eMLR - assumption testing

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Last updated: 2021-07-05

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Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
f2e4805	Donghe-Zhu	2021-07-05
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a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
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d517836	Donghe-Zhu	2021-06-24
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256a616	Donghe-Zhu	2021-06-23
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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
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

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

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7970790	0.6660029	0.9459441
aou + nitrate	Atlantic	(26,26.5]	0.9169192	0.9082393	0.9321893
aou + nitrate	Atlantic	(26.5,26.75]	0.9642227	0.9435136	0.9780273
aou + nitrate	Atlantic	(26.75,27]	0.9822597	0.9786965	0.9861063
aou + nitrate	Atlantic	(27,27.25]	0.9593247	0.9501834	0.9657225
aou + nitrate	Atlantic	(27.25,27.5]	0.9012867	0.8929111	0.9058026
aou + nitrate	Atlantic	(27.5,27.75]	0.8152364	0.7996007	0.8258207
aou + nitrate	Atlantic	(27.75,27.85]	0.6856495	0.6357935	0.7702798
aou + nitrate	Atlantic	(27.85,27.95]	0.8697252	0.8300316	0.9034157
aou + nitrate	Atlantic	(27.95,28.05]	0.7905276	0.7308963	0.9081197
aou + nitrate	Atlantic	(28.05,28.1]	0.8379937	0.8015587	0.9102987
aou + nitrate	Atlantic	(28.1,28.15]	0.9275689	0.9199336	0.9370969
aou + nitrate	Atlantic	(28.15,28.2]	0.9547469	0.9527676	0.9577403
aou + nitrate	Atlantic	(28.2, Inf]	0.9163365	0.8831742	0.9555464
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9178542	0.9078477	0.9318883
aou + nitrate	Indo-Pacific	(26,26.5]	0.8622661	0.8136953	0.8893340
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.8574092	0.8059494	0.8876755
aou + nitrate	Indo-Pacific	(26.75,27]	0.8636973	0.8417071	0.9018366
aou + nitrate	Indo-Pacific	(27,27.25]	0.9212662	0.9023529	0.9419194
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.9428728	0.9301130	0.9598182
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.9631620	0.9508697	0.9749557
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9899637	0.9853615	0.9933142
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9918117	0.9880295	0.9941700
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9890998	0.9833095	0.9928549
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9900528	0.9853589	0.9929444
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9881764	0.9825540	0.9917406
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.9888881	0.9836909	0.9921812
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.5960946	0.5374299	0.6533336
aou + phosphate	Atlantic	(-Inf,26]	0.8797398	0.8119683	0.9578971
aou + phosphate	Atlantic	(26,26.5]	0.8734076	0.8562530	0.9027667
aou + phosphate	Atlantic	(26.5,26.75]	0.9347511	0.9206590	0.9618337
aou + phosphate	Atlantic	(26.75,27]	0.9608595	0.9531603	0.9718921
aou + phosphate	Atlantic	(27,27.25]	0.9243279	0.9107390	0.9353218
aou + phosphate	Atlantic	(27.25,27.5]	0.8563585	0.8379281	0.8699638
aou + phosphate	Atlantic	(27.5,27.75]	0.7616499	0.7333349	0.7837549
aou + phosphate	Atlantic	(27.75,27.85]	0.6512029	0.6028376	0.7373760
aou + phosphate	Atlantic	(27.85,27.95]	0.8524701	0.8116970	0.8846493
aou + phosphate	Atlantic	(27.95,28.05]	0.7794688	0.7186826	0.8971644
aou + phosphate	Atlantic	(28.05,28.1]	0.8342458	0.7965385	0.9076636
aou + phosphate	Atlantic	(28.1,28.15]	0.9263382	0.9189918	0.9360700
aou + phosphate	Atlantic	(28.15,28.2]	0.9595431	0.9568425	0.9621538
aou + phosphate	Atlantic	(28.2, Inf]	0.9071471	0.8614176	0.9603788
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9531068	0.9441564	0.9595338
aou + phosphate	Indo-Pacific	(26,26.5]	0.9581178	0.9561537	0.9597749
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9674371	0.9613393	0.9725039
aou + phosphate	Indo-Pacific	(26.75,27]	0.9768598	0.9724241	0.9814856
aou + phosphate	Indo-Pacific	(27,27.25]	0.9877693	0.9830414	0.9910109
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9868652	0.9820688	0.9896248
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9897333	0.9860792	0.9923796
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9945902	0.9928430	0.9957763
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9949167	0.9941284	0.9961862
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9915719	0.9889859	0.9939678
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9922661	0.9896269	0.9942131
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9919767	0.9894214	0.9939803
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9930764	0.9921737	0.9941573
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.4444182	0.3400388	0.5508948
aou + phosphate_star	Atlantic	(-Inf,26]	0.0938565	-0.3934466	0.5567387
aou + phosphate_star	Atlantic	(26,26.5]	0.2672555	0.1121895	0.3531474
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0125368	-0.0341669	0.1027450
aou + phosphate_star	Atlantic	(26.75,27]	0.0464466	0.0238945	0.0577858
aou + phosphate_star	Atlantic	(27,27.25]	0.1051833	0.0571007	0.1833863
aou + phosphate_star	Atlantic	(27.25,27.5]	0.1627140	0.1221545	0.2382486
aou + phosphate_star	Atlantic	(27.5,27.75]	0.0564320	-0.0082735	0.1407476
aou + phosphate_star	Atlantic	(27.75,27.85]	0.2322464	0.1440558	0.3454311
aou + phosphate_star	Atlantic	(27.85,27.95]	0.6233353	0.5620086	0.6614192
aou + phosphate_star	Atlantic	(27.95,28.05]	0.5440926	0.4455975	0.7176779
aou + phosphate_star	Atlantic	(28.05,28.1]	0.6617888	0.5915002	0.7800094
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8203552	0.8074345	0.8434733
aou + phosphate_star	Atlantic	(28.15,28.2]	0.8793981	0.8748643	0.8855978
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8048516	0.7275167	0.9100042
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.4561507	0.4326784	0.4717613
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4256305	0.3189225	0.5253025
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4316140	0.3289391	0.5708913
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6071620	0.5154346	0.6883979
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7418853	0.6470726	0.8062151
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5051575	0.3311802	0.6190004
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0060980	-0.1653413	0.1264281
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.4220156	-0.4781805	-0.3368357
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.3831441	-0.5066517	-0.2927080
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4733837	-0.5194679	-0.4089323
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4715077	-0.5083498	-0.4145207
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1791096	-0.2604486	-0.1071200
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3897757	0.3331318	0.4624278
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6607985	-0.6682146	-0.6476724
aou + silicate	Atlantic	(-Inf,26]	-0.0302450	-0.5628941	0.3561861
aou + silicate	Atlantic	(26,26.5]	0.3825364	0.3147610	0.4645510
aou + silicate	Atlantic	(26.5,26.75]	0.6299778	0.5932263	0.6784377
aou + silicate	Atlantic	(26.75,27]	0.8194999	0.7858412	0.8610479
aou + silicate	Atlantic	(27,27.25]	0.7469390	0.7241652	0.7794455
aou + silicate	Atlantic	(27.25,27.5]	0.6309830	0.6202502	0.6392356
aou + silicate	Atlantic	(27.5,27.75]	0.5174837	0.4958332	0.5339567
aou + silicate	Atlantic	(27.75,27.85]	0.4238334	0.3892999	0.4425485
aou + silicate	Atlantic	(27.85,27.95]	0.6626686	0.6311231	0.7186687
aou + silicate	Atlantic	(27.95,28.05]	0.6795880	0.6360110	0.7436929
aou + silicate	Atlantic	(28.05,28.1]	0.8180786	0.7810717	0.8734484
aou + silicate	Atlantic	(28.1,28.15]	0.9290991	0.9255397	0.9333085
aou + silicate	Atlantic	(28.15,28.2]	0.9450774	0.9401130	0.9536272
aou + silicate	Atlantic	(28.2, Inf]	0.6852742	0.5853455	0.8184042
aou + silicate	Indo-Pacific	(-Inf,26]	0.7790428	0.7489469	0.8153296
aou + silicate	Indo-Pacific	(26,26.5]	0.7818324	0.7619947	0.8078330
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7713684	0.7467395	0.8187362
aou + silicate	Indo-Pacific	(26.75,27]	0.8617755	0.8407211	0.8963187
aou + silicate	Indo-Pacific	(27,27.25]	0.9312096	0.9181876	0.9504820
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9498988	0.9343000	0.9648354
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9581947	0.9461784	0.9714518
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9784078	0.9694312	0.9854556
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9813045	0.9745122	0.9848508
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9842225	0.9814843	0.9865086
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9893923	0.9874470	0.9910538
aou + silicate	Indo-Pacific	(28.1,28.2]	0.9787949	0.9764547	0.9817513
aou + silicate	Indo-Pacific	(28.2,28.3]	0.9022217	0.8934609	0.9187021
aou + silicate	Indo-Pacific	(28.3, Inf]	0.0594107	-0.0208877	0.2070079
nitrate + phosphate	Atlantic	(-Inf,26]	0.5569169	0.1644631	0.9052809
nitrate + phosphate	Atlantic	(26,26.5]	0.8057318	0.7801683	0.8333525
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9494891	0.9233122	0.9687582
nitrate + phosphate	Atlantic	(26.75,27]	0.9823625	0.9772452	0.9901915
nitrate + phosphate	Atlantic	(27,27.25]	0.9860159	0.9787412	0.9921399
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9908936	0.9858770	0.9955661
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9927069	0.9904265	0.9952394
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9982332	0.9980433	0.9983845
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9990487	0.9987832	0.9992046
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9993438	0.9990166	0.9995454
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9997145	0.9996160	0.9998009
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9996578	0.9995800	0.9997247
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9973959	0.9971287	0.9978938
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9910945	0.9899566	0.9923131
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9555605	0.9395446	0.9687082
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8980199	0.8313642	0.9347993
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.8832967	0.8270960	0.9137993
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.8862913	0.8660714	0.9213937
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.9283213	0.9070071	0.9467935
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.9468279	0.9288413	0.9624518
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9678865	0.9515409	0.9780557
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9946827	0.9933668	0.9957140
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9977578	0.9969364	0.9981827
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9983403	0.9964509	0.9993671
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9984201	0.9969399	0.9992593
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9972688	0.9950924	0.9984723
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9925253	0.9887574	0.9954057
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9507904	0.9440391	0.9640111
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.1234814	-0.8364479	0.6513387
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2529899	0.1274167	0.3484059
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.1205149	0.0297500	0.2514347
nitrate + phosphate_star	Atlantic	(26.75,27]	0.1601849	0.1227446	0.1790943
nitrate + phosphate_star	Atlantic	(27,27.25]	0.3376386	0.2880375	0.4211153
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.5441376	0.5017246	0.6171454
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.5932104	0.5576506	0.6515866
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8611571	0.8409229	0.8818332
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9239824	0.9078789	0.9386500
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9379859	0.9337635	0.9421211
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9611857	0.9545632	0.9664533
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9729535	0.9702677	0.9756563
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9782516	0.9777684	0.9785596
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9665297	0.9564059	0.9816474
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6620379	0.6427234	0.6962478
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6151414	0.4796198	0.7147361
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5927052	0.5280206	0.7048413
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.7229369	0.6598534	0.7837776
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.8002898	0.7478461	0.8476999
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.5959570	0.4817563	0.6663839
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1308792	0.0013423	0.2295282
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3283806	-0.3656005	-0.2633255
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2792706	-0.4263862	-0.1565310
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3486375	-0.4191585	-0.2889215
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3511248	-0.4080219	-0.2999665
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0395076	-0.1430829	0.0634522
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4924497	0.4414372	0.5767981
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.1857624	0.1080200	0.2719982
nitrate + silicate	Atlantic	(-Inf,26]	0.1935273	-0.7902583	0.8107520
nitrate + silicate	Atlantic	(26,26.5]	0.6481960	0.6406656	0.6530543
nitrate + silicate	Atlantic	(26.5,26.75]	0.7044969	0.6766145	0.7393931
nitrate + silicate	Atlantic	(26.75,27]	0.8734930	0.8448805	0.9135015
nitrate + silicate	Atlantic	(27,27.25]	0.8836453	0.8612092	0.9081187
nitrate + silicate	Atlantic	(27.25,27.5]	0.8788497	0.8688881	0.8844786
nitrate + silicate	Atlantic	(27.5,27.75]	0.8850380	0.8823902	0.8885720
nitrate + silicate	Atlantic	(27.75,27.85]	0.9168987	0.8916203	0.9404792
nitrate + silicate	Atlantic	(27.85,27.95]	0.9227983	0.8884817	0.9450949
nitrate + silicate	Atlantic	(27.95,28.05]	0.9435104	0.9090925	0.9648973
nitrate + silicate	Atlantic	(28.05,28.1]	0.9712095	0.9594763	0.9802826
nitrate + silicate	Atlantic	(28.1,28.15]	0.9766157	0.9707632	0.9803848
nitrate + silicate	Atlantic	(28.15,28.2]	0.9269104	0.9162757	0.9441729
nitrate + silicate	Atlantic	(28.2, Inf]	0.7400907	0.7136822	0.7927961
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8476192	0.7814031	0.8916778
nitrate + silicate	Indo-Pacific	(26,26.5]	0.8694844	0.7880226	0.9114466
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.8615664	0.8108136	0.8974189
nitrate + silicate	Indo-Pacific	(26.75,27]	0.9034905	0.8863493	0.9266258
nitrate + silicate	Indo-Pacific	(27,27.25]	0.9427893	0.9345916	0.9537387
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9576297	0.9497573	0.9671817
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9713608	0.9640292	0.9788263
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9888745	0.9855787	0.9908966
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9899274	0.9865679	0.9920874
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9913830	0.9896585	0.9927738
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9933431	0.9925574	0.9945452
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9810424	0.9780210	0.9853721
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9021629	0.8926642	0.9179319
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6998121	0.6307031	0.7512748
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.3579109	-0.1574112	0.7284338
phosphate + phosphate_star	Atlantic	(26,26.5]	0.6783797	0.5712151	0.7583847
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3481176	0.2244128	0.4786430
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3089419	0.2788600	0.3512863
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4669503	0.4214243	0.5138769
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.6369613	0.6003833	0.6803501
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.6750064	0.6549706	0.7139272
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8858416	0.8679537	0.9030829
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9378889	0.9260224	0.9496112
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9459731	0.9411332	0.9489536
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9640254	0.9578553	0.9694989
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9745824	0.9722262	0.9774588
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9769451	0.9762061	0.9775804
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9757102	0.9702114	0.9859902
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.6900161	0.6678911	0.7164289
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6596585	0.5662642	0.7402512
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6411054	0.5724274	0.7432013
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7587215	0.6965611	0.8116599
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8324758	0.7708429	0.8741610
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6337971	0.5000757	0.7257620
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.1447192	-0.0010557	0.2574178
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.3286691	-0.3717134	-0.2510894
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2918934	-0.4327581	-0.1904401
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3595535	-0.4263442	-0.2920232
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3629108	-0.4169895	-0.3071143
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0588711	-0.1579870	0.0334506
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4836712	0.4383405	0.5550146
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.3632996	0.2431564	0.4860724
sal + aou	Atlantic	(-Inf,26]	-0.0888712	-0.4436305	0.5439283
sal + aou	Atlantic	(26,26.5]	-0.2452760	-0.4212976	-0.0473095
sal + aou	Atlantic	(26.5,26.75]	0.3995361	0.2661223	0.5560393
sal + aou	Atlantic	(26.75,27]	0.4663630	0.3549130	0.6718395
sal + aou	Atlantic	(27,27.25]	0.4225621	0.3704585	0.4704633
sal + aou	Atlantic	(27.25,27.5]	0.2767851	0.1470501	0.3671063
sal + aou	Atlantic	(27.5,27.75]	0.6601814	0.5662653	0.7107199
sal + aou	Atlantic	(27.75,27.85]	0.4723361	0.4430529	0.5283706
sal + aou	Atlantic	(27.85,27.95]	0.2013843	0.1058862	0.3404257
sal + aou	Atlantic	(27.95,28.05]	-0.1561145	-0.2098026	-0.0677158
sal + aou	Atlantic	(28.05,28.1]	-0.5693624	-0.6452584	-0.5090871
sal + aou	Atlantic	(28.1,28.15]	-0.7809074	-0.7992870	-0.7708325
sal + aou	Atlantic	(28.15,28.2]	-0.8022931	-0.8069068	-0.7951843
sal + aou	Atlantic	(28.2, Inf]	-0.7410950	-0.8141102	-0.6925115
sal + aou	Indo-Pacific	(-Inf,26]	0.0025594	-0.1267488	0.0829720
sal + aou	Indo-Pacific	(26,26.5]	-0.2195700	-0.3901351	0.0198463
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2137773	-0.4252337	-0.1000112
sal + aou	Indo-Pacific	(26.75,27]	-0.4653229	-0.5966578	-0.3235618
sal + aou	Indo-Pacific	(27,27.25]	-0.6359595	-0.7452945	-0.4918156
sal + aou	Indo-Pacific	(27.25,27.5]	-0.4883000	-0.6301211	-0.2242087
sal + aou	Indo-Pacific	(27.5,27.75]	0.0843037	-0.0821768	0.3347350
sal + aou	Indo-Pacific	(27.75,27.85]	0.6277188	0.6112085	0.6480360
sal + aou	Indo-Pacific	(27.85,27.95]	0.7308017	0.6682463	0.7745029
sal + aou	Indo-Pacific	(27.95,28.05]	0.8413520	0.8098257	0.8667197
sal + aou	Indo-Pacific	(28.05,28.1]	0.8901987	0.8491200	0.9192781
sal + aou	Indo-Pacific	(28.1,28.2]	0.8554884	0.8068921	0.8981455
sal + aou	Indo-Pacific	(28.2,28.3]	0.6149245	0.5747226	0.6672089
sal + aou	Indo-Pacific	(28.3, Inf]	0.7955502	0.7465014	0.8707546
sal + nitrate	Atlantic	(-Inf,26]	-0.1944968	-0.8797769	0.9190796
sal + nitrate	Atlantic	(26,26.5]	-0.2612512	-0.4475335	-0.0167956
sal + nitrate	Atlantic	(26.5,26.75]	0.3626775	0.1671924	0.5712962
sal + nitrate	Atlantic	(26.75,27]	0.4559741	0.2963133	0.6867908
sal + nitrate	Atlantic	(27,27.25]	0.3219951	0.2428184	0.3751230
sal + nitrate	Atlantic	(27.25,27.5]	0.0154042	-0.1707901	0.1256062
sal + nitrate	Atlantic	(27.5,27.75]	0.4271885	0.3091067	0.5010264
sal + nitrate	Atlantic	(27.75,27.85]	-0.1457892	-0.2139534	-0.0723630
sal + nitrate	Atlantic	(27.85,27.95]	-0.2093202	-0.3401114	0.0122290
sal + nitrate	Atlantic	(27.95,28.05]	-0.5553960	-0.6860043	-0.2965076
sal + nitrate	Atlantic	(28.05,28.1]	-0.8807548	-0.9083085	-0.8475047
sal + nitrate	Atlantic	(28.1,28.15]	-0.9315289	-0.9366889	-0.9231392
sal + nitrate	Atlantic	(28.15,28.2]	-0.9249222	-0.9304871	-0.9196675
sal + nitrate	Atlantic	(28.2, Inf]	-0.8647611	-0.8848861	-0.8407344
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.1610617	-0.3366311	-0.0584693
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4830152	-0.6086743	-0.2936870
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4673896	-0.6218965	-0.3744039
sal + nitrate	Indo-Pacific	(26.75,27]	-0.6716547	-0.7504301	-0.5794854
sal + nitrate	Indo-Pacific	(27,27.25]	-0.7558209	-0.8252339	-0.6661485
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6084757	-0.7103871	-0.4143086
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.0274464	-0.1799464	0.1789654
sal + nitrate	Indo-Pacific	(27.75,27.85]	0.5485032	0.5364507	0.5699717
sal + nitrate	Indo-Pacific	(27.85,27.95]	0.6675909	0.5677160	0.7305844
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.7785824	0.7115409	0.8258433
sal + nitrate	Indo-Pacific	(28.05,28.1]	0.8335046	0.7608231	0.8825496
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.7911808	0.7052495	0.8592780
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.5537581	0.4822447	0.6287616
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.5347777	0.4338496	0.5994188
sal + phosphate	Atlantic	(-Inf,26]	0.0505231	-0.2802152	0.2792463
sal + phosphate	Atlantic	(26,26.5]	-0.5190617	-0.7163290	-0.3367371
sal + phosphate	Atlantic	(26.5,26.75]	0.1534678	-0.0743154	0.4094473
sal + phosphate	Atlantic	(26.75,27]	0.3182774	0.1357139	0.6066169
sal + phosphate	Atlantic	(27,27.25]	0.1803776	0.1044254	0.2433996
sal + phosphate	Atlantic	(27.25,27.5]	-0.0982016	-0.2466828	-0.0194356
sal + phosphate	Atlantic	(27.5,27.75]	0.3268503	0.2235535	0.3990975
sal + phosphate	Atlantic	(27.75,27.85]	-0.1950067	-0.2598787	-0.1230611
sal + phosphate	Atlantic	(27.85,27.95]	-0.2456032	-0.3727539	-0.0320902
sal + phosphate	Atlantic	(27.95,28.05]	-0.5738032	-0.7010834	-0.3257185
sal + phosphate	Atlantic	(28.05,28.1]	-0.8877805	-0.9128276	-0.8572136
sal + phosphate	Atlantic	(28.1,28.15]	-0.9330534	-0.9368439	-0.9255058
sal + phosphate	Atlantic	(28.15,28.2]	-0.9033823	-0.9114654	-0.8979649
sal + phosphate	Atlantic	(28.2, Inf]	-0.8056514	-0.8380339	-0.7767420
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.1892437	-0.3394018	-0.1135658
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4342375	-0.5914271	-0.2048350
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4237260	-0.6003775	-0.3138041
sal + phosphate	Indo-Pacific	(26.75,27]	-0.6158158	-0.7184794	-0.5062441
sal + phosphate	Indo-Pacific	(27,27.25]	-0.7112599	-0.7966164	-0.6034056
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5705467	-0.6895220	-0.3556242
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.0060150	-0.1545919	0.2090603
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.5596754	0.5452548	0.5681249
sal + phosphate	Indo-Pacific	(27.85,27.95]	0.6830424	0.6060736	0.7381855
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.7967781	0.7481891	0.8369115
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.8515688	0.7928078	0.8948912
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.8175026	0.7499744	0.8771105
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6225922	0.5686728	0.6930512
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.5523190	0.4692386	0.6103400
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2459851	-0.9360343	0.3123976
sal + phosphate_star	Atlantic	(26,26.5]	-0.8449763	-0.8827540	-0.8222857
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7657269	-0.8474884	-0.6812251
sal + phosphate_star	Atlantic	(26.75,27]	-0.6082336	-0.7555878	-0.3680555
sal + phosphate_star	Atlantic	(27,27.25]	-0.6329295	-0.7177240	-0.5620584
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7218762	-0.7834467	-0.6870357
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.3685659	-0.3982250	-0.3285304
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.5749636	-0.6151143	-0.5131932
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.5298975	-0.6440340	-0.3637633
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7317056	-0.8415239	-0.5292256
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9524343	-0.9668118	-0.9276284
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9689673	-0.9751582	-0.9594871
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9469244	-0.9526081	-0.9403292
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8309533	-0.8628463	-0.7999367
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6496984	-0.7546325	-0.5320812
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8844882	-0.9178143	-0.8389376
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9241129	-0.9448925	-0.8990950
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.9398794	-0.9558637	-0.9314133
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.9163394	-0.9313017	-0.9087725
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8194746	-0.8418967	-0.8020482
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.7102801	-0.8235580	-0.6389944
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.8818409	-0.9205402	-0.8247237
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7649887	-0.8023332	-0.7057214
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.7150235	-0.7689917	-0.6624371
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7036072	-0.7689325	-0.6550096
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.4576637	-0.4936018	-0.4392175
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0635962	-0.0076769	0.1919414
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.4092224	-0.5054184	-0.2559180
sal + silicate	Atlantic	(-Inf,26]	-0.9199129	-0.9729580	-0.8875597
sal + silicate	Atlantic	(26,26.5]	0.0968489	0.0769489	0.1246017
sal + silicate	Atlantic	(26.5,26.75]	0.4110786	0.3742564	0.4645311
sal + silicate	Atlantic	(26.75,27]	0.3197045	0.1387532	0.5491646
sal + silicate	Atlantic	(27,27.25]	0.0496175	-0.0635282	0.1151120
sal + silicate	Atlantic	(27.25,27.5]	-0.2177453	-0.3814281	-0.1098931
sal + silicate	Atlantic	(27.5,27.75]	0.1116746	0.0191910	0.1758222
sal + silicate	Atlantic	(27.75,27.85]	-0.4304642	-0.4321821	-0.4277703
sal + silicate	Atlantic	(27.85,27.95]	-0.5067632	-0.5946050	-0.3848148
sal + silicate	Atlantic	(27.95,28.05]	-0.7324698	-0.8099785	-0.5955114
sal + silicate	Atlantic	(28.05,28.1]	-0.9194194	-0.9257294	-0.9132997
sal + silicate	Atlantic	(28.1,28.15]	-0.9169485	-0.9233181	-0.9126343
sal + silicate	Atlantic	(28.15,28.2]	-0.7483969	-0.7848675	-0.7244356
sal + silicate	Atlantic	(28.2, Inf]	-0.3687134	-0.5001534	-0.2924253
sal + silicate	Indo-Pacific	(-Inf,26]	-0.4585024	-0.5816979	-0.3587307
sal + silicate	Indo-Pacific	(26,26.5]	-0.6119349	-0.6950834	-0.4477663
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6477073	-0.7425462	-0.5865485
sal + silicate	Indo-Pacific	(26.75,27]	-0.7382813	-0.7815704	-0.6875339
sal + silicate	Indo-Pacific	(27,27.25]	-0.7914697	-0.8342993	-0.7295612
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.6719943	-0.7612539	-0.5019696
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.1061807	-0.2563105	0.0804651
sal + silicate	Indo-Pacific	(27.75,27.85]	0.4980690	0.4781558	0.5276146
sal + silicate	Indo-Pacific	(27.85,27.95]	0.6505542	0.5445102	0.7183765
sal + silicate	Indo-Pacific	(27.95,28.05]	0.7916101	0.7340956	0.8345509
sal + silicate	Indo-Pacific	(28.05,28.1]	0.8522717	0.7917842	0.8954485
sal + silicate	Indo-Pacific	(28.1,28.2]	0.8470771	0.7794272	0.9008669
sal + silicate	Indo-Pacific	(28.2,28.3]	0.7703376	0.6930004	0.8456454
sal + silicate	Indo-Pacific	(28.3, Inf]	0.3718684	0.2771670	0.4284184
sal + temp	Atlantic	(-Inf,26]	0.7137125	0.4580504	0.8737508
sal + temp	Atlantic	(26,26.5]	0.9526034	0.9429151	0.9603741
sal + temp	Atlantic	(26.5,26.75]	0.9772675	0.9670026	0.9860193
sal + temp	Atlantic	(26.75,27]	0.9753757	0.9712755	0.9778739
sal + temp	Atlantic	(27,27.25]	0.9666448	0.9613157	0.9764080
sal + temp	Atlantic	(27.25,27.5]	0.9758387	0.9714607	0.9794639
sal + temp	Atlantic	(27.5,27.75]	0.9726335	0.9640381	0.9770044
sal + temp	Atlantic	(27.75,27.85]	0.9742789	0.9712850	0.9759026
sal + temp	Atlantic	(27.85,27.95]	0.9635319	0.9606560	0.9670855
sal + temp	Atlantic	(27.95,28.05]	0.9520817	0.9335036	0.9637646
sal + temp	Atlantic	(28.05,28.1]	0.9794041	0.9735383	0.9830853
sal + temp	Atlantic	(28.1,28.15]	0.9717452	0.9704671	0.9734350
sal + temp	Atlantic	(28.15,28.2]	0.9702115	0.9621490	0.9752395
sal + temp	Atlantic	(28.2, Inf]	0.9213950	0.9059519	0.9407668
sal + temp	Indo-Pacific	(-Inf,26]	0.6523168	0.4302275	0.7924855
sal + temp	Indo-Pacific	(26,26.5]	0.9514247	0.9411883	0.9569663
sal + temp	Indo-Pacific	(26.5,26.75]	0.9816934	0.9804791	0.9826987
sal + temp	Indo-Pacific	(26.75,27]	0.9806696	0.9766480	0.9836544
sal + temp	Indo-Pacific	(27,27.25]	0.9746961	0.9675667	0.9796268
sal + temp	Indo-Pacific	(27.25,27.5]	0.9189834	0.9064870	0.9384005
sal + temp	Indo-Pacific	(27.5,27.75]	0.7867512	0.7359124	0.8805116
sal + temp	Indo-Pacific	(27.75,27.85]	0.9498647	0.9344209	0.9671489
sal + temp	Indo-Pacific	(27.85,27.95]	0.9322864	0.9186800	0.9447450
sal + temp	Indo-Pacific	(27.95,28.05]	0.9419840	0.9309250	0.9518160
sal + temp	Indo-Pacific	(28.05,28.1]	0.9729143	0.9689855	0.9787207
sal + temp	Indo-Pacific	(28.1,28.2]	0.9151875	0.9036958	0.9232609
sal + temp	Indo-Pacific	(28.2,28.3]	0.8870559	0.8730468	0.9104226
sal + temp	Indo-Pacific	(28.3, Inf]	0.8483898	0.7806726	0.9054850
silicate + phosphate	Atlantic	(-Inf,26]	-0.1826133	-0.4280836	0.2036804
silicate + phosphate	Atlantic	(26,26.5]	0.1171135	0.0357026	0.2091869
silicate + phosphate	Atlantic	(26.5,26.75]	0.5459252	0.4821469	0.6349328
silicate + phosphate	Atlantic	(26.75,27]	0.8697006	0.8362276	0.9104389
silicate + phosphate	Atlantic	(27,27.25]	0.9181067	0.9030297	0.9311268
silicate + phosphate	Atlantic	(27.25,27.5]	0.9137442	0.9061894	0.9231652
silicate + phosphate	Atlantic	(27.5,27.75]	0.9226142	0.9138911	0.9276008
silicate + phosphate	Atlantic	(27.75,27.85]	0.9359050	0.9147219	0.9552446
silicate + phosphate	Atlantic	(27.85,27.95]	0.9379545	0.9092115	0.9566618
silicate + phosphate	Atlantic	(27.95,28.05]	0.9531037	0.9247296	0.9705561
silicate + phosphate	Atlantic	(28.05,28.1]	0.9760710	0.9664813	0.9834293
silicate + phosphate	Atlantic	(28.1,28.15]	0.9809988	0.9764048	0.9838526
silicate + phosphate	Atlantic	(28.15,28.2]	0.9487149	0.9412244	0.9610934
silicate + phosphate	Atlantic	(28.2, Inf]	0.8201339	0.7981821	0.8598254
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8739402	0.8326657	0.9085958
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8858868	0.8699873	0.8958913
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8690009	0.8512448	0.8934478
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9138229	0.8954502	0.9295091
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9518051	0.9448786	0.9620295
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9673775	0.9598573	0.9763325
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9750853	0.9685991	0.9828255
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9865436	0.9818724	0.9900627
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9880775	0.9834723	0.9904288
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9914711	0.9896283	0.9927250
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9951231	0.9946069	0.9960552
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.9846382	0.9821745	0.9877666
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9263670	0.9203751	0.9368181
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.8703069	0.8309897	0.8941333
silicate + phosphate_star	Atlantic	(-Inf,26]	0.1331219	-0.4406826	0.7644280
silicate + phosphate_star	Atlantic	(26,26.5]	-0.2916141	-0.3453832	-0.2616969
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.1201182	-0.1884647	-0.0714345
silicate + phosphate_star	Atlantic	(26.75,27]	0.3124743	0.2650067	0.3415649
silicate + phosphate_star	Atlantic	(27,27.25]	0.6462404	0.6112093	0.6887357
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7793221	0.7463011	0.8281931
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8269317	0.8077615	0.8595931
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9485820	0.9335921	0.9735400
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9783657	0.9753175	0.9815868
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9519769	0.9461955	0.9597567
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9468889	0.9429561	0.9503359
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9479120	0.9468304	0.9485640
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8926458	0.8795852	0.9073708
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.7964763	0.7700250	0.8340111
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7565527	0.6960066	0.7981388
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7684256	0.7192212	0.7992809
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.7820377	0.7437473	0.8204728
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8109048	0.8025966	0.8219414
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8566572	0.8224580	0.8757604
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6716562	0.5599066	0.7604904
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.2167561	0.0816331	0.3398175
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.2851266	-0.3205151	-0.2288592
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2599721	-0.4021894	-0.1400639
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.3587082	-0.4179769	-0.2920550
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.3744515	-0.4223168	-0.3204061
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0682945	-0.1529541	0.0081270
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.5049829	0.4644660	0.5483966
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.6487588	0.5321561	0.7369539
temp + aou	Atlantic	(-Inf,26]	-0.3563166	-0.8157747	0.2012395
temp + aou	Atlantic	(26,26.5]	-0.3383683	-0.4843956	-0.1599499
temp + aou	Atlantic	(26.5,26.75]	0.3056079	0.1369987	0.4812126
temp + aou	Atlantic	(26.75,27]	0.3961277	0.2671626	0.5973668
temp + aou	Atlantic	(27,27.25]	0.4013462	0.3464581	0.4357549
temp + aou	Atlantic	(27.25,27.5]	0.3069349	0.1982324	0.3729545
temp + aou	Atlantic	(27.5,27.75]	0.6385838	0.5483433	0.7008848
temp + aou	Atlantic	(27.75,27.85]	0.4497456	0.4213720	0.5008712
temp + aou	Atlantic	(27.85,27.95]	0.1587289	0.0534572	0.3144035
temp + aou	Atlantic	(27.95,28.05]	-0.0885013	-0.1299877	-0.0230421
temp + aou	Atlantic	(28.05,28.1]	-0.4618216	-0.5405435	-0.3937130
temp + aou	Atlantic	(28.1,28.15]	-0.6757679	-0.7057626	-0.6524354
temp + aou	Atlantic	(28.15,28.2]	-0.7389089	-0.7443274	-0.7288140
temp + aou	Atlantic	(28.2, Inf]	-0.7468126	-0.8100309	-0.6833655
temp + aou	Indo-Pacific	(-Inf,26]	-0.3135747	-0.3557474	-0.2731194
temp + aou	Indo-Pacific	(26,26.5]	-0.2468238	-0.3875026	-0.0424832
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2056289	-0.4007211	-0.0934441
temp + aou	Indo-Pacific	(26.75,27]	-0.4253817	-0.5407998	-0.2948717
temp + aou	Indo-Pacific	(27,27.25]	-0.6182677	-0.7153786	-0.4935118
temp + aou	Indo-Pacific	(27.25,27.5]	-0.4588180	-0.5759627	-0.2371717
temp + aou	Indo-Pacific	(27.5,27.75]	0.0974313	-0.0383357	0.2986316
temp + aou	Indo-Pacific	(27.75,27.85]	0.6200732	0.5918465	0.6582767
temp + aou	Indo-Pacific	(27.85,27.95]	0.7047489	0.6516657	0.7606005
temp + aou	Indo-Pacific	(27.95,28.05]	0.8085783	0.7935009	0.8382124
temp + aou	Indo-Pacific	(28.05,28.1]	0.8594970	0.8326909	0.8885468
temp + aou	Indo-Pacific	(28.1,28.2]	0.8337804	0.7753471	0.8844954
temp + aou	Indo-Pacific	(28.2,28.3]	0.7624723	0.7261290	0.8032502
temp + aou	Indo-Pacific	(28.3, Inf]	0.8813306	0.8663914	0.9053968
temp + nitrate	Atlantic	(-Inf,26]	-0.3500680	-0.9050661	0.7319665
temp + nitrate	Atlantic	(26,26.5]	-0.3351027	-0.4801761	-0.1108485
temp + nitrate	Atlantic	(26.5,26.75]	0.2623735	0.0261630	0.4970049
temp + nitrate	Atlantic	(26.75,27]	0.3737445	0.1962270	0.5962032
temp + nitrate	Atlantic	(27,27.25]	0.2940703	0.2110461	0.3661841
temp + nitrate	Atlantic	(27.25,27.5]	0.0546936	-0.1130845	0.1388815
temp + nitrate	Atlantic	(27.5,27.75]	0.3968776	0.2870508	0.4739526
temp + nitrate	Atlantic	(27.75,27.85]	-0.2144344	-0.2899079	-0.1317165
temp + nitrate	Atlantic	(27.85,27.95]	-0.2790226	-0.4075970	-0.0503176
temp + nitrate	Atlantic	(27.95,28.05]	-0.5675222	-0.6890333	-0.3298308
temp + nitrate	Atlantic	(28.05,28.1]	-0.8293732	-0.8640646	-0.7934553
temp + nitrate	Atlantic	(28.1,28.15]	-0.8741115	-0.8850049	-0.8681173
temp + nitrate	Atlantic	(28.15,28.2]	-0.8884750	-0.8975878	-0.8801442
temp + nitrate	Atlantic	(28.2, Inf]	-0.8745132	-0.9281556	-0.8430875
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5260393	-0.5856859	-0.4667079
temp + nitrate	Indo-Pacific	(26,26.5]	-0.5055365	-0.6076687	-0.3423140
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4630655	-0.6022931	-0.3799592
temp + nitrate	Indo-Pacific	(26.75,27]	-0.6439641	-0.7092237	-0.5632994
temp + nitrate	Indo-Pacific	(27,27.25]	-0.7534344	-0.8126398	-0.6757432
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6110097	-0.7032293	-0.4512159
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.0701371	-0.2110354	0.1062044
temp + nitrate	Indo-Pacific	(27.75,27.85]	0.5366247	0.5277274	0.5496087
temp + nitrate	Indo-Pacific	(27.85,27.95]	0.6315329	0.5466384	0.7075848
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.7350867	0.6868710	0.7885460
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.7999632	0.7408997	0.8516700
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.7655195	0.6687594	0.8440159
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6979548	0.6237710	0.7654461
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.4760067	0.4325094	0.5245695
temp + phosphate	Atlantic	(-Inf,26]	-0.2716770	-0.8405652	0.0167433
temp + phosphate	Atlantic	(26,26.5]	-0.5912006	-0.7478371	-0.4512689
temp + phosphate	Atlantic	(26.5,26.75]	0.0735939	-0.1854478	0.3391634
temp + phosphate	Atlantic	(26.75,27]	0.2431567	0.0466494	0.5176051
temp + phosphate	Atlantic	(27,27.25]	0.1641768	0.0870874	0.2107701
temp + phosphate	Atlantic	(27.25,27.5]	-0.0529185	-0.1855893	0.0250305
temp + phosphate	Atlantic	(27.5,27.75]	0.3018286	0.2070493	0.3768197
temp + phosphate	Atlantic	(27.75,27.85]	-0.2636195	-0.3357102	-0.1829670
temp + phosphate	Atlantic	(27.85,27.95]	-0.3152416	-0.4392996	-0.0957784
temp + phosphate	Atlantic	(27.95,28.05]	-0.5881938	-0.7021481	-0.3620016
temp + phosphate	Atlantic	(28.05,28.1]	-0.8372994	-0.8694177	-0.8037902
temp + phosphate	Atlantic	(28.1,28.15]	-0.8786847	-0.8877752	-0.8737263
temp + phosphate	Atlantic	(28.15,28.2]	-0.8759964	-0.8852610	-0.8712573
temp + phosphate	Atlantic	(28.2, Inf]	-0.8501511	-0.8964511	-0.8183892
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5001251	-0.5644236	-0.4187405
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4712579	-0.6010302	-0.2733698
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4209166	-0.5833424	-0.3110857
temp + phosphate	Indo-Pacific	(26.75,27]	-0.5875449	-0.6768336	-0.4845451
temp + phosphate	Indo-Pacific	(27,27.25]	-0.7054390	-0.7790969	-0.6132468
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.5700638	-0.6652542	-0.3899274
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.0259391	-0.1539354	0.1513107
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.5470485	0.5277598	0.5732736
temp + phosphate	Indo-Pacific	(27.85,27.95]	0.6475148	0.5808564	0.7175066
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.7499998	0.7145863	0.7986269
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.8162443	0.7687232	0.8631154
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.7915829	0.7121719	0.8623726
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.7557703	0.6998427	0.8182219
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.3970637	0.3489353	0.4745637
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6122398	-0.9714121	-0.0146697
temp + phosphate_star	Atlantic	(26,26.5]	-0.8556293	-0.8745535	-0.8239896
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7695931	-0.8571874	-0.6956984
temp + phosphate_star	Atlantic	(26.75,27]	-0.6555458	-0.7887182	-0.4586559
temp + phosphate_star	Atlantic	(27,27.25]	-0.6382108	-0.7186373	-0.5807395
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6900310	-0.7484478	-0.6539548
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.3910180	-0.4133659	-0.3560804
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6463724	-0.6840205	-0.5792098
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.6047753	-0.7085778	-0.4429190
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.7819078	-0.8739609	-0.6065135
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9367463	-0.9554989	-0.9089869
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9511175	-0.9587217	-0.9398043
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9479801	-0.9540760	-0.9422915
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8947658	-0.9393179	-0.8690643
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8888260	-0.9273518	-0.8239767
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9314802	-0.9547994	-0.8911489
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.9394897	-0.9568312	-0.9119117
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.9538194	-0.9656850	-0.9412964
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.9469867	-0.9565272	-0.9377210
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.9404140	-0.9446271	-0.9377501
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.9417989	-0.9511933	-0.9350504
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.9351894	-0.9501364	-0.9078995
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.8563304	-0.8800217	-0.8243268
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.8126770	-0.8654355	-0.7727099
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.7443587	-0.8138058	-0.7062573
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.5347769	-0.5756776	-0.4992385
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.0367593	-0.0528107	0.1770320
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.6434395	-0.6815121	-0.5853525
temp + silicate	Atlantic	(-Inf,26]	-0.6060819	-0.7755029	-0.3815666
temp + silicate	Atlantic	(26,26.5]	0.0925806	0.0284248	0.1307369
temp + silicate	Atlantic	(26.5,26.75]	0.3095237	0.2322872	0.3928575
temp + silicate	Atlantic	(26.75,27]	0.2161431	0.0259616	0.4362765
temp + silicate	Atlantic	(27,27.25]	0.0165809	-0.1019746	0.1048313
temp + silicate	Atlantic	(27.25,27.5]	-0.1738167	-0.3278072	-0.0850131
temp + silicate	Atlantic	(27.5,27.75]	0.0915334	0.0064078	0.1530076
temp + silicate	Atlantic	(27.75,27.85]	-0.4871663	-0.4925395	-0.4837503
temp + silicate	Atlantic	(27.85,27.95]	-0.5652856	-0.6444116	-0.4466723
temp + silicate	Atlantic	(27.95,28.05]	-0.7455530	-0.8042925	-0.6372212
temp + silicate	Atlantic	(28.05,28.1]	-0.8673329	-0.8795937	-0.8577732
temp + silicate	Atlantic	(28.1,28.15]	-0.8671779	-0.8698955	-0.8656565
temp + silicate	Atlantic	(28.15,28.2]	-0.7391666	-0.7679823	-0.7097661
temp + silicate	Atlantic	(28.2, Inf]	-0.5608839	-0.6299899	-0.5120963
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6076841	-0.7159323	-0.4293387
temp + silicate	Indo-Pacific	(26,26.5]	-0.6274438	-0.7013471	-0.4941327
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6407513	-0.7236154	-0.5946654
temp + silicate	Indo-Pacific	(26.75,27]	-0.7077028	-0.7382852	-0.6745820
temp + silicate	Indo-Pacific	(27,27.25]	-0.7913919	-0.8242825	-0.7433609
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.6749926	-0.7690085	-0.5300926
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.1475943	-0.2931043	0.0178703
temp + silicate	Indo-Pacific	(27.75,27.85]	0.4856692	0.4820365	0.4903891
temp + silicate	Indo-Pacific	(27.85,27.95]	0.6026663	0.5120120	0.6811035
temp + silicate	Indo-Pacific	(27.95,28.05]	0.7371693	0.7015686	0.7843505
temp + silicate	Indo-Pacific	(28.05,28.1]	0.8172224	0.7711582	0.8626761
temp + silicate	Indo-Pacific	(28.1,28.2]	0.7762124	0.7021044	0.8456058
temp + silicate	Indo-Pacific	(28.2,28.3]	0.7805689	0.7027216	0.8570048
temp + silicate	Indo-Pacific	(28.3, Inf]	0.0674696	0.0025095	0.1812775

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
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.0834582	-0.2442011	0.2768946
aou	Atlantic	(26,26.5]	0.0928712	0.0117214	0.2384758
aou	Atlantic	(26.5,26.75]	-0.2073853	-0.2424167	-0.1556316
aou	Atlantic	(26.75,27]	-0.3618560	-0.4624435	-0.2620758
aou	Atlantic	(27,27.25]	-0.5567075	-0.5809779	-0.5356599
aou	Atlantic	(27.25,27.5]	-0.5989858	-0.6509495	-0.5253723
aou	Atlantic	(27.5,27.75]	-0.6076930	-0.6642163	-0.5381362
aou	Atlantic	(27.75,27.85]	-0.5588145	-0.6010978	-0.5309474
aou	Atlantic	(27.85,27.95]	-0.8430960	-0.8661808	-0.8145784
aou	Atlantic	(27.95,28.05]	-0.7571622	-0.8505991	-0.7077185
aou	Atlantic	(28.05,28.1]	-0.8337580	-0.8941610	-0.7969466
aou	Atlantic	(28.1,28.15]	-0.9145008	-0.9243511	-0.9082850
aou	Atlantic	(28.15,28.2]	-0.9385803	-0.9475552	-0.9310844
aou	Atlantic	(28.2, Inf]	-0.8362993	-0.8992917	-0.7816510
aou	Indo-Pacific	(-Inf,26]	0.1705884	0.1049260	0.2726613
aou	Indo-Pacific	(26,26.5]	-0.4085189	-0.4605162	-0.3654002
aou	Indo-Pacific	(26.5,26.75]	-0.6707956	-0.7091262	-0.6430459
aou	Indo-Pacific	(26.75,27]	-0.8126336	-0.8492145	-0.7789343
aou	Indo-Pacific	(27,27.25]	-0.7353796	-0.7723037	-0.6895345
aou	Indo-Pacific	(27.25,27.5]	-0.5403245	-0.6256837	-0.4106073
aou	Indo-Pacific	(27.5,27.75]	0.0290754	-0.1469130	0.3075456
aou	Indo-Pacific	(27.75,27.85]	0.3384890	-0.0226908	0.6943560
aou	Indo-Pacific	(27.85,27.95]	0.3991523	0.0702080	0.6784518
aou	Indo-Pacific	(27.95,28.05]	0.1751810	0.0867884	0.3027134
aou	Indo-Pacific	(28.05,28.1]	0.1602881	0.0515477	0.3013894
aou	Indo-Pacific	(28.1,28.2]	0.3216717	0.1951532	0.4016190
aou	Indo-Pacific	(28.2,28.3]	0.5040392	0.3778494	0.6178569
aou	Indo-Pacific	(28.3, Inf]	0.6393955	0.5646581	0.7062929
nitrate	Atlantic	(-Inf,26]	-0.2204434	-0.7359372	0.0387248
nitrate	Atlantic	(26,26.5]	-0.1576270	-0.2184221	-0.0368687
nitrate	Atlantic	(26.5,26.75]	-0.3756723	-0.4135496	-0.3415980
nitrate	Atlantic	(26.75,27]	-0.4950772	-0.6010421	-0.4125303
nitrate	Atlantic	(27,27.25]	-0.7362913	-0.7697408	-0.7134556
nitrate	Atlantic	(27.25,27.5]	-0.8432997	-0.8753538	-0.8055058
nitrate	Atlantic	(27.5,27.75]	-0.9246285	-0.9400213	-0.8991828
nitrate	Atlantic	(27.75,27.85]	-0.9691497	-0.9734497	-0.9626988
nitrate	Atlantic	(27.85,27.95]	-0.9823948	-0.9834443	-0.9807519
nitrate	Atlantic	(27.95,28.05]	-0.9549560	-0.9600941	-0.9504421
nitrate	Atlantic	(28.05,28.1]	-0.9921905	-0.9929368	-0.9910697
nitrate	Atlantic	(28.1,28.15]	-0.9918357	-0.9923896	-0.9907556
nitrate	Atlantic	(28.15,28.2]	-0.9932691	-0.9943294	-0.9921866
nitrate	Atlantic	(28.2, Inf]	-0.9710244	-0.9830190	-0.9648349
nitrate	Indo-Pacific	(-Inf,26]	0.1648748	0.1115044	0.2673522
nitrate	Indo-Pacific	(26,26.5]	-0.4903941	-0.5553022	-0.3982213
nitrate	Indo-Pacific	(26.5,26.75]	-0.6588069	-0.7122704	-0.6027187
nitrate	Indo-Pacific	(26.75,27]	-0.6765416	-0.7479667	-0.6344270
nitrate	Indo-Pacific	(27,27.25]	-0.6425214	-0.6726398	-0.6000322
nitrate	Indo-Pacific	(27.25,27.5]	-0.5157685	-0.5713510	-0.4120481
nitrate	Indo-Pacific	(27.5,27.75]	0.0144404	-0.1275627	0.2527625
nitrate	Indo-Pacific	(27.75,27.85]	0.3690375	0.0227837	0.7103498
nitrate	Indo-Pacific	(27.85,27.95]	0.4331355	0.1069366	0.7082490
nitrate	Indo-Pacific	(27.95,28.05]	0.2475326	0.1407749	0.3650335
nitrate	Indo-Pacific	(28.05,28.1]	0.2367906	0.1133259	0.3667051
nitrate	Indo-Pacific	(28.1,28.2]	0.3967778	0.2699033	0.4667440
nitrate	Indo-Pacific	(28.2,28.3]	0.5707190	0.4691145	0.6602978
nitrate	Indo-Pacific	(28.3, Inf]	-0.0489532	-0.0862054	-0.0190907
phosphate	Atlantic	(-Inf,26]	0.2341537	-0.0071406	0.3908162
phosphate	Atlantic	(26,26.5]	0.1337967	0.0462696	0.2831993
phosphate	Atlantic	(26.5,26.75]	-0.3028227	-0.3661308	-0.2363116
phosphate	Atlantic	(26.75,27]	-0.4681100	-0.5880679	-0.3469922
phosphate	Atlantic	(27,27.25]	-0.7346998	-0.7461156	-0.7255411
phosphate	Atlantic	(27.25,27.5]	-0.8425015	-0.8563519	-0.8273805
phosphate	Atlantic	(27.5,27.75]	-0.9260754	-0.9364241	-0.9093490
phosphate	Atlantic	(27.75,27.85]	-0.9724514	-0.9737777	-0.9699159
phosphate	Atlantic	(27.85,27.95]	-0.9810295	-0.9835767	-0.9777156
phosphate	Atlantic	(27.95,28.05]	-0.9552575	-0.9597491	-0.9510770
phosphate	Atlantic	(28.05,28.1]	-0.9908746	-0.9920633	-0.9896413
phosphate	Atlantic	(28.1,28.15]	-0.9913325	-0.9922755	-0.9898925
phosphate	Atlantic	(28.15,28.2]	-0.9922335	-0.9938882	-0.9895959
phosphate	Atlantic	(28.2, Inf]	-0.9826555	-0.9855327	-0.9785353
phosphate	Indo-Pacific	(-Inf,26]	0.1333289	0.0204143	0.2722377
phosphate	Indo-Pacific	(26,26.5]	-0.5157833	-0.5243032	-0.5063288
phosphate	Indo-Pacific	(26.5,26.75]	-0.7422601	-0.7644571	-0.7061839
phosphate	Indo-Pacific	(26.75,27]	-0.8017605	-0.8241406	-0.7630878
phosphate	Indo-Pacific	(27,27.25]	-0.7503102	-0.7748579	-0.7224480
phosphate	Indo-Pacific	(27.25,27.5]	-0.5984504	-0.6666393	-0.5015320
phosphate	Indo-Pacific	(27.5,27.75]	-0.0088684	-0.1714687	0.2394600
phosphate	Indo-Pacific	(27.75,27.85]	0.3781499	0.0335059	0.7170861
phosphate	Indo-Pacific	(27.85,27.95]	0.4335256	0.1095826	0.7002105
phosphate	Indo-Pacific	(27.95,28.05]	0.2367665	0.1326644	0.3615565
phosphate	Indo-Pacific	(28.05,28.1]	0.2181316	0.0979373	0.3568498
phosphate	Indo-Pacific	(28.1,28.2]	0.3592109	0.2397982	0.4470476
phosphate	Indo-Pacific	(28.2,28.3]	0.5081826	0.3683882	0.6326227
phosphate	Indo-Pacific	(28.3, Inf]	-0.2599358	-0.2893127	-0.2383831
phosphate_star	Atlantic	(-Inf,26]	0.5791613	0.3625151	0.9441442
phosphate_star	Atlantic	(26,26.5]	0.2454016	0.1646528	0.3068351
phosphate_star	Atlantic	(26.5,26.75]	-0.1159248	-0.3145683	-0.0107111
phosphate_star	Atlantic	(26.75,27]	-0.2565680	-0.3925877	-0.0705115
phosphate_star	Atlantic	(27,27.25]	-0.5205473	-0.6926764	-0.3597071
phosphate_star	Atlantic	(27.25,27.5]	-0.6292968	-0.7898078	-0.5311386
phosphate_star	Atlantic	(27.5,27.75]	-0.6713724	-0.7840545	-0.6063785
phosphate_star	Atlantic	(27.75,27.85]	-0.8970735	-0.9239350	-0.8738190
phosphate_star	Atlantic	(27.85,27.95]	-0.9081666	-0.9160120	-0.9029122
phosphate_star	Atlantic	(27.95,28.05]	-0.8811884	-0.8898337	-0.8768031
phosphate_star	Atlantic	(28.05,28.1]	-0.9463062	-0.9565912	-0.9317489
phosphate_star	Atlantic	(28.1,28.15]	-0.9631009	-0.9697664	-0.9551875
phosphate_star	Atlantic	(28.15,28.2]	-0.9772827	-0.9803967	-0.9733078
phosphate_star	Atlantic	(28.2, Inf]	-0.9770571	-0.9811164	-0.9726799
phosphate_star	Indo-Pacific	(-Inf,26]	0.1745186	0.0117423	0.3221923
phosphate_star	Indo-Pacific	(26,26.5]	-0.4562777	-0.5315106	-0.3642078
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.5513272	-0.6541139	-0.4262193
phosphate_star	Indo-Pacific	(26.75,27]	-0.4470660	-0.4941388	-0.4020722
phosphate_star	Indo-Pacific	(27,27.25]	-0.5339993	-0.5634338	-0.5023703
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5286423	-0.5442377	-0.5172309
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.1939351	-0.3631064	-0.1008720
phosphate_star	Indo-Pacific	(27.75,27.85]	0.3243179	-0.0538256	0.6072706
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3489800	0.1459816	0.5398576
phosphate_star	Indo-Pacific	(27.95,28.05]	0.4979473	0.4364226	0.5505606
phosphate_star	Indo-Pacific	(28.05,28.1]	0.4974015	0.4405474	0.5779190
phosphate_star	Indo-Pacific	(28.1,28.2]	0.4367833	0.3005356	0.5615716
phosphate_star	Indo-Pacific	(28.2,28.3]	0.4464828	0.3290949	0.5220220
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.9293148	-0.9672761	-0.8780986
sal	Atlantic	(-Inf,26]	0.0782070	-0.8460987	0.7480539
sal	Atlantic	(26,26.5]	-0.2451078	-0.4618242	-0.1342342
sal	Atlantic	(26.5,26.75]	-0.3659905	-0.5553855	-0.0540467
sal	Atlantic	(26.75,27]	-0.5068181	-0.6355713	-0.2924477
sal	Atlantic	(27,27.25]	-0.2966641	-0.4939417	-0.1781607
sal	Atlantic	(27.25,27.5]	-0.0492867	-0.2268029	0.2602947
sal	Atlantic	(27.5,27.75]	-0.4234005	-0.5285680	-0.2459490
sal	Atlantic	(27.75,27.85]	0.1629911	0.1518939	0.1819333
sal	Atlantic	(27.85,27.95]	0.1417900	-0.0314128	0.2679245
sal	Atlantic	(27.95,28.05]	0.3913831	0.1345163	0.5356887
sal	Atlantic	(28.05,28.1]	0.8361415	0.8023313	0.8708390
sal	Atlantic	(28.1,28.15]	0.8954668	0.8849845	0.9037194
sal	Atlantic	(28.15,28.2]	0.9065721	0.9011991	0.9120934
sal	Atlantic	(28.2, Inf]	0.7667915	0.7167928	0.8308991
sal	Indo-Pacific	(-Inf,26]	0.1193219	-0.1139344	0.4959653
sal	Indo-Pacific	(26,26.5]	0.2625224	0.2107675	0.3213349
sal	Indo-Pacific	(26.5,26.75]	0.3412306	0.2199782	0.4244385
sal	Indo-Pacific	(26.75,27]	0.2559644	0.2031739	0.3596162
sal	Indo-Pacific	(27,27.25]	0.2804518	0.1907355	0.3552404
sal	Indo-Pacific	(27.25,27.5]	0.1783720	0.1228213	0.2080009
sal	Indo-Pacific	(27.5,27.75]	-0.2348352	-0.4137785	0.0676442
sal	Indo-Pacific	(27.75,27.85]	-0.2741609	-0.5973303	0.1318135
sal	Indo-Pacific	(27.85,27.95]	-0.1685688	-0.4516108	0.0889973
sal	Indo-Pacific	(27.95,28.05]	-0.2466020	-0.3124268	-0.1219836
sal	Indo-Pacific	(28.05,28.1]	-0.2018035	-0.2987833	-0.0450494
sal	Indo-Pacific	(28.1,28.2]	-0.0097364	-0.0958695	0.0936338
sal	Indo-Pacific	(28.2,28.3]	0.0564358	-0.1005868	0.1654841
sal	Indo-Pacific	(28.3, Inf]	0.3170768	0.1206839	0.4312779
silicate	Atlantic	(-Inf,26]	-0.1521427	-0.7902049	0.5607954
silicate	Atlantic	(26,26.5]	-0.4594633	-0.5334580	-0.3621809
silicate	Atlantic	(26.5,26.75]	-0.4785875	-0.5848145	-0.3824211
silicate	Atlantic	(26.75,27]	-0.6325665	-0.6862526	-0.5559726
silicate	Atlantic	(27,27.25]	-0.8501464	-0.8708280	-0.8278645
silicate	Atlantic	(27.25,27.5]	-0.9041661	-0.9292186	-0.8902218
silicate	Atlantic	(27.5,27.75]	-0.9051098	-0.9294619	-0.8880811
silicate	Atlantic	(27.75,27.85]	-0.9330620	-0.9391620	-0.9289490
silicate	Atlantic	(27.85,27.95]	-0.9061444	-0.9152896	-0.8966679
silicate	Atlantic	(27.95,28.05]	-0.8729592	-0.8925950	-0.8406203
silicate	Atlantic	(28.05,28.1]	-0.9487470	-0.9618423	-0.9330776
silicate	Atlantic	(28.1,28.15]	-0.9621239	-0.9691095	-0.9500022
silicate	Atlantic	(28.15,28.2]	-0.9283618	-0.9466045	-0.9129725
silicate	Atlantic	(28.2, Inf]	-0.8239924	-0.8477164	-0.7959387
silicate	Indo-Pacific	(-Inf,26]	0.0445155	-0.2296685	0.2679085
silicate	Indo-Pacific	(26,26.5]	-0.6090615	-0.6333416	-0.5823733
silicate	Indo-Pacific	(26.5,26.75]	-0.7489864	-0.7554821	-0.7447984
silicate	Indo-Pacific	(26.75,27]	-0.6936810	-0.7282477	-0.6609332
silicate	Indo-Pacific	(27,27.25]	-0.6164691	-0.6520940	-0.5551936
silicate	Indo-Pacific	(27.25,27.5]	-0.4593311	-0.5290352	-0.3435056
silicate	Indo-Pacific	(27.5,27.75]	0.0746723	-0.0834552	0.3222330
silicate	Indo-Pacific	(27.75,27.85]	0.4182018	0.0732621	0.7620101
silicate	Indo-Pacific	(27.85,27.95]	0.4620654	0.1294685	0.7431403
silicate	Indo-Pacific	(27.95,28.05]	0.2500625	0.1440271	0.3754712
silicate	Indo-Pacific	(28.05,28.1]	0.2373563	0.1124679	0.3748281
silicate	Indo-Pacific	(28.1,28.2]	0.4014063	0.2707578	0.4871327
silicate	Indo-Pacific	(28.2,28.3]	0.5500396	0.4501513	0.6536270
silicate	Indo-Pacific	(28.3, Inf]	-0.5977589	-0.6457038	-0.5385389
temp	Atlantic	(-Inf,26]	-0.4730545	-0.9618588	-0.2131983
temp	Atlantic	(26,26.5]	-0.3817961	-0.5429401	-0.2974264
temp	Atlantic	(26.5,26.75]	-0.3582119	-0.5782360	-0.0059341
temp	Atlantic	(26.75,27]	-0.4536355	-0.5702488	-0.2277352
temp	Atlantic	(27,27.25]	-0.2751155	-0.4859865	-0.1540702
temp	Atlantic	(27.25,27.5]	-0.0915374	-0.2473616	0.1999470
temp	Atlantic	(27.5,27.75]	-0.3996958	-0.5003102	-0.2321038
temp	Atlantic	(27.75,27.85]	0.2499549	0.2266616	0.2784166
temp	Atlantic	(27.85,27.95]	0.2305064	0.0525332	0.3513453
temp	Atlantic	(27.95,28.05]	0.4380315	0.2095624	0.5621275
temp	Atlantic	(28.05,28.1]	0.7878826	0.7547571	0.8290494
temp	Atlantic	(28.1,28.15]	0.8425444	0.8350725	0.8570799
temp	Atlantic	(28.15,28.2]	0.8755240	0.8673653	0.8860768
temp	Atlantic	(28.2, Inf]	0.8126425	0.7631302	0.8778277
temp	Indo-Pacific	(-Inf,26]	-0.4585481	-0.5072712	-0.4339720
temp	Indo-Pacific	(26,26.5]	0.1876837	0.1315694	0.2333202
temp	Indo-Pacific	(26.5,26.75]	0.2999982	0.1826611	0.3722958
temp	Indo-Pacific	(26.75,27]	0.2033306	0.1572756	0.2935009
temp	Indo-Pacific	(27,27.25]	0.2770628	0.2039685	0.3412217
temp	Indo-Pacific	(27.25,27.5]	0.3050085	0.2672006	0.3268221
temp	Indo-Pacific	(27.5,27.75]	0.0568921	-0.0518775	0.2689573
temp	Indo-Pacific	(27.75,27.85]	-0.2700083	-0.6060034	0.1455894
temp	Indo-Pacific	(27.85,27.95]	-0.1939102	-0.4584749	0.0599839
temp	Indo-Pacific	(27.95,28.05]	-0.3319553	-0.3921770	-0.2356304
temp	Indo-Pacific	(28.05,28.1]	-0.2613688	-0.3398407	-0.1412084
temp	Indo-Pacific	(28.1,28.2]	-0.1064857	-0.1783985	-0.0303828
temp	Indo-Pacific	(28.2,28.3]	0.0898592	-0.0809934	0.2101197
temp	Indo-Pacific	(28.3, Inf]	0.6207227	0.5490211	0.6645318

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