eMLR - assumption testing

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Last updated: 2021-06-17

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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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
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
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

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

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
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	Indian	(-Inf,26]	0.9668753	0.9497993	0.9980934
aou + nitrate	Indian	(26,26.5]	0.9024611	0.8161858	0.9899452
aou + nitrate	Indian	(26.5,26.75]	0.9439121	0.9005589	0.9923105
aou + nitrate	Indian	(26.75,27]	0.9502551	0.9118472	0.9891661
aou + nitrate	Indian	(27,27.25]	0.9642867	0.9529076	0.9851399
aou + nitrate	Indian	(27.25,27.5]	0.9501346	0.9438202	0.9620692
aou + nitrate	Indian	(27.5,27.75]	0.9602063	0.9572987	0.9653167
aou + nitrate	Indian	(27.75,27.85]	0.9858663	0.9800202	0.9927768
aou + nitrate	Indian	(27.85,27.95]	0.9849365	0.9732083	0.9919076
aou + nitrate	Indian	(27.95,28.05]	0.9760611	0.9570878	0.9891138
aou + nitrate	Indian	(28.05,28.1]	0.9619073	0.9322330	0.9843801
aou + nitrate	Indian	(28.1,28.2]	0.9444579	0.9257630	0.9737010
aou + nitrate	Indian	(28.2,28.3]	0.9468798	0.9263911	0.9762829
aou + nitrate	Indian	(28.3, Inf]	0.8297182	0.7920848	0.8825792
aou + nitrate	N_Atlantic	(-Inf,26]	0.8727939	0.8087402	0.9145718
aou + nitrate	N_Atlantic	(26,26.5]	0.9173012	0.8584626	0.9639444
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9816761	0.9782601	0.9835571
aou + nitrate	N_Atlantic	(26.75,27]	0.9885522	0.9859642	0.9926479
aou + nitrate	N_Atlantic	(27,27.25]	0.9921080	0.9889943	0.9954769
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9889872	0.9835220	0.9926727
aou + nitrate	N_Atlantic	(27.5,27.75]	0.9861390	0.9760955	0.9919220
aou + nitrate	N_Atlantic	(27.75,27.85]	0.9822555	0.9689761	0.9894797
aou + nitrate	N_Atlantic	(27.85,27.95]	0.9740381	0.9638620	0.9832025
aou + nitrate	N_Atlantic	(27.95,28.05]	0.9347206	0.9121076	0.9555149
aou + nitrate	N_Atlantic	(28.05,28.1]	0.8468226	0.7084622	0.9253493
aou + nitrate	N_Atlantic	(28.1,28.15]	0.8219268	0.7407241	0.8769342
aou + nitrate	N_Atlantic	(28.15,28.2]	0.9737849	0.9674004	0.9828051
aou + nitrate	N_Atlantic	(28.2, Inf]	0.9306530	0.8986867	0.9840782
aou + nitrate	N_Pacific	(-Inf,26]	0.9259628	0.9035926	0.9501142
aou + nitrate	N_Pacific	(26,26.5]	0.8779677	0.8472475	0.8950963
aou + nitrate	N_Pacific	(26.5,26.75]	0.6945228	0.6007773	0.8565102
aou + nitrate	N_Pacific	(26.75,27]	0.1997734	0.0452180	0.3762565
aou + nitrate	N_Pacific	(27,27.25]	0.1871724	0.0464036	0.3080494
aou + nitrate	N_Pacific	(27.25,27.5]	0.3490083	0.3214405	0.4038406
aou + nitrate	N_Pacific	(27.5,27.75]	0.3965933	0.3540094	0.4460858
aou + nitrate	N_Pacific	(27.75,27.85]	0.7599990	0.6744169	0.8094275
aou + nitrate	N_Pacific	(27.85,27.95]	0.8944820	0.8703781	0.9082494
aou + nitrate	N_Pacific	(27.95,28.05]	0.9542264	0.9449302	0.9639121
aou + nitrate	N_Pacific	(28.05,28.1]	0.9537572	0.9398135	0.9666463
aou + nitrate	N_Pacific	(28.1,28.2]	0.9621493	0.9545561	0.9739557
aou + nitrate	N_Pacific	(28.2,28.3]	0.9964461	0.9956899	0.9976307
aou + nitrate	N_Pacific	(28.3, Inf]	0.9892727	0.9837511	0.9930449
aou + nitrate	S_Atlantic	(-Inf,26]	0.9988888	0.9988888	0.9988888
aou + nitrate	S_Atlantic	(26,26.5]	0.9418057	0.9279731	0.9525895
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9417609	0.9177751	0.9605316
aou + nitrate	S_Atlantic	(26.75,27]	0.9781104	0.9695399	0.9840344
aou + nitrate	S_Atlantic	(27,27.25]	0.9671360	0.9501506	0.9767140
aou + nitrate	S_Atlantic	(27.25,27.5]	0.9329405	0.8838079	0.9633304
aou + nitrate	S_Atlantic	(27.5,27.75]	0.9561467	0.9464463	0.9664329
aou + nitrate	S_Atlantic	(27.75,27.85]	0.7279168	0.6025125	0.8284014
aou + nitrate	S_Atlantic	(27.85,27.95]	-0.1217595	-0.3182317	0.0816454
aou + nitrate	S_Atlantic	(27.95,28.05]	-0.0503603	-0.3313340	0.2406367
aou + nitrate	S_Atlantic	(28.05,28.1]	0.5236934	0.2566193	0.8823934
aou + nitrate	S_Atlantic	(28.1,28.15]	0.7709306	0.4741938	0.9637279
aou + nitrate	S_Atlantic	(28.15,28.2]	0.9015628	0.7749470	0.9800809
aou + nitrate	S_Atlantic	(28.2, Inf]	0.8437747	0.7496368	0.9304453
aou + nitrate	S_Pacific	(-Inf,26]	0.9778911	0.9705541	0.9835025
aou + nitrate	S_Pacific	(26,26.5]	0.9641117	0.9539038	0.9769466
aou + nitrate	S_Pacific	(26.5,26.75]	0.9539386	0.9198597	0.9711077
aou + nitrate	S_Pacific	(26.75,27]	0.9479222	0.9259196	0.9614710
aou + nitrate	S_Pacific	(27,27.25]	0.9576167	0.9469114	0.9643822
aou + nitrate	S_Pacific	(27.25,27.5]	0.9718241	0.9703380	0.9733415
aou + nitrate	S_Pacific	(27.5,27.75]	0.9876622	0.9862708	0.9902005
aou + nitrate	S_Pacific	(27.75,27.85]	0.9970798	0.9968331	0.9974457
aou + nitrate	S_Pacific	(27.85,27.95]	0.9946137	0.9931990	0.9969034
aou + nitrate	S_Pacific	(27.95,28.05]	0.9938610	0.9933312	0.9948578
aou + nitrate	S_Pacific	(28.05,28.1]	0.9921326	0.9903885	0.9937890
aou + nitrate	S_Pacific	(28.1,28.2]	0.9913847	0.9884748	0.9940939
aou + nitrate	S_Pacific	(28.2,28.3]	0.9889312	0.9798093	0.9942071
aou + nitrate	S_Pacific	(28.3, Inf]	0.9633406	0.9601384	0.9655840
aou + phosphate	Indian	(-Inf,26]	0.9896043	0.9808509	0.9975626
aou + phosphate	Indian	(26,26.5]	0.9882150	0.9843346	0.9942234
aou + phosphate	Indian	(26.5,26.75]	0.9897757	0.9857092	0.9945811
aou + phosphate	Indian	(26.75,27]	0.9858186	0.9800136	0.9903331
aou + phosphate	Indian	(27,27.25]	0.9824395	0.9776867	0.9859102
aou + phosphate	Indian	(27.25,27.5]	0.9651328	0.9525378	0.9793508
aou + phosphate	Indian	(27.5,27.75]	0.9690887	0.9605205	0.9815294
aou + phosphate	Indian	(27.75,27.85]	0.9871559	0.9764955	0.9958846
aou + phosphate	Indian	(27.85,27.95]	0.9829465	0.9657023	0.9958170
aou + phosphate	Indian	(27.95,28.05]	0.9739133	0.9492584	0.9927704
aou + phosphate	Indian	(28.05,28.1]	0.9604067	0.9254906	0.9859867
aou + phosphate	Indian	(28.1,28.2]	0.9450407	0.9262817	0.9768133
aou + phosphate	Indian	(28.2,28.3]	0.9506050	0.9344492	0.9818165
aou + phosphate	Indian	(28.3, Inf]	0.7499880	0.7223510	0.7671254
aou + phosphate	N_Atlantic	(-Inf,26]	0.9293399	0.8427815	0.9731407
aou + phosphate	N_Atlantic	(26,26.5]	0.9776460	0.9668070	0.9845022
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9876239	0.9831336	0.9944569
aou + phosphate	N_Atlantic	(26.75,27]	0.9924397	0.9917627	0.9928529
aou + phosphate	N_Atlantic	(27,27.25]	0.9912212	0.9884057	0.9935660
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9739429	0.9576775	0.9846907
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9767487	0.9619277	0.9875106
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9764436	0.9582452	0.9861088
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9643286	0.9488852	0.9783964
aou + phosphate	N_Atlantic	(27.95,28.05]	0.9078889	0.8760518	0.9397164
aou + phosphate	N_Atlantic	(28.05,28.1]	0.8323351	0.6872541	0.9152262
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8167671	0.7432722	0.8699172
aou + phosphate	N_Atlantic	(28.15,28.2]	0.9749157	0.9672918	0.9836585
aou + phosphate	N_Atlantic	(28.2, Inf]	0.9332615	0.9034355	0.9884406
aou + phosphate	N_Pacific	(-Inf,26]	0.9343786	0.9190286	0.9503229
aou + phosphate	N_Pacific	(26,26.5]	0.9578439	0.9427861	0.9720411
aou + phosphate	N_Pacific	(26.5,26.75]	0.9796792	0.9755071	0.9851313
aou + phosphate	N_Pacific	(26.75,27]	0.9089415	0.8887432	0.9371021
aou + phosphate	N_Pacific	(27,27.25]	0.9267698	0.9033201	0.9469860
aou + phosphate	N_Pacific	(27.25,27.5]	0.9531359	0.9451818	0.9574512
aou + phosphate	N_Pacific	(27.5,27.75]	0.9436176	0.9408817	0.9452068
aou + phosphate	N_Pacific	(27.75,27.85]	0.9828208	0.9813883	0.9846079
aou + phosphate	N_Pacific	(27.85,27.95]	0.9826559	0.9820460	0.9832185
aou + phosphate	N_Pacific	(27.95,28.05]	0.9863977	0.9856785	0.9869959
aou + phosphate	N_Pacific	(28.05,28.1]	0.9901378	0.9871630	0.9919527
aou + phosphate	N_Pacific	(28.1,28.2]	0.9952249	0.9947280	0.9961281
aou + phosphate	N_Pacific	(28.2,28.3]	0.9990482	0.9989174	0.9991918
aou + phosphate	N_Pacific	(28.3, Inf]	0.9972505	0.9957723	0.9983724
aou + phosphate	S_Atlantic	(-Inf,26]	0.9813864	0.9813864	0.9813864
aou + phosphate	S_Atlantic	(26,26.5]	0.9138686	0.8835080	0.9470412
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9257888	0.9016740	0.9527717
aou + phosphate	S_Atlantic	(26.75,27]	0.9637206	0.9507218	0.9723008
aou + phosphate	S_Atlantic	(27,27.25]	0.9536397	0.9329391	0.9644845
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9161490	0.8592931	0.9518648
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9323008	0.9254039	0.9411577
aou + phosphate	S_Atlantic	(27.75,27.85]	0.4955332	0.2424582	0.7175408
aou + phosphate	S_Atlantic	(27.85,27.95]	-0.2258656	-0.3960310	-0.0125034
aou + phosphate	S_Atlantic	(27.95,28.05]	-0.0648901	-0.3432723	0.2216250
aou + phosphate	S_Atlantic	(28.05,28.1]	0.5217701	0.2533909	0.8812246
aou + phosphate	S_Atlantic	(28.1,28.15]	0.7660412	0.4618609	0.9634930
aou + phosphate	S_Atlantic	(28.15,28.2]	0.8994394	0.7702702	0.9796821
aou + phosphate	S_Atlantic	(28.2, Inf]	0.8062009	0.6831376	0.9265603
aou + phosphate	S_Pacific	(-Inf,26]	0.9408824	0.9271767	0.9606873
aou + phosphate	S_Pacific	(26,26.5]	0.9812474	0.9676274	0.9908222
aou + phosphate	S_Pacific	(26.5,26.75]	0.9910540	0.9891983	0.9933197
aou + phosphate	S_Pacific	(26.75,27]	0.9896364	0.9859771	0.9918702
aou + phosphate	S_Pacific	(27,27.25]	0.9830116	0.9731555	0.9885209
aou + phosphate	S_Pacific	(27.25,27.5]	0.9850405	0.9768886	0.9909900
aou + phosphate	S_Pacific	(27.5,27.75]	0.9921723	0.9895238	0.9948328
aou + phosphate	S_Pacific	(27.75,27.85]	0.9958686	0.9953879	0.9961295
aou + phosphate	S_Pacific	(27.85,27.95]	0.9934318	0.9913974	0.9962603
aou + phosphate	S_Pacific	(27.95,28.05]	0.9934195	0.9923852	0.9945883
aou + phosphate	S_Pacific	(28.05,28.1]	0.9921641	0.9900236	0.9943927
aou + phosphate	S_Pacific	(28.1,28.2]	0.9922938	0.9889850	0.9954126
aou + phosphate	S_Pacific	(28.2,28.3]	0.9905140	0.9816825	0.9957877
aou + phosphate	S_Pacific	(28.3, Inf]	0.9571435	0.9556390	0.9586540
aou + phosphate_star	Indian	(-Inf,26]	0.8668157	0.7841159	0.9743584
aou + phosphate_star	Indian	(26,26.5]	0.7927902	0.7103206	0.9397500
aou + phosphate_star	Indian	(26.5,26.75]	0.7036618	0.5806351	0.8432510
aou + phosphate_star	Indian	(26.75,27]	0.4820720	0.3503191	0.5780659
aou + phosphate_star	Indian	(27,27.25]	0.2673271	0.1413405	0.3641360
aou + phosphate_star	Indian	(27.25,27.5]	-0.3361031	-0.3832036	-0.2616142
aou + phosphate_star	Indian	(27.5,27.75]	-0.5865921	-0.6521404	-0.5102420
aou + phosphate_star	Indian	(27.75,27.85]	-0.8209880	-0.8860094	-0.7306558
aou + phosphate_star	Indian	(27.85,27.95]	-0.7816789	-0.7961149	-0.7548549
aou + phosphate_star	Indian	(27.95,28.05]	-0.6348569	-0.6990285	-0.5957786
aou + phosphate_star	Indian	(28.05,28.1]	-0.5875214	-0.7568203	-0.5007545
aou + phosphate_star	Indian	(28.1,28.2]	-0.6184639	-0.7545555	-0.4211037
aou + phosphate_star	Indian	(28.2,28.3]	-0.5503170	-0.8373368	-0.0779271
aou + phosphate_star	Indian	(28.3, Inf]	-0.8468643	-0.8525593	-0.8416978
aou + phosphate_star	N_Atlantic	(-Inf,26]	-0.0062455	-0.3336387	0.4029590
aou + phosphate_star	N_Atlantic	(26,26.5]	0.4383101	0.3086304	0.5320342
aou + phosphate_star	N_Atlantic	(26.5,26.75]	-0.0160110	-0.3026591	0.5145956
aou + phosphate_star	N_Atlantic	(26.75,27]	-0.0260593	-0.2419270	0.3179740
aou + phosphate_star	N_Atlantic	(27,27.25]	0.2017466	-0.2126571	0.6387029
aou + phosphate_star	N_Atlantic	(27.25,27.5]	-0.0409415	-0.4489717	0.3354551
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.2721648	0.0187797	0.6072766
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.8050669	0.6367420	0.8966458
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.7887863	0.6954654	0.8768329
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.6688976	0.5818602	0.7742592
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.6517829	0.4660981	0.7817086
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.5984280	0.4726142	0.6641560
aou + phosphate_star	N_Atlantic	(28.15,28.2]	0.9161380	0.8889103	0.9431162
aou + phosphate_star	N_Atlantic	(28.2, Inf]	0.9125507	0.8716642	0.9687183
aou + phosphate_star	N_Pacific	(-Inf,26]	0.4259182	0.3339709	0.4880003
aou + phosphate_star	N_Pacific	(26,26.5]	0.0819740	-0.1005411	0.2739373
aou + phosphate_star	N_Pacific	(26.5,26.75]	-0.1117172	-0.3931190	0.0571538
aou + phosphate_star	N_Pacific	(26.75,27]	-0.2951267	-0.4672388	-0.0784712
aou + phosphate_star	N_Pacific	(27,27.25]	0.2826098	0.0711458	0.4961748
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7594594	0.7309974	0.7748073
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.5534091	0.5403706	0.5669946
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.5342921	0.4869121	0.6014680
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.0778888	-0.0115101	0.1599443
aou + phosphate_star	N_Pacific	(27.95,28.05]	-0.4066179	-0.4889426	-0.3558451
aou + phosphate_star	N_Pacific	(28.05,28.1]	-0.4014771	-0.4308780	-0.3605139
aou + phosphate_star	N_Pacific	(28.1,28.2]	-0.6170716	-0.6666432	-0.5608876
aou + phosphate_star	N_Pacific	(28.2,28.3]	-0.2252381	-0.2814522	-0.1350855
aou + phosphate_star	N_Pacific	(28.3, Inf]	-0.9333976	-0.9654528	-0.8996372
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.9170873	0.9170873	0.9170873
aou + phosphate_star	S_Atlantic	(26,26.5]	0.5129040	0.4384776	0.5929072
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.3315899	0.0829001	0.5902890
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.1537526	-0.4309932	0.0542575
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.4836895	-0.6037038	-0.3970739
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.7337386	-0.8234599	-0.6574716
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9034703	-0.9402835	-0.8573917
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9319969	-0.9404740	-0.9183027
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.8417315	-0.8904395	-0.8158489
aou + phosphate_star	S_Atlantic	(27.95,28.05]	-0.4590867	-0.6998470	-0.0924532
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.2934762	-0.0772845	0.7690421
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.5948965	0.1219727	0.9071363
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.7801178	0.5248740	0.9378812
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.6391917	0.4457182	0.8226318
aou + phosphate_star	S_Pacific	(-Inf,26]	0.4294981	0.2380389	0.5947348
aou + phosphate_star	S_Pacific	(26,26.5]	0.6099537	0.4698565	0.7497141
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.6376441	0.5997479	0.6746484
aou + phosphate_star	S_Pacific	(26.75,27]	0.6827649	0.6312669	0.7161365
aou + phosphate_star	S_Pacific	(27,27.25]	0.4629044	0.3004466	0.5498581
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.1888710	0.0862657	0.2479159
aou + phosphate_star	S_Pacific	(27.5,27.75]	-0.1504905	-0.2518373	-0.0921599
aou + phosphate_star	S_Pacific	(27.75,27.85]	-0.5638936	-0.6819082	-0.4443715
aou + phosphate_star	S_Pacific	(27.85,27.95]	-0.6089244	-0.6775518	-0.5604833
aou + phosphate_star	S_Pacific	(27.95,28.05]	-0.5646276	-0.7170201	-0.4612732
aou + phosphate_star	S_Pacific	(28.05,28.1]	-0.3940179	-0.4982845	-0.2605834
aou + phosphate_star	S_Pacific	(28.1,28.2]	-0.1192342	-0.3043797	0.1999520
aou + phosphate_star	S_Pacific	(28.2,28.3]	0.0079589	-0.3672978	0.4841706
aou + phosphate_star	S_Pacific	(28.3, Inf]	-0.9312632	-0.9541415	-0.9000599
aou + silicate	Indian	(-Inf,26]	0.8637417	0.7300805	0.9869398
aou + silicate	Indian	(26,26.5]	0.9237825	0.8797826	0.9764179
aou + silicate	Indian	(26.5,26.75]	0.9524408	0.9137700	0.9798159
aou + silicate	Indian	(26.75,27]	0.9730249	0.9473451	0.9939100
aou + silicate	Indian	(27,27.25]	0.9684722	0.9474112	0.9878669
aou + silicate	Indian	(27.25,27.5]	0.9555524	0.9491165	0.9638015
aou + silicate	Indian	(27.5,27.75]	0.9492497	0.9450443	0.9571617
aou + silicate	Indian	(27.75,27.85]	0.9778609	0.9668839	0.9850032
aou + silicate	Indian	(27.85,27.95]	0.9751014	0.9597860	0.9831008
aou + silicate	Indian	(27.95,28.05]	0.9641483	0.9374879	0.9803641
aou + silicate	Indian	(28.05,28.1]	0.9649986	0.9343096	0.9851567
aou + silicate	Indian	(28.1,28.2]	0.9472196	0.9328493	0.9718437
aou + silicate	Indian	(28.2,28.3]	0.9187546	0.9090854	0.9239610
aou + silicate	Indian	(28.3, Inf]	0.5658077	0.5348221	0.6101318
aou + silicate	N_Atlantic	(-Inf,26]	-0.0819912	-0.5223984	0.2036364
aou + silicate	N_Atlantic	(26,26.5]	0.4254406	0.2754458	0.5036641
aou + silicate	N_Atlantic	(26.5,26.75]	0.6942913	0.6004443	0.7474385
aou + silicate	N_Atlantic	(26.75,27]	0.9009440	0.8785991	0.9190560
aou + silicate	N_Atlantic	(27,27.25]	0.9544927	0.9409610	0.9614108
aou + silicate	N_Atlantic	(27.25,27.5]	0.9691004	0.9544812	0.9767979
aou + silicate	N_Atlantic	(27.5,27.75]	0.9533288	0.9231492	0.9771748
aou + silicate	N_Atlantic	(27.75,27.85]	0.9289395	0.8665190	0.9622634
aou + silicate	N_Atlantic	(27.85,27.95]	0.8149355	0.7357540	0.9005507
aou + silicate	N_Atlantic	(27.95,28.05]	0.4674243	0.3237305	0.6477482
aou + silicate	N_Atlantic	(28.05,28.1]	0.3686724	0.1401178	0.4904396
aou + silicate	N_Atlantic	(28.1,28.15]	0.6363280	0.5914533	0.7050243
aou + silicate	N_Atlantic	(28.15,28.2]	0.9599378	0.9501364	0.9728835
aou + silicate	N_Atlantic	(28.2, Inf]	0.9627484	0.9476233	0.9909287
aou + silicate	N_Pacific	(-Inf,26]	0.8682934	0.8609433	0.8741227
aou + silicate	N_Pacific	(26,26.5]	0.7149316	0.5631280	0.7983221
aou + silicate	N_Pacific	(26.5,26.75]	0.5926905	0.4112918	0.7816658
aou + silicate	N_Pacific	(26.75,27]	0.3138261	0.1335111	0.4243210
aou + silicate	N_Pacific	(27,27.25]	0.5628594	0.5122156	0.6061138
aou + silicate	N_Pacific	(27.25,27.5]	0.8008295	0.7544338	0.8252894
aou + silicate	N_Pacific	(27.5,27.75]	0.8000094	0.7723410	0.8173342
aou + silicate	N_Pacific	(27.75,27.85]	0.8477783	0.8188725	0.8653927
aou + silicate	N_Pacific	(27.85,27.95]	0.7681798	0.7573839	0.7757819
aou + silicate	N_Pacific	(27.95,28.05]	0.6489356	0.6114519	0.6937102
aou + silicate	N_Pacific	(28.05,28.1]	0.8118086	0.7977055	0.8375418
aou + silicate	N_Pacific	(28.1,28.2]	0.3669490	0.3235831	0.4191060
aou + silicate	N_Pacific	(28.2,28.3]	0.8667545	0.8580033	0.8768918
aou + silicate	N_Pacific	(28.3, Inf]	0.9719327	0.9598113	0.9788209
aou + silicate	S_Atlantic	(-Inf,26]	0.5446681	0.5446681	0.5446681
aou + silicate	S_Atlantic	(26,26.5]	0.8664767	0.8228108	0.9231697
aou + silicate	S_Atlantic	(26.5,26.75]	0.8584808	0.8161936	0.9137559
aou + silicate	S_Atlantic	(26.75,27]	0.7322929	0.6652973	0.7754976
aou + silicate	S_Atlantic	(27,27.25]	0.5081360	0.4080756	0.5672385
aou + silicate	S_Atlantic	(27.25,27.5]	0.1798782	-0.0546233	0.5119115
aou + silicate	S_Atlantic	(27.5,27.75]	0.0120277	-0.2773638	0.4624545
aou + silicate	S_Atlantic	(27.75,27.85]	-0.2514580	-0.5568866	0.1122780
aou + silicate	S_Atlantic	(27.85,27.95]	-0.4053022	-0.5552255	-0.1900187
aou + silicate	S_Atlantic	(27.95,28.05]	-0.0805633	-0.3365943	0.1348340
aou + silicate	S_Atlantic	(28.05,28.1]	0.5367627	0.2920785	0.8672267
aou + silicate	S_Atlantic	(28.1,28.15]	0.7641406	0.4485558	0.9632084
aou + silicate	S_Atlantic	(28.15,28.2]	0.9060539	0.7948172	0.9762424
aou + silicate	S_Atlantic	(28.2, Inf]	0.4737821	0.2449786	0.7495327
aou + silicate	S_Pacific	(-Inf,26]	0.8465467	0.7702386	0.9008160
aou + silicate	S_Pacific	(26,26.5]	0.9531072	0.9263868	0.9708547
aou + silicate	S_Pacific	(26.5,26.75]	0.9641705	0.9581754	0.9671699
aou + silicate	S_Pacific	(26.75,27]	0.9581525	0.9448138	0.9707378
aou + silicate	S_Pacific	(27,27.25]	0.9637303	0.9498315	0.9727505
aou + silicate	S_Pacific	(27.25,27.5]	0.9575602	0.9465169	0.9652348
aou + silicate	S_Pacific	(27.5,27.75]	0.9687127	0.9634534	0.9748971
aou + silicate	S_Pacific	(27.75,27.85]	0.9886707	0.9874492	0.9900170
aou + silicate	S_Pacific	(27.85,27.95]	0.9871362	0.9834901	0.9892831
aou + silicate	S_Pacific	(27.95,28.05]	0.9883516	0.9851738	0.9908931
aou + silicate	S_Pacific	(28.05,28.1]	0.9915444	0.9909540	0.9925353
aou + silicate	S_Pacific	(28.1,28.2]	0.9837950	0.9807442	0.9881403
aou + silicate	S_Pacific	(28.2,28.3]	0.9517788	0.9319635	0.9690556
aou + silicate	S_Pacific	(28.3, Inf]	0.9189085	0.9086869	0.9366393
nitrate + phosphate	Indian	(-Inf,26]	0.9614469	0.9351176	0.9986695
nitrate + phosphate	Indian	(26,26.5]	0.8896177	0.7677957	0.9978850
nitrate + phosphate	Indian	(26.5,26.75]	0.9452610	0.8857678	0.9986314
nitrate + phosphate	Indian	(26.75,27]	0.9589613	0.9076643	0.9995795
nitrate + phosphate	Indian	(27,27.25]	0.9816745	0.9699726	0.9995176
nitrate + phosphate	Indian	(27.25,27.5]	0.9827418	0.9601480	0.9996101
nitrate + phosphate	Indian	(27.5,27.75]	0.9919117	0.9799968	0.9991965
nitrate + phosphate	Indian	(27.75,27.85]	0.9941027	0.9837999	0.9993227
nitrate + phosphate	Indian	(27.85,27.95]	0.9978323	0.9950017	0.9995670
nitrate + phosphate	Indian	(27.95,28.05]	0.9981202	0.9957644	0.9993029
nitrate + phosphate	Indian	(28.05,28.1]	0.9988667	0.9983452	0.9992776
nitrate + phosphate	Indian	(28.1,28.2]	0.9981744	0.9981221	0.9982238
nitrate + phosphate	Indian	(28.2,28.3]	0.9949807	0.9942877	0.9955732
nitrate + phosphate	Indian	(28.3, Inf]	0.9709682	0.9662371	0.9790289
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.7407221	0.5115602	0.8707344
nitrate + phosphate	N_Atlantic	(26,26.5]	0.8910611	0.7735594	0.9733586
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9744004	0.9634373	0.9913241
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9857568	0.9824730	0.9909690
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9893740	0.9805049	0.9959156
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9886143	0.9819422	0.9932813
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9951903	0.9935264	0.9975924
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9992644	0.9986696	0.9995705
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9988831	0.9982409	0.9994784
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9958884	0.9942996	0.9976019
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9949608	0.9917320	0.9972680
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9905207	0.9871388	0.9927158
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9980271	0.9975400	0.9985869
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9987220	0.9985247	0.9988901
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9791503	0.9725537	0.9832612
nitrate + phosphate	N_Pacific	(26,26.5]	0.8825299	0.8526323	0.8994109
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.6850959	0.5848114	0.8425896
nitrate + phosphate	N_Pacific	(26.75,27]	0.2017691	0.0755310	0.3777650
nitrate + phosphate	N_Pacific	(27,27.25]	0.1987930	0.0632541	0.3244463
nitrate + phosphate	N_Pacific	(27.25,27.5]	0.2308032	0.1859392	0.2861301
nitrate + phosphate	N_Pacific	(27.5,27.75]	0.2863539	0.2446194	0.3556766
nitrate + phosphate	N_Pacific	(27.75,27.85]	0.6959798	0.5914064	0.7545574
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.8737043	0.8397492	0.8959702
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9779110	0.9726414	0.9842944
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9820567	0.9767007	0.9890245
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9782035	0.9723149	0.9875684
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9970815	0.9962932	0.9984910
nitrate + phosphate	N_Pacific	(28.3, Inf]	0.9917488	0.9909937	0.9922012
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9843734	0.9843734	0.9843734
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9898561	0.9868390	0.9924020
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9932226	0.9913084	0.9946146
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9865255	0.9835194	0.9898697
nitrate + phosphate	S_Atlantic	(27,27.25]	0.9875387	0.9809062	0.9910687
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.9959656	0.9952950	0.9970203
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.9925467	0.9900356	0.9949970
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.9479974	0.9144556	0.9804862
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.9872422	0.9731778	0.9946427
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9991833	0.9991314	0.9992167
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9997128	0.9995999	0.9997836
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9997762	0.9996558	0.9998656
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9997545	0.9997102	0.9997827
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9894728	0.9876187	0.9920824
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9797467	0.9758409	0.9873661
nitrate + phosphate	S_Pacific	(26,26.5]	0.9694803	0.9522755	0.9881529
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.9602884	0.9169098	0.9854707
nitrate + phosphate	S_Pacific	(26.75,27]	0.9600635	0.9373883	0.9739166
nitrate + phosphate	S_Pacific	(27,27.25]	0.9722170	0.9609886	0.9792702
nitrate + phosphate	S_Pacific	(27.25,27.5]	0.9856895	0.9817844	0.9885832
nitrate + phosphate	S_Pacific	(27.5,27.75]	0.9953959	0.9950513	0.9956461
nitrate + phosphate	S_Pacific	(27.75,27.85]	0.9990478	0.9989782	0.9991103
nitrate + phosphate	S_Pacific	(27.85,27.95]	0.9996598	0.9996108	0.9996955
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.9997805	0.9997038	0.9998384
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9996887	0.9994770	0.9998514
nitrate + phosphate	S_Pacific	(28.1,28.2]	0.9994451	0.9989725	0.9997088
nitrate + phosphate	S_Pacific	(28.2,28.3]	0.9984371	0.9976760	0.9990113
nitrate + phosphate	S_Pacific	(28.3, Inf]	0.9938973	0.9933158	0.9946625
nitrate + phosphate_star	Indian	(-Inf,26]	0.8619890	0.7950500	0.9831188
nitrate + phosphate_star	Indian	(26,26.5]	0.7320472	0.4854825	0.9744448
nitrate + phosphate_star	Indian	(26.5,26.75]	0.7383882	0.6327441	0.8982014
nitrate + phosphate_star	Indian	(26.75,27]	0.5886111	0.5259123	0.6901256
nitrate + phosphate_star	Indian	(27,27.25]	0.4425083	0.3424268	0.5152167
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.0801353	-0.1169595	-0.0601994
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.3611561	-0.4296319	-0.2482777
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.7376233	-0.8242601	-0.5812091
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.6750103	-0.7379884	-0.5848765
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.4704898	-0.5120442	-0.4354263
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.3668738	-0.4730376	-0.2738135
nitrate + phosphate_star	Indian	(28.1,28.2]	-0.3469455	-0.4544541	-0.2108929
nitrate + phosphate_star	Indian	(28.2,28.3]	-0.3064649	-0.5780667	0.1199604
nitrate + phosphate_star	Indian	(28.3, Inf]	-0.4159702	-0.5127282	-0.3461748
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.0090595	-0.7232622	0.6607966
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.4654050	0.0835039	0.6863237
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.0363162	-0.3667179	0.5671528
nitrate + phosphate_star	N_Atlantic	(26.75,27]	-0.0580658	-0.3123290	0.3079458
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.1935164	-0.2646701	0.6745554
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.0224473	-0.3639889	0.4159407
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3400911	0.1141698	0.6584896
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.8762025	0.7681468	0.9361838
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.8941074	0.8473252	0.9403330
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8788466	0.8520164	0.9177369
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9333232	0.9245890	0.9493633
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9249125	0.9131027	0.9385563
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9793299	0.9717342	0.9857248
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9962602	0.9955315	0.9967136
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.6729459	0.6223900	0.7103896
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.2521527	0.0932440	0.4150778
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.0718320	-0.0451214	0.1953185
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.1442403	0.0670409	0.1834276
nitrate + phosphate_star	N_Pacific	(27,27.25]	0.3645342	0.3381221	0.3796172
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	0.3111763	0.2882946	0.3239126
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	0.2502740	0.1875995	0.3112007
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	0.3988567	0.2970107	0.4822720
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.1902721	0.0778848	0.2466485
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.1724259	-0.2758408	-0.0856586
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	-0.1476619	-0.1908042	-0.0631278
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	-0.4269528	-0.4761353	-0.3541839
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	-0.1787284	-0.2332310	-0.0840239
nitrate + phosphate_star	N_Pacific	(28.3, Inf]	-0.8940658	-0.9421244	-0.8477528
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.9189020	0.9189020	0.9189020
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.7561212	0.7219282	0.8121346
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.5931997	0.3311711	0.8499760
nitrate + phosphate_star	S_Atlantic	(26.75,27]	0.0086053	-0.2787084	0.2623760
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.2775702	-0.4321417	-0.1310267
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.4509175	-0.6436636	-0.2316307
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.7415074	-0.8233192	-0.6468815
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.4385973	-0.5403076	-0.2883682
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.6228119	0.5084445	0.8030783
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8969955	0.8431948	0.9431811
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9629936	0.9432421	0.9789204
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9650165	0.9309719	0.9861448
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9715667	0.9441749	0.9874394
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9454822	0.9228160	0.9665696
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.5765805	0.4347377	0.6895859
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.6993814	0.6010395	0.7661615
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.6987903	0.6648115	0.7190074
nitrate + phosphate_star	S_Pacific	(26.75,27]	0.7691568	0.7329557	0.7906018
nitrate + phosphate_star	S_Pacific	(27,27.25]	0.6026743	0.4776940	0.6713034
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	0.3539335	0.2808292	0.4073307
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0202014	-0.1102352	0.0476772
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.5059838	-0.6325696	-0.3805682
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5273067	-0.5893810	-0.4663050
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	-0.4733275	-0.6334075	-0.3706104
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2797142	-0.3755090	-0.1551175
nitrate + phosphate_star	S_Pacific	(28.1,28.2]	0.0034118	-0.1587044	0.2971667
nitrate + phosphate_star	S_Pacific	(28.2,28.3]	0.1338760	-0.1800899	0.5604980
nitrate + phosphate_star	S_Pacific	(28.3, Inf]	-0.8100917	-0.8521084	-0.7634820
nitrate + silicate	Indian	(-Inf,26]	0.8576877	0.7700376	0.9942549
nitrate + silicate	Indian	(26,26.5]	0.8301028	0.6994493	0.9908655
nitrate + silicate	Indian	(26.5,26.75]	0.9044762	0.8369514	0.9892142
nitrate + silicate	Indian	(26.75,27]	0.9364055	0.8823144	0.9931333
nitrate + silicate	Indian	(27,27.25]	0.9752002	0.9592474	0.9967392
nitrate + silicate	Indian	(27.25,27.5]	0.9808758	0.9609717	0.9957491
nitrate + silicate	Indian	(27.5,27.75]	0.9863927	0.9798283	0.9920230
nitrate + silicate	Indian	(27.75,27.85]	0.9903356	0.9817074	0.9961547
nitrate + silicate	Indian	(27.85,27.95]	0.9926260	0.9888237	0.9961875
nitrate + silicate	Indian	(27.95,28.05]	0.9882237	0.9865934	0.9893452
nitrate + silicate	Indian	(28.05,28.1]	0.9880667	0.9839685	0.9908387
nitrate + silicate	Indian	(28.1,28.2]	0.9634166	0.9590685	0.9699099
nitrate + silicate	Indian	(28.2,28.3]	0.9018098	0.8941791	0.9101183
nitrate + silicate	Indian	(28.3, Inf]	0.8635106	0.8386651	0.8885307
nitrate + silicate	N_Atlantic	(-Inf,26]	0.1701194	-0.4641316	0.5340394
nitrate + silicate	N_Atlantic	(26,26.5]	0.6699610	0.5845268	0.7388511
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.7945473	0.7205884	0.8338552
nitrate + silicate	N_Atlantic	(26.75,27]	0.9371853	0.9245649	0.9467373
nitrate + silicate	N_Atlantic	(27,27.25]	0.9778993	0.9689667	0.9839837
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9877047	0.9812136	0.9922904
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9842428	0.9757454	0.9932285
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.9692387	0.9412170	0.9846620
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.8941440	0.8553505	0.9431509
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.6703738	0.5971066	0.7882912
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.3525809	0.1676352	0.4751410
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.6197473	0.5560616	0.6657705
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9761677	0.9724242	0.9826132
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9890065	0.9842310	0.9983757
nitrate + silicate	N_Pacific	(-Inf,26]	0.9487561	0.9417468	0.9618325
nitrate + silicate	N_Pacific	(26,26.5]	0.8197207	0.7011584	0.8867414
nitrate + silicate	N_Pacific	(26.5,26.75]	0.7413321	0.6684520	0.8715772
nitrate + silicate	N_Pacific	(26.75,27]	0.6040343	0.5722009	0.6373882
nitrate + silicate	N_Pacific	(27,27.25]	0.6443814	0.5885444	0.7133356
nitrate + silicate	N_Pacific	(27.25,27.5]	0.6664271	0.6474377	0.6892191
nitrate + silicate	N_Pacific	(27.5,27.75]	0.6970022	0.6679342	0.7241084
nitrate + silicate	N_Pacific	(27.75,27.85]	0.8673785	0.8347069	0.8906806
nitrate + silicate	N_Pacific	(27.85,27.95]	0.8287746	0.7926951	0.8562087
nitrate + silicate	N_Pacific	(27.95,28.05]	0.6407741	0.6062640	0.6815215
nitrate + silicate	N_Pacific	(28.05,28.1]	0.6643002	0.5962949	0.7468689
nitrate + silicate	N_Pacific	(28.1,28.2]	0.2672497	0.1857070	0.3488351
nitrate + silicate	N_Pacific	(28.2,28.3]	0.8345313	0.8191693	0.8558298
nitrate + silicate	N_Pacific	(28.3, Inf]	0.9327152	0.9025588	0.9514309
nitrate + silicate	S_Atlantic	(-Inf,26]	0.5551933	0.5551933	0.5551933
nitrate + silicate	S_Atlantic	(26,26.5]	0.9594287	0.9374203	0.9763612
nitrate + silicate	S_Atlantic	(26.5,26.75]	0.9489440	0.9197737	0.9735354
nitrate + silicate	S_Atlantic	(26.75,27]	0.8210919	0.7687451	0.8599966
nitrate + silicate	S_Atlantic	(27,27.25]	0.6611049	0.5662448	0.7376491
nitrate + silicate	S_Atlantic	(27.25,27.5]	0.3479715	0.0797897	0.7020606
nitrate + silicate	S_Atlantic	(27.5,27.75]	0.1645067	-0.1334311	0.6131785
nitrate + silicate	S_Atlantic	(27.75,27.85]	0.3649490	0.2526934	0.5722517
nitrate + silicate	S_Atlantic	(27.85,27.95]	0.8944138	0.8271307	0.9343148
nitrate + silicate	S_Atlantic	(27.95,28.05]	0.9662206	0.9639796	0.9698401
nitrate + silicate	S_Atlantic	(28.05,28.1]	0.9875610	0.9839226	0.9898134
nitrate + silicate	S_Atlantic	(28.1,28.15]	0.9880500	0.9843272	0.9919060
nitrate + silicate	S_Atlantic	(28.15,28.2]	0.9826485	0.9777613	0.9864785
nitrate + silicate	S_Atlantic	(28.2, Inf]	0.7224851	0.6770775	0.7909664
nitrate + silicate	S_Pacific	(-Inf,26]	0.8975773	0.8507639	0.9218799
nitrate + silicate	S_Pacific	(26,26.5]	0.9599237	0.9455018	0.9710750
nitrate + silicate	S_Pacific	(26.5,26.75]	0.9678650	0.9449633	0.9810076
nitrate + silicate	S_Pacific	(26.75,27]	0.9617728	0.9507605	0.9687618
nitrate + silicate	S_Pacific	(27,27.25]	0.9765001	0.9749668	0.9782348
nitrate + silicate	S_Pacific	(27.25,27.5]	0.9879000	0.9869557	0.9891022
nitrate + silicate	S_Pacific	(27.5,27.75]	0.9901344	0.9888938	0.9914221
nitrate + silicate	S_Pacific	(27.75,27.85]	0.9919947	0.9907163	0.9931428
nitrate + silicate	S_Pacific	(27.85,27.95]	0.9914539	0.9887587	0.9946602
nitrate + silicate	S_Pacific	(27.95,28.05]	0.9918787	0.9886467	0.9956729
nitrate + silicate	S_Pacific	(28.05,28.1]	0.9954585	0.9935807	0.9970906
nitrate + silicate	S_Pacific	(28.1,28.2]	0.9878103	0.9831189	0.9914422
nitrate + silicate	S_Pacific	(28.2,28.3]	0.9552385	0.9321996	0.9709949
nitrate + silicate	S_Pacific	(28.3, Inf]	0.9439164	0.9383675	0.9542570
phosphate + phosphate_star	Indian	(-Inf,26]	0.9259421	0.8856769	0.9860545
phosphate + phosphate_star	Indian	(26,26.5]	0.8740912	0.8202434	0.9707954
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7961537	0.7089025	0.8943750
phosphate + phosphate_star	Indian	(26.75,27]	0.6203261	0.5288677	0.6853940
phosphate + phosphate_star	Indian	(27,27.25]	0.4406872	0.3452905	0.5141696
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.0825808	-0.1225254	-0.0619000
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3728865	-0.4336891	-0.2685563
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7236792	-0.8091899	-0.5668355
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.6623944	-0.7359853	-0.5597061
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.4601775	-0.5119689	-0.4258575
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.3643569	-0.4591267	-0.2771048
phosphate + phosphate_star	Indian	(28.1,28.2]	-0.3514900	-0.4606041	-0.2211550
phosphate + phosphate_star	Indian	(28.2,28.3]	-0.3161554	-0.6019515	0.1073505
phosphate + phosphate_star	Indian	(28.3, Inf]	-0.3091549	-0.3497062	-0.2608237
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.1752169	-0.0099480	0.5275309
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.5889685	0.5001951	0.6566442
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.1085935	-0.1460879	0.5826754
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.0717750	-0.1532244	0.4141176
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.3040566	-0.0868010	0.7102553
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.1505612	-0.2008243	0.5093245
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4200367	0.2156703	0.7042612
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.8924330	0.7977959	0.9452886
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9133075	0.8762916	0.9500105
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9120688	0.8956761	0.9378257
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9543376	0.9456955	0.9639859
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9463043	0.9350297	0.9584544
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9817932	0.9755175	0.9873134
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9963326	0.9940272	0.9989003
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.7091136	0.6687892	0.7328598
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.3460192	0.1231918	0.5254503
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.0738944	-0.1901899	0.2495832
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.1114149	-0.0201763	0.2634618
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.5930250	0.4668071	0.7250321
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.8922242	0.8719143	0.9060106
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.7780472	0.7655927	0.7902804
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.6615057	0.6213018	0.7133937
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.2416467	0.1509878	0.3170690
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	-0.2661384	-0.3508555	-0.2135671
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	-0.2785823	-0.3210546	-0.2132849
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	-0.5446861	-0.5957218	-0.4782192
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	-0.1887618	-0.2456333	-0.0947907
phosphate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9325858	-0.9703543	-0.8916589
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.9234375	0.9234375	0.9234375
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.7992282	0.7414221	0.8648396
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6363450	0.3758089	0.8746096
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.1055217	-0.2098725	0.3600772
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.2025141	-0.3719805	-0.0403347
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.4079888	-0.6102598	-0.1798899
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6936419	-0.7747362	-0.6119400
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.1634003	-0.3878633	0.1087354
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.7037008	0.5856505	0.8501945
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.9032126	0.8497084	0.9498531
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9633460	0.9437053	0.9792860
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9667264	0.9355121	0.9860622
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9725871	0.9461790	0.9878630
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.9658119	0.9541893	0.9743020
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.6545357	0.5300666	0.7372526
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.7439481	0.6720082	0.8279415
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.7333673	0.7025177	0.7542286
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.7797793	0.7514313	0.7985401
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.6151728	0.5114631	0.6693119
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.3518675	0.2968222	0.3985877
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	-0.0282734	-0.1105527	0.0323333
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	-0.4885284	-0.6163895	-0.3643252
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5171931	-0.5763616	-0.4571229
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	-0.4699048	-0.6273037	-0.3676605
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	-0.2799982	-0.3738691	-0.1587524
phosphate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0024848	-0.1621152	0.2903330
phosphate + phosphate_star	S_Pacific	(28.2,28.3]	0.1287256	-0.1861587	0.5597517
phosphate + phosphate_star	S_Pacific	(28.3, Inf]	-0.7929587	-0.8294744	-0.7443938
sal + aou	Indian	(-Inf,26]	-0.5259496	-0.9425236	0.1093992
sal + aou	Indian	(26,26.5]	-0.7178487	-0.9633961	-0.4170806
sal + aou	Indian	(26.5,26.75]	-0.6377695	-0.9038035	-0.4386059
sal + aou	Indian	(26.75,27]	-0.4080235	-0.7261451	-0.1978789
sal + aou	Indian	(27,27.25]	-0.0734890	-0.4526821	0.1557409
sal + aou	Indian	(27.25,27.5]	0.6557739	0.5783922	0.7322965
sal + aou	Indian	(27.5,27.75]	0.8782275	0.8442876	0.9081617
sal + aou	Indian	(27.75,27.85]	0.9744213	0.9538571	0.9866413
sal + aou	Indian	(27.85,27.95]	0.9700853	0.9554892	0.9827537
sal + aou	Indian	(27.95,28.05]	0.9569908	0.9461535	0.9724333
sal + aou	Indian	(28.05,28.1]	0.9454136	0.9314572	0.9612416
sal + aou	Indian	(28.1,28.2]	0.9257782	0.9134492	0.9422908
sal + aou	Indian	(28.2,28.3]	0.8767309	0.7953491	0.9352577
sal + aou	Indian	(28.3, Inf]	0.9100113	0.8809313	0.9399697
sal + aou	N_Atlantic	(-Inf,26]	-0.0791311	-0.3729429	0.4998779
sal + aou	N_Atlantic	(26,26.5]	-0.3319219	-0.6534239	0.0097388
sal + aou	N_Atlantic	(26.5,26.75]	0.3706449	0.0770142	0.5886821
sal + aou	N_Atlantic	(26.75,27]	0.5089691	0.3339777	0.7172217
sal + aou	N_Atlantic	(27,27.25]	0.4853002	0.4394474	0.5695267
sal + aou	N_Atlantic	(27.25,27.5]	0.5561166	0.3820888	0.7102419
sal + aou	N_Atlantic	(27.5,27.75]	0.5906731	0.4681817	0.6886931
sal + aou	N_Atlantic	(27.75,27.85]	0.5524532	0.5127612	0.6089980
sal + aou	N_Atlantic	(27.85,27.95]	0.6639539	0.6156961	0.7285820
sal + aou	N_Atlantic	(27.95,28.05]	0.6695254	0.6283673	0.7253082
sal + aou	N_Atlantic	(28.05,28.1]	0.3699382	0.2959663	0.4403105
sal + aou	N_Atlantic	(28.1,28.15]	-0.1012816	-0.2597736	0.0317845
sal + aou	N_Atlantic	(28.15,28.2]	-0.6742441	-0.8013521	-0.5532314
sal + aou	N_Atlantic	(28.2, Inf]	-0.8384872	-0.9501101	-0.7409766
sal + aou	N_Pacific	(-Inf,26]	-0.0276070	-0.0892601	0.0127016
sal + aou	N_Pacific	(26,26.5]	0.1877145	-0.1415799	0.4820606
sal + aou	N_Pacific	(26.5,26.75]	0.4559797	0.3266291	0.6802389
sal + aou	N_Pacific	(26.75,27]	0.5578008	0.3811714	0.6977324
sal + aou	N_Pacific	(27,27.25]	0.0237283	-0.1622528	0.1754757
sal + aou	N_Pacific	(27.25,27.5]	-0.6049567	-0.6605028	-0.5668978
sal + aou	N_Pacific	(27.5,27.75]	-0.6145240	-0.6298991	-0.5871072
sal + aou	N_Pacific	(27.75,27.85]	-0.6872753	-0.7271998	-0.6191483
sal + aou	N_Pacific	(27.85,27.95]	-0.5355805	-0.5984067	-0.4803631
sal + aou	N_Pacific	(27.95,28.05]	-0.4310079	-0.4963728	-0.3791928
sal + aou	N_Pacific	(28.05,28.1]	0.0557386	-0.1807356	0.1834305
sal + aou	N_Pacific	(28.1,28.2]	-0.6505394	-0.6593138	-0.6397018
sal + aou	N_Pacific	(28.2,28.3]	-0.1775879	-0.2225468	-0.1459096
sal + aou	N_Pacific	(28.3, Inf]	0.9025425	0.8507791	0.9405440
sal + aou	S_Atlantic	(-Inf,26]	-0.8601567	-0.8601567	-0.8601567
sal + aou	S_Atlantic	(26,26.5]	-0.3400802	-0.5229389	-0.1655477
sal + aou	S_Atlantic	(26.5,26.75]	-0.0257337	-0.4089350	0.3057376
sal + aou	S_Atlantic	(26.75,27]	0.4386218	0.2716388	0.5903263
sal + aou	S_Atlantic	(27,27.25]	0.6879290	0.5964219	0.7854400
sal + aou	S_Atlantic	(27.25,27.5]	0.8491640	0.7971503	0.9030069
sal + aou	S_Atlantic	(27.5,27.75]	0.9572058	0.9388308	0.9762689
sal + aou	S_Atlantic	(27.75,27.85]	0.9524966	0.9405694	0.9614496
sal + aou	S_Atlantic	(27.85,27.95]	0.8651160	0.8393041	0.9066046
sal + aou	S_Atlantic	(27.95,28.05]	0.4741812	0.1108412	0.7061830
sal + aou	S_Atlantic	(28.05,28.1]	-0.2833820	-0.7610013	0.0846864
sal + aou	S_Atlantic	(28.1,28.15]	-0.6311338	-0.9003405	-0.2488873
sal + aou	S_Atlantic	(28.15,28.2]	-0.7962775	-0.9385474	-0.5686907
sal + aou	S_Atlantic	(28.2, Inf]	-0.7595771	-0.8285542	-0.6633636
sal + aou	S_Pacific	(-Inf,26]	-0.2460421	-0.3491161	-0.1849082
sal + aou	S_Pacific	(26,26.5]	-0.0306644	-0.2854153	0.1788855
sal + aou	S_Pacific	(26.5,26.75]	-0.3488037	-0.4205343	-0.2490617
sal + aou	S_Pacific	(26.75,27]	-0.5563953	-0.5922448	-0.5095983
sal + aou	S_Pacific	(27,27.25]	-0.4003959	-0.5536875	-0.2389159
sal + aou	S_Pacific	(27.25,27.5]	0.0636240	-0.0701749	0.1312322
sal + aou	S_Pacific	(27.5,27.75]	0.7193366	0.6724846	0.7542520
sal + aou	S_Pacific	(27.75,27.85]	0.8752233	0.8515217	0.8920081
sal + aou	S_Pacific	(27.85,27.95]	0.8976545	0.8936419	0.9009739
sal + aou	S_Pacific	(27.95,28.05]	0.9260264	0.9220840	0.9324117
sal + aou	S_Pacific	(28.05,28.1]	0.9234666	0.9169063	0.9336726
sal + aou	S_Pacific	(28.1,28.2]	0.8918834	0.8731684	0.9051262
sal + aou	S_Pacific	(28.2,28.3]	0.8012978	0.7244893	0.8774680
sal + aou	S_Pacific	(28.3, Inf]	0.7343050	0.2974887	0.9629464
sal + nitrate	Indian	(-Inf,26]	-0.5216901	-0.9422355	0.0924737
sal + nitrate	Indian	(26,26.5]	-0.7695874	-0.9869032	-0.4822803
sal + nitrate	Indian	(26.5,26.75]	-0.7467000	-0.9470580	-0.5569740
sal + nitrate	Indian	(26.75,27]	-0.5749121	-0.8147438	-0.3898522
sal + nitrate	Indian	(27,27.25]	-0.2733979	-0.5937627	-0.0714265
sal + nitrate	Indian	(27.25,27.5]	0.4261304	0.3375349	0.5400455
sal + nitrate	Indian	(27.5,27.75]	0.7262302	0.6685515	0.7994174
sal + nitrate	Indian	(27.75,27.85]	0.9325761	0.8790345	0.9620854
sal + nitrate	Indian	(27.85,27.95]	0.9198076	0.8656850	0.9621907
sal + nitrate	Indian	(27.95,28.05]	0.8955958	0.8703303	0.9421042
sal + nitrate	Indian	(28.05,28.1]	0.8735434	0.8497412	0.9190262
sal + nitrate	Indian	(28.1,28.2]	0.8259518	0.8011310	0.8405670
sal + nitrate	Indian	(28.2,28.3]	0.7641733	0.6994823	0.8153414
sal + nitrate	Indian	(28.3, Inf]	0.8424275	0.7940351	0.8988635
sal + nitrate	N_Atlantic	(-Inf,26]	-0.1600842	-0.6610500	0.8104698
sal + nitrate	N_Atlantic	(26,26.5]	-0.4106489	-0.7876026	0.1539659
sal + nitrate	N_Atlantic	(26.5,26.75]	0.4304168	0.0984174	0.6605182
sal + nitrate	N_Atlantic	(26.75,27]	0.5772349	0.3913962	0.7544949
sal + nitrate	N_Atlantic	(27,27.25]	0.5293576	0.4636998	0.6493221
sal + nitrate	N_Atlantic	(27.25,27.5]	0.5254100	0.3205385	0.6735264
sal + nitrate	N_Atlantic	(27.5,27.75]	0.5977930	0.4599609	0.6993799
sal + nitrate	N_Atlantic	(27.75,27.85]	0.6168198	0.5547400	0.6874005
sal + nitrate	N_Atlantic	(27.85,27.95]	0.7208960	0.6749071	0.7686314
sal + nitrate	N_Atlantic	(27.95,28.05]	0.8049948	0.7624766	0.8713574
sal + nitrate	N_Atlantic	(28.05,28.1]	0.6341031	0.5784181	0.7115217
sal + nitrate	N_Atlantic	(28.1,28.15]	0.0406701	-0.2702584	0.2769538
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.7577650	-0.8648799	-0.6634314
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.8035308	-0.9836277	-0.6667805
sal + nitrate	N_Pacific	(-Inf,26]	-0.2123118	-0.2816444	-0.1129838
sal + nitrate	N_Pacific	(26,26.5]	0.0266642	-0.2803515	0.3053937
sal + nitrate	N_Pacific	(26.5,26.75]	0.0613777	-0.1252906	0.1596088
sal + nitrate	N_Pacific	(26.75,27]	-0.2135774	-0.2812003	-0.1757334
sal + nitrate	N_Pacific	(27,27.25]	-0.4956431	-0.5129847	-0.4859163
sal + nitrate	N_Pacific	(27.25,27.5]	-0.6299263	-0.6836254	-0.5966531
sal + nitrate	N_Pacific	(27.5,27.75]	-0.5483470	-0.5632152	-0.5399336
sal + nitrate	N_Pacific	(27.75,27.85]	-0.8014389	-0.8171094	-0.7921989
sal + nitrate	N_Pacific	(27.85,27.95]	-0.5766898	-0.6103321	-0.5509930
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2848108	-0.3564733	-0.2463214
sal + nitrate	N_Pacific	(28.05,28.1]	0.0562813	-0.1358300	0.1931606
sal + nitrate	N_Pacific	(28.1,28.2]	-0.6435355	-0.6818417	-0.6189716
sal + nitrate	N_Pacific	(28.2,28.3]	-0.2183524	-0.2587198	-0.1833706
sal + nitrate	N_Pacific	(28.3, Inf]	0.8408141	0.7600159	0.9004304
sal + nitrate	S_Atlantic	(-Inf,26]	-0.8594769	-0.8594769	-0.8594769
sal + nitrate	S_Atlantic	(26,26.5]	-0.5555801	-0.7198588	-0.4051979
sal + nitrate	S_Atlantic	(26.5,26.75]	-0.2664831	-0.6428600	0.1009111
sal + nitrate	S_Atlantic	(26.75,27]	0.3007352	0.0863862	0.4653726
sal + nitrate	S_Atlantic	(27,27.25]	0.5240958	0.3770067	0.6528023
sal + nitrate	S_Atlantic	(27.25,27.5]	0.6145633	0.4309813	0.7602578
sal + nitrate	S_Atlantic	(27.5,27.75]	0.8362333	0.7844796	0.8921862
sal + nitrate	S_Atlantic	(27.75,27.85]	0.4951415	0.3424151	0.5948812
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.5840904	-0.7796842	-0.4529262
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.8839551	-0.9353951	-0.8225209
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.9560157	-0.9745682	-0.9344637
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.9694322	-0.9814814	-0.9568747
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.9719823	-0.9851632	-0.9499083
sal + nitrate	S_Atlantic	(28.2, Inf]	-0.9013584	-0.9360910	-0.8705803
sal + nitrate	S_Pacific	(-Inf,26]	-0.2674827	-0.3778007	-0.1818180
sal + nitrate	S_Pacific	(26,26.5]	-0.1359644	-0.3343123	0.0333866
sal + nitrate	S_Pacific	(26.5,26.75]	-0.4348588	-0.4826497	-0.3764416
sal + nitrate	S_Pacific	(26.75,27]	-0.6578704	-0.7044899	-0.6014195
sal + nitrate	S_Pacific	(27,27.25]	-0.5350396	-0.6744305	-0.3992105
sal + nitrate	S_Pacific	(27.25,27.5]	-0.0756713	-0.2115629	0.0152138
sal + nitrate	S_Pacific	(27.5,27.75]	0.6546417	0.5975436	0.7092298
sal + nitrate	S_Pacific	(27.75,27.85]	0.8482076	0.8219262	0.8664924
sal + nitrate	S_Pacific	(27.85,27.95]	0.8563239	0.8477789	0.8730324
sal + nitrate	S_Pacific	(27.95,28.05]	0.8867975	0.8823188	0.8918151
sal + nitrate	S_Pacific	(28.05,28.1]	0.8785333	0.8644063	0.8943709
sal + nitrate	S_Pacific	(28.1,28.2]	0.8543071	0.8386469	0.8627036
sal + nitrate	S_Pacific	(28.2,28.3]	0.7805931	0.7037024	0.8404749
sal + nitrate	S_Pacific	(28.3, Inf]	0.7403467	0.3675036	0.9380928
sal + phosphate	Indian	(-Inf,26]	-0.5896250	-0.9455782	-0.0284390
sal + phosphate	Indian	(26,26.5]	-0.7673275	-0.9835472	-0.4715647
sal + phosphate	Indian	(26.5,26.75]	-0.7134466	-0.9407798	-0.5171370
sal + phosphate	Indian	(26.75,27]	-0.5317222	-0.8122215	-0.3145378
sal + phosphate	Indian	(27,27.25]	-0.2417295	-0.5919703	-0.0477790
sal + phosphate	Indian	(27.25,27.5]	0.4440430	0.3427070	0.5895460
sal + phosphate	Indian	(27.5,27.75]	0.7370741	0.6774637	0.8139355
sal + phosphate	Indian	(27.75,27.85]	0.9304893	0.8715805	0.9640077
sal + phosphate	Indian	(27.85,27.95]	0.9152807	0.8527936	0.9659719
sal + phosphate	Indian	(27.95,28.05]	0.8944527	0.8645014	0.9471661
sal + phosphate	Indian	(28.05,28.1]	0.8782597	0.8493531	0.9253418
sal + phosphate	Indian	(28.1,28.2]	0.8392690	0.8141256	0.8537569
sal + phosphate	Indian	(28.2,28.3]	0.7994459	0.7357953	0.8577239
sal + phosphate	Indian	(28.3, Inf]	0.8556466	0.8213767	0.9024008
sal + phosphate	N_Atlantic	(-Inf,26]	-0.0852655	-0.2391329	0.2035406
sal + phosphate	N_Atlantic	(26,26.5]	-0.3900991	-0.6696091	-0.1266422
sal + phosphate	N_Atlantic	(26.5,26.75]	0.2890451	0.0568136	0.4692057
sal + phosphate	N_Atlantic	(26.75,27]	0.4599496	0.2759375	0.6618843
sal + phosphate	N_Atlantic	(27,27.25]	0.4249521	0.3650360	0.5019437
sal + phosphate	N_Atlantic	(27.25,27.5]	0.4106364	0.2192374	0.5406583
sal + phosphate	N_Atlantic	(27.5,27.75]	0.5334642	0.4045872	0.6355558
sal + phosphate	N_Atlantic	(27.75,27.85]	0.6095700	0.5465286	0.6778221
sal + phosphate	N_Atlantic	(27.85,27.95]	0.7132444	0.6710363	0.7550682
sal + phosphate	N_Atlantic	(27.95,28.05]	0.8126340	0.7744341	0.8719229
sal + phosphate	N_Atlantic	(28.05,28.1]	0.6535161	0.5945190	0.7399318
sal + phosphate	N_Atlantic	(28.1,28.15]	0.1357477	-0.1622716	0.3789320
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7331051	-0.8469755	-0.6372913
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.7830095	-0.9731693	-0.6367964
sal + phosphate	N_Pacific	(-Inf,26]	-0.2761306	-0.3334317	-0.1765518
sal + phosphate	N_Pacific	(26,26.5]	0.0233542	-0.2677275	0.3526264
sal + phosphate	N_Pacific	(26.5,26.75]	0.3380304	0.1933907	0.5508137
sal + phosphate	N_Pacific	(26.75,27]	0.2615132	0.1322933	0.3700124
sal + phosphate	N_Pacific	(27,27.25]	-0.2123140	-0.3256152	-0.1273759
sal + phosphate	N_Pacific	(27.25,27.5]	-0.4344365	-0.4824980	-0.3942508
sal + phosphate	N_Pacific	(27.5,27.75]	-0.3662014	-0.3782049	-0.3441855
sal + phosphate	N_Pacific	(27.75,27.85]	-0.5589485	-0.6064164	-0.4769101
sal + phosphate	N_Pacific	(27.85,27.95]	-0.3911392	-0.4575680	-0.3318861
sal + phosphate	N_Pacific	(27.95,28.05]	-0.3166584	-0.3768614	-0.2537692
sal + phosphate	N_Pacific	(28.05,28.1]	0.0621812	-0.1516056	0.1966037
sal + phosphate	N_Pacific	(28.1,28.2]	-0.6647270	-0.6846116	-0.6530016
sal + phosphate	N_Pacific	(28.2,28.3]	-0.2079503	-0.2501045	-0.1777023
sal + phosphate	N_Pacific	(28.3, Inf]	0.8976607	0.8322192	0.9454885
sal + phosphate	S_Atlantic	(-Inf,26]	-0.8213314	-0.8213314	-0.8213314
sal + phosphate	S_Atlantic	(26,26.5]	-0.5781932	-0.7484882	-0.3862968
sal + phosphate	S_Atlantic	(26.5,26.75]	-0.3113308	-0.6760116	0.0689138
sal + phosphate	S_Atlantic	(26.75,27]	0.2135026	-0.0152054	0.4143358
sal + phosphate	S_Atlantic	(27,27.25]	0.4504997	0.2784963	0.6011186
sal + phosphate	S_Atlantic	(27.25,27.5]	0.5745017	0.3804168	0.7308811
sal + phosphate	S_Atlantic	(27.5,27.75]	0.7961373	0.7548150	0.8526883
sal + phosphate	S_Atlantic	(27.75,27.85]	0.2279233	-0.0508363	0.4503605
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.6676804	-0.8285692	-0.5338717
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.8889483	-0.9408600	-0.8279067
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9556290	-0.9742289	-0.9340418
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.9696542	-0.9809528	-0.9580984
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.9716278	-0.9842513	-0.9503277
sal + phosphate	S_Atlantic	(28.2, Inf]	-0.8407556	-0.8936778	-0.7970618
sal + phosphate	S_Pacific	(-Inf,26]	-0.1889943	-0.2686518	-0.1012496
sal + phosphate	S_Pacific	(26,26.5]	-0.1474778	-0.3536678	0.0701709
sal + phosphate	S_Pacific	(26.5,26.75]	-0.4405635	-0.5224684	-0.3532264
sal + phosphate	S_Pacific	(26.75,27]	-0.6451338	-0.6612750	-0.6254580
sal + phosphate	S_Pacific	(27,27.25]	-0.5413767	-0.6605383	-0.4414174
sal + phosphate	S_Pacific	(27.25,27.5]	-0.0936440	-0.2148515	0.0085558
sal + phosphate	S_Pacific	(27.5,27.75]	0.6392452	0.5867982	0.6943186
sal + phosphate	S_Pacific	(27.75,27.85]	0.8346224	0.8074159	0.8551386
sal + phosphate	S_Pacific	(27.85,27.95]	0.8484658	0.8382257	0.8666551
sal + phosphate	S_Pacific	(27.95,28.05]	0.8852328	0.8830919	0.8876223
sal + phosphate	S_Pacific	(28.05,28.1]	0.8805658	0.8641102	0.8960642
sal + phosphate	S_Pacific	(28.1,28.2]	0.8612061	0.8482379	0.8681848
sal + phosphate	S_Pacific	(28.2,28.3]	0.8004038	0.7306807	0.8581029
sal + phosphate	S_Pacific	(28.3, Inf]	0.7573238	0.3843048	0.9556826
sal + phosphate_star	Indian	(-Inf,26]	-0.6714878	-0.9031577	-0.3090058
sal + phosphate_star	Indian	(26,26.5]	-0.8489627	-0.9842995	-0.6468986
sal + phosphate_star	Indian	(26.5,26.75]	-0.8947532	-0.9775449	-0.7827174
sal + phosphate_star	Indian	(26.75,27]	-0.8972894	-0.9623756	-0.7938991
sal + phosphate_star	Indian	(27,27.25]	-0.9147969	-0.9691676	-0.8498633
sal + phosphate_star	Indian	(27.25,27.5]	-0.8999578	-0.9630232	-0.8081412
sal + phosphate_star	Indian	(27.5,27.75]	-0.8892327	-0.9247863	-0.8659862
sal + phosphate_star	Indian	(27.75,27.85]	-0.9156881	-0.9407346	-0.8876142
sal + phosphate_star	Indian	(27.85,27.95]	-0.8867744	-0.8986964	-0.8644127
sal + phosphate_star	Indian	(27.95,28.05]	-0.7569735	-0.7807985	-0.7157570
sal + phosphate_star	Indian	(28.05,28.1]	-0.6895533	-0.7926096	-0.6285137
sal + phosphate_star	Indian	(28.1,28.2]	-0.6984841	-0.7763637	-0.6006299
sal + phosphate_star	Indian	(28.2,28.3]	-0.6625494	-0.8316753	-0.3847864
sal + phosphate_star	Indian	(28.3, Inf]	-0.6933506	-0.7350575	-0.6413504
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.4802837	-0.9377327	-0.1966943
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.7049234	-0.8489374	-0.6128480
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8127640	-0.9259808	-0.5941674
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.7419617	-0.8553702	-0.6572039
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.5972930	-0.8319281	-0.2364417
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7915467	-0.9013778	-0.7009916
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.4419369	-0.5951119	-0.3006924
sal + phosphate_star	N_Atlantic	(27.75,27.85]	0.3687948	0.3186243	0.4562921
sal + phosphate_star	N_Atlantic	(27.85,27.95]	0.5420574	0.5086039	0.5614509
sal + phosphate_star	N_Atlantic	(27.95,28.05]	0.7270269	0.6851994	0.7509485
sal + phosphate_star	N_Atlantic	(28.05,28.1]	0.6659597	0.6341709	0.7180929
sal + phosphate_star	N_Atlantic	(28.1,28.15]	0.2106962	-0.0534177	0.4376361
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7708265	-0.8705251	-0.6920097
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.7695539	-0.9831232	-0.6133900
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.7648662	-0.8504418	-0.6604185
sal + phosphate_star	N_Pacific	(26,26.5]	-0.7408164	-0.8099676	-0.6847396
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.7857669	-0.8515602	-0.7202210
sal + phosphate_star	N_Pacific	(26.75,27]	-0.8458612	-0.8812269	-0.8076362
sal + phosphate_star	N_Pacific	(27,27.25]	-0.8208865	-0.8516149	-0.7841165
sal + phosphate_star	N_Pacific	(27.25,27.5]	-0.3872244	-0.4324011	-0.3419268
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.0606297	0.0109526	0.0926663
sal + phosphate_star	N_Pacific	(27.75,27.85]	-0.0013133	-0.0537564	0.0772906
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.5384806	0.4938340	0.6118307
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.8174607	0.7714730	0.8408146
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.1232729	-0.1140814	0.3714768
sal + phosphate_star	N_Pacific	(28.1,28.2]	0.4315325	0.2816440	0.5552128
sal + phosphate_star	N_Pacific	(28.2,28.3]	-0.6262864	-0.6594924	-0.5937228
sal + phosphate_star	N_Pacific	(28.3, Inf]	-0.9752869	-0.9881427	-0.9543450
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.9568989	-0.9568989	-0.9568989
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.8819634	-0.9174466	-0.8551975
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8584447	-0.8911024	-0.7993629
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.8832784	-0.9086857	-0.8552871
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.9401726	-0.9472885	-0.9282766
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9759611	-0.9823639	-0.9725086
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9831114	-0.9886170	-0.9728471
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9952545	-0.9971231	-0.9933483
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9955622	-0.9970728	-0.9947899
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9938249	-0.9958923	-0.9919441
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9950862	-0.9971328	-0.9930744
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9898089	-0.9966603	-0.9794246
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9908956	-0.9944836	-0.9852551
sal + phosphate_star	S_Atlantic	(28.2, Inf]	-0.8179555	-0.8957960	-0.7579932
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.3590044	-0.4065004	-0.3096529
sal + phosphate_star	S_Pacific	(26,26.5]	-0.6279237	-0.6969643	-0.4992598
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.8179934	-0.8702187	-0.7703836
sal + phosphate_star	S_Pacific	(26.75,27]	-0.8842731	-0.9096642	-0.8605857
sal + phosphate_star	S_Pacific	(27,27.25]	-0.9128443	-0.9394836	-0.8881792
sal + phosphate_star	S_Pacific	(27.25,27.5]	-0.8845499	-0.9152370	-0.8430642
sal + phosphate_star	S_Pacific	(27.5,27.75]	-0.6837575	-0.7523836	-0.6135035
sal + phosphate_star	S_Pacific	(27.75,27.85]	-0.8395113	-0.9034539	-0.7921068
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.8548141	-0.9072086	-0.8228795
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.7740238	-0.8860626	-0.7003063
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.6444601	-0.7362617	-0.5622534
sal + phosphate_star	S_Pacific	(28.1,28.2]	-0.3090042	-0.4796980	-0.0302882
sal + phosphate_star	S_Pacific	(28.2,28.3]	-0.0384303	-0.2638461	0.3791059
sal + phosphate_star	S_Pacific	(28.3, Inf]	-0.6370545	-0.8653053	-0.1848648
sal + silicate	Indian	(-Inf,26]	-0.7512822	-0.9405265	-0.4356508
sal + silicate	Indian	(26,26.5]	-0.7909838	-0.9855809	-0.5753416
sal + silicate	Indian	(26.5,26.75]	-0.7073203	-0.9371091	-0.5830065
sal + silicate	Indian	(26.75,27]	-0.4910023	-0.7622961	-0.3479607
sal + silicate	Indian	(27,27.25]	-0.2572858	-0.5587273	-0.0253777
sal + silicate	Indian	(27.25,27.5]	0.4496210	0.3658198	0.5491304
sal + silicate	Indian	(27.5,27.75]	0.7210151	0.6736677	0.7889691
sal + silicate	Indian	(27.75,27.85]	0.9239361	0.8660910	0.9633616
sal + silicate	Indian	(27.85,27.95]	0.9124642	0.8532307	0.9613772
sal + silicate	Indian	(27.95,28.05]	0.9068968	0.8796998	0.9533791
sal + silicate	Indian	(28.05,28.1]	0.9176182	0.9000780	0.9507861
sal + silicate	Indian	(28.1,28.2]	0.9171821	0.8983174	0.9318849
sal + silicate	Indian	(28.2,28.3]	0.9331229	0.9045958	0.9672919
sal + silicate	Indian	(28.3, Inf]	0.7663337	0.7449451	0.7846224
sal + silicate	N_Atlantic	(-Inf,26]	-0.8526270	-0.9404492	-0.7256601
sal + silicate	N_Atlantic	(26,26.5]	-0.6023260	-0.8866298	-0.0818319
sal + silicate	N_Atlantic	(26.5,26.75]	0.5020090	0.0660357	0.8027284
sal + silicate	N_Atlantic	(26.75,27]	0.6707746	0.5103163	0.8015292
sal + silicate	N_Atlantic	(27,27.25]	0.5758817	0.4883870	0.7154920
sal + silicate	N_Atlantic	(27.25,27.5]	0.5129119	0.2931481	0.6880678
sal + silicate	N_Atlantic	(27.5,27.75]	0.5804516	0.4386556	0.6544127
sal + silicate	N_Atlantic	(27.75,27.85]	0.5656223	0.5159325	0.6283897
sal + silicate	N_Atlantic	(27.85,27.95]	0.5254905	0.5077657	0.5498833
sal + silicate	N_Atlantic	(27.95,28.05]	0.5725405	0.4520995	0.6760533
sal + silicate	N_Atlantic	(28.05,28.1]	0.2894957	0.1637405	0.4450676
sal + silicate	N_Atlantic	(28.1,28.15]	0.5150163	0.3366325	0.6808052
sal + silicate	N_Atlantic	(28.15,28.2]	-0.7274761	-0.8429451	-0.6222295
sal + silicate	N_Atlantic	(28.2, Inf]	-0.7999316	-0.9751154	-0.6493629
sal + silicate	N_Pacific	(-Inf,26]	-0.3179192	-0.3803697	-0.2835875
sal + silicate	N_Pacific	(26,26.5]	0.0050897	-0.1841691	0.1606861
sal + silicate	N_Pacific	(26.5,26.75]	-0.0008899	-0.1238777	0.1656570
sal + silicate	N_Pacific	(26.75,27]	-0.1980072	-0.3718953	-0.0388771
sal + silicate	N_Pacific	(27,27.25]	-0.4485986	-0.5317058	-0.3362694
sal + silicate	N_Pacific	(27.25,27.5]	-0.6816182	-0.7520849	-0.5968864
sal + silicate	N_Pacific	(27.5,27.75]	-0.5819939	-0.6732943	-0.5232866
sal + silicate	N_Pacific	(27.75,27.85]	-0.7293849	-0.7653947	-0.6995271
sal + silicate	N_Pacific	(27.85,27.95]	-0.4031198	-0.4649794	-0.3497995
sal + silicate	N_Pacific	(27.95,28.05]	0.0413763	-0.0447188	0.1179717
sal + silicate	N_Pacific	(28.05,28.1]	0.2981329	0.1165887	0.4037494
sal + silicate	N_Pacific	(28.1,28.2]	0.3475230	0.2710951	0.4120937
sal + silicate	N_Pacific	(28.2,28.3]	0.2192560	0.1633627	0.2639577
sal + silicate	N_Pacific	(28.3, Inf]	0.9698159	0.9495159	0.9838460
sal + silicate	S_Atlantic	(-Inf,26]	-0.0913001	-0.0913001	-0.0913001
sal + silicate	S_Atlantic	(26,26.5]	-0.5357619	-0.6781341	-0.3937279
sal + silicate	S_Atlantic	(26.5,26.75]	-0.3431253	-0.5325129	-0.0779227
sal + silicate	S_Atlantic	(26.75,27]	-0.1588415	-0.2846811	-0.0666679
sal + silicate	S_Atlantic	(27,27.25]	-0.1888929	-0.2135373	-0.1746049
sal + silicate	S_Atlantic	(27.25,27.5]	-0.1542607	-0.2885787	0.1108144
sal + silicate	S_Atlantic	(27.5,27.75]	-0.1458414	-0.3829763	0.2500856
sal + silicate	S_Atlantic	(27.75,27.85]	-0.4668784	-0.7496109	-0.1645438
sal + silicate	S_Atlantic	(27.85,27.95]	-0.7669127	-0.8920001	-0.6598931
sal + silicate	S_Atlantic	(27.95,28.05]	-0.8563698	-0.9375266	-0.7713855
sal + silicate	S_Atlantic	(28.05,28.1]	-0.9328826	-0.9652849	-0.8957695
sal + silicate	S_Atlantic	(28.1,28.15]	-0.9461707	-0.9654428	-0.9296514
sal + silicate	S_Atlantic	(28.15,28.2]	-0.9318998	-0.9563842	-0.8916934
sal + silicate	S_Atlantic	(28.2, Inf]	-0.4050509	-0.5682745	-0.2874122
sal + silicate	S_Pacific	(-Inf,26]	-0.4094376	-0.4439836	-0.3711492
sal + silicate	S_Pacific	(26,26.5]	-0.1841144	-0.3817298	0.0151646
sal + silicate	S_Pacific	(26.5,26.75]	-0.4066654	-0.4613709	-0.3263209
sal + silicate	S_Pacific	(26.75,27]	-0.5873048	-0.6336313	-0.5602365
sal + silicate	S_Pacific	(27,27.25]	-0.5330146	-0.6341638	-0.4488701
sal + silicate	S_Pacific	(27.25,27.5]	-0.1230309	-0.2423255	-0.0270059
sal + silicate	S_Pacific	(27.5,27.75]	0.6485970	0.5905495	0.7051293
sal + silicate	S_Pacific	(27.75,27.85]	0.8685035	0.8444086	0.8867399
sal + silicate	S_Pacific	(27.85,27.95]	0.8766948	0.8651134	0.8909393
sal + silicate	S_Pacific	(27.95,28.05]	0.9082757	0.9051232	0.9104447
sal + silicate	S_Pacific	(28.05,28.1]	0.8993125	0.8818832	0.9130949
sal + silicate	S_Pacific	(28.1,28.2]	0.9006874	0.8957053	0.9053114
sal + silicate	S_Pacific	(28.2,28.3]	0.8568653	0.8212450	0.8945667
sal + silicate	S_Pacific	(28.3, Inf]	0.7633468	0.3895508	0.9605645
sal + temp	Indian	(-Inf,26]	0.2681871	-0.2709866	0.6462896
sal + temp	Indian	(26,26.5]	0.8832629	0.8213486	0.9417954
sal + temp	Indian	(26.5,26.75]	0.9191323	0.9034988	0.9300600
sal + temp	Indian	(26.75,27]	0.9003159	0.8947968	0.9102334
sal + temp	Indian	(27,27.25]	0.9094772	0.8803165	0.9268460
sal + temp	Indian	(27.25,27.5]	0.9336142	0.9102570	0.9486774
sal + temp	Indian	(27.5,27.75]	0.9024134	0.8801087	0.9150187
sal + temp	Indian	(27.75,27.85]	0.9598182	0.9538079	0.9657022
sal + temp	Indian	(27.85,27.95]	0.9537618	0.9467549	0.9622768
sal + temp	Indian	(27.95,28.05]	0.9151688	0.9029170	0.9254862
sal + temp	Indian	(28.05,28.1]	0.9459265	0.9311341	0.9536074
sal + temp	Indian	(28.1,28.2]	0.8957455	0.8866665	0.9074334
sal + temp	Indian	(28.2,28.3]	0.9058207	0.8959160	0.9158767
sal + temp	Indian	(28.3, Inf]	0.8530443	0.7209171	0.9379075
sal + temp	N_Atlantic	(-Inf,26]	0.7718503	0.6385580	0.8777903
sal + temp	N_Atlantic	(26,26.5]	0.8521125	0.7992657	0.9507834
sal + temp	N_Atlantic	(26.5,26.75]	0.9847182	0.9684067	0.9939435
sal + temp	N_Atlantic	(26.75,27]	0.9879249	0.9846911	0.9910040
sal + temp	N_Atlantic	(27,27.25]	0.9838349	0.9715268	0.9904667
sal + temp	N_Atlantic	(27.25,27.5]	0.9902430	0.9871272	0.9926939
sal + temp	N_Atlantic	(27.5,27.75]	0.9748532	0.9705977	0.9815981
sal + temp	N_Atlantic	(27.75,27.85]	0.9530858	0.9513551	0.9552988
sal + temp	N_Atlantic	(27.85,27.95]	0.9003699	0.8998779	0.9008338
sal + temp	N_Atlantic	(27.95,28.05]	0.7821830	0.7394694	0.8332060
sal + temp	N_Atlantic	(28.05,28.1]	0.3860579	0.2206402	0.5440382
sal + temp	N_Atlantic	(28.1,28.15]	0.0682091	-0.3111397	0.3527402
sal + temp	N_Atlantic	(28.15,28.2]	0.8078726	0.7432167	0.8482646
sal + temp	N_Atlantic	(28.2, Inf]	0.2207592	-0.3195849	0.9244632
sal + temp	N_Pacific	(-Inf,26]	0.8416633	0.7483617	0.9314677
sal + temp	N_Pacific	(26,26.5]	0.9010582	0.8719360	0.9308247
sal + temp	N_Pacific	(26.5,26.75]	0.9572291	0.9366694	0.9757551
sal + temp	N_Pacific	(26.75,27]	0.9667350	0.9529681	0.9774475
sal + temp	N_Pacific	(27,27.25]	0.9585200	0.9458005	0.9674862
sal + temp	N_Pacific	(27.25,27.5]	0.8097023	0.7566119	0.8594452
sal + temp	N_Pacific	(27.5,27.75]	0.4603946	0.3748652	0.6077729
sal + temp	N_Pacific	(27.75,27.85]	0.6028439	0.5478598	0.6839898
sal + temp	N_Pacific	(27.85,27.95]	0.0651376	-0.0170191	0.2126802
sal + temp	N_Pacific	(27.95,28.05]	-0.6075413	-0.6557596	-0.5811570
sal + temp	N_Pacific	(28.05,28.1]	-0.2821186	-0.4561334	-0.1837827
sal + temp	N_Pacific	(28.1,28.2]	-0.7938529	-0.8343839	-0.7533435
sal + temp	N_Pacific	(28.2,28.3]	-0.0511088	-0.1414833	0.0298748
sal + temp	N_Pacific	(28.3, Inf]	0.8516808	0.7445198	0.9117095
sal + temp	S_Atlantic	(-Inf,26]	0.9842009	0.9842009	0.9842009
sal + temp	S_Atlantic	(26,26.5]	0.9790871	0.9695694	0.9850672
sal + temp	S_Atlantic	(26.5,26.75]	0.9637018	0.9599851	0.9695019
sal + temp	S_Atlantic	(26.75,27]	0.9539243	0.9496134	0.9593060
sal + temp	S_Atlantic	(27,27.25]	0.9465519	0.9403194	0.9524580
sal + temp	S_Atlantic	(27.25,27.5]	0.9485880	0.9429254	0.9557164
sal + temp	S_Atlantic	(27.5,27.75]	0.9154355	0.8912829	0.9287702
sal + temp	S_Atlantic	(27.75,27.85]	0.9733558	0.9615067	0.9813460
sal + temp	S_Atlantic	(27.85,27.95]	0.9703008	0.9602850	0.9761956
sal + temp	S_Atlantic	(27.95,28.05]	0.9704034	0.9625326	0.9782098
sal + temp	S_Atlantic	(28.05,28.1]	0.9801043	0.9775092	0.9825811
sal + temp	S_Atlantic	(28.1,28.15]	0.9795115	0.9792685	0.9797842
sal + temp	S_Atlantic	(28.15,28.2]	0.9777387	0.9748209	0.9796698
sal + temp	S_Atlantic	(28.2, Inf]	0.9201504	0.8930987	0.9451340
sal + temp	S_Pacific	(-Inf,26]	0.7067131	0.5671230	0.8476889
sal + temp	S_Pacific	(26,26.5]	0.8855035	0.8724184	0.9058177
sal + temp	S_Pacific	(26.5,26.75]	0.9093554	0.8779945	0.9334140
sal + temp	S_Pacific	(26.75,27]	0.9085387	0.8880590	0.9260701
sal + temp	S_Pacific	(27,27.25]	0.8871833	0.8712319	0.9127987
sal + temp	S_Pacific	(27.25,27.5]	0.8655874	0.8541282	0.8788319
sal + temp	S_Pacific	(27.5,27.75]	0.7329586	0.7257043	0.7390120
sal + temp	S_Pacific	(27.75,27.85]	0.9269491	0.9091744	0.9589242
sal + temp	S_Pacific	(27.85,27.95]	0.9492637	0.9287022	0.9653375
sal + temp	S_Pacific	(27.95,28.05]	0.9354359	0.9153581	0.9573791
sal + temp	S_Pacific	(28.05,28.1]	0.9476736	0.9314813	0.9566374
sal + temp	S_Pacific	(28.1,28.2]	0.8417061	0.7828301	0.8820837
sal + temp	S_Pacific	(28.2,28.3]	0.8109142	0.6882535	0.9018420
sal + temp	S_Pacific	(28.3, Inf]	0.6063649	0.4129138	0.7479984
silicate + phosphate	Indian	(-Inf,26]	0.9162179	0.8396229	0.9942404
silicate + phosphate	Indian	(26,26.5]	0.9503208	0.9314576	0.9855910
silicate + phosphate	Indian	(26.5,26.75]	0.9654314	0.9494039	0.9828077
silicate + phosphate	Indian	(26.75,27]	0.9780370	0.9680207	0.9934462
silicate + phosphate	Indian	(27,27.25]	0.9877024	0.9765389	0.9974066
silicate + phosphate	Indian	(27.25,27.5]	0.9881109	0.9826567	0.9954830
silicate + phosphate	Indian	(27.5,27.75]	0.9844055	0.9807082	0.9912362
silicate + phosphate	Indian	(27.75,27.85]	0.9918089	0.9868325	0.9967574
silicate + phosphate	Indian	(27.85,27.95]	0.9926389	0.9884521	0.9959313
silicate + phosphate	Indian	(27.95,28.05]	0.9898136	0.9879350	0.9908039
silicate + phosphate	Indian	(28.05,28.1]	0.9910706	0.9879082	0.9927674
silicate + phosphate	Indian	(28.1,28.2]	0.9731751	0.9700219	0.9773433
silicate + phosphate	Indian	(28.2,28.3]	0.9332613	0.9283989	0.9383168
silicate + phosphate	Indian	(28.3, Inf]	0.9537807	0.9463928	0.9584308
silicate + phosphate	N_Atlantic	(-Inf,26]	-0.1579819	-0.4678968	0.0954383
silicate + phosphate	N_Atlantic	(26,26.5]	0.4307987	0.2705556	0.5311286
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.6889990	0.6475212	0.7390163
silicate + phosphate	N_Atlantic	(26.75,27]	0.9032686	0.8834593	0.9175487
silicate + phosphate	N_Atlantic	(27,27.25]	0.9613160	0.9401737	0.9768492
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9818623	0.9672582	0.9913764
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9879037	0.9772422	0.9943774
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9763914	0.9544055	0.9885096
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.9113191	0.8812783	0.9515079
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.7206049	0.6642405	0.8189614
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.4310298	0.2833265	0.5287199
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.7107834	0.6726343	0.7439449
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9841281	0.9818643	0.9883643
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9914532	0.9875493	0.9992244
silicate + phosphate	N_Pacific	(-Inf,26]	0.9577387	0.9558396	0.9605854
silicate + phosphate	N_Pacific	(26,26.5]	0.7777039	0.6514025	0.8447396
silicate + phosphate	N_Pacific	(26.5,26.75]	0.6406495	0.5060183	0.7890592
silicate + phosphate	N_Pacific	(26.75,27]	0.4306310	0.3547583	0.4873527
silicate + phosphate	N_Pacific	(27,27.25]	0.6390319	0.6113561	0.6585268
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7801363	0.7253934	0.8174388
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7952589	0.7271286	0.8313100
silicate + phosphate	N_Pacific	(27.75,27.85]	0.8179242	0.7823281	0.8548061
silicate + phosphate	N_Pacific	(27.85,27.95]	0.7585414	0.7168590	0.8033727
silicate + phosphate	N_Pacific	(27.95,28.05]	0.6448289	0.6275360	0.6600350
silicate + phosphate	N_Pacific	(28.05,28.1]	0.7584054	0.7245745	0.7992100
silicate + phosphate	N_Pacific	(28.1,28.2]	0.3353140	0.2874649	0.3806658
silicate + phosphate	N_Pacific	(28.2,28.3]	0.8588373	0.8512485	0.8667062
silicate + phosphate	N_Pacific	(28.3, Inf]	0.9671598	0.9462830	0.9804926
silicate + phosphate	S_Atlantic	(-Inf,26]	0.6196392	0.6196392	0.6196392
silicate + phosphate	S_Atlantic	(26,26.5]	0.9565839	0.9389917	0.9684677
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.9525035	0.9242067	0.9685951
silicate + phosphate	S_Atlantic	(26.75,27]	0.8674622	0.8055979	0.9024914
silicate + phosphate	S_Atlantic	(27,27.25]	0.7055249	0.6118254	0.7768313
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.3894312	0.1263746	0.7219920
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.2596209	-0.0228836	0.6696468
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.6280783	0.5502045	0.7169000
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.9454485	0.9165537	0.9646388
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.9740742	0.9719063	0.9779487
silicate + phosphate	S_Atlantic	(28.05,28.1]	0.9902968	0.9874661	0.9922824
silicate + phosphate	S_Atlantic	(28.1,28.15]	0.9904334	0.9876998	0.9935960
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.9856976	0.9811023	0.9893027
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.8140630	0.7834727	0.8609002
silicate + phosphate	S_Pacific	(-Inf,26]	0.9204093	0.8969177	0.9440360
silicate + phosphate	S_Pacific	(26,26.5]	0.9727563	0.9652990	0.9784703
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9751279	0.9709852	0.9777063
silicate + phosphate	S_Pacific	(26.75,27]	0.9683976	0.9485172	0.9837854
silicate + phosphate	S_Pacific	(27,27.25]	0.9849765	0.9828391	0.9867635
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9833686	0.9822975	0.9842849
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9813274	0.9786808	0.9833348
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9891046	0.9868363	0.9904304
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9901868	0.9872272	0.9932854
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9925493	0.9900191	0.9955884
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9968892	0.9958102	0.9978399
silicate + phosphate	S_Pacific	(28.1,28.2]	0.9893338	0.9854857	0.9925756
silicate + phosphate	S_Pacific	(28.2,28.3]	0.9658406	0.9467563	0.9781489
silicate + phosphate	S_Pacific	(28.3, Inf]	0.9714593	0.9657798	0.9783389
silicate + phosphate_star	Indian	(-Inf,26]	0.9561911	0.9120203	0.9921193
silicate + phosphate_star	Indian	(26,26.5]	0.8820435	0.7919181	0.9654274
silicate + phosphate_star	Indian	(26.5,26.75]	0.7831887	0.6247458	0.8719441
silicate + phosphate_star	Indian	(26.75,27]	0.5709298	0.4128745	0.6702132
silicate + phosphate_star	Indian	(27,27.25]	0.4505272	0.3347199	0.5245242
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0781081	-0.1370347	-0.0090076
silicate + phosphate_star	Indian	(27.5,27.75]	-0.3422330	-0.3906074	-0.2474912
silicate + phosphate_star	Indian	(27.75,27.85]	-0.7115139	-0.7933732	-0.5534467
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6495009	-0.7138758	-0.5548940
silicate + phosphate_star	Indian	(27.95,28.05]	-0.4559628	-0.5001420	-0.4319866
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4161469	-0.5152451	-0.3344706
silicate + phosphate_star	Indian	(28.1,28.2]	-0.4296038	-0.5500835	-0.2987770
silicate + phosphate_star	Indian	(28.2,28.3]	-0.4122579	-0.6947655	-0.0125803
silicate + phosphate_star	Indian	(28.3, Inf]	-0.0982412	-0.1482186	-0.0673703
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.3444106	0.1506678	0.5485860
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.4258060	0.1868063	0.6369304
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	-0.1321519	-0.5884704	0.5642351
silicate + phosphate_star	N_Atlantic	(26.75,27]	-0.1277238	-0.3802403	0.2202180
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.1836544	-0.3005915	0.6913132
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.0561455	-0.3515374	0.4558722
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3976288	0.1463262	0.6907221
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.9325189	0.8668477	0.9749793
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.9649325	0.9565601	0.9741922
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8624553	0.8388704	0.9072283
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.4598899	0.3296423	0.5610065
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.6592368	0.5965270	0.6907837
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9686266	0.9597748	0.9768507
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9860292	0.9786689	0.9925815
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.7383441	0.6522719	0.7962790
silicate + phosphate_star	N_Pacific	(26,26.5]	0.3800114	0.2626597	0.5164832
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.2555576	0.1296144	0.3270453
silicate + phosphate_star	N_Pacific	(26.75,27]	0.2864629	0.1348688	0.4497580
silicate + phosphate_star	N_Pacific	(27,27.25]	0.5737980	0.5182684	0.6121368
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.7993463	0.7778454	0.8169416
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7103151	0.6379880	0.7477312
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.5802927	0.5409715	0.6289136
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.3115697	0.2126532	0.4668076
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.0208970	-0.1206176	0.2523118
silicate + phosphate_star	N_Pacific	(28.05,28.1]	-0.5015486	-0.5594143	-0.4366483
silicate + phosphate_star	N_Pacific	(28.1,28.2]	-0.2383462	-0.3680161	-0.0986307
silicate + phosphate_star	N_Pacific	(28.2,28.3]	-0.3721017	-0.4453297	-0.2707257
silicate + phosphate_star	N_Pacific	(28.3, Inf]	-0.9674587	-0.9829874	-0.9393617
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.2917853	0.2917853	0.2917853
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.7699917	0.7123594	0.8441081
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.6830788	0.5369742	0.7874871
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.4860683	0.3216208	0.6253628
silicate + phosphate_star	S_Atlantic	(27,27.25]	0.4141767	0.4096030	0.4217491
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	0.2870478	0.0795874	0.4182274
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	0.2625341	-0.0838774	0.4713144
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	0.5281845	0.2376281	0.7885099
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.8014192	0.7055115	0.9130667
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8831721	0.8087890	0.9557259
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9459180	0.9137843	0.9734849
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	0.9529532	0.9235490	0.9744644
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	0.9453616	0.9040286	0.9697936
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8299316	0.8239981	0.8416428
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.7610308	0.6991978	0.8176383
silicate + phosphate_star	S_Pacific	(26,26.5]	0.7346470	0.6730450	0.8142405
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.7229107	0.6929351	0.7623723
silicate + phosphate_star	S_Pacific	(26.75,27]	0.7549659	0.7266577	0.8092542
silicate + phosphate_star	S_Pacific	(27,27.25]	0.6282467	0.5401137	0.6796380
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.4165812	0.3583258	0.4616157
silicate + phosphate_star	S_Pacific	(27.5,27.75]	0.0230275	-0.0611652	0.0932489
silicate + phosphate_star	S_Pacific	(27.75,27.85]	-0.5163580	-0.6307204	-0.3947646
silicate + phosphate_star	S_Pacific	(27.85,27.95]	-0.5390848	-0.6017624	-0.4778280
silicate + phosphate_star	S_Pacific	(27.95,28.05]	-0.4855778	-0.6439137	-0.3859192
silicate + phosphate_star	S_Pacific	(28.05,28.1]	-0.3028865	-0.3984597	-0.1850031
silicate + phosphate_star	S_Pacific	(28.1,28.2]	-0.0129532	-0.1810031	0.2995649
silicate + phosphate_star	S_Pacific	(28.2,28.3]	0.1567999	-0.1805433	0.6181158
silicate + phosphate_star	S_Pacific	(28.3, Inf]	-0.7504317	-0.7913089	-0.6886124
temp + aou	Indian	(-Inf,26]	-0.7206317	-0.8414567	-0.6480909
temp + aou	Indian	(26,26.5]	-0.6365608	-0.8990139	-0.3967970
temp + aou	Indian	(26.5,26.75]	-0.5409112	-0.7771174	-0.3833513
temp + aou	Indian	(26.75,27]	-0.2905744	-0.5163121	-0.1769478
temp + aou	Indian	(27,27.25]	-0.0268250	-0.2524867	0.1242910
temp + aou	Indian	(27.25,27.5]	0.4521684	0.3860597	0.5041525
temp + aou	Indian	(27.5,27.75]	0.6379470	0.5644709	0.7111839
temp + aou	Indian	(27.75,27.85]	0.8952927	0.8480459	0.9227442
temp + aou	Indian	(27.85,27.95]	0.8991588	0.8859552	0.9196441
temp + aou	Indian	(27.95,28.05]	0.8626738	0.8426204	0.8852434
temp + aou	Indian	(28.05,28.1]	0.8735774	0.8459350	0.8907859
temp + aou	Indian	(28.1,28.2]	0.8653121	0.8622153	0.8698527
temp + aou	Indian	(28.2,28.3]	0.8801495	0.8520470	0.9045055
temp + aou	Indian	(28.3, Inf]	0.6832589	0.4585371	0.8456975
temp + aou	N_Atlantic	(-Inf,26]	-0.3705448	-0.6851943	0.1407728
temp + aou	N_Atlantic	(26,26.5]	-0.4558991	-0.7241315	-0.1121393
temp + aou	N_Atlantic	(26.5,26.75]	0.3041379	-0.0254216	0.5312583
temp + aou	N_Atlantic	(26.75,27]	0.4634460	0.2552407	0.6714640
temp + aou	N_Atlantic	(27,27.25]	0.4767366	0.4125923	0.5728990
temp + aou	N_Atlantic	(27.25,27.5]	0.5671567	0.4108527	0.7059185
temp + aou	N_Atlantic	(27.5,27.75]	0.5636597	0.4599504	0.6754824
temp + aou	N_Atlantic	(27.75,27.85]	0.5663139	0.5102693	0.6392226
temp + aou	N_Atlantic	(27.85,27.95]	0.6660168	0.5978367	0.7488563
temp + aou	N_Atlantic	(27.95,28.05]	0.7469625	0.6935075	0.8279690
temp + aou	N_Atlantic	(28.05,28.1]	0.3110705	0.2605370	0.3669476
temp + aou	N_Atlantic	(28.1,28.15]	-0.1110368	-0.1671356	-0.0444644
temp + aou	N_Atlantic	(28.15,28.2]	-0.6374699	-0.7393770	-0.5158315
temp + aou	N_Atlantic	(28.2, Inf]	-0.1846897	-0.8920518	0.3981819
temp + aou	N_Pacific	(-Inf,26]	-0.3485746	-0.4584356	-0.1935393
temp + aou	N_Pacific	(26,26.5]	0.0207321	-0.2680188	0.2719761
temp + aou	N_Pacific	(26.5,26.75]	0.3686113	0.2410997	0.5978834
temp + aou	N_Pacific	(26.75,27]	0.4828433	0.2905974	0.6301288
temp + aou	N_Pacific	(27,27.25]	-0.0910547	-0.2676321	0.0696780
temp + aou	N_Pacific	(27.25,27.5]	-0.7126178	-0.7542751	-0.6509373
temp + aou	N_Pacific	(27.5,27.75]	-0.6192928	-0.6324109	-0.6063396
temp + aou	N_Pacific	(27.75,27.85]	-0.6225694	-0.7366650	-0.5152080
temp + aou	N_Pacific	(27.85,27.95]	-0.2432530	-0.4051423	-0.0765891
temp + aou	N_Pacific	(27.95,28.05]	0.2536950	0.0766502	0.4077905
temp + aou	N_Pacific	(28.05,28.1]	0.3742034	0.3108742	0.4744631
temp + aou	N_Pacific	(28.1,28.2]	0.8356992	0.8058733	0.8869075
temp + aou	N_Pacific	(28.2,28.3]	0.7433582	0.7114959	0.8016227
temp + aou	N_Pacific	(28.3, Inf]	0.8040332	0.7511826	0.8381948
temp + aou	S_Atlantic	(-Inf,26]	-0.8286838	-0.8286838	-0.8286838
temp + aou	S_Atlantic	(26,26.5]	-0.3819543	-0.5895428	-0.2125768
temp + aou	S_Atlantic	(26.5,26.75]	-0.0900778	-0.4122326	0.2210191
temp + aou	S_Atlantic	(26.75,27]	0.3179101	0.1500548	0.4651921
temp + aou	S_Atlantic	(27,27.25]	0.5230966	0.4611558	0.6144619
temp + aou	S_Atlantic	(27.25,27.5]	0.6662167	0.5953514	0.7534425
temp + aou	S_Atlantic	(27.5,27.75]	0.8011674	0.7258755	0.8570418
temp + aou	S_Atlantic	(27.75,27.85]	0.9334982	0.9103267	0.9484903
temp + aou	S_Atlantic	(27.85,27.95]	0.8828818	0.8581392	0.9163993
temp + aou	S_Atlantic	(27.95,28.05]	0.5650738	0.2458017	0.7651492
temp + aou	S_Atlantic	(28.05,28.1]	-0.1927968	-0.6772519	0.1666667
temp + aou	S_Atlantic	(28.1,28.15]	-0.5585542	-0.8499262	-0.1422638
temp + aou	S_Atlantic	(28.15,28.2]	-0.7574614	-0.8958021	-0.5352255
temp + aou	S_Atlantic	(28.2, Inf]	-0.6873406	-0.7919762	-0.5564478
temp + aou	S_Pacific	(-Inf,26]	-0.1778776	-0.2236485	-0.0865003
temp + aou	S_Pacific	(26,26.5]	-0.1864291	-0.4173980	-0.0343090
temp + aou	S_Pacific	(26.5,26.75]	-0.3146338	-0.3927375	-0.2284567
temp + aou	S_Pacific	(26.75,27]	-0.4789440	-0.5085902	-0.4602889
temp + aou	S_Pacific	(27,27.25]	-0.2622787	-0.3760772	-0.1407151
temp + aou	S_Pacific	(27.25,27.5]	0.0074906	-0.0637978	0.0524490
temp + aou	S_Pacific	(27.5,27.75]	0.3230303	0.2763999	0.3635488
temp + aou	S_Pacific	(27.75,27.85]	0.7695618	0.7253517	0.8210061
temp + aou	S_Pacific	(27.85,27.95]	0.8199635	0.7918846	0.8358192
temp + aou	S_Pacific	(27.95,28.05]	0.8598041	0.8254189	0.8971174
temp + aou	S_Pacific	(28.05,28.1]	0.8611130	0.8481808	0.8689348
temp + aou	S_Pacific	(28.1,28.2]	0.8490527	0.8274069	0.8609946
temp + aou	S_Pacific	(28.2,28.3]	0.8942633	0.8640938	0.9099293
temp + aou	S_Pacific	(28.3, Inf]	0.6544920	0.4918093	0.7537534
temp + nitrate	Indian	(-Inf,26]	-0.7450132	-0.8565113	-0.6780291
temp + nitrate	Indian	(26,26.5]	-0.7027889	-0.9436315	-0.4419115
temp + nitrate	Indian	(26.5,26.75]	-0.6643505	-0.8419447	-0.5186359
temp + nitrate	Indian	(26.75,27]	-0.4676821	-0.6323887	-0.3764852
temp + nitrate	Indian	(27,27.25]	-0.2303193	-0.3994112	-0.1074133
temp + nitrate	Indian	(27.25,27.5]	0.1854712	0.1227454	0.2695279
temp + nitrate	Indian	(27.5,27.75]	0.4130957	0.3071028	0.5408509
temp + nitrate	Indian	(27.75,27.85]	0.8241748	0.7288141	0.8790493
temp + nitrate	Indian	(27.85,27.95]	0.8238211	0.7649287	0.8809242
temp + nitrate	Indian	(27.95,28.05]	0.7642401	0.7164959	0.8285613
temp + nitrate	Indian	(28.05,28.1]	0.7522550	0.7105623	0.8173155
temp + nitrate	Indian	(28.1,28.2]	0.7212298	0.6995273	0.7558933
temp + nitrate	Indian	(28.2,28.3]	0.7782055	0.7488562	0.8040728
temp + nitrate	Indian	(28.3, Inf]	0.5661939	0.4255675	0.7107541
temp + nitrate	N_Atlantic	(-Inf,26]	-0.3686007	-0.9131852	0.6096252
temp + nitrate	N_Atlantic	(26,26.5]	-0.5290837	-0.8497118	0.0053835
temp + nitrate	N_Atlantic	(26.5,26.75]	0.3582428	-0.0086272	0.6004095
temp + nitrate	N_Atlantic	(26.75,27]	0.5225636	0.3024582	0.6988522
temp + nitrate	N_Atlantic	(27,27.25]	0.5093103	0.4118041	0.6437521
temp + nitrate	N_Atlantic	(27.25,27.5]	0.5358934	0.3494386	0.6693704
temp + nitrate	N_Atlantic	(27.5,27.75]	0.5562072	0.4345213	0.6744565
temp + nitrate	N_Atlantic	(27.75,27.85]	0.5852847	0.5156902	0.6582092
temp + nitrate	N_Atlantic	(27.85,27.95]	0.6321781	0.5857176	0.6798858
temp + nitrate	N_Atlantic	(27.95,28.05]	0.6647948	0.5887878	0.7124129
temp + nitrate	N_Atlantic	(28.05,28.1]	0.2638789	0.1811097	0.3263043
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.2335564	-0.4657040	-0.0506920
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.7444676	-0.8275270	-0.6619250
temp + nitrate	N_Atlantic	(28.2, Inf]	0.0522513	-0.9043478	0.7297188
temp + nitrate	N_Pacific	(-Inf,26]	-0.5868868	-0.6444986	-0.4804331
temp + nitrate	N_Pacific	(26,26.5]	-0.1951281	-0.4560988	0.0356881
temp + nitrate	N_Pacific	(26.5,26.75]	-0.0106177	-0.1851915	0.0827664
temp + nitrate	N_Pacific	(26.75,27]	-0.2553573	-0.3055916	-0.2040059
temp + nitrate	N_Pacific	(27,27.25]	-0.5658466	-0.5964344	-0.5385548
temp + nitrate	N_Pacific	(27.25,27.5]	-0.7439780	-0.7687888	-0.7282155
temp + nitrate	N_Pacific	(27.5,27.75]	-0.7679498	-0.7872869	-0.7541680
temp + nitrate	N_Pacific	(27.75,27.85]	-0.8467744	-0.8797465	-0.8156540
temp + nitrate	N_Pacific	(27.85,27.95]	-0.5139890	-0.6205306	-0.3938806
temp + nitrate	N_Pacific	(27.95,28.05]	0.0859201	-0.0763529	0.2479147
temp + nitrate	N_Pacific	(28.05,28.1]	0.3126415	0.2585069	0.3928487
temp + nitrate	N_Pacific	(28.1,28.2]	0.7552553	0.7178146	0.8037876
temp + nitrate	N_Pacific	(28.2,28.3]	0.7208523	0.6892463	0.7805522
temp + nitrate	N_Pacific	(28.3, Inf]	0.7947709	0.7674978	0.8179389
temp + nitrate	S_Atlantic	(-Inf,26]	-0.8229905	-0.8229905	-0.8229905
temp + nitrate	S_Atlantic	(26,26.5]	-0.5920666	-0.7731541	-0.4461280
temp + nitrate	S_Atlantic	(26.5,26.75]	-0.3345652	-0.6582636	0.0053211
temp + nitrate	S_Atlantic	(26.75,27]	0.1564584	-0.0605549	0.3152103
temp + nitrate	S_Atlantic	(27,27.25]	0.3124694	0.1887236	0.4383741
temp + nitrate	S_Atlantic	(27.25,27.5]	0.3643299	0.1523462	0.5519632
temp + nitrate	S_Atlantic	(27.5,27.75]	0.6138503	0.4763724	0.7274598
temp + nitrate	S_Atlantic	(27.75,27.85]	0.5012481	0.3682434	0.5827077
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.5096734	-0.7031332	-0.3752948
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.8104821	-0.8639560	-0.7302451
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.9146634	-0.9321755	-0.8915924
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.9345809	-0.9479767	-0.9145403
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.9474198	-0.9571633	-0.9301844
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.9228560	-0.9359639	-0.9055031
temp + nitrate	S_Pacific	(-Inf,26]	-0.2140267	-0.2961952	-0.0702232
temp + nitrate	S_Pacific	(26,26.5]	-0.3304265	-0.4919168	-0.2099242
temp + nitrate	S_Pacific	(26.5,26.75]	-0.4264507	-0.4851121	-0.3738872
temp + nitrate	S_Pacific	(26.75,27]	-0.6260205	-0.6487559	-0.6004632
temp + nitrate	S_Pacific	(27,27.25]	-0.4536950	-0.5442656	-0.3530251
temp + nitrate	S_Pacific	(27.25,27.5]	-0.1871922	-0.2528803	-0.1263573
temp + nitrate	S_Pacific	(27.5,27.75]	0.1867007	0.1295201	0.2500110
temp + nitrate	S_Pacific	(27.75,27.85]	0.7251756	0.6760055	0.7832159
temp + nitrate	S_Pacific	(27.85,27.95]	0.7628907	0.7253578	0.7959149
temp + nitrate	S_Pacific	(27.95,28.05]	0.8069355	0.7649582	0.8501479
temp + nitrate	S_Pacific	(28.05,28.1]	0.8033810	0.7937346	0.8084420
temp + nitrate	S_Pacific	(28.1,28.2]	0.7912246	0.7793058	0.8009831
temp + nitrate	S_Pacific	(28.2,28.3]	0.8498303	0.8205861	0.8686323
temp + nitrate	S_Pacific	(28.3, Inf]	0.7515455	0.6397932	0.8212969
temp + phosphate	Indian	(-Inf,26]	-0.7335869	-0.8505957	-0.6367150
temp + phosphate	Indian	(26,26.5]	-0.7058713	-0.9344710	-0.4739990
temp + phosphate	Indian	(26.5,26.75]	-0.6306013	-0.8327604	-0.4724751
temp + phosphate	Indian	(26.75,27]	-0.4260863	-0.6231084	-0.3042152
temp + phosphate	Indian	(27,27.25]	-0.1969508	-0.3991165	-0.0711985
temp + phosphate	Indian	(27.25,27.5]	0.2155020	0.1324845	0.3297677
temp + phosphate	Indian	(27.5,27.75]	0.4385675	0.3376273	0.5705251
temp + phosphate	Indian	(27.75,27.85]	0.8215154	0.7199122	0.8874325
temp + phosphate	Indian	(27.85,27.95]	0.8183565	0.7494755	0.8848117
temp + phosphate	Indian	(27.95,28.05]	0.7627519	0.7072770	0.8330189
temp + phosphate	Indian	(28.05,28.1]	0.7567946	0.7189874	0.8235351
temp + phosphate	Indian	(28.1,28.2]	0.7363975	0.7199544	0.7684415
temp + phosphate	Indian	(28.2,28.3]	0.8034449	0.7694218	0.8389259
temp + phosphate	Indian	(28.3, Inf]	0.6338558	0.5232186	0.7424211
temp + phosphate	N_Atlantic	(-Inf,26]	-0.4397977	-0.6828970	-0.1622604
temp + phosphate	N_Atlantic	(26,26.5]	-0.5310765	-0.7732771	-0.2432525
temp + phosphate	N_Atlantic	(26.5,26.75]	0.2160421	-0.0491706	0.4047200
temp + phosphate	N_Atlantic	(26.75,27]	0.4042589	0.1864877	0.6065464
temp + phosphate	N_Atlantic	(27,27.25]	0.4072221	0.3615836	0.4973284
temp + phosphate	N_Atlantic	(27.25,27.5]	0.4223013	0.2484313	0.5378413
temp + phosphate	N_Atlantic	(27.5,27.75]	0.4909439	0.3793570	0.6102905
temp + phosphate	N_Atlantic	(27.75,27.85]	0.5688549	0.5005183	0.6361465
temp + phosphate	N_Atlantic	(27.85,27.95]	0.6067723	0.5692961	0.6443438
temp + phosphate	N_Atlantic	(27.95,28.05]	0.6300512	0.5518303	0.6758931
temp + phosphate	N_Atlantic	(28.05,28.1]	0.2000395	0.1086884	0.2601504
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.2953676	-0.5427711	-0.0993786
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.7470385	-0.8274267	-0.6689892
temp + phosphate	N_Atlantic	(28.2, Inf]	0.0540390	-0.8906982	0.7271533
temp + phosphate	N_Pacific	(-Inf,26]	-0.6044588	-0.6591176	-0.5186515
temp + phosphate	N_Pacific	(26,26.5]	-0.2008656	-0.4656684	0.0923402
temp + phosphate	N_Pacific	(26.5,26.75]	0.2273544	0.0877147	0.4466589
temp + phosphate	N_Pacific	(26.75,27]	0.1354466	-0.0093839	0.2510363
temp + phosphate	N_Pacific	(27,27.25]	-0.3641223	-0.4700180	-0.2760625
temp + phosphate	N_Pacific	(27.25,27.5]	-0.6877258	-0.7444443	-0.6130329
temp + phosphate	N_Pacific	(27.5,27.75]	-0.6604689	-0.6939414	-0.6085709
temp + phosphate	N_Pacific	(27.75,27.85]	-0.6179796	-0.7074854	-0.5015701
temp + phosphate	N_Pacific	(27.85,27.95]	-0.2918790	-0.4139103	-0.1222766
temp + phosphate	N_Pacific	(27.95,28.05]	0.1848673	0.0151010	0.3560966
temp + phosphate	N_Pacific	(28.05,28.1]	0.3562236	0.3057406	0.4422166
temp + phosphate	N_Pacific	(28.1,28.2]	0.8215272	0.7864962	0.8726384
temp + phosphate	N_Pacific	(28.2,28.3]	0.7435372	0.7127613	0.8038424
temp + phosphate	N_Pacific	(28.3, Inf]	0.8357157	0.7926847	0.8640636
temp + phosphate	S_Atlantic	(-Inf,26]	-0.7694371	-0.7694371	-0.7694371
temp + phosphate	S_Atlantic	(26,26.5]	-0.5998201	-0.7795247	-0.4151047
temp + phosphate	S_Atlantic	(26.5,26.75]	-0.3645443	-0.6735964	-0.0139377
temp + phosphate	S_Atlantic	(26.75,27]	0.0775258	-0.1466064	0.2660850
temp + phosphate	S_Atlantic	(27,27.25]	0.2509440	0.1153505	0.3885888
temp + phosphate	S_Atlantic	(27.25,27.5]	0.3252447	0.1052422	0.5199912
temp + phosphate	S_Atlantic	(27.5,27.75]	0.5820495	0.4550632	0.6953375
temp + phosphate	S_Atlantic	(27.75,27.85]	0.2543558	-0.0086452	0.4624512
temp + phosphate	S_Atlantic	(27.85,27.95]	-0.5909804	-0.7563476	-0.4468576
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.8172225	-0.8731982	-0.7357733
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.9131171	-0.9312628	-0.8888954
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.9343035	-0.9462856	-0.9159620
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.9467571	-0.9565439	-0.9292298
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.8967549	-0.9156480	-0.8782712
temp + phosphate	S_Pacific	(-Inf,26]	-0.1502885	-0.2306730	-0.0194201
temp + phosphate	S_Pacific	(26,26.5]	-0.3189028	-0.4924397	-0.1603123
temp + phosphate	S_Pacific	(26.5,26.75]	-0.4253816	-0.5124511	-0.3494844
temp + phosphate	S_Pacific	(26.75,27]	-0.5926566	-0.6134259	-0.5680346
temp + phosphate	S_Pacific	(27,27.25]	-0.4250201	-0.5115479	-0.3579008
temp + phosphate	S_Pacific	(27.25,27.5]	-0.1560337	-0.2166174	-0.0767472
temp + phosphate	S_Pacific	(27.5,27.75]	0.2097293	0.1592653	0.2715501
temp + phosphate	S_Pacific	(27.75,27.85]	0.7164126	0.6671398	0.7757447
temp + phosphate	S_Pacific	(27.85,27.95]	0.7570539	0.7208240	0.7920994
temp + phosphate	S_Pacific	(27.95,28.05]	0.8067950	0.7669983	0.8477222
temp + phosphate	S_Pacific	(28.05,28.1]	0.8066961	0.7998004	0.8106084
temp + phosphate	S_Pacific	(28.1,28.2]	0.7988356	0.7893606	0.8079963
temp + phosphate	S_Pacific	(28.2,28.3]	0.8610595	0.8351477	0.8782743
temp + phosphate	S_Pacific	(28.3, Inf]	0.7818867	0.6808092	0.8417037
temp + phosphate_star	Indian	(-Inf,26]	-0.7905546	-0.9036615	-0.6338215
temp + phosphate_star	Indian	(26,26.5]	-0.8739896	-0.9816549	-0.7283608
temp + phosphate_star	Indian	(26.5,26.75]	-0.9022221	-0.9748961	-0.8013295
temp + phosphate_star	Indian	(26.75,27]	-0.9130826	-0.9707842	-0.8387454
temp + phosphate_star	Indian	(27,27.25]	-0.9262127	-0.9548604	-0.9030457
temp + phosphate_star	Indian	(27.25,27.5]	-0.9671122	-0.9862147	-0.9374048
temp + phosphate_star	Indian	(27.5,27.75]	-0.9825771	-0.9888549	-0.9742912
temp + phosphate_star	Indian	(27.75,27.85]	-0.9755474	-0.9792117	-0.9707895
temp + phosphate_star	Indian	(27.85,27.95]	-0.9552430	-0.9612331	-0.9510095
temp + phosphate_star	Indian	(27.95,28.05]	-0.8793989	-0.8955555	-0.8657602
temp + phosphate_star	Indian	(28.05,28.1]	-0.8288956	-0.8796526	-0.7817382
temp + phosphate_star	Indian	(28.1,28.2]	-0.8120183	-0.8634481	-0.7425231
temp + phosphate_star	Indian	(28.2,28.3]	-0.7066981	-0.8476534	-0.5000153
temp + phosphate_star	Indian	(28.3, Inf]	-0.6215113	-0.7282532	-0.4500123
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.7662900	-0.9750665	-0.4940987
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8648762	-0.8956175	-0.8274696
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.8599468	-0.9546368	-0.6810954
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.8093685	-0.8987988	-0.7488901
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.6470164	-0.8603022	-0.3271069
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.7901305	-0.9086078	-0.6893799
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.5095340	-0.6827670	-0.3623287
temp + phosphate_star	N_Atlantic	(27.75,27.85]	0.2359198	0.1518293	0.3410814
temp + phosphate_star	N_Atlantic	(27.85,27.95]	0.2961354	0.2416681	0.3464318
temp + phosphate_star	N_Atlantic	(27.95,28.05]	0.3198281	0.2083825	0.4525542
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.0039058	-0.1284842	0.0720792
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.4480294	-0.7435599	-0.2236156
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8325730	-0.8929242	-0.7872258
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.0584972	-0.9052617	0.7291386
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9485974	-0.9538636	-0.9446989
temp + phosphate_star	N_Pacific	(26,26.5]	-0.9284337	-0.9501333	-0.9171276
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.8886194	-0.9172317	-0.8658382
temp + phosphate_star	N_Pacific	(26.75,27]	-0.9376310	-0.9504686	-0.9289533
temp + phosphate_star	N_Pacific	(27,27.25]	-0.9261079	-0.9420271	-0.9091917
temp + phosphate_star	N_Pacific	(27.25,27.5]	-0.7912653	-0.8049317	-0.7739808
temp + phosphate_star	N_Pacific	(27.5,27.75]	-0.7515296	-0.7941256	-0.6763346
temp + phosphate_star	N_Pacific	(27.75,27.85]	-0.6741067	-0.7618276	-0.6229115
temp + phosphate_star	N_Pacific	(27.85,27.95]	-0.6829169	-0.8070468	-0.5738705
temp + phosphate_star	N_Pacific	(27.95,28.05]	-0.7810885	-0.8705584	-0.7169666
temp + phosphate_star	N_Pacific	(28.05,28.1]	-0.5438678	-0.6538440	-0.4430475
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.7662502	-0.8317534	-0.6915290
temp + phosphate_star	N_Pacific	(28.2,28.3]	-0.4831389	-0.5254984	-0.4483512
temp + phosphate_star	N_Pacific	(28.3, Inf]	-0.8970622	-0.9252162	-0.8474574
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.9260855	-0.9260855	-0.9260855
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8790568	-0.9057329	-0.8536795
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.8705280	-0.8957694	-0.8278523
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.9410675	-0.9578727	-0.9177819
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9903770	-0.9925786	-0.9875816
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9903888	-0.9930758	-0.9887727
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.9550929	-0.9570740	-0.9517131
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9739662	-0.9823124	-0.9650230
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9745771	-0.9787160	-0.9663977
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9764118	-0.9831722	-0.9701545
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9825601	-0.9856723	-0.9800930
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9817355	-0.9849543	-0.9800879
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.9831525	-0.9860071	-0.9815608
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.9225877	-0.9513833	-0.9019487
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.5232952	-0.6009119	-0.4350146
temp + phosphate_star	S_Pacific	(26,26.5]	-0.7991151	-0.8486836	-0.7266168
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.8964746	-0.9336824	-0.8663644
temp + phosphate_star	S_Pacific	(26.75,27]	-0.9501644	-0.9661495	-0.9282533
temp + phosphate_star	S_Pacific	(27,27.25]	-0.9556938	-0.9705635	-0.9324263
temp + phosphate_star	S_Pacific	(27.25,27.5]	-0.9615084	-0.9778521	-0.9405334
temp + phosphate_star	S_Pacific	(27.5,27.75]	-0.9607887	-0.9700997	-0.9471484
temp + phosphate_star	S_Pacific	(27.75,27.85]	-0.9297261	-0.9496476	-0.9148495
temp + phosphate_star	S_Pacific	(27.85,27.95]	-0.9290053	-0.9573798	-0.9098608
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.8674778	-0.9164855	-0.8225816
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.7436343	-0.7864082	-0.6712768
temp + phosphate_star	S_Pacific	(28.1,28.2]	-0.5199409	-0.6535758	-0.2722103
temp + phosphate_star	S_Pacific	(28.2,28.3]	-0.2714577	-0.5070620	0.0918604
temp + phosphate_star	S_Pacific	(28.3, Inf]	-0.4877957	-0.6266283	-0.3222234
temp + silicate	Indian	(-Inf,26]	-0.6801189	-0.8643375	-0.5156698
temp + silicate	Indian	(26,26.5]	-0.7154513	-0.9322617	-0.5598364
temp + silicate	Indian	(26.5,26.75]	-0.6241478	-0.8208217	-0.4931446
temp + silicate	Indian	(26.75,27]	-0.3930850	-0.5736787	-0.2513702
temp + silicate	Indian	(27,27.25]	-0.2293969	-0.3864495	-0.0860345
temp + silicate	Indian	(27.25,27.5]	0.1932269	0.1400049	0.2508985
temp + silicate	Indian	(27.5,27.75]	0.3924519	0.2968232	0.5077098
temp + silicate	Indian	(27.75,27.85]	0.8022830	0.7011873	0.8714483
temp + silicate	Indian	(27.85,27.95]	0.7995206	0.7379933	0.8580413
temp + silicate	Indian	(27.95,28.05]	0.7513962	0.6988754	0.8142022
temp + silicate	Indian	(28.05,28.1]	0.8030754	0.7662462	0.8525423
temp + silicate	Indian	(28.1,28.2]	0.7859605	0.7681888	0.8022542
temp + silicate	Indian	(28.2,28.3]	0.8501153	0.8264137	0.8752152
temp + silicate	Indian	(28.3, Inf]	0.5862509	0.4982503	0.6746070
temp + silicate	N_Atlantic	(-Inf,26]	-0.5686485	-0.6614418	-0.4457696
temp + silicate	N_Atlantic	(26,26.5]	-0.5212618	-0.7567933	-0.1051029
temp + silicate	N_Atlantic	(26.5,26.75]	0.4394832	-0.0076016	0.7603347
temp + silicate	N_Atlantic	(26.75,27]	0.6046665	0.4103232	0.7438940
temp + silicate	N_Atlantic	(27,27.25]	0.5420120	0.4189883	0.7025923
temp + silicate	N_Atlantic	(27.25,27.5]	0.5192383	0.3164113	0.6792452
temp + silicate	N_Atlantic	(27.5,27.75]	0.5335970	0.4063246	0.6166674
temp + silicate	N_Atlantic	(27.75,27.85]	0.4840212	0.4401596	0.5307459
temp + silicate	N_Atlantic	(27.85,27.95]	0.3131542	0.2831257	0.3663866
temp + silicate	N_Atlantic	(27.95,28.05]	0.1190290	-0.0659737	0.3333174
temp + silicate	N_Atlantic	(28.05,28.1]	-0.3714321	-0.4862722	-0.2093052
temp + silicate	N_Atlantic	(28.1,28.15]	-0.3527895	-0.5887026	-0.1903791
temp + silicate	N_Atlantic	(28.15,28.2]	-0.7675260	-0.8364608	-0.6850723
temp + silicate	N_Atlantic	(28.2, Inf]	-0.0331185	-0.9010888	0.6201583
temp + silicate	N_Pacific	(-Inf,26]	-0.6454354	-0.7404495	-0.5180807
temp + silicate	N_Pacific	(26,26.5]	-0.2522669	-0.4611271	-0.1088615
temp + silicate	N_Pacific	(26.5,26.75]	-0.0848672	-0.2008471	0.0690709
temp + silicate	N_Pacific	(26.75,27]	-0.2523276	-0.4216910	-0.0955705
temp + silicate	N_Pacific	(27,27.25]	-0.5609109	-0.6223945	-0.4716092
temp + silicate	N_Pacific	(27.25,27.5]	-0.9114919	-0.9346475	-0.8799748
temp + silicate	N_Pacific	(27.5,27.75]	-0.9435903	-0.9505015	-0.9354449
temp + silicate	N_Pacific	(27.75,27.85]	-0.8881229	-0.9366020	-0.8506415
temp + silicate	N_Pacific	(27.85,27.95]	-0.6934026	-0.7947883	-0.5560495
temp + silicate	N_Pacific	(27.95,28.05]	-0.4320759	-0.5105146	-0.3230672
temp + silicate	N_Pacific	(28.05,28.1]	0.0547746	0.0163475	0.1139705
temp + silicate	N_Pacific	(28.1,28.2]	-0.0003502	-0.1104404	0.1491199
temp + silicate	N_Pacific	(28.2,28.3]	0.6871849	0.6440079	0.7366494
temp + silicate	N_Pacific	(28.3, Inf]	0.8329124	0.7429240	0.8825812
temp + silicate	S_Atlantic	(-Inf,26]	0.0032624	0.0032624	0.0032624
temp + silicate	S_Atlantic	(26,26.5]	-0.5703849	-0.7354743	-0.4285745
temp + silicate	S_Atlantic	(26.5,26.75]	-0.4039967	-0.5485716	-0.1719718
temp + silicate	S_Atlantic	(26.75,27]	-0.3056361	-0.4203518	-0.2350078
temp + silicate	S_Atlantic	(27,27.25]	-0.3774419	-0.3868476	-0.3617403
temp + silicate	S_Atlantic	(27.25,27.5]	-0.3377662	-0.4629000	-0.1523638
temp + silicate	S_Atlantic	(27.5,27.75]	-0.2610367	-0.4080777	0.0000683
temp + silicate	S_Atlantic	(27.75,27.85]	-0.4102450	-0.7141177	-0.0882691
temp + silicate	S_Atlantic	(27.85,27.95]	-0.7017153	-0.8461599	-0.5677016
temp + silicate	S_Atlantic	(27.95,28.05]	-0.8039501	-0.8991415	-0.6945016
temp + silicate	S_Atlantic	(28.05,28.1]	-0.8876512	-0.9231644	-0.8435191
temp + silicate	S_Atlantic	(28.1,28.15]	-0.9117888	-0.9267642	-0.8912947
temp + silicate	S_Atlantic	(28.15,28.2]	-0.9089862	-0.9273794	-0.8729506
temp + silicate	S_Atlantic	(28.2, Inf]	-0.5974058	-0.6843160	-0.5442670
temp + silicate	S_Pacific	(-Inf,26]	-0.3666757	-0.4086922	-0.3239192
temp + silicate	S_Pacific	(26,26.5]	-0.3383692	-0.5080931	-0.1818290
temp + silicate	S_Pacific	(26.5,26.75]	-0.4143662	-0.4684888	-0.3311179
temp + silicate	S_Pacific	(26.75,27]	-0.5716166	-0.5892944	-0.5555474
temp + silicate	S_Pacific	(27,27.25]	-0.4552391	-0.5253803	-0.3986161
temp + silicate	S_Pacific	(27.25,27.5]	-0.2484868	-0.3037281	-0.1791109
temp + silicate	S_Pacific	(27.5,27.75]	0.1361715	0.0780215	0.2072653
temp + silicate	S_Pacific	(27.75,27.85]	0.7298449	0.6818203	0.7819054
temp + silicate	S_Pacific	(27.85,27.95]	0.7696353	0.7307625	0.8018360
temp + silicate	S_Pacific	(27.95,28.05]	0.8130497	0.7710506	0.8568418
temp + silicate	S_Pacific	(28.05,28.1]	0.8232830	0.8175236	0.8270792
temp + silicate	S_Pacific	(28.1,28.2]	0.7855395	0.7515523	0.8098285
temp + silicate	S_Pacific	(28.2,28.3]	0.8205615	0.7552079	0.8589174
temp + silicate	S_Pacific	(28.3, Inf]	0.7836748	0.6967534	0.8379339

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
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	Indian	(-Inf,26]	-0.2808537	-0.7534920	0.1301102
aou	Indian	(26,26.5]	-0.7997514	-0.9676546	-0.6856276
aou	Indian	(26.5,26.75]	-0.9092575	-0.9763126	-0.8450818
aou	Indian	(26.75,27]	-0.9304921	-0.9679275	-0.9041641
aou	Indian	(27,27.25]	-0.8687325	-0.9290376	-0.8306104
aou	Indian	(27.25,27.5]	-0.6728993	-0.8004555	-0.5759386
aou	Indian	(27.5,27.75]	-0.2932760	-0.6793069	0.2616336
aou	Indian	(27.75,27.85]	-0.2169265	-0.8937180	0.6701781
aou	Indian	(27.85,27.95]	-0.3762191	-0.8461425	0.3379584
aou	Indian	(27.95,28.05]	-0.5812705	-0.8913015	-0.2081514
aou	Indian	(28.05,28.1]	-0.7738357	-0.9267567	-0.6440874
aou	Indian	(28.1,28.2]	-0.8654260	-0.9310413	-0.8159205
aou	Indian	(28.2,28.3]	-0.8596382	-0.9087967	-0.8226480
aou	Indian	(28.3, Inf]	0.4371498	0.2690504	0.6198357
aou	N_Atlantic	(-Inf,26]	0.1785014	-0.1950518	0.5138242
aou	N_Atlantic	(26,26.5]	0.3149095	0.0579886	0.5275182
aou	N_Atlantic	(26.5,26.75]	-0.2893538	-0.3634031	-0.1468003
aou	N_Atlantic	(26.75,27]	-0.4833541	-0.6350017	-0.3760904
aou	N_Atlantic	(27,27.25]	-0.7240760	-0.7572256	-0.6743467
aou	N_Atlantic	(27.25,27.5]	-0.8646570	-0.8753683	-0.8552719
aou	N_Atlantic	(27.5,27.75]	-0.8434793	-0.8800948	-0.7879558
aou	N_Atlantic	(27.75,27.85]	-0.8508845	-0.8940750	-0.8032452
aou	N_Atlantic	(27.85,27.95]	-0.8733033	-0.8982633	-0.8481912
aou	N_Atlantic	(27.95,28.05]	-0.7539372	-0.7842651	-0.6995750
aou	N_Atlantic	(28.05,28.1]	-0.6898152	-0.8201374	-0.5055191
aou	N_Atlantic	(28.1,28.15]	-0.5684252	-0.6653410	-0.3923741
aou	N_Atlantic	(28.15,28.2]	-0.9096025	-0.9432582	-0.8855657
aou	N_Atlantic	(28.2, Inf]	-0.8772740	-0.9703645	-0.8051842
aou	N_Pacific	(-Inf,26]	0.3098838	0.1050962	0.5259765
aou	N_Pacific	(26,26.5]	0.1144708	-0.1291694	0.2478779
aou	N_Pacific	(26.5,26.75]	-0.2885760	-0.3857798	-0.1971803
aou	N_Pacific	(26.75,27]	-0.5595593	-0.6705353	-0.4259029
aou	N_Pacific	(27,27.25]	-0.1531825	-0.2132187	-0.0752520
aou	N_Pacific	(27.25,27.5]	0.4190431	0.3905689	0.4464549
aou	N_Pacific	(27.5,27.75]	0.5906364	0.5487537	0.6199350
aou	N_Pacific	(27.75,27.85]	0.8095312	0.7649279	0.8325128
aou	N_Pacific	(27.85,27.95]	0.8309923	0.8112870	0.8622410
aou	N_Pacific	(27.95,28.05]	0.7839755	0.7741179	0.7982901
aou	N_Pacific	(28.05,28.1]	0.8302689	0.8145012	0.8414673
aou	N_Pacific	(28.1,28.2]	0.4158397	0.3998640	0.4288013
aou	N_Pacific	(28.2,28.3]	0.9064830	0.9025886	0.9142420
aou	N_Pacific	(28.3, Inf]	0.9932133	0.9907417	0.9954786
aou	S_Atlantic	(-Inf,26]	0.7496237	0.7496237	0.7496237
aou	S_Atlantic	(26,26.5]	-0.0593629	-0.2189646	0.0418611
aou	S_Atlantic	(26.5,26.75]	-0.3375160	-0.5430221	0.0723083
aou	S_Atlantic	(26.75,27]	0.0120175	-0.3606963	0.5876215
aou	S_Atlantic	(27,27.25]	0.1096915	-0.2308688	0.5569364
aou	S_Atlantic	(27.25,27.5]	0.4789370	0.2943134	0.8342723
aou	S_Atlantic	(27.5,27.75]	0.6311323	0.4526206	0.8689114
aou	S_Atlantic	(27.75,27.85]	0.5843130	0.4094587	0.8386907
aou	S_Atlantic	(27.85,27.95]	0.5267567	0.4405330	0.6842111
aou	S_Atlantic	(27.95,28.05]	0.1156616	-0.0940247	0.2596373
aou	S_Atlantic	(28.05,28.1]	-0.5141617	-0.8611980	-0.2270895
aou	S_Atlantic	(28.1,28.15]	-0.7751427	-0.9529191	-0.4950557
aou	S_Atlantic	(28.15,28.2]	-0.8941848	-0.9734127	-0.7561659
aou	S_Atlantic	(28.2, Inf]	-0.6550495	-0.8587327	-0.4901119
aou	S_Pacific	(-Inf,26]	-0.1311162	-0.2941529	0.0805195
aou	S_Pacific	(26,26.5]	-0.6647323	-0.8995158	-0.4899724
aou	S_Pacific	(26.5,26.75]	-0.7855022	-0.8897288	-0.6750994
aou	S_Pacific	(26.75,27]	-0.8755626	-0.9094020	-0.8544130
aou	S_Pacific	(27,27.25]	-0.8496243	-0.9052732	-0.8196367
aou	S_Pacific	(27.25,27.5]	-0.7951009	-0.8379078	-0.7587512
aou	S_Pacific	(27.5,27.75]	-0.6289074	-0.7660767	-0.3962856
aou	S_Pacific	(27.75,27.85]	-0.3388338	-0.5639055	0.0735728
aou	S_Pacific	(27.85,27.95]	-0.1705813	-0.6596708	0.4337198
aou	S_Pacific	(27.95,28.05]	-0.0739933	-0.6904667	0.6081194
aou	S_Pacific	(28.05,28.1]	0.0413304	-0.5681325	0.4736908
aou	S_Pacific	(28.1,28.2]	0.2282683	-0.2898426	0.5243695
aou	S_Pacific	(28.2,28.3]	0.5004228	0.3674634	0.7652395
aou	S_Pacific	(28.3, Inf]	0.0580589	-0.3162557	0.5601119
nitrate	Indian	(-Inf,26]	-0.2473828	-0.7499317	0.1156541
nitrate	Indian	(26,26.5]	-0.6831666	-0.9783722	-0.4577136
nitrate	Indian	(26.5,26.75]	-0.8670629	-0.9917774	-0.7422169
nitrate	Indian	(26.75,27]	-0.9257790	-0.9912757	-0.8425662
nitrate	Indian	(27,27.25]	-0.9364723	-0.9761479	-0.9034494
nitrate	Indian	(27.25,27.5]	-0.8267749	-0.9304939	-0.7122514
nitrate	Indian	(27.5,27.75]	-0.4743965	-0.8368610	0.0572414
nitrate	Indian	(27.75,27.85]	-0.1963689	-0.8735374	0.6223385
nitrate	Indian	(27.85,27.95]	-0.3374859	-0.8105535	0.3076694
nitrate	Indian	(27.95,28.05]	-0.5291170	-0.7698546	-0.2246440
nitrate	Indian	(28.05,28.1]	-0.7212283	-0.8120794	-0.6461795
nitrate	Indian	(28.1,28.2]	-0.8525892	-0.8594431	-0.8477187
nitrate	Indian	(28.2,28.3]	-0.9156268	-0.9286113	-0.8946150
nitrate	Indian	(28.3, Inf]	-0.0951501	-0.1839041	0.0734265
nitrate	N_Atlantic	(-Inf,26]	-0.1592212	-0.6676609	0.2494129
nitrate	N_Atlantic	(26,26.5]	0.0857883	-0.2566361	0.3062554
nitrate	N_Atlantic	(26.5,26.75]	-0.4352755	-0.5017274	-0.3117337
nitrate	N_Atlantic	(26.75,27]	-0.5752404	-0.6989012	-0.5051518
nitrate	N_Atlantic	(27,27.25]	-0.7802867	-0.8035590	-0.7553004
nitrate	N_Atlantic	(27.25,27.5]	-0.8830901	-0.8852112	-0.8806625
nitrate	N_Atlantic	(27.5,27.75]	-0.8850739	-0.9008886	-0.8546578
nitrate	N_Atlantic	(27.75,27.85]	-0.9178605	-0.9355508	-0.9015507
nitrate	N_Atlantic	(27.85,27.95]	-0.9504905	-0.9620716	-0.9343076
nitrate	N_Atlantic	(27.95,28.05]	-0.8903420	-0.9224867	-0.8589266
nitrate	N_Atlantic	(28.05,28.1]	-0.9632197	-0.9733199	-0.9578100
nitrate	N_Atlantic	(28.1,28.15]	-0.9297456	-0.9485691	-0.8970297
nitrate	N_Atlantic	(28.15,28.2]	-0.9782513	-0.9872908	-0.9718858
nitrate	N_Atlantic	(28.2, Inf]	-0.9886983	-0.9973934	-0.9798045
nitrate	N_Pacific	(-Inf,26]	0.3613611	0.1952194	0.5346065
nitrate	N_Pacific	(26,26.5]	0.1653728	-0.0586245	0.2827793
nitrate	N_Pacific	(26.5,26.75]	-0.0377259	-0.3067391	0.1548121
nitrate	N_Pacific	(26.75,27]	0.1824389	0.0709811	0.2788075
nitrate	N_Pacific	(27,27.25]	0.5203197	0.5171360	0.5244358
nitrate	N_Pacific	(27.25,27.5]	0.6697170	0.6260990	0.7455852
nitrate	N_Pacific	(27.5,27.75]	0.7035644	0.6731679	0.7269386
nitrate	N_Pacific	(27.75,27.85]	0.8844352	0.8744121	0.9021818
nitrate	N_Pacific	(27.85,27.95]	0.8639344	0.8307408	0.8897123
nitrate	N_Pacific	(27.95,28.05]	0.7337503	0.6889413	0.7837819
nitrate	N_Pacific	(28.05,28.1]	0.6726042	0.6103747	0.7235415
nitrate	N_Pacific	(28.1,28.2]	0.3075079	0.2802653	0.3535129
nitrate	N_Pacific	(28.2,28.3]	0.8843857	0.8756603	0.8930346
nitrate	N_Pacific	(28.3, Inf]	0.9833159	0.9802603	0.9873005
nitrate	S_Atlantic	(-Inf,26]	0.7432035	0.7432035	0.7432035
nitrate	S_Atlantic	(26,26.5]	-0.1759137	-0.2248748	-0.1442664
nitrate	S_Atlantic	(26.5,26.75]	-0.4763548	-0.7197816	-0.0790798
nitrate	S_Atlantic	(26.75,27]	-0.1252576	-0.4825282	0.4732594
nitrate	S_Atlantic	(27,27.25]	-0.0960676	-0.4135273	0.3859434
nitrate	S_Atlantic	(27.25,27.5]	0.2210371	-0.0960025	0.6952699
nitrate	S_Atlantic	(27.5,27.75]	0.4954869	0.2756819	0.7729769
nitrate	S_Atlantic	(27.75,27.85]	0.0057637	-0.1177941	0.1028157
nitrate	S_Atlantic	(27.85,27.95]	-0.8340625	-0.8887125	-0.7983533
nitrate	S_Atlantic	(27.95,28.05]	-0.9661672	-0.9804387	-0.9585478
nitrate	S_Atlantic	(28.05,28.1]	-0.9799665	-0.9940295	-0.9701700
nitrate	S_Atlantic	(28.1,28.15]	-0.9884435	-0.9948328	-0.9838863
nitrate	S_Atlantic	(28.15,28.2]	-0.9910339	-0.9967455	-0.9864885
nitrate	S_Atlantic	(28.2, Inf]	-0.9375594	-0.9803275	-0.9119059
nitrate	S_Pacific	(-Inf,26]	-0.1161519	-0.3187279	0.1117632
nitrate	S_Pacific	(26,26.5]	-0.6572447	-0.8692188	-0.5021417
nitrate	S_Pacific	(26.5,26.75]	-0.8363852	-0.9398919	-0.7180875
nitrate	S_Pacific	(26.75,27]	-0.9281225	-0.9565954	-0.9097286
nitrate	S_Pacific	(27,27.25]	-0.9213137	-0.9535543	-0.9007143
nitrate	S_Pacific	(27.25,27.5]	-0.8764883	-0.9031752	-0.8411244
nitrate	S_Pacific	(27.5,27.75]	-0.6785308	-0.8085738	-0.4609802
nitrate	S_Pacific	(27.75,27.85]	-0.3256920	-0.5535086	0.0838529
nitrate	S_Pacific	(27.85,27.95]	-0.1268758	-0.6086158	0.4584614
nitrate	S_Pacific	(27.95,28.05]	-0.0276433	-0.6344846	0.6279940
nitrate	S_Pacific	(28.05,28.1]	0.0939160	-0.4974072	0.5168943
nitrate	S_Pacific	(28.1,28.2]	0.2879085	-0.2128028	0.5512935
nitrate	S_Pacific	(28.2,28.3]	0.5719305	0.4348736	0.7769832
nitrate	S_Pacific	(28.3, Inf]	0.0764414	-0.2351080	0.5333486
phosphate	Indian	(-Inf,26]	-0.3517202	-0.7613588	-0.0166266
phosphate	Indian	(26,26.5]	-0.8514297	-0.9775494	-0.7688850
phosphate	Indian	(26.5,26.75]	-0.9460920	-0.9881502	-0.9020388
phosphate	Indian	(26.75,27]	-0.9714002	-0.9917624	-0.9518464
phosphate	Indian	(27,27.25]	-0.9343578	-0.9725810	-0.9079502
phosphate	Indian	(27.25,27.5]	-0.8160651	-0.9264851	-0.7130972
phosphate	Indian	(27.5,27.75]	-0.4315645	-0.8194590	0.1170486
phosphate	Indian	(27.75,27.85]	-0.1601678	-0.8592170	0.6861461
phosphate	Indian	(27.85,27.95]	-0.3069676	-0.7975594	0.3526346
phosphate	Indian	(27.95,28.05]	-0.5029357	-0.7514375	-0.1800520
phosphate	Indian	(28.05,28.1]	-0.7072687	-0.8010982	-0.6237892
phosphate	Indian	(28.1,28.2]	-0.8522584	-0.8614742	-0.8363788
phosphate	Indian	(28.2,28.3]	-0.9166418	-0.9360439	-0.9032280
phosphate	Indian	(28.3, Inf]	-0.2257514	-0.3789022	-0.0165996
phosphate	N_Atlantic	(-Inf,26]	0.3852346	0.1828697	0.6157397
phosphate	N_Atlantic	(26,26.5]	0.3218106	0.1039128	0.5119922
phosphate	N_Atlantic	(26.5,26.75]	-0.2597627	-0.3026496	-0.2078275
phosphate	N_Atlantic	(26.75,27]	-0.4609998	-0.6040882	-0.3611810
phosphate	N_Atlantic	(27,27.25]	-0.7026866	-0.7664576	-0.6349372
phosphate	N_Atlantic	(27.25,27.5]	-0.8190491	-0.8334989	-0.8012626
phosphate	N_Atlantic	(27.5,27.75]	-0.8570701	-0.8781628	-0.8192188
phosphate	N_Atlantic	(27.75,27.85]	-0.9187379	-0.9349210	-0.9034810
phosphate	N_Atlantic	(27.85,27.95]	-0.9549777	-0.9688392	-0.9387713
phosphate	N_Atlantic	(27.95,28.05]	-0.9175415	-0.9484326	-0.8917685
phosphate	N_Atlantic	(28.05,28.1]	-0.9669442	-0.9762397	-0.9614575
phosphate	N_Atlantic	(28.1,28.15]	-0.9328303	-0.9530949	-0.8992600
phosphate	N_Atlantic	(28.15,28.2]	-0.9775679	-0.9866382	-0.9728197
phosphate	N_Atlantic	(28.2, Inf]	-0.9885915	-0.9934546	-0.9800401
phosphate	N_Pacific	(-Inf,26]	0.4055826	0.2733810	0.5664965
phosphate	N_Pacific	(26,26.5]	0.1750952	-0.0009034	0.2657782
phosphate	N_Pacific	(26.5,26.75]	-0.2459247	-0.3398284	-0.1388648
phosphate	N_Pacific	(26.75,27]	-0.3789433	-0.4425659	-0.2791941
phosphate	N_Pacific	(27,27.25]	0.0225975	0.0087855	0.0295991
phosphate	N_Pacific	(27.25,27.5]	0.2030266	0.1610759	0.2268115
phosphate	N_Pacific	(27.5,27.75]	0.3542281	0.2974718	0.3936821
phosphate	N_Pacific	(27.75,27.85]	0.7241921	0.6687560	0.7549741
phosphate	N_Pacific	(27.85,27.95]	0.7749101	0.7392350	0.8264832
phosphate	N_Pacific	(27.95,28.05]	0.7505287	0.7310581	0.7727875
phosphate	N_Pacific	(28.05,28.1]	0.7614728	0.7251327	0.7851460
phosphate	N_Pacific	(28.1,28.2]	0.3630179	0.3614041	0.3659384
phosphate	N_Pacific	(28.2,28.3]	0.8920934	0.8870192	0.9021465
phosphate	N_Pacific	(28.3, Inf]	0.9926652	0.9896056	0.9960417
phosphate	S_Atlantic	(-Inf,26]	0.6765539	0.6765539	0.6765539
phosphate	S_Atlantic	(26,26.5]	-0.2089178	-0.2580800	-0.1793261
phosphate	S_Atlantic	(26.5,26.75]	-0.5013480	-0.7484268	-0.1257633
phosphate	S_Atlantic	(26.75,27]	-0.1870411	-0.5432803	0.4097091
phosphate	S_Atlantic	(27,27.25]	-0.1246246	-0.4397791	0.3367821
phosphate	S_Atlantic	(27.25,27.5]	0.1851218	-0.1324145	0.6600792
phosphate	S_Atlantic	(27.5,27.75]	0.4158808	0.2128079	0.6963491
phosphate	S_Atlantic	(27.75,27.85]	-0.2905034	-0.4032081	-0.1627110
phosphate	S_Atlantic	(27.85,27.95]	-0.8952044	-0.9284606	-0.8572691
phosphate	S_Atlantic	(27.95,28.05]	-0.9717886	-0.9859687	-0.9638082
phosphate	S_Atlantic	(28.05,28.1]	-0.9823613	-0.9955163	-0.9741548
phosphate	S_Atlantic	(28.1,28.15]	-0.9896973	-0.9958750	-0.9854536
phosphate	S_Atlantic	(28.15,28.2]	-0.9923460	-0.9974413	-0.9884343
phosphate	S_Atlantic	(28.2, Inf]	-0.9678793	-0.9822937	-0.9591641
phosphate	S_Pacific	(-Inf,26]	-0.1666801	-0.3585662	0.0423054
phosphate	S_Pacific	(26,26.5]	-0.6324793	-0.8838540	-0.4606842
phosphate	S_Pacific	(26.5,26.75]	-0.8083548	-0.9151226	-0.7131520
phosphate	S_Pacific	(26.75,27]	-0.9083898	-0.9321672	-0.8944881
phosphate	S_Pacific	(27,27.25]	-0.9099740	-0.9465898	-0.8812301
phosphate	S_Pacific	(27.25,27.5]	-0.8452474	-0.8761803	-0.8028427
phosphate	S_Pacific	(27.5,27.75]	-0.6358975	-0.7705703	-0.4120372
phosphate	S_Pacific	(27.75,27.85]	-0.2976850	-0.5252498	0.1101443
phosphate	S_Pacific	(27.85,27.95]	-0.1139204	-0.5923523	0.4655987
phosphate	S_Pacific	(27.95,28.05]	-0.0263063	-0.6293460	0.6261869
phosphate	S_Pacific	(28.05,28.1]	0.0914185	-0.4999552	0.5176565
phosphate	S_Pacific	(28.1,28.2]	0.2825703	-0.2261138	0.5485915
phosphate	S_Pacific	(28.2,28.3]	0.5722854	0.4278902	0.7819457
phosphate	S_Pacific	(28.3, Inf]	0.0047263	-0.2755412	0.4555086
phosphate_star	Indian	(-Inf,26]	-0.4223055	-0.6994194	-0.2684892
phosphate_star	Indian	(26,26.5]	-0.8544927	-0.9536944	-0.8012759
phosphate_star	Indian	(26.5,26.75]	-0.8572005	-0.9105607	-0.7779800
phosphate_star	Indian	(26.75,27]	-0.7243841	-0.7758590	-0.6448750
phosphate_star	Indian	(27,27.25]	-0.6466866	-0.7276893	-0.5665373
phosphate_star	Indian	(27.25,27.5]	-0.3957511	-0.5712299	-0.2326339
phosphate_star	Indian	(27.5,27.75]	-0.3666440	-0.7774652	-0.0343813
phosphate_star	Indian	(27.75,27.85]	0.3346724	-0.4864985	0.8532150
phosphate_star	Indian	(27.85,27.95]	0.4699787	-0.1688031	0.8047181
phosphate_star	Indian	(27.95,28.05]	0.5932585	0.3250729	0.8367582
phosphate_star	Indian	(28.05,28.1]	0.5830303	0.4202701	0.8175020
phosphate_star	Indian	(28.1,28.2]	0.4850023	0.2217364	0.7552453
phosphate_star	Indian	(28.2,28.3]	0.2418924	-0.2807703	0.6892025
phosphate_star	Indian	(28.3, Inf]	-0.8140228	-0.9310140	-0.6901768
phosphate_star	N_Atlantic	(-Inf,26]	0.3464130	0.0001702	0.9432183
phosphate_star	N_Atlantic	(26,26.5]	0.2330370	0.1000394	0.4672066
phosphate_star	N_Atlantic	(26.5,26.75]	0.4374932	-0.2335027	0.7853935
phosphate_star	N_Atlantic	(26.75,27]	0.5755131	0.3670560	0.7696875
phosphate_star	N_Atlantic	(27,27.25]	0.2304800	-0.3329067	0.6841773
phosphate_star	N_Atlantic	(27.25,27.5]	0.3103727	-0.0585207	0.6177187
phosphate_star	N_Atlantic	(27.5,27.75]	-0.0487734	-0.3718221	0.1979097
phosphate_star	N_Atlantic	(27.75,27.85]	-0.7846244	-0.8437953	-0.6785581
phosphate_star	N_Atlantic	(27.85,27.95]	-0.8891028	-0.9179596	-0.8658894
phosphate_star	N_Atlantic	(27.95,28.05]	-0.8789251	-0.8976907	-0.8636677
phosphate_star	N_Atlantic	(28.05,28.1]	-0.9662366	-0.9773716	-0.9534465
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9744911	-0.9835200	-0.9647959
phosphate_star	N_Atlantic	(28.15,28.2]	-0.9949102	-0.9980207	-0.9916573
phosphate_star	N_Atlantic	(28.2, Inf]	-0.9947928	-0.9989037	-0.9902753
phosphate_star	N_Pacific	(-Inf,26]	0.5802020	0.5522418	0.6132650
phosphate_star	N_Pacific	(26,26.5]	0.4423720	0.3538068	0.5432155
phosphate_star	N_Pacific	(26.5,26.75]	0.4537903	0.3854318	0.5134739
phosphate_star	N_Pacific	(26.75,27]	0.6160329	0.5472416	0.7192072
phosphate_star	N_Pacific	(27,27.25]	0.6451680	0.5256074	0.7440276
phosphate_star	N_Pacific	(27.25,27.5]	0.1495024	0.0167812	0.2509159
phosphate_star	N_Pacific	(27.5,27.75]	-0.0005514	-0.0907686	0.0740677
phosphate_star	N_Pacific	(27.75,27.85]	0.3063198	0.2482390	0.3645811
phosphate_star	N_Pacific	(27.85,27.95]	0.0583810	-0.0357510	0.1400678
phosphate_star	N_Pacific	(27.95,28.05]	-0.2164247	-0.3088547	-0.0587906
phosphate_star	N_Pacific	(28.05,28.1]	-0.6272243	-0.6695064	-0.5835197
phosphate_star	N_Pacific	(28.1,28.2]	-0.4437725	-0.5602082	-0.2994676
phosphate_star	N_Pacific	(28.2,28.3]	-0.5186515	-0.5807914	-0.4525499
phosphate_star	N_Pacific	(28.3, Inf]	-0.9502646	-0.9763554	-0.9221175
phosphate_star	S_Atlantic	(-Inf,26]	0.8677845	0.8677845	0.8677845
phosphate_star	S_Atlantic	(26,26.5]	-0.1790969	-0.3211912	-0.0595062
phosphate_star	S_Atlantic	(26.5,26.75]	-0.5698764	-0.7377033	-0.4771691
phosphate_star	S_Atlantic	(26.75,27]	-0.7818334	-0.8422129	-0.7293773
phosphate_star	S_Atlantic	(27,27.25]	-0.7663987	-0.9401952	-0.6475859
phosphate_star	S_Atlantic	(27.25,27.5]	-0.8130330	-0.9303686	-0.7181341
phosphate_star	S_Atlantic	(27.5,27.75]	-0.7581819	-0.9107409	-0.6571391
phosphate_star	S_Atlantic	(27.75,27.85]	-0.7704673	-0.9634287	-0.6130398
phosphate_star	S_Atlantic	(27.85,27.95]	-0.8530501	-0.9672913	-0.7409992
phosphate_star	S_Atlantic	(27.95,28.05]	-0.8921392	-0.9740583	-0.8312618
phosphate_star	S_Atlantic	(28.05,28.1]	-0.9375775	-0.9790506	-0.9151079
phosphate_star	S_Atlantic	(28.1,28.15]	-0.9447071	-0.9826344	-0.9058385
phosphate_star	S_Atlantic	(28.15,28.2]	-0.9608809	-0.9855955	-0.9335549
phosphate_star	S_Atlantic	(28.2, Inf]	-0.9798210	-0.9893847	-0.9723026
phosphate_star	S_Pacific	(-Inf,26]	0.2433899	0.1131296	0.3469827
phosphate_star	S_Pacific	(26,26.5]	-0.2321348	-0.4755482	-0.0794013
phosphate_star	S_Pacific	(26.5,26.75]	-0.6443185	-0.7058805	-0.5400719
phosphate_star	S_Pacific	(26.75,27]	-0.8106490	-0.8659270	-0.7630609
phosphate_star	S_Pacific	(27,27.25]	-0.7616391	-0.8237193	-0.6857289
phosphate_star	S_Pacific	(27.25,27.5]	-0.5204699	-0.5550703	-0.4844401
phosphate_star	S_Pacific	(27.5,27.75]	-0.0477085	-0.1708121	0.0595352
phosphate_star	S_Pacific	(27.75,27.85]	0.5085514	0.2321435	0.6764175
phosphate_star	S_Pacific	(27.85,27.95]	0.5207481	0.0994118	0.8122126
phosphate_star	S_Pacific	(27.95,28.05]	0.4676334	-0.0435963	0.8444370
phosphate_star	S_Pacific	(28.05,28.1]	0.4295897	0.1681414	0.7233956
phosphate_star	S_Pacific	(28.1,28.2]	0.4977830	0.3792378	0.6445242
phosphate_star	S_Pacific	(28.2,28.3]	0.5748529	0.5495080	0.5984452
phosphate_star	S_Pacific	(28.3, Inf]	-0.1069976	-0.6173523	0.3252657
sal	Indian	(-Inf,26]	0.8422794	0.6794825	0.9249507
sal	Indian	(26,26.5]	0.6982813	0.3035464	0.9883156
sal	Indian	(26.5,26.75]	0.7480648	0.5554265	0.9654073
sal	Indian	(26.75,27]	0.6345804	0.4393548	0.8655141
sal	Indian	(27,27.25]	0.4843970	0.3199352	0.7196437
sal	Indian	(27.25,27.5]	0.0426012	0.0089074	0.0609977
sal	Indian	(27.5,27.75]	0.0310440	-0.3039477	0.5310140
sal	Indian	(27.75,27.85]	-0.2688357	-0.8911989	0.6240371
sal	Indian	(27.85,27.95]	-0.3887976	-0.8320575	0.3461783
sal	Indian	(27.95,28.05]	-0.5517537	-0.8508728	-0.1830352
sal	Indian	(28.05,28.1]	-0.7307394	-0.9057277	-0.6005221
sal	Indian	(28.1,28.2]	-0.7922607	-0.9287584	-0.6854666
sal	Indian	(28.2,28.3]	-0.7219271	-0.8889428	-0.5741642
sal	Indian	(28.3, Inf]	0.2105208	-0.0520065	0.4585381
sal	N_Atlantic	(-Inf,26]	0.1604393	-0.8210126	0.8040543
sal	N_Atlantic	(26,26.5]	0.0693402	-0.4702887	0.3685882
sal	N_Atlantic	(26.5,26.75]	-0.6953166	-0.9085833	-0.3063108
sal	N_Atlantic	(26.75,27]	-0.9291474	-0.9627513	-0.8849109
sal	N_Atlantic	(27,27.25]	-0.8891102	-0.9625442	-0.8217521
sal	N_Atlantic	(27.25,27.5]	-0.8001635	-0.8843022	-0.6533482
sal	N_Atlantic	(27.5,27.75]	-0.8524061	-0.9029406	-0.7609252
sal	N_Atlantic	(27.75,27.85]	-0.8489801	-0.9001858	-0.7908229
sal	N_Atlantic	(27.85,27.95]	-0.8387780	-0.8881254	-0.7955215
sal	N_Atlantic	(27.95,28.05]	-0.8582534	-0.8704129	-0.8475007
sal	N_Atlantic	(28.05,28.1]	-0.7651542	-0.8426243	-0.7253873
sal	N_Atlantic	(28.1,28.15]	-0.2301974	-0.5103568	0.1248583
sal	N_Atlantic	(28.15,28.2]	0.7527185	0.6665042	0.8701740
sal	N_Atlantic	(28.2, Inf]	0.7260268	0.5554062	0.9875003
sal	N_Pacific	(-Inf,26]	-0.6399246	-0.7981458	-0.4734187
sal	N_Pacific	(26,26.5]	-0.7011164	-0.8263342	-0.5048093
sal	N_Pacific	(26.5,26.75]	-0.7216779	-0.7926828	-0.5953527
sal	N_Pacific	(26.75,27]	-0.8798859	-0.9078749	-0.8573074
sal	N_Pacific	(27,27.25]	-0.9470711	-0.9704564	-0.9154099
sal	N_Pacific	(27.25,27.5]	-0.9521772	-0.9671315	-0.9269481
sal	N_Pacific	(27.5,27.75]	-0.9563180	-0.9605693	-0.9494159
sal	N_Pacific	(27.75,27.85]	-0.8940242	-0.9030546	-0.8821894
sal	N_Pacific	(27.85,27.95]	-0.6307021	-0.6421903	-0.6209635
sal	N_Pacific	(27.95,28.05]	-0.1938246	-0.2109278	-0.1828129
sal	N_Pacific	(28.05,28.1]	0.2576089	0.0275471	0.4000094
sal	N_Pacific	(28.1,28.2]	0.3248716	0.3140987	0.3448773
sal	N_Pacific	(28.2,28.3]	0.2314843	0.1708110	0.2712250
sal	N_Pacific	(28.3, Inf]	0.9078592	0.8516537	0.9473506
sal	S_Atlantic	(-Inf,26]	-0.9556465	-0.9556465	-0.9556465
sal	S_Atlantic	(26,26.5]	-0.1586489	-0.2764592	-0.0040500
sal	S_Atlantic	(26.5,26.75]	0.2187549	0.1040995	0.4415845
sal	S_Atlantic	(26.75,27]	0.5592968	0.4193254	0.7317291
sal	S_Atlantic	(27,27.25]	0.6346130	0.4234018	0.8961445
sal	S_Atlantic	(27.25,27.5]	0.7427636	0.6154974	0.9343825
sal	S_Atlantic	(27.5,27.75]	0.7097893	0.5775538	0.8980173
sal	S_Atlantic	(27.75,27.85]	0.7301816	0.5495866	0.9499123
sal	S_Atlantic	(27.85,27.95]	0.8386902	0.7205988	0.9619160
sal	S_Atlantic	(27.95,28.05]	0.8889513	0.8286007	0.9698040
sal	S_Atlantic	(28.05,28.1]	0.9381617	0.9163065	0.9750423
sal	S_Atlantic	(28.1,28.15]	0.9552112	0.9433456	0.9787347
sal	S_Atlantic	(28.15,28.2]	0.9655944	0.9503387	0.9815933
sal	S_Atlantic	(28.2, Inf]	0.7533415	0.6638261	0.8974133
sal	S_Pacific	(-Inf,26]	-0.3236021	-0.4631579	-0.0553807
sal	S_Pacific	(26,26.5]	-0.4192604	-0.4695851	-0.3698202
sal	S_Pacific	(26.5,26.75]	0.2823078	0.2547430	0.3328285
sal	S_Pacific	(26.75,27]	0.6778517	0.6344771	0.7260833
sal	S_Pacific	(27,27.25]	0.7162924	0.6345955	0.7894671
sal	S_Pacific	(27.25,27.5]	0.2675279	0.2280750	0.3375018
sal	S_Pacific	(27.5,27.75]	-0.4793457	-0.5858839	-0.3037436
sal	S_Pacific	(27.75,27.85]	-0.5364986	-0.7697344	-0.1194302
sal	S_Pacific	(27.85,27.95]	-0.4072400	-0.8463569	0.1792046
sal	S_Pacific	(27.95,28.05]	-0.2421043	-0.8406290	0.4783677
sal	S_Pacific	(28.05,28.1]	-0.1222860	-0.7381222	0.3784783
sal	S_Pacific	(28.1,28.2]	0.1582758	-0.4514245	0.4673040
sal	S_Pacific	(28.2,28.3]	0.3792734	0.1257114	0.5739433
sal	S_Pacific	(28.3, Inf]	0.2536044	-0.2344912	0.5954837
silicate	Indian	(-Inf,26]	-0.5436853	-0.7574334	-0.4115107
silicate	Indian	(26,26.5]	-0.9088228	-0.9882337	-0.8589324
silicate	Indian	(26.5,26.75]	-0.9645105	-0.9916042	-0.9463776
silicate	Indian	(26.75,27]	-0.9616692	-0.9819501	-0.9395322
silicate	Indian	(27,27.25]	-0.9347190	-0.9636408	-0.9191566
silicate	Indian	(27.25,27.5]	-0.8233462	-0.9183412	-0.7409984
silicate	Indian	(27.5,27.75]	-0.4938509	-0.8397597	0.0194104
silicate	Indian	(27.75,27.85]	-0.2172074	-0.8683129	0.5858407
silicate	Indian	(27.85,27.95]	-0.3382475	-0.7980757	0.2808273
silicate	Indian	(27.95,28.05]	-0.5126165	-0.7327517	-0.2174310
silicate	Indian	(28.05,28.1]	-0.7249372	-0.8203662	-0.6410493
silicate	Indian	(28.1,28.2]	-0.8491480	-0.8934992	-0.8062443
silicate	Indian	(28.2,28.3]	-0.8549450	-0.9045513	-0.8033445
silicate	Indian	(28.3, Inf]	-0.4332821	-0.6370325	-0.1999411
silicate	N_Atlantic	(-Inf,26]	-0.4071490	-0.8395085	0.2774079
silicate	N_Atlantic	(26,26.5]	-0.5063205	-0.6141007	-0.4469306
silicate	N_Atlantic	(26.5,26.75]	-0.7898499	-0.8198148	-0.7620499
silicate	N_Atlantic	(26.75,27]	-0.7470048	-0.8277549	-0.6932247
silicate	N_Atlantic	(27,27.25]	-0.8462751	-0.8554959	-0.8403248
silicate	N_Atlantic	(27.25,27.5]	-0.8896996	-0.9086226	-0.8801345
silicate	N_Atlantic	(27.5,27.75]	-0.8921329	-0.8975002	-0.8867919
silicate	N_Atlantic	(27.75,27.85]	-0.8969106	-0.9201791	-0.8766866
silicate	N_Atlantic	(27.85,27.95]	-0.8649689	-0.8974798	-0.8161298
silicate	N_Atlantic	(27.95,28.05]	-0.7016282	-0.7989389	-0.6266718
silicate	N_Atlantic	(28.05,28.1]	-0.3215262	-0.4401775	-0.2313987
silicate	N_Atlantic	(28.1,28.15]	-0.5739302	-0.6249893	-0.5050736
silicate	N_Atlantic	(28.15,28.2]	-0.9532886	-0.9680493	-0.9455553
silicate	N_Atlantic	(28.2, Inf]	-0.9683225	-0.9928289	-0.9438177
silicate	N_Pacific	(-Inf,26]	0.3708159	0.2274438	0.5489348
silicate	N_Pacific	(26,26.5]	-0.1454740	-0.3188067	-0.0361520
silicate	N_Pacific	(26.5,26.75]	-0.3679808	-0.5223361	-0.2692099
silicate	N_Pacific	(26.75,27]	-0.0899418	-0.2086585	0.1381934
silicate	N_Pacific	(27,27.25]	0.2898335	0.1902644	0.3949394
silicate	N_Pacific	(27.25,27.5]	0.5333171	0.4657917	0.6617644
silicate	N_Pacific	(27.5,27.75]	0.6734136	0.5751242	0.7881142
silicate	N_Pacific	(27.75,27.85]	0.9418782	0.9243237	0.9635059
silicate	N_Pacific	(27.85,27.95]	0.9517583	0.9314702	0.9689662
silicate	N_Pacific	(27.95,28.05]	0.9523403	0.9390779	0.9685913
silicate	N_Pacific	(28.05,28.1]	0.9643362	0.9595259	0.9707744
silicate	N_Pacific	(28.1,28.2]	0.9243173	0.9075728	0.9535782
silicate	N_Pacific	(28.2,28.3]	0.9393065	0.9280582	0.9459089
silicate	N_Pacific	(28.3, Inf]	0.9742951	0.9571446	0.9838267
silicate	S_Atlantic	(-Inf,26]	-0.1422843	-0.1422843	-0.1422843
silicate	S_Atlantic	(26,26.5]	-0.3686492	-0.4206135	-0.3324787
silicate	S_Atlantic	(26.5,26.75]	-0.6426940	-0.8360964	-0.3479252
silicate	S_Atlantic	(26.75,27]	-0.5757670	-0.8091674	-0.1663473
silicate	S_Atlantic	(27,27.25]	-0.7217301	-0.8760741	-0.5103018
silicate	S_Atlantic	(27.25,27.5]	-0.6553853	-0.8406810	-0.5503600
silicate	S_Atlantic	(27.5,27.75]	-0.6893128	-0.8615589	-0.5344274
silicate	S_Atlantic	(27.75,27.85]	-0.8798331	-0.9637447	-0.7726414
silicate	S_Atlantic	(27.85,27.95]	-0.9527878	-0.9676455	-0.9267876
silicate	S_Atlantic	(27.95,28.05]	-0.9620134	-0.9815792	-0.9406598
silicate	S_Atlantic	(28.05,28.1]	-0.9804004	-0.9934234	-0.9681604
silicate	S_Atlantic	(28.1,28.15]	-0.9840546	-0.9923748	-0.9769384
silicate	S_Atlantic	(28.15,28.2]	-0.9821704	-0.9891436	-0.9714456
silicate	S_Atlantic	(28.2, Inf]	-0.8724717	-0.8970822	-0.8274669
silicate	S_Pacific	(-Inf,26]	-0.0149961	-0.0930759	0.0851723
silicate	S_Pacific	(26,26.5]	-0.6378730	-0.8793305	-0.4747136
silicate	S_Pacific	(26.5,26.75]	-0.8565119	-0.9525270	-0.7810294
silicate	S_Pacific	(26.75,27]	-0.9352239	-0.9635906	-0.9129548
silicate	S_Pacific	(27,27.25]	-0.9007748	-0.9284788	-0.8735863
silicate	S_Pacific	(27.25,27.5]	-0.8491874	-0.8721654	-0.8069400
silicate	S_Pacific	(27.5,27.75]	-0.6687382	-0.8046831	-0.4507016
silicate	S_Pacific	(27.75,27.85]	-0.3629956	-0.5863140	0.0453759
silicate	S_Pacific	(27.85,27.95]	-0.1719679	-0.6451655	0.4113184
silicate	S_Pacific	(27.95,28.05]	-0.0554024	-0.6604615	0.6079812
silicate	S_Pacific	(28.05,28.1]	0.0729215	-0.5258292	0.5149229
silicate	S_Pacific	(28.1,28.2]	0.3092177	-0.2291196	0.6049788
silicate	S_Pacific	(28.2,28.3]	0.6298968	0.4819256	0.8775130
silicate	S_Pacific	(28.3, Inf]	-0.1523223	-0.3636286	0.2667871
temp	Indian	(-Inf,26]	-0.1362516	-0.4821950	0.3298749
temp	Indian	(26,26.5]	0.5617920	0.2455378	0.8935446
temp	Indian	(26.5,26.75]	0.6507872	0.5034499	0.8454611
temp	Indian	(26.75,27]	0.5205491	0.4227354	0.6828384
temp	Indian	(27,27.25]	0.4187175	0.3148231	0.5099738
temp	Indian	(27.25,27.5]	0.2977254	0.2282353	0.3516054
temp	Indian	(27.5,27.75]	0.3970099	0.0872560	0.7833237
temp	Indian	(27.75,27.85]	-0.2555993	-0.8281039	0.6150795
temp	Indian	(27.85,27.95]	-0.4252722	-0.8182226	0.2718905
temp	Indian	(27.95,28.05]	-0.6261399	-0.8772707	-0.3058938
temp	Indian	(28.05,28.1]	-0.7747802	-0.9120803	-0.6625079
temp	Indian	(28.1,28.2]	-0.8199823	-0.9277220	-0.7218588
temp	Indian	(28.2,28.3]	-0.7411648	-0.8537068	-0.6176602
temp	Indian	(28.3, Inf]	0.2686739	-0.0114795	0.4929109
temp	N_Atlantic	(-Inf,26]	-0.2801066	-0.9556789	0.1344336
temp	N_Atlantic	(26,26.5]	-0.2907361	-0.5710321	-0.1314596
temp	N_Atlantic	(26.5,26.75]	-0.6857251	-0.8826987	-0.3037842
temp	N_Atlantic	(26.75,27]	-0.8929948	-0.9401920	-0.8253080
temp	N_Atlantic	(27,27.25]	-0.8503825	-0.9462773	-0.7496152
temp	N_Atlantic	(27.25,27.5]	-0.8033883	-0.8776112	-0.6742162
temp	N_Atlantic	(27.5,27.75]	-0.8082238	-0.8672371	-0.7229141
temp	N_Atlantic	(27.75,27.85]	-0.7678021	-0.8134688	-0.7137555
temp	N_Atlantic	(27.85,27.95]	-0.6816841	-0.7216796	-0.6438510
temp	N_Atlantic	(27.95,28.05]	-0.6388898	-0.7042684	-0.5748745
temp	N_Atlantic	(28.05,28.1]	-0.2392743	-0.3560050	-0.1179398
temp	N_Atlantic	(28.1,28.15]	0.2712441	0.0177232	0.6436960
temp	N_Atlantic	(28.15,28.2]	0.8001231	0.7506396	0.8837725
temp	N_Atlantic	(28.2, Inf]	-0.1084767	-0.7768970	0.9112387
temp	N_Pacific	(-Inf,26]	-0.7376411	-0.7784299	-0.7018587
temp	N_Pacific	(26,26.5]	-0.6408861	-0.7251023	-0.5866659
temp	N_Pacific	(26.5,26.75]	-0.6942259	-0.7555837	-0.5895117
temp	N_Pacific	(26.75,27]	-0.8123815	-0.8670894	-0.7669170
temp	N_Pacific	(27,27.25]	-0.8623098	-0.9105311	-0.7972430
temp	N_Pacific	(27.25,27.5]	-0.6789496	-0.7775857	-0.5538524
temp	N_Pacific	(27.5,27.75]	-0.5725129	-0.7288684	-0.4357856
temp	N_Pacific	(27.75,27.85]	-0.7955817	-0.8890701	-0.7267321
temp	N_Pacific	(27.85,27.95]	-0.5471885	-0.7056690	-0.4232519
temp	N_Pacific	(27.95,28.05]	-0.2263743	-0.3184370	-0.1134343
temp	N_Pacific	(28.05,28.1]	0.1398452	0.0802691	0.2136584
temp	N_Pacific	(28.1,28.2]	0.0948450	0.0158567	0.1788758
temp	N_Pacific	(28.2,28.3]	0.7382660	0.7009423	0.7708269
temp	N_Pacific	(28.3, Inf]	0.8363670	0.7941233	0.8652154
temp	S_Atlantic	(-Inf,26]	-0.9850165	-0.9850165	-0.9850165
temp	S_Atlantic	(26,26.5]	-0.1713890	-0.3009604	0.0078415
temp	S_Atlantic	(26.5,26.75]	0.1920016	0.0778704	0.4166957
temp	S_Atlantic	(26.75,27]	0.6207547	0.5228431	0.7263784
temp	S_Atlantic	(27,27.25]	0.7663174	0.6458999	0.9307422
temp	S_Atlantic	(27.25,27.5]	0.8301564	0.7622353	0.9035893
temp	S_Atlantic	(27.5,27.75]	0.6748054	0.6121816	0.7743115
temp	S_Atlantic	(27.75,27.85]	0.6459249	0.4557926	0.9056044
temp	S_Atlantic	(27.85,27.95]	0.7455793	0.6194922	0.9043690
temp	S_Atlantic	(27.95,28.05]	0.8009125	0.7453916	0.9087303
temp	S_Atlantic	(28.05,28.1]	0.8712921	0.8424100	0.9242299
temp	S_Atlantic	(28.1,28.15]	0.8999352	0.8768190	0.9312309
temp	S_Atlantic	(28.15,28.2]	0.9213529	0.9001609	0.9425652
temp	S_Atlantic	(28.2, Inf]	0.8659370	0.8247896	0.9366342
temp	S_Pacific	(-Inf,26]	-0.8165259	-0.8615991	-0.7884823
temp	S_Pacific	(26,26.5]	-0.2592370	-0.3227276	-0.1802531
temp	S_Pacific	(26.5,26.75]	0.3214458	0.2638187	0.3659821
temp	S_Pacific	(26.75,27]	0.6595985	0.6319192	0.6910858
temp	S_Pacific	(27,27.25]	0.6290849	0.5792627	0.6684814
temp	S_Pacific	(27.25,27.5]	0.4000421	0.3628555	0.4243808
temp	S_Pacific	(27.5,27.75]	0.0215279	-0.0318024	0.1169427
temp	S_Pacific	(27.75,27.85]	-0.4691461	-0.6648299	-0.1048261
temp	S_Pacific	(27.85,27.95]	-0.4435257	-0.8354882	0.0958993
temp	S_Pacific	(27.95,28.05]	-0.3477591	-0.8548374	0.3221367
temp	S_Pacific	(28.05,28.1]	-0.2432932	-0.7712938	0.1971961
temp	S_Pacific	(28.1,28.2]	-0.0964215	-0.5984863	0.1690475
temp	S_Pacific	(28.2,28.3]	0.3059041	0.1117877	0.5170878
temp	S_Pacific	(28.3, Inf]	-0.0760217	-0.2616333	0.2510643

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