Last updated: 2021-06-07

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
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html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
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html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
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Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
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Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
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Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
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html	c8b76b3	jens-daniel-mueller	2020-12-19	Build site.
Rmd	b5fedce	jens-daniel-mueller	2020-12-19	first build after creating model template
Rmd	8e8abf5	Jens Müller	2020-12-18	Initial commit

1 Required data

Required are:

cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

property-property plots and
calculated correlation coefficients.

2.1 Correlation plots

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

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

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

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

Version	Author	Date
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

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

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

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

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

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.7911918	0.7302204	0.8757448
aou + nitrate	Atlantic	(26,26.5]	0.8629414	0.8546045	0.8792913
aou + nitrate	Atlantic	(26.5,26.75]	0.9676669	0.9625608	0.9743825
aou + nitrate	Atlantic	(26.75,27]	0.9824846	0.9792926	0.9866522
aou + nitrate	Atlantic	(27,27.25]	0.9656267	0.9591436	0.9731812
aou + nitrate	Atlantic	(27.25,27.5]	0.9090881	0.8786746	0.9307677
aou + nitrate	Atlantic	(27.5,27.75]	0.7900574	0.7352044	0.8357190
aou + nitrate	Atlantic	(27.75,27.85]	0.6500398	0.5935978	0.7248407
aou + nitrate	Atlantic	(27.85,27.95]	0.7137679	0.5702417	0.7879553
aou + nitrate	Atlantic	(27.95,28.05]	0.8248229	0.7131143	0.8944957
aou + nitrate	Atlantic	(28.05,28.1]	0.9353220	0.9052865	0.9651229
aou + nitrate	Atlantic	(28.1,28.15]	0.9739153	0.9651500	0.9831586
aou + nitrate	Atlantic	(28.15,28.2]	0.9783603	0.9686823	0.9851086
aou + nitrate	Atlantic	(28.2, Inf]	0.9253614	0.8897675	0.9490012
aou + nitrate	Indian	(-Inf,26]	0.9398504	0.9263258	0.9466422
aou + nitrate	Indian	(26,26.5]	0.8774396	0.8313089	0.9080553
aou + nitrate	Indian	(26.5,26.75]	0.9188961	0.8951965	0.9451726
aou + nitrate	Indian	(26.75,27]	0.9421830	0.9227726	0.9545108
aou + nitrate	Indian	(27,27.25]	0.9545934	0.9497352	0.9612707
aou + nitrate	Indian	(27.25,27.5]	0.9514566	0.9420541	0.9695442
aou + nitrate	Indian	(27.5,27.75]	0.9661928	0.9580498	0.9757543
aou + nitrate	Indian	(27.75,27.85]	0.9918273	0.9853695	0.9967251
aou + nitrate	Indian	(27.85,27.95]	0.9937333	0.9903438	0.9973822
aou + nitrate	Indian	(27.95,28.05]	0.9916226	0.9876329	0.9960007
aou + nitrate	Indian	(28.05,28.1]	0.9887811	0.9840291	0.9922773
aou + nitrate	Indian	(28.1,28.2]	0.9751985	0.9597133	0.9872443
aou + nitrate	Indian	(28.2,28.3]	0.9710258	0.9524712	0.9847432
aou + nitrate	Indian	(28.3, Inf]	0.8869881	0.8508258	0.9207698
aou + nitrate	Pacific	(-Inf,26]	0.9369182	0.9271918	0.9542803
aou + nitrate	Pacific	(26,26.5]	0.9162653	0.9036934	0.9413700
aou + nitrate	Pacific	(26.5,26.75]	0.8371216	0.7822625	0.8960484
aou + nitrate	Pacific	(26.75,27]	0.7888020	0.7157332	0.8445816
aou + nitrate	Pacific	(27,27.25]	0.8962968	0.8889893	0.9035044
aou + nitrate	Pacific	(27.25,27.5]	0.9333502	0.9230681	0.9504031
aou + nitrate	Pacific	(27.5,27.75]	0.9642452	0.9458485	0.9751383
aou + nitrate	Pacific	(27.75,27.85]	0.9939852	0.9928961	0.9959783
aou + nitrate	Pacific	(27.85,27.95]	0.9968366	0.9960442	0.9977616
aou + nitrate	Pacific	(27.95,28.05]	0.9975461	0.9970203	0.9983808
aou + nitrate	Pacific	(28.05,28.1]	0.9970993	0.9964363	0.9979459
aou + nitrate	Pacific	(28.1,28.2]	0.9953880	0.9946237	0.9966694
aou + nitrate	Pacific	(28.2,28.3]	0.9947586	0.9932500	0.9957905
aou + nitrate	Pacific	(28.3, Inf]	0.9851879	0.9840983	0.9870918
aou + phosphate	Atlantic	(-Inf,26]	0.8138220	0.7359829	0.8546664
aou + phosphate	Atlantic	(26,26.5]	0.8789181	0.8577069	0.8946459
aou + phosphate	Atlantic	(26.5,26.75]	0.9211520	0.9107460	0.9356111
aou + phosphate	Atlantic	(26.75,27]	0.9586742	0.9516230	0.9675829
aou + phosphate	Atlantic	(27,27.25]	0.9332479	0.9158589	0.9459891
aou + phosphate	Atlantic	(27.25,27.5]	0.8604919	0.8067098	0.8930345
aou + phosphate	Atlantic	(27.5,27.75]	0.7412078	0.6735501	0.7958385
aou + phosphate	Atlantic	(27.75,27.85]	0.6115656	0.5559715	0.6872793
aou + phosphate	Atlantic	(27.85,27.95]	0.6886333	0.5410122	0.7696030
aou + phosphate	Atlantic	(27.95,28.05]	0.8127409	0.6994641	0.8795269
aou + phosphate	Atlantic	(28.05,28.1]	0.9318051	0.9006025	0.9617356
aou + phosphate	Atlantic	(28.1,28.15]	0.9721832	0.9627567	0.9818846
aou + phosphate	Atlantic	(28.15,28.2]	0.9813013	0.9718091	0.9871152
aou + phosphate	Atlantic	(28.2, Inf]	0.9112090	0.8696148	0.9510141
aou + phosphate	Indian	(-Inf,26]	0.9895293	0.9850469	0.9930628
aou + phosphate	Indian	(26,26.5]	0.9859752	0.9850808	0.9868613
aou + phosphate	Indian	(26.5,26.75]	0.9884016	0.9868270	0.9894695
aou + phosphate	Indian	(26.75,27]	0.9854626	0.9803070	0.9893318
aou + phosphate	Indian	(27,27.25]	0.9831329	0.9768253	0.9891197
aou + phosphate	Indian	(27.25,27.5]	0.9702459	0.9527591	0.9792437
aou + phosphate	Indian	(27.5,27.75]	0.9764327	0.9658629	0.9817569
aou + phosphate	Indian	(27.75,27.85]	0.9954672	0.9937735	0.9963534
aou + phosphate	Indian	(27.85,27.95]	0.9944968	0.9883704	0.9975632
aou + phosphate	Indian	(27.95,28.05]	0.9918315	0.9836787	0.9964873
aou + phosphate	Indian	(28.05,28.1]	0.9889819	0.9837488	0.9925226
aou + phosphate	Indian	(28.1,28.2]	0.9765573	0.9602149	0.9868542
aou + phosphate	Indian	(28.2,28.3]	0.9742919	0.9542619	0.9873539
aou + phosphate	Indian	(28.3, Inf]	0.8482342	0.8074851	0.8836566
aou + phosphate	Pacific	(-Inf,26]	0.9444069	0.9339099	0.9590978
aou + phosphate	Pacific	(26,26.5]	0.9685916	0.9603608	0.9754456
aou + phosphate	Pacific	(26.5,26.75]	0.9765994	0.9738199	0.9799056
aou + phosphate	Pacific	(26.75,27]	0.9767257	0.9730536	0.9838897
aou + phosphate	Pacific	(27,27.25]	0.9900392	0.9890460	0.9911956
aou + phosphate	Pacific	(27.25,27.5]	0.9926435	0.9922023	0.9932314
aou + phosphate	Pacific	(27.5,27.75]	0.9953290	0.9943612	0.9961863
aou + phosphate	Pacific	(27.75,27.85]	0.9983057	0.9981502	0.9984324
aou + phosphate	Pacific	(27.85,27.95]	0.9979680	0.9977887	0.9981064
aou + phosphate	Pacific	(27.95,28.05]	0.9978286	0.9976096	0.9982651
aou + phosphate	Pacific	(28.05,28.1]	0.9976951	0.9973907	0.9981044
aou + phosphate	Pacific	(28.1,28.2]	0.9969785	0.9962870	0.9974103
aou + phosphate	Pacific	(28.2,28.3]	0.9956266	0.9947769	0.9961799
aou + phosphate	Pacific	(28.3, Inf]	0.9791203	0.9760559	0.9833335
aou + phosphate_star	Atlantic	(-Inf,26]	-0.1245960	-0.4523182	0.4442608
aou + phosphate_star	Atlantic	(26,26.5]	0.3037191	0.1831459	0.4059836
aou + phosphate_star	Atlantic	(26.5,26.75]	0.0186318	-0.2536922	0.2168889
aou + phosphate_star	Atlantic	(26.75,27]	-0.0198426	-0.0931442	0.1052521
aou + phosphate_star	Atlantic	(27,27.25]	-0.0584799	-0.1803755	0.0957672
aou + phosphate_star	Atlantic	(27.25,27.5]	0.0754683	-0.0417802	0.2192071
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1309887	0.0653307	0.1797094
aou + phosphate_star	Atlantic	(27.75,27.85]	0.1702195	0.1107838	0.2460044
aou + phosphate_star	Atlantic	(27.85,27.95]	0.3571821	0.1421925	0.5153077
aou + phosphate_star	Atlantic	(27.95,28.05]	0.6020778	0.4326136	0.6894194
aou + phosphate_star	Atlantic	(28.05,28.1]	0.8352112	0.7741942	0.8922133
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9193293	0.8943249	0.9458669
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9357538	0.9068395	0.9548096
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8075382	0.7312244	0.8816142
aou + phosphate_star	Indian	(-Inf,26]	0.8619929	0.8351149	0.8934831
aou + phosphate_star	Indian	(26,26.5]	0.7208136	0.7099319	0.7383095
aou + phosphate_star	Indian	(26.5,26.75]	0.6545530	0.5790623	0.6983106
aou + phosphate_star	Indian	(26.75,27]	0.4489895	0.3591630	0.5186857
aou + phosphate_star	Indian	(27,27.25]	0.2331304	0.1234703	0.3049637
aou + phosphate_star	Indian	(27.25,27.5]	-0.3343782	-0.3758111	-0.2655109
aou + phosphate_star	Indian	(27.5,27.75]	-0.5808512	-0.6279173	-0.5056186
aou + phosphate_star	Indian	(27.75,27.85]	-0.8418004	-0.8814386	-0.7836039
aou + phosphate_star	Indian	(27.85,27.95]	-0.7816249	-0.8453481	-0.6831139
aou + phosphate_star	Indian	(27.95,28.05]	-0.6406791	-0.6893766	-0.5811309
aou + phosphate_star	Indian	(28.05,28.1]	-0.5425214	-0.7001446	-0.4455087
aou + phosphate_star	Indian	(28.1,28.2]	-0.5353821	-0.6555222	-0.3701785
aou + phosphate_star	Indian	(28.2,28.3]	-0.4663056	-0.6629620	-0.1602921
aou + phosphate_star	Indian	(28.3, Inf]	-0.8581249	-0.8879276	-0.8229638
aou + phosphate_star	Pacific	(-Inf,26]	0.4965532	0.4673990	0.5407445
aou + phosphate_star	Pacific	(26,26.5]	0.5140691	0.3864164	0.6293038
aou + phosphate_star	Pacific	(26.5,26.75]	0.4101434	0.1659413	0.5927580
aou + phosphate_star	Pacific	(26.75,27]	0.5174280	0.3745833	0.6470108
aou + phosphate_star	Pacific	(27,27.25]	0.7097272	0.6453257	0.7499368
aou + phosphate_star	Pacific	(27.25,27.5]	0.5565139	0.4428449	0.6441623
aou + phosphate_star	Pacific	(27.5,27.75]	0.0973235	0.0197228	0.2111357
aou + phosphate_star	Pacific	(27.75,27.85]	-0.3772206	-0.6036472	-0.1675210
aou + phosphate_star	Pacific	(27.85,27.95]	-0.4892730	-0.5901670	-0.3500333
aou + phosphate_star	Pacific	(27.95,28.05]	-0.5454550	-0.7959995	-0.4028350
aou + phosphate_star	Pacific	(28.05,28.1]	-0.3166780	-0.5311722	-0.1334160
aou + phosphate_star	Pacific	(28.1,28.2]	-0.0921818	-0.2909940	0.0986604
aou + phosphate_star	Pacific	(28.2,28.3]	-0.0710483	-0.2078653	0.1806872
aou + phosphate_star	Pacific	(28.3, Inf]	-0.8921029	-0.9305909	-0.8491098
aou + silicate	Atlantic	(-Inf,26]	0.0344034	-0.7857934	0.6331825
aou + silicate	Atlantic	(26,26.5]	0.3186922	0.2029873	0.4256283
aou + silicate	Atlantic	(26.5,26.75]	0.6291813	0.5919199	0.6803886
aou + silicate	Atlantic	(26.75,27]	0.8164119	0.7947040	0.8373435
aou + silicate	Atlantic	(27,27.25]	0.7349245	0.7029597	0.7674080
aou + silicate	Atlantic	(27.25,27.5]	0.6333329	0.6154882	0.6611052
aou + silicate	Atlantic	(27.5,27.75]	0.4756559	0.4418506	0.5007851
aou + silicate	Atlantic	(27.75,27.85]	0.3618779	0.3348493	0.3791326
aou + silicate	Atlantic	(27.85,27.95]	0.4740397	0.3485969	0.6128332
aou + silicate	Atlantic	(27.95,28.05]	0.6784281	0.5799586	0.7781560
aou + silicate	Atlantic	(28.05,28.1]	0.8884049	0.8582062	0.9052851
aou + silicate	Atlantic	(28.1,28.15]	0.9562305	0.9489135	0.9628005
aou + silicate	Atlantic	(28.15,28.2]	0.9612331	0.9583065	0.9628404
aou + silicate	Atlantic	(28.2, Inf]	0.6831241	0.6095264	0.8157958
aou + silicate	Indian	(-Inf,26]	0.8402497	0.7423686	0.9115429
aou + silicate	Indian	(26,26.5]	0.8848531	0.8507808	0.9184178
aou + silicate	Indian	(26.5,26.75]	0.9325302	0.9146444	0.9654716
aou + silicate	Indian	(26.75,27]	0.9618706	0.9476201	0.9801731
aou + silicate	Indian	(27,27.25]	0.9604267	0.9486263	0.9692896
aou + silicate	Indian	(27.25,27.5]	0.9517497	0.9479082	0.9551556
aou + silicate	Indian	(27.5,27.75]	0.9489929	0.9442059	0.9570947
aou + silicate	Indian	(27.75,27.85]	0.9867140	0.9848821	0.9879113
aou + silicate	Indian	(27.85,27.95]	0.9849817	0.9806940	0.9882392
aou + silicate	Indian	(27.95,28.05]	0.9828582	0.9779185	0.9862056
aou + silicate	Indian	(28.05,28.1]	0.9907781	0.9891700	0.9921154
aou + silicate	Indian	(28.1,28.2]	0.9731542	0.9628500	0.9788499
aou + silicate	Indian	(28.2,28.3]	0.9387533	0.9267404	0.9616839
aou + silicate	Indian	(28.3, Inf]	0.7214664	0.6708330	0.7545007
aou + silicate	Pacific	(-Inf,26]	0.8011200	0.7710018	0.8493034
aou + silicate	Pacific	(26,26.5]	0.8203775	0.7439516	0.8717938
aou + silicate	Pacific	(26.5,26.75]	0.7535439	0.6491794	0.8165606
aou + silicate	Pacific	(26.75,27]	0.8223423	0.7634249	0.8546633
aou + silicate	Pacific	(27,27.25]	0.9291133	0.9138475	0.9416786
aou + silicate	Pacific	(27.25,27.5]	0.9510782	0.9369237	0.9605704
aou + silicate	Pacific	(27.5,27.75]	0.9645582	0.9605796	0.9702821
aou + silicate	Pacific	(27.75,27.85]	0.9821212	0.9795880	0.9839271
aou + silicate	Pacific	(27.85,27.95]	0.9835528	0.9819283	0.9848173
aou + silicate	Pacific	(27.95,28.05]	0.9878451	0.9847625	0.9916901
aou + silicate	Pacific	(28.05,28.1]	0.9930862	0.9896883	0.9958861
aou + silicate	Pacific	(28.1,28.2]	0.9733638	0.9604935	0.9826328
aou + silicate	Pacific	(28.2,28.3]	0.8659254	0.8120287	0.9107084
aou + silicate	Pacific	(28.3, Inf]	0.9442446	0.9333879	0.9633537
nitrate + phosphate	Atlantic	(-Inf,26]	0.3581101	0.3254820	0.4030711
nitrate + phosphate	Atlantic	(26,26.5]	0.7178909	0.6914675	0.7673961
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9366803	0.9275186	0.9473844
nitrate + phosphate	Atlantic	(26.75,27]	0.9762263	0.9721193	0.9830587
nitrate + phosphate	Atlantic	(27,27.25]	0.9819630	0.9730041	0.9890476
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9886299	0.9826682	0.9934225
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9949649	0.9933602	0.9963896
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9983915	0.9983147	0.9985030
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9989589	0.9987350	0.9991931
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9992566	0.9989528	0.9994217
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9996945	0.9995905	0.9997580
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9995801	0.9995187	0.9996493
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9974301	0.9972551	0.9976643
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9936418	0.9929185	0.9942469
nitrate + phosphate	Indian	(-Inf,26]	0.9358733	0.9222859	0.9450887
nitrate + phosphate	Indian	(26,26.5]	0.8588463	0.7941244	0.9126269
nitrate + phosphate	Indian	(26.5,26.75]	0.9111896	0.8796756	0.9596036
nitrate + phosphate	Indian	(26.75,27]	0.9463510	0.9219801	0.9690443
nitrate + phosphate	Indian	(27,27.25]	0.9686037	0.9648010	0.9745932
nitrate + phosphate	Indian	(27.25,27.5]	0.9780438	0.9579534	0.9883771
nitrate + phosphate	Indian	(27.5,27.75]	0.9905543	0.9790718	0.9964085
nitrate + phosphate	Indian	(27.75,27.85]	0.9940535	0.9838094	0.9995573
nitrate + phosphate	Indian	(27.85,27.95]	0.9978491	0.9951282	0.9992504
nitrate + phosphate	Indian	(27.95,28.05]	0.9979198	0.9956248	0.9993114
nitrate + phosphate	Indian	(28.05,28.1]	0.9988541	0.9984014	0.9992603
nitrate + phosphate	Indian	(28.1,28.2]	0.9982134	0.9976036	0.9988970
nitrate + phosphate	Indian	(28.2,28.3]	0.9954114	0.9949370	0.9960883
nitrate + phosphate	Indian	(28.3, Inf]	0.9781456	0.9738328	0.9806803
nitrate + phosphate	Pacific	(-Inf,26]	0.9804526	0.9796752	0.9809976
nitrate + phosphate	Pacific	(26,26.5]	0.9476686	0.9407059	0.9614186
nitrate + phosphate	Pacific	(26.5,26.75]	0.8679112	0.8144336	0.9239693
nitrate + phosphate	Pacific	(26.75,27]	0.8212212	0.7688686	0.8596993
nitrate + phosphate	Pacific	(27,27.25]	0.8992190	0.8864084	0.9065100
nitrate + phosphate	Pacific	(27.25,27.5]	0.9272515	0.9129039	0.9461641
nitrate + phosphate	Pacific	(27.5,27.75]	0.9602694	0.9381881	0.9734327
nitrate + phosphate	Pacific	(27.75,27.85]	0.9929347	0.9916415	0.9954594
nitrate + phosphate	Pacific	(27.85,27.95]	0.9976914	0.9967070	0.9986692
nitrate + phosphate	Pacific	(27.95,28.05]	0.9996286	0.9994225	0.9997938
nitrate + phosphate	Pacific	(28.05,28.1]	0.9995907	0.9993694	0.9997848
nitrate + phosphate	Pacific	(28.1,28.2]	0.9989711	0.9982942	0.9995041
nitrate + phosphate	Pacific	(28.2,28.3]	0.9965096	0.9957201	0.9970114
nitrate + phosphate	Pacific	(28.3, Inf]	0.9953072	0.9944175	0.9967672
nitrate + phosphate_star	Atlantic	(-Inf,26]	-0.3659157	-0.8519195	0.3725043
nitrate + phosphate_star	Atlantic	(26,26.5]	0.2100979	0.1429582	0.2667762
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.0969402	-0.2194094	0.3383469
nitrate + phosphate_star	Atlantic	(26.75,27]	0.0640770	-0.0408900	0.1965781
nitrate + phosphate_star	Atlantic	(27,27.25]	0.1053284	-0.0246275	0.3100891
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.4252133	0.3436476	0.5570506
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.6799090	0.6704411	0.6857516
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8535694	0.8372516	0.8810228
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9032082	0.8878213	0.9299776
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9435719	0.9351254	0.9563482
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9742031	0.9689392	0.9776765
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9830576	0.9792174	0.9870260
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9852668	0.9805559	0.9876890
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9627509	0.9529789	0.9750898
nitrate + phosphate_star	Indian	(-Inf,26]	0.8432387	0.8183463	0.8642356
nitrate + phosphate_star	Indian	(26,26.5]	0.6386872	0.5412550	0.7594926
nitrate + phosphate_star	Indian	(26.5,26.75]	0.6410665	0.5994601	0.6961209
nitrate + phosphate_star	Indian	(26.75,27]	0.5307978	0.4877000	0.5710381
nitrate + phosphate_star	Indian	(27,27.25]	0.3923417	0.3311603	0.4752171
nitrate + phosphate_star	Indian	(27.25,27.5]	-0.0999156	-0.1633545	-0.0616565
nitrate + phosphate_star	Indian	(27.5,27.75]	-0.3797723	-0.4522189	-0.2435331
nitrate + phosphate_star	Indian	(27.75,27.85]	-0.7937969	-0.8453988	-0.7086385
nitrate + phosphate_star	Indian	(27.85,27.95]	-0.7221497	-0.8099940	-0.5808906
nitrate + phosphate_star	Indian	(27.95,28.05]	-0.5531189	-0.6285793	-0.5015276
nitrate + phosphate_star	Indian	(28.05,28.1]	-0.4200355	-0.6096483	-0.3234135
nitrate + phosphate_star	Indian	(28.1,28.2]	-0.3485393	-0.5317341	-0.1803863
nitrate + phosphate_star	Indian	(28.2,28.3]	-0.2702735	-0.4409024	0.0404033
nitrate + phosphate_star	Indian	(28.3, Inf]	-0.5330224	-0.6485107	-0.4070411
nitrate + phosphate_star	Pacific	(-Inf,26]	0.7188510	0.7120784	0.7322982
nitrate + phosphate_star	Pacific	(26,26.5]	0.6931951	0.6124007	0.7546239
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.6063427	0.4323252	0.7402145
nitrate + phosphate_star	Pacific	(26.75,27]	0.6829391	0.6400120	0.7317522
nitrate + phosphate_star	Pacific	(27,27.25]	0.7631327	0.7408371	0.7851801
nitrate + phosphate_star	Pacific	(27.25,27.5]	0.5896545	0.5118183	0.6372885
nitrate + phosphate_star	Pacific	(27.5,27.75]	0.1486173	0.0781490	0.2434849
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.3494049	-0.5753768	-0.1386317
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.4457404	-0.5515050	-0.3038453
nitrate + phosphate_star	Pacific	(27.95,28.05]	-0.4936976	-0.7638006	-0.3411288
nitrate + phosphate_star	Pacific	(28.05,28.1]	-0.2526127	-0.4813048	-0.0628986
nitrate + phosphate_star	Pacific	(28.1,28.2]	-0.0103349	-0.2188423	0.1799569
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.0091904	-0.1285979	0.2424945
nitrate + phosphate_star	Pacific	(28.3, Inf]	-0.8074234	-0.8636708	-0.7488629
nitrate + silicate	Atlantic	(-Inf,26]	0.3842423	-0.5985376	0.9158425
nitrate + silicate	Atlantic	(26,26.5]	0.7128530	0.6356833	0.7743862
nitrate + silicate	Atlantic	(26.5,26.75]	0.7340569	0.7103125	0.7650621
nitrate + silicate	Atlantic	(26.75,27]	0.8750042	0.8581850	0.9024184
nitrate + silicate	Atlantic	(27,27.25]	0.8698214	0.8523427	0.8799177
nitrate + silicate	Atlantic	(27.25,27.5]	0.8748739	0.8641493	0.8906727
nitrate + silicate	Atlantic	(27.5,27.75]	0.8859529	0.8693112	0.9033006
nitrate + silicate	Atlantic	(27.75,27.85]	0.9131443	0.8892811	0.9416036
nitrate + silicate	Atlantic	(27.85,27.95]	0.9214558	0.8864232	0.9432402
nitrate + silicate	Atlantic	(27.95,28.05]	0.9397412	0.9042954	0.9587299
nitrate + silicate	Atlantic	(28.05,28.1]	0.9707635	0.9589685	0.9769240
nitrate + silicate	Atlantic	(28.1,28.15]	0.9792235	0.9752475	0.9827311
nitrate + silicate	Atlantic	(28.15,28.2]	0.9527294	0.9458329	0.9621105
nitrate + silicate	Atlantic	(28.2, Inf]	0.7842868	0.7595287	0.8198717
nitrate + silicate	Indian	(-Inf,26]	0.8291433	0.7735457	0.8624191
nitrate + silicate	Indian	(26,26.5]	0.7843574	0.7456364	0.8158937
nitrate + silicate	Indian	(26.5,26.75]	0.8605559	0.8316586	0.9044729
nitrate + silicate	Indian	(26.75,27]	0.9195033	0.8970056	0.9348946
nitrate + silicate	Indian	(27,27.25]	0.9616375	0.9564244	0.9686270
nitrate + silicate	Indian	(27.25,27.5]	0.9761662	0.9584799	0.9851284
nitrate + silicate	Indian	(27.5,27.75]	0.9848185	0.9793588	0.9876008
nitrate + silicate	Indian	(27.75,27.85]	0.9895482	0.9812609	0.9940230
nitrate + silicate	Indian	(27.85,27.95]	0.9915251	0.9893909	0.9927010
nitrate + silicate	Indian	(27.95,28.05]	0.9892565	0.9874738	0.9904934
nitrate + silicate	Indian	(28.05,28.1]	0.9916436	0.9899476	0.9941957
nitrate + silicate	Indian	(28.1,28.2]	0.9698277	0.9603695	0.9791004
nitrate + silicate	Indian	(28.2,28.3]	0.9150318	0.9027189	0.9395996
nitrate + silicate	Indian	(28.3, Inf]	0.8916592	0.8633674	0.9174055
nitrate + silicate	Pacific	(-Inf,26]	0.9064006	0.8985964	0.9200089
nitrate + silicate	Pacific	(26,26.5]	0.9276584	0.8941428	0.9445940
nitrate + silicate	Pacific	(26.5,26.75]	0.8800566	0.8226968	0.9226043
nitrate + silicate	Pacific	(26.75,27]	0.8965941	0.8758208	0.9114420
nitrate + silicate	Pacific	(27,27.25]	0.9394200	0.9306144	0.9450162
nitrate + silicate	Pacific	(27.25,27.5]	0.9521874	0.9449241	0.9610111
nitrate + silicate	Pacific	(27.5,27.75]	0.9667050	0.9565417	0.9759990
nitrate + silicate	Pacific	(27.75,27.85]	0.9853887	0.9838137	0.9866901
nitrate + silicate	Pacific	(27.85,27.95]	0.9861388	0.9844844	0.9882672
nitrate + silicate	Pacific	(27.95,28.05]	0.9884744	0.9856409	0.9939822
nitrate + silicate	Pacific	(28.05,28.1]	0.9907534	0.9858452	0.9959201
nitrate + silicate	Pacific	(28.1,28.2]	0.9713677	0.9563997	0.9836362
nitrate + silicate	Pacific	(28.2,28.3]	0.8541378	0.7985659	0.8990932
nitrate + silicate	Pacific	(28.3, Inf]	0.9626014	0.9539832	0.9745368
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.2595761	-0.0744298	0.5661272
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7056820	0.6062574	0.7557494
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.3623403	0.0754312	0.5928130
phosphate + phosphate_star	Atlantic	(26.75,27]	0.2421215	0.1643620	0.3970049
phosphate + phosphate_star	Atlantic	(27,27.25]	0.2662940	0.1845298	0.4196456
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.5428488	0.4632873	0.6390688
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7433054	0.7263814	0.7585117
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.8795722	0.8647564	0.9033400
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9192067	0.9078077	0.9417471
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9513607	0.9460542	0.9612069
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9770112	0.9719719	0.9811550
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9851642	0.9815773	0.9891610
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9851204	0.9796495	0.9889421
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9747342	0.9666956	0.9807851
phosphate + phosphate_star	Indian	(-Inf,26]	0.9221256	0.9120827	0.9377476
phosphate + phosphate_star	Indian	(26,26.5]	0.8240886	0.8173807	0.8366841
phosphate + phosphate_star	Indian	(26.5,26.75]	0.7602338	0.7027094	0.7930295
phosphate + phosphate_star	Indian	(26.75,27]	0.5922419	0.5355961	0.6492592
phosphate + phosphate_star	Indian	(27,27.25]	0.4041768	0.3320917	0.4717282
phosphate + phosphate_star	Indian	(27.25,27.5]	-0.1020814	-0.1660792	-0.0628948
phosphate + phosphate_star	Indian	(27.5,27.75]	-0.3941334	-0.4687909	-0.2657879
phosphate + phosphate_star	Indian	(27.75,27.85]	-0.7873542	-0.8378980	-0.7100105
phosphate + phosphate_star	Indian	(27.85,27.95]	-0.7154068	-0.8064914	-0.5649975
phosphate + phosphate_star	Indian	(27.95,28.05]	-0.5443464	-0.6269502	-0.5009158
phosphate + phosphate_star	Indian	(28.05,28.1]	-0.4158809	-0.5966735	-0.3172777
phosphate + phosphate_star	Indian	(28.1,28.2]	-0.3498861	-0.5257085	-0.1924113
phosphate + phosphate_star	Indian	(28.2,28.3]	-0.2746524	-0.4411443	0.0291048
phosphate + phosphate_star	Indian	(28.3, Inf]	-0.4645464	-0.5764786	-0.3362580
phosphate + phosphate_star	Pacific	(-Inf,26]	0.7342045	0.7161821	0.7457635
phosphate + phosphate_star	Pacific	(26,26.5]	0.7038058	0.5934776	0.7801441
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.5888575	0.3719753	0.7379924
phosphate + phosphate_star	Pacific	(26.75,27]	0.6827887	0.5723128	0.7685614
phosphate + phosphate_star	Pacific	(27,27.25]	0.7954104	0.7438838	0.8254745
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.6473223	0.5377899	0.7287450
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.1886466	0.1027009	0.3098813
phosphate + phosphate_star	Pacific	(27.75,27.85]	-0.3270982	-0.5598505	-0.1154733
phosphate + phosphate_star	Pacific	(27.85,27.95]	-0.4359011	-0.5422441	-0.2931755
phosphate + phosphate_star	Pacific	(27.95,28.05]	-0.4930808	-0.7608304	-0.3414101
phosphate + phosphate_star	Pacific	(28.05,28.1]	-0.2554136	-0.4809042	-0.0669985
phosphate + phosphate_star	Pacific	(28.1,28.2]	-0.0184927	-0.2234022	0.1686147
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.0086706	-0.1359673	0.2569927
phosphate + phosphate_star	Pacific	(28.3, Inf]	-0.7913519	-0.8567978	-0.7313436
sal + aou	Atlantic	(-Inf,26]	-0.1171607	-0.5301569	0.5850416
sal + aou	Atlantic	(26,26.5]	-0.3111985	-0.4392600	-0.2358407
sal + aou	Atlantic	(26.5,26.75]	0.2963926	0.0825805	0.4646944
sal + aou	Atlantic	(26.75,27]	0.4901323	0.3342196	0.6975233
sal + aou	Atlantic	(27,27.25]	0.5593213	0.5199662	0.5897001
sal + aou	Atlantic	(27.25,27.5]	0.4661282	0.2837183	0.5649888
sal + aou	Atlantic	(27.5,27.75]	0.4799341	0.4555109	0.4947122
sal + aou	Atlantic	(27.75,27.85]	0.4014854	0.3779926	0.4229040
sal + aou	Atlantic	(27.85,27.95]	0.2117582	0.1186148	0.2930971
sal + aou	Atlantic	(27.95,28.05]	-0.2023527	-0.3157499	-0.1231439
sal + aou	Atlantic	(28.05,28.1]	-0.7342092	-0.7726827	-0.6789458
sal + aou	Atlantic	(28.1,28.15]	-0.8776433	-0.9121114	-0.8489114
sal + aou	Atlantic	(28.15,28.2]	-0.8583740	-0.8861873	-0.8254678
sal + aou	Atlantic	(28.2, Inf]	-0.8371783	-0.8807988	-0.7618644
sal + aou	Indian	(-Inf,26]	-0.3258753	-0.7859215	0.1080115
sal + aou	Indian	(26,26.5]	-0.5630970	-0.7908178	-0.3944563
sal + aou	Indian	(26.5,26.75]	-0.4887764	-0.5667170	-0.4351283
sal + aou	Indian	(26.75,27]	-0.2294485	-0.2969218	-0.1820628
sal + aou	Indian	(27,27.25]	0.1244058	0.0815574	0.1612417
sal + aou	Indian	(27.25,27.5]	0.7082226	0.6598902	0.7326343
sal + aou	Indian	(27.5,27.75]	0.8901759	0.8443013	0.9161003
sal + aou	Indian	(27.75,27.85]	0.9788199	0.9652147	0.9880176
sal + aou	Indian	(27.85,27.95]	0.9710290	0.9423578	0.9879336
sal + aou	Indian	(27.95,28.05]	0.9593892	0.9305415	0.9793406
sal + aou	Indian	(28.05,28.1]	0.9513388	0.9182420	0.9788329
sal + aou	Indian	(28.1,28.2]	0.9284348	0.8977932	0.9690102
sal + aou	Indian	(28.2,28.3]	0.8679641	0.8023740	0.9142525
sal + aou	Indian	(28.3, Inf]	0.9491452	0.9334774	0.9592985
sal + aou	Pacific	(-Inf,26]	-0.1625372	-0.2427505	-0.0172533
sal + aou	Pacific	(26,26.5]	-0.3241962	-0.5101521	-0.0821082
sal + aou	Pacific	(26.5,26.75]	-0.2067413	-0.4241209	0.1449840
sal + aou	Pacific	(26.75,27]	-0.3791147	-0.5400083	-0.1596807
sal + aou	Pacific	(27,27.25]	-0.6303535	-0.6784237	-0.5435546
sal + aou	Pacific	(27.25,27.5]	-0.6025929	-0.7064450	-0.4385428
sal + aou	Pacific	(27.5,27.75]	-0.1333543	-0.3188512	0.1111400
sal + aou	Pacific	(27.75,27.85]	0.5795032	0.4252417	0.7419440
sal + aou	Pacific	(27.85,27.95]	0.7843128	0.7451667	0.8490833
sal + aou	Pacific	(27.95,28.05]	0.8920949	0.8491482	0.9331444
sal + aou	Pacific	(28.05,28.1]	0.9232462	0.9091748	0.9437655
sal + aou	Pacific	(28.1,28.2]	0.8666274	0.8222313	0.9033109
sal + aou	Pacific	(28.2,28.3]	0.5481154	0.3036598	0.7021792
sal + aou	Pacific	(28.3, Inf]	0.7788015	0.4471685	0.9513922
sal + nitrate	Atlantic	(-Inf,26]	-0.1821892	-0.7367410	0.8768457
sal + nitrate	Atlantic	(26,26.5]	-0.3284006	-0.4259472	-0.2559304
sal + nitrate	Atlantic	(26.5,26.75]	0.2734038	0.0015713	0.4994329
sal + nitrate	Atlantic	(26.75,27]	0.5087969	0.3111950	0.7152159
sal + nitrate	Atlantic	(27,27.25]	0.5460727	0.4487467	0.5984109
sal + nitrate	Atlantic	(27.25,27.5]	0.3052635	0.0807495	0.4624359
sal + nitrate	Atlantic	(27.5,27.75]	0.2312364	0.2103376	0.2590848
sal + nitrate	Atlantic	(27.75,27.85]	-0.2089997	-0.2502548	-0.1702765
sal + nitrate	Atlantic	(27.85,27.95]	-0.4011486	-0.5196819	-0.3195352
sal + nitrate	Atlantic	(27.95,28.05]	-0.6038872	-0.7575781	-0.4257241
sal + nitrate	Atlantic	(28.05,28.1]	-0.9020207	-0.9137706	-0.8835562
sal + nitrate	Atlantic	(28.1,28.15]	-0.9454762	-0.9489823	-0.9417586
sal + nitrate	Atlantic	(28.15,28.2]	-0.9305554	-0.9347016	-0.9224507
sal + nitrate	Atlantic	(28.2, Inf]	-0.9221469	-0.9411738	-0.8918873
sal + nitrate	Indian	(-Inf,26]	-0.3271204	-0.7647725	0.0981158
sal + nitrate	Indian	(26,26.5]	-0.6112058	-0.8690803	-0.4815400
sal + nitrate	Indian	(26.5,26.75]	-0.5765322	-0.7331744	-0.4452391
sal + nitrate	Indian	(26.75,27]	-0.3894779	-0.5161048	-0.2572903
sal + nitrate	Indian	(27,27.25]	-0.0812492	-0.1529768	-0.0184403
sal + nitrate	Indian	(27.25,27.5]	0.5031875	0.4040413	0.5701004
sal + nitrate	Indian	(27.5,27.75]	0.7614469	0.6687999	0.8134225
sal + nitrate	Indian	(27.75,27.85]	0.9550134	0.9309349	0.9751127
sal + nitrate	Indian	(27.85,27.95]	0.9441368	0.8894098	0.9770430
sal + nitrate	Indian	(27.95,28.05]	0.9225329	0.8660314	0.9620501
sal + nitrate	Indian	(28.05,28.1]	0.9007306	0.8384772	0.9502034
sal + nitrate	Indian	(28.1,28.2]	0.8497175	0.7821086	0.9304898
sal + nitrate	Indian	(28.2,28.3]	0.7693605	0.6987299	0.8519907
sal + nitrate	Indian	(28.3, Inf]	0.8712388	0.8490790	0.8861326
sal + nitrate	Pacific	(-Inf,26]	-0.3393193	-0.4388520	-0.1463919
sal + nitrate	Pacific	(26,26.5]	-0.5460566	-0.6634720	-0.3662307
sal + nitrate	Pacific	(26.5,26.75]	-0.5064071	-0.6807745	-0.2607929
sal + nitrate	Pacific	(26.75,27]	-0.6701893	-0.7320778	-0.5898090
sal + nitrate	Pacific	(27,27.25]	-0.7635956	-0.7898300	-0.7194986
sal + nitrate	Pacific	(27.25,27.5]	-0.6944963	-0.7651436	-0.5859193
sal + nitrate	Pacific	(27.5,27.75]	-0.1909046	-0.3732101	0.0453755
sal + nitrate	Pacific	(27.75,27.85]	0.5510463	0.3955020	0.7180314
sal + nitrate	Pacific	(27.85,27.95]	0.7655268	0.7278652	0.8326398
sal + nitrate	Pacific	(27.95,28.05]	0.8772481	0.8334880	0.9219242
sal + nitrate	Pacific	(28.05,28.1]	0.9021342	0.8857457	0.9280619
sal + nitrate	Pacific	(28.1,28.2]	0.8441326	0.8046084	0.8835672
sal + nitrate	Pacific	(28.2,28.3]	0.5161961	0.2900447	0.6594167
sal + nitrate	Pacific	(28.3, Inf]	0.7753210	0.4627293	0.9369187
sal + phosphate	Atlantic	(-Inf,26]	0.0224636	-0.1414568	0.2303182
sal + phosphate	Atlantic	(26,26.5]	-0.5771037	-0.7254774	-0.4837735
sal + phosphate	Atlantic	(26.5,26.75]	0.0628082	-0.2565102	0.3143980
sal + phosphate	Atlantic	(26.75,27]	0.3705110	0.1326063	0.6356314
sal + phosphate	Atlantic	(27,27.25]	0.4118921	0.3510303	0.4618051
sal + phosphate	Atlantic	(27.25,27.5]	0.1792175	-0.0188613	0.3419802
sal + phosphate	Atlantic	(27.5,27.75]	0.1473718	0.1268641	0.1756444
sal + phosphate	Atlantic	(27.75,27.85]	-0.2530601	-0.2949758	-0.2160462
sal + phosphate	Atlantic	(27.85,27.95]	-0.4336253	-0.5495513	-0.3588935
sal + phosphate	Atlantic	(27.95,28.05]	-0.6157003	-0.7673276	-0.4469082
sal + phosphate	Atlantic	(28.05,28.1]	-0.9074014	-0.9189317	-0.8918991
sal + phosphate	Atlantic	(28.1,28.15]	-0.9462629	-0.9509468	-0.9408457
sal + phosphate	Atlantic	(28.15,28.2]	-0.9090458	-0.9137036	-0.9009743
sal + phosphate	Atlantic	(28.2, Inf]	-0.8866974	-0.9022816	-0.8564972
sal + phosphate	Indian	(-Inf,26]	-0.3970712	-0.8268862	-0.0006395
sal + phosphate	Indian	(26,26.5]	-0.6316903	-0.8573441	-0.4490338
sal + phosphate	Indian	(26.5,26.75]	-0.5774941	-0.6756401	-0.5135650
sal + phosphate	Indian	(26.75,27]	-0.3629067	-0.4642334	-0.2944980
sal + phosphate	Indian	(27,27.25]	-0.0425877	-0.0815497	0.0000725
sal + phosphate	Indian	(27.25,27.5]	0.5256919	0.4051017	0.5863952
sal + phosphate	Indian	(27.5,27.75]	0.7738203	0.6794358	0.8246713
sal + phosphate	Indian	(27.75,27.85]	0.9567490	0.9319094	0.9723811
sal + phosphate	Indian	(27.85,27.95]	0.9435124	0.8834648	0.9770319
sal + phosphate	Indian	(27.95,28.05]	0.9202855	0.8534742	0.9632595
sal + phosphate	Indian	(28.05,28.1]	0.9010685	0.8360454	0.9481359
sal + phosphate	Indian	(28.1,28.2]	0.8553566	0.7847518	0.9321479
sal + phosphate	Indian	(28.2,28.3]	0.7947540	0.7312790	0.8728543
sal + phosphate	Indian	(28.3, Inf]	0.8919609	0.8577971	0.9185375
sal + phosphate	Pacific	(-Inf,26]	-0.3186863	-0.4103458	-0.1520810
sal + phosphate	Pacific	(26,26.5]	-0.4974416	-0.6329590	-0.2804349
sal + phosphate	Pacific	(26.5,26.75]	-0.3763528	-0.5714874	-0.0424594
sal + phosphate	Pacific	(26.75,27]	-0.5285725	-0.6443974	-0.3430201
sal + phosphate	Pacific	(27,27.25]	-0.6911511	-0.7287700	-0.6194820
sal + phosphate	Pacific	(27.25,27.5]	-0.6209191	-0.7138990	-0.4594018
sal + phosphate	Pacific	(27.5,27.75]	-0.1481683	-0.3231194	0.0964606
sal + phosphate	Pacific	(27.75,27.85]	0.5593797	0.4090247	0.7219191
sal + phosphate	Pacific	(27.85,27.95]	0.7624108	0.7257777	0.8282267
sal + phosphate	Pacific	(27.95,28.05]	0.8745544	0.8307317	0.9191416
sal + phosphate	Pacific	(28.05,28.1]	0.9034188	0.8879175	0.9279055
sal + phosphate	Pacific	(28.1,28.2]	0.8491808	0.8111795	0.8864293
sal + phosphate	Pacific	(28.2,28.3]	0.5605179	0.3390953	0.6956079
sal + phosphate	Pacific	(28.3, Inf]	0.7931842	0.4787572	0.9563299
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2828185	-0.9810049	0.2614014
sal + phosphate_star	Atlantic	(26,26.5]	-0.8226757	-0.8510651	-0.7876637
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7991163	-0.8600297	-0.7211600
sal + phosphate_star	Atlantic	(26.75,27]	-0.6107703	-0.7129138	-0.4475222
sal + phosphate_star	Atlantic	(27,27.25]	-0.6232447	-0.6957871	-0.5381976
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.6139855	-0.6583097	-0.5520342
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.4150394	-0.4340198	-0.3846776
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.6044722	-0.6638375	-0.5591859
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.7028097	-0.8113560	-0.6279662
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.7735546	-0.9047719	-0.6489928
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9608549	-0.9769206	-0.9461940
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9721223	-0.9837161	-0.9649714
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9418781	-0.9474294	-0.9367580
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8846322	-0.9080218	-0.8672859
sal + phosphate_star	Indian	(-Inf,26]	-0.5185787	-0.8305520	-0.1549341
sal + phosphate_star	Indian	(26,26.5]	-0.7862067	-0.9097381	-0.6526756
sal + phosphate_star	Indian	(26.5,26.75]	-0.8343496	-0.9277915	-0.7786774
sal + phosphate_star	Indian	(26.75,27]	-0.8539866	-0.9352891	-0.8093475
sal + phosphate_star	Indian	(27,27.25]	-0.8686741	-0.9298785	-0.8310929
sal + phosphate_star	Indian	(27.25,27.5]	-0.8733214	-0.9299211	-0.8129067
sal + phosphate_star	Indian	(27.5,27.75]	-0.8752507	-0.8806208	-0.8709093
sal + phosphate_star	Indian	(27.75,27.85]	-0.9233946	-0.9366614	-0.9059220
sal + phosphate_star	Indian	(27.85,27.95]	-0.8845769	-0.8996498	-0.8692377
sal + phosphate_star	Indian	(27.95,28.05]	-0.7868514	-0.8607306	-0.7204412
sal + phosphate_star	Indian	(28.05,28.1]	-0.7384600	-0.7990001	-0.6508907
sal + phosphate_star	Indian	(28.1,28.2]	-0.6927416	-0.7448267	-0.6000530
sal + phosphate_star	Indian	(28.2,28.3]	-0.6562831	-0.7717573	-0.4811795
sal + phosphate_star	Indian	(28.3, Inf]	-0.7533399	-0.7720402	-0.7276270
sal + phosphate_star	Pacific	(-Inf,26]	-0.7028129	-0.7642526	-0.5997740
sal + phosphate_star	Pacific	(26,26.5]	-0.8877028	-0.9141545	-0.8743025
sal + phosphate_star	Pacific	(26.5,26.75]	-0.9159560	-0.9359161	-0.8876114
sal + phosphate_star	Pacific	(26.75,27]	-0.9183209	-0.9341063	-0.9060289
sal + phosphate_star	Pacific	(27,27.25]	-0.9062700	-0.9192693	-0.8896731
sal + phosphate_star	Pacific	(27.25,27.5]	-0.6693692	-0.7256526	-0.6147723
sal + phosphate_star	Pacific	(27.5,27.75]	-0.3759877	-0.4337708	-0.2956397
sal + phosphate_star	Pacific	(27.75,27.85]	-0.7010326	-0.8341799	-0.5613720
sal + phosphate_star	Pacific	(27.85,27.95]	-0.7510693	-0.8307674	-0.6333758
sal + phosphate_star	Pacific	(27.95,28.05]	-0.7320303	-0.8993166	-0.6460571
sal + phosphate_star	Pacific	(28.05,28.1]	-0.5830134	-0.7309566	-0.4522213
sal + phosphate_star	Pacific	(28.1,28.2]	-0.2821876	-0.4713844	-0.0463642
sal + phosphate_star	Pacific	(28.2,28.3]	-0.2066481	-0.4110017	0.1963459
sal + phosphate_star	Pacific	(28.3, Inf]	-0.6421037	-0.8315253	-0.3018611
sal + silicate	Atlantic	(-Inf,26]	-0.7647950	-0.7914932	-0.7226283
sal + silicate	Atlantic	(26,26.5]	0.0508532	0.0118049	0.0986262
sal + silicate	Atlantic	(26.5,26.75]	0.2226227	0.1400567	0.3445364
sal + silicate	Atlantic	(26.75,27]	0.4037026	0.1622511	0.6211339
sal + silicate	Atlantic	(27,27.25]	0.3601547	0.1880903	0.4467270
sal + silicate	Atlantic	(27.25,27.5]	0.0643448	-0.1550423	0.2146149
sal + silicate	Atlantic	(27.5,27.75]	-0.0384891	-0.0582910	-0.0279776
sal + silicate	Atlantic	(27.75,27.85]	-0.4876135	-0.5320745	-0.4378312
sal + silicate	Atlantic	(27.85,27.95]	-0.6587918	-0.7185970	-0.6023297
sal + silicate	Atlantic	(27.95,28.05]	-0.7584337	-0.8538780	-0.6830310
sal + silicate	Atlantic	(28.05,28.1]	-0.9408755	-0.9488202	-0.9299314
sal + silicate	Atlantic	(28.1,28.15]	-0.9392921	-0.9471749	-0.9262645
sal + silicate	Atlantic	(28.15,28.2]	-0.8060771	-0.8131272	-0.7938019
sal + silicate	Atlantic	(28.2, Inf]	-0.5587583	-0.6383099	-0.5061779
sal + silicate	Indian	(-Inf,26]	-0.6321065	-0.9042640	-0.4156996
sal + silicate	Indian	(26,26.5]	-0.6940237	-0.8028668	-0.5649774
sal + silicate	Indian	(26.5,26.75]	-0.6048634	-0.6383131	-0.5806304
sal + silicate	Indian	(26.75,27]	-0.3594496	-0.3755755	-0.3410174
sal + silicate	Indian	(27,27.25]	-0.0968345	-0.1780273	-0.0215271
sal + silicate	Indian	(27.25,27.5]	0.5056103	0.4368127	0.5443798
sal + silicate	Indian	(27.5,27.75]	0.7436588	0.6718790	0.7920081
sal + silicate	Indian	(27.75,27.85]	0.9556592	0.9341281	0.9680022
sal + silicate	Indian	(27.85,27.95]	0.9395150	0.8798404	0.9720314
sal + silicate	Indian	(27.95,28.05]	0.9267595	0.8639864	0.9656030
sal + silicate	Indian	(28.05,28.1]	0.9268087	0.8717401	0.9630354
sal + silicate	Indian	(28.1,28.2]	0.9140561	0.8631000	0.9614701
sal + silicate	Indian	(28.2,28.3]	0.9199477	0.8980962	0.9593665
sal + silicate	Indian	(28.3, Inf]	0.8410991	0.7929291	0.8759438
sal + silicate	Pacific	(-Inf,26]	-0.5789394	-0.6690903	-0.4103727
sal + silicate	Pacific	(26,26.5]	-0.6672449	-0.7454096	-0.5787689
sal + silicate	Pacific	(26.5,26.75]	-0.6526760	-0.7602651	-0.5349741
sal + silicate	Pacific	(26.75,27]	-0.7059085	-0.7459868	-0.6470829
sal + silicate	Pacific	(27,27.25]	-0.7775455	-0.7920350	-0.7578673
sal + silicate	Pacific	(27.25,27.5]	-0.7443779	-0.8048270	-0.6555209
sal + silicate	Pacific	(27.5,27.75]	-0.2618159	-0.4160765	-0.0639697
sal + silicate	Pacific	(27.75,27.85]	0.4998367	0.3479139	0.6549893
sal + silicate	Pacific	(27.85,27.95]	0.7438774	0.7026387	0.8031537
sal + silicate	Pacific	(27.95,28.05]	0.8795111	0.8413305	0.9235642
sal + silicate	Pacific	(28.05,28.1]	0.9054886	0.8874863	0.9288250
sal + silicate	Pacific	(28.1,28.2]	0.8974470	0.8771324	0.9190533
sal + silicate	Pacific	(28.2,28.3]	0.8007755	0.7168218	0.8431423
sal + silicate	Pacific	(28.3, Inf]	0.8080916	0.5022467	0.9684077
sal + temp	Atlantic	(-Inf,26]	0.7941438	0.6858358	0.9618835
sal + temp	Atlantic	(26,26.5]	0.9236734	0.9122558	0.9408192
sal + temp	Atlantic	(26.5,26.75]	0.9858384	0.9790017	0.9926193
sal + temp	Atlantic	(26.75,27]	0.9819779	0.9769859	0.9867936
sal + temp	Atlantic	(27,27.25]	0.9847012	0.9752155	0.9897843
sal + temp	Atlantic	(27.25,27.5]	0.9859308	0.9808113	0.9890179
sal + temp	Atlantic	(27.5,27.75]	0.9677162	0.9625571	0.9716205
sal + temp	Atlantic	(27.75,27.85]	0.9700221	0.9659288	0.9731086
sal + temp	Atlantic	(27.85,27.95]	0.9590436	0.9501425	0.9681771
sal + temp	Atlantic	(27.95,28.05]	0.9453537	0.9354396	0.9619296
sal + temp	Atlantic	(28.05,28.1]	0.9693587	0.9675389	0.9719666
sal + temp	Atlantic	(28.1,28.15]	0.9638711	0.9607245	0.9661205
sal + temp	Atlantic	(28.15,28.2]	0.9604925	0.9558585	0.9671920
sal + temp	Atlantic	(28.2, Inf]	0.9042982	0.8775816	0.9239203
sal + temp	Indian	(-Inf,26]	0.1861875	-0.5416070	0.6497333
sal + temp	Indian	(26,26.5]	0.8497844	0.8083124	0.8872379
sal + temp	Indian	(26.5,26.75]	0.8992007	0.8826140	0.9183346
sal + temp	Indian	(26.75,27]	0.9010789	0.8873698	0.9189900
sal + temp	Indian	(27,27.25]	0.9167505	0.9011418	0.9262461
sal + temp	Indian	(27.25,27.5]	0.9273905	0.9120940	0.9426280
sal + temp	Indian	(27.5,27.75]	0.9027037	0.8784298	0.9197786
sal + temp	Indian	(27.75,27.85]	0.9614843	0.9487101	0.9679331
sal + temp	Indian	(27.85,27.95]	0.9420131	0.9231587	0.9519580
sal + temp	Indian	(27.95,28.05]	0.9286235	0.9171653	0.9402601
sal + temp	Indian	(28.05,28.1]	0.9529005	0.9492372	0.9570600
sal + temp	Indian	(28.1,28.2]	0.9037891	0.8667470	0.9353222
sal + temp	Indian	(28.2,28.3]	0.9268925	0.9124858	0.9556875
sal + temp	Indian	(28.3, Inf]	0.9550582	0.9408062	0.9624436
sal + temp	Pacific	(-Inf,26]	0.8112154	0.7288964	0.8917036
sal + temp	Pacific	(26,26.5]	0.9492313	0.9313803	0.9597875
sal + temp	Pacific	(26.5,26.75]	0.9781110	0.9728735	0.9821776
sal + temp	Pacific	(26.75,27]	0.9773214	0.9729016	0.9795931
sal + temp	Pacific	(27,27.25]	0.9733276	0.9644434	0.9782189
sal + temp	Pacific	(27.25,27.5]	0.8727012	0.8558404	0.8958097
sal + temp	Pacific	(27.5,27.75]	0.6151007	0.5415884	0.6808304
sal + temp	Pacific	(27.75,27.85]	0.8647351	0.7957084	0.9361217
sal + temp	Pacific	(27.85,27.95]	0.8916562	0.8324423	0.9459074
sal + temp	Pacific	(27.95,28.05]	0.9142407	0.8709100	0.9584128
sal + temp	Pacific	(28.05,28.1]	0.9456850	0.9369525	0.9580242
sal + temp	Pacific	(28.1,28.2]	0.8068408	0.7074026	0.8835346
sal + temp	Pacific	(28.2,28.3]	0.7774310	0.5797032	0.8920610
sal + temp	Pacific	(28.3, Inf]	0.7660985	0.3609388	0.9775090
silicate + phosphate	Atlantic	(-Inf,26]	-0.2896959	-0.6296413	-0.0085748
silicate + phosphate	Atlantic	(26,26.5]	0.0521060	-0.0930406	0.2223530
silicate + phosphate	Atlantic	(26.5,26.75]	0.5420759	0.5145662	0.5935322
silicate + phosphate	Atlantic	(26.75,27]	0.8716438	0.8467847	0.9005127
silicate + phosphate	Atlantic	(27,27.25]	0.9021155	0.8882104	0.9106537
silicate + phosphate	Atlantic	(27.25,27.5]	0.9137643	0.8987936	0.9345993
silicate + phosphate	Atlantic	(27.5,27.75]	0.9184270	0.9002554	0.9369890
silicate + phosphate	Atlantic	(27.75,27.85]	0.9333042	0.9132552	0.9570815
silicate + phosphate	Atlantic	(27.85,27.95]	0.9368896	0.9077858	0.9544975
silicate + phosphate	Atlantic	(27.95,28.05]	0.9493424	0.9199321	0.9645947
silicate + phosphate	Atlantic	(28.05,28.1]	0.9757400	0.9661304	0.9805908
silicate + phosphate	Atlantic	(28.1,28.15]	0.9838227	0.9807741	0.9864615
silicate + phosphate	Atlantic	(28.15,28.2]	0.9700964	0.9651999	0.9766679
silicate + phosphate	Atlantic	(28.2, Inf]	0.8461800	0.8283494	0.8764992
silicate + phosphate	Indian	(-Inf,26]	0.8958594	0.8382326	0.9341612
silicate + phosphate	Indian	(26,26.5]	0.9251618	0.9106370	0.9340351
silicate + phosphate	Indian	(26.5,26.75]	0.9560596	0.9504225	0.9667563
silicate + phosphate	Indian	(26.75,27]	0.9726856	0.9681657	0.9760785
silicate + phosphate	Indian	(27,27.25]	0.9832706	0.9774792	0.9884587
silicate + phosphate	Indian	(27.25,27.5]	0.9841092	0.9823909	0.9856447
silicate + phosphate	Indian	(27.5,27.75]	0.9798337	0.9781812	0.9809127
silicate + phosphate	Indian	(27.75,27.85]	0.9897482	0.9864443	0.9920718
silicate + phosphate	Indian	(27.85,27.95]	0.9915135	0.9891542	0.9932668
silicate + phosphate	Indian	(27.95,28.05]	0.9904983	0.9892781	0.9916313
silicate + phosphate	Indian	(28.05,28.1]	0.9937397	0.9926823	0.9954208
silicate + phosphate	Indian	(28.1,28.2]	0.9776787	0.9718859	0.9839147
silicate + phosphate	Indian	(28.2,28.3]	0.9409452	0.9290074	0.9598488
silicate + phosphate	Indian	(28.3, Inf]	0.9610399	0.9491348	0.9734513
silicate + phosphate	Pacific	(-Inf,26]	0.8969925	0.8770138	0.9208255
silicate + phosphate	Pacific	(26,26.5]	0.8957263	0.8456161	0.9249723
silicate + phosphate	Pacific	(26.5,26.75]	0.8356700	0.7605881	0.8794741
silicate + phosphate	Pacific	(26.75,27]	0.8764027	0.8462282	0.8998518
silicate + phosphate	Pacific	(27,27.25]	0.9444221	0.9367261	0.9556711
silicate + phosphate	Pacific	(27.25,27.5]	0.9608246	0.9471686	0.9717735
silicate + phosphate	Pacific	(27.5,27.75]	0.9712574	0.9640193	0.9781569
silicate + phosphate	Pacific	(27.75,27.85]	0.9824981	0.9798677	0.9841099
silicate + phosphate	Pacific	(27.85,27.95]	0.9846695	0.9825913	0.9870715
silicate + phosphate	Pacific	(27.95,28.05]	0.9890547	0.9861207	0.9937381
silicate + phosphate	Pacific	(28.05,28.1]	0.9932240	0.9896360	0.9970089
silicate + phosphate	Pacific	(28.1,28.2]	0.9754185	0.9626612	0.9850830
silicate + phosphate	Pacific	(28.2,28.3]	0.8862718	0.8377045	0.9253985
silicate + phosphate	Pacific	(28.3, Inf]	0.9819417	0.9763410	0.9885507
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.0200780	-0.6957630	0.5861294
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3220424	-0.3961118	-0.2384619
silicate + phosphate_star	Atlantic	(26.5,26.75]	-0.0434560	-0.1427919	0.0765253
silicate + phosphate_star	Atlantic	(26.75,27]	0.2332180	0.1146184	0.3558316
silicate + phosphate_star	Atlantic	(27,27.25]	0.4238924	0.2666079	0.6659473
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.6999842	0.6394418	0.8088299
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8782460	0.8643986	0.8876710
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9539733	0.9417515	0.9658760
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9645079	0.9481228	0.9727832
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9643467	0.9587710	0.9701132
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9706263	0.9687997	0.9737795
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9726783	0.9712714	0.9753851
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9405604	0.9330874	0.9490543
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8513243	0.8373201	0.8611244
silicate + phosphate_star	Indian	(-Inf,26]	0.9313820	0.9067579	0.9509841
silicate + phosphate_star	Indian	(26,26.5]	0.8563296	0.7890304	0.8990734
silicate + phosphate_star	Indian	(26.5,26.75]	0.7785746	0.6278998	0.8550016
silicate + phosphate_star	Indian	(26.75,27]	0.5709162	0.4154575	0.6697919
silicate + phosphate_star	Indian	(27,27.25]	0.4410387	0.3191475	0.5303907
silicate + phosphate_star	Indian	(27.25,27.5]	-0.0724826	-0.1110745	-0.0075559
silicate + phosphate_star	Indian	(27.5,27.75]	-0.3422127	-0.4043384	-0.2401353
silicate + phosphate_star	Indian	(27.75,27.85]	-0.7831675	-0.8271133	-0.7116164
silicate + phosphate_star	Indian	(27.85,27.95]	-0.6972750	-0.7854842	-0.5510861
silicate + phosphate_star	Indian	(27.95,28.05]	-0.5367504	-0.6107866	-0.4908253
silicate + phosphate_star	Indian	(28.05,28.1]	-0.4637181	-0.6242032	-0.3798574
silicate + phosphate_star	Indian	(28.1,28.2]	-0.4197008	-0.5586045	-0.2790020
silicate + phosphate_star	Indian	(28.2,28.3]	-0.3826859	-0.5288299	-0.1042261
silicate + phosphate_star	Indian	(28.3, Inf]	-0.3046726	-0.3871488	-0.1749712
silicate + phosphate_star	Pacific	(-Inf,26]	0.8101724	0.7868433	0.8257614
silicate + phosphate_star	Pacific	(26,26.5]	0.7831113	0.7647029	0.8164902
silicate + phosphate_star	Pacific	(26.5,26.75]	0.7589684	0.7182843	0.8390179
silicate + phosphate_star	Pacific	(26.75,27]	0.7564178	0.7479947	0.7694796
silicate + phosphate_star	Pacific	(27,27.25]	0.8218192	0.8123235	0.8301038
silicate + phosphate_star	Pacific	(27.25,27.5]	0.6985811	0.6232068	0.7545908
silicate + phosphate_star	Pacific	(27.5,27.75]	0.2564061	0.1652672	0.3812047
silicate + phosphate_star	Pacific	(27.75,27.85]	-0.2995967	-0.5266759	-0.0829993
silicate + phosphate_star	Pacific	(27.85,27.95]	-0.4183257	-0.5272887	-0.2781528
silicate + phosphate_star	Pacific	(27.95,28.05]	-0.4890717	-0.7493083	-0.3471820
silicate + phosphate_star	Pacific	(28.05,28.1]	-0.2737042	-0.4864815	-0.0972483
silicate + phosphate_star	Pacific	(28.1,28.2]	-0.0124165	-0.2149721	0.1899975
silicate + phosphate_star	Pacific	(28.2,28.3]	0.0442707	-0.1207463	0.3529879
silicate + phosphate_star	Pacific	(28.3, Inf]	-0.7486660	-0.8388359	-0.6766818
temp + aou	Atlantic	(-Inf,26]	-0.3301347	-0.7806278	0.3991916
temp + aou	Atlantic	(26,26.5]	-0.4038973	-0.5331751	-0.3177106
temp + aou	Atlantic	(26.5,26.75]	0.2386748	0.0116378	0.4358256
temp + aou	Atlantic	(26.75,27]	0.4298145	0.2535391	0.6379817
temp + aou	Atlantic	(27,27.25]	0.5396744	0.4717501	0.5911530
temp + aou	Atlantic	(27.25,27.5]	0.4799063	0.3105352	0.5647339
temp + aou	Atlantic	(27.5,27.75]	0.4745364	0.4582958	0.5023915
temp + aou	Atlantic	(27.75,27.85]	0.3918139	0.3674866	0.4180076
temp + aou	Atlantic	(27.85,27.95]	0.2197027	0.1131452	0.3164104
temp + aou	Atlantic	(27.95,28.05]	-0.1060820	-0.2220483	-0.0378476
temp + aou	Atlantic	(28.05,28.1]	-0.6137305	-0.6653738	-0.5476685
temp + aou	Atlantic	(28.1,28.15]	-0.7790571	-0.8281785	-0.7399038
temp + aou	Atlantic	(28.15,28.2]	-0.8054306	-0.8470215	-0.7525483
temp + aou	Atlantic	(28.2, Inf]	-0.7200683	-0.7836321	-0.5953710
temp + aou	Indian	(-Inf,26]	-0.6399895	-0.7162964	-0.5661297
temp + aou	Indian	(26,26.5]	-0.4625198	-0.6007124	-0.3200713
temp + aou	Indian	(26.5,26.75]	-0.4119301	-0.4504809	-0.3771711
temp + aou	Indian	(26.75,27]	-0.1620884	-0.2082977	-0.0904324
temp + aou	Indian	(27,27.25]	0.1054859	0.0411866	0.1399390
temp + aou	Indian	(27.25,27.5]	0.4989680	0.4798849	0.5127110
temp + aou	Indian	(27.5,27.75]	0.6593307	0.5604090	0.7222433
temp + aou	Indian	(27.75,27.85]	0.9107004	0.8698874	0.9335948
temp + aou	Indian	(27.85,27.95]	0.8751472	0.7881054	0.9195136
temp + aou	Indian	(27.95,28.05]	0.8554462	0.8180210	0.8896782
temp + aou	Indian	(28.05,28.1]	0.8665401	0.8213962	0.9106788
temp + aou	Indian	(28.1,28.2]	0.8675120	0.8431671	0.9119471
temp + aou	Indian	(28.2,28.3]	0.8955540	0.8533888	0.9294562
temp + aou	Indian	(28.3, Inf]	0.9669586	0.9646702	0.9691251
temp + aou	Pacific	(-Inf,26]	-0.3919362	-0.4401449	-0.3222644
temp + aou	Pacific	(26,26.5]	-0.3537315	-0.4965456	-0.1690761
temp + aou	Pacific	(26.5,26.75]	-0.2079316	-0.4165195	0.1186367
temp + aou	Pacific	(26.75,27]	-0.3438151	-0.5023361	-0.1403850
temp + aou	Pacific	(27,27.25]	-0.6020412	-0.6451547	-0.5176423
temp + aou	Pacific	(27.25,27.5]	-0.5426190	-0.6447196	-0.3650543
temp + aou	Pacific	(27.5,27.75]	-0.0772192	-0.1873776	0.0777763
temp + aou	Pacific	(27.75,27.85]	0.5287278	0.3842589	0.6987840
temp + aou	Pacific	(27.85,27.95]	0.6904649	0.6084943	0.7765797
temp + aou	Pacific	(27.95,28.05]	0.8165197	0.7478181	0.8984786
temp + aou	Pacific	(28.05,28.1]	0.8257338	0.7976784	0.8729324
temp + aou	Pacific	(28.1,28.2]	0.8204404	0.7854630	0.8658461
temp + aou	Pacific	(28.2,28.3]	0.7676608	0.7453724	0.7810131
temp + aou	Pacific	(28.3, Inf]	0.9601292	0.9423881	0.9698766
temp + nitrate	Atlantic	(-Inf,26]	-0.3133206	-0.9376675	0.8030394
temp + nitrate	Atlantic	(26,26.5]	-0.3764005	-0.4625112	-0.2663249
temp + nitrate	Atlantic	(26.5,26.75]	0.2122695	-0.0743588	0.4700609
temp + nitrate	Atlantic	(26.75,27]	0.4384093	0.2207313	0.6418975
temp + nitrate	Atlantic	(27,27.25]	0.5271990	0.3971110	0.6005203
temp + nitrate	Atlantic	(27.25,27.5]	0.3256994	0.1114774	0.4852962
temp + nitrate	Atlantic	(27.5,27.75]	0.2269707	0.2038165	0.2616221
temp + nitrate	Atlantic	(27.75,27.85]	-0.2710578	-0.3048362	-0.2212000
temp + nitrate	Atlantic	(27.85,27.95]	-0.4287646	-0.5295714	-0.3463138
temp + nitrate	Atlantic	(27.95,28.05]	-0.5777147	-0.7130980	-0.4086723
temp + nitrate	Atlantic	(28.05,28.1]	-0.8315633	-0.8400578	-0.8153245
temp + nitrate	Atlantic	(28.1,28.15]	-0.8800084	-0.8853568	-0.8753019
temp + nitrate	Atlantic	(28.15,28.2]	-0.8947502	-0.9026876	-0.8789969
temp + nitrate	Atlantic	(28.2, Inf]	-0.8578595	-0.9374513	-0.7811049
temp + nitrate	Indian	(-Inf,26]	-0.6693707	-0.7634592	-0.5710564
temp + nitrate	Indian	(26,26.5]	-0.5495159	-0.7226538	-0.4363870
temp + nitrate	Indian	(26.5,26.75]	-0.5264788	-0.6302277	-0.4313994
temp + nitrate	Indian	(26.75,27]	-0.3346686	-0.4062330	-0.1964176
temp + nitrate	Indian	(27,27.25]	-0.1079424	-0.1929560	-0.0276121
temp + nitrate	Indian	(27.25,27.5]	0.2510155	0.1770454	0.3102734
temp + nitrate	Indian	(27.5,27.75]	0.4610025	0.3027452	0.5540068
temp + nitrate	Indian	(27.75,27.85]	0.8678002	0.8096197	0.9048706
temp + nitrate	Indian	(27.85,27.95]	0.8276296	0.7028374	0.8935118
temp + nitrate	Indian	(27.95,28.05]	0.7942671	0.7238464	0.8515306
temp + nitrate	Indian	(28.05,28.1]	0.7884932	0.7111964	0.8552858
temp + nitrate	Indian	(28.1,28.2]	0.7462800	0.6671039	0.8403781
temp + nitrate	Indian	(28.2,28.3]	0.7819275	0.7391940	0.8630263
temp + nitrate	Indian	(28.3, Inf]	0.7995290	0.7457936	0.8491273
temp + nitrate	Pacific	(-Inf,26]	-0.6032190	-0.6520578	-0.5497326
temp + nitrate	Pacific	(26,26.5]	-0.5764235	-0.6553154	-0.4461968
temp + nitrate	Pacific	(26.5,26.75]	-0.5092135	-0.6769016	-0.2893729
temp + nitrate	Pacific	(26.75,27]	-0.6474580	-0.7084676	-0.5771260
temp + nitrate	Pacific	(27,27.25]	-0.7539347	-0.7831169	-0.7075472
temp + nitrate	Pacific	(27.25,27.5]	-0.6754678	-0.7480070	-0.5571564
temp + nitrate	Pacific	(27.5,27.75]	-0.2055081	-0.3334442	-0.0446548
temp + nitrate	Pacific	(27.75,27.85]	0.4844121	0.3324049	0.6654810
temp + nitrate	Pacific	(27.85,27.95]	0.6545391	0.5673348	0.7497369
temp + nitrate	Pacific	(27.95,28.05]	0.7869980	0.7099152	0.8794453
temp + nitrate	Pacific	(28.05,28.1]	0.7953378	0.7627590	0.8509916
temp + nitrate	Pacific	(28.1,28.2]	0.7797929	0.7334130	0.8305586
temp + nitrate	Pacific	(28.2,28.3]	0.7244633	0.7158342	0.7412865
temp + nitrate	Pacific	(28.3, Inf]	0.9336780	0.9119046	0.9504669
temp + phosphate	Atlantic	(-Inf,26]	-0.2272971	-0.5306378	0.0827481
temp + phosphate	Atlantic	(26,26.5]	-0.6474620	-0.7872335	-0.5515879
temp + phosphate	Atlantic	(26.5,26.75]	0.0181887	-0.2971515	0.2869821
temp + phosphate	Atlantic	(26.75,27]	0.3065856	0.0545994	0.5657953
temp + phosphate	Atlantic	(27,27.25]	0.4030033	0.3105502	0.4633958
temp + phosphate	Atlantic	(27.25,27.5]	0.2049550	0.0160587	0.3706638
temp + phosphate	Atlantic	(27.5,27.75]	0.1476039	0.1124744	0.1814839
temp + phosphate	Atlantic	(27.75,27.85]	-0.3167207	-0.3505392	-0.2686478
temp + phosphate	Atlantic	(27.85,27.95]	-0.4630421	-0.5606147	-0.3868441
temp + phosphate	Atlantic	(27.95,28.05]	-0.5947512	-0.7260795	-0.4358551
temp + phosphate	Atlantic	(28.05,28.1]	-0.8388863	-0.8469050	-0.8257597
temp + phosphate	Atlantic	(28.1,28.15]	-0.8850084	-0.8910939	-0.8791216
temp + phosphate	Atlantic	(28.15,28.2]	-0.8837637	-0.8958367	-0.8663676
temp + phosphate	Atlantic	(28.2, Inf]	-0.8546991	-0.9337064	-0.7808678
temp + phosphate	Indian	(-Inf,26]	-0.6551319	-0.7404545	-0.6120785
temp + phosphate	Indian	(26,26.5]	-0.5461595	-0.6948106	-0.3904944
temp + phosphate	Indian	(26.5,26.75]	-0.5098885	-0.5705542	-0.4672028
temp + phosphate	Indian	(26.75,27]	-0.3029387	-0.3588936	-0.2127578
temp + phosphate	Indian	(27,27.25]	-0.0607072	-0.1278663	0.0087478
temp + phosphate	Indian	(27.25,27.5]	0.2884772	0.2000889	0.3385555
temp + phosphate	Indian	(27.5,27.75]	0.4905874	0.3352955	0.5842379
temp + phosphate	Indian	(27.75,27.85]	0.8709019	0.8131275	0.9030797
temp + phosphate	Indian	(27.85,27.95]	0.8238680	0.6888645	0.8921705
temp + phosphate	Indian	(27.95,28.05]	0.7884796	0.7053154	0.8508277
temp + phosphate	Indian	(28.05,28.1]	0.7867700	0.7088801	0.8477530
temp + phosphate	Indian	(28.1,28.2]	0.7503894	0.6716550	0.8384413
temp + phosphate	Indian	(28.2,28.3]	0.7949386	0.7569288	0.8697720
temp + phosphate	Indian	(28.3, Inf]	0.7921610	0.7340980	0.8449104
temp + phosphate	Pacific	(-Inf,26]	-0.5807660	-0.6257343	-0.5171326
temp + phosphate	Pacific	(26,26.5]	-0.5450237	-0.6472975	-0.3751419
temp + phosphate	Pacific	(26.5,26.75]	-0.3879214	-0.5723118	-0.0778480
temp + phosphate	Pacific	(26.75,27]	-0.5121539	-0.6262319	-0.3409975
temp + phosphate	Pacific	(27,27.25]	-0.6798194	-0.7180502	-0.6093288
temp + phosphate	Pacific	(27.25,27.5]	-0.6042503	-0.7005454	-0.4294768
temp + phosphate	Pacific	(27.5,27.75]	-0.1471139	-0.2616563	0.0166049
temp + phosphate	Pacific	(27.75,27.85]	0.4966629	0.3500151	0.6720872
temp + phosphate	Pacific	(27.85,27.95]	0.6547301	0.5711795	0.7477090
temp + phosphate	Pacific	(27.95,28.05]	0.7872194	0.7116170	0.8782095
temp + phosphate	Pacific	(28.05,28.1]	0.7973543	0.7660804	0.8512499
temp + phosphate	Pacific	(28.1,28.2]	0.7861496	0.7390032	0.8342107
temp + phosphate	Pacific	(28.2,28.3]	0.7551609	0.7390312	0.7780771
temp + phosphate	Pacific	(28.3, Inf]	0.9439172	0.9276389	0.9579374
temp + phosphate_star	Atlantic	(-Inf,26]	-0.4857755	-0.9871533	0.0683286
temp + phosphate_star	Atlantic	(26,26.5]	-0.8433756	-0.8751013	-0.7956005
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7992517	-0.8379665	-0.7349510
temp + phosphate_star	Atlantic	(26.75,27]	-0.6484563	-0.7374786	-0.5106846
temp + phosphate_star	Atlantic	(27,27.25]	-0.6159712	-0.6839896	-0.5490303
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.5929924	-0.6363073	-0.5239574
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.4180513	-0.4360664	-0.3915981
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.6748977	-0.7266057	-0.6470237
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.7454324	-0.8359936	-0.6893415
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.7925522	-0.9015398	-0.6806914
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9291294	-0.9447619	-0.9127801
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9442404	-0.9539801	-0.9374022
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9427544	-0.9461774	-0.9407468
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9134179	-0.9695899	-0.8693372
temp + phosphate_star	Indian	(-Inf,26]	-0.7468453	-0.8325455	-0.6229645
temp + phosphate_star	Indian	(26,26.5]	-0.7955279	-0.9080356	-0.6765205
temp + phosphate_star	Indian	(26.5,26.75]	-0.8416707	-0.9272894	-0.7974097
temp + phosphate_star	Indian	(26.75,27]	-0.8750486	-0.9276998	-0.8392102
temp + phosphate_star	Indian	(27,27.25]	-0.8915779	-0.9199988	-0.8541217
temp + phosphate_star	Indian	(27.25,27.5]	-0.9586198	-0.9776005	-0.9396234
temp + phosphate_star	Indian	(27.5,27.75]	-0.9807003	-0.9845343	-0.9747640
temp + phosphate_star	Indian	(27.75,27.85]	-0.9801582	-0.9816299	-0.9789731
temp + phosphate_star	Indian	(27.85,27.95]	-0.9777494	-0.9826497	-0.9700124
temp + phosphate_star	Indian	(27.95,28.05]	-0.9338756	-0.9623411	-0.9031558
temp + phosphate_star	Indian	(28.05,28.1]	-0.8793576	-0.9280967	-0.8217414
temp + phosphate_star	Indian	(28.1,28.2]	-0.8654048	-0.9092351	-0.7901455
temp + phosphate_star	Indian	(28.2,28.3]	-0.7667326	-0.8875858	-0.6019154
temp + phosphate_star	Indian	(28.3, Inf]	-0.8849153	-0.9002939	-0.8649833
temp + phosphate_star	Pacific	(-Inf,26]	-0.9183895	-0.9285211	-0.9049714
temp + phosphate_star	Pacific	(26,26.5]	-0.9538897	-0.9676916	-0.9407700
temp + phosphate_star	Pacific	(26.5,26.75]	-0.9497055	-0.9622526	-0.9274927
temp + phosphate_star	Pacific	(26.75,27]	-0.9548261	-0.9636563	-0.9454643
temp + phosphate_star	Pacific	(27,27.25]	-0.9511323	-0.9564618	-0.9458262
temp + phosphate_star	Pacific	(27.25,27.5]	-0.8991032	-0.9189248	-0.8700228
temp + phosphate_star	Pacific	(27.5,27.75]	-0.8920887	-0.9111666	-0.8801825
temp + phosphate_star	Pacific	(27.75,27.85]	-0.8818068	-0.9141786	-0.8588159
temp + phosphate_star	Pacific	(27.85,27.95]	-0.9153438	-0.9466533	-0.8821642
temp + phosphate_star	Pacific	(27.95,28.05]	-0.8779885	-0.9557457	-0.8084466
temp + phosphate_star	Pacific	(28.05,28.1]	-0.7258167	-0.8250395	-0.6287748
temp + phosphate_star	Pacific	(28.1,28.2]	-0.5668820	-0.6971460	-0.3622139
temp + phosphate_star	Pacific	(28.2,28.3]	-0.4280191	-0.6670076	-0.0949293
temp + phosphate_star	Pacific	(28.3, Inf]	-0.9022761	-0.9550304	-0.8637977
temp + silicate	Atlantic	(-Inf,26]	-0.6821600	-0.8003479	-0.5559977
temp + silicate	Atlantic	(26,26.5]	0.0843668	0.0612752	0.1106138
temp + silicate	Atlantic	(26.5,26.75]	0.1573043	0.0375137	0.2780958
temp + silicate	Atlantic	(26.75,27]	0.3249679	0.0695056	0.5392708
temp + silicate	Atlantic	(27,27.25]	0.3554562	0.1511638	0.4623949
temp + silicate	Atlantic	(27.25,27.5]	0.0915293	-0.1235022	0.2474700
temp + silicate	Atlantic	(27.5,27.75]	-0.0314976	-0.0466179	-0.0233208
temp + silicate	Atlantic	(27.75,27.85]	-0.5436111	-0.5757819	-0.5134469
temp + silicate	Atlantic	(27.85,27.95]	-0.6774465	-0.7180929	-0.6407064
temp + silicate	Atlantic	(27.95,28.05]	-0.7483519	-0.8156745	-0.6914558
temp + silicate	Atlantic	(28.05,28.1]	-0.8804244	-0.8946780	-0.8688960
temp + silicate	Atlantic	(28.1,28.15]	-0.8928720	-0.9079389	-0.8812935
temp + silicate	Atlantic	(28.15,28.2]	-0.8024442	-0.8280852	-0.7880507
temp + silicate	Atlantic	(28.2, Inf]	-0.6895909	-0.7272672	-0.6286090
temp + silicate	Indian	(-Inf,26]	-0.5600226	-0.6638590	-0.3721103
temp + silicate	Indian	(26,26.5]	-0.5883116	-0.6374777	-0.4933410
temp + silicate	Indian	(26.5,26.75]	-0.5395888	-0.5722472	-0.4932014
temp + silicate	Indian	(26.75,27]	-0.3063231	-0.3819538	-0.2536149
temp + silicate	Indian	(27,27.25]	-0.1312529	-0.2201567	-0.0774123
temp + silicate	Indian	(27.25,27.5]	0.2343807	0.2004449	0.2563855
temp + silicate	Indian	(27.5,27.75]	0.4196487	0.2895739	0.5211209
temp + silicate	Indian	(27.75,27.85]	0.8549855	0.8031442	0.8826990
temp + silicate	Indian	(27.85,27.95]	0.8021036	0.6697444	0.8699710
temp + silicate	Indian	(27.95,28.05]	0.7749214	0.6999574	0.8321041
temp + silicate	Indian	(28.05,28.1]	0.8173953	0.7525731	0.8651862
temp + silicate	Indian	(28.1,28.2]	0.7857346	0.7268997	0.8492871
temp + silicate	Indian	(28.2,28.3]	0.8515942	0.8218062	0.9088881
temp + silicate	Indian	(28.3, Inf]	0.6918304	0.6319340	0.7242785
temp + silicate	Pacific	(-Inf,26]	-0.7297655	-0.7538629	-0.6927610
temp + silicate	Pacific	(26,26.5]	-0.6750589	-0.7229400	-0.6200680
temp + silicate	Pacific	(26.5,26.75]	-0.6438635	-0.7479916	-0.5522226
temp + silicate	Pacific	(26.75,27]	-0.6779774	-0.7117278	-0.6357163
temp + silicate	Pacific	(27,27.25]	-0.7709285	-0.7798329	-0.7547612
temp + silicate	Pacific	(27.25,27.5]	-0.7411514	-0.8062492	-0.6362329
temp + silicate	Pacific	(27.5,27.75]	-0.2915310	-0.4115769	-0.1436166
temp + silicate	Pacific	(27.75,27.85]	0.4147711	0.2592458	0.5913187
temp + silicate	Pacific	(27.85,27.95]	0.6092482	0.5171087	0.7046742
temp + silicate	Pacific	(27.95,28.05]	0.7653928	0.6839065	0.8641469
temp + silicate	Pacific	(28.05,28.1]	0.7921350	0.7538544	0.8489478
temp + silicate	Pacific	(28.1,28.2]	0.7418037	0.6972865	0.8117045
temp + silicate	Pacific	(28.2,28.3]	0.7844662	0.7461682	0.8425048
temp + silicate	Pacific	(28.3, Inf]	0.9414947	0.9286904	0.9491980

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")

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2280189	-0.3027302	0.6358479
aou	Atlantic	(26,26.5]	0.1485940	0.0829677	0.2795637
aou	Atlantic	(26.5,26.75]	-0.3009121	-0.4267299	-0.1551184
aou	Atlantic	(26.75,27]	-0.3885349	-0.4474610	-0.3119410
aou	Atlantic	(27,27.25]	-0.5874527	-0.6580371	-0.4574849
aou	Atlantic	(27.25,27.5]	-0.6491746	-0.7109074	-0.5588419
aou	Atlantic	(27.5,27.75]	-0.5355227	-0.5719480	-0.5149800
aou	Atlantic	(27.75,27.85]	-0.4586831	-0.4899852	-0.4427961
aou	Atlantic	(27.85,27.95]	-0.6243611	-0.7473130	-0.4827330
aou	Atlantic	(27.95,28.05]	-0.7718485	-0.8124495	-0.6911966
aou	Atlantic	(28.05,28.1]	-0.9283520	-0.9515712	-0.9117691
aou	Atlantic	(28.1,28.15]	-0.9608970	-0.9642954	-0.9571224
aou	Atlantic	(28.15,28.2]	-0.9635998	-0.9750149	-0.9510036
aou	Atlantic	(28.2, Inf]	-0.8351914	-0.8839788	-0.7922908
aou	Indian	(-Inf,26]	-0.2456935	-0.5881320	0.1539752
aou	Indian	(26,26.5]	-0.7358079	-0.7604335	-0.7029150
aou	Indian	(26.5,26.75]	-0.8868449	-0.9105133	-0.8473562
aou	Indian	(26.75,27]	-0.9250686	-0.9511877	-0.9034025
aou	Indian	(27,27.25]	-0.8705176	-0.9469161	-0.8269389
aou	Indian	(27.25,27.5]	-0.6860635	-0.8591975	-0.5657418
aou	Indian	(27.5,27.75]	-0.2863425	-0.6745898	0.2731983
aou	Indian	(27.75,27.85]	-0.0872316	-0.6373945	0.6759543
aou	Indian	(27.85,27.95]	-0.2228006	-0.5672064	0.3929366
aou	Indian	(27.95,28.05]	-0.5128076	-0.7029765	-0.1688523
aou	Indian	(28.05,28.1]	-0.7455925	-0.8515245	-0.6354168
aou	Indian	(28.1,28.2]	-0.8789487	-0.9260808	-0.8275659
aou	Indian	(28.2,28.3]	-0.9039410	-0.9591566	-0.8447859
aou	Indian	(28.3, Inf]	0.2045455	-0.0096965	0.5306068
aou	Pacific	(-Inf,26]	0.2222272	0.0547293	0.4215491
aou	Pacific	(26,26.5]	-0.4016697	-0.5439736	-0.2258878
aou	Pacific	(26.5,26.75]	-0.5460776	-0.6341576	-0.4733723
aou	Pacific	(26.75,27]	-0.6827733	-0.7528604	-0.6263240
aou	Pacific	(27,27.25]	-0.4999745	-0.7145758	-0.3002010
aou	Pacific	(27.25,27.5]	-0.3290075	-0.5008546	-0.1902037
aou	Pacific	(27.5,27.75]	0.1553153	-0.0132910	0.3718085
aou	Pacific	(27.75,27.85]	0.5356311	0.4297893	0.6590027
aou	Pacific	(27.85,27.95]	0.5694499	0.3151284	0.7332028
aou	Pacific	(27.95,28.05]	0.4358880	-0.1080255	0.7678539
aou	Pacific	(28.05,28.1]	0.5949608	0.2428649	0.8230565
aou	Pacific	(28.1,28.2]	0.6648912	0.4366104	0.8077281
aou	Pacific	(28.2,28.3]	0.7317334	0.6236381	0.8137233
aou	Pacific	(28.3, Inf]	0.0206011	-0.4637905	0.5933880
nitrate	Atlantic	(-Inf,26]	0.0491604	-0.7714572	0.7340005
nitrate	Atlantic	(26,26.5]	-0.1874278	-0.2945346	-0.0205459
nitrate	Atlantic	(26.5,26.75]	-0.4387405	-0.5487943	-0.2762905
nitrate	Atlantic	(26.75,27]	-0.5119328	-0.5762090	-0.4507582
nitrate	Atlantic	(27,27.25]	-0.7430154	-0.7971435	-0.6442901
nitrate	Atlantic	(27.25,27.5]	-0.8631918	-0.8960005	-0.8111445
nitrate	Atlantic	(27.5,27.75]	-0.9006672	-0.9117008	-0.8792312
nitrate	Atlantic	(27.75,27.85]	-0.9552094	-0.9651655	-0.9441204
nitrate	Atlantic	(27.85,27.95]	-0.9756344	-0.9793903	-0.9712225
nitrate	Atlantic	(27.95,28.05]	-0.9497598	-0.9598204	-0.9408892
nitrate	Atlantic	(28.05,28.1]	-0.9925557	-0.9939742	-0.9907741
nitrate	Atlantic	(28.1,28.15]	-0.9909222	-0.9921485	-0.9900852
nitrate	Atlantic	(28.15,28.2]	-0.9913055	-0.9924452	-0.9901351
nitrate	Atlantic	(28.2, Inf]	-0.9652578	-0.9805001	-0.9543403
nitrate	Indian	(-Inf,26]	-0.1995790	-0.5592633	0.1497498
nitrate	Indian	(26,26.5]	-0.5837683	-0.6356803	-0.4932386
nitrate	Indian	(26.5,26.75]	-0.8043792	-0.8828810	-0.7346936
nitrate	Indian	(26.75,27]	-0.9065923	-0.9424349	-0.8601483
nitrate	Indian	(27,27.25]	-0.9263032	-0.9551208	-0.8986648
nitrate	Indian	(27.25,27.5]	-0.8265582	-0.9436786	-0.7034789
nitrate	Indian	(27.5,27.75]	-0.4526336	-0.7880174	0.0704554
nitrate	Indian	(27.75,27.85]	-0.0968388	-0.6297397	0.6265151
nitrate	Indian	(27.85,27.95]	-0.2213775	-0.5601048	0.3507227
nitrate	Indian	(27.95,28.05]	-0.5094361	-0.6615760	-0.2074922
nitrate	Indian	(28.05,28.1]	-0.7242457	-0.8096828	-0.6457191
nitrate	Indian	(28.1,28.2]	-0.8659333	-0.8854154	-0.8529280
nitrate	Indian	(28.2,28.3]	-0.9374784	-0.9542437	-0.9206564
nitrate	Indian	(28.3, Inf]	-0.1834905	-0.3942621	0.0351080
nitrate	Pacific	(-Inf,26]	0.2440576	0.0908870	0.4207169
nitrate	Pacific	(26,26.5]	-0.4312641	-0.5897212	-0.2788568
nitrate	Pacific	(26.5,26.75]	-0.4528023	-0.6318254	-0.3301704
nitrate	Pacific	(26.75,27]	-0.3878950	-0.5831434	-0.2001237
nitrate	Pacific	(27,27.25]	-0.2899765	-0.5380424	-0.0620272
nitrate	Pacific	(27.25,27.5]	-0.2140191	-0.3851314	-0.0480528
nitrate	Pacific	(27.5,27.75]	0.1918609	0.0396585	0.3983594
nitrate	Pacific	(27.75,27.85]	0.5528985	0.4451970	0.6742731
nitrate	Pacific	(27.85,27.95]	0.5822223	0.3383913	0.7395435
nitrate	Pacific	(27.95,28.05]	0.4468259	-0.0815575	0.7638976
nitrate	Pacific	(28.05,28.1]	0.5984994	0.2604774	0.8134030
nitrate	Pacific	(28.1,28.2]	0.6694027	0.4609804	0.8038058
nitrate	Pacific	(28.2,28.3]	0.7373567	0.6473355	0.7991443
nitrate	Pacific	(28.3, Inf]	0.0198508	-0.4432224	0.5700386
phosphate	Atlantic	(-Inf,26]	0.2645686	-0.0129379	0.4192617
phosphate	Atlantic	(26,26.5]	0.1786538	0.1046143	0.2836754
phosphate	Atlantic	(26.5,26.75]	-0.3874871	-0.4593151	-0.2658111
phosphate	Atlantic	(26.75,27]	-0.4832939	-0.5735345	-0.3842333
phosphate	Atlantic	(27,27.25]	-0.7181639	-0.7510928	-0.6697437
phosphate	Atlantic	(27.25,27.5]	-0.8527221	-0.8705028	-0.8237138
phosphate	Atlantic	(27.5,27.75]	-0.9037546	-0.9107071	-0.8939479
phosphate	Atlantic	(27.75,27.85]	-0.9638491	-0.9692263	-0.9566655
phosphate	Atlantic	(27.85,27.95]	-0.9784937	-0.9822926	-0.9753396
phosphate	Atlantic	(27.95,28.05]	-0.9540281	-0.9629034	-0.9451055
phosphate	Atlantic	(28.05,28.1]	-0.9921492	-0.9933055	-0.9907524
phosphate	Atlantic	(28.1,28.15]	-0.9908285	-0.9917900	-0.9897729
phosphate	Atlantic	(28.15,28.2]	-0.9909964	-0.9925274	-0.9898412
phosphate	Atlantic	(28.2, Inf]	-0.9780305	-0.9792728	-0.9769851
phosphate	Indian	(-Inf,26]	-0.3171728	-0.6420330	0.0379453
phosphate	Indian	(26,26.5]	-0.8044844	-0.8227982	-0.7778449
phosphate	Indian	(26.5,26.75]	-0.9330721	-0.9490184	-0.9035901
phosphate	Indian	(26.75,27]	-0.9686969	-0.9825355	-0.9522227
phosphate	Indian	(27,27.25]	-0.9338073	-0.9779719	-0.9056929
phosphate	Indian	(27.25,27.5]	-0.8140617	-0.9319853	-0.7071676
phosphate	Indian	(27.5,27.75]	-0.4022812	-0.7490230	0.1310355
phosphate	Indian	(27.75,27.85]	-0.0592034	-0.6036001	0.6895150
phosphate	Indian	(27.85,27.95]	-0.1918927	-0.5431496	0.3942857
phosphate	Indian	(27.95,28.05]	-0.4812972	-0.6468877	-0.1610352
phosphate	Indian	(28.05,28.1]	-0.7085105	-0.7960673	-0.6244396
phosphate	Indian	(28.1,28.2]	-0.8591013	-0.8797964	-0.8379351
phosphate	Indian	(28.2,28.3]	-0.9301044	-0.9563125	-0.9002511
phosphate	Indian	(28.3, Inf]	-0.2821244	-0.4666630	-0.0515562
phosphate	Pacific	(-Inf,26]	0.2714392	0.1259890	0.4500698
phosphate	Pacific	(26,26.5]	-0.3871997	-0.5567990	-0.2275433
phosphate	Pacific	(26.5,26.75]	-0.5495697	-0.6443742	-0.4903881
phosphate	Pacific	(26.75,27]	-0.6223870	-0.7263807	-0.5382694
phosphate	Pacific	(27,27.25]	-0.4767334	-0.7028790	-0.2654684
phosphate	Pacific	(27.25,27.5]	-0.3613803	-0.5346834	-0.2250830
phosphate	Pacific	(27.5,27.75]	0.1423122	-0.0297536	0.3517383
phosphate	Pacific	(27.75,27.85]	0.5498734	0.4441588	0.6679896
phosphate	Pacific	(27.85,27.95]	0.5876881	0.3471461	0.7415952
phosphate	Pacific	(27.95,28.05]	0.4517532	-0.0757446	0.7679709
phosphate	Pacific	(28.05,28.1]	0.6014489	0.2628197	0.8162322
phosphate	Pacific	(28.1,28.2]	0.6712272	0.4589191	0.8081452
phosphate	Pacific	(28.2,28.3]	0.7414558	0.6361456	0.8141418
phosphate	Pacific	(28.3, Inf]	-0.0371946	-0.4726826	0.5052455
phosphate_star	Atlantic	(-Inf,26]	0.4496741	-0.1868457	0.9490640
phosphate_star	Atlantic	(26,26.5]	0.1807726	0.1536640	0.2229838
phosphate_star	Atlantic	(26.5,26.75]	0.0243715	-0.3644907	0.5027143
phosphate_star	Atlantic	(26.75,27]	-0.0918834	-0.2388241	0.1751645
phosphate_star	Atlantic	(27,27.25]	-0.1426980	-0.5494616	0.1044619
phosphate_star	Atlantic	(27.25,27.5]	-0.4585189	-0.6825803	-0.3453649
phosphate_star	Atlantic	(27.5,27.75]	-0.7273254	-0.7969316	-0.6720928
phosphate_star	Atlantic	(27.75,27.85]	-0.9123074	-0.9308064	-0.9004049
phosphate_star	Atlantic	(27.85,27.95]	-0.9183370	-0.9391960	-0.9076212
phosphate_star	Atlantic	(27.95,28.05]	-0.8952516	-0.9027553	-0.8898910
phosphate_star	Atlantic	(28.05,28.1]	-0.9625581	-0.9720107	-0.9513857
phosphate_star	Atlantic	(28.1,28.15]	-0.9718939	-0.9789012	-0.9628089
phosphate_star	Atlantic	(28.15,28.2]	-0.9801348	-0.9855600	-0.9759847
phosphate_star	Atlantic	(28.2, Inf]	-0.9721786	-0.9807149	-0.9555834
phosphate_star	Indian	(-Inf,26]	-0.3501932	-0.6206053	-0.0998354
phosphate_star	Indian	(26,26.5]	-0.8042526	-0.8405076	-0.7853856
phosphate_star	Indian	(26.5,26.75]	-0.8389824	-0.8779344	-0.7687175
phosphate_star	Indian	(26.75,27]	-0.7071602	-0.7792873	-0.6507072
phosphate_star	Indian	(27,27.25]	-0.6096636	-0.7360653	-0.5287625
phosphate_star	Indian	(27.25,27.5]	-0.3614611	-0.5806307	-0.1185512
phosphate_star	Indian	(27.5,27.75]	-0.3470295	-0.7735181	0.0334331
phosphate_star	Indian	(27.75,27.85]	0.1909792	-0.5147314	0.7006934
phosphate_star	Indian	(27.85,27.95]	0.3323909	-0.2920973	0.6461612
phosphate_star	Indian	(27.95,28.05]	0.5271986	0.2280740	0.7164571
phosphate_star	Indian	(28.05,28.1]	0.5966964	0.3871452	0.8556972
phosphate_star	Indian	(28.1,28.2]	0.5015660	0.2226785	0.7776882
phosphate_star	Indian	(28.2,28.3]	0.2693606	-0.2112526	0.6340685
phosphate_star	Indian	(28.3, Inf]	-0.6087555	-0.8986460	-0.4456082
phosphate_star	Pacific	(-Inf,26]	0.4490245	0.3961884	0.5259537
phosphate_star	Pacific	(26,26.5]	-0.1176863	-0.3379466	0.0018157
phosphate_star	Pacific	(26.5,26.75]	-0.2065972	-0.3302160	-0.0909934
phosphate_star	Pacific	(26.75,27]	-0.0861622	-0.3452835	0.1701506
phosphate_star	Pacific	(27,27.25]	-0.0924682	-0.3752011	0.1884938
phosphate_star	Pacific	(27.25,27.5]	-0.2410515	-0.4151041	-0.1071019
phosphate_star	Pacific	(27.5,27.75]	0.0267771	-0.0220364	0.1051341
phosphate_star	Pacific	(27.75,27.85]	0.1767461	-0.1157915	0.3760911
phosphate_star	Pacific	(27.85,27.95]	0.1115071	-0.1776627	0.3773502
phosphate_star	Pacific	(27.95,28.05]	0.1524838	-0.1417703	0.5193596
phosphate_star	Pacific	(28.05,28.1]	0.1159150	-0.0380118	0.3266956
phosphate_star	Pacific	(28.1,28.2]	0.2062166	0.0848194	0.3242959
phosphate_star	Pacific	(28.2,28.3]	0.1817976	0.1376883	0.2278660
phosphate_star	Pacific	(28.3, Inf]	-0.0284883	-0.5983121	0.5181340
sal	Atlantic	(-Inf,26]	-0.1655114	-0.8946301	0.5631449
sal	Atlantic	(26,26.5]	-0.0283404	-0.1033339	0.0706375
sal	Atlantic	(26.5,26.75]	-0.4607241	-0.8757387	0.0028308
sal	Atlantic	(26.75,27]	-0.6452727	-0.7988317	-0.4495456
sal	Atlantic	(27,27.25]	-0.6419525	-0.7779966	-0.3733573
sal	Atlantic	(27.25,27.5]	-0.3860900	-0.5815912	-0.0840659
sal	Atlantic	(27.5,27.75]	-0.3070508	-0.3644263	-0.1935382
sal	Atlantic	(27.75,27.85]	0.2391213	0.1664645	0.2892660
sal	Atlantic	(27.85,27.95]	0.3877560	0.2717701	0.5086123
sal	Atlantic	(27.95,28.05]	0.4607589	0.3020746	0.6470615
sal	Atlantic	(28.05,28.1]	0.8683824	0.8557888	0.8807267
sal	Atlantic	(28.1,28.15]	0.9116044	0.9075718	0.9184047
sal	Atlantic	(28.15,28.2]	0.9073741	0.8991388	0.9143013
sal	Atlantic	(28.2, Inf]	0.8259038	0.7680694	0.8817188
sal	Indian	(-Inf,26]	0.6520423	0.3080289	0.9356344
sal	Indian	(26,26.5]	0.5217039	0.2717461	0.7685644
sal	Indian	(26.5,26.75]	0.6055717	0.5436088	0.7153776
sal	Indian	(26.75,27]	0.4753733	0.3785747	0.5942923
sal	Indian	(27,27.25]	0.2961914	0.1481180	0.4129118
sal	Indian	(27.25,27.5]	-0.0568344	-0.3103906	0.0765345
sal	Indian	(27.5,27.75]	-0.0042238	-0.4226567	0.5328365
sal	Indian	(27.75,27.85]	-0.1336012	-0.6812340	0.6311915
sal	Indian	(27.85,27.95]	-0.2426682	-0.5874647	0.4075061
sal	Indian	(27.95,28.05]	-0.5103888	-0.7247212	-0.1406124
sal	Indian	(28.05,28.1]	-0.7287660	-0.8751121	-0.5969712
sal	Indian	(28.1,28.2]	-0.8002576	-0.9405614	-0.6917872
sal	Indian	(28.2,28.3]	-0.7448623	-0.9278660	-0.5584349
sal	Indian	(28.3, Inf]	0.0307837	-0.1512446	0.3866271
sal	Pacific	(-Inf,26]	-0.2931241	-0.4019951	-0.1939025
sal	Pacific	(26,26.5]	-0.0002092	-0.1330503	0.2298245
sal	Pacific	(26.5,26.75]	0.0133213	-0.1845516	0.2018202
sal	Pacific	(26.75,27]	-0.1312804	-0.4491972	0.1588841
sal	Pacific	(27,27.25]	-0.1721050	-0.4691860	0.1163105
sal	Pacific	(27.25,27.5]	-0.3129679	-0.5676017	-0.0713234
sal	Pacific	(27.5,27.75]	-0.7179824	-0.7830169	-0.6647451
sal	Pacific	(27.75,27.85]	-0.2473515	-0.5146370	0.0930700
sal	Pacific	(27.85,27.95]	0.0511690	-0.2891573	0.3629879
sal	Pacific	(27.95,28.05]	0.1271250	-0.3917460	0.5237415
sal	Pacific	(28.05,28.1]	0.3685594	-0.0121799	0.6612860
sal	Pacific	(28.1,28.2]	0.5154368	0.2379740	0.7033744
sal	Pacific	(28.2,28.3]	0.4129534	0.1989067	0.5243026
sal	Pacific	(28.3, Inf]	0.1528348	-0.2793577	0.4149231
silicate	Atlantic	(-Inf,26]	0.2391763	-0.1165638	0.4460557
silicate	Atlantic	(26,26.5]	-0.5357021	-0.6152203	-0.4371921
silicate	Atlantic	(26.5,26.75]	-0.3725540	-0.5284731	-0.2926515
silicate	Atlantic	(26.75,27]	-0.6617635	-0.7304369	-0.5927240
silicate	Atlantic	(27,27.25]	-0.8630448	-0.8643897	-0.8609840
silicate	Atlantic	(27.25,27.5]	-0.9008939	-0.9244174	-0.8882187
silicate	Atlantic	(27.5,27.75]	-0.9020209	-0.9312247	-0.8832015
silicate	Atlantic	(27.75,27.85]	-0.9389554	-0.9456233	-0.9337539
silicate	Atlantic	(27.85,27.95]	-0.9196317	-0.9342177	-0.9005519
silicate	Atlantic	(27.95,28.05]	-0.8776084	-0.9049882	-0.8571438
silicate	Atlantic	(28.05,28.1]	-0.9536052	-0.9603524	-0.9421355
silicate	Atlantic	(28.1,28.15]	-0.9648172	-0.9703539	-0.9567585
silicate	Atlantic	(28.15,28.2]	-0.9540972	-0.9618134	-0.9479517
silicate	Atlantic	(28.2, Inf]	-0.8688496	-0.9004862	-0.8309967
silicate	Indian	(-Inf,26]	-0.5417505	-0.7337342	-0.3819483
silicate	Indian	(26,26.5]	-0.8795068	-0.9064251	-0.8509036
silicate	Indian	(26.5,26.75]	-0.9564852	-0.9657282	-0.9485228
silicate	Indian	(26.75,27]	-0.9598671	-0.9779899	-0.9389787
silicate	Indian	(27,27.25]	-0.9352862	-0.9758584	-0.9137842
silicate	Indian	(27.25,27.5]	-0.8289622	-0.9448351	-0.7356408
silicate	Indian	(27.5,27.75]	-0.4853715	-0.8250831	0.0300446
silicate	Indian	(27.75,27.85]	-0.1458534	-0.6750897	0.5876305
silicate	Indian	(27.85,27.95]	-0.2380960	-0.5864291	0.3211528
silicate	Indian	(27.95,28.05]	-0.5017197	-0.6723503	-0.1912554
silicate	Indian	(28.05,28.1]	-0.7256013	-0.8131943	-0.6420140
silicate	Indian	(28.1,28.2]	-0.8499672	-0.8931816	-0.8095155
silicate	Indian	(28.2,28.3]	-0.8700656	-0.9339614	-0.7975611
silicate	Indian	(28.3, Inf]	-0.4591239	-0.5927949	-0.2281391
silicate	Pacific	(-Inf,26]	0.2365865	0.1311302	0.4261722
silicate	Pacific	(26,26.5]	-0.5071620	-0.6582494	-0.3881696
silicate	Pacific	(26.5,26.75]	-0.5940935	-0.7496390	-0.4837801
silicate	Pacific	(26.75,27]	-0.4649241	-0.6727986	-0.2448000
silicate	Pacific	(27,27.25]	-0.3152673	-0.5755969	-0.0323956
silicate	Pacific	(27.25,27.5]	-0.1857687	-0.3831141	0.0082731
silicate	Pacific	(27.5,27.75]	0.2607023	0.0749132	0.5002286
silicate	Pacific	(27.75,27.85]	0.6114487	0.4941692	0.7470154
silicate	Pacific	(27.85,27.95]	0.6270603	0.3718181	0.7942032
silicate	Pacific	(27.95,28.05]	0.4741359	-0.0650580	0.8069273
silicate	Pacific	(28.05,28.1]	0.6268071	0.2793157	0.8450105
silicate	Pacific	(28.1,28.2]	0.7264870	0.4970848	0.8611808
silicate	Pacific	(28.2,28.3]	0.7746847	0.6233722	0.8914341
silicate	Pacific	(28.3, Inf]	-0.1422952	-0.5112242	0.3671449
temp	Atlantic	(-Inf,26]	-0.5982677	-0.9749021	-0.0055925
temp	Atlantic	(26,26.5]	-0.2433447	-0.2809933	-0.1682493
temp	Atlantic	(26.5,26.75]	-0.4734135	-0.8705915	-0.0231668
temp	Atlantic	(26.75,27]	-0.6158333	-0.7840291	-0.4085477
temp	Atlantic	(27,27.25]	-0.6454268	-0.7854652	-0.3680260
temp	Atlantic	(27.25,27.5]	-0.4108951	-0.6046603	-0.1209882
temp	Atlantic	(27.5,27.75]	-0.3009631	-0.3544988	-0.1993224
temp	Atlantic	(27.75,27.85]	0.3241549	0.2735352	0.3663094
temp	Atlantic	(27.85,27.95]	0.4384980	0.3470378	0.5375811
temp	Atlantic	(27.95,28.05]	0.4723508	0.3317812	0.6252677
temp	Atlantic	(28.05,28.1]	0.7974978	0.7922936	0.8007509
temp	Atlantic	(28.1,28.15]	0.8430891	0.8392722	0.8477669
temp	Atlantic	(28.15,28.2]	0.8700238	0.8556020	0.8825974
temp	Atlantic	(28.2, Inf]	0.8162363	0.7107737	0.9184289
temp	Indian	(-Inf,26]	-0.2938005	-0.6849650	0.0380243
temp	Indian	(26,26.5]	0.3426110	0.1483235	0.5000063
temp	Indian	(26.5,26.75]	0.5171270	0.4770833	0.5849031
temp	Indian	(26.75,27]	0.4066704	0.3036372	0.4607997
temp	Indian	(27,27.25]	0.2938594	0.1276015	0.4380173
temp	Indian	(27.25,27.5]	0.2152106	-0.0297883	0.3643337
temp	Indian	(27.5,27.75]	0.3553942	-0.0462340	0.7794393
temp	Indian	(27.75,27.85]	-0.1006797	-0.6287175	0.6318109
temp	Indian	(27.85,27.95]	-0.3089238	-0.6499061	0.3403638
temp	Indian	(27.95,28.05]	-0.5957181	-0.7906266	-0.2784266
temp	Indian	(28.05,28.1]	-0.7857348	-0.9326817	-0.6598974
temp	Indian	(28.1,28.2]	-0.8091039	-0.9448047	-0.7039867
temp	Indian	(28.2,28.3]	-0.7498364	-0.9366881	-0.5856184
temp	Indian	(28.3, Inf]	0.2736328	0.0896121	0.5954938
temp	Pacific	(-Inf,26]	-0.6129792	-0.6540135	-0.5664218
temp	Pacific	(26,26.5]	-0.0692772	-0.1931865	0.1315425
temp	Pacific	(26.5,26.75]	-0.0112639	-0.1777774	0.1497664
temp	Pacific	(26.75,27]	-0.1456274	-0.4407092	0.1327396
temp	Pacific	(27,27.25]	-0.1549571	-0.4488006	0.1334851
temp	Pacific	(27.25,27.5]	-0.0840616	-0.3179450	0.1437186
temp	Pacific	(27.5,27.75]	-0.2517487	-0.2873629	-0.2047825
temp	Pacific	(27.75,27.85]	-0.1954590	-0.3951463	0.0900277
temp	Pacific	(27.85,27.95]	-0.0207998	-0.3240454	0.2753875
temp	Pacific	(27.95,28.05]	0.0100963	-0.4590535	0.3838300
temp	Pacific	(28.05,28.1]	0.2046127	-0.1447430	0.4897425
temp	Pacific	(28.1,28.2]	0.2881623	0.0585626	0.4430544
temp	Pacific	(28.2,28.3]	0.4161329	0.2472534	0.6059559
temp	Pacific	(28.3, Inf]	-0.1188904	-0.6065789	0.4437402

rm(cor_target_predictor, cor_target_predictor_stats)

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

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

07 June, 2021