2054964	-0.1414020
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.1740332	0.1277838	0.2042933
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.0632019	0.0297927	0.1036817
sal + phosphate	Indo-Pacific	(28.1,28.2]	-0.0041823	-0.0142656	0.0104860
sal + phosphate	Indo-Pacific	(28.2,28.3]	-0.3691199	-0.3762412	-0.3595965
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.3006376	0.2695087	0.3434787
sal + phosphate	SO	(-Inf,26]	-0.8550819	-0.8550819	-0.8550819
sal + phosphate	SO	(26,26.5]	0.2819992	0.0815774	0.5782547
sal + phosphate	SO	(26.5,26.75]	-0.5498231	-0.5694100	-0.5254610
sal + phosphate	SO	(26.75,27]	-0.7264657	-0.7341720	-0.7130838
sal + phosphate	SO	(27,27.25]	-0.7153172	-0.7247783	-0.6991552
sal + phosphate	SO	(27.25,27.5]	-0.1996459	-0.2447046	-0.1444938
sal + phosphate	SO	(27.5,27.75]	0.3115380	0.2610790	0.3735330
sal + phosphate	SO	(27.75,27.85]	0.8063063	0.7937224	0.8142294
sal + phosphate	SO	(27.85,27.95]	0.6263903	0.6182176	0.6367548
sal + phosphate	SO	(27.95,28.05]	0.3708681	0.3550173	0.3893799
sal + phosphate	SO	(28.05,28.1]	0.4136127	0.3694420	0.4623695
sal + phosphate	SO	(28.1,28.15]	-0.2645687	-0.3727805	-0.2053338
sal + phosphate	SO	(28.1,28.2]	0.7028781	0.6648912	0.7395058
sal + phosphate	SO	(28.15,28.2]	-0.4011366	-0.4400503	-0.3752525
sal + phosphate	SO	(28.2, Inf]	0.2289174	0.2051508	0.2638960
sal + phosphate	SO	(28.2,28.3]	0.5858052	0.5481133	0.6281325
sal + phosphate	SO	(28.3, Inf]	0.4425750	0.2967409	0.5562008
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2954239	-0.3148930	-0.2613843
sal + phosphate_star	Atlantic	(26,26.5]	-0.8621981	-0.8766323	-0.8482996
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7745383	-0.7914003	-0.7526883
sal + phosphate_star	Atlantic	(26.75,27]	-0.7256911	-0.7321140	-0.7186629
sal + phosphate_star	Atlantic	(27,27.25]	-0.7208662	-0.7614984	-0.6842707
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7290712	-0.7638877	-0.6984540
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.1904776	-0.2081935	-0.1798774
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.4742460	-0.5004176	-0.4436805
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.3497564	-0.4059557	-0.2916696
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.4445946	-0.4866741	-0.3981239
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.6909545	-0.7957769	-0.6356603
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.8431894	-0.8593847	-0.8286188
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7690684	-0.7771035	-0.7555531
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9274868	-0.9383247	-0.9111560
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7055567	-0.7174523	-0.6944088
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8664482	-0.8688511	-0.8629387
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9002466	-0.9020100	-0.8981088
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9257373	-0.9289166	-0.9234392
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8946219	-0.8987501	-0.8911002
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8368100	-0.8447145	-0.8245869
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7557606	-0.7643733	-0.7498957
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8482899	-0.8540798	-0.8384171
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7109458	-0.7330253	-0.6846933
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4467506	-0.4573073	-0.4412450
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5147535	-0.5376023	-0.4886785
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0282411	-0.0389682	-0.0218879
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3405766	-0.3948533	-0.2995021
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8660438	-0.8786307	-0.8511792
sal + phosphate_star	SO	(-Inf,26]	-0.0646055	-0.0646055	-0.0646055
sal + phosphate_star	SO	(26,26.5]	-0.8153244	-0.8726857	-0.7565756
sal + phosphate_star	SO	(26.5,26.75]	-0.9348081	-0.9405027	-0.9256957
sal + phosphate_star	SO	(26.75,27]	-0.9332638	-0.9370928	-0.9287598
sal + phosphate_star	SO	(27,27.25]	-0.9561402	-0.9584136	-0.9535776
sal + phosphate_star	SO	(27.25,27.5]	-0.9563376	-0.9578662	-0.9544653
sal + phosphate_star	SO	(27.5,27.75]	-0.9160785	-0.9216096	-0.9078809
sal + phosphate_star	SO	(27.75,27.85]	-0.9544538	-0.9557517	-0.9530149
sal + phosphate_star	SO	(27.85,27.95]	-0.9255622	-0.9268915	-0.9242363
sal + phosphate_star	SO	(27.95,28.05]	-0.8845258	-0.8887611	-0.8783389
sal + phosphate_star	SO	(28.05,28.1]	-0.9302363	-0.9354041	-0.9231421
sal + phosphate_star	SO	(28.1,28.15]	-0.9850071	-0.9878516	-0.9829226
sal + phosphate_star	SO	(28.1,28.2]	-0.8966765	-0.9039851	-0.8895243
sal + phosphate_star	SO	(28.15,28.2]	-0.9927885	-0.9934909	-0.9922904
sal + phosphate_star	SO	(28.2, Inf]	-0.4141816	-0.4297611	-0.4016550
sal + phosphate_star	SO	(28.2,28.3]	-0.6840993	-0.7106361	-0.6680843
sal + phosphate_star	SO	(28.3, Inf]	-0.2670179	-0.3600824	-0.1990504
sal + silicate	Atlantic	(-Inf,26]	-0.7624603	-0.7802784	-0.7499151
sal + silicate	Atlantic	(26,26.5]	0.1784799	0.1582776	0.2079074
sal + silicate	Atlantic	(26.5,26.75]	0.2966574	0.2718724	0.3264947
sal + silicate	Atlantic	(26.75,27]	0.0593631	0.0485465	0.0776100
sal + silicate	Atlantic	(27,27.25]	-0.2081475	-0.3058486	-0.1261101
sal + silicate	Atlantic	(27.25,27.5]	-0.3901440	-0.4467758	-0.3389715
sal + silicate	Atlantic	(27.5,27.75]	0.1822707	0.1485571	0.1991340
sal + silicate	Atlantic	(27.75,27.85]	-0.4795858	-0.5075248	-0.4476701
sal + silicate	Atlantic	(27.85,27.95]	-0.4525104	-0.5043834	-0.3919478
sal + silicate	Atlantic	(27.95,28.05]	-0.6113975	-0.6500168	-0.5779310
sal + silicate	Atlantic	(28.05,28.1]	-0.7996171	-0.8686734	-0.7546525
sal + silicate	Atlantic	(28.1,28.15]	-0.8587465	-0.8700678	-0.8506576
sal + silicate	Atlantic	(28.15,28.2]	-0.6343176	-0.6437793	-0.6246180
sal + silicate	Atlantic	(28.2, Inf]	-0.8831642	-0.8889826	-0.8781341
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5452730	-0.5530948	-0.5404817
sal + silicate	Indo-Pacific	(26,26.5]	-0.5895904	-0.5941888	-0.5849877
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6593999	-0.6675166	-0.6473178
sal + silicate	Indo-Pacific	(26.75,27]	-0.7491800	-0.7631131	-0.7342886
sal + silicate	Indo-Pacific	(27,27.25]	-0.7817184	-0.7945250	-0.7713118
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7503625	-0.7641640	-0.7349868
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.5444794	-0.5537640	-0.5319854
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.3408568	-0.3653344	-0.3262217
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.2446753	-0.2607186	-0.2163064
sal + silicate	Indo-Pacific	(27.95,28.05]	0.1339804	0.0933352	0.1618922
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0583541	0.0290590	0.0983251
sal + silicate	Indo-Pacific	(28.1,28.2]	0.2132905	0.2018467	0.2270074
sal + silicate	Indo-Pacific	(28.2,28.3]	-0.1034257	-0.1380318	-0.0673495
sal + silicate	Indo-Pacific	(28.3, Inf]	0.7141515	0.7041105	0.7261705
sal + silicate	SO	(-Inf,26]	-0.9672570	-0.9672570	-0.9672570
sal + silicate	SO	(26,26.5]	0.7721246	0.7125793	0.8340409
sal + silicate	SO	(26.5,26.75]	0.3083989	0.2856274	0.3309499
sal + silicate	SO	(26.75,27]	-0.1593770	-0.1687356	-0.1408875
sal + silicate	SO	(27,27.25]	-0.4342069	-0.4390687	-0.4286174
sal + silicate	SO	(27.25,27.5]	-0.1007556	-0.1476244	-0.0502423
sal + silicate	SO	(27.5,27.75]	0.3525773	0.3043791	0.4084898
sal + silicate	SO	(27.75,27.85]	0.8150297	0.8040179	0.8248264
sal + silicate	SO	(27.85,27.95]	0.7390118	0.7337300	0.7449389
sal + silicate	SO	(27.95,28.05]	0.5877183	0.5824942	0.5919733
sal + silicate	SO	(28.05,28.1]	0.6672028	0.6364562	0.6953861
sal + silicate	SO	(28.1,28.15]	0.3746842	0.2715084	0.4293843
sal + silicate	SO	(28.1,28.2]	0.8405880	0.8244763	0.8577014
sal + silicate	SO	(28.15,28.2]	0.4258606	0.3925341	0.4677147
sal + silicate	SO	(28.2, Inf]	0.6288389	0.6160242	0.6482009
sal + silicate	SO	(28.2,28.3]	0.8544913	0.8357034	0.8717390
sal + silicate	SO	(28.3, Inf]	0.2827048	0.1153398	0.4071174
sal + temp	Atlantic	(-Inf,26]	0.6970688	0.6621453	0.7463133
sal + temp	Atlantic	(26,26.5]	0.9550905	0.9524982	0.9568890
sal + temp	Atlantic	(26.5,26.75]	0.9688694	0.9685803	0.9692585
sal + temp	Atlantic	(26.75,27]	0.9677856	0.9668633	0.9685962
sal + temp	Atlantic	(27,27.25]	0.9588429	0.9566596	0.9608743
sal + temp	Atlantic	(27.25,27.5]	0.9577719	0.9571689	0.9588910
sal + temp	Atlantic	(27.5,27.75]	0.9666421	0.9640649	0.9690238
sal + temp	Atlantic	(27.75,27.85]	0.9591497	0.9555294	0.9615724
sal + temp	Atlantic	(27.85,27.95]	0.9211419	0.9191253	0.9235842
sal + temp	Atlantic	(27.95,28.05]	0.8469964	0.8388468	0.8538560
sal + temp	Atlantic	(28.05,28.1]	0.8802623	0.8406780	0.9089326
sal + temp	Atlantic	(28.1,28.15]	0.8265396	0.8120886	0.8372129
sal + temp	Atlantic	(28.15,28.2]	0.7309553	0.7209158	0.7426115
sal + temp	Atlantic	(28.2, Inf]	0.8950461	0.8599643	0.9290482
sal + temp	Indo-Pacific	(-Inf,26]	0.8178497	0.8107684	0.8234731
sal + temp	Indo-Pacific	(26,26.5]	0.9529653	0.9519953	0.9541168
sal + temp	Indo-Pacific	(26.5,26.75]	0.9802041	0.9796627	0.9806024
sal + temp	Indo-Pacific	(26.75,27]	0.9773925	0.9771649	0.9776186
sal + temp	Indo-Pacific	(27,27.25]	0.9745983	0.9741466	0.9750137
sal + temp	Indo-Pacific	(27.25,27.5]	0.9339972	0.9320939	0.9361653
sal + temp	Indo-Pacific	(27.5,27.75]	0.8100486	0.8068147	0.8151296
sal + temp	Indo-Pacific	(27.75,27.85]	0.9328903	0.9204277	0.9454505
sal + temp	Indo-Pacific	(27.85,27.95]	0.7451113	0.7151409	0.7640859
sal + temp	Indo-Pacific	(27.95,28.05]	0.8226456	0.8001288	0.8343514
sal + temp	Indo-Pacific	(28.05,28.1]	0.9484312	0.9403913	0.9525787
sal + temp	Indo-Pacific	(28.1,28.2]	0.0557606	0.0505830	0.0614722
sal + temp	Indo-Pacific	(28.2,28.3]	0.1928455	0.1722324	0.2224905
sal + temp	Indo-Pacific	(28.3, Inf]	0.9592151	0.9576011	0.9603061
sal + temp	SO	(-Inf,26]	0.9392973	0.9392973	0.9392973
sal + temp	SO	(26,26.5]	0.9245028	0.9083361	0.9410893
sal + temp	SO	(26.5,26.75]	0.9684965	0.9664676	0.9716313
sal + temp	SO	(26.75,27]	0.9659988	0.9653235	0.9671599
sal + temp	SO	(27,27.25]	0.9515500	0.9482072	0.9533531
sal + temp	SO	(27.25,27.5]	0.9433294	0.9384037	0.9481315
sal + temp	SO	(27.5,27.75]	0.8678208	0.8513907	0.8789657
sal + temp	SO	(27.75,27.85]	0.9540232	0.9523305	0.9559170
sal + temp	SO	(27.85,27.95]	0.9311596	0.9301805	0.9326684
sal + temp	SO	(27.95,28.05]	0.8943980	0.8876310	0.9025426
sal + temp	SO	(28.05,28.1]	0.9524174	0.9511636	0.9543622
sal + temp	SO	(28.1,28.15]	0.9632640	0.9609100	0.9657551
sal + temp	SO	(28.1,28.2]	0.9445350	0.9421844	0.9478898
sal + temp	SO	(28.15,28.2]	0.9753439	0.9736750	0.9779860
sal + temp	SO	(28.2, Inf]	0.7937038	0.7789141	0.8014322
sal + temp	SO	(28.2,28.3]	0.8844687	0.8775647	0.8942145
sal + temp	SO	(28.3, Inf]	0.7056291	0.6959784	0.7121997
silicate + phosphate	Atlantic	(-Inf,26]	0.0061731	-0.0479819	0.0982379
silicate + phosphate	Atlantic	(26,26.5]	0.0084661	-0.0176147	0.0401482
silicate + phosphate	Atlantic	(26.5,26.75]	0.5891799	0.5458887	0.6243538
silicate + phosphate	Atlantic	(26.75,27]	0.8378994	0.8328677	0.8478493
silicate + phosphate	Atlantic	(27,27.25]	0.9175459	0.9138721	0.9199734
silicate + phosphate	Atlantic	(27.25,27.5]	0.9111971	0.9086330	0.9137950
silicate + phosphate	Atlantic	(27.5,27.75]	0.9173374	0.9148378	0.9216072
silicate + phosphate	Atlantic	(27.75,27.85]	0.8851116	0.8801370	0.8892017
silicate + phosphate	Atlantic	(27.85,27.95]	0.9000425	0.8983018	0.9013604
silicate + phosphate	Atlantic	(27.95,28.05]	0.9265161	0.9227335	0.9285703
silicate + phosphate	Atlantic	(28.05,28.1]	0.9558433	0.9438607	0.9660993
silicate + phosphate	Atlantic	(28.1,28.15]	0.9668734	0.9658475	0.9676714
silicate + phosphate	Atlantic	(28.15,28.2]	0.9596240	0.9577232	0.9627218
silicate + phosphate	Atlantic	(28.2, Inf]	0.9751539	0.9730977	0.9777310
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8867085	0.8839964	0.8883242
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8775986	0.8750451	0.8796987
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8495392	0.8441338	0.8538051
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8914786	0.8869311	0.8950202
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9186032	0.9171299	0.9206430
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9352219	0.9318226	0.9386422
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9333467	0.9312961	0.9363781
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9479142	0.9461389	0.9489895
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9442998	0.9432357	0.9452118
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9748111	0.9745165	0.9751768
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9777114	0.9754835	0.9805444
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9103079	0.9093547	0.9116418
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.8256361	0.8230874	0.8295375
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8282558	0.8197658	0.8443325
silicate + phosphate	SO	(-Inf,26]	0.9586769	0.9586769	0.9586769
silicate + phosphate	SO	(26,26.5]	0.7755785	0.7164067	0.8913243
silicate + phosphate	SO	(26.5,26.75]	0.5594710	0.5415584	0.5865468
silicate + phosphate	SO	(26.75,27]	0.7470628	0.7438480	0.7528167
silicate + phosphate	SO	(27,27.25]	0.9013608	0.8985986	0.9051147
silicate + phosphate	SO	(27.25,27.5]	0.9635540	0.9627709	0.9643329
silicate + phosphate	SO	(27.5,27.75]	0.9745668	0.9737602	0.9752238
silicate + phosphate	SO	(27.75,27.85]	0.9794613	0.9785601	0.9810004
silicate + phosphate	SO	(27.85,27.95]	0.9688992	0.9679415	0.9705901
silicate + phosphate	SO	(27.95,28.05]	0.9470044	0.9446698	0.9509750
silicate + phosphate	SO	(28.05,28.1]	0.9284870	0.9250668	0.9345014
silicate + phosphate	SO	(28.1,28.15]	0.7534707	0.7509424	0.7576776
silicate + phosphate	SO	(28.1,28.2]	0.9632766	0.9578084	0.9671163
silicate + phosphate	SO	(28.15,28.2]	0.6194841	0.6041217	0.6383056
silicate + phosphate	SO	(28.2, Inf]	0.8576840	0.8528906	0.8654579
silicate + phosphate	SO	(28.2,28.3]	0.8878634	0.8823134	0.8961920
silicate + phosphate	SO	(28.3, Inf]	0.9059289	0.9020055	0.9111960
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0406596	-0.0663485	-0.0267984
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3217535	-0.3512470	-0.2859699
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0799415	0.0226467	0.1128238
silicate + phosphate_star	Atlantic	(26.75,27]	0.4591698	0.4397681	0.4768407
silicate + phosphate_star	Atlantic	(27,27.25]	0.7770631	0.7531864	0.8043610
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8996180	0.8954246	0.9040918
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9177426	0.9139350	0.9231808
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9903965	0.9897322	0.9914244
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9786922	0.9770981	0.9799014
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9702077	0.9694258	0.9715644
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9694660	0.9612943	0.9789870
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9683538	0.9643047	0.9709151
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9672693	0.9664911	0.9680606
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9824032	0.9808011	0.9840797
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7751490	0.7723294	0.7780699
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7838825	0.7816571	0.7874818
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8147097	0.8012226	0.8231086
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8358591	0.8220906	0.8454171
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8626351	0.8510570	0.8749328
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7949195	0.7752141	0.8138861
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6749414	0.6611556	0.6826828
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5560710	0.5354825	0.5719585
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.6030364	0.5896704	0.6128862
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6106650	0.5811667	0.6283339
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6913681	0.6826925	0.6981748
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7798123	0.7642961	0.7914000
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7116302	0.6841246	0.7267136
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.3237323	-0.3500096	-0.3096051
silicate + phosphate_star	SO	(-Inf,26]	-0.1907787	-0.1907787	-0.1907787
silicate + phosphate_star	SO	(26,26.5]	-0.5345425	-0.5619981	-0.4917307
silicate + phosphate_star	SO	(26.5,26.75]	-0.2026217	-0.2265320	-0.1698034
silicate + phosphate_star	SO	(26.75,27]	0.2576862	0.2454154	0.2652424
silicate + phosphate_star	SO	(27,27.25]	0.4715800	0.4676422	0.4761551
silicate + phosphate_star	SO	(27.25,27.5]	0.2578534	0.2216357	0.2913794
silicate + phosphate_star	SO	(27.5,27.75]	-0.0218646	-0.0567791	0.0114779
silicate + phosphate_star	SO	(27.75,27.85]	-0.6715381	-0.6840392	-0.6609737
silicate + phosphate_star	SO	(27.85,27.95]	-0.5297833	-0.5446228	-0.5100104
silicate + phosphate_star	SO	(27.95,28.05]	-0.3132868	-0.3267386	-0.3049178
silicate + phosphate_star	SO	(28.05,28.1]	-0.5304093	-0.5439724	-0.5041270
silicate + phosphate_star	SO	(28.1,28.15]	-0.4500672	-0.5063083	-0.3395718
silicate + phosphate_star	SO	(28.1,28.2]	-0.6160669	-0.6430473	-0.6005009
silicate + phosphate_star	SO	(28.15,28.2]	-0.4398620	-0.4924701	-0.3936300
silicate + phosphate_star	SO	(28.2, Inf]	0.4036997	0.3843166	0.4317317
silicate + phosphate_star	SO	(28.2,28.3]	-0.3237837	-0.3887739	-0.2716116
silicate + phosphate_star	SO	(28.3, Inf]	0.8148451	0.7826749	0.8550898
temp + aou	Atlantic	(-Inf,26]	-0.6469621	-0.6672160	-0.6101085
temp + aou	Atlantic	(26,26.5]	-0.4186886	-0.4334367	-0.4038230
temp + aou	Atlantic	(26.5,26.75]	0.1412320	0.1339264	0.1458354
temp + aou	Atlantic	(26.75,27]	0.2895716	0.2732271	0.3098098
temp + aou	Atlantic	(27,27.25]	0.1830052	0.1375377	0.2229370
temp + aou	Atlantic	(27.25,27.5]	0.0806917	0.0520252	0.1069045
temp + aou	Atlantic	(27.5,27.75]	0.4963463	0.4663179	0.5174758
temp + aou	Atlantic	(27.75,27.85]	0.2351224	0.1767990	0.2766854
temp + aou	Atlantic	(27.85,27.95]	0.1042121	0.0610849	0.1570976
temp + aou	Atlantic	(27.95,28.05]	-0.1573693	-0.1789938	-0.1344578
temp + aou	Atlantic	(28.05,28.1]	-0.4937531	-0.6288421	-0.3717882
temp + aou	Atlantic	(28.1,28.15]	-0.6908523	-0.7141918	-0.6711190
temp + aou	Atlantic	(28.15,28.2]	-0.8056575	-0.8138083	-0.7985184
temp + aou	Atlantic	(28.2, Inf]	-0.8850380	-0.9122835	-0.8436199
temp + aou	Indo-Pacific	(-Inf,26]	-0.3933171	-0.4009973	-0.3888103
temp + aou	Indo-Pacific	(26,26.5]	-0.2138491	-0.2238588	-0.2077150
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1805795	-0.1913437	-0.1649380
temp + aou	Indo-Pacific	(26.75,27]	-0.3549186	-0.3770691	-0.3327510
temp + aou	Indo-Pacific	(27,27.25]	-0.5133312	-0.5329294	-0.4976952
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5235276	-0.5441566	-0.5073855
temp + aou	Indo-Pacific	(27.5,27.75]	-0.2705783	-0.2767146	-0.2653684
temp + aou	Indo-Pacific	(27.75,27.85]	-0.0778425	-0.1100011	-0.0420609
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0541706	-0.0872344	-0.0158323
temp + aou	Indo-Pacific	(27.95,28.05]	0.1329319	0.1030219	0.1657019
temp + aou	Indo-Pacific	(28.05,28.1]	0.1867907	0.1588158	0.2142412
temp + aou	Indo-Pacific	(28.1,28.2]	0.1709349	0.1538232	0.1954984
temp + aou	Indo-Pacific	(28.2,28.3]	0.4628468	0.4477110	0.4738829
temp + aou	Indo-Pacific	(28.3, Inf]	0.6991779	0.6779655	0.7209612
temp + aou	SO	(-Inf,26]	-0.3009233	-0.3009233	-0.3009233
temp + aou	SO	(26,26.5]	0.6608372	0.6221157	0.7143283
temp + aou	SO	(26.5,26.75]	0.0704498	0.0445272	0.1111936
temp + aou	SO	(26.75,27]	-0.2248474	-0.2325553	-0.2112231
temp + aou	SO	(27,27.25]	-0.1179140	-0.1413597	-0.0770931
temp + aou	SO	(27.25,27.5]	0.3069917	0.2943686	0.3203212
temp + aou	SO	(27.5,27.75]	0.3528623	0.3342922	0.3709758
temp + aou	SO	(27.75,27.85]	0.8287161	0.8154390	0.8436049
temp + aou	SO	(27.85,27.95]	0.7383507	0.7319301	0.7490910
temp + aou	SO	(27.95,28.05]	0.7563655	0.7364910	0.7685046
temp + aou	SO	(28.05,28.1]	0.8802443	0.8784860	0.8833090
temp + aou	SO	(28.1,28.15]	0.8203665	0.7955472	0.8342912
temp + aou	SO	(28.1,28.2]	0.8793825	0.8711708	0.8892143
temp + aou	SO	(28.15,28.2]	0.7355407	0.7075108	0.7649528
temp + aou	SO	(28.2, Inf]	0.5658625	0.5346254	0.5992281
temp + aou	SO	(28.2,28.3]	0.8218969	0.8065082	0.8367422
temp + aou	SO	(28.3, Inf]	0.8945678	0.8909206	0.8978839
temp + nitrate	Atlantic	(-Inf,26]	-0.7615125	-0.8015920	-0.7392220
temp + nitrate	Atlantic	(26,26.5]	-0.4512610	-0.4557445	-0.4463939
temp + nitrate	Atlantic	(26.5,26.75]	0.0747290	0.0720979	0.0796381
temp + nitrate	Atlantic	(26.75,27]	0.2218162	0.2086915	0.2358594
temp + nitrate	Atlantic	(27,27.25]	0.0662375	-0.0050410	0.1267820
temp + nitrate	Atlantic	(27.25,27.5]	-0.1009229	-0.1419709	-0.0640419
temp + nitrate	Atlantic	(27.5,27.75]	0.4058568	0.3739389	0.4268714
temp + nitrate	Atlantic	(27.75,27.85]	-0.0700180	-0.1054501	-0.0315515
temp + nitrate	Atlantic	(27.85,27.95]	-0.1073959	-0.1706020	-0.0564818
temp + nitrate	Atlantic	(27.95,28.05]	-0.2505367	-0.2740167	-0.2387871
temp + nitrate	Atlantic	(28.05,28.1]	-0.4842204	-0.6305785	-0.3646793
temp + nitrate	Atlantic	(28.1,28.15]	-0.6732260	-0.7029940	-0.6506475
temp + nitrate	Atlantic	(28.15,28.2]	-0.8448352	-0.8534098	-0.8324471
temp + nitrate	Atlantic	(28.2, Inf]	-0.8419567	-0.8937853	-0.7601596
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5400460	-0.5437538	-0.5380164
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4569171	-0.4629609	-0.4518293
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4661500	-0.4702409	-0.4602028
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6080879	-0.6196107	-0.5943110
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7063302	-0.7242614	-0.6968751
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6949762	-0.7047516	-0.6883780
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.5009246	-0.5075652	-0.4947125
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2316830	-0.2533162	-0.2025443
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2377771	-0.2621413	-0.1995681
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0162780	-0.0072208	0.0469199
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0667890	0.0411908	0.0920243
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.0354012	0.0192180	0.0612013
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.3250070	0.3096699	0.3336373
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.2195343	0.1788035	0.2431888
temp + nitrate	SO	(-Inf,26]	-0.5395306	-0.5395306	-0.5395306
temp + nitrate	SO	(26,26.5]	0.3068500	0.1626830	0.5061937
temp + nitrate	SO	(26.5,26.75]	-0.4767845	-0.5213053	-0.4390609
temp + nitrate	SO	(26.75,27]	-0.6912497	-0.7012117	-0.6788742
temp + nitrate	SO	(27,27.25]	-0.6918200	-0.7047887	-0.6721854
temp + nitrate	SO	(27.25,27.5]	-0.3687103	-0.3911264	-0.3346862
temp + nitrate	SO	(27.5,27.75]	-0.1221598	-0.1538865	-0.0862802
temp + nitrate	SO	(27.75,27.85]	0.6959464	0.6779847	0.7131746
temp + nitrate	SO	(27.85,27.95]	0.5200729	0.5152106	0.5257972
temp + nitrate	SO	(27.95,28.05]	0.3795484	0.3522853	0.4045559
temp + nitrate	SO	(28.05,28.1]	0.5004768	0.4740333	0.5239118
temp + nitrate	SO	(28.1,28.15]	-0.0627456	-0.1746376	-0.0055069
temp + nitrate	SO	(28.1,28.2]	0.6968073	0.6645253	0.7245670
temp + nitrate	SO	(28.15,28.2]	-0.2912941	-0.3389619	-0.2587803
temp + nitrate	SO	(28.2, Inf]	-0.3761919	-0.4086678	-0.3511844
temp + nitrate	SO	(28.2,28.3]	0.6205605	0.6034635	0.6428139
temp + nitrate	SO	(28.3, Inf]	0.0452703	-0.1248979	0.1585300
temp + phosphate	Atlantic	(-Inf,26]	-0.7081608	-0.7442745	-0.6758065
temp + phosphate	Atlantic	(26,26.5]	-0.6379859	-0.6546334	-0.6294961
temp + phosphate	Atlantic	(26.5,26.75]	-0.0712755	-0.0748247	-0.0685695
temp + phosphate	Atlantic	(26.75,27]	0.1148352	0.0988366	0.1301735
temp + phosphate	Atlantic	(27,27.25]	-0.0290158	-0.0975062	0.0306810
temp + phosphate	Atlantic	(27.25,27.5]	-0.1689056	-0.2124819	-0.1298675
temp + phosphate	Atlantic	(27.5,27.75]	0.3466511	0.3157002	0.3661902
temp + phosphate	Atlantic	(27.75,27.85]	-0.1196049	-0.1532528	-0.0820914
temp + phosphate	Atlantic	(27.85,27.95]	-0.1503538	-0.2142731	-0.0991470
temp + phosphate	Atlantic	(27.95,28.05]	-0.2815752	-0.3059957	-0.2676923
temp + phosphate	Atlantic	(28.05,28.1]	-0.5090236	-0.6521933	-0.3936232
temp + phosphate	Atlantic	(28.1,28.15]	-0.6943443	-0.7245077	-0.6717259
temp + phosphate	Atlantic	(28.15,28.2]	-0.8643885	-0.8762776	-0.8487984
temp + phosphate	Atlantic	(28.2, Inf]	-0.8425646	-0.8906759	-0.7633493
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5117461	-0.5151987	-0.5084713
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4363090	-0.4468450	-0.4276523
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3824358	-0.3897204	-0.3709616
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5320196	-0.5500714	-0.5149221
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6281184	-0.6445224	-0.6141385
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6343692	-0.6512699	-0.6205854
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.4053585	-0.4088774	-0.4034645
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.1619905	-0.1874186	-0.1329115
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.1490283	-0.1762033	-0.1104223
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.0885379	0.0593732	0.1201280
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.1551662	0.1275375	0.1819604
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.1267814	0.1118586	0.1502735
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.4143914	0.3980248	0.4228234
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.4035273	0.3699199	0.4339502
temp + phosphate	SO	(-Inf,26]	-0.6252789	-0.6252789	-0.6252789
temp + phosphate	SO	(26,26.5]	0.1759279	0.0474421	0.3462066
temp + phosphate	SO	(26.5,26.75]	-0.5481549	-0.5831376	-0.5158745
temp + phosphate	SO	(26.75,27]	-0.7173910	-0.7240790	-0.7086960
temp + phosphate	SO	(27,27.25]	-0.7056411	-0.7176933	-0.6864480
temp + phosphate	SO	(27.25,27.5]	-0.3924409	-0.4177127	-0.3554433
temp + phosphate	SO	(27.5,27.75]	-0.1199033	-0.1524687	-0.0838273
temp + phosphate	SO	(27.75,27.85]	0.6940949	0.6762019	0.7098091
temp + phosphate	SO	(27.85,27.95]	0.5290121	0.5246838	0.5331559
temp + phosphate	SO	(27.95,28.05]	0.3921431	0.3705849	0.4112773
temp + phosphate	SO	(28.05,28.1]	0.5023291	0.4733044	0.5287212
temp + phosphate	SO	(28.1,28.15]	-0.0701351	-0.1838953	-0.0113718
temp + phosphate	SO	(28.1,28.2]	0.7027286	0.6715387	0.7292737
temp + phosphate	SO	(28.15,28.2]	-0.2720918	-0.3239587	-0.2378285
temp + phosphate	SO	(28.2, Inf]	-0.2369494	-0.2829680	-0.1951619
temp + phosphate	SO	(28.2,28.3]	0.6640134	0.6430909	0.6854383
temp + phosphate	SO	(28.3, Inf]	-0.0953640	-0.2436805	0.0121745
temp + phosphate_star	Atlantic	(-Inf,26]	-0.7021786	-0.7203508	-0.6814149
temp + phosphate_star	Atlantic	(26,26.5]	-0.8503636	-0.8665825	-0.8408240
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8051262	-0.8205877	-0.7817064
temp + phosphate_star	Atlantic	(26.75,27]	-0.7627201	-0.7684045	-0.7586797
temp + phosphate_star	Atlantic	(27,27.25]	-0.7122969	-0.7558539	-0.6741897
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6773786	-0.7137752	-0.6455560
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.1955136	-0.2095053	-0.1884740
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.4823834	-0.4996018	-0.4602885
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.4307178	-0.4889993	-0.3937993
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.4558379	-0.4785087	-0.4377339
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.5739927	-0.7103287	-0.4736159
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.7283917	-0.7604775	-0.7040917
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9131238	-0.9257315	-0.8936645
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8478681	-0.8978242	-0.7629772
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8467236	-0.8483505	-0.8458227
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9138633	-0.9159357	-0.9115763
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9166009	-0.9168547	-0.9161620
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9363270	-0.9383961	-0.9345747
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9243793	-0.9268970	-0.9219181
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9231460	-0.9272287	-0.9165090
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9224344	-0.9269706	-0.9197990
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8550400	-0.8617810	-0.8442808
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8751414	-0.8860815	-0.8686032
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6240119	-0.6285525	-0.6186057
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4478344	-0.4647277	-0.4336252
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5335488	-0.5483457	-0.5193832
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	-0.3577742	-0.3899038	-0.3215586
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.8351298	-0.8492644	-0.8148463
temp + phosphate_star	SO	(-Inf,26]	-0.4030713	-0.4030713	-0.4030713
temp + phosphate_star	SO	(26,26.5]	-0.9426186	-0.9544376	-0.9347500
temp + phosphate_star	SO	(26.5,26.75]	-0.9635842	-0.9672372	-0.9590416
temp + phosphate_star	SO	(26.75,27]	-0.9572775	-0.9589555	-0.9561851
temp + phosphate_star	SO	(27,27.25]	-0.9792152	-0.9799544	-0.9781083
temp + phosphate_star	SO	(27.25,27.5]	-0.9917742	-0.9926103	-0.9910715
temp + phosphate_star	SO	(27.5,27.75]	-0.9772000	-0.9783634	-0.9755909
temp + phosphate_star	SO	(27.75,27.85]	-0.9586679	-0.9608158	-0.9549541
temp + phosphate_star	SO	(27.85,27.95]	-0.9290032	-0.9315286	-0.9250249
temp + phosphate_star	SO	(27.95,28.05]	-0.9333377	-0.9386651	-0.9281235
temp + phosphate_star	SO	(28.05,28.1]	-0.9610785	-0.9618108	-0.9601603
temp + phosphate_star	SO	(28.1,28.15]	-0.9907236	-0.9913651	-0.9895351
temp + phosphate_star	SO	(28.1,28.2]	-0.9374102	-0.9428936	-0.9329328
temp + phosphate_star	SO	(28.15,28.2]	-0.9895199	-0.9902048	-0.9890659
temp + phosphate_star	SO	(28.2, Inf]	-0.8550856	-0.8615786	-0.8460332
temp + phosphate_star	SO	(28.2,28.3]	-0.8016891	-0.8287691	-0.7813753
temp + phosphate_star	SO	(28.3, Inf]	-0.8120119	-0.8554490	-0.7833812
temp + silicate	Atlantic	(-Inf,26]	-0.4267254	-0.4742618	-0.3979532
temp + silicate	Atlantic	(26,26.5]	0.1223051	0.1138563	0.1338770
temp + silicate	Atlantic	(26.5,26.75]	0.1849374	0.1594869	0.2164516
temp + silicate	Atlantic	(26.75,27]	-0.0752640	-0.0852004	-0.0668393
temp + silicate	Atlantic	(27,27.25]	-0.2206594	-0.3193700	-0.1406124
temp + silicate	Atlantic	(27.25,27.5]	-0.3264305	-0.3830255	-0.2752556
temp + silicate	Atlantic	(27.5,27.75]	0.1884605	0.1586374	0.2043498
temp + silicate	Atlantic	(27.75,27.85]	-0.4722265	-0.4877556	-0.4498219
temp + silicate	Atlantic	(27.85,27.95]	-0.4949099	-0.5502268	-0.4578080
temp + silicate	Atlantic	(27.95,28.05]	-0.5855471	-0.6072665	-0.5605466
temp + silicate	Atlantic	(28.05,28.1]	-0.7053988	-0.8036310	-0.6396161
temp + silicate	Atlantic	(28.1,28.15]	-0.7970563	-0.8235527	-0.7776442
temp + silicate	Atlantic	(28.15,28.2]	-0.8723444	-0.8859358	-0.8585437
temp + silicate	Atlantic	(28.2, Inf]	-0.8691710	-0.9038079	-0.8111013
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6132738	-0.6177148	-0.6103331
temp + silicate	Indo-Pacific	(26,26.5]	-0.6198921	-0.6260577	-0.6166786
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6607383	-0.6674333	-0.6485275
temp + silicate	Indo-Pacific	(26.75,27]	-0.7280580	-0.7380741	-0.7150220
temp + silicate	Indo-Pacific	(27,27.25]	-0.7934761	-0.8068441	-0.7835566
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7775336	-0.7883407	-0.7679579
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.6025971	-0.6071991	-0.5966947
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.3398184	-0.3584858	-0.3203492
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.3342238	-0.3592595	-0.2962804
temp + silicate	Indo-Pacific	(27.95,28.05]	0.0197842	-0.0127348	0.0543769
temp + silicate	Indo-Pacific	(28.05,28.1]	0.1224412	0.0985918	0.1494694
temp + silicate	Indo-Pacific	(28.1,28.2]	-0.1579899	-0.1760204	-0.1272127
temp + silicate	Indo-Pacific	(28.2,28.3]	0.1249120	0.1011648	0.1476605
temp + silicate	Indo-Pacific	(28.3, Inf]	0.7321561	0.7194653	0.7428173
temp + silicate	SO	(-Inf,26]	-0.8214623	-0.8214623	-0.8214623
temp + silicate	SO	(26,26.5]	0.6761915	0.6402516	0.7079285
temp + silicate	SO	(26.5,26.75]	0.3010451	0.2651815	0.3274309
temp + silicate	SO	(26.75,27]	-0.1906485	-0.2037926	-0.1748752
temp + silicate	SO	(27,27.25]	-0.4772745	-0.4843641	-0.4696256
temp + silicate	SO	(27.25,27.5]	-0.3204124	-0.3489743	-0.2864009
temp + silicate	SO	(27.5,27.75]	-0.0702646	-0.1001804	-0.0393502
temp + silicate	SO	(27.75,27.85]	0.7083630	0.6942436	0.7207170
temp + silicate	SO	(27.85,27.95]	0.6411399	0.6383901	0.6429871
temp + silicate	SO	(27.95,28.05]	0.5453455	0.5388065	0.5512566
temp + silicate	SO	(28.05,28.1]	0.7011466	0.6833774	0.7112685
temp + silicate	SO	(28.1,28.15]	0.5451376	0.4515925	0.5919495
temp + silicate	SO	(28.1,28.2]	0.7961635	0.7864483	0.8052597
temp + silicate	SO	(28.15,28.2]	0.5443223	0.5037187	0.5888683
temp + silicate	SO	(28.2, Inf]	0.1126339	0.0704745	0.1500517
temp + silicate	SO	(28.2,28.3]	0.7711022	0.7564684	0.7841401
temp + silicate	SO	(28.3, Inf]	-0.3636813	-0.4993201	-0.2682352

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2541417	0.1910905	0.3253778
aou	Atlantic	(26,26.5]	0.0379796	-0.0570347	0.1600323
aou	Atlantic	(26.5,26.75]	0.0328208	-0.1552727	0.2414214
aou	Atlantic	(26.75,27]	-0.1128336	-0.2726388	0.0896075
aou	Atlantic	(27,27.25]	-0.5418145	-0.6192293	-0.4275911
aou	Atlantic	(27.25,27.5]	-0.6751927	-0.7288414	-0.6174929
aou	Atlantic	(27.5,27.75]	-0.7887632	-0.7961968	-0.7841621
aou	Atlantic	(27.75,27.85]	-0.7563729	-0.7597000	-0.7497187
aou	Atlantic	(27.85,27.95]	-0.8625353	-0.8634180	-0.8613412
aou	Atlantic	(27.95,28.05]	-0.7987597	-0.8045502	-0.7917901
aou	Atlantic	(28.05,28.1]	-0.9530470	-0.9644330	-0.9472966
aou	Atlantic	(28.1,28.15]	-0.9414143	-0.9477517	-0.9366659
aou	Atlantic	(28.15,28.2]	-0.9562978	-0.9641991	-0.9442266
aou	Atlantic	(28.2, Inf]	-0.9421210	-0.9571444	-0.9141740
aou	Indo-Pacific	(-Inf,26]	-0.0740140	-0.1881459	0.0619053
aou	Indo-Pacific	(26,26.5]	-0.4493046	-0.5716010	-0.2847833
aou	Indo-Pacific	(26.5,26.75]	-0.7530423	-0.8223838	-0.6570012
aou	Indo-Pacific	(26.75,27]	-0.8369365	-0.8806889	-0.7809688
aou	Indo-Pacific	(27,27.25]	-0.6548516	-0.7296847	-0.5443678
aou	Indo-Pacific	(27.25,27.5]	-0.4168068	-0.5934147	-0.1937342
aou	Indo-Pacific	(27.5,27.75]	0.2207877	-0.0123097	0.4811901
aou	Indo-Pacific	(27.75,27.85]	0.8178411	0.7716673	0.8639722
aou	Indo-Pacific	(27.85,27.95]	0.9127956	0.9002271	0.9257934
aou	Indo-Pacific	(27.95,28.05]	0.9442803	0.9426282	0.9471509
aou	Indo-Pacific	(28.05,28.1]	0.9414698	0.9381109	0.9435971
aou	Indo-Pacific	(28.1,28.2]	0.8433417	0.8352496	0.8514293
aou	Indo-Pacific	(28.2,28.3]	0.6253126	0.6213329	0.6292009
aou	Indo-Pacific	(28.3, Inf]	0.4634490	0.3871311	0.5434031
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	-0.0508170	-0.2189666	0.0723568
aou	SO	(26.5,26.75]	-0.3481445	-0.4744345	-0.2249035
aou	SO	(26.75,27]	-0.5562330	-0.6289195	-0.4408083
aou	SO	(27,27.25]	-0.4791061	-0.5561292	-0.3676805
aou	SO	(27.25,27.5]	-0.3139588	-0.4531168	-0.1099123
aou	SO	(27.5,27.75]	-0.4860023	-0.7135820	-0.1399792
aou	SO	(27.75,27.85]	-0.5238219	-0.8533147	-0.0115662
aou	SO	(27.85,27.95]	-0.4689212	-0.7184120	-0.1275057
aou	SO	(27.95,28.05]	-0.5517368	-0.7671751	-0.2294057
aou	SO	(28.05,28.1]	-0.5266214	-0.8447287	-0.0656477
aou	SO	(28.1,28.15]	-0.0604926	-0.4368686	0.3421161
aou	SO	(28.1,28.2]	-0.7075249	-0.9109361	-0.3545417
aou	SO	(28.15,28.2]	-0.0535153	-0.3399097	0.2635498
aou	SO	(28.2, Inf]	-0.2781861	-0.3975282	-0.1250369
aou	SO	(28.2,28.3]	-0.5317365	-0.7443086	-0.1847584
aou	SO	(28.3, Inf]	0.5303540	0.3677838	0.7124552
nitrate	Atlantic	(-Inf,26]	-0.0531331	-0.1293740	0.0215862
nitrate	Atlantic	(26,26.5]	-0.1882200	-0.2826732	-0.0666383
nitrate	Atlantic	(26.5,26.75]	-0.1069151	-0.2964800	0.1029712
nitrate	Atlantic	(26.75,27]	-0.2336600	-0.3873179	-0.0339517
nitrate	Atlantic	(27,27.25]	-0.6844784	-0.7455249	-0.5947779
nitrate	Atlantic	(27.25,27.5]	-0.8337835	-0.8669623	-0.7969723
nitrate	Atlantic	(27.5,27.75]	-0.9216423	-0.9227220	-0.9201139
nitrate	Atlantic	(27.75,27.85]	-0.9421182	-0.9432957	-0.9401737
nitrate	Atlantic	(27.85,27.95]	-0.9446488	-0.9473797	-0.9429692
nitrate	Atlantic	(27.95,28.05]	-0.8599348	-0.8653015	-0.8544596
nitrate	Atlantic	(28.05,28.1]	-0.9846313	-0.9880399	-0.9809900
nitrate	Atlantic	(28.1,28.15]	-0.9825919	-0.9845454	-0.9797912
nitrate	Atlantic	(28.15,28.2]	-0.9896246	-0.9915275	-0.9862988
nitrate	Atlantic	(28.2, Inf]	-0.9888361	-0.9927653	-0.9830921
nitrate	Indo-Pacific	(-Inf,26]	-0.0971408	-0.2205131	0.0438831
nitrate	Indo-Pacific	(26,26.5]	-0.4387772	-0.5550423	-0.2929884
nitrate	Indo-Pacific	(26.5,26.75]	-0.6242827	-0.6832341	-0.5379261
nitrate	Indo-Pacific	(26.75,27]	-0.6269127	-0.6863880	-0.5589862
nitrate	Indo-Pacific	(27,27.25]	-0.4086337	-0.4937922	-0.2884257
nitrate	Indo-Pacific	(27.25,27.5]	-0.3283012	-0.5118723	-0.0918018
nitrate	Indo-Pacific	(27.5,27.75]	0.1974474	-0.0265133	0.4439321
nitrate	Indo-Pacific	(27.75,27.85]	0.7981675	0.7465072	0.8489809
nitrate	Indo-Pacific	(27.85,27.95]	0.8959028	0.8795086	0.9119514
nitrate	Indo-Pacific	(27.95,28.05]	0.9368201	0.9337515	0.9416759
nitrate	Indo-Pacific	(28.05,28.1]	0.9405849	0.9391699	0.9414438
nitrate	Indo-Pacific	(28.1,28.2]	0.8730514	0.8665313	0.8777807
nitrate	Indo-Pacific	(28.2,28.3]	0.7056855	0.7026608	0.7076550
nitrate	Indo-Pacific	(28.3, Inf]	0.1166078	0.0721483	0.1719638
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	-0.0915294	-0.2129109	-0.0242230
nitrate	SO	(26.5,26.75]	-0.4914102	-0.5820696	-0.4243680
nitrate	SO	(26.75,27]	-0.8400082	-0.8709860	-0.7921974
nitrate	SO	(27,27.25]	-0.8832566	-0.9151596	-0.8359137
nitrate	SO	(27.25,27.5]	-0.8087319	-0.8974129	-0.6746895
nitrate	SO	(27.5,27.75]	-0.7697029	-0.9176512	-0.5276887
nitrate	SO	(27.75,27.85]	-0.5989003	-0.8654658	-0.1750761
nitrate	SO	(27.85,27.95]	-0.5422996	-0.7009586	-0.3128880
nitrate	SO	(27.95,28.05]	-0.6910767	-0.7761532	-0.5427768
nitrate	SO	(28.05,28.1]	-0.7254308	-0.8201564	-0.5403009
nitrate	SO	(28.1,28.15]	-0.7734100	-0.8672997	-0.6508331
nitrate	SO	(28.1,28.2]	-0.7423898	-0.8445119	-0.5600041
nitrate	SO	(28.15,28.2]	-0.8625271	-0.9435654	-0.7496902
nitrate	SO	(28.2, Inf]	-0.8476079	-0.8579898	-0.8417120
nitrate	SO	(28.2,28.3]	-0.5092884	-0.6162406	-0.3111539
nitrate	SO	(28.3, Inf]	-0.4931364	-0.5281204	-0.4740523
phosphate	Atlantic	(-Inf,26]	0.3206417	0.2527633	0.3834506
phosphate	Atlantic	(26,26.5]	0.0611315	-0.0008691	0.1414640
phosphate	Atlantic	(26.5,26.75]	-0.0944787	-0.2600409	0.0967928
phosphate	Atlantic	(26.75,27]	-0.2565113	-0.4007249	-0.0660708
phosphate	Atlantic	(27,27.25]	-0.6939244	-0.7452613	-0.6176687
phosphate	Atlantic	(27.25,27.5]	-0.8413187	-0.8702826	-0.8090710
phosphate	Atlantic	(27.5,27.75]	-0.9168034	-0.9170494	-0.9164624
phosphate	Atlantic	(27.75,27.85]	-0.9498193	-0.9509387	-0.9489267
phosphate	Atlantic	(27.85,27.95]	-0.9445324	-0.9472164	-0.9427707
phosphate	Atlantic	(27.95,28.05]	-0.8679296	-0.8718999	-0.8638605
phosphate	Atlantic	(28.05,28.1]	-0.9827452	-0.9864870	-0.9787001
phosphate	Atlantic	(28.1,28.15]	-0.9812830	-0.9832006	-0.9788041
phosphate	Atlantic	(28.15,28.2]	-0.9813090	-0.9856403	-0.9751369
phosphate	Atlantic	(28.2, Inf]	-0.9847814	-0.9885348	-0.9787192
phosphate	Indo-Pacific	(-Inf,26]	-0.1232140	-0.2485675	0.0246296
phosphate	Indo-Pacific	(26,26.5]	-0.5774407	-0.6917515	-0.4216304
phosphate	Indo-Pacific	(26.5,26.75]	-0.8216895	-0.8808497	-0.7381868
phosphate	Indo-Pacific	(26.75,27]	-0.8386857	-0.8791128	-0.7882165
phosphate	Indo-Pacific	(27,27.25]	-0.6788330	-0.7459691	-0.5799631
phosphate	Indo-Pacific	(27.25,27.5]	-0.5105917	-0.6691286	-0.3108742
phosphate	Indo-Pacific	(27.5,27.75]	0.1185804	-0.1136468	0.3804173
phosphate	Indo-Pacific	(27.75,27.85]	0.7870005	0.7383542	0.8348096
phosphate	Indo-Pacific	(27.85,27.95]	0.9013698	0.8872180	0.9151801
phosphate	Indo-Pacific	(27.95,28.05]	0.9388878	0.9370912	0.9421419
phosphate	Indo-Pacific	(28.05,28.1]	0.9365942	0.9334332	0.9383153
phosphate	Indo-Pacific	(28.1,28.2]	0.8479819	0.8384096	0.8563453
phosphate	Indo-Pacific	(28.2,28.3]	0.6438968	0.6408438	0.6480399
phosphate	Indo-Pacific	(28.3, Inf]	0.1841117	0.1386157	0.2411017
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.3274992	-0.4692079	-0.2365631
phosphate	SO	(26.5,26.75]	-0.6230302	-0.7013306	-0.5517648
phosphate	SO	(26.75,27]	-0.8536155	-0.8826610	-0.8067607
phosphate	SO	(27,27.25]	-0.8896045	-0.9195511	-0.8450624
phosphate	SO	(27.25,27.5]	-0.8200223	-0.9059941	-0.6899217
phosphate	SO	(27.5,27.75]	-0.7745834	-0.9208069	-0.5351766
phosphate	SO	(27.75,27.85]	-0.6087567	-0.8708759	-0.1908958
phosphate	SO	(27.85,27.95]	-0.5546295	-0.7147260	-0.3223455
phosphate	SO	(27.95,28.05]	-0.6982389	-0.7902353	-0.5400083
phosphate	SO	(28.05,28.1]	-0.7327171	-0.8291317	-0.5461087
phosphate	SO	(28.1,28.15]	-0.7946774	-0.8897911	-0.6704320
phosphate	SO	(28.1,28.2]	-0.7343416	-0.8424431	-0.5424133
phosphate	SO	(28.15,28.2]	-0.8682248	-0.9562098	-0.7487997
phosphate	SO	(28.2, Inf]	-0.8958339	-0.9173481	-0.8610327
phosphate	SO	(28.2,28.3]	-0.5239781	-0.6463847	-0.2966088
phosphate	SO	(28.3, Inf]	-0.6344047	-0.6650996	-0.6088783
phosphate_star	Atlantic	(-Inf,26]	-0.0099865	-0.0592017	0.0229961
phosphate_star	Atlantic	(26,26.5]	0.1392275	0.1253869	0.1486213
phosphate_star	Atlantic	(26.5,26.75]	-0.3349201	-0.3659470	-0.3080651
phosphate_star	Atlantic	(26.75,27]	-0.4841177	-0.5084549	-0.4713293
phosphate_star	Atlantic	(27,27.25]	-0.6245695	-0.6967876	-0.5710574
phosphate_star	Atlantic	(27.25,27.5]	-0.7497948	-0.7663309	-0.7350315
phosphate_star	Atlantic	(27.5,27.75]	-0.7234729	-0.7469820	-0.7080448
phosphate_star	Atlantic	(27.75,27.85]	-0.9130376	-0.9244777	-0.9047295
phosphate_star	Atlantic	(27.85,27.95]	-0.8943207	-0.9029200	-0.8851162
phosphate_star	Atlantic	(27.95,28.05]	-0.8419698	-0.8467009	-0.8370068
phosphate_star	Atlantic	(28.05,28.1]	-0.9797374	-0.9825206	-0.9763942
phosphate_star	Atlantic	(28.1,28.15]	-0.9855014	-0.9871640	-0.9828498
phosphate_star	Atlantic	(28.15,28.2]	-0.9804613	-0.9823821	-0.9776630
phosphate_star	Atlantic	(28.2, Inf]	-0.9857070	-0.9879091	-0.9816148
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0030008	-0.1186051	0.1279144
phosphate_star	Indo-Pacific	(26,26.5]	-0.5647300	-0.6170812	-0.4930316
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6365079	-0.6632939	-0.5974800
phosphate_star	Indo-Pacific	(26.75,27]	-0.5016042	-0.5455041	-0.4534465
phosphate_star	Indo-Pacific	(27,27.25]	-0.4410191	-0.4994616	-0.3642044
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5708908	-0.6517407	-0.4778167
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.3018040	-0.4219863	-0.1613194
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2365211	0.1886401	0.2703333
phosphate_star	Indo-Pacific	(27.85,27.95]	0.4102837	0.3900464	0.4408874
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5680185	0.5330307	0.5916928
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6805169	0.6651959	0.6923304
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7292386	0.7185600	0.7375549
phosphate_star	Indo-Pacific	(28.2,28.3]	0.5903775	0.5682957	0.6046584
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6865232	-0.7252396	-0.6450632
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.2616064	-0.3733506	-0.1560487
phosphate_star	SO	(26.5,26.75]	-0.5040413	-0.5414217	-0.4768971
phosphate_star	SO	(26.75,27]	-0.7677719	-0.7984904	-0.7480943
phosphate_star	SO	(27,27.25]	-0.8333726	-0.8656948	-0.8047997
phosphate_star	SO	(27.25,27.5]	-0.6960830	-0.8139330	-0.6066067
phosphate_star	SO	(27.5,27.75]	-0.3943344	-0.6688358	-0.2034084
phosphate_star	SO	(27.75,27.85]	0.3257228	-0.2241895	0.6853123
phosphate_star	SO	(27.85,27.95]	0.2908959	-0.1074809	0.5868784
phosphate_star	SO	(27.95,28.05]	0.0682171	-0.3177774	0.3281951
phosphate_star	SO	(28.05,28.1]	0.1582168	-0.4158222	0.5829797
phosphate_star	SO	(28.1,28.15]	-0.4957793	-0.8650042	-0.1260240
phosphate_star	SO	(28.1,28.2]	0.4769833	-0.0377343	0.7934898
phosphate_star	SO	(28.15,28.2]	-0.6539317	-0.9008628	-0.3969097
phosphate_star	SO	(28.2, Inf]	-0.7981917	-0.9158150	-0.6909387
phosphate_star	SO	(28.2,28.3]	0.2124126	-0.3047513	0.6178271
phosphate_star	SO	(28.3, Inf]	-0.8958905	-0.9630419	-0.8402548
sal	Atlantic	(-Inf,26]	0.6567668	0.5752296	0.7026743
sal	Atlantic	(26,26.5]	-0.1237155	-0.1389414	-0.1020167
sal	Atlantic	(26.5,26.75]	-0.0011190	-0.1443868	0.1170473
sal	Atlantic	(26.75,27]	-0.0568790	-0.1251483	0.0047953
sal	Atlantic	(27,27.25]	-0.0561229	-0.1839644	0.1122348
sal	Atlantic	(27.25,27.5]	0.1175474	0.0524174	0.1961798
sal	Atlantic	(27.5,27.75]	-0.5309068	-0.5605544	-0.4842151
sal	Atlantic	(27.75,27.85]	0.0874016	0.0442729	0.1487321
sal	Atlantic	(27.85,27.95]	-0.0555884	-0.1478057	0.0020418
sal	Atlantic	(27.95,28.05]	0.0113790	-0.0441587	0.0653820
sal	Atlantic	(28.05,28.1]	0.5514856	0.4707402	0.6839474
sal	Atlantic	(28.1,28.15]	0.7801282	0.7495936	0.8045995
sal	Atlantic	(28.15,28.2]	0.8492858	0.8295498	0.8593776
sal	Atlantic	(28.2, Inf]	0.9202922	0.8823763	0.9477991
sal	Indo-Pacific	(-Inf,26]	-0.0484721	-0.1139569	0.0161548
sal	Indo-Pacific	(26,26.5]	0.3040096	0.2611093	0.3355524
sal	Indo-Pacific	(26.5,26.75]	0.3654495	0.3345736	0.3899819
sal	Indo-Pacific	(26.75,27]	0.2682076	0.2143797	0.3238730
sal	Indo-Pacific	(27,27.25]	0.0984446	0.0046494	0.1722228
sal	Indo-Pacific	(27.25,27.5]	0.1787146	0.0510865	0.2854612
sal	Indo-Pacific	(27.5,27.75]	-0.0273895	-0.0983151	0.0444395
sal	Indo-Pacific	(27.75,27.85]	-0.1901471	-0.2237719	-0.1733328
sal	Indo-Pacific	(27.85,27.95]	-0.2043156	-0.2288779	-0.1772339
sal	Indo-Pacific	(27.95,28.05]	0.0181803	-0.0260994	0.0495892
sal	Indo-Pacific	(28.05,28.1]	-0.1105639	-0.1436539	-0.0823363
sal	Indo-Pacific	(28.1,28.2]	0.0377480	0.0169403	0.0592231
sal	Indo-Pacific	(28.2,28.3]	-0.3042414	-0.3398251	-0.2665823
sal	Indo-Pacific	(28.3, Inf]	0.5428498	0.4776904	0.6047291
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	-0.0190222	-0.1770527	0.1796085
sal	SO	(26.5,26.75]	0.4186356	0.3956590	0.4533144
sal	SO	(26.75,27]	0.6796254	0.6475477	0.7173033
sal	SO	(27,27.25]	0.8180826	0.7951447	0.8448189
sal	SO	(27.25,27.5]	0.5842086	0.4918749	0.7130184
sal	SO	(27.5,27.75]	0.0789195	-0.1269740	0.3857917
sal	SO	(27.75,27.85]	-0.4912522	-0.8361241	0.0502010
sal	SO	(27.85,27.95]	-0.4696413	-0.7612567	-0.0537895
sal	SO	(27.95,28.05]	-0.2136771	-0.4863799	0.1798513
sal	SO	(28.05,28.1]	-0.2282001	-0.6580272	0.3434460
sal	SO	(28.1,28.15]	0.5682718	0.2281608	0.9005854
sal	SO	(28.1,28.2]	-0.5591429	-0.8508913	-0.0717426
sal	SO	(28.15,28.2]	0.6745262	0.4324047	0.9061073
sal	SO	(28.2, Inf]	-0.1228952	-0.3054933	0.0764823
sal	SO	(28.2,28.3]	-0.4097001	-0.7607004	0.1028136
sal	SO	(28.3, Inf]	0.0105054	-0.2171751	0.3221006
silicate	Atlantic	(-Inf,26]	-0.6194966	-0.6491661	-0.5772896
silicate	Atlantic	(26,26.5]	-0.4808442	-0.5312933	-0.4217758
silicate	Atlantic	(26.5,26.75]	-0.3614398	-0.4932059	-0.1990323
silicate	Atlantic	(26.75,27]	-0.5348387	-0.6636549	-0.3570949
silicate	Atlantic	(27,27.25]	-0.8490804	-0.8722832	-0.8130849
silicate	Atlantic	(27.25,27.5]	-0.9250308	-0.9287779	-0.9205044
silicate	Atlantic	(27.5,27.75]	-0.9181034	-0.9267249	-0.9106644
silicate	Atlantic	(27.75,27.85]	-0.9029549	-0.9131788	-0.8954639
silicate	Atlantic	(27.85,27.95]	-0.8314505	-0.8392297	-0.8218533
silicate	Atlantic	(27.95,28.05]	-0.7444358	-0.7505728	-0.7345585
silicate	Atlantic	(28.05,28.1]	-0.9115403	-0.9318582	-0.8981453
silicate	Atlantic	(28.1,28.15]	-0.9268929	-0.9305515	-0.9243474
silicate	Atlantic	(28.15,28.2]	-0.9111050	-0.9163750	-0.9050638
silicate	Atlantic	(28.2, Inf]	-0.9440372	-0.9514028	-0.9331149
silicate	Indo-Pacific	(-Inf,26]	-0.1120859	-0.2231060	0.0260677
silicate	Indo-Pacific	(26,26.5]	-0.6491733	-0.7381365	-0.5243296
silicate	Indo-Pacific	(26.5,26.75]	-0.7601208	-0.8103673	-0.6921175
silicate	Indo-Pacific	(26.75,27]	-0.6511513	-0.7039783	-0.5907764
silicate	Indo-Pacific	(27,27.25]	-0.4401871	-0.5171497	-0.3260503
silicate	Indo-Pacific	(27.25,27.5]	-0.3083794	-0.4780659	-0.0974644
silicate	Indo-Pacific	(27.5,27.75]	0.2573658	0.0390558	0.4964235
silicate	Indo-Pacific	(27.75,27.85]	0.8601344	0.8065851	0.9040473
silicate	Indo-Pacific	(27.85,27.95]	0.9320077	0.9169300	0.9476184
silicate	Indo-Pacific	(27.95,28.05]	0.9636773	0.9624970	0.9659338
silicate	Indo-Pacific	(28.05,28.1]	0.9588247	0.9542027	0.9621873
silicate	Indo-Pacific	(28.1,28.2]	0.9396022	0.9338106	0.9434053
silicate	Indo-Pacific	(28.2,28.3]	0.8443600	0.8426152	0.8454605
silicate	Indo-Pacific	(28.3, Inf]	0.3319525	0.2690376	0.4079229
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	-0.1924134	-0.3626749	-0.0375341
silicate	SO	(26.5,26.75]	-0.2621618	-0.3641935	-0.1452306
silicate	SO	(26.75,27]	-0.5606588	-0.6218625	-0.4634297
silicate	SO	(27,27.25]	-0.7626991	-0.8014570	-0.7061658
silicate	SO	(27.25,27.5]	-0.7631635	-0.8638449	-0.6150416
silicate	SO	(27.5,27.75]	-0.7783431	-0.9239392	-0.5401857
silicate	SO	(27.75,27.85]	-0.6522687	-0.9046735	-0.2392693
silicate	SO	(27.85,27.95]	-0.6232001	-0.8117286	-0.3403670
silicate	SO	(27.95,28.05]	-0.6802509	-0.8296546	-0.4426583
silicate	SO	(28.05,28.1]	-0.6799009	-0.8807682	-0.3592366
silicate	SO	(28.1,28.15]	-0.4406516	-0.7370977	-0.1331698
silicate	SO	(28.1,28.2]	-0.6869962	-0.8549668	-0.3926176
silicate	SO	(28.15,28.2]	-0.3151944	-0.5692940	-0.0185138
silicate	SO	(28.2, Inf]	-0.7703148	-0.8507611	-0.6714453
silicate	SO	(28.2,28.3]	-0.4959539	-0.7097716	-0.1376466
silicate	SO	(28.3, Inf]	-0.8300296	-0.8569414	-0.7990587
temp	Atlantic	(-Inf,26]	0.0431122	-0.0653454	0.1475122
temp	Atlantic	(26,26.5]	-0.2677293	-0.2805850	-0.2484446
temp	Atlantic	(26.5,26.75]	-0.0156470	-0.1294998	0.0694533
temp	Atlantic	(26.75,27]	0.0159983	-0.0294806	0.0392513
temp	Atlantic	(27,27.25]	-0.0407304	-0.1592343	0.1201018
temp	Atlantic	(27.25,27.5]	0.0515536	-0.0076253	0.1208518
temp	Atlantic	(27.5,27.75]	-0.5204756	-0.5426042	-0.4821513
temp	Atlantic	(27.75,27.85]	0.1002659	0.0679498	0.1481736
temp	Atlantic	(27.85,27.95]	0.0269100	-0.0402218	0.0883156
temp	Atlantic	(27.95,28.05]	-0.0004838	-0.0191152	0.0295353
temp	Atlantic	(28.05,28.1]	0.4030013	0.2921479	0.5691686
temp	Atlantic	(28.1,28.15]	0.6039783	0.5822928	0.6457206
temp	Atlantic	(28.15,28.2]	0.8646562	0.8347748	0.8817019
temp	Atlantic	(28.2, Inf]	0.7749651	0.6519567	0.8454801
temp	Indo-Pacific	(-Inf,26]	-0.3736676	-0.4692279	-0.2831009
temp	Indo-Pacific	(26,26.5]	0.2629327	0.2011178	0.3114396
temp	Indo-Pacific	(26.5,26.75]	0.3414374	0.3036183	0.3686284
temp	Indo-Pacific	(26.75,27]	0.2099218	0.1518771	0.2651982
temp	Indo-Pacific	(27,27.25]	0.1013075	0.0090649	0.1730329
temp	Indo-Pacific	(27.25,27.5]	0.2704477	0.1552827	0.3702826
temp	Indo-Pacific	(27.5,27.75]	0.1088536	0.0128026	0.1947552
temp	Indo-Pacific	(27.75,27.85]	-0.1836887	-0.2291196	-0.1397175
temp	Indo-Pacific	(27.85,27.95]	-0.1888788	-0.2272948	-0.1586333
temp	Indo-Pacific	(27.95,28.05]	-0.0444737	-0.0810711	-0.0069437
temp	Indo-Pacific	(28.05,28.1]	-0.0315070	-0.0601011	-0.0134724
temp	Indo-Pacific	(28.1,28.2]	-0.2714887	-0.3042617	-0.2273580
temp	Indo-Pacific	(28.2,28.3]	-0.1612036	-0.1806774	-0.1446302
temp	Indo-Pacific	(28.3, Inf]	0.6523232	0.5848492	0.7139228
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.0416606	-0.0817093	0.2029309
temp	SO	(26.5,26.75]	0.3696567	0.3400883	0.4118928
temp	SO	(26.75,27]	0.6419217	0.6223667	0.6740094
temp	SO	(27,27.25]	0.7760304	0.7488665	0.8039990
temp	SO	(27.25,27.5]	0.7137596	0.6328430	0.8160246
temp	SO	(27.5,27.75]	0.4406361	0.2806541	0.6682896
temp	SO	(27.75,27.85]	-0.4600254	-0.7525864	0.0183641
temp	SO	(27.85,27.95]	-0.5437925	-0.7737916	-0.2064384
temp	SO	(27.95,28.05]	-0.3614541	-0.6128805	0.0080029
temp	SO	(28.05,28.1]	-0.3597979	-0.7562324	0.1936208
temp	SO	(28.1,28.15]	0.3973017	0.0135038	0.7883758
temp	SO	(28.1,28.2]	-0.6678634	-0.9184293	-0.2328242
temp	SO	(28.15,28.2]	0.5583942	0.2823946	0.8334091
temp	SO	(28.2, Inf]	0.4266943	0.2472844	0.6272839
temp	SO	(28.2,28.3]	-0.4658247	-0.8110442	0.0219732
temp	SO	(28.3, Inf]	0.6423468	0.4881207	0.8464003

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