eMLR - assumption testing

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Last updated: 2021-06-23

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

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

Past versions of predictor_correlation_per_basin-2.png

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

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-4.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Indian	(-Inf,26]	0.9843502	0.9825218	0.9856274
aou + nitrate	Indian	(26,26.5]	0.9715349	0.9679572	0.9754667
aou + nitrate	Indian	(26.5,26.75]	0.9553383	0.9457589	0.9663816
aou + nitrate	Indian	(26.75,27]	0.8998415	0.8835519	0.9305414
aou + nitrate	Indian	(27,27.25]	0.8017441	0.7599759	0.8792417
aou + nitrate	Indian	(27.25,27.5]	0.8985915	0.8967836	0.9015054
aou + nitrate	Indian	(27.5,27.75]	0.9544201	0.9504987	0.9616810
aou + nitrate	Indian	(27.75,27.85]	0.9767978	0.9613314	0.9868057
aou + nitrate	Indian	(27.85,27.95]	0.9588889	0.9373289	0.9747400
aou + nitrate	Indian	(27.95,28.05]	0.9571504	0.9449778	0.9643304
aou + nitrate	Indian	(28.05,28.1]	0.9882424	0.9836400	0.9917669
aou + nitrate	Indian	(28.1,28.2]	0.9736657	0.9610313	0.9855368
aou + nitrate	Indian	(28.2,28.3]	0.8789173	0.8296051	0.9140519
aou + nitrate	Indian	(28.3, Inf]	0.5798989	0.1187429	0.8306698
aou + nitrate	N_Atlantic	(-Inf,26]	0.9693630	0.9655419	0.9752288
aou + nitrate	N_Atlantic	(26,26.5]	0.9679817	0.9620466	0.9718890
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9736287	0.9570117	0.9891863
aou + nitrate	N_Atlantic	(26.75,27]	0.9856941	0.9809772	0.9909584
aou + nitrate	N_Atlantic	(27,27.25]	0.9660400	0.9563677	0.9771359
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9477662	0.9457342	0.9508567
aou + nitrate	N_Atlantic	(27.5,27.75]	0.8844816	0.8766728	0.8950673
aou + nitrate	N_Atlantic	(27.75,27.85]	0.8347502	0.8004367	0.8535554
aou + nitrate	N_Atlantic	(27.85,27.95]	0.8786552	0.7726986	0.9385756
aou + nitrate	N_Atlantic	(27.95,28.05]	0.6936001	0.3915562	0.8557589
aou + nitrate	N_Atlantic	(28.05,28.1]	0.9068085	0.8137649	0.9661555
aou + nitrate	N_Atlantic	(28.1,28.15]	0.9320671	0.8711221	0.9684889
aou + nitrate	N_Atlantic	(28.15,28.2]	0.1474805	-0.2537082	0.9183623
aou + nitrate	N_Atlantic	(28.2, Inf]	-0.3123043	-0.9893947	0.6456109
aou + nitrate	N_Pacific	(-Inf,26]	0.8493056	0.8016954	0.9285026
aou + nitrate	N_Pacific	(26,26.5]	0.4546429	0.3570287	0.6494542
aou + nitrate	N_Pacific	(26.5,26.75]	-0.0090725	-0.2645970	0.2987570
aou + nitrate	N_Pacific	(26.75,27]	-0.4177262	-0.5915901	-0.2495420
aou + nitrate	N_Pacific	(27,27.25]	-0.6265307	-0.7309031	-0.5712196
aou + nitrate	N_Pacific	(27.25,27.5]	-0.8143274	-0.8734169	-0.7809574
aou + nitrate	N_Pacific	(27.5,27.75]	-0.8451041	-0.8915263	-0.8133454
aou + nitrate	N_Pacific	(27.75,27.85]	-0.8147582	-0.8644201	-0.7700052
aou + nitrate	N_Pacific	(27.85,27.95]	-0.7321645	-0.8219065	-0.6606896
aou + nitrate	N_Pacific	(27.95,28.05]	-0.0539800	-0.1122685	0.0072000
aou + nitrate	N_Pacific	(28.05,28.1]	0.8913505	0.8812662	0.9001765
aou + nitrate	N_Pacific	(28.1,28.2]	0.9786647	0.9760755	0.9809567
aou + nitrate	N_Pacific	(28.2,28.3]	0.9793753	0.9738468	0.9841936
aou + nitrate	S_Atlantic	(-Inf,26]	0.8373230	0.7520388	0.9359174
aou + nitrate	S_Atlantic	(26,26.5]	0.8998674	0.8428670	0.9356879
aou + nitrate	S_Atlantic	(26.5,26.75]	0.9734388	0.9696209	0.9755143
aou + nitrate	S_Atlantic	(26.75,27]	0.9332577	0.8983722	0.9761383
aou + nitrate	S_Atlantic	(27,27.25]	0.8463185	0.7673252	0.9737011
aou + nitrate	S_Atlantic	(27.25,27.5]	0.8663689	0.7696258	0.9802073
aou + nitrate	S_Atlantic	(27.5,27.75]	0.4503135	0.1004200	0.9553936
aou + nitrate	S_Atlantic	(27.75,27.85]	0.5148381	0.3952545	0.6651471
aou + nitrate	S_Atlantic	(27.85,27.95]	0.5803622	0.2540251	0.7671837
aou + nitrate	S_Atlantic	(27.95,28.05]	0.7819784	0.7456792	0.8156994
aou + nitrate	S_Atlantic	(28.05,28.1]	0.8211373	0.7706797	0.8885503
aou + nitrate	S_Atlantic	(28.1,28.15]	0.6437958	0.5401480	0.8301315
aou + nitrate	S_Atlantic	(28.15,28.2]	0.6907777	0.4277964	0.9024437
aou + nitrate	S_Atlantic	(28.2, Inf]	0.4356286	0.1308423	0.6881847
aou + nitrate	S_Pacific	(-Inf,26]	0.9784205	0.9754718	0.9824087
aou + nitrate	S_Pacific	(26,26.5]	0.8932094	0.8827721	0.9125928
aou + nitrate	S_Pacific	(26.5,26.75]	0.4403006	0.3610970	0.5168320
aou + nitrate	S_Pacific	(26.75,27]	-0.1022675	-0.2695261	0.0640106
aou + nitrate	S_Pacific	(27,27.25]	-0.3878460	-0.5032996	-0.2087641
aou + nitrate	S_Pacific	(27.25,27.5]	-0.7256170	-0.7823960	-0.6649794
aou + nitrate	S_Pacific	(27.5,27.75]	-0.8076927	-0.8470137	-0.7595374
aou + nitrate	S_Pacific	(27.75,27.85]	-0.7484768	-0.7851701	-0.6824748
aou + nitrate	S_Pacific	(27.85,27.95]	-0.4131191	-0.4807267	-0.3418064
aou + nitrate	S_Pacific	(27.95,28.05]	0.8739846	0.8696056	0.8814912
aou + nitrate	S_Pacific	(28.05,28.1]	0.9897101	0.9880941	0.9909201
aou + nitrate	S_Pacific	(28.1,28.2]	0.9792534	0.9670904	0.9853367
aou + nitrate	S_Pacific	(28.2,28.3]	0.2687516	0.1637944	0.4353769
aou + nitrate	S_Pacific	(28.3, Inf]	0.9388670	0.9313186	0.9532059
aou + phosphate	Indian	(-Inf,26]	0.9885222	0.9866692	0.9907744
aou + phosphate	Indian	(26,26.5]	0.9892015	0.9887929	0.9896470
aou + phosphate	Indian	(26.5,26.75]	0.9922148	0.9903260	0.9939918
aou + phosphate	Indian	(26.75,27]	0.9846563	0.9827398	0.9877004
aou + phosphate	Indian	(27,27.25]	0.9716097	0.9627811	0.9802978
aou + phosphate	Indian	(27.25,27.5]	0.9759353	0.9709924	0.9830250
aou + phosphate	Indian	(27.5,27.75]	0.9895464	0.9841771	0.9953027
aou + phosphate	Indian	(27.75,27.85]	0.9909293	0.9839235	0.9962512
aou + phosphate	Indian	(27.85,27.95]	0.9863003	0.9775972	0.9916919
aou + phosphate	Indian	(27.95,28.05]	0.9799769	0.9717641	0.9841095
aou + phosphate	Indian	(28.05,28.1]	0.9932906	0.9904278	0.9952363
aou + phosphate	Indian	(28.1,28.2]	0.9814797	0.9727109	0.9906487
aou + phosphate	Indian	(28.2,28.3]	0.8937562	0.8478510	0.9232870
aou + phosphate	Indian	(28.3, Inf]	0.5697065	0.0856827	0.8310180
aou + phosphate	N_Atlantic	(-Inf,26]	0.9694280	0.9641981	0.9748439
aou + phosphate	N_Atlantic	(26,26.5]	0.9812301	0.9711567	0.9878466
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9889104	0.9856468	0.9919469
aou + phosphate	N_Atlantic	(26.75,27]	0.9933618	0.9932350	0.9934598
aou + phosphate	N_Atlantic	(27,27.25]	0.9879897	0.9836150	0.9903355
aou + phosphate	N_Atlantic	(27.25,27.5]	0.9596579	0.9391777	0.9710401
aou + phosphate	N_Atlantic	(27.5,27.75]	0.9339654	0.8871115	0.9684249
aou + phosphate	N_Atlantic	(27.75,27.85]	0.9120040	0.8114622	0.9709261
aou + phosphate	N_Atlantic	(27.85,27.95]	0.9193909	0.8112525	0.9770507
aou + phosphate	N_Atlantic	(27.95,28.05]	0.6969854	0.3777883	0.8714664
aou + phosphate	N_Atlantic	(28.05,28.1]	0.8958497	0.7897768	0.9632560
aou + phosphate	N_Atlantic	(28.1,28.15]	0.9313670	0.8679249	0.9692330
aou + phosphate	N_Atlantic	(28.15,28.2]	0.1427430	-0.2625089	0.9223150
aou + phosphate	N_Atlantic	(28.2, Inf]	-0.3258383	-0.9898864	0.6139201
aou + phosphate	N_Pacific	(-Inf,26]	0.8946830	0.8577592	0.9511174
aou + phosphate	N_Pacific	(26,26.5]	0.9110189	0.8826515	0.9306080
aou + phosphate	N_Pacific	(26.5,26.75]	0.8838001	0.8685633	0.9117492
aou + phosphate	N_Pacific	(26.75,27]	0.8709605	0.8437861	0.8999340
aou + phosphate	N_Pacific	(27,27.25]	0.8433985	0.8411069	0.8468417
aou + phosphate	N_Pacific	(27.25,27.5]	0.8710602	0.8573282	0.8903415
aou + phosphate	N_Pacific	(27.5,27.75]	0.9470163	0.9419448	0.9570461
aou + phosphate	N_Pacific	(27.75,27.85]	0.9803289	0.9775469	0.9843334
aou + phosphate	N_Pacific	(27.85,27.95]	0.9862034	0.9840825	0.9880806
aou + phosphate	N_Pacific	(27.95,28.05]	0.9975026	0.9973821	0.9976735
aou + phosphate	N_Pacific	(28.05,28.1]	0.9993527	0.9992936	0.9994519
aou + phosphate	N_Pacific	(28.1,28.2]	0.9947063	0.9938161	0.9957930
aou + phosphate	N_Pacific	(28.2,28.3]	0.9845743	0.9799218	0.9879716
aou + phosphate	S_Atlantic	(-Inf,26]	0.8050484	0.7147570	0.9228489
aou + phosphate	S_Atlantic	(26,26.5]	0.8992830	0.8231031	0.9464989
aou + phosphate	S_Atlantic	(26.5,26.75]	0.9834668	0.9756683	0.9914342
aou + phosphate	S_Atlantic	(26.75,27]	0.9828156	0.9797910	0.9870823
aou + phosphate	S_Atlantic	(27,27.25]	0.9871923	0.9846487	0.9893835
aou + phosphate	S_Atlantic	(27.25,27.5]	0.9912029	0.9900420	0.9921010
aou + phosphate	S_Atlantic	(27.5,27.75]	0.9907715	0.9894198	0.9920761
aou + phosphate	S_Atlantic	(27.75,27.85]	0.9693270	0.9358518	0.9871132
aou + phosphate	S_Atlantic	(27.85,27.95]	0.8928269	0.7765985	0.9515486
aou + phosphate	S_Atlantic	(27.95,28.05]	0.8412190	0.8141532	0.8630111
aou + phosphate	S_Atlantic	(28.05,28.1]	0.8523802	0.8095596	0.9010893
aou + phosphate	S_Atlantic	(28.1,28.15]	0.6969521	0.6031525	0.8485203
aou + phosphate	S_Atlantic	(28.15,28.2]	0.7332177	0.5142178	0.9022074
aou + phosphate	S_Atlantic	(28.2, Inf]	0.4623748	0.1376472	0.7259320
aou + phosphate	S_Pacific	(-Inf,26]	0.9706389	0.9589709	0.9788712
aou + phosphate	S_Pacific	(26,26.5]	0.9844035	0.9805817	0.9863627
aou + phosphate	S_Pacific	(26.5,26.75]	0.9804438	0.9775911	0.9856357
aou + phosphate	S_Pacific	(26.75,27]	0.9713218	0.9681005	0.9758813
aou + phosphate	S_Pacific	(27,27.25]	0.9460945	0.9390133	0.9528254
aou + phosphate	S_Pacific	(27.25,27.5]	0.9229126	0.9021515	0.9339540
aou + phosphate	S_Pacific	(27.5,27.75]	0.9586888	0.9468689	0.9673723
aou + phosphate	S_Pacific	(27.75,27.85]	0.9884825	0.9855034	0.9912205
aou + phosphate	S_Pacific	(27.85,27.95]	0.9934496	0.9932940	0.9937552
aou + phosphate	S_Pacific	(27.95,28.05]	0.9976007	0.9974887	0.9977548
aou + phosphate	S_Pacific	(28.05,28.1]	0.9981517	0.9980594	0.9982040
aou + phosphate	S_Pacific	(28.1,28.2]	0.9854405	0.9745506	0.9913129
aou + phosphate	S_Pacific	(28.2,28.3]	0.2767721	0.1896868	0.4473028
aou + phosphate	S_Pacific	(28.3, Inf]	0.9366104	0.9260943	0.9540813
aou + phosphate_star	Indian	(-Inf,26]	0.8909766	0.8856431	0.8951597
aou + phosphate_star	Indian	(26,26.5]	0.8233204	0.8106036	0.8329045
aou + phosphate_star	Indian	(26.5,26.75]	0.7852721	0.7554331	0.8160889
aou + phosphate_star	Indian	(26.75,27]	0.5453923	0.5005444	0.5873316
aou + phosphate_star	Indian	(27,27.25]	0.1012536	0.0672275	0.1652170
aou + phosphate_star	Indian	(27.25,27.5]	-0.2045939	-0.2951013	-0.0807090
aou + phosphate_star	Indian	(27.5,27.75]	-0.4292149	-0.5616646	-0.3103136
aou + phosphate_star	Indian	(27.75,27.85]	-0.3915095	-0.5052098	-0.2941988
aou + phosphate_star	Indian	(27.85,27.95]	-0.3037805	-0.4429377	-0.1895211
aou + phosphate_star	Indian	(27.95,28.05]	0.1501629	0.0266508	0.2233235
aou + phosphate_star	Indian	(28.05,28.1]	0.3492452	0.2832051	0.4237360
aou + phosphate_star	Indian	(28.1,28.2]	0.4419364	0.3146005	0.5415020
aou + phosphate_star	Indian	(28.2,28.3]	0.3894737	0.2773072	0.4574479
aou + phosphate_star	Indian	(28.3, Inf]	0.4697331	-0.0979712	0.7656554
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.7969968	0.7640229	0.8250710
aou + phosphate_star	N_Atlantic	(26,26.5]	0.8401401	0.7498561	0.8960768
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.8434368	0.8059826	0.8850491
aou + phosphate_star	N_Atlantic	(26.75,27]	0.8874596	0.8812036	0.8932751
aou + phosphate_star	N_Atlantic	(27,27.25]	0.8248791	0.7608511	0.8722365
aou + phosphate_star	N_Atlantic	(27.25,27.5]	0.5459996	0.3931134	0.6990918
aou + phosphate_star	N_Atlantic	(27.5,27.75]	0.4073153	0.1917481	0.5558428
aou + phosphate_star	N_Atlantic	(27.75,27.85]	0.2964737	0.0551567	0.4526978
aou + phosphate_star	N_Atlantic	(27.85,27.95]	0.1079628	-0.1678465	0.3189723
aou + phosphate_star	N_Atlantic	(27.95,28.05]	0.2469106	0.0678801	0.3505383
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.7852987	0.6143800	0.9044685
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.8216991	0.6912283	0.9011934
aou + phosphate_star	N_Atlantic	(28.15,28.2]	-0.1269530	-0.6311350	0.8329304
aou + phosphate_star	N_Atlantic	(28.2, Inf]	-0.3961261	-0.9609671	0.6039438
aou + phosphate_star	N_Pacific	(-Inf,26]	0.6125352	0.4929110	0.7725204
aou + phosphate_star	N_Pacific	(26,26.5]	0.3441643	0.0090866	0.5554061
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.0855827	-0.0858899	0.3346351
aou + phosphate_star	N_Pacific	(26.75,27]	0.1838026	0.0384957	0.3681127
aou + phosphate_star	N_Pacific	(27,27.25]	0.5362533	0.4472634	0.6354191
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.7356634	0.6930182	0.8079576
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.8548304	0.8315436	0.8918975
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.9067849	0.8844446	0.9297369
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.8824796	0.8570487	0.8964497
aou + phosphate_star	N_Pacific	(27.95,28.05]	0.9025709	0.8944847	0.9180516
aou + phosphate_star	N_Pacific	(28.05,28.1]	0.8807339	0.8533746	0.9046199
aou + phosphate_star	N_Pacific	(28.1,28.2]	0.2477188	0.1006730	0.4335835
aou + phosphate_star	N_Pacific	(28.2,28.3]	0.7859876	0.7374697	0.8289870
aou + phosphate_star	S_Atlantic	(-Inf,26]	0.5298138	0.4764281	0.5707760
aou + phosphate_star	S_Atlantic	(26,26.5]	0.4958612	0.4412708	0.5508170
aou + phosphate_star	S_Atlantic	(26.5,26.75]	0.0726075	-0.1768172	0.4232748
aou + phosphate_star	S_Atlantic	(26.75,27]	-0.0145212	-0.1141832	0.1720714
aou + phosphate_star	S_Atlantic	(27,27.25]	-0.5238681	-0.7030263	-0.3327184
aou + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6269907	-0.7116380	-0.4679148
aou + phosphate_star	S_Atlantic	(27.5,27.75]	-0.5681653	-0.7741907	-0.3488907
aou + phosphate_star	S_Atlantic	(27.75,27.85]	-0.5774886	-0.7505244	-0.4594368
aou + phosphate_star	S_Atlantic	(27.85,27.95]	-0.3585316	-0.4954360	-0.1906463
aou + phosphate_star	S_Atlantic	(27.95,28.05]	0.3135412	0.0922058	0.5723964
aou + phosphate_star	S_Atlantic	(28.05,28.1]	0.6038259	0.4980702	0.6730413
aou + phosphate_star	S_Atlantic	(28.1,28.15]	0.3170811	0.0909414	0.5702878
aou + phosphate_star	S_Atlantic	(28.15,28.2]	0.1306791	0.0047971	0.3746962
aou + phosphate_star	S_Atlantic	(28.2, Inf]	0.0587687	-0.0971274	0.1795230
aou + phosphate_star	S_Pacific	(-Inf,26]	0.8222404	0.7811241	0.8778839
aou + phosphate_star	S_Pacific	(26,26.5]	0.8735085	0.8285764	0.9049340
aou + phosphate_star	S_Pacific	(26.5,26.75]	0.8750358	0.8460374	0.8975101
aou + phosphate_star	S_Pacific	(26.75,27]	0.8458186	0.8243225	0.8567308
aou + phosphate_star	S_Pacific	(27,27.25]	0.7828907	0.7283909	0.8280026
aou + phosphate_star	S_Pacific	(27.25,27.5]	0.7787022	0.7242407	0.8160691
aou + phosphate_star	S_Pacific	(27.5,27.75]	0.8062157	0.7193784	0.8543761
aou + phosphate_star	S_Pacific	(27.75,27.85]	0.8829814	0.8310143	0.9204767
aou + phosphate_star	S_Pacific	(27.85,27.95]	0.8913751	0.8568750	0.9356892
aou + phosphate_star	S_Pacific	(27.95,28.05]	0.8455012	0.7856091	0.8971918
aou + phosphate_star	S_Pacific	(28.05,28.1]	0.8347632	0.8024412	0.8578578
aou + phosphate_star	S_Pacific	(28.1,28.2]	0.4542138	0.3551608	0.5361663
aou + phosphate_star	S_Pacific	(28.2,28.3]	-0.5000783	-0.5827146	-0.4052528
aou + phosphate_star	S_Pacific	(28.3, Inf]	0.6509888	0.5748752	0.7718562
aou + silicate	Indian	(-Inf,26]	0.9430325	0.9371873	0.9473360
aou + silicate	Indian	(26,26.5]	0.9148201	0.8958801	0.9278085
aou + silicate	Indian	(26.5,26.75]	0.9272579	0.9176094	0.9366305
aou + silicate	Indian	(26.75,27]	0.9407544	0.9345546	0.9449935
aou + silicate	Indian	(27,27.25]	0.9458178	0.9456025	0.9461875
aou + silicate	Indian	(27.25,27.5]	0.9637580	0.9602289	0.9660566
aou + silicate	Indian	(27.5,27.75]	0.9574486	0.9503682	0.9647415
aou + silicate	Indian	(27.75,27.85]	0.9571214	0.9421425	0.9697875
aou + silicate	Indian	(27.85,27.95]	0.9495265	0.9400898	0.9620462
aou + silicate	Indian	(27.95,28.05]	0.9063951	0.8930998	0.9307866
aou + silicate	Indian	(28.05,28.1]	0.8950340	0.8897274	0.9006366
aou + silicate	Indian	(28.1,28.2]	0.8966497	0.8812305	0.9269578
aou + silicate	Indian	(28.2,28.3]	0.7910845	0.6986941	0.8467774
aou + silicate	Indian	(28.3, Inf]	0.0551953	-0.6009440	0.4815341
aou + silicate	N_Atlantic	(-Inf,26]	0.8816231	0.8570590	0.9016760
aou + silicate	N_Atlantic	(26,26.5]	0.8910126	0.8269435	0.9305984
aou + silicate	N_Atlantic	(26.5,26.75]	0.9182194	0.9000929	0.9424827
aou + silicate	N_Atlantic	(26.75,27]	0.9490324	0.9446940	0.9537912
aou + silicate	N_Atlantic	(27,27.25]	0.9257804	0.8936154	0.9486961
aou + silicate	N_Atlantic	(27.25,27.5]	0.8266615	0.7616672	0.8779177
aou + silicate	N_Atlantic	(27.5,27.75]	0.8383690	0.7775248	0.8755724
aou + silicate	N_Atlantic	(27.75,27.85]	0.9370086	0.9041821	0.9550354
aou + silicate	N_Atlantic	(27.85,27.95]	0.8399359	0.7680391	0.8904389
aou + silicate	N_Atlantic	(27.95,28.05]	0.4767672	0.3433783	0.5587822
aou + silicate	N_Atlantic	(28.05,28.1]	0.8942951	0.8276888	0.9336602
aou + silicate	N_Atlantic	(28.1,28.15]	0.9165825	0.8760420	0.9609975
aou + silicate	N_Atlantic	(28.15,28.2]	-0.1185352	-0.5945353	0.7517954
aou + silicate	N_Atlantic	(28.2, Inf]	-0.4751313	-0.9838695	0.4849253
aou + silicate	N_Pacific	(-Inf,26]	0.7274322	0.6438232	0.8479629
aou + silicate	N_Pacific	(26,26.5]	0.5788931	0.3268666	0.7167143
aou + silicate	N_Pacific	(26.5,26.75]	0.4331716	0.2021118	0.6234853
aou + silicate	N_Pacific	(26.75,27]	0.3237589	0.1291536	0.4791638
aou + silicate	N_Pacific	(27,27.25]	0.4649592	0.4393306	0.4831523
aou + silicate	N_Pacific	(27.25,27.5]	0.6554646	0.5984300	0.6865908
aou + silicate	N_Pacific	(27.5,27.75]	0.7622798	0.7550743	0.7757938
aou + silicate	N_Pacific	(27.75,27.85]	0.7988707	0.7682730	0.8225262
aou + silicate	N_Pacific	(27.85,27.95]	0.8406062	0.8194700	0.8563350
aou + silicate	N_Pacific	(27.95,28.05]	0.8628302	0.8511566	0.8845503
aou + silicate	N_Pacific	(28.05,28.1]	0.8895092	0.8577700	0.9094557
aou + silicate	N_Pacific	(28.1,28.2]	0.7445660	0.7048220	0.7999283
aou + silicate	N_Pacific	(28.2,28.3]	0.9765398	0.9717569	0.9841919
aou + silicate	S_Atlantic	(-Inf,26]	0.7628867	0.6911505	0.8992563
aou + silicate	S_Atlantic	(26,26.5]	0.7878818	0.7277856	0.8393078
aou + silicate	S_Atlantic	(26.5,26.75]	0.8153643	0.7500541	0.9065247
aou + silicate	S_Atlantic	(26.75,27]	0.7127769	0.6657669	0.7686974
aou + silicate	S_Atlantic	(27,27.25]	0.7905558	0.7172171	0.8302898
aou + silicate	S_Atlantic	(27.25,27.5]	0.7516024	0.7377847	0.7664711
aou + silicate	S_Atlantic	(27.5,27.75]	0.6950549	0.6480480	0.7241128
aou + silicate	S_Atlantic	(27.75,27.85]	0.5311067	0.3700022	0.6753703
aou + silicate	S_Atlantic	(27.85,27.95]	0.3104809	0.1624405	0.4179782
aou + silicate	S_Atlantic	(27.95,28.05]	0.5170590	0.3932383	0.6539191
aou + silicate	S_Atlantic	(28.05,28.1]	0.0845162	-0.2254127	0.3359853
aou + silicate	S_Atlantic	(28.1,28.15]	0.0996591	-0.1692431	0.3190577
aou + silicate	S_Atlantic	(28.15,28.2]	0.4922657	0.1516474	0.6689263
aou + silicate	S_Atlantic	(28.2, Inf]	0.1992445	0.0124742	0.3379985
aou + silicate	S_Pacific	(-Inf,26]	0.9454902	0.9361862	0.9630108
aou + silicate	S_Pacific	(26,26.5]	0.9234846	0.8927391	0.9513697
aou + silicate	S_Pacific	(26.5,26.75]	0.9049070	0.8796552	0.9346217
aou + silicate	S_Pacific	(26.75,27]	0.8909261	0.8770498	0.9103941
aou + silicate	S_Pacific	(27,27.25]	0.8923096	0.8890378	0.8980279
aou + silicate	S_Pacific	(27.25,27.5]	0.9373018	0.9309896	0.9414017
aou + silicate	S_Pacific	(27.5,27.75]	0.9754363	0.9712041	0.9777305
aou + silicate	S_Pacific	(27.75,27.85]	0.9910361	0.9892802	0.9925710
aou + silicate	S_Pacific	(27.85,27.95]	0.9766712	0.9674992	0.9864757
aou + silicate	S_Pacific	(27.95,28.05]	0.9592700	0.9499867	0.9697775
aou + silicate	S_Pacific	(28.05,28.1]	0.9852203	0.9827427	0.9875065
aou + silicate	S_Pacific	(28.1,28.2]	0.9516717	0.9312638	0.9631683
aou + silicate	S_Pacific	(28.2,28.3]	0.1129957	-0.0365455	0.2308214
aou + silicate	S_Pacific	(28.3, Inf]	0.7451810	0.6444653	0.8508264
nitrate + phosphate	Indian	(-Inf,26]	0.9904071	0.9890685	0.9917671
nitrate + phosphate	Indian	(26,26.5]	0.9705203	0.9587887	0.9798647
nitrate + phosphate	Indian	(26.5,26.75]	0.9479566	0.9267383	0.9711336
nitrate + phosphate	Indian	(26.75,27]	0.9117658	0.8875234	0.9578593
nitrate + phosphate	Indian	(27,27.25]	0.8290215	0.7692513	0.9391903
nitrate + phosphate	Indian	(27.25,27.5]	0.9058602	0.8863450	0.9310211
nitrate + phosphate	Indian	(27.5,27.75]	0.9657432	0.9544651	0.9785380
nitrate + phosphate	Indian	(27.75,27.85]	0.9933998	0.9923402	0.9947116
nitrate + phosphate	Indian	(27.85,27.95]	0.9903004	0.9880481	0.9925074
nitrate + phosphate	Indian	(27.95,28.05]	0.9947284	0.9944333	0.9950023
nitrate + phosphate	Indian	(28.05,28.1]	0.9990495	0.9989047	0.9992104
nitrate + phosphate	Indian	(28.1,28.2]	0.9989626	0.9985346	0.9991784
nitrate + phosphate	Indian	(28.2,28.3]	0.9971641	0.9962474	0.9979608
nitrate + phosphate	Indian	(28.3, Inf]	0.9984022	0.9979498	0.9986738
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.9991423	0.9984991	0.9995316
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9847267	0.9719989	0.9986311
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9767206	0.9540649	0.9986979
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9853840	0.9757809	0.9958751
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9720365	0.9561135	0.9894098
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9829524	0.9743396	0.9947614
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9421897	0.8966170	0.9942989
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9250144	0.8657666	0.9900344
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9730185	0.9607779	0.9811472
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9961714	0.9955270	0.9968373
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9987967	0.9977755	0.9994063
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9996939	0.9994819	0.9998205
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9992595	0.9988710	0.9998016
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9987576	0.9980316	0.9994383
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9832191	0.9787818	0.9871074
nitrate + phosphate	N_Pacific	(26,26.5]	0.5166968	0.3964897	0.6989024
nitrate + phosphate	N_Pacific	(26.5,26.75]	-0.0757584	-0.3903849	0.2399240
nitrate + phosphate	N_Pacific	(26.75,27]	-0.6130899	-0.8007939	-0.4331279
nitrate + phosphate	N_Pacific	(27,27.25]	-0.8434943	-0.9277995	-0.7903029
nitrate + phosphate	N_Pacific	(27.25,27.5]	-0.9342470	-0.9650667	-0.9184400
nitrate + phosphate	N_Pacific	(27.5,27.75]	-0.9413047	-0.9572767	-0.9257084
nitrate + phosphate	N_Pacific	(27.75,27.85]	-0.9021501	-0.9289304	-0.8773089
nitrate + phosphate	N_Pacific	(27.85,27.95]	-0.8194806	-0.8907302	-0.7682960
nitrate + phosphate	N_Pacific	(27.95,28.05]	-0.1072484	-0.1645181	-0.0485311
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.8941315	0.8830757	0.9034427
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9905324	0.9887864	0.9920776
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9992400	0.9990325	0.9995066
nitrate + phosphate	S_Atlantic	(-Inf,26]	0.9923279	0.9892502	0.9940651
nitrate + phosphate	S_Atlantic	(26,26.5]	0.9934627	0.9904635	0.9953085
nitrate + phosphate	S_Atlantic	(26.5,26.75]	0.9831612	0.9768605	0.9953951
nitrate + phosphate	S_Atlantic	(26.75,27]	0.9287685	0.8812324	0.9925984
nitrate + phosphate	S_Atlantic	(27,27.25]	0.8148574	0.7153328	0.9830488
nitrate + phosphate	S_Atlantic	(27.25,27.5]	0.8404399	0.7215500	0.9925002
nitrate + phosphate	S_Atlantic	(27.5,27.75]	0.3869847	0.0009350	0.9699250
nitrate + phosphate	S_Atlantic	(27.75,27.85]	0.5683164	0.3545648	0.8765876
nitrate + phosphate	S_Atlantic	(27.85,27.95]	0.8550661	0.7937755	0.9119830
nitrate + phosphate	S_Atlantic	(27.95,28.05]	0.9918946	0.9903806	0.9930849
nitrate + phosphate	S_Atlantic	(28.05,28.1]	0.9942514	0.9935844	0.9952297
nitrate + phosphate	S_Atlantic	(28.1,28.15]	0.9914199	0.9888235	0.9942019
nitrate + phosphate	S_Atlantic	(28.15,28.2]	0.9946101	0.9907493	0.9968914
nitrate + phosphate	S_Atlantic	(28.2, Inf]	0.9986869	0.9980718	0.9994156
nitrate + phosphate	S_Pacific	(-Inf,26]	0.9776185	0.9717855	0.9849340
nitrate + phosphate	S_Pacific	(26,26.5]	0.8772551	0.8144580	0.9185931
nitrate + phosphate	S_Pacific	(26.5,26.75]	0.3379947	0.1938495	0.4174046
nitrate + phosphate	S_Pacific	(26.75,27]	-0.2736257	-0.4569041	-0.1277443
nitrate + phosphate	S_Pacific	(27,27.25]	-0.6124716	-0.7010635	-0.4841691
nitrate + phosphate	S_Pacific	(27.25,27.5]	-0.8994308	-0.9319069	-0.8550605
nitrate + phosphate	S_Pacific	(27.5,27.75]	-0.9185405	-0.9228516	-0.9163655
nitrate + phosphate	S_Pacific	(27.75,27.85]	-0.8222241	-0.8424164	-0.7826493
nitrate + phosphate	S_Pacific	(27.85,27.95]	-0.4923023	-0.5543180	-0.4231871
nitrate + phosphate	S_Pacific	(27.95,28.05]	0.8697128	0.8626211	0.8750495
nitrate + phosphate	S_Pacific	(28.05,28.1]	0.9862319	0.9853908	0.9872286
nitrate + phosphate	S_Pacific	(28.1,28.2]	0.9936906	0.9930570	0.9944986
nitrate + phosphate	S_Pacific	(28.2,28.3]	0.9946294	0.9930164	0.9961763
nitrate + phosphate	S_Pacific	(28.3, Inf]	0.9988519	0.9983146	0.9991870
nitrate + phosphate_star	Indian	(-Inf,26]	0.9319501	0.9301316	0.9347657
nitrate + phosphate_star	Indian	(26,26.5]	0.8412630	0.8171862	0.8794953
nitrate + phosphate_star	Indian	(26.5,26.75]	0.7634647	0.7262618	0.8014481
nitrate + phosphate_star	Indian	(26.75,27]	0.6369411	0.5636159	0.7462302
nitrate + phosphate_star	Indian	(27,27.25]	0.3252141	0.2561213	0.4178417
nitrate + phosphate_star	Indian	(27.25,27.5]	0.0057336	-0.1515679	0.2082633
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.2285755	-0.4061032	-0.0443440
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.2020205	-0.3697522	-0.0235350
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.0386365	-0.2009572	0.0668813
nitrate + phosphate_star	Indian	(27.95,28.05]	0.4066865	0.2656442	0.4964113
nitrate + phosphate_star	Indian	(28.05,28.1]	0.4420054	0.3432672	0.5153976
nitrate + phosphate_star	Indian	(28.1,28.2]	0.5415453	0.4592848	0.6026728
nitrate + phosphate_star	Indian	(28.2,28.3]	0.7226051	0.6951677	0.7544876
nitrate + phosphate_star	Indian	(28.3, Inf]	0.9815557	0.9655916	0.9906112
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.9187387	0.9005667	0.9279693
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.9125863	0.8789536	0.9297656
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	0.8758448	0.8448285	0.9060067
nitrate + phosphate_star	N_Atlantic	(26.75,27]	0.9031776	0.8824677	0.9200175
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.8673182	0.8480689	0.9018505
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.7354391	0.6568260	0.8455401
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.6483351	0.5858671	0.7701778
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.6113988	0.5001192	0.7171403
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.4447690	0.4007889	0.4921938
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8218957	0.7682322	0.9257171
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9598706	0.9371535	0.9772897
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9576528	0.9365355	0.9709040
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9349212	0.9063899	0.9798096
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	0.7725354	0.4016457	0.9645088
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.9220194	0.8994687	0.9363575
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.4736888	0.2679560	0.6261714
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	-0.0085594	-0.1845760	0.1134953
nitrate + phosphate_star	N_Pacific	(26.75,27]	-0.4439693	-0.5538853	-0.3872068
nitrate + phosphate_star	N_Pacific	(27,27.25]	-0.7807397	-0.8899530	-0.7152732
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	-0.8970981	-0.9433806	-0.8699899
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	-0.9378888	-0.9470708	-0.9242599
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	-0.9469731	-0.9518570	-0.9431611
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	-0.9086283	-0.9427175	-0.8913658
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	-0.3174786	-0.3502400	-0.2978887
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	0.8567175	0.8124826	0.8879890
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	0.4060292	0.2551853	0.5835192
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	0.8909758	0.8661095	0.9123445
nitrate + phosphate_star	S_Atlantic	(-Inf,26]	0.8863625	0.7972800	0.9316795
nitrate + phosphate_star	S_Atlantic	(26,26.5]	0.8046820	0.7437662	0.9113191
nitrate + phosphate_star	S_Atlantic	(26.5,26.75]	0.2225331	-0.0096997	0.4953468
nitrate + phosphate_star	S_Atlantic	(26.75,27]	0.0688123	-0.0733446	0.1890616
nitrate + phosphate_star	S_Atlantic	(27,27.25]	-0.5157785	-0.5783735	-0.4166215
nitrate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.6109886	-0.7050104	-0.5452234
nitrate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6135341	-0.6328905	-0.5831142
nitrate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.1649589	-0.3028177	-0.0267342
nitrate + phosphate_star	S_Atlantic	(27.85,27.95]	0.4633200	0.2591082	0.6927904
nitrate + phosphate_star	S_Atlantic	(27.95,28.05]	0.8187559	0.7264563	0.9530996
nitrate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9331900	0.9132617	0.9600600
nitrate + phosphate_star	S_Atlantic	(28.1,28.15]	0.8726839	0.8133991	0.9048871
nitrate + phosphate_star	S_Atlantic	(28.15,28.2]	0.4856683	0.3698833	0.5705306
nitrate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8858194	0.8098911	0.9554055
nitrate + phosphate_star	S_Pacific	(-Inf,26]	0.8940894	0.8757883	0.9032427
nitrate + phosphate_star	S_Pacific	(26,26.5]	0.7992901	0.6692093	0.8804898
nitrate + phosphate_star	S_Pacific	(26.5,26.75]	0.2043353	-0.0176350	0.3666566
nitrate + phosphate_star	S_Pacific	(26.75,27]	-0.4388031	-0.6249399	-0.3322479
nitrate + phosphate_star	S_Pacific	(27,27.25]	-0.7621233	-0.8073090	-0.7076152
nitrate + phosphate_star	S_Pacific	(27.25,27.5]	-0.9351069	-0.9614841	-0.9155322
nitrate + phosphate_star	S_Pacific	(27.5,27.75]	-0.9506179	-0.9684885	-0.9396906
nitrate + phosphate_star	S_Pacific	(27.75,27.85]	-0.9086388	-0.9161444	-0.9014658
nitrate + phosphate_star	S_Pacific	(27.85,27.95]	-0.6463648	-0.6771907	-0.5946049
nitrate + phosphate_star	S_Pacific	(27.95,28.05]	0.7775062	0.7549881	0.7942924
nitrate + phosphate_star	S_Pacific	(28.05,28.1]	0.8248959	0.7942674	0.8408178
nitrate + phosphate_star	S_Pacific	(28.1,28.2]	0.5920017	0.5539026	0.6309518
nitrate + phosphate_star	S_Pacific	(28.2,28.3]	0.4752072	0.3005691	0.6161414
nitrate + phosphate_star	S_Pacific	(28.3, Inf]	0.8574544	0.8177653	0.9134661
nitrate + silicate	Indian	(-Inf,26]	0.9199279	0.9136982	0.9292686
nitrate + silicate	Indian	(26,26.5]	0.8508930	0.8128841	0.8708793
nitrate + silicate	Indian	(26.5,26.75]	0.8283165	0.7855820	0.8693143
nitrate + silicate	Indian	(26.75,27]	0.8164173	0.7817682	0.8718611
nitrate + silicate	Indian	(27,27.25]	0.7533925	0.6844634	0.8730964
nitrate + silicate	Indian	(27.25,27.5]	0.8822389	0.8709320	0.8995481
nitrate + silicate	Indian	(27.5,27.75]	0.9154186	0.9052091	0.9256519
nitrate + silicate	Indian	(27.75,27.85]	0.9134306	0.9006217	0.9290272
nitrate + silicate	Indian	(27.85,27.95]	0.9085425	0.8893250	0.9229302
nitrate + silicate	Indian	(27.95,28.05]	0.8722625	0.8535235	0.8838749
nitrate + silicate	Indian	(28.05,28.1]	0.8888337	0.8623210	0.9045669
nitrate + silicate	Indian	(28.1,28.2]	0.9328524	0.9263954	0.9391793
nitrate + silicate	Indian	(28.2,28.3]	0.9668667	0.9570625	0.9782700
nitrate + silicate	Indian	(28.3, Inf]	0.4779442	0.2028934	0.6275075
nitrate + silicate	N_Atlantic	(-Inf,26]	0.9506307	0.9502881	0.9508552
nitrate + silicate	N_Atlantic	(26,26.5]	0.9329833	0.9283832	0.9395929
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.9293690	0.8927031	0.9497306
nitrate + silicate	N_Atlantic	(26.75,27]	0.9515619	0.9331704	0.9660624
nitrate + silicate	N_Atlantic	(27,27.25]	0.9354738	0.9161907	0.9509662
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.9314151	0.9145897	0.9561215
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9124778	0.8849093	0.9345818
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.9394263	0.9308941	0.9488856
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.9060948	0.8637254	0.9416991
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.7014412	0.5896088	0.7587609
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.9410626	0.9160151	0.9562790
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.9614910	0.9270161	0.9800592
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9175028	0.8839093	0.9461751
nitrate + silicate	N_Atlantic	(28.2, Inf]	0.9109999	0.7822278	0.9806957
nitrate + silicate	N_Pacific	(-Inf,26]	0.9562998	0.9500348	0.9603127
nitrate + silicate	N_Pacific	(26,26.5]	0.4583469	0.2930790	0.6261573
nitrate + silicate	N_Pacific	(26.5,26.75]	-0.0095030	-0.2160972	0.1766431
nitrate + silicate	N_Pacific	(26.75,27]	-0.2784073	-0.3355403	-0.2103815
nitrate + silicate	N_Pacific	(27,27.25]	-0.4699600	-0.5837088	-0.3724685
nitrate + silicate	N_Pacific	(27.25,27.5]	-0.6626221	-0.7613562	-0.6088914
nitrate + silicate	N_Pacific	(27.5,27.75]	-0.6716271	-0.7198116	-0.6103307
nitrate + silicate	N_Pacific	(27.75,27.85]	-0.6406728	-0.6699657	-0.6042629
nitrate + silicate	N_Pacific	(27.85,27.95]	-0.5662135	-0.6958435	-0.4775375
nitrate + silicate	N_Pacific	(27.95,28.05]	0.1978689	0.1415109	0.2493458
nitrate + silicate	N_Pacific	(28.05,28.1]	0.9431641	0.9250551	0.9544618
nitrate + silicate	N_Pacific	(28.1,28.2]	0.8320161	0.8120262	0.8675785
nitrate + silicate	N_Pacific	(28.2,28.3]	0.9556438	0.9478587	0.9660851
nitrate + silicate	S_Atlantic	(-Inf,26]	0.9470365	0.9417669	0.9513385
nitrate + silicate	S_Atlantic	(26,26.5]	0.9356849	0.9281795	0.9413810
nitrate + silicate	S_Atlantic	(26.5,26.75]	0.8554465	0.8047201	0.9191485
nitrate + silicate	S_Atlantic	(26.75,27]	0.7132729	0.6466597	0.7485780
nitrate + silicate	S_Atlantic	(27,27.25]	0.6917981	0.5851873	0.8404432
nitrate + silicate	S_Atlantic	(27.25,27.5]	0.6865193	0.6356773	0.7543987
nitrate + silicate	S_Atlantic	(27.5,27.75]	0.2843174	0.0948561	0.5216895
nitrate + silicate	S_Atlantic	(27.75,27.85]	0.5400051	0.4601554	0.6141509
nitrate + silicate	S_Atlantic	(27.85,27.95]	0.8197477	0.7441132	0.8794080
nitrate + silicate	S_Atlantic	(27.95,28.05]	0.7095257	0.6570745	0.7533744
nitrate + silicate	S_Atlantic	(28.05,28.1]	-0.1549653	-0.4018542	0.0596527
nitrate + silicate	S_Atlantic	(28.1,28.15]	-0.2445483	-0.4493913	-0.0953466
nitrate + silicate	S_Atlantic	(28.15,28.2]	0.7132938	0.5540508	0.8553025
nitrate + silicate	S_Atlantic	(28.2, Inf]	0.8650609	0.7891692	0.9068982
nitrate + silicate	S_Pacific	(-Inf,26]	0.9368863	0.8980346	0.9571043
nitrate + silicate	S_Pacific	(26,26.5]	0.7271121	0.6060693	0.7972357
nitrate + silicate	S_Pacific	(26.5,26.75]	0.1208891	-0.0748654	0.2338229
nitrate + silicate	S_Pacific	(26.75,27]	-0.4459058	-0.6288836	-0.3233035
nitrate + silicate	S_Pacific	(27,27.25]	-0.6799615	-0.7659354	-0.5505375
nitrate + silicate	S_Pacific	(27.25,27.5]	-0.8623547	-0.9072795	-0.8116672
nitrate + silicate	S_Pacific	(27.5,27.75]	-0.8306057	-0.8827364	-0.7613911
nitrate + silicate	S_Pacific	(27.75,27.85]	-0.7295809	-0.7820204	-0.6319522
nitrate + silicate	S_Pacific	(27.85,27.95]	-0.3112462	-0.3844992	-0.1900847
nitrate + silicate	S_Pacific	(27.95,28.05]	0.9329642	0.9268342	0.9413429
nitrate + silicate	S_Pacific	(28.05,28.1]	0.9909014	0.9897633	0.9927620
nitrate + silicate	S_Pacific	(28.1,28.2]	0.9743812	0.9692446	0.9772234
nitrate + silicate	S_Pacific	(28.2,28.3]	0.8236810	0.7698059	0.8838557
nitrate + silicate	S_Pacific	(28.3, Inf]	0.8545404	0.7681833	0.9348690
phosphate + phosphate_star	Indian	(-Inf,26]	0.9474102	0.9461642	0.9489855
phosphate + phosphate_star	Indian	(26,26.5]	0.8964247	0.8870534	0.9025059
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8548419	0.8383769	0.8730622
phosphate + phosphate_star	Indian	(26.75,27]	0.6810146	0.6283560	0.7262573
phosphate + phosphate_star	Indian	(27,27.25]	0.3288628	0.2634900	0.3902196
phosphate + phosphate_star	Indian	(27.25,27.5]	0.0060221	-0.1218049	0.1559574
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3066168	-0.4879070	-0.1452615
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.2749830	-0.4341118	-0.1259507
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.1518574	-0.3142972	-0.0686478
phosphate + phosphate_star	Indian	(27.95,28.05]	0.3306797	0.1912424	0.4193439
phosphate + phosphate_star	Indian	(28.05,28.1]	0.4184509	0.3256020	0.4892148
phosphate + phosphate_star	Indian	(28.1,28.2]	0.5184675	0.4263315	0.5874018
phosphate + phosphate_star	Indian	(28.2,28.3]	0.7161770	0.6883995	0.7440820
phosphate + phosphate_star	Indian	(28.3, Inf]	0.9877430	0.9774157	0.9942690
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.9165258	0.8946977	0.9284348
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.9270949	0.8841976	0.9529123
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9128095	0.8835505	0.9364075
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.9342574	0.9294013	0.9384486
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.9016500	0.8649997	0.9320483
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.7556248	0.6834342	0.8539421
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.6952829	0.6158915	0.7932499
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.6346767	0.5872409	0.6982704
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.4384906	0.3952631	0.4940261
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.8154328	0.7532658	0.9317246
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9677296	0.9519622	0.9805644
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9584479	0.9390287	0.9705726
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9362244	0.9092706	0.9785485
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	0.7595499	0.3781110	0.9572661
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.8935800	0.8489986	0.9245295
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.6894812	0.4743467	0.8193050
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.5329216	0.4143377	0.6894172
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.6317494	0.5203133	0.7287210
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.8986819	0.8543690	0.9466351
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.9717105	0.9594920	0.9871943
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.9749672	0.9687720	0.9837436
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.9709994	0.9620011	0.9788912
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.9469708	0.9336908	0.9545770
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	0.9290249	0.9225864	0.9414075
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	0.8964440	0.8714311	0.9174044
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	0.3412556	0.1879636	0.5285332
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	0.8766062	0.8495221	0.9017050
phosphate + phosphate_star	S_Atlantic	(-Inf,26]	0.8874668	0.7899501	0.9434237
phosphate + phosphate_star	S_Atlantic	(26,26.5]	0.7984533	0.7313389	0.9236049
phosphate + phosphate_star	S_Atlantic	(26.5,26.75]	0.2377221	-0.0073837	0.5347957
phosphate + phosphate_star	S_Atlantic	(26.75,27]	0.1657073	0.0747467	0.3258139
phosphate + phosphate_star	S_Atlantic	(27,27.25]	-0.3858509	-0.5929895	-0.1825374
phosphate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.5220155	-0.6184203	-0.3510937
phosphate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.4600017	-0.6928302	-0.2242660
phosphate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.3909077	-0.4823885	-0.3036519
phosphate + phosphate_star	S_Atlantic	(27.85,27.95]	0.0577472	-0.0933791	0.1475273
phosphate + phosphate_star	S_Atlantic	(27.95,28.05]	0.7604857	0.6477452	0.9143559
phosphate + phosphate_star	S_Atlantic	(28.05,28.1]	0.9169214	0.8970046	0.9362755
phosphate + phosphate_star	S_Atlantic	(28.1,28.15]	0.8476696	0.7901858	0.8826881
phosphate + phosphate_star	S_Atlantic	(28.15,28.2]	0.4302675	0.3161399	0.5072281
phosphate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8690450	0.7811233	0.9521781
phosphate + phosphate_star	S_Pacific	(-Inf,26]	0.9088657	0.8774887	0.9527924
phosphate + phosphate_star	S_Pacific	(26,26.5]	0.9436566	0.9202321	0.9616711
phosphate + phosphate_star	S_Pacific	(26.5,26.75]	0.9519641	0.9381898	0.9597677
phosphate + phosphate_star	S_Pacific	(26.75,27]	0.9473258	0.9387976	0.9558947
phosphate + phosphate_star	S_Pacific	(27,27.25]	0.9412059	0.9188514	0.9586976
phosphate + phosphate_star	S_Pacific	(27.25,27.5]	0.9588935	0.9489739	0.9679147
phosphate + phosphate_star	S_Pacific	(27.5,27.75]	0.9387902	0.9018216	0.9576149
phosphate + phosphate_star	S_Pacific	(27.75,27.85]	0.9407224	0.9101616	0.9676036
phosphate + phosphate_star	S_Pacific	(27.85,27.95]	0.9325745	0.9052058	0.9681652
phosphate + phosphate_star	S_Pacific	(27.95,28.05]	0.8729817	0.8161010	0.9234247
phosphate + phosphate_star	S_Pacific	(28.05,28.1]	0.8581669	0.8270224	0.8828075
phosphate + phosphate_star	S_Pacific	(28.1,28.2]	0.5702750	0.5218175	0.6188424
phosphate + phosphate_star	S_Pacific	(28.2,28.3]	0.4821587	0.3076906	0.6369612
phosphate + phosphate_star	S_Pacific	(28.3, Inf]	0.8636014	0.8261889	0.9180090
sal + aou	Indian	(-Inf,26]	-0.5989002	-0.7263046	-0.4832238
sal + aou	Indian	(26,26.5]	-0.5108861	-0.7231978	-0.3334951
sal + aou	Indian	(26.5,26.75]	-0.3242213	-0.5092937	-0.1984827
sal + aou	Indian	(26.75,27]	0.0138463	-0.2170892	0.1886844
sal + aou	Indian	(27,27.25]	0.4600989	0.4026874	0.5518133
sal + aou	Indian	(27.25,27.5]	0.6379323	0.5549869	0.7275226
sal + aou	Indian	(27.5,27.75]	0.6488053	0.5260672	0.7417506
sal + aou	Indian	(27.75,27.85]	0.5855633	0.4580694	0.6791003
sal + aou	Indian	(27.85,27.95]	0.4475840	0.3825727	0.5748810
sal + aou	Indian	(27.95,28.05]	0.0708535	-0.0329820	0.2395798
sal + aou	Indian	(28.05,28.1]	0.1295742	-0.0008819	0.2923803
sal + aou	Indian	(28.1,28.2]	0.3146705	0.1882067	0.3842984
sal + aou	Indian	(28.2,28.3]	0.6611848	0.5242166	0.8115184
sal + aou	Indian	(28.3, Inf]	-0.1957254	-0.6126440	0.0916963
sal + aou	N_Atlantic	(-Inf,26]	-0.5088851	-0.6809138	-0.2865066
sal + aou	N_Atlantic	(26,26.5]	-0.7257168	-0.8229384	-0.5882431
sal + aou	N_Atlantic	(26.5,26.75]	-0.7807280	-0.8219482	-0.7391501
sal + aou	N_Atlantic	(26.75,27]	-0.8671446	-0.8803393	-0.8585283
sal + aou	N_Atlantic	(27,27.25]	-0.7694761	-0.8232634	-0.6816344
sal + aou	N_Atlantic	(27.25,27.5]	-0.5215843	-0.6743355	-0.3710509
sal + aou	N_Atlantic	(27.5,27.75]	-0.3965299	-0.5615782	-0.1728997
sal + aou	N_Atlantic	(27.75,27.85]	-0.2216165	-0.3528046	-0.0477229
sal + aou	N_Atlantic	(27.85,27.95]	0.0750410	-0.0217483	0.2392641
sal + aou	N_Atlantic	(27.95,28.05]	-0.1716980	-0.2766049	-0.0088075
sal + aou	N_Atlantic	(28.05,28.1]	-0.6529622	-0.8317440	-0.3999829
sal + aou	N_Atlantic	(28.1,28.15]	-0.5855495	-0.7402485	-0.3831559
sal + aou	N_Atlantic	(28.15,28.2]	0.1904799	-0.8393889	0.7149139
sal + aou	N_Atlantic	(28.2, Inf]	0.1780317	-0.7699322	0.8063848
sal + aou	N_Pacific	(-Inf,26]	-0.2716180	-0.4861521	-0.0347867
sal + aou	N_Pacific	(26,26.5]	0.3851591	0.1117090	0.6747344
sal + aou	N_Pacific	(26.5,26.75]	0.6737685	0.5219633	0.8224090
sal + aou	N_Pacific	(26.75,27]	0.7152976	0.5471153	0.8220858
sal + aou	N_Pacific	(27,27.25]	0.7391748	0.6140731	0.8379517
sal + aou	N_Pacific	(27.25,27.5]	0.6962099	0.5958539	0.8147621
sal + aou	N_Pacific	(27.5,27.75]	0.5707215	0.4712152	0.6534933
sal + aou	N_Pacific	(27.75,27.85]	0.6398207	0.5861063	0.6768027
sal + aou	N_Pacific	(27.85,27.95]	0.6005732	0.5261229	0.6713078
sal + aou	N_Pacific	(27.95,28.05]	0.6179533	0.5936592	0.6495414
sal + aou	N_Pacific	(28.05,28.1]	0.7017121	0.6585716	0.7650275
sal + aou	N_Pacific	(28.1,28.2]	0.6906478	0.5109171	0.8316030
sal + aou	N_Pacific	(28.2,28.3]	0.9610591	0.9519075	0.9726480
sal + aou	S_Atlantic	(-Inf,26]	-0.1181278	-0.4759207	0.2350850
sal + aou	S_Atlantic	(26,26.5]	-0.0613948	-0.2858249	0.1270131
sal + aou	S_Atlantic	(26.5,26.75]	0.4571885	0.2770836	0.5754091
sal + aou	S_Atlantic	(26.75,27]	0.5726692	0.4128807	0.6788653
sal + aou	S_Atlantic	(27,27.25]	0.8177619	0.7506733	0.8719466
sal + aou	S_Atlantic	(27.25,27.5]	0.8864082	0.8661024	0.9011273
sal + aou	S_Atlantic	(27.5,27.75]	0.7756507	0.7572371	0.7933134
sal + aou	S_Atlantic	(27.75,27.85]	0.6954529	0.6637125	0.7285436
sal + aou	S_Atlantic	(27.85,27.95]	0.3732932	0.2204459	0.4713909
sal + aou	S_Atlantic	(27.95,28.05]	-0.3407960	-0.5973520	-0.1206863
sal + aou	S_Atlantic	(28.05,28.1]	-0.6150560	-0.6881341	-0.5165894
sal + aou	S_Atlantic	(28.1,28.15]	-0.3363300	-0.5229307	-0.1099512
sal + aou	S_Atlantic	(28.15,28.2]	-0.0021192	-0.1447941	0.2111229
sal + aou	S_Atlantic	(28.2, Inf]	0.5413940	0.3881212	0.6769655
sal + aou	S_Pacific	(-Inf,26]	-0.3641678	-0.6017501	-0.1175753
sal + aou	S_Pacific	(26,26.5]	-0.4345099	-0.5777697	-0.3616543
sal + aou	S_Pacific	(26.5,26.75]	-0.4584000	-0.5136614	-0.3984468
sal + aou	S_Pacific	(26.75,27]	-0.2586712	-0.2991702	-0.2075253
sal + aou	S_Pacific	(27,27.25]	0.4320550	0.3459592	0.4896459
sal + aou	S_Pacific	(27.25,27.5]	0.6209935	0.5961439	0.6646441
sal + aou	S_Pacific	(27.5,27.75]	0.7049182	0.6096709	0.7548045
sal + aou	S_Pacific	(27.75,27.85]	0.6023453	0.4614333	0.6884501
sal + aou	S_Pacific	(27.85,27.95]	0.2729822	0.0243200	0.4211427
sal + aou	S_Pacific	(27.95,28.05]	-0.0758303	-0.3160060	0.1462251
sal + aou	S_Pacific	(28.05,28.1]	0.1003176	-0.1191074	0.2999238
sal + aou	S_Pacific	(28.1,28.2]	0.4181294	0.4097561	0.4283433
sal + aou	S_Pacific	(28.2,28.3]	0.4919808	0.3146967	0.6544540
sal + aou	S_Pacific	(28.3, Inf]	0.7414719	0.7157709	0.7812505
sal + nitrate	Indian	(-Inf,26]	-0.6326222	-0.7414347	-0.5292507
sal + nitrate	Indian	(26,26.5]	-0.5582271	-0.7914247	-0.3726743
sal + nitrate	Indian	(26.5,26.75]	-0.3990587	-0.5970708	-0.2724634
sal + nitrate	Indian	(26.75,27]	-0.2115408	-0.4471548	-0.0546148
sal + nitrate	Indian	(27,27.25]	0.0970805	0.0534109	0.1665880
sal + nitrate	Indian	(27.25,27.5]	0.3620033	0.2277258	0.4770448
sal + nitrate	Indian	(27.5,27.75]	0.4524859	0.2744676	0.5870420
sal + nitrate	Indian	(27.75,27.85]	0.4126678	0.2021072	0.5606545
sal + nitrate	Indian	(27.85,27.95]	0.2038932	0.0535617	0.3622566
sal + nitrate	Indian	(27.95,28.05]	-0.1682430	-0.3247622	0.0327229
sal + nitrate	Indian	(28.05,28.1]	0.0564560	-0.1147263	0.2612861
sal + nitrate	Indian	(28.1,28.2]	0.3230661	0.1646850	0.4255974
sal + nitrate	Indian	(28.2,28.3]	0.7811395	0.6787294	0.8698421
sal + nitrate	Indian	(28.3, Inf]	0.1744144	0.0122958	0.3156696
sal + nitrate	N_Atlantic	(-Inf,26]	-0.6514672	-0.7881770	-0.4421560
sal + nitrate	N_Atlantic	(26,26.5]	-0.8250974	-0.8864057	-0.7466517
sal + nitrate	N_Atlantic	(26.5,26.75]	-0.8352032	-0.8666461	-0.8147811
sal + nitrate	N_Atlantic	(26.75,27]	-0.8970538	-0.9014772	-0.8945392
sal + nitrate	N_Atlantic	(27,27.25]	-0.8358193	-0.8760443	-0.7822953
sal + nitrate	N_Atlantic	(27.25,27.5]	-0.7158794	-0.8275578	-0.6241272
sal + nitrate	N_Atlantic	(27.5,27.75]	-0.6445062	-0.8003223	-0.5012535
sal + nitrate	N_Atlantic	(27.75,27.85]	-0.5530122	-0.6692224	-0.4737151
sal + nitrate	N_Atlantic	(27.85,27.95]	-0.1647056	-0.2604070	-0.0843502
sal + nitrate	N_Atlantic	(27.95,28.05]	-0.6081632	-0.7228918	-0.5187938
sal + nitrate	N_Atlantic	(28.05,28.1]	-0.7856084	-0.8840220	-0.6336862
sal + nitrate	N_Atlantic	(28.1,28.15]	-0.7097459	-0.8095319	-0.6019276
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.7740966	-0.9423939	-0.6855951
sal + nitrate	N_Atlantic	(28.2, Inf]	-0.6493734	-0.9637807	-0.2140440
sal + nitrate	N_Pacific	(-Inf,26]	-0.6852999	-0.7544460	-0.5670089
sal + nitrate	N_Pacific	(26,26.5]	-0.3338650	-0.4382889	-0.1717974
sal + nitrate	N_Pacific	(26.5,26.75]	-0.3507213	-0.4402477	-0.2177042
sal + nitrate	N_Pacific	(26.75,27]	-0.5476218	-0.6492488	-0.4599310
sal + nitrate	N_Pacific	(27,27.25]	-0.7142497	-0.7930008	-0.6670166
sal + nitrate	N_Pacific	(27.25,27.5]	-0.8082417	-0.8620873	-0.7732224
sal + nitrate	N_Pacific	(27.5,27.75]	-0.7335153	-0.7627665	-0.7047241
sal + nitrate	N_Pacific	(27.75,27.85]	-0.7211132	-0.7444549	-0.6960589
sal + nitrate	N_Pacific	(27.85,27.95]	-0.6042533	-0.6644215	-0.5579049
sal + nitrate	N_Pacific	(27.95,28.05]	-0.2001501	-0.2715336	-0.0661293
sal + nitrate	N_Pacific	(28.05,28.1]	0.4939924	0.4423424	0.5899958
sal + nitrate	N_Pacific	(28.1,28.2]	0.5849397	0.3786330	0.7597701
sal + nitrate	N_Pacific	(28.2,28.3]	0.9195009	0.9048683	0.9434702
sal + nitrate	S_Atlantic	(-Inf,26]	-0.4662978	-0.7942701	-0.0201763
sal + nitrate	S_Atlantic	(26,26.5]	-0.3576965	-0.7009989	-0.1065455
sal + nitrate	S_Atlantic	(26.5,26.75]	0.3341926	0.1956925	0.4434594
sal + nitrate	S_Atlantic	(26.75,27]	0.4678122	0.3248373	0.5434726
sal + nitrate	S_Atlantic	(27,27.25]	0.6808146	0.5877641	0.7742269
sal + nitrate	S_Atlantic	(27.25,27.5]	0.7667759	0.7062601	0.8115622
sal + nitrate	S_Atlantic	(27.5,27.75]	0.3673557	0.1685834	0.6032433
sal + nitrate	S_Atlantic	(27.75,27.85]	0.1366854	-0.0139554	0.2415228
sal + nitrate	S_Atlantic	(27.85,27.95]	-0.4553131	-0.7110012	-0.2359556
sal + nitrate	S_Atlantic	(27.95,28.05]	-0.8250346	-0.9510381	-0.7351324
sal + nitrate	S_Atlantic	(28.05,28.1]	-0.9101899	-0.9533315	-0.8836986
sal + nitrate	S_Atlantic	(28.1,28.15]	-0.8203805	-0.8730527	-0.7483080
sal + nitrate	S_Atlantic	(28.15,28.2]	-0.0764982	-0.2765814	0.1446824
sal + nitrate	S_Atlantic	(28.2, Inf]	0.4009291	0.2887915	0.4951283
sal + nitrate	S_Pacific	(-Inf,26]	-0.4565985	-0.6303476	-0.2674871
sal + nitrate	S_Pacific	(26,26.5]	-0.5172300	-0.5287385	-0.5114011
sal + nitrate	S_Pacific	(26.5,26.75]	-0.3371714	-0.5091152	-0.1976891
sal + nitrate	S_Pacific	(26.75,27]	0.0131197	-0.1408055	0.1749060
sal + nitrate	S_Pacific	(27,27.25]	0.1377068	-0.0248802	0.3124258
sal + nitrate	S_Pacific	(27.25,27.5]	-0.2039644	-0.3156807	-0.1373020
sal + nitrate	S_Pacific	(27.5,27.75]	-0.3608205	-0.4509372	-0.3056939
sal + nitrate	S_Pacific	(27.75,27.85]	-0.2711057	-0.3173285	-0.2144607
sal + nitrate	S_Pacific	(27.85,27.95]	-0.0714154	-0.0819797	-0.0602175
sal + nitrate	S_Pacific	(27.95,28.05]	-0.2079164	-0.4265558	-0.0345958
sal + nitrate	S_Pacific	(28.05,28.1]	0.0749240	-0.1355742	0.2690171
sal + nitrate	S_Pacific	(28.1,28.2]	0.3727027	0.3283787	0.4020131
sal + nitrate	S_Pacific	(28.2,28.3]	0.4907760	0.3283396	0.5721544
sal + nitrate	S_Pacific	(28.3, Inf]	0.7413302	0.6997561	0.8034440
sal + phosphate	Indian	(-Inf,26]	-0.6728040	-0.7831704	-0.5706649
sal + phosphate	Indian	(26,26.5]	-0.5956874	-0.8088705	-0.4150977
sal + phosphate	Indian	(26.5,26.75]	-0.4012961	-0.6116604	-0.2702088
sal + phosphate	Indian	(26.75,27]	-0.1302115	-0.3860085	0.0632224
sal + phosphate	Indian	(27,27.25]	0.2693553	0.1768545	0.4097548
sal + phosphate	Indian	(27.25,27.5]	0.4933581	0.3663522	0.6331413
sal + phosphate	Indian	(27.5,27.75]	0.5534215	0.3810437	0.6919082
sal + phosphate	Indian	(27.75,27.85]	0.4828567	0.2993633	0.6191666
sal + phosphate	Indian	(27.85,27.95]	0.3061740	0.1863430	0.4609008
sal + phosphate	Indian	(27.95,28.05]	-0.0995022	-0.2507258	0.0954002
sal + phosphate	Indian	(28.05,28.1]	0.0764413	-0.0905063	0.2733871
sal + phosphate	Indian	(28.1,28.2]	0.3341546	0.1843676	0.4322665
sal + phosphate	Indian	(28.2,28.3]	0.7674781	0.6589717	0.8628546
sal + phosphate	Indian	(28.3, Inf]	0.2104568	0.0600345	0.3442404
sal + phosphate	N_Atlantic	(-Inf,26]	-0.6383375	-0.7816110	-0.4155403
sal + phosphate	N_Atlantic	(26,26.5]	-0.8333361	-0.8909511	-0.7559486
sal + phosphate	N_Atlantic	(26.5,26.75]	-0.8574760	-0.8810570	-0.8245186
sal + phosphate	N_Atlantic	(26.75,27]	-0.9135907	-0.9233507	-0.9079830
sal + phosphate	N_Atlantic	(27,27.25]	-0.8546694	-0.8914764	-0.7993984
sal + phosphate	N_Atlantic	(27.25,27.5]	-0.7265089	-0.8280010	-0.6490547
sal + phosphate	N_Atlantic	(27.5,27.75]	-0.6568663	-0.7886816	-0.5369806
sal + phosphate	N_Atlantic	(27.75,27.85]	-0.5264931	-0.6044359	-0.4532318
sal + phosphate	N_Atlantic	(27.85,27.95]	-0.1768690	-0.2585270	-0.1168954
sal + phosphate	N_Atlantic	(27.95,28.05]	-0.6264128	-0.7582515	-0.5324375
sal + phosphate	N_Atlantic	(28.05,28.1]	-0.8038457	-0.8935785	-0.6651348
sal + phosphate	N_Atlantic	(28.1,28.15]	-0.7131685	-0.8102171	-0.6089736
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.7806353	-0.9431580	-0.6944426
sal + phosphate	N_Atlantic	(28.2, Inf]	-0.6308129	-0.9509087	-0.1806906
sal + phosphate	N_Pacific	(-Inf,26]	-0.6296910	-0.7145638	-0.4688904
sal + phosphate	N_Pacific	(26,26.5]	0.0523353	-0.2035514	0.3228993
sal + phosphate	N_Pacific	(26.5,26.75]	0.3621593	0.2192444	0.5435787
sal + phosphate	N_Pacific	(26.75,27]	0.4910353	0.3273521	0.6063194
sal + phosphate	N_Pacific	(27,27.25]	0.6368262	0.5010170	0.7588036
sal + phosphate	N_Pacific	(27.25,27.5]	0.6847931	0.6043730	0.7879533
sal + phosphate	N_Pacific	(27.5,27.75]	0.5815694	0.5018069	0.6414064
sal + phosphate	N_Pacific	(27.75,27.85]	0.6495755	0.5989186	0.6895443
sal + phosphate	N_Pacific	(27.85,27.95]	0.5876142	0.5215200	0.6538121
sal + phosphate	N_Pacific	(27.95,28.05]	0.6018675	0.5828311	0.6303054
sal + phosphate	N_Pacific	(28.05,28.1]	0.6836927	0.6412534	0.7466592
sal + phosphate	N_Pacific	(28.1,28.2]	0.6308666	0.4281360	0.7945670
sal + phosphate	N_Pacific	(28.2,28.3]	0.9331345	0.9213650	0.9526709
sal + phosphate	S_Atlantic	(-Inf,26]	-0.4281697	-0.7729885	0.0246648
sal + phosphate	S_Atlantic	(26,26.5]	-0.3206756	-0.6999507	-0.0352703
sal + phosphate	S_Atlantic	(26.5,26.75]	0.3655514	0.1837963	0.5145575
sal + phosphate	S_Atlantic	(26.75,27]	0.4572983	0.2915495	0.5692399
sal + phosphate	S_Atlantic	(27,27.25]	0.7294318	0.6553380	0.7999347
sal + phosphate	S_Atlantic	(27.25,27.5]	0.8299593	0.8095109	0.8507603
sal + phosphate	S_Atlantic	(27.5,27.75]	0.6997634	0.6851028	0.7177237
sal + phosphate	S_Atlantic	(27.75,27.85]	0.5197222	0.4507146	0.5781106
sal + phosphate	S_Atlantic	(27.85,27.95]	-0.0423854	-0.1715728	0.1347338
sal + phosphate	S_Atlantic	(27.95,28.05]	-0.7724811	-0.9166711	-0.6637230
sal + phosphate	S_Atlantic	(28.05,28.1]	-0.9015771	-0.9365459	-0.8785836
sal + phosphate	S_Atlantic	(28.1,28.15]	-0.8061681	-0.8537185	-0.7387683
sal + phosphate	S_Atlantic	(28.15,28.2]	-0.0305342	-0.2363652	0.1845295
sal + phosphate	S_Atlantic	(28.2, Inf]	0.4231787	0.3040469	0.5214368
sal + phosphate	S_Pacific	(-Inf,26]	-0.3929276	-0.5883732	-0.1792573
sal + phosphate	S_Pacific	(26,26.5]	-0.5193799	-0.6225685	-0.4540448
sal + phosphate	S_Pacific	(26.5,26.75]	-0.5422413	-0.5736011	-0.5144513
sal + phosphate	S_Pacific	(26.75,27]	-0.3668526	-0.3929175	-0.3150252
sal + phosphate	S_Pacific	(27,27.25]	0.2307595	0.1411525	0.3048668
sal + phosphate	S_Pacific	(27.25,27.5]	0.4066637	0.3487844	0.4775009
sal + phosphate	S_Pacific	(27.5,27.75]	0.5658305	0.4700950	0.6429723
sal + phosphate	S_Pacific	(27.75,27.85]	0.5423111	0.4023920	0.6164259
sal + phosphate	S_Pacific	(27.85,27.95]	0.2424968	0.0067102	0.3753977
sal + phosphate	S_Pacific	(27.95,28.05]	-0.1060102	-0.3502654	0.1162486
sal + phosphate	S_Pacific	(28.05,28.1]	0.0972761	-0.1284690	0.3046305
sal + phosphate	S_Pacific	(28.1,28.2]	0.4188999	0.3718833	0.4606838
sal + phosphate	S_Pacific	(28.2,28.3]	0.4763929	0.2918787	0.5753150
sal + phosphate	S_Pacific	(28.3, Inf]	0.7489940	0.6966579	0.8093113
sal + phosphate_star	Indian	(-Inf,26]	-0.7526423	-0.8196128	-0.6887180
sal + phosphate_star	Indian	(26,26.5]	-0.8033578	-0.9506862	-0.6749845
sal + phosphate_star	Indian	(26.5,26.75]	-0.7103133	-0.9097825	-0.6077193
sal + phosphate_star	Indian	(26.75,27]	-0.7340938	-0.8942327	-0.6444055
sal + phosphate_star	Indian	(27,27.25]	-0.7448664	-0.8433033	-0.6842303
sal + phosphate_star	Indian	(27.25,27.5]	-0.7769700	-0.8024439	-0.7362290
sal + phosphate_star	Indian	(27.5,27.75]	-0.8974922	-0.9162504	-0.8733942
sal + phosphate_star	Indian	(27.75,27.85]	-0.9504586	-0.9720017	-0.9268476
sal + phosphate_star	Indian	(27.85,27.95]	-0.9669914	-0.9832360	-0.9497442
sal + phosphate_star	Indian	(27.95,28.05]	-0.9480323	-0.9697694	-0.9297578
sal + phosphate_star	Indian	(28.05,28.1]	-0.8432730	-0.9177988	-0.7922462
sal + phosphate_star	Indian	(28.1,28.2]	-0.5098713	-0.7147947	-0.3776143
sal + phosphate_star	Indian	(28.2,28.3]	0.3629409	0.2106450	0.4430809
sal + phosphate_star	Indian	(28.3, Inf]	0.3152681	0.2532077	0.4005799
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.7914960	-0.8705270	-0.6420015
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.9589805	-0.9644797	-0.9550594
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9766734	-0.9788545	-0.9745270
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.9831640	-0.9859512	-0.9815716
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.9837562	-0.9868867	-0.9819984
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9772415	-0.9825118	-0.9676209
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9512867	-0.9808775	-0.9160036
sal + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9367680	-0.9732558	-0.9089015
sal + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8148455	-0.8906855	-0.7225111
sal + phosphate_star	N_Atlantic	(27.95,28.05]	-0.8403900	-0.8767252	-0.8088738
sal + phosphate_star	N_Atlantic	(28.05,28.1]	-0.8967972	-0.9429485	-0.8195132
sal + phosphate_star	N_Atlantic	(28.1,28.15]	-0.8608321	-0.9133731	-0.8156078
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.9093210	-0.9660778	-0.8746139
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.9009355	-0.9647016	-0.8413056
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.8782424	-0.9184467	-0.8228836
sal + phosphate_star	N_Pacific	(26,26.5]	-0.6095270	-0.6670163	-0.5439060
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.5063088	-0.5823785	-0.4680272
sal + phosphate_star	N_Pacific	(26.75,27]	-0.2404629	-0.3294911	-0.1204594
sal + phosphate_star	N_Pacific	(27,27.25]	0.3452528	0.1952185	0.5650030
sal + phosphate_star	N_Pacific	(27.25,27.5]	0.5924021	0.5114549	0.7238523
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.5254731	0.4539635	0.5797306
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.5859653	0.5393743	0.6247473
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.4746678	0.4306015	0.5404560
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.4510820	0.4123804	0.4716654
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.3802746	0.3625637	0.4048130
sal + phosphate_star	N_Pacific	(28.1,28.2]	-0.4169617	-0.4746921	-0.3511818
sal + phosphate_star	N_Pacific	(28.2,28.3]	0.6728067	0.6138796	0.7496147
sal + phosphate_star	S_Atlantic	(-Inf,26]	-0.7329217	-0.8874037	-0.5321935
sal + phosphate_star	S_Atlantic	(26,26.5]	-0.6957895	-0.8771755	-0.5078913
sal + phosphate_star	S_Atlantic	(26.5,26.75]	-0.6335975	-0.6456640	-0.6243300
sal + phosphate_star	S_Atlantic	(26.75,27]	-0.6734111	-0.7024991	-0.6278927
sal + phosphate_star	S_Atlantic	(27,27.25]	-0.8724216	-0.9317992	-0.8073629
sal + phosphate_star	S_Atlantic	(27.25,27.5]	-0.8515652	-0.9095584	-0.7592152
sal + phosphate_star	S_Atlantic	(27.5,27.75]	-0.8555870	-0.9582263	-0.7377288
sal + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9680328	-0.9865904	-0.9579575
sal + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9921264	-0.9943309	-0.9896562
sal + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9946304	-0.9964392	-0.9934383
sal + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9899310	-0.9927575	-0.9867698
sal + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9838077	-0.9866887	-0.9818410
sal + phosphate_star	S_Atlantic	(28.15,28.2]	-0.8673063	-0.8986575	-0.8250290
sal + phosphate_star	S_Atlantic	(28.2, Inf]	0.0188304	-0.0275744	0.0428109
sal + phosphate_star	S_Pacific	(-Inf,26]	-0.6003618	-0.6630681	-0.5340862
sal + phosphate_star	S_Pacific	(26,26.5]	-0.6857572	-0.7094886	-0.6445786
sal + phosphate_star	S_Pacific	(26.5,26.75]	-0.6761971	-0.6966701	-0.6541818
sal + phosphate_star	S_Pacific	(26.75,27]	-0.5231037	-0.5686106	-0.4534156
sal + phosphate_star	S_Pacific	(27,27.25]	-0.0314585	-0.1101937	0.1092134
sal + phosphate_star	S_Pacific	(27.25,27.5]	0.1792438	0.0842931	0.2831227
sal + phosphate_star	S_Pacific	(27.5,27.75]	0.3038591	0.2223100	0.4374872
sal + phosphate_star	S_Pacific	(27.75,27.85]	0.2949380	0.2353485	0.3577920
sal + phosphate_star	S_Pacific	(27.85,27.95]	-0.0071310	-0.0938612	0.0515659
sal + phosphate_star	S_Pacific	(27.95,28.05]	-0.5146467	-0.6141151	-0.4353614
sal + phosphate_star	S_Pacific	(28.05,28.1]	-0.2847518	-0.4282990	-0.0937168
sal + phosphate_star	S_Pacific	(28.1,28.2]	-0.2287331	-0.3596018	-0.1405627
sal + phosphate_star	S_Pacific	(28.2,28.3]	-0.1954947	-0.4625888	0.0181952
sal + phosphate_star	S_Pacific	(28.3, Inf]	0.6268954	0.4661029	0.7990540
sal + silicate	Indian	(-Inf,26]	-0.6745579	-0.8171084	-0.5450951
sal + silicate	Indian	(26,26.5]	-0.5770007	-0.8113524	-0.3389890
sal + silicate	Indian	(26.5,26.75]	-0.4130606	-0.6428076	-0.2187723
sal + silicate	Indian	(26.75,27]	-0.1139394	-0.3914665	0.0274236
sal + silicate	Indian	(27,27.25]	0.3457789	0.2076755	0.4534947
sal + silicate	Indian	(27.25,27.5]	0.5901962	0.4467591	0.6914072
sal + silicate	Indian	(27.5,27.75]	0.6943764	0.5672153	0.7824154
sal + silicate	Indian	(27.75,27.85]	0.6643700	0.5344830	0.7497724
sal + silicate	Indian	(27.85,27.95]	0.5211023	0.4549500	0.6422461
sal + silicate	Indian	(27.95,28.05]	0.2406368	0.1401289	0.3986712
sal + silicate	Indian	(28.05,28.1]	0.3986157	0.2907994	0.5334435
sal + silicate	Indian	(28.1,28.2]	0.5256484	0.4712515	0.5902476
sal + silicate	Indian	(28.2,28.3]	0.8033808	0.7092752	0.8736290
sal + silicate	Indian	(28.3, Inf]	0.8740485	0.8067477	0.9782474
sal + silicate	N_Atlantic	(-Inf,26]	-0.7752752	-0.8640357	-0.6074733
sal + silicate	N_Atlantic	(26,26.5]	-0.9281015	-0.9451244	-0.9156986
sal + silicate	N_Atlantic	(26.5,26.75]	-0.9329064	-0.9350327	-0.9293036
sal + silicate	N_Atlantic	(26.75,27]	-0.9595568	-0.9656199	-0.9521830
sal + silicate	N_Atlantic	(27,27.25]	-0.9356340	-0.9478668	-0.9195640
sal + silicate	N_Atlantic	(27.25,27.5]	-0.8843280	-0.9270859	-0.8516380
sal + silicate	N_Atlantic	(27.5,27.75]	-0.7640430	-0.8553379	-0.6711511
sal + silicate	N_Atlantic	(27.75,27.85]	-0.4290925	-0.4957447	-0.3871822
sal + silicate	N_Atlantic	(27.85,27.95]	0.0594693	0.0066773	0.0970120
sal + silicate	N_Atlantic	(27.95,28.05]	-0.2235579	-0.3536984	-0.1050968
sal + silicate	N_Atlantic	(28.05,28.1]	-0.5956224	-0.7536909	-0.3504458
sal + silicate	N_Atlantic	(28.1,28.15]	-0.5942375	-0.6646586	-0.4635154
sal + silicate	N_Atlantic	(28.15,28.2]	-0.8173433	-0.9034670	-0.7722309
sal + silicate	N_Atlantic	(28.2, Inf]	-0.7489708	-0.9175039	-0.5184684
sal + silicate	N_Pacific	(-Inf,26]	-0.7962892	-0.8419546	-0.7223682
sal + silicate	N_Pacific	(26,26.5]	-0.3786375	-0.4943433	-0.2851577
sal + silicate	N_Pacific	(26.5,26.75]	-0.2087115	-0.2381304	-0.1919385
sal + silicate	N_Pacific	(26.75,27]	-0.2273465	-0.2896911	-0.1195572
sal + silicate	N_Pacific	(27,27.25]	0.0558518	-0.1272070	0.2297524
sal + silicate	N_Pacific	(27.25,27.5]	0.2861554	0.1931225	0.4595993
sal + silicate	N_Pacific	(27.5,27.75]	0.2551821	0.1528653	0.3248428
sal + silicate	N_Pacific	(27.75,27.85]	0.1986449	0.1635389	0.2573139
sal + silicate	N_Pacific	(27.85,27.95]	0.2304594	0.1695937	0.3189924
sal + silicate	N_Pacific	(27.95,28.05]	0.3868374	0.3343319	0.4490733
sal + silicate	N_Pacific	(28.05,28.1]	0.5018919	0.4854155	0.5334715
sal + silicate	N_Pacific	(28.1,28.2]	0.2994700	0.2080059	0.4346619
sal + silicate	N_Pacific	(28.2,28.3]	0.9464014	0.9447409	0.9494063
sal + silicate	S_Atlantic	(-Inf,26]	-0.4338044	-0.6894641	-0.0605309
sal + silicate	S_Atlantic	(26,26.5]	-0.3822375	-0.5972317	-0.1941223
sal + silicate	S_Atlantic	(26.5,26.75]	0.1995945	0.0610334	0.2999762
sal + silicate	S_Atlantic	(26.75,27]	0.2492846	0.1220396	0.3479833
sal + silicate	S_Atlantic	(27,27.25]	0.6376030	0.6041874	0.6938211
sal + silicate	S_Atlantic	(27.25,27.5]	0.7281318	0.6943175	0.7549100
sal + silicate	S_Atlantic	(27.5,27.75]	0.8440458	0.7977519	0.8985202
sal + silicate	S_Atlantic	(27.75,27.85]	0.1791868	0.0147358	0.4409244
sal + silicate	S_Atlantic	(27.85,27.95]	-0.5738274	-0.6706028	-0.4480729
sal + silicate	S_Atlantic	(27.95,28.05]	-0.5297226	-0.5892636	-0.4535172
sal + silicate	S_Atlantic	(28.05,28.1]	0.5152934	0.3756475	0.6226004
sal + silicate	S_Atlantic	(28.1,28.15]	0.7207120	0.6603196	0.7996501
sal + silicate	S_Atlantic	(28.15,28.2]	0.5676658	0.4954688	0.6095825
sal + silicate	S_Atlantic	(28.2, Inf]	0.2849859	0.2471943	0.3477813
sal + silicate	S_Pacific	(-Inf,26]	-0.4171411	-0.6154973	-0.1850076
sal + silicate	S_Pacific	(26,26.5]	-0.4484692	-0.5933068	-0.3527436
sal + silicate	S_Pacific	(26.5,26.75]	-0.4843036	-0.5308804	-0.4482323
sal + silicate	S_Pacific	(26.75,27]	-0.3584454	-0.3907317	-0.3278872
sal + silicate	S_Pacific	(27,27.25]	0.1728467	0.0758780	0.2562705
sal + silicate	S_Pacific	(27.25,27.5]	0.4501088	0.3932664	0.5129854
sal + silicate	S_Pacific	(27.5,27.75]	0.6696939	0.5806844	0.7150376
sal + silicate	S_Pacific	(27.75,27.85]	0.6373078	0.5164877	0.7216388
sal + silicate	S_Pacific	(27.85,27.95]	0.3521683	0.1029231	0.5168139
sal + silicate	S_Pacific	(27.95,28.05]	-0.0346359	-0.3351990	0.2425371
sal + silicate	S_Pacific	(28.05,28.1]	0.1590416	-0.0687084	0.3735615
sal + silicate	S_Pacific	(28.1,28.2]	0.4005507	0.3522916	0.4270218
sal + silicate	S_Pacific	(28.2,28.3]	0.3718866	0.3063908	0.4313242
sal + silicate	S_Pacific	(28.3, Inf]	0.7894167	0.7190582	0.8538211
sal + temp	Indian	(-Inf,26]	0.4812092	0.4535625	0.5185321
sal + temp	Indian	(26,26.5]	0.8656003	0.8419883	0.9022631
sal + temp	Indian	(26.5,26.75]	0.9449025	0.9372200	0.9553510
sal + temp	Indian	(26.75,27]	0.9567341	0.9500981	0.9634442
sal + temp	Indian	(27,27.25]	0.9442918	0.9381106	0.9499978
sal + temp	Indian	(27.25,27.5]	0.9374034	0.9280561	0.9487675
sal + temp	Indian	(27.5,27.75]	0.9084645	0.8909159	0.9224215
sal + temp	Indian	(27.75,27.85]	0.9645220	0.9604138	0.9715207
sal + temp	Indian	(27.85,27.95]	0.9756345	0.9596208	0.9858427
sal + temp	Indian	(27.95,28.05]	0.9840702	0.9803966	0.9862632
sal + temp	Indian	(28.05,28.1]	0.9934522	0.9893931	0.9956038
sal + temp	Indian	(28.1,28.2]	0.9931719	0.9924038	0.9944029
sal + temp	Indian	(28.2,28.3]	0.9373066	0.9109945	0.9524831
sal + temp	Indian	(28.3, Inf]	-0.5974587	-0.8444753	-0.4325504
sal + temp	N_Atlantic	(-Inf,26]	0.8010130	0.7354759	0.8459648
sal + temp	N_Atlantic	(26,26.5]	0.9080805	0.8821688	0.9379098
sal + temp	N_Atlantic	(26.5,26.75]	0.9617458	0.9487017	0.9734213
sal + temp	N_Atlantic	(26.75,27]	0.9739716	0.9720294	0.9760302
sal + temp	N_Atlantic	(27,27.25]	0.9728562	0.9644308	0.9797727
sal + temp	N_Atlantic	(27.25,27.5]	0.9714933	0.9662927	0.9774873
sal + temp	N_Atlantic	(27.5,27.75]	0.9537085	0.9410991	0.9674371
sal + temp	N_Atlantic	(27.75,27.85]	0.9753561	0.9648641	0.9829203
sal + temp	N_Atlantic	(27.85,27.95]	0.9227285	0.9128847	0.9282946
sal + temp	N_Atlantic	(27.95,28.05]	0.8256387	0.8076650	0.8541928
sal + temp	N_Atlantic	(28.05,28.1]	0.9616141	0.9434251	0.9730742
sal + temp	N_Atlantic	(28.1,28.15]	0.9421921	0.9331647	0.9544796
sal + temp	N_Atlantic	(28.15,28.2]	0.6451364	0.4132943	0.9032342
sal + temp	N_Atlantic	(28.2, Inf]	-0.0393073	-0.4840856	0.2656653
sal + temp	N_Pacific	(-Inf,26]	0.8430285	0.8316058	0.8487981
sal + temp	N_Pacific	(26,26.5]	0.9292832	0.9108014	0.9547747
sal + temp	N_Pacific	(26.5,26.75]	0.9723193	0.9614206	0.9809600
sal + temp	N_Pacific	(26.75,27]	0.9711598	0.9613057	0.9786300
sal + temp	N_Pacific	(27,27.25]	0.9481656	0.9327411	0.9670647
sal + temp	N_Pacific	(27.25,27.5]	0.8826741	0.8463408	0.9261780
sal + temp	N_Pacific	(27.5,27.75]	0.7313220	0.6888162	0.8008778
sal + temp	N_Pacific	(27.75,27.85]	0.8793345	0.8553293	0.9130362
sal + temp	N_Pacific	(27.85,27.95]	0.7652931	0.6998636	0.8458993
sal + temp	N_Pacific	(27.95,28.05]	0.5097739	0.4763150	0.5728663
sal + temp	N_Pacific	(28.05,28.1]	0.7632522	0.7020228	0.8043664
sal + temp	N_Pacific	(28.1,28.2]	0.9186362	0.9057734	0.9326807
sal + temp	N_Pacific	(28.2,28.3]	0.6772997	0.5854605	0.7513296
sal + temp	S_Atlantic	(-Inf,26]	0.9121291	0.8776898	0.9330734
sal + temp	S_Atlantic	(26,26.5]	0.9406477	0.9194177	0.9615614
sal + temp	S_Atlantic	(26.5,26.75]	0.9524470	0.9479601	0.9607651
sal + temp	S_Atlantic	(26.75,27]	0.9276475	0.9246170	0.9311588
sal + temp	S_Atlantic	(27,27.25]	0.9623493	0.9567612	0.9704432
sal + temp	S_Atlantic	(27.25,27.5]	0.9029367	0.8836660	0.9353682
sal + temp	S_Atlantic	(27.5,27.75]	0.8906258	0.8461397	0.9139711
sal + temp	S_Atlantic	(27.75,27.85]	0.9662827	0.9627560	0.9716365
sal + temp	S_Atlantic	(27.85,27.95]	0.9772468	0.9750905	0.9803396
sal + temp	S_Atlantic	(27.95,28.05]	0.9921721	0.9914888	0.9927781
sal + temp	S_Atlantic	(28.05,28.1]	0.9933105	0.9930973	0.9935152
sal + temp	S_Atlantic	(28.1,28.15]	0.9953228	0.9944413	0.9962261
sal + temp	S_Atlantic	(28.15,28.2]	0.9953938	0.9949315	0.9960784
sal + temp	S_Atlantic	(28.2, Inf]	0.8609202	0.7780551	0.9443085
sal + temp	S_Pacific	(-Inf,26]	0.7474528	0.6809607	0.8305169
sal + temp	S_Pacific	(26,26.5]	0.8825359	0.8704577	0.8979854
sal + temp	S_Pacific	(26.5,26.75]	0.9291304	0.9241583	0.9318061
sal + temp	S_Pacific	(26.75,27]	0.9074114	0.8844083	0.9198738
sal + temp	S_Pacific	(27,27.25]	0.8630734	0.8383189	0.8777783
sal + temp	S_Pacific	(27.25,27.5]	0.8971481	0.8416021	0.9341778
sal + temp	S_Pacific	(27.5,27.75]	0.8781074	0.8356223	0.9341280
sal + temp	S_Pacific	(27.75,27.85]	0.9464289	0.9012833	0.9722590
sal + temp	S_Pacific	(27.85,27.95]	0.8821140	0.7393285	0.9624234
sal + temp	S_Pacific	(27.95,28.05]	0.9142763	0.8483532	0.9497650
sal + temp	S_Pacific	(28.05,28.1]	0.9662906	0.9538326	0.9785530
sal + temp	S_Pacific	(28.1,28.2]	0.9630366	0.9326648	0.9809426
sal + temp	S_Pacific	(28.2,28.3]	0.3375331	0.0385065	0.6085092
sal + temp	S_Pacific	(28.3, Inf]	0.4486121	0.2446700	0.7021294
silicate + phosphate	Indian	(-Inf,26]	0.9618063	0.9585792	0.9643340
silicate + phosphate	Indian	(26,26.5]	0.9437483	0.9350876	0.9484212
silicate + phosphate	Indian	(26.5,26.75]	0.9520132	0.9479206	0.9584138
silicate + phosphate	Indian	(26.75,27]	0.9592712	0.9496179	0.9651868
silicate + phosphate	Indian	(27,27.25]	0.9501545	0.9371782	0.9652231
silicate + phosphate	Indian	(27.25,27.5]	0.9622820	0.9487603	0.9713175
silicate + phosphate	Indian	(27.5,27.75]	0.9432672	0.9348682	0.9497077
silicate + phosphate	Indian	(27.75,27.85]	0.9360146	0.9257863	0.9492617
silicate + phosphate	Indian	(27.85,27.95]	0.9298530	0.9251031	0.9335921
silicate + phosphate	Indian	(27.95,28.05]	0.8841411	0.8791038	0.8895450
silicate + phosphate	Indian	(28.05,28.1]	0.8906788	0.8711729	0.9045544
silicate + phosphate	Indian	(28.1,28.2]	0.9326990	0.9278742	0.9410683
silicate + phosphate	Indian	(28.2,28.3]	0.9653891	0.9544219	0.9760556
silicate + phosphate	Indian	(28.3, Inf]	0.5029704	0.2476375	0.6439557
silicate + phosphate	N_Atlantic	(-Inf,26]	0.9510508	0.9490791	0.9540494
silicate + phosphate	N_Atlantic	(26,26.5]	0.9578567	0.9330944	0.9724043
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.9644919	0.9524683	0.9751012
silicate + phosphate	N_Atlantic	(26.75,27]	0.9771216	0.9740540	0.9802737
silicate + phosphate	N_Atlantic	(27,27.25]	0.9710320	0.9577093	0.9824032
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.9430038	0.9285193	0.9622314
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9447921	0.9310488	0.9562377
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.9496956	0.9336831	0.9601959
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.8790093	0.8483962	0.8945139
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.6412976	0.5149352	0.7050480
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.9260237	0.8909355	0.9475113
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.9577400	0.9220170	0.9781180
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9146792	0.8843885	0.9419867
silicate + phosphate	N_Atlantic	(28.2, Inf]	0.9092833	0.7769906	0.9783782
silicate + phosphate	N_Pacific	(-Inf,26]	0.9499909	0.9298839	0.9633467
silicate + phosphate	N_Pacific	(26,26.5]	0.8394843	0.7106644	0.9055633
silicate + phosphate	N_Pacific	(26.5,26.75]	0.7568094	0.6151726	0.8525648
silicate + phosphate	N_Pacific	(26.75,27]	0.6365904	0.5254764	0.7198700
silicate + phosphate	N_Pacific	(27,27.25]	0.6552334	0.6115257	0.7112873
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7377587	0.6801133	0.8056575
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7830706	0.7668863	0.7957100
silicate + phosphate	N_Pacific	(27.75,27.85]	0.8083040	0.7923641	0.8269217
silicate + phosphate	N_Pacific	(27.85,27.95]	0.8398548	0.8157295	0.8629973
silicate + phosphate	N_Pacific	(27.95,28.05]	0.8607958	0.8483113	0.8806233
silicate + phosphate	N_Pacific	(28.05,28.1]	0.8956255	0.8652666	0.9146051
silicate + phosphate	N_Pacific	(28.1,28.2]	0.7761848	0.7434176	0.8254127
silicate + phosphate	N_Pacific	(28.2,28.3]	0.9610166	0.9546196	0.9716763
silicate + phosphate	S_Atlantic	(-Inf,26]	0.9485433	0.9293592	0.9648972
silicate + phosphate	S_Atlantic	(26,26.5]	0.9420678	0.9385979	0.9484601
silicate + phosphate	S_Atlantic	(26.5,26.75]	0.8656085	0.8069212	0.9350138
silicate + phosphate	S_Atlantic	(26.75,27]	0.7736115	0.7215992	0.8217056
silicate + phosphate	S_Atlantic	(27,27.25]	0.7989687	0.7197602	0.8417673
silicate + phosphate	S_Atlantic	(27.25,27.5]	0.7630967	0.7490403	0.7871098
silicate + phosphate	S_Atlantic	(27.5,27.75]	0.6413354	0.5822527	0.6760774
silicate + phosphate	S_Atlantic	(27.75,27.85]	0.5995349	0.5187048	0.6770059
silicate + phosphate	S_Atlantic	(27.85,27.95]	0.6168854	0.5463429	0.6563066
silicate + phosphate	S_Atlantic	(27.95,28.05]	0.6882748	0.6230474	0.7534469
silicate + phosphate	S_Atlantic	(28.05,28.1]	-0.1740980	-0.4110692	0.0384643
silicate + phosphate	S_Atlantic	(28.1,28.15]	-0.2478876	-0.4599514	-0.1028699
silicate + phosphate	S_Atlantic	(28.15,28.2]	0.7288162	0.5637309	0.8671182
silicate + phosphate	S_Atlantic	(28.2, Inf]	0.8549894	0.7741702	0.9025040
silicate + phosphate	S_Pacific	(-Inf,26]	0.9542372	0.9485856	0.9584055
silicate + phosphate	S_Pacific	(26,26.5]	0.9575254	0.9494285	0.9638777
silicate + phosphate	S_Pacific	(26.5,26.75]	0.9621763	0.9554570	0.9692325
silicate + phosphate	S_Pacific	(26.75,27]	0.9659928	0.9606424	0.9711454
silicate + phosphate	S_Pacific	(27,27.25]	0.9794862	0.9758669	0.9833313
silicate + phosphate	S_Pacific	(27.25,27.5]	0.9660832	0.9631829	0.9706363
silicate + phosphate	S_Pacific	(27.5,27.75]	0.9426635	0.9314366	0.9520094
silicate + phosphate	S_Pacific	(27.75,27.85]	0.9710411	0.9636466	0.9783677
silicate + phosphate	S_Pacific	(27.85,27.95]	0.9619123	0.9488247	0.9742136
silicate + phosphate	S_Pacific	(27.95,28.05]	0.9586851	0.9509233	0.9674938
silicate + phosphate	S_Pacific	(28.05,28.1]	0.9838304	0.9819855	0.9853398
silicate + phosphate	S_Pacific	(28.1,28.2]	0.9576962	0.9506756	0.9615556
silicate + phosphate	S_Pacific	(28.2,28.3]	0.8075188	0.7530551	0.8669076
silicate + phosphate	S_Pacific	(28.3, Inf]	0.8456565	0.7454285	0.9318754
silicate + phosphate_star	Indian	(-Inf,26]	0.9183822	0.9154020	0.9219988
silicate + phosphate_star	Indian	(26,26.5]	0.8887309	0.8687331	0.9178986
silicate + phosphate_star	Indian	(26.5,26.75]	0.8763888	0.8511362	0.9249847
silicate + phosphate_star	Indian	(26.75,27]	0.6637524	0.6358491	0.7127187
silicate + phosphate_star	Indian	(27,27.25]	0.2293383	0.1856069	0.2739525
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0957406	-0.1903773	0.0757876
silicate + phosphate_star	Indian	(27.5,27.75]	-0.4276709	-0.5613331	-0.2986102
silicate + phosphate_star	Indian	(27.75,27.85]	-0.4589174	-0.5614917	-0.3666692
silicate + phosphate_star	Indian	(27.85,27.95]	-0.3485814	-0.4796377	-0.2197945
silicate + phosphate_star	Indian	(27.95,28.05]	0.0295597	-0.0804128	0.1464580
silicate + phosphate_star	Indian	(28.05,28.1]	0.1001954	0.0013878	0.2594290
silicate + phosphate_star	Indian	(28.1,28.2]	0.3535397	0.1970765	0.4532936
silicate + phosphate_star	Indian	(28.2,28.3]	0.7570224	0.7385593	0.7804848
silicate + phosphate_star	Indian	(28.3, Inf]	0.5740733	0.4323575	0.6469098
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.9227669	0.9066402	0.9505565
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.9778852	0.9731571	0.9809451
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9754509	0.9703224	0.9780646
silicate + phosphate_star	N_Atlantic	(26.75,27]	0.9782647	0.9782054	0.9783747
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.9682826	0.9604286	0.9764053
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.9037256	0.8778002	0.9416114
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.7762123	0.6930879	0.8536075
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	0.4965546	0.4072256	0.5840464
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.2862465	0.2004764	0.4453224
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.5833617	0.4649027	0.6893217
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.8471797	0.7647969	0.9032817
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.8844235	0.8626660	0.9230261
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9669414	0.9556163	0.9764527
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.9222783	0.8210029	0.9768054
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.9753222	0.9740411	0.9773776
silicate + phosphate_star	N_Pacific	(26,26.5]	0.9225122	0.9074408	0.9400471
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.8518595	0.8063233	0.8811509
silicate + phosphate_star	N_Pacific	(26.75,27]	0.8209212	0.7675234	0.8504673
silicate + phosphate_star	N_Pacific	(27,27.25]	0.7184598	0.6624402	0.7874378
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.7367648	0.6814186	0.8192182
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7805906	0.7608682	0.8142572
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.8120828	0.7848936	0.8274365
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.8079833	0.7704416	0.8426863
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.8325514	0.8077194	0.8450690
silicate + phosphate_star	N_Pacific	(28.05,28.1]	0.8997569	0.8748264	0.9203978
silicate + phosphate_star	N_Pacific	(28.1,28.2]	0.5891947	0.5161379	0.6394362
silicate + phosphate_star	N_Pacific	(28.2,28.3]	0.7509905	0.7001380	0.7792763
silicate + phosphate_star	S_Atlantic	(-Inf,26]	0.8589417	0.7581672	0.9175592
silicate + phosphate_star	S_Atlantic	(26,26.5]	0.8495381	0.8132404	0.8934471
silicate + phosphate_star	S_Atlantic	(26.5,26.75]	0.4248210	0.2887566	0.6402456
silicate + phosphate_star	S_Atlantic	(26.75,27]	0.3793953	0.2866135	0.5110512
silicate + phosphate_star	S_Atlantic	(27,27.25]	-0.3181119	-0.4869841	-0.1502789
silicate + phosphate_star	S_Atlantic	(27.25,27.5]	-0.3392585	-0.4650748	-0.1589600
silicate + phosphate_star	S_Atlantic	(27.5,27.75]	-0.6290572	-0.7530010	-0.4326295
silicate + phosphate_star	S_Atlantic	(27.75,27.85]	-0.1278721	-0.3668708	0.0222333
silicate + phosphate_star	S_Atlantic	(27.85,27.95]	0.5685113	0.4449805	0.6675268
silicate + phosphate_star	S_Atlantic	(27.95,28.05]	0.5659399	0.4931174	0.6277465
silicate + phosphate_star	S_Atlantic	(28.05,28.1]	-0.4327953	-0.5591679	-0.2863864
silicate + phosphate_star	S_Atlantic	(28.1,28.15]	-0.6301367	-0.7142305	-0.5694047
silicate + phosphate_star	S_Atlantic	(28.15,28.2]	-0.1707231	-0.2793348	-0.1058034
silicate + phosphate_star	S_Atlantic	(28.2, Inf]	0.8355584	0.7791481	0.8663796
silicate + phosphate_star	S_Pacific	(-Inf,26]	0.8677027	0.8318634	0.8998320
silicate + phosphate_star	S_Pacific	(26,26.5]	0.9218708	0.8912089	0.9746529
silicate + phosphate_star	S_Pacific	(26.5,26.75]	0.9614697	0.9479162	0.9831752
silicate + phosphate_star	S_Pacific	(26.75,27]	0.9710476	0.9656030	0.9794409
silicate + phosphate_star	S_Pacific	(27,27.25]	0.9574413	0.9435224	0.9650029
silicate + phosphate_star	S_Pacific	(27.25,27.5]	0.8993726	0.8785121	0.9103268
silicate + phosphate_star	S_Pacific	(27.5,27.75]	0.8094297	0.7257887	0.8546232
silicate + phosphate_star	S_Pacific	(27.75,27.85]	0.8486944	0.7816424	0.8908582
silicate + phosphate_star	S_Pacific	(27.85,27.95]	0.8291290	0.7631841	0.8873492
silicate + phosphate_star	S_Pacific	(27.95,28.05]	0.8058663	0.7191818	0.8814850
silicate + phosphate_star	S_Pacific	(28.05,28.1]	0.8043674	0.7745290	0.8335185
silicate + phosphate_star	S_Pacific	(28.1,28.2]	0.5219144	0.4961016	0.5513991
silicate + phosphate_star	S_Pacific	(28.2,28.3]	0.4860821	0.3719618	0.6280934
silicate + phosphate_star	S_Pacific	(28.3, Inf]	0.7908475	0.7543789	0.8100761
temp + aou	Indian	(-Inf,26]	-0.6652378	-0.6837372	-0.6444867
temp + aou	Indian	(26,26.5]	-0.4157314	-0.5526511	-0.2669133
temp + aou	Indian	(26.5,26.75]	-0.3079386	-0.4218481	-0.2114916
temp + aou	Indian	(26.75,27]	-0.0245275	-0.2391704	0.1691166
temp + aou	Indian	(27,27.25]	0.4109477	0.3504315	0.4943498
temp + aou	Indian	(27.25,27.5]	0.5990891	0.5014112	0.6733616
temp + aou	Indian	(27.5,27.75]	0.6290307	0.5064292	0.7153161
temp + aou	Indian	(27.75,27.85]	0.5407401	0.4190090	0.6199512
temp + aou	Indian	(27.85,27.95]	0.4628784	0.4059071	0.5713489
temp + aou	Indian	(27.95,28.05]	0.1652648	0.0501387	0.3198909
temp + aou	Indian	(28.05,28.1]	0.2044012	0.0643649	0.3516237
temp + aou	Indian	(28.1,28.2]	0.3354643	0.2205152	0.4175728
temp + aou	Indian	(28.2,28.3]	0.6064511	0.4583340	0.7436215
temp + aou	Indian	(28.3, Inf]	0.0452835	-0.0535714	0.1520482
temp + aou	N_Atlantic	(-Inf,26]	-0.6261929	-0.6478992	-0.5830625
temp + aou	N_Atlantic	(26,26.5]	-0.7114651	-0.7869434	-0.5820554
temp + aou	N_Atlantic	(26.5,26.75]	-0.7465145	-0.7795719	-0.6916488
temp + aou	N_Atlantic	(26.75,27]	-0.8288822	-0.8407818	-0.8165713
temp + aou	N_Atlantic	(27,27.25]	-0.7496721	-0.7985526	-0.6833796
temp + aou	N_Atlantic	(27.25,27.5]	-0.4614164	-0.6320445	-0.3161012
temp + aou	N_Atlantic	(27.5,27.75]	-0.3198823	-0.5166503	-0.0742946
temp + aou	N_Atlantic	(27.75,27.85]	-0.1861808	-0.3271120	-0.0303863
temp + aou	N_Atlantic	(27.85,27.95]	0.2361117	0.1106681	0.4162161
temp + aou	N_Atlantic	(27.95,28.05]	-0.0753582	-0.2083855	0.1465931
temp + aou	N_Atlantic	(28.05,28.1]	-0.6224966	-0.7962661	-0.3808931
temp + aou	N_Atlantic	(28.1,28.15]	-0.3673899	-0.5560748	-0.1638802
temp + aou	N_Atlantic	(28.15,28.2]	0.2069730	-0.7010038	0.7403939
temp + aou	N_Atlantic	(28.2, Inf]	-0.5901662	-0.8790994	-0.3962867
temp + aou	N_Pacific	(-Inf,26]	-0.4959177	-0.6543823	-0.3141853
temp + aou	N_Pacific	(26,26.5]	0.2861758	0.0401467	0.5770946
temp + aou	N_Pacific	(26.5,26.75]	0.6353832	0.4566242	0.7802223
temp + aou	N_Pacific	(26.75,27]	0.6898900	0.5146063	0.8035719
temp + aou	N_Pacific	(27,27.25]	0.6868926	0.5453071	0.8015840
temp + aou	N_Pacific	(27.25,27.5]	0.7135357	0.6251739	0.7982939
temp + aou	N_Pacific	(27.5,27.75]	0.6448726	0.5879642	0.6752710
temp + aou	N_Pacific	(27.75,27.85]	0.6629724	0.6126921	0.7045438
temp + aou	N_Pacific	(27.85,27.95]	0.5910038	0.5319009	0.6532907
temp + aou	N_Pacific	(27.95,28.05]	0.6519094	0.6218858	0.6966211
temp + aou	N_Pacific	(28.05,28.1]	0.7635517	0.7160725	0.8030843
temp + aou	N_Pacific	(28.1,28.2]	0.5836960	0.4229418	0.7383538
temp + aou	N_Pacific	(28.2,28.3]	0.6014534	0.4735769	0.6942542
temp + aou	S_Atlantic	(-Inf,26]	-0.2685023	-0.4748374	-0.0145527
temp + aou	S_Atlantic	(26,26.5]	-0.2319801	-0.4474875	-0.1101841
temp + aou	S_Atlantic	(26.5,26.75]	0.3145492	0.1320014	0.4669796
temp + aou	S_Atlantic	(26.75,27]	0.4054989	0.2656077	0.4967340
temp + aou	S_Atlantic	(27,27.25]	0.7130366	0.6376486	0.7927789
temp + aou	S_Atlantic	(27.25,27.5]	0.7348407	0.6937523	0.7781297
temp + aou	S_Atlantic	(27.5,27.75]	0.7782176	0.7509005	0.7965545
temp + aou	S_Atlantic	(27.75,27.85]	0.6850160	0.6245589	0.7671424
temp + aou	S_Atlantic	(27.85,27.95]	0.4201085	0.2692708	0.5362133
temp + aou	S_Atlantic	(27.95,28.05]	-0.2885541	-0.5264580	-0.0786207
temp + aou	S_Atlantic	(28.05,28.1]	-0.5546262	-0.6210374	-0.4489975
temp + aou	S_Atlantic	(28.1,28.15]	-0.3059953	-0.5012602	-0.0821201
temp + aou	S_Atlantic	(28.15,28.2]	0.0438015	-0.0821552	0.2646567
temp + aou	S_Atlantic	(28.2, Inf]	0.4178782	0.2713357	0.5652070
temp + aou	S_Pacific	(-Inf,26]	-0.2956949	-0.5208780	-0.0840443
temp + aou	S_Pacific	(26,26.5]	-0.4117027	-0.4669869	-0.3622141
temp + aou	S_Pacific	(26.5,26.75]	-0.4217707	-0.4652537	-0.3702399
temp + aou	S_Pacific	(26.75,27]	-0.2397802	-0.2966501	-0.1334859
temp + aou	S_Pacific	(27,27.25]	0.2746744	0.2010829	0.3584186
temp + aou	S_Pacific	(27.25,27.5]	0.4788670	0.4137517	0.5301719
temp + aou	S_Pacific	(27.5,27.75]	0.5930848	0.4617023	0.6899984
temp + aou	S_Pacific	(27.75,27.85]	0.5714426	0.4372172	0.6768741
temp + aou	S_Pacific	(27.85,27.95]	0.3638556	0.1794516	0.4831913
temp + aou	S_Pacific	(27.95,28.05]	0.0616017	-0.1784222	0.2734051
temp + aou	S_Pacific	(28.05,28.1]	0.2640695	0.0886034	0.4339330
temp + aou	S_Pacific	(28.1,28.2]	0.3983728	0.3722610	0.4239566
temp + aou	S_Pacific	(28.2,28.3]	-0.1478729	-0.2946269	0.0924099
temp + aou	S_Pacific	(28.3, Inf]	0.6079099	0.5048077	0.7693323
temp + nitrate	Indian	(-Inf,26]	-0.7287346	-0.7494265	-0.7004972
temp + nitrate	Indian	(26,26.5]	-0.4840223	-0.6597769	-0.3233734
temp + nitrate	Indian	(26.5,26.75]	-0.3836988	-0.5196265	-0.2892830
temp + nitrate	Indian	(26.75,27]	-0.2603632	-0.4842853	-0.0801490
temp + nitrate	Indian	(27,27.25]	0.0265730	-0.0542334	0.0976591
temp + nitrate	Indian	(27.25,27.5]	0.2932961	0.1446384	0.3926598
temp + nitrate	Indian	(27.5,27.75]	0.4123792	0.2527937	0.5345925
temp + nitrate	Indian	(27.75,27.85]	0.3619711	0.1595225	0.4943210
temp + nitrate	Indian	(27.85,27.95]	0.2115458	0.0699655	0.3474973
temp + nitrate	Indian	(27.95,28.05]	-0.0853820	-0.2528009	0.1024922
temp + nitrate	Indian	(28.05,28.1]	0.1302889	-0.0512111	0.3198678
temp + nitrate	Indian	(28.1,28.2]	0.3472666	0.2013124	0.4560597
temp + nitrate	Indian	(28.2,28.3]	0.7361057	0.6423290	0.8053513
temp + nitrate	Indian	(28.3, Inf]	-0.0231255	-0.1034448	0.0873844
temp + nitrate	N_Atlantic	(-Inf,26]	-0.7758144	-0.7963206	-0.7498304
temp + nitrate	N_Atlantic	(26,26.5]	-0.8045008	-0.8568414	-0.7166780
temp + nitrate	N_Atlantic	(26.5,26.75]	-0.8014278	-0.8320222	-0.7619151
temp + nitrate	N_Atlantic	(26.75,27]	-0.8613989	-0.8636366	-0.8581897
temp + nitrate	N_Atlantic	(27,27.25]	-0.8253857	-0.8608792	-0.7914091
temp + nitrate	N_Atlantic	(27.25,27.5]	-0.6678204	-0.7996489	-0.5802167
temp + nitrate	N_Atlantic	(27.5,27.75]	-0.5657148	-0.7559839	-0.4047059
temp + nitrate	N_Atlantic	(27.75,27.85]	-0.5108456	-0.6383624	-0.3988451
temp + nitrate	N_Atlantic	(27.85,27.95]	-0.0067703	-0.0924993	0.0514177
temp + nitrate	N_Atlantic	(27.95,28.05]	-0.4825625	-0.5446196	-0.4054538
temp + nitrate	N_Atlantic	(28.05,28.1]	-0.7276171	-0.8449423	-0.5459396
temp + nitrate	N_Atlantic	(28.1,28.15]	-0.4773792	-0.6280538	-0.3343333
temp + nitrate	N_Atlantic	(28.15,28.2]	-0.2060280	-0.7566550	0.2031600
temp + nitrate	N_Atlantic	(28.2, Inf]	0.6296288	0.1469608	0.8939117
temp + nitrate	N_Pacific	(-Inf,26]	-0.8166522	-0.8507861	-0.7602869
temp + nitrate	N_Pacific	(26,26.5]	-0.4190314	-0.5557411	-0.2395614
temp + nitrate	N_Pacific	(26.5,26.75]	-0.3404154	-0.4352650	-0.2167963
temp + nitrate	N_Pacific	(26.75,27]	-0.5506508	-0.6285113	-0.4836524
temp + nitrate	N_Pacific	(27,27.25]	-0.7101469	-0.7816757	-0.6566001
temp + nitrate	N_Pacific	(27.25,27.5]	-0.7794460	-0.8308302	-0.7395329
temp + nitrate	N_Pacific	(27.5,27.75]	-0.7334550	-0.7523835	-0.7054871
temp + nitrate	N_Pacific	(27.75,27.85]	-0.7031495	-0.7236615	-0.6760908
temp + nitrate	N_Pacific	(27.85,27.95]	-0.5965911	-0.6714491	-0.5590102
temp + nitrate	N_Pacific	(27.95,28.05]	-0.2019908	-0.2740438	-0.1056190
temp + nitrate	N_Pacific	(28.05,28.1]	0.5295941	0.4891623	0.5903721
temp + nitrate	N_Pacific	(28.1,28.2]	0.4512604	0.2719991	0.6357946
temp + nitrate	N_Pacific	(28.2,28.3]	0.6657612	0.5582291	0.7490269
temp + nitrate	S_Atlantic	(-Inf,26]	-0.5748566	-0.7670790	-0.2408441
temp + nitrate	S_Atlantic	(26,26.5]	-0.5409734	-0.8293629	-0.3939450
temp + nitrate	S_Atlantic	(26.5,26.75]	0.1620378	0.0296497	0.3029391
temp + nitrate	S_Atlantic	(26.75,27]	0.2631468	0.1449504	0.3239050
temp + nitrate	S_Atlantic	(27,27.25]	0.5551834	0.4485296	0.6682601
temp + nitrate	S_Atlantic	(27.25,27.5]	0.6005067	0.5228662	0.6728518
temp + nitrate	S_Atlantic	(27.5,27.75]	0.4244415	0.2132132	0.6632620
temp + nitrate	S_Atlantic	(27.75,27.85]	0.1789351	0.0839242	0.2713005
temp + nitrate	S_Atlantic	(27.85,27.95]	-0.3965758	-0.6342269	-0.1954731
temp + nitrate	S_Atlantic	(27.95,28.05]	-0.7996609	-0.9265565	-0.7103516
temp + nitrate	S_Atlantic	(28.05,28.1]	-0.8901255	-0.9330771	-0.8648282
temp + nitrate	S_Atlantic	(28.1,28.15]	-0.8161482	-0.8683525	-0.7477167
temp + nitrate	S_Atlantic	(28.15,28.2]	-0.0550157	-0.2581804	0.1753182
temp + nitrate	S_Atlantic	(28.2, Inf]	-0.0272406	-0.2980269	0.2571765
temp + nitrate	S_Pacific	(-Inf,26]	-0.3926708	-0.5635939	-0.2150391
temp + nitrate	S_Pacific	(26,26.5]	-0.5207777	-0.6158809	-0.3818499
temp + nitrate	S_Pacific	(26.5,26.75]	-0.3812492	-0.5861409	-0.1894617
temp + nitrate	S_Pacific	(26.75,27]	-0.1087302	-0.2483619	0.0526217
temp + nitrate	S_Pacific	(27,27.25]	0.0399535	-0.0819994	0.1702288
temp + nitrate	S_Pacific	(27.25,27.5]	-0.1685402	-0.2542491	-0.1250457
temp + nitrate	S_Pacific	(27.5,27.75]	-0.2914143	-0.3705958	-0.2075547
temp + nitrate	S_Pacific	(27.75,27.85]	-0.2469805	-0.2799261	-0.1971704
temp + nitrate	S_Pacific	(27.85,27.95]	-0.1435568	-0.2294491	-0.0758383
temp + nitrate	S_Pacific	(27.95,28.05]	-0.1104188	-0.3594516	0.0830638
temp + nitrate	S_Pacific	(28.05,28.1]	0.2328080	0.0620668	0.4011028
temp + nitrate	S_Pacific	(28.1,28.2]	0.3701086	0.3270545	0.4264935
temp + nitrate	S_Pacific	(28.2,28.3]	0.1619934	-0.1372930	0.5649058
temp + nitrate	S_Pacific	(28.3, Inf]	0.7889429	0.7365067	0.8731713
temp + phosphate	Indian	(-Inf,26]	-0.7183965	-0.7346875	-0.6890025
temp + phosphate	Indian	(26,26.5]	-0.5118573	-0.6555678	-0.3625148
temp + phosphate	Indian	(26.5,26.75]	-0.3912957	-0.5272184	-0.2905971
temp + phosphate	Indian	(26.75,27]	-0.1735454	-0.4040070	0.0351677
temp + phosphate	Indian	(27,27.25]	0.2156149	0.1015147	0.3461474
temp + phosphate	Indian	(27.25,27.5]	0.4510075	0.3113617	0.5746621
temp + phosphate	Indian	(27.5,27.75]	0.5444540	0.3755270	0.6722442
temp + phosphate	Indian	(27.75,27.85]	0.4409266	0.2664857	0.5608570
temp + phosphate	Indian	(27.85,27.95]	0.3238786	0.2092107	0.4569593
temp + phosphate	Indian	(27.95,28.05]	-0.0082724	-0.1710875	0.1733031
temp + phosphate	Indian	(28.05,28.1]	0.1512819	-0.0259570	0.3328930
temp + phosphate	Indian	(28.1,28.2]	0.3576338	0.2205262	0.4637637
temp + phosphate	Indian	(28.2,28.3]	0.7236798	0.6286410	0.7948242
temp + phosphate	Indian	(28.3, Inf]	-0.0540912	-0.1248693	0.0479417
temp + phosphate	N_Atlantic	(-Inf,26]	-0.7660298	-0.7929389	-0.7318574
temp + phosphate	N_Atlantic	(26,26.5]	-0.8012510	-0.8441282	-0.7216242
temp + phosphate	N_Atlantic	(26.5,26.75]	-0.8231659	-0.8515228	-0.7744710
temp + phosphate	N_Atlantic	(26.75,27]	-0.8816266	-0.8905416	-0.8723885
temp + phosphate	N_Atlantic	(27,27.25]	-0.8362296	-0.8687249	-0.7976162
temp + phosphate	N_Atlantic	(27.25,27.5]	-0.6770312	-0.7964809	-0.6041118
temp + phosphate	N_Atlantic	(27.5,27.75]	-0.5866432	-0.7508204	-0.4420879
temp + phosphate	N_Atlantic	(27.75,27.85]	-0.4876518	-0.5786621	-0.3891579
temp + phosphate	N_Atlantic	(27.85,27.95]	-0.0250970	-0.0909452	0.0085721
temp + phosphate	N_Atlantic	(27.95,28.05]	-0.4662501	-0.5387075	-0.3890718
temp + phosphate	N_Atlantic	(28.05,28.1]	-0.7375103	-0.8493310	-0.5637705
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.4781076	-0.6268396	-0.3370761
temp + phosphate	N_Atlantic	(28.15,28.2]	-0.2002850	-0.7587608	0.2170792
temp + phosphate	N_Atlantic	(28.2, Inf]	0.6589388	0.1947755	0.9072200
temp + phosphate	N_Pacific	(-Inf,26]	-0.7488432	-0.7947363	-0.6703759
temp + phosphate	N_Pacific	(26,26.5]	-0.0591220	-0.2780786	0.1974313
temp + phosphate	N_Pacific	(26.5,26.75]	0.2949011	0.1279228	0.4679336
temp + phosphate	N_Pacific	(26.75,27]	0.4428566	0.2749347	0.5586963
temp + phosphate	N_Pacific	(27,27.25]	0.5748424	0.4188536	0.7134419
temp + phosphate	N_Pacific	(27.25,27.5]	0.6803816	0.5986029	0.7742909
temp + phosphate	N_Pacific	(27.5,27.75]	0.6495594	0.5920890	0.6845068
temp + phosphate	N_Pacific	(27.75,27.85]	0.6692746	0.6223323	0.7160201
temp + phosphate	N_Pacific	(27.85,27.95]	0.5977502	0.5395382	0.6596342
temp + phosphate	N_Pacific	(27.95,28.05]	0.6477139	0.6143146	0.6922821
temp + phosphate	N_Pacific	(28.05,28.1]	0.7506892	0.7046545	0.7888728
temp + phosphate	N_Pacific	(28.1,28.2]	0.5208694	0.3430219	0.6948136
temp + phosphate	N_Pacific	(28.2,28.3]	0.6706163	0.5648106	0.7517865
temp + phosphate	S_Atlantic	(-Inf,26]	-0.5240813	-0.7437701	-0.1751587
temp + phosphate	S_Atlantic	(26,26.5]	-0.5005570	-0.8171678	-0.3261242
temp + phosphate	S_Atlantic	(26.5,26.75]	0.1966976	0.0273218	0.3771780
temp + phosphate	S_Atlantic	(26.75,27]	0.2579672	0.1259132	0.3446266
temp + phosphate	S_Atlantic	(27,27.25]	0.6058395	0.5268339	0.7019560
temp + phosphate	S_Atlantic	(27.25,27.5]	0.6492346	0.6096266	0.6941797
temp + phosphate	S_Atlantic	(27.5,27.75]	0.7082605	0.6836776	0.7245457
temp + phosphate	S_Atlantic	(27.75,27.85]	0.5258371	0.4956219	0.5548483
temp + phosphate	S_Atlantic	(27.85,27.95]	0.0239527	-0.0760493	0.1750519
temp + phosphate	S_Atlantic	(27.95,28.05]	-0.7355538	-0.8796888	-0.6272805
temp + phosphate	S_Atlantic	(28.05,28.1]	-0.8705633	-0.9046609	-0.8484466
temp + phosphate	S_Atlantic	(28.1,28.15]	-0.7918841	-0.8371371	-0.7292599
temp + phosphate	S_Atlantic	(28.15,28.2]	-0.0044911	-0.2091570	0.2194403
temp + phosphate	S_Atlantic	(28.2, Inf]	-0.0040393	-0.2861004	0.2867151
temp + phosphate	S_Pacific	(-Inf,26]	-0.2977539	-0.5068323	-0.0908814
temp + phosphate	S_Pacific	(26,26.5]	-0.5122712	-0.5379374	-0.4917767
temp + phosphate	S_Pacific	(26.5,26.75]	-0.5163096	-0.5352444	-0.4928203
temp + phosphate	S_Pacific	(26.75,27]	-0.3430171	-0.4020290	-0.2399037
temp + phosphate	S_Pacific	(27,27.25]	0.0983049	0.0235708	0.1405769
temp + phosphate	S_Pacific	(27.25,27.5]	0.2965024	0.2498311	0.3679108
temp + phosphate	S_Pacific	(27.5,27.75]	0.4768917	0.3485771	0.5445417
temp + phosphate	S_Pacific	(27.75,27.85]	0.5165495	0.3861192	0.6064582
temp + phosphate	S_Pacific	(27.85,27.95]	0.3464102	0.1852862	0.4437903
temp + phosphate	S_Pacific	(27.95,28.05]	0.0449605	-0.1932753	0.2540358
temp + phosphate	S_Pacific	(28.05,28.1]	0.2681304	0.0882493	0.4447641
temp + phosphate	S_Pacific	(28.1,28.2]	0.4198088	0.3777583	0.4853502
temp + phosphate	S_Pacific	(28.2,28.3]	0.1453718	-0.1487388	0.5508404
temp + phosphate	S_Pacific	(28.3, Inf]	0.7907655	0.7494598	0.8697680
temp + phosphate_star	Indian	(-Inf,26]	-0.8369538	-0.8781900	-0.7960415
temp + phosphate_star	Indian	(26,26.5]	-0.7823873	-0.8940441	-0.6795147
temp + phosphate_star	Indian	(26.5,26.75]	-0.7334047	-0.8669985	-0.6604532
temp + phosphate_star	Indian	(26.75,27]	-0.7862207	-0.9012850	-0.7010234
temp + phosphate_star	Indian	(27,27.25]	-0.7928498	-0.8779520	-0.7465402
temp + phosphate_star	Indian	(27.25,27.5]	-0.8196257	-0.8427182	-0.7857559
temp + phosphate_star	Indian	(27.5,27.75]	-0.9104028	-0.9343556	-0.8790236
temp + phosphate_star	Indian	(27.75,27.85]	-0.9676231	-0.9795514	-0.9461017
temp + phosphate_star	Indian	(27.85,27.95]	-0.9767314	-0.9881308	-0.9594526
temp + phosphate_star	Indian	(27.95,28.05]	-0.9348690	-0.9602900	-0.9206364
temp + phosphate_star	Indian	(28.05,28.1]	-0.8074830	-0.8960300	-0.7583749
temp + phosphate_star	Indian	(28.1,28.2]	-0.4917627	-0.6922954	-0.3596721
temp + phosphate_star	Indian	(28.2,28.3]	0.2943266	0.1787305	0.3742824
temp + phosphate_star	Indian	(28.3, Inf]	-0.1569463	-0.2237138	-0.0856471
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.9402419	-0.9413324	-0.9388282
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.9269167	-0.9380397	-0.9129804
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9581546	-0.9650200	-0.9464536
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.9794766	-0.9803084	-0.9787010
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.9797214	-0.9813485	-0.9784826
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9779561	-0.9842511	-0.9713840
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9463208	-0.9804703	-0.9014005
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9262371	-0.9668069	-0.8994954
temp + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8150941	-0.8911554	-0.7208797
temp + phosphate_star	N_Atlantic	(27.95,28.05]	-0.7490873	-0.7744352	-0.7087169
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.8432709	-0.9113945	-0.7311073
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.6763656	-0.7766535	-0.5955031
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.4452160	-0.8070726	-0.1111782
temp + phosphate_star	N_Atlantic	(28.2, Inf]	0.2281763	-0.0359437	0.7220899
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9120287	-0.9137119	-0.9096460
temp + phosphate_star	N_Pacific	(26,26.5]	-0.7013515	-0.7367911	-0.6550206
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.5840127	-0.6387065	-0.5481730
temp + phosphate_star	N_Pacific	(26.75,27]	-0.3043486	-0.3846071	-0.1888513
temp + phosphate_star	N_Pacific	(27,27.25]	0.2762914	0.1049639	0.5126761
temp + phosphate_star	N_Pacific	(27.25,27.5]	0.5692739	0.4794532	0.7073155
temp + phosphate_star	N_Pacific	(27.5,27.75]	0.5689032	0.5020581	0.6024240
temp + phosphate_star	N_Pacific	(27.75,27.85]	0.5919459	0.5477766	0.6387119
temp + phosphate_star	N_Pacific	(27.85,27.95]	0.4994292	0.4428358	0.5759957
temp + phosphate_star	N_Pacific	(27.95,28.05]	0.4669455	0.4025437	0.5103266
temp + phosphate_star	N_Pacific	(28.05,28.1]	0.4424477	0.4258783	0.4656333
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.5311142	-0.5638195	-0.4863638
temp + phosphate_star	N_Pacific	(28.2,28.3]	0.6140272	0.5073318	0.7083287
temp + phosphate_star	S_Atlantic	(-Inf,26]	-0.7970440	-0.8781079	-0.6634963
temp + phosphate_star	S_Atlantic	(26,26.5]	-0.8382892	-0.9446715	-0.7580757
temp + phosphate_star	S_Atlantic	(26.5,26.75]	-0.7865207	-0.8214590	-0.7671376
temp + phosphate_star	S_Atlantic	(26.75,27]	-0.8496655	-0.8662320	-0.8323185
temp + phosphate_star	S_Atlantic	(27,27.25]	-0.9355865	-0.9768619	-0.8867214
temp + phosphate_star	S_Atlantic	(27.25,27.5]	-0.9604159	-0.9950315	-0.9147028
temp + phosphate_star	S_Atlantic	(27.5,27.75]	-0.8949388	-0.9862769	-0.7925299
temp + phosphate_star	S_Atlantic	(27.75,27.85]	-0.9709733	-0.9883311	-0.9604256
temp + phosphate_star	S_Atlantic	(27.85,27.95]	-0.9885955	-0.9902971	-0.9860928
temp + phosphate_star	S_Atlantic	(27.95,28.05]	-0.9949732	-0.9955137	-0.9940362
temp + phosphate_star	S_Atlantic	(28.05,28.1]	-0.9903196	-0.9916825	-0.9890885
temp + phosphate_star	S_Atlantic	(28.1,28.15]	-0.9872118	-0.9876404	-0.9867086
temp + phosphate_star	S_Atlantic	(28.15,28.2]	-0.8696605	-0.9080311	-0.8224383
temp + phosphate_star	S_Atlantic	(28.2, Inf]	-0.4123606	-0.5263974	-0.2851650
temp + phosphate_star	S_Pacific	(-Inf,26]	-0.5735234	-0.6326171	-0.4916793
temp + phosphate_star	S_Pacific	(26,26.5]	-0.7139899	-0.7493411	-0.6754345
temp + phosphate_star	S_Pacific	(26.5,26.75]	-0.6730656	-0.6931076	-0.6365475
temp + phosphate_star	S_Pacific	(26.75,27]	-0.5014096	-0.5694140	-0.3896057
temp + phosphate_star	S_Pacific	(27,27.25]	-0.1357375	-0.1996030	-0.0395618
temp + phosphate_star	S_Pacific	(27.25,27.5]	0.0892370	0.0228007	0.1883636
temp + phosphate_star	S_Pacific	(27.5,27.75]	0.2277087	0.1447747	0.3569568
temp + phosphate_star	S_Pacific	(27.75,27.85]	0.2696074	0.2228401	0.3075669
temp + phosphate_star	S_Pacific	(27.85,27.95]	0.1102115	0.0905207	0.1302111
temp + phosphate_star	S_Pacific	(27.95,28.05]	-0.3453211	-0.4220522	-0.2874447
temp + phosphate_star	S_Pacific	(28.05,28.1]	-0.0893110	-0.1884037	0.0818348
temp + phosphate_star	S_Pacific	(28.1,28.2]	-0.1629494	-0.2858988	-0.0283127
temp + phosphate_star	S_Pacific	(28.2,28.3]	-0.3157681	-0.5634341	-0.0215400
temp + phosphate_star	S_Pacific	(28.3, Inf]	0.7591056	0.7304502	0.7826183
temp + silicate	Indian	(-Inf,26]	-0.6544467	-0.6789358	-0.6100445
temp + silicate	Indian	(26,26.5]	-0.4821834	-0.6339253	-0.2900748
temp + silicate	Indian	(26.5,26.75]	-0.4093823	-0.5621931	-0.2546836
temp + silicate	Indian	(26.75,27]	-0.1571905	-0.4001112	0.0039144
temp + silicate	Indian	(27,27.25]	0.2672220	0.1252853	0.3572443
temp + silicate	Indian	(27.25,27.5]	0.4997822	0.3447505	0.5862613
temp + silicate	Indian	(27.5,27.75]	0.5986946	0.4613484	0.6927160
temp + silicate	Indian	(27.75,27.85]	0.5922334	0.4639851	0.6669993
temp + silicate	Indian	(27.85,27.95]	0.5057828	0.4377959	0.6119067
temp + silicate	Indian	(27.95,28.05]	0.2986355	0.2184885	0.4371127
temp + silicate	Indian	(28.05,28.1]	0.4580117	0.3737979	0.5776095
temp + silicate	Indian	(28.1,28.2]	0.5391488	0.4968430	0.6155267
temp + silicate	Indian	(28.2,28.3]	0.7542453	0.6732793	0.8006083
temp + silicate	Indian	(28.3, Inf]	-0.3382912	-0.7897292	-0.0493840
temp + silicate	N_Atlantic	(-Inf,26]	-0.7692929	-0.8114700	-0.7403236
temp + silicate	N_Atlantic	(26,26.5]	-0.8516649	-0.8754000	-0.8199772
temp + silicate	N_Atlantic	(26.5,26.75]	-0.8911681	-0.9130667	-0.8643668
temp + silicate	N_Atlantic	(26.75,27]	-0.9329036	-0.9353361	-0.9287514
temp + silicate	N_Atlantic	(27,27.25]	-0.9157091	-0.9266653	-0.9053843
temp + silicate	N_Atlantic	(27.25,27.5]	-0.8577758	-0.9129624	-0.8295397
temp + silicate	N_Atlantic	(27.5,27.75]	-0.7228196	-0.8423082	-0.6092644
temp + silicate	N_Atlantic	(27.75,27.85]	-0.4008413	-0.4779744	-0.3491913
temp + silicate	N_Atlantic	(27.85,27.95]	0.1379368	0.0719941	0.2059174
temp + silicate	N_Atlantic	(27.95,28.05]	-0.4464502	-0.5952498	-0.3677989
temp + silicate	N_Atlantic	(28.05,28.1]	-0.5852934	-0.7434392	-0.3378231
temp + silicate	N_Atlantic	(28.1,28.15]	-0.3616694	-0.4793941	-0.1954434
temp + silicate	N_Atlantic	(28.15,28.2]	-0.3676995	-0.7152022	-0.0589706
temp + silicate	N_Atlantic	(28.2, Inf]	0.5139701	0.1990980	0.8359046
temp + silicate	N_Pacific	(-Inf,26]	-0.8462520	-0.8597123	-0.8320382
temp + silicate	N_Pacific	(26,26.5]	-0.4738392	-0.5557116	-0.4046919
temp + silicate	N_Pacific	(26.5,26.75]	-0.2656215	-0.3049398	-0.2210670
temp + silicate	N_Pacific	(26.75,27]	-0.2687104	-0.3324645	-0.1595446
temp + silicate	N_Pacific	(27,27.25]	-0.0659822	-0.2672532	0.1285163
temp + silicate	N_Pacific	(27.25,27.5]	0.1751959	0.0588230	0.3765437
temp + silicate	N_Pacific	(27.5,27.75]	0.1148165	0.0199945	0.1704949
temp + silicate	N_Pacific	(27.75,27.85]	0.1530097	0.1166608	0.2182480
temp + silicate	N_Pacific	(27.85,27.95]	0.1445921	0.0834377	0.2508167
temp + silicate	N_Pacific	(27.95,28.05]	0.2827033	0.2025706	0.3315028
temp + silicate	N_Pacific	(28.05,28.1]	0.4893838	0.4694366	0.5034330
temp + silicate	N_Pacific	(28.1,28.2]	0.0616277	-0.0156703	0.2060356
temp + silicate	N_Pacific	(28.2,28.3]	0.6365084	0.5429837	0.6969960
temp + silicate	S_Atlantic	(-Inf,26]	-0.5594100	-0.6859956	-0.3063312
temp + silicate	S_Atlantic	(26,26.5]	-0.5833102	-0.7460577	-0.4996384
temp + silicate	S_Atlantic	(26.5,26.75]	-0.0342168	-0.1401782	0.0198875
temp + silicate	S_Atlantic	(26.75,27]	-0.0234570	-0.1314106	0.0817719
temp + silicate	S_Atlantic	(27,27.25]	0.4839551	0.4335703	0.5745333
temp + silicate	S_Atlantic	(27.25,27.5]	0.3986095	0.3080797	0.4850314
temp + silicate	S_Atlantic	(27.5,27.75]	0.6707952	0.5911367	0.7356084
temp + silicate	S_Atlantic	(27.75,27.85]	0.2608995	0.1245468	0.5050682
temp + silicate	S_Atlantic	(27.85,27.95]	-0.4798517	-0.5701493	-0.3552362
temp + silicate	S_Atlantic	(27.95,28.05]	-0.5193802	-0.5715287	-0.4444705
temp + silicate	S_Atlantic	(28.05,28.1]	0.5139444	0.3836596	0.6123613
temp + silicate	S_Atlantic	(28.1,28.15]	0.7137224	0.6616239	0.7838720
temp + silicate	S_Atlantic	(28.15,28.2]	0.5921008	0.5341003	0.6258244
temp + silicate	S_Atlantic	(28.2, Inf]	-0.0583075	-0.2071435	0.0803297
temp + silicate	S_Pacific	(-Inf,26]	-0.3447660	-0.5189968	-0.1520657
temp + silicate	S_Pacific	(26,26.5]	-0.4461875	-0.5317258	-0.3986348
temp + silicate	S_Pacific	(26.5,26.75]	-0.4634864	-0.4980973	-0.4366973
temp + silicate	S_Pacific	(26.75,27]	-0.3320035	-0.3946413	-0.2474278
temp + silicate	S_Pacific	(27,27.25]	0.0280721	-0.0536655	0.0802224
temp + silicate	S_Pacific	(27.25,27.5]	0.2721951	0.2078556	0.3555274
temp + silicate	S_Pacific	(27.5,27.75]	0.4973842	0.3514928	0.6066993
temp + silicate	S_Pacific	(27.75,27.85]	0.5912891	0.4664947	0.6997599
temp + silicate	S_Pacific	(27.85,27.95]	0.4190419	0.2128659	0.5633774
temp + silicate	S_Pacific	(27.95,28.05]	0.0789529	-0.2356006	0.3561223
temp + silicate	S_Pacific	(28.05,28.1]	0.3127609	0.1275918	0.4980460
temp + silicate	S_Pacific	(28.1,28.2]	0.3786741	0.3225609	0.4315376
temp + silicate	S_Pacific	(28.2,28.3]	0.1130735	-0.0736504	0.4751554
temp + silicate	S_Pacific	(28.3, Inf]	0.6878277	0.6633954	0.7040006

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Indian	(-Inf,26]	-0.5116890	-0.5982404	-0.4623456
aou	Indian	(26,26.5]	-0.8362115	-0.8572246	-0.8119300
aou	Indian	(26.5,26.75]	-0.8836730	-0.9340748	-0.8505416
aou	Indian	(26.75,27]	-0.7444886	-0.8406628	-0.6470594
aou	Indian	(27,27.25]	-0.1395585	-0.4163333	0.1858925
aou	Indian	(27.25,27.5]	0.6086451	0.4593867	0.7861912
aou	Indian	(27.5,27.75]	0.8485401	0.7328858	0.9428929
aou	Indian	(27.75,27.85]	0.6402265	0.3822268	0.9224694
aou	Indian	(27.85,27.95]	0.3306819	0.0722636	0.7550268
aou	Indian	(27.95,28.05]	0.3756820	0.1121595	0.6914827
aou	Indian	(28.05,28.1]	0.6228251	0.3825330	0.8758620
aou	Indian	(28.1,28.2]	0.6182575	0.4785898	0.8714689
aou	Indian	(28.2,28.3]	0.3939057	0.1849814	0.5073790
aou	Indian	(28.3, Inf]	-0.5809305	-0.8062765	-0.4599247
aou	N_Atlantic	(-Inf,26]	0.3043650	0.1577891	0.5841044
aou	N_Atlantic	(26,26.5]	-0.0178244	-0.3420765	0.2502395
aou	N_Atlantic	(26.5,26.75]	0.1320760	-0.3036069	0.3945123
aou	N_Atlantic	(26.75,27]	-0.4693829	-0.6157176	-0.3797246
aou	N_Atlantic	(27,27.25]	-0.5986287	-0.7116567	-0.4315380
aou	N_Atlantic	(27.25,27.5]	-0.4566353	-0.5346923	-0.3814032
aou	N_Atlantic	(27.5,27.75]	-0.4964806	-0.6018489	-0.4101505
aou	N_Atlantic	(27.75,27.85]	-0.5831052	-0.7032285	-0.4212719
aou	N_Atlantic	(27.85,27.95]	-0.5038062	-0.5953407	-0.4316682
aou	N_Atlantic	(27.95,28.05]	-0.3689726	-0.4221026	-0.3401485
aou	N_Atlantic	(28.05,28.1]	-0.6077442	-0.6835822	-0.5356577
aou	N_Atlantic	(28.1,28.15]	-0.5275213	-0.5903428	-0.4801133
aou	N_Atlantic	(28.15,28.2]	0.0188193	-0.4240166	0.2770114
aou	N_Atlantic	(28.2, Inf]	0.4383864	-0.2694966	0.9109168
aou	N_Pacific	(-Inf,26]	0.2462899	0.2053327	0.2775468
aou	N_Pacific	(26,26.5]	0.6385593	0.4120259	0.8310853
aou	N_Pacific	(26.5,26.75]	0.7011384	0.4635889	0.8772362
aou	N_Pacific	(26.75,27]	0.8305700	0.6953065	0.9161852
aou	N_Pacific	(27,27.25]	0.8371898	0.7930618	0.8754737
aou	N_Pacific	(27.25,27.5]	0.8639012	0.8416550	0.8966861
aou	N_Pacific	(27.5,27.75]	0.9222975	0.9053227	0.9440100
aou	N_Pacific	(27.75,27.85]	0.9679181	0.9645891	0.9716809
aou	N_Pacific	(27.85,27.95]	0.9789159	0.9757102	0.9837438
aou	N_Pacific	(27.95,28.05]	0.9793314	0.9781366	0.9805658
aou	N_Pacific	(28.05,28.1]	0.9875394	0.9847538	0.9892384
aou	N_Pacific	(28.1,28.2]	0.9266734	0.9220222	0.9304191
aou	N_Pacific	(28.2,28.3]	0.1377129	0.0088888	0.3369399
aou	S_Atlantic	(-Inf,26]	-0.2885548	-0.4542578	-0.1022023
aou	S_Atlantic	(26,26.5]	-0.4672236	-0.5159397	-0.3733324
aou	S_Atlantic	(26.5,26.75]	-0.1318219	-0.3272419	0.0129004
aou	S_Atlantic	(26.75,27]	0.2222642	0.0570170	0.5491986
aou	S_Atlantic	(27,27.25]	0.6268325	0.5006416	0.7406239
aou	S_Atlantic	(27.25,27.5]	0.5175990	0.3965163	0.7302631
aou	S_Atlantic	(27.5,27.75]	0.7418263	0.6003442	0.9334517
aou	S_Atlantic	(27.75,27.85]	0.3620310	-0.3454786	0.9248642
aou	S_Atlantic	(27.85,27.95]	0.1466682	-0.4382924	0.6775498
aou	S_Atlantic	(27.95,28.05]	-0.1547931	-0.3541775	-0.0288687
aou	S_Atlantic	(28.05,28.1]	-0.2904282	-0.3726739	-0.1451528
aou	S_Atlantic	(28.1,28.15]	-0.1897072	-0.3317639	-0.0447982
aou	S_Atlantic	(28.15,28.2]	0.0646337	-0.3239844	0.4877552
aou	S_Atlantic	(28.2, Inf]	0.2904168	-0.2191414	0.6353029
aou	S_Pacific	(-Inf,26]	-0.1461249	-0.3124085	-0.0401097
aou	S_Pacific	(26,26.5]	-0.4831867	-0.6138194	-0.4132636
aou	S_Pacific	(26.5,26.75]	-0.2091405	-0.4832632	0.0454510
aou	S_Pacific	(26.75,27]	0.2799830	-0.0493696	0.6734693
aou	S_Pacific	(27,27.25]	0.7312791	0.6573508	0.8129403
aou	S_Pacific	(27.25,27.5]	0.8246330	0.7905288	0.8841836
aou	S_Pacific	(27.5,27.75]	0.8967964	0.8337259	0.9467442
aou	S_Pacific	(27.75,27.85]	0.9460487	0.9040532	0.9707663
aou	S_Pacific	(27.85,27.95]	0.9664306	0.9370782	0.9886453
aou	S_Pacific	(27.95,28.05]	0.9835103	0.9733513	0.9913502
aou	S_Pacific	(28.05,28.1]	0.9856053	0.9811560	0.9924629
aou	S_Pacific	(28.1,28.2]	0.7729300	0.6477648	0.8658903
aou	S_Pacific	(28.2,28.3]	-0.6620239	-0.8111607	-0.3841293
aou	S_Pacific	(28.3, Inf]	-0.3075453	-0.5148808	0.0034138
nitrate	Indian	(-Inf,26]	-0.5139426	-0.6113943	-0.4488757
nitrate	Indian	(26,26.5]	-0.8385695	-0.8466392	-0.8343660
nitrate	Indian	(26.5,26.75]	-0.8627782	-0.8996139	-0.8330865
nitrate	Indian	(26.75,27]	-0.8086209	-0.8780090	-0.7110108
nitrate	Indian	(27,27.25]	-0.3642291	-0.5255139	-0.0865648
nitrate	Indian	(27.25,27.5]	0.5328734	0.3452203	0.6615766
nitrate	Indian	(27.5,27.75]	0.8688209	0.7770400	0.9243425
nitrate	Indian	(27.75,27.85]	0.7375333	0.5707359	0.9395790
nitrate	Indian	(27.85,27.95]	0.5345364	0.3010145	0.8365646
nitrate	Indian	(27.95,28.05]	0.5354408	0.2986177	0.7685664
nitrate	Indian	(28.05,28.1]	0.6578730	0.4172725	0.8860312
nitrate	Indian	(28.1,28.2]	0.6996054	0.5988437	0.8834416
nitrate	Indian	(28.2,28.3]	0.6567055	0.4984731	0.7409603
nitrate	Indian	(28.3, Inf]	0.0453363	-0.0619881	0.1809870
nitrate	N_Atlantic	(-Inf,26]	0.2572838	0.0522776	0.5533761
nitrate	N_Atlantic	(26,26.5]	-0.1015833	-0.4351285	0.2283952
nitrate	N_Atlantic	(26.5,26.75]	0.0725186	-0.3730888	0.3852053
nitrate	N_Atlantic	(26.75,27]	-0.5223385	-0.6464430	-0.4283482
nitrate	N_Atlantic	(27,27.25]	-0.7002678	-0.7816716	-0.5733679
nitrate	N_Atlantic	(27.25,27.5]	-0.6714290	-0.7382549	-0.6217009
nitrate	N_Atlantic	(27.5,27.75]	-0.7413874	-0.8303764	-0.6814643
nitrate	N_Atlantic	(27.75,27.85]	-0.8401542	-0.9082195	-0.7491740
nitrate	N_Atlantic	(27.85,27.95]	-0.7133486	-0.8142001	-0.6559603
nitrate	N_Atlantic	(27.95,28.05]	-0.7581460	-0.8858812	-0.6803820
nitrate	N_Atlantic	(28.05,28.1]	-0.8371848	-0.8806362	-0.8119372
nitrate	N_Atlantic	(28.1,28.15]	-0.7565223	-0.8057502	-0.7255437
nitrate	N_Atlantic	(28.15,28.2]	-0.8565328	-0.9510770	-0.6689298
nitrate	N_Atlantic	(28.2, Inf]	-0.8832041	-0.9403291	-0.8296278
nitrate	N_Pacific	(-Inf,26]	0.1296911	0.0410532	0.2768813
nitrate	N_Pacific	(26,26.5]	-0.1766125	-0.2257813	-0.0802405
nitrate	N_Pacific	(26.5,26.75]	-0.5119865	-0.5526400	-0.4837571
nitrate	N_Pacific	(26.75,27]	-0.7402757	-0.8021356	-0.6751698
nitrate	N_Pacific	(27,27.25]	-0.9127878	-0.9448266	-0.8833055
nitrate	N_Pacific	(27.25,27.5]	-0.9704779	-0.9822317	-0.9630758
nitrate	N_Pacific	(27.5,27.75]	-0.9715700	-0.9792014	-0.9676830
nitrate	N_Pacific	(27.75,27.85]	-0.9184189	-0.9453588	-0.8904852
nitrate	N_Pacific	(27.85,27.95]	-0.8196868	-0.8881952	-0.7619047
nitrate	N_Pacific	(27.95,28.05]	-0.0932373	-0.1505282	-0.0196973
nitrate	N_Pacific	(28.05,28.1]	0.8794605	0.8785000	0.8799488
nitrate	N_Pacific	(28.1,28.2]	0.9543210	0.9519038	0.9591297
nitrate	N_Pacific	(28.2,28.3]	0.1968362	0.0926262	0.3964155
nitrate	S_Atlantic	(-Inf,26]	-0.2210859	-0.3465071	-0.0704507
nitrate	S_Atlantic	(26,26.5]	-0.5962613	-0.6996516	-0.4596795
nitrate	S_Atlantic	(26.5,26.75]	-0.1984563	-0.3645405	-0.0287441
nitrate	S_Atlantic	(26.75,27]	0.1753076	-0.0361350	0.4834751
nitrate	S_Atlantic	(27,27.25]	0.5472249	0.5141492	0.5647381
nitrate	S_Atlantic	(27.25,27.5]	0.3276449	0.2681639	0.3834392
nitrate	S_Atlantic	(27.5,27.75]	0.1444616	-0.1261481	0.6595140
nitrate	S_Atlantic	(27.75,27.85]	0.1658104	0.0601855	0.3612996
nitrate	S_Atlantic	(27.85,27.95]	0.4366164	0.2882545	0.5134132
nitrate	S_Atlantic	(27.95,28.05]	0.1540230	-0.0457310	0.3477462
nitrate	S_Atlantic	(28.05,28.1]	-0.0181357	-0.4775989	0.3404845
nitrate	S_Atlantic	(28.1,28.15]	0.1686131	-0.4313437	0.6097209
nitrate	S_Atlantic	(28.15,28.2]	0.4417532	0.3126582	0.5396063
nitrate	S_Atlantic	(28.2, Inf]	0.6333044	0.3749471	0.8334505
nitrate	S_Pacific	(-Inf,26]	-0.1034600	-0.2373131	-0.0294243
nitrate	S_Pacific	(26,26.5]	-0.5341138	-0.6587319	-0.4669938
nitrate	S_Pacific	(26.5,26.75]	-0.4561836	-0.6333965	-0.2889725
nitrate	S_Pacific	(26.75,27]	-0.6248179	-0.6537681	-0.5984924
nitrate	S_Pacific	(27,27.25]	-0.8123004	-0.8526756	-0.7751620
nitrate	S_Pacific	(27.25,27.5]	-0.9605497	-0.9810208	-0.9499475
nitrate	S_Pacific	(27.5,27.75]	-0.9551693	-0.9614753	-0.9501707
nitrate	S_Pacific	(27.75,27.85]	-0.8658774	-0.8826452	-0.8411774
nitrate	S_Pacific	(27.85,27.95]	-0.5314682	-0.5793008	-0.4942760
nitrate	S_Pacific	(27.95,28.05]	0.8670036	0.8602511	0.8728066
nitrate	S_Pacific	(28.05,28.1]	0.9801159	0.9747739	0.9870210
nitrate	S_Pacific	(28.1,28.2]	0.8336380	0.7481655	0.9096478
nitrate	S_Pacific	(28.2,28.3]	0.0110584	-0.1437460	0.1385667
nitrate	S_Pacific	(28.3, Inf]	-0.1927605	-0.4098392	0.1696274
phosphate	Indian	(-Inf,26]	-0.5633305	-0.6546633	-0.5045622
phosphate	Indian	(26,26.5]	-0.8844881	-0.9104796	-0.8539008
phosphate	Indian	(26.5,26.75]	-0.9207820	-0.9594017	-0.8910974
phosphate	Indian	(26.75,27]	-0.8242356	-0.9019983	-0.7368287
phosphate	Indian	(27,27.25]	-0.2939015	-0.5337309	0.0368624
phosphate	Indian	(27.25,27.5]	0.5190723	0.3378292	0.7154361
phosphate	Indian	(27.5,27.75]	0.8524980	0.7472189	0.9325912
phosphate	Indian	(27.75,27.85]	0.6889600	0.4832048	0.9284978
phosphate	Indian	(27.85,27.95]	0.4481062	0.1934405	0.7997189
phosphate	Indian	(27.95,28.05]	0.4896897	0.2416362	0.7420647
phosphate	Indian	(28.05,28.1]	0.6516363	0.4078947	0.8863429
phosphate	Indian	(28.1,28.2]	0.6950999	0.5905135	0.8894186
phosphate	Indian	(28.2,28.3]	0.6699991	0.5263557	0.7496457
phosphate	Indian	(28.3, Inf]	0.0732910	-0.0411463	0.2241212
phosphate	N_Atlantic	(-Inf,26]	0.2723360	0.0625802	0.5818411
phosphate	N_Atlantic	(26,26.5]	-0.0711551	-0.3776233	0.2453034
phosphate	N_Atlantic	(26.5,26.75]	0.0811320	-0.3596569	0.3832870
phosphate	N_Atlantic	(26.75,27]	-0.5221469	-0.6605363	-0.4246289
phosphate	N_Atlantic	(27,27.25]	-0.6840964	-0.7731445	-0.5605522
phosphate	N_Atlantic	(27.25,27.5]	-0.6342733	-0.6907271	-0.6034729
phosphate	N_Atlantic	(27.5,27.75]	-0.6527819	-0.8099126	-0.5601375
phosphate	N_Atlantic	(27.75,27.85]	-0.6589671	-0.8681550	-0.4975590
phosphate	N_Atlantic	(27.85,27.95]	-0.6055572	-0.7463305	-0.5127257
phosphate	N_Atlantic	(27.95,28.05]	-0.7423527	-0.8666620	-0.6732186
phosphate	N_Atlantic	(28.05,28.1]	-0.8451407	-0.8901254	-0.8201570
phosphate	N_Atlantic	(28.1,28.15]	-0.7565919	-0.8060656	-0.7261518
phosphate	N_Atlantic	(28.15,28.2]	-0.8466875	-0.9413325	-0.6576132
phosphate	N_Atlantic	(28.2, Inf]	-0.8832494	-0.9322778	-0.8211879
phosphate	N_Pacific	(-Inf,26]	0.1236715	0.0481951	0.2442335
phosphate	N_Pacific	(26,26.5]	0.3939625	0.2058397	0.5649835
phosphate	N_Pacific	(26.5,26.75]	0.4744404	0.2678510	0.6762554
phosphate	N_Pacific	(26.75,27]	0.7393711	0.6329458	0.8370704
phosphate	N_Pacific	(27,27.25]	0.9394031	0.9038428	0.9715091
phosphate	N_Pacific	(27.25,27.5]	0.9847773	0.9804264	0.9921574
phosphate	N_Pacific	(27.5,27.75]	0.9738519	0.9681120	0.9798129
phosphate	N_Pacific	(27.75,27.85]	0.9870710	0.9854572	0.9885778
phosphate	N_Pacific	(27.85,27.95]	0.9851634	0.9826976	0.9892632
phosphate	N_Pacific	(27.95,28.05]	0.9773598	0.9750728	0.9796845
phosphate	N_Pacific	(28.05,28.1]	0.9860547	0.9833286	0.9879485
phosphate	N_Pacific	(28.1,28.2]	0.9415968	0.9377266	0.9471204
phosphate	N_Pacific	(28.2,28.3]	0.2087393	0.1066821	0.4037864
phosphate	S_Atlantic	(-Inf,26]	-0.3005476	-0.4143976	-0.1388147
phosphate	S_Atlantic	(26,26.5]	-0.6369233	-0.7500411	-0.4794017
phosphate	S_Atlantic	(26.5,26.75]	-0.2276927	-0.4287861	-0.0195604
phosphate	S_Atlantic	(26.75,27]	0.0954009	-0.0905495	0.4618027
phosphate	S_Atlantic	(27,27.25]	0.5604100	0.4103066	0.6987486
phosphate	S_Atlantic	(27.25,27.5]	0.4916842	0.3396072	0.7125829
phosphate	S_Atlantic	(27.5,27.75]	0.7977234	0.6605551	0.9629328
phosphate	S_Atlantic	(27.75,27.85]	0.4493570	-0.1915677	0.9455520
phosphate	S_Atlantic	(27.85,27.95]	0.3225808	-0.0746527	0.6489517
phosphate	S_Atlantic	(27.95,28.05]	0.0731985	-0.0950833	0.2555582
phosphate	S_Atlantic	(28.05,28.1]	-0.0983807	-0.5323305	0.2507045
phosphate	S_Atlantic	(28.1,28.15]	0.0939004	-0.4574424	0.5248910
phosphate	S_Atlantic	(28.15,28.2]	0.4040857	0.2294702	0.5688332
phosphate	S_Atlantic	(28.2, Inf]	0.6486650	0.3904738	0.8459327
phosphate	S_Pacific	(-Inf,26]	-0.1831487	-0.3413350	-0.0867626
phosphate	S_Pacific	(26,26.5]	-0.4760721	-0.6133159	-0.3881690
phosphate	S_Pacific	(26.5,26.75]	-0.1841453	-0.4603850	0.0871018
phosphate	S_Pacific	(26.75,27]	0.3449031	0.0046339	0.7383273
phosphate	S_Pacific	(27,27.25]	0.8630587	0.8258685	0.9179769
phosphate	S_Pacific	(27.25,27.5]	0.9659376	0.9486157	0.9865247
phosphate	S_Pacific	(27.5,27.75]	0.9748809	0.9515964	0.9925519
phosphate	S_Pacific	(27.75,27.85]	0.9727528	0.9470422	0.9908813
phosphate	S_Pacific	(27.85,27.95]	0.9776957	0.9564669	0.9941217
phosphate	S_Pacific	(27.95,28.05]	0.9835624	0.9744989	0.9902533
phosphate	S_Pacific	(28.05,28.1]	0.9860669	0.9820869	0.9916254
phosphate	S_Pacific	(28.1,28.2]	0.8323373	0.7566186	0.9022902
phosphate	S_Pacific	(28.2,28.3]	0.0206926	-0.1818750	0.1841386
phosphate	S_Pacific	(28.3, Inf]	-0.1716805	-0.4020281	0.1935269
phosphate_star	Indian	(-Inf,26]	-0.5555185	-0.6509869	-0.4698862
phosphate_star	Indian	(26,26.5]	-0.8841477	-0.9319666	-0.8476251
phosphate_star	Indian	(26.5,26.75]	-0.8975171	-0.9160633	-0.8719464
phosphate_star	Indian	(26.75,27]	-0.8317939	-0.8848652	-0.7971152
phosphate_star	Indian	(27,27.25]	-0.6452317	-0.7601675	-0.5404065
phosphate_star	Indian	(27.25,27.5]	-0.4078271	-0.4472280	-0.3593045
phosphate_star	Indian	(27.5,27.75]	-0.2065920	-0.3430716	0.0151812
phosphate_star	Indian	(27.75,27.85]	0.2241329	-0.1848236	0.6105282
phosphate_star	Indian	(27.85,27.95]	0.6643712	0.3407875	0.8457899
phosphate_star	Indian	(27.95,28.05]	0.7230770	0.4815234	0.8758748
phosphate_star	Indian	(28.05,28.1]	0.5686191	0.3436832	0.7426066
phosphate_star	Indian	(28.1,28.2]	0.4527194	0.3926640	0.4992855
phosphate_star	Indian	(28.2,28.3]	0.7023276	0.5862426	0.8129331
phosphate_star	Indian	(28.3, Inf]	0.1948166	0.0450862	0.4184092
phosphate_star	N_Atlantic	(-Inf,26]	0.1918929	-0.0794606	0.4462140
phosphate_star	N_Atlantic	(26,26.5]	-0.1611805	-0.4218252	0.2134698
phosphate_star	N_Atlantic	(26.5,26.75]	-0.0508670	-0.4435774	0.3462432
phosphate_star	N_Atlantic	(26.75,27]	-0.6302061	-0.7325830	-0.5115914
phosphate_star	N_Atlantic	(27,27.25]	-0.8282706	-0.8663812	-0.8079288
phosphate_star	N_Atlantic	(27.25,27.5]	-0.8378558	-0.8708096	-0.8085140
phosphate_star	N_Atlantic	(27.5,27.75]	-0.6773833	-0.7642476	-0.6136259
phosphate_star	N_Atlantic	(27.75,27.85]	-0.4375203	-0.5188111	-0.3004296
phosphate_star	N_Atlantic	(27.85,27.95]	-0.2814371	-0.3342534	-0.2498097
phosphate_star	N_Atlantic	(27.95,28.05]	-0.7126299	-0.7820778	-0.6292817
phosphate_star	N_Atlantic	(28.05,28.1]	-0.8621571	-0.8878545	-0.8423110
phosphate_star	N_Atlantic	(28.1,28.15]	-0.8425562	-0.9031616	-0.8066934
phosphate_star	N_Atlantic	(28.15,28.2]	-0.8032778	-0.8653376	-0.6836558
phosphate_star	N_Atlantic	(28.2, Inf]	-0.7593105	-0.9175230	-0.5261501
phosphate_star	N_Pacific	(-Inf,26]	0.0651933	-0.0742175	0.2717391
phosphate_star	N_Pacific	(26,26.5]	-0.2511180	-0.3810524	-0.1734343
phosphate_star	N_Pacific	(26.5,26.75]	-0.3188703	-0.4048863	-0.2515959
phosphate_star	N_Pacific	(26.75,27]	0.0940543	-0.0661391	0.1921787
phosphate_star	N_Pacific	(27,27.25]	0.7733749	0.7194190	0.8726741
phosphate_star	N_Pacific	(27.25,27.5]	0.9481957	0.9319012	0.9720081
phosphate_star	N_Pacific	(27.5,27.75]	0.9445551	0.9391064	0.9551803
phosphate_star	N_Pacific	(27.75,27.85]	0.9525831	0.9454311	0.9595038
phosphate_star	N_Pacific	(27.85,27.95]	0.9160210	0.8968421	0.9267983
phosphate_star	N_Pacific	(27.95,28.05]	0.8985074	0.8848923	0.9189903
phosphate_star	N_Pacific	(28.05,28.1]	0.8658829	0.8387572	0.8876686
phosphate_star	N_Pacific	(28.1,28.2]	0.4452246	0.3460570	0.5721665
phosphate_star	N_Pacific	(28.2,28.3]	0.3072478	0.1605754	0.4839850
phosphate_star	S_Atlantic	(-Inf,26]	0.0094392	-0.0970505	0.0636763
phosphate_star	S_Atlantic	(26,26.5]	-0.5597018	-0.7027959	-0.3877589
phosphate_star	S_Atlantic	(26.5,26.75]	-0.3655459	-0.6151504	-0.1192384
phosphate_star	S_Atlantic	(26.75,27]	-0.6046325	-0.7762788	-0.3685059
phosphate_star	S_Atlantic	(27,27.25]	-0.6167374	-0.7448654	-0.4366701
phosphate_star	S_Atlantic	(27.25,27.5]	-0.4685344	-0.5876870	-0.3347354
phosphate_star	S_Atlantic	(27.5,27.75]	-0.0188507	-0.1039038	0.1041305
phosphate_star	S_Atlantic	(27.75,27.85]	0.2701472	-0.2097224	0.6577104
phosphate_star	S_Atlantic	(27.85,27.95]	0.4336132	-0.0288703	0.7008205
phosphate_star	S_Atlantic	(27.95,28.05]	0.3184896	-0.0206185	0.5643867
phosphate_star	S_Atlantic	(28.05,28.1]	0.0637118	-0.5861029	0.5065240
phosphate_star	S_Atlantic	(28.1,28.15]	0.1505695	-0.6764278	0.6658971
phosphate_star	S_Atlantic	(28.15,28.2]	0.2174394	-0.3542231	0.6287358
phosphate_star	S_Atlantic	(28.2, Inf]	0.4634738	0.3490724	0.5528316
phosphate_star	S_Pacific	(-Inf,26]	0.0533033	0.0095669	0.1246312
phosphate_star	S_Pacific	(26,26.5]	-0.3819476	-0.5253595	-0.2853556
phosphate_star	S_Pacific	(26.5,26.75]	-0.1365692	-0.4011287	0.1420700
phosphate_star	S_Pacific	(26.75,27]	0.3715834	0.0441894	0.7417127
phosphate_star	S_Pacific	(27,27.25]	0.8877974	0.8587020	0.9274122
phosphate_star	S_Pacific	(27.25,27.5]	0.9719211	0.9671144	0.9781149
phosphate_star	S_Pacific	(27.5,27.75]	0.9693493	0.9621896	0.9769520
phosphate_star	S_Pacific	(27.75,27.85]	0.9697870	0.9622813	0.9776605
phosphate_star	S_Pacific	(27.85,27.95]	0.9561987	0.9479989	0.9643967
phosphate_star	S_Pacific	(27.95,28.05]	0.8759777	0.8430235	0.9042712
phosphate_star	S_Pacific	(28.05,28.1]	0.8348743	0.8284794	0.8450115
phosphate_star	S_Pacific	(28.1,28.2]	0.6547770	0.5798547	0.7288236
phosphate_star	S_Pacific	(28.2,28.3]	0.6102464	0.4258423	0.7627041
phosphate_star	S_Pacific	(28.3, Inf]	0.0944875	-0.2349296	0.3993768
sal	Indian	(-Inf,26]	0.8099665	0.7344179	0.8616905
sal	Indian	(26,26.5]	0.6487233	0.3828442	0.8934612
sal	Indian	(26.5,26.75]	0.4632920	0.2628517	0.7538549
sal	Indian	(26.75,27]	0.3831505	0.1903441	0.6912211
sal	Indian	(27,27.25]	0.3449080	0.1032170	0.5396731
sal	Indian	(27.25,27.5]	0.4067642	0.3393948	0.4796589
sal	Indian	(27.5,27.75]	0.3486325	0.0842196	0.5492444
sal	Indian	(27.75,27.85]	-0.0293645	-0.4906169	0.4280151
sal	Indian	(27.85,27.95]	-0.5315397	-0.7707471	-0.1192031
sal	Indian	(27.95,28.05]	-0.6036679	-0.8291110	-0.2392616
sal	Indian	(28.05,28.1]	-0.2304258	-0.5067175	0.2026354
sal	Indian	(28.1,28.2]	0.3015107	0.1946034	0.4744886
sal	Indian	(28.2,28.3]	0.5492022	0.3403686	0.6838328
sal	Indian	(28.3, Inf]	0.7587953	0.6923603	0.8548195
sal	N_Atlantic	(-Inf,26]	0.3607838	0.2312851	0.5276880
sal	N_Atlantic	(26,26.5]	0.3080226	-0.0865754	0.5855836
sal	N_Atlantic	(26.5,26.75]	0.0745241	-0.3473347	0.4862333
sal	N_Atlantic	(26.75,27]	0.6484106	0.5325761	0.7483009
sal	N_Atlantic	(27,27.25]	0.8459966	0.8165310	0.8867551
sal	N_Atlantic	(27.25,27.5]	0.8242387	0.7589313	0.8613650
sal	N_Atlantic	(27.5,27.75]	0.6678539	0.4836501	0.8109589
sal	N_Atlantic	(27.75,27.85]	0.4011324	0.3365979	0.4998709
sal	N_Atlantic	(27.85,27.95]	-0.1157213	-0.1725670	-0.0542154
sal	N_Atlantic	(27.95,28.05]	0.3114317	0.1677667	0.3943602
sal	N_Atlantic	(28.05,28.1]	0.6615680	0.5851692	0.7065929
sal	N_Atlantic	(28.1,28.15]	0.6996509	0.6560461	0.7300791
sal	N_Atlantic	(28.15,28.2]	0.5439878	0.5138656	0.5689214
sal	N_Atlantic	(28.2, Inf]	0.5175371	0.1431461	0.7411292
sal	N_Pacific	(-Inf,26]	-0.0038462	-0.1936343	0.1236576
sal	N_Pacific	(26,26.5]	0.7535161	0.6113953	0.8936089
sal	N_Pacific	(26.5,26.75]	0.8557026	0.7483708	0.9466036
sal	N_Pacific	(26.75,27]	0.8738414	0.7982938	0.9236669
sal	N_Pacific	(27,27.25]	0.8289031	0.7686011	0.8847145
sal	N_Pacific	(27.25,27.5]	0.7827664	0.7246639	0.8537763
sal	N_Pacific	(27.5,27.75]	0.7381291	0.6875821	0.7733644
sal	N_Pacific	(27.75,27.85]	0.7517988	0.7128721	0.7802026
sal	N_Pacific	(27.85,27.95]	0.6998902	0.6507732	0.7437640
sal	N_Pacific	(27.95,28.05]	0.7235939	0.6996919	0.7614293
sal	N_Pacific	(28.05,28.1]	0.7682067	0.7392727	0.8191071
sal	N_Pacific	(28.1,28.2]	0.5505799	0.3840280	0.6842604
sal	N_Pacific	(28.2,28.3]	0.2787757	0.1716371	0.4296038
sal	S_Atlantic	(-Inf,26]	-0.5645204	-0.7757358	-0.4552980
sal	S_Atlantic	(26,26.5]	-0.0454940	-0.2574260	0.3370022
sal	S_Atlantic	(26.5,26.75]	-0.1666509	-0.3207194	0.0124655
sal	S_Atlantic	(26.75,27]	0.3861369	0.2835699	0.4400443
sal	S_Atlantic	(27,27.25]	0.6575575	0.6102695	0.7355167
sal	S_Atlantic	(27.25,27.5]	0.3960213	0.2736331	0.5830672
sal	S_Atlantic	(27.5,27.75]	0.2875813	0.0940434	0.5776684
sal	S_Atlantic	(27.75,27.85]	-0.0793717	-0.5781201	0.4614952
sal	S_Atlantic	(27.85,27.95]	-0.3774521	-0.6688339	0.0914417
sal	S_Atlantic	(27.95,28.05]	-0.3082632	-0.5556226	0.0408927
sal	S_Atlantic	(28.05,28.1]	-0.0105117	-0.4509318	0.6396609
sal	S_Atlantic	(28.1,28.15]	-0.0677005	-0.5897367	0.7541785
sal	S_Atlantic	(28.15,28.2]	0.0683509	-0.3166355	0.6776260
sal	S_Atlantic	(28.2, Inf]	0.5570214	0.3544144	0.6894083
sal	S_Pacific	(-Inf,26]	-0.3323762	-0.4814190	-0.2227212
sal	S_Pacific	(26,26.5]	-0.1617653	-0.2093784	-0.0763320
sal	S_Pacific	(26.5,26.75]	-0.0522104	-0.2626454	0.1072821
sal	S_Pacific	(26.75,27]	-0.0021711	-0.1500543	0.1402159
sal	S_Pacific	(27,27.25]	0.1342390	0.0159223	0.3166312
sal	S_Pacific	(27.25,27.5]	0.2885848	0.2047068	0.4287136
sal	S_Pacific	(27.5,27.75]	0.4247638	0.3457095	0.5776165
sal	S_Pacific	(27.75,27.85]	0.3920880	0.3380535	0.4713974
sal	S_Pacific	(27.85,27.95]	0.1227834	0.0058112	0.2131022
sal	S_Pacific	(27.95,28.05]	-0.1437280	-0.3248865	0.0136474
sal	S_Pacific	(28.05,28.1]	0.1202867	-0.0674233	0.3410583
sal	S_Pacific	(28.1,28.2]	0.3943746	0.3131089	0.5505411
sal	S_Pacific	(28.2,28.3]	-0.0134114	-0.3230402	0.5006847
sal	S_Pacific	(28.3, Inf]	0.3441944	0.1687141	0.6435111
silicate	Indian	(-Inf,26]	-0.6114401	-0.6871525	-0.5680562
silicate	Indian	(26,26.5]	-0.8938111	-0.9304812	-0.8359305
silicate	Indian	(26.5,26.75]	-0.9123796	-0.9554684	-0.8831590
silicate	Indian	(26.75,27]	-0.8048180	-0.8830640	-0.7365720
silicate	Indian	(27,27.25]	-0.2600734	-0.5093220	0.0419037
silicate	Indian	(27.25,27.5]	0.4990427	0.3594015	0.6739935
silicate	Indian	(27.5,27.75]	0.7724432	0.6792636	0.8666830
silicate	Indian	(27.75,27.85]	0.5870730	0.3642173	0.8534386
silicate	Indian	(27.85,27.95]	0.2575259	-0.0140496	0.7026265
silicate	Indian	(27.95,28.05]	0.2856719	-0.0295938	0.6884725
silicate	Indian	(28.05,28.1]	0.5265282	0.2258247	0.8740400
silicate	Indian	(28.1,28.2]	0.7315596	0.6113005	0.9196731
silicate	Indian	(28.2,28.3]	0.7014992	0.5650617	0.7706992
silicate	Indian	(28.3, Inf]	0.6229164	0.4501152	0.8710420
silicate	N_Atlantic	(-Inf,26]	0.0597141	-0.1944548	0.3829412
silicate	N_Atlantic	(26,26.5]	-0.2090455	-0.4614051	0.1561434
silicate	N_Atlantic	(26.5,26.75]	-0.0541149	-0.4524036	0.3042064
silicate	N_Atlantic	(26.75,27]	-0.6287827	-0.7397156	-0.5221064
silicate	N_Atlantic	(27,27.25]	-0.7881352	-0.8464611	-0.7338905
silicate	N_Atlantic	(27.25,27.5]	-0.7877393	-0.8049464	-0.7709306
silicate	N_Atlantic	(27.5,27.75]	-0.7458917	-0.7716552	-0.7288718
silicate	N_Atlantic	(27.75,27.85]	-0.7515939	-0.8565079	-0.6112175
silicate	N_Atlantic	(27.85,27.95]	-0.8007847	-0.8931890	-0.7437354
silicate	N_Atlantic	(27.95,28.05]	-0.6305358	-0.6576960	-0.5882380
silicate	N_Atlantic	(28.05,28.1]	-0.7362266	-0.7473752	-0.7204802
silicate	N_Atlantic	(28.1,28.15]	-0.6632009	-0.7328722	-0.6146547
silicate	N_Atlantic	(28.15,28.2]	-0.8560838	-0.9106465	-0.7827172
silicate	N_Atlantic	(28.2, Inf]	-0.8872956	-0.9273309	-0.8160351
silicate	N_Pacific	(-Inf,26]	0.0459820	-0.0438133	0.2099912
silicate	N_Pacific	(26,26.5]	-0.0248544	-0.0814189	0.0877758
silicate	N_Pacific	(26.5,26.75]	-0.0112292	-0.0468373	0.0309021
silicate	N_Pacific	(26.75,27]	0.1127685	0.0538990	0.1749435
silicate	N_Pacific	(27,27.25]	0.4552193	0.3619761	0.5735145
silicate	N_Pacific	(27.25,27.5]	0.6957210	0.6359706	0.7740569
silicate	N_Pacific	(27.5,27.75]	0.7417398	0.7134837	0.7611578
silicate	N_Pacific	(27.75,27.85]	0.7557678	0.7300288	0.7760175
silicate	N_Pacific	(27.85,27.95]	0.8071688	0.7819201	0.8331011
silicate	N_Pacific	(27.95,28.05]	0.8599303	0.8514583	0.8762535
silicate	N_Pacific	(28.05,28.1]	0.8873167	0.8611232	0.9035108
silicate	N_Pacific	(28.1,28.2]	0.8532039	0.8330466	0.8858377
silicate	N_Pacific	(28.2,28.3]	0.1329109	0.0206692	0.3029721
silicate	S_Atlantic	(-Inf,26]	-0.2958780	-0.3505939	-0.2269082
silicate	S_Atlantic	(26,26.5]	-0.7337250	-0.8819311	-0.5833208
silicate	S_Atlantic	(26.5,26.75]	-0.4923540	-0.6461287	-0.2470404
silicate	S_Atlantic	(26.75,27]	-0.3520794	-0.5816832	0.0172965
silicate	S_Atlantic	(27,27.25]	0.1649579	-0.0525553	0.3369605
silicate	S_Atlantic	(27.25,27.5]	-0.0701415	-0.2156061	0.1684949
silicate	S_Atlantic	(27.5,27.75]	0.2695081	0.0211106	0.5886512
silicate	S_Atlantic	(27.75,27.85]	0.0874952	-0.2752049	0.3931539
silicate	S_Atlantic	(27.85,27.95]	0.0925667	0.0011234	0.2178898
silicate	S_Atlantic	(27.95,28.05]	-0.0003066	-0.1081103	0.0768929
silicate	S_Atlantic	(28.05,28.1]	0.1310027	-0.1272811	0.5899004
silicate	S_Atlantic	(28.1,28.15]	0.2182867	-0.1080283	0.8373691
silicate	S_Atlantic	(28.15,28.2]	0.4976469	0.2737738	0.9215727
silicate	S_Atlantic	(28.2, Inf]	0.5048166	0.3410687	0.6027881
silicate	S_Pacific	(-Inf,26]	-0.1373113	-0.2943979	-0.0327176
silicate	S_Pacific	(26,26.5]	-0.4620478	-0.5922172	-0.3420904
silicate	S_Pacific	(26.5,26.75]	-0.1759868	-0.4463534	0.1061591
silicate	S_Pacific	(26.75,27]	0.3596256	0.0251285	0.7431519
silicate	S_Pacific	(27,27.25]	0.8490979	0.8126904	0.9058901
silicate	S_Pacific	(27.25,27.5]	0.9082121	0.8870441	0.9448666
silicate	S_Pacific	(27.5,27.75]	0.8985764	0.8372899	0.9467835
silicate	S_Pacific	(27.75,27.85]	0.9278286	0.8750996	0.9559283
silicate	S_Pacific	(27.85,27.95]	0.9222868	0.8631974	0.9563883
silicate	S_Pacific	(27.95,28.05]	0.9449422	0.9145416	0.9602711
silicate	S_Pacific	(28.05,28.1]	0.9791458	0.9712254	0.9880352
silicate	S_Pacific	(28.1,28.2]	0.8242463	0.7554003	0.9008790
silicate	S_Pacific	(28.2,28.3]	0.0810561	-0.0914313	0.2335635
silicate	S_Pacific	(28.3, Inf]	0.0160860	-0.2966743	0.4184888
temp	Indian	(-Inf,26]	0.0696396	-0.0057654	0.1582238
temp	Indian	(26,26.5]	0.4680295	0.2844050	0.5895271
temp	Indian	(26.5,26.75]	0.4521535	0.2906897	0.6582826
temp	Indian	(26.75,27]	0.4456764	0.2431150	0.7091382
temp	Indian	(27,27.25]	0.4079368	0.1802004	0.5985808
temp	Indian	(27.25,27.5]	0.4711169	0.3846528	0.5345237
temp	Indian	(27.5,27.75]	0.3554649	0.0957979	0.5482991
temp	Indian	(27.75,27.85]	-0.1252339	-0.5785696	0.3619120
temp	Indian	(27.85,27.95]	-0.5618881	-0.7845897	-0.1630142
temp	Indian	(27.95,28.05]	-0.5913754	-0.8095272	-0.2206708
temp	Indian	(28.05,28.1]	-0.1875517	-0.4642173	0.2675207
temp	Indian	(28.1,28.2]	0.3141316	0.2083979	0.4469636
temp	Indian	(28.2,28.3]	0.6096867	0.5087732	0.7220246
temp	Indian	(28.3, Inf]	-0.3794865	-0.5576132	-0.2703672
temp	N_Atlantic	(-Inf,26]	-0.1628044	-0.2886882	0.0776126
temp	N_Atlantic	(26,26.5]	0.1397564	-0.1777340	0.3948253
temp	N_Atlantic	(26.5,26.75]	0.0033486	-0.4019367	0.4145003
temp	N_Atlantic	(26.75,27]	0.5957066	0.4697455	0.6928394
temp	N_Atlantic	(27,27.25]	0.8059847	0.7726763	0.8558844
temp	N_Atlantic	(27.25,27.5]	0.8191223	0.7433424	0.8606069
temp	N_Atlantic	(27.5,27.75]	0.6114191	0.4018527	0.7883141
temp	N_Atlantic	(27.75,27.85]	0.3727610	0.2721522	0.4827617
temp	N_Atlantic	(27.85,27.95]	-0.1820985	-0.2224680	-0.1234856
temp	N_Atlantic	(27.95,28.05]	0.1778296	-0.0168446	0.3070401
temp	N_Atlantic	(28.05,28.1]	0.5578554	0.4496044	0.6183871
temp	N_Atlantic	(28.1,28.15]	0.5496357	0.5121849	0.6114248
temp	N_Atlantic	(28.15,28.2]	0.0201032	-0.2079399	0.2053866
temp	N_Atlantic	(28.2, Inf]	-0.6337612	-0.7760156	-0.4844422
temp	N_Pacific	(-Inf,26]	-0.2939981	-0.4960928	-0.1080286
temp	N_Pacific	(26,26.5]	0.6970336	0.5598225	0.8287366
temp	N_Pacific	(26.5,26.75]	0.8428614	0.7212691	0.9340821
temp	N_Pacific	(26.75,27]	0.8702061	0.8118590	0.9058364
temp	N_Pacific	(27,27.25]	0.7932112	0.7282973	0.8504344
temp	N_Pacific	(27.25,27.5]	0.7518323	0.6883748	0.8236294
temp	N_Pacific	(27.5,27.75]	0.6897988	0.6407089	0.7224258
temp	N_Pacific	(27.75,27.85]	0.7181248	0.6724726	0.7511125
temp	N_Pacific	(27.85,27.95]	0.6168788	0.5510818	0.6908741
temp	N_Pacific	(27.95,28.05]	0.5687007	0.5448444	0.6060383
temp	N_Pacific	(28.05,28.1]	0.7326165	0.6783870	0.7699468
temp	N_Pacific	(28.1,28.2]	0.3527091	0.1991638	0.4941145
temp	N_Pacific	(28.2,28.3]	0.4530797	0.3830611	0.5706521
temp	S_Atlantic	(-Inf,26]	-0.5256623	-0.7201316	-0.3627073
temp	S_Atlantic	(26,26.5]	0.1331571	-0.0707567	0.4626134
temp	S_Atlantic	(26.5,26.75]	0.0223741	-0.1297491	0.2534276
temp	S_Atlantic	(26.75,27]	0.5301784	0.4596514	0.6241396
temp	S_Atlantic	(27,27.25]	0.6826280	0.6126249	0.7556481
temp	S_Atlantic	(27.25,27.5]	0.5867524	0.4354741	0.7148187
temp	S_Atlantic	(27.5,27.75]	0.3003795	0.1383724	0.5467607
temp	S_Atlantic	(27.75,27.85]	-0.2039102	-0.7239978	0.3688741
temp	S_Atlantic	(27.85,27.95]	-0.4589921	-0.7607285	0.0232326
temp	S_Atlantic	(27.95,28.05]	-0.3758588	-0.6216223	-0.0240451
temp	S_Atlantic	(28.05,28.1]	-0.0896732	-0.5290083	0.5797334
temp	S_Atlantic	(28.1,28.15]	-0.1096205	-0.6236392	0.7159402
temp	S_Atlantic	(28.15,28.2]	0.0636949	-0.3221272	0.7045398
temp	S_Atlantic	(28.2, Inf]	0.3655578	0.1914772	0.5301198
temp	S_Pacific	(-Inf,26]	-0.6968839	-0.7818845	-0.6116221
temp	S_Pacific	(26,26.5]	-0.0975712	-0.2449636	0.0294852
temp	S_Pacific	(26.5,26.75]	0.0585091	-0.1782910	0.2410303
temp	S_Pacific	(26.75,27]	0.1892063	0.0322306	0.3388922
temp	S_Pacific	(27,27.25]	0.1673139	0.1102058	0.2425986
temp	S_Pacific	(27.25,27.5]	0.2417818	0.1796010	0.3454325
temp	S_Pacific	(27.5,27.75]	0.3388268	0.2398837	0.4760904
temp	S_Pacific	(27.75,27.85]	0.3512176	0.3087385	0.3996529
temp	S_Pacific	(27.85,27.95]	0.1992217	0.1406308	0.2597582
temp	S_Pacific	(27.95,28.05]	-0.0276406	-0.2188775	0.1296002
temp	S_Pacific	(28.05,28.1]	0.2766387	0.1380122	0.4745173
temp	S_Pacific	(28.1,28.2]	0.3716771	0.1829807	0.6012411
temp	S_Pacific	(28.2,28.3]	-0.0585112	-0.3099253	0.1944225
temp	S_Pacific	(28.3, Inf]	-0.0828421	-0.3708905	0.2358280

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