Last updated: 2021-03-10

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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File	Version	Author	Date	Message
html	9230b52	Donghe-Zhu	2021-03-10	Build site.
html	dba33c8	Donghe-Zhu	2021-03-09	Build site.
html	17f1c4a	Donghe-Zhu	2021-03-09	Build site.
html	c024d1a	Donghe-Zhu	2021-03-09	Build site.
html	02f7242	Donghe-Zhu	2021-03-09	Build site.
html	6f50bc6	Donghe-Zhu	2021-03-09	Build site.
html	1691156	Donghe-Zhu	2021-03-08	Build site.
html	c0ceaf8	Donghe-Zhu	2021-03-08	Build site.
html	058e0a1	Donghe-Zhu	2021-03-08	Build site.
html	112dea0	Donghe-Zhu	2021-03-08	Build site.
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html	a79291f	Donghe-Zhu	2021-03-05	Build site.
html	e8c6f30	Donghe-Zhu	2021-03-04	Build site.
html	59288fe	Donghe-Zhu	2021-03-04	Build site.
html	731abc8	Donghe-Zhu	2021-03-04	Build site.
html	e2a5a33	Donghe-Zhu	2021-03-04	Build site.
html	c7892c1	Donghe-Zhu	2021-03-04	Build site.
html	924430b	Donghe-Zhu	2021-03-03	Build site.
html	0d0bca1	Donghe-Zhu	2021-03-03	Build site.
html	cb63c16	Donghe-Zhu	2021-03-03	Build site.
html	ffda45a	Donghe-Zhu	2021-03-03	Build site.
html	691ba81	Donghe-Zhu	2021-03-03	Build site.
html	c5e45a2	Donghe-Zhu	2021-03-03	Build site.
html	89c3e58	Donghe-Zhu	2021-03-03	Build site.
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html	c911669	Donghe-Zhu	2021-03-03	Build site.
html	b71c719	Donghe-Zhu	2021-03-01	Build site.
html	13666ca	Donghe-Zhu	2021-03-01	Build site.
html	c6e60fe	Donghe-Zhu	2021-03-01	Build site.
html	7a388f7	Donghe-Zhu	2021-03-01	Build site.
html	799e913	Donghe-Zhu	2021-03-01	Build site.
html	66ff99f	Donghe-Zhu	2021-03-01	Build site.
html	ac9bb7a	Donghe-Zhu	2021-02-28	Build site.
html	efdc047	Donghe-Zhu	2021-02-28	Build site.
html	e9a7418	Donghe-Zhu	2021-02-28	Build site.
html	e152917	Donghe-Zhu	2021-02-28	Build site.
html	feb991c	Donghe-Zhu	2021-02-27	Build site.
html	287123c	Donghe-Zhu	2021-02-27	Build site.
html	54d5b5b	Donghe-Zhu	2021-02-27	Build site.
html	330f064	Donghe-Zhu	2021-02-27	Build site.
html	adbc9bc	Donghe-Zhu	2021-02-27	Build site.
html	5937141	Donghe-Zhu	2021-02-27	Build site.
html	4414bbf	Donghe-Zhu	2021-02-27	Build site.
html	a265efb	Donghe-Zhu	2021-02-27	Build site.
html	19edd1e	Donghe-Zhu	2021-02-27	Build site.
html	f20483f	Donghe-Zhu	2021-02-26	Build site.
html	6a2c7b3	Donghe-Zhu	2021-02-25	Build site.
html	02b976d	Donghe-Zhu	2021-02-24	Build site.
html	354c224	Donghe-Zhu	2021-02-24	Build site.
html	1a0a88a	Donghe-Zhu	2021-02-24	Build site.
html	57f701e	Donghe-Zhu	2021-02-24	Build site.
html	06f3149	Donghe-Zhu	2021-02-16	Build site.
html	401eab3	Donghe-Zhu	2021-02-15	Build site.
html	e3bba84	Donghe-Zhu	2021-02-15	Build site.
html	5dce4b1	Donghe-Zhu	2021-02-15	Build site.
html	4469a0c	Donghe-Zhu	2021-02-13	Build site.
html	5ae6a69	Donghe-Zhu	2021-02-10	Build site.
html	05385dc	Donghe-Zhu	2021-02-10	Build site.
html	f791ae4	Donghe-Zhu	2021-02-09	Build site.
html	f71ae34	Donghe-Zhu	2021-02-09	Build site.
html	c011832	Donghe-Zhu	2021-02-09	Build site.
html	a145fa7	Donghe-Zhu	2021-02-09	Build site.
html	c344e42	Donghe-Zhu	2021-02-08	Build site.
html	2f095d7	Donghe-Zhu	2021-02-07	Build site.
html	2305044	Donghe-Zhu	2021-02-07	Build site.
html	1fad5f1	Donghe-Zhu	2021-02-07	Build site.
html	ca03c39	Donghe-Zhu	2021-02-07	Build site.
html	e2ffc14	Donghe-Zhu	2021-02-05	Build site.
Rmd	55cdfe6	Donghe-Zhu	2021-02-05	local rebuild
html	cd7c52c	Donghe-Zhu	2021-02-04	Build site.
html	bcf84f4	Donghe-Zhu	2021-02-02	Build site.
html	a518739	Donghe-Zhu	2021-02-01	Build site.
html	61666de	Donghe-Zhu	2021-01-31	Build site.
html	865b582	Donghe-Zhu	2021-01-31	Build site.
html	3e68089	Donghe-Zhu	2021-01-31	Build site.
html	ecf335c	Donghe-Zhu	2021-01-31	Build site.
html	a618965	Donghe-Zhu	2021-01-31	Build site.
html	59e006e	Donghe-Zhu	2021-01-31	Build site.
html	a1c8f87	Donghe-Zhu	2021-01-31	Build site.
html	ae5c18f	Donghe-Zhu	2021-01-31	Build site.
html	b50fe52	Donghe-Zhu	2021-01-31	Build site.
html	ac99ae5	jens-daniel-mueller	2021-01-29	code review
html	b5bdcaf	Donghe-Zhu	2021-01-29	Build site.
html	442010d	Donghe-Zhu	2021-01-29	Build site.
html	372adf5	Donghe-Zhu	2021-01-29	Build site.
html	af8788e	Donghe-Zhu	2021-01-29	Build site.
html	21c91c9	Donghe-Zhu	2021-01-29	Build site.
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html	541d4dd	Donghe-Zhu	2021-01-29	Build site.
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html	ceed31b	Donghe-Zhu	2021-01-27	Build site.
html	342402d	Donghe-Zhu	2021-01-27	Build site.
html	5bad5c2	Donghe-Zhu	2021-01-27	Build site.
html	61efb56	Donghe-Zhu	2021-01-25	Build site.
html	48f638e	Donghe-Zhu	2021-01-25	Build site.
html	c1cec47	Donghe-Zhu	2021-01-25	Build site.
html	05ffb0c	Donghe-Zhu	2021-01-25	Build site.
html	8b97165	Donghe-Zhu	2021-01-25	Build site.
html	c569946	Donghe-Zhu	2021-01-24	Build site.
html	a2f0d56	Donghe-Zhu	2021-01-23	Build site.
html	28509fc	Donghe-Zhu	2021-01-23	Build site.
html	4c28e4a	Donghe-Zhu	2021-01-22	Build site.
html	24cc264	jens-daniel-mueller	2021-01-22	cleaned /docs before creating copies
html	88eb28f	Donghe-Zhu	2021-01-21	Build site.
html	2679490	Donghe-Zhu	2021-01-21	Build site.
html	7891955	Donghe-Zhu	2021-01-21	Build site.
html	d4cf1cb	Donghe-Zhu	2021-01-21	Build site.
html	1f3e5b6	jens-daniel-mueller	2021-01-20	Build site.
html	0e7bdf1	jens-daniel-mueller	2021-01-15	cleaning template repository
html	73cbef3	jens-daniel-mueller	2021-01-15	Build site.
html	4571843	jens-daniel-mueller	2021-01-14	revision and html deleted for template copying
html	23151cd	jens-daniel-mueller	2021-01-14	Build site.
html	b3564aa	jens-daniel-mueller	2021-01-14	Build site.
html	8d032c3	jens-daniel-mueller	2021-01-14	Build site.
html	022871c	Donghe-Zhu	2021-01-13	Build site.
Rmd	d44f36f	Donghe-Zhu	2021-01-13	reorder analysis final
html	17dee1d	jens-daniel-mueller	2021-01-13	Build site.
html	a076226	Donghe-Zhu	2021-01-11	Build site.
Rmd	52eff18	Donghe-Zhu	2021-01-09	Implemet model_run and subsetting
html	7cdea0c	jens-daniel-mueller	2021-01-06	Build site.
html	fa85b93	jens-daniel-mueller	2021-01-06	Build site.
html	e5cb81a	Donghe-Zhu	2021-01-05	Build site.
html	a499f10	Donghe-Zhu	2021-01-05	Build site.
Rmd	715bdb4	Donghe-Zhu	2021-01-02	model modification
html	fb8a752	Donghe-Zhu	2020-12-23	Build site.
Rmd	82e3c9c	Donghe-Zhu	2020-12-23	first build after creating model template
html	8fae0b2	Donghe-Zhu	2020-12-21	Build site.
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
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
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
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
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]	0.8474259	0.8266115	0.8819213
aou + nitrate	Atlantic	(26,26.5]	0.9203950	0.9131349	0.9241201
aou + nitrate	Atlantic	(26.5,26.75]	0.9773977	0.9757109	0.9790957
aou + nitrate	Atlantic	(26.75,27]	0.9822298	0.9791661	0.9850616
aou + nitrate	Atlantic	(27,27.25]	0.9741153	0.9721097	0.9757546
aou + nitrate	Atlantic	(27.25,27.5]	0.9600265	0.9575889	0.9618182
aou + nitrate	Atlantic	(27.5,27.75]	0.9418731	0.9373003	0.9477333
aou + nitrate	Atlantic	(27.75,27.85]	0.9258889	0.9165912	0.9313754
aou + nitrate	Atlantic	(27.85,27.95]	0.9489181	0.9416180	0.9528271
aou + nitrate	Atlantic	(27.95,28.05]	0.9782027	0.9759800	0.9803435
aou + nitrate	Atlantic	(28.05,28.1]	0.9893892	0.9883563	0.9906139
aou + nitrate	Atlantic	(28.1,28.15]	0.9845703	0.9840657	0.9853413
aou + nitrate	Atlantic	(28.15,28.2]	0.9824863	0.9762693	0.9868626
aou + nitrate	Atlantic	(28.2, Inf]	0.9845216	0.9787280	0.9889224
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9334848	0.9319172	0.9360307
aou + nitrate	Indo-Pacific	(26,26.5]	0.8472347	0.8445677	0.8510373
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.7424055	0.7371316	0.7527014
aou + nitrate	Indo-Pacific	(26.75,27]	0.7635148	0.7541224	0.7687808
aou + nitrate	Indo-Pacific	(27,27.25]	0.8159554	0.7996603	0.8343201
aou + nitrate	Indo-Pacific	(27.25,27.5]	0.8623058	0.8544721	0.8664717
aou + nitrate	Indo-Pacific	(27.5,27.75]	0.8998413	0.8944688	0.9028068
aou + nitrate	Indo-Pacific	(27.75,27.85]	0.9642314	0.9580918	0.9698409
aou + nitrate	Indo-Pacific	(27.85,27.95]	0.9697061	0.9680121	0.9726514
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.9884549	0.9878527	0.9894266
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9883089	0.9877075	0.9891460
aou + nitrate	Indo-Pacific	(28.1, Inf]	0.9917206	0.9914078	0.9919130
aou + nitrate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + nitrate	SO	(26,26.5]	0.8608064	0.8510929	0.8676482
aou + nitrate	SO	(26.5,26.75]	0.7828446	0.7533981	0.8157878
aou + nitrate	SO	(26.75,27]	0.7958477	0.7782933	0.8073312
aou + nitrate	SO	(27,27.25]	0.7843113	0.7784736	0.7908170
aou + nitrate	SO	(27.25,27.5]	0.7804295	0.7721227	0.7891077
aou + nitrate	SO	(27.5,27.75]	0.8804712	0.8753060	0.8863488
aou + nitrate	SO	(27.75,27.85]	0.9604069	0.9557550	0.9651261
aou + nitrate	SO	(27.85,27.95]	0.9028031	0.8920270	0.9224160
aou + nitrate	SO	(27.95,28.05]	0.7727745	0.7618274	0.7830571
aou + nitrate	SO	(28.05,28.1]	0.7070892	0.6901708	0.7283143
aou + nitrate	SO	(28.1, Inf]	0.8997121	0.8908297	0.9063079
aou + nitrate	SO	(28.1,28.15]	0.2331944	0.2237465	0.2397523
aou + nitrate	SO	(28.15,28.2]	0.2655659	0.2098264	0.3138399
aou + nitrate	SO	(28.2, Inf]	0.5457089	0.5388143	0.5515546
aou + phosphate	Atlantic	(-Inf,26]	0.9258443	0.9145388	0.9377956
aou + phosphate	Atlantic	(26,26.5]	0.8982306	0.8949758	0.9019931
aou + phosphate	Atlantic	(26.5,26.75]	0.9569135	0.9525261	0.9598176
aou + phosphate	Atlantic	(26.75,27]	0.9681744	0.9654516	0.9697314
aou + phosphate	Atlantic	(27,27.25]	0.9514555	0.9496745	0.9535397
aou + phosphate	Atlantic	(27.25,27.5]	0.9394301	0.9355021	0.9416462
aou + phosphate	Atlantic	(27.5,27.75]	0.9224497	0.9165119	0.9299397
aou + phosphate	Atlantic	(27.75,27.85]	0.9057085	0.8940612	0.9127061
aou + phosphate	Atlantic	(27.85,27.95]	0.9339642	0.9245759	0.9387113
aou + phosphate	Atlantic	(27.95,28.05]	0.9709785	0.9676211	0.9737183
aou + phosphate	Atlantic	(28.05,28.1]	0.9884016	0.9873575	0.9899587
aou + phosphate	Atlantic	(28.1,28.15]	0.9835749	0.9829386	0.9848058
aou + phosphate	Atlantic	(28.15,28.2]	0.9817914	0.9737509	0.9859037
aou + phosphate	Atlantic	(28.2, Inf]	0.9839765	0.9788201	0.9876447
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9676600	0.9670305	0.9685347
aou + phosphate	Indo-Pacific	(26,26.5]	0.9596376	0.9584173	0.9610358
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9701015	0.9695592	0.9707308
aou + phosphate	Indo-Pacific	(26.75,27]	0.9676311	0.9672955	0.9682284
aou + phosphate	Indo-Pacific	(27,27.25]	0.9797185	0.9795566	0.9798010
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.9818804	0.9802059	0.9833003
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9832282	0.9822672	0.9837710
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9923915	0.9916179	0.9934760
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9936946	0.9934764	0.9939626
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9975666	0.9973254	0.9978434
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9981014	0.9980306	0.9982179
aou + phosphate	Indo-Pacific	(28.1, Inf]	0.9973647	0.9973123	0.9974324
aou + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + phosphate	SO	(26,26.5]	0.8011027	0.7902874	0.8095356
aou + phosphate	SO	(26.5,26.75]	0.7538758	0.7167690	0.7935157
aou + phosphate	SO	(26.75,27]	0.7961985	0.7719875	0.8105618
aou + phosphate	SO	(27,27.25]	0.7781726	0.7719778	0.7851191
aou + phosphate	SO	(27.25,27.5]	0.7656577	0.7570247	0.7737563
aou + phosphate	SO	(27.5,27.75]	0.8786389	0.8730670	0.8849389
aou + phosphate	SO	(27.75,27.85]	0.9573682	0.9517413	0.9622609
aou + phosphate	SO	(27.85,27.95]	0.9005814	0.8884258	0.9209842
aou + phosphate	SO	(27.95,28.05]	0.7551772	0.7431969	0.7666162
aou + phosphate	SO	(28.05,28.1]	0.7127660	0.6956935	0.7326172
aou + phosphate	SO	(28.1, Inf]	0.8643948	0.8501425	0.8746357
aou + phosphate	SO	(28.1,28.15]	0.2456034	0.2343304	0.2519810
aou + phosphate	SO	(28.15,28.2]	0.2935997	0.2455724	0.3325649
aou + phosphate	SO	(28.2, Inf]	0.6054029	0.5912822	0.6279866
aou + phosphate_star	Atlantic	(-Inf,26]	0.2371350	0.1773169	0.2822293
aou + phosphate_star	Atlantic	(26,26.5]	0.3943171	0.3621386	0.4177110
aou + phosphate_star	Atlantic	(26.5,26.75]	0.1983548	0.1491327	0.2345336
aou + phosphate_star	Atlantic	(26.75,27]	0.0626495	0.0427768	0.0770808
aou + phosphate_star	Atlantic	(27,27.25]	0.2771664	0.2304875	0.3010748
aou + phosphate_star	Atlantic	(27.25,27.5]	0.4758525	0.4581260	0.5005470
aou + phosphate_star	Atlantic	(27.5,27.75]	0.5074922	0.4860598	0.5182676
aou + phosphate_star	Atlantic	(27.75,27.85]	0.6425884	0.6228048	0.6648375
aou + phosphate_star	Atlantic	(27.85,27.95]	0.7625533	0.7360655	0.7855821
aou + phosphate_star	Atlantic	(27.95,28.05]	0.8974028	0.8846679	0.9096810
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9615720	0.9559924	0.9689701
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9484843	0.9476105	0.9490499
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9406930	0.9259481	0.9489364
aou + phosphate_star	Atlantic	(28.2, Inf]	0.9665960	0.9596004	0.9723672
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.5951338	0.5875310	0.6036047
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.4238295	0.4203527	0.4289477
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.4629181	0.4470290	0.4739811
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.5766849	0.5662798	0.5854374
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.7015211	0.6895726	0.7190206
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6564380	0.6314378	0.6848422
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.4643899	0.4491147	0.4806391
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.4141131	0.3710992	0.4391325
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.4324315	0.4268190	0.4403821
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.5584169	0.5510304	0.5661088
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6733498	0.6619765	0.6808969
aou + phosphate_star	Indo-Pacific	(28.1, Inf]	0.2346624	0.2185270	0.2499326
aou + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
aou + phosphate_star	SO	(26,26.5]	-0.4919125	-0.5271398	-0.4262877
aou + phosphate_star	SO	(26.5,26.75]	-0.0792672	-0.1404212	-0.0466723
aou + phosphate_star	SO	(26.75,27]	0.2455531	0.2080345	0.2833958
aou + phosphate_star	SO	(27,27.25]	0.1144394	0.0843210	0.1296197
aou + phosphate_star	SO	(27.25,27.5]	-0.3604604	-0.3876979	-0.3355738
aou + phosphate_star	SO	(27.5,27.75]	-0.4913130	-0.5223996	-0.4669064
aou + phosphate_star	SO	(27.75,27.85]	-0.8430036	-0.8494514	-0.8390752
aou + phosphate_star	SO	(27.85,27.95]	-0.7542502	-0.7702315	-0.7333048
aou + phosphate_star	SO	(27.95,28.05]	-0.8336050	-0.8439194	-0.8239328
aou + phosphate_star	SO	(28.05,28.1]	-0.8094318	-0.8307282	-0.7918288
aou + phosphate_star	SO	(28.1, Inf]	-0.4382661	-0.4639289	-0.4245795
aou + phosphate_star	SO	(28.1,28.15]	-0.5459575	-0.5689459	-0.5299439
aou + phosphate_star	SO	(28.15,28.2]	-0.3585923	-0.4429790	-0.2195951
aou + phosphate_star	SO	(28.2, Inf]	0.1000720	0.0684204	0.1234535
aou + silicate	Atlantic	(-Inf,26]	0.1068293	0.0364329	0.1856052
aou + silicate	Atlantic	(26,26.5]	0.2707840	0.2326715	0.2964320
aou + silicate	Atlantic	(26.5,26.75]	0.6186504	0.5940475	0.6410698
aou + silicate	Atlantic	(26.75,27]	0.7624981	0.7529336	0.7754087
aou + silicate	Atlantic	(27,27.25]	0.7615231	0.7465442	0.7726050
aou + silicate	Atlantic	(27.25,27.5]	0.7382526	0.7246564	0.7466233
aou + silicate	Atlantic	(27.5,27.75]	0.7040871	0.6879489	0.7223737
aou + silicate	Atlantic	(27.75,27.85]	0.6200464	0.5917873	0.6429161
aou + silicate	Atlantic	(27.85,27.95]	0.7039966	0.6738019	0.7258800
aou + silicate	Atlantic	(27.95,28.05]	0.8514782	0.8278274	0.8650198
aou + silicate	Atlantic	(28.05,28.1]	0.9353585	0.9236148	0.9454437
aou + silicate	Atlantic	(28.1,28.15]	0.9492700	0.9433029	0.9573714
aou + silicate	Atlantic	(28.15,28.2]	0.9268058	0.9235080	0.9323908
aou + silicate	Atlantic	(28.2, Inf]	0.9465630	0.9429700	0.9498927
aou + silicate	Indo-Pacific	(-Inf,26]	0.8374240	0.8339467	0.8400790
aou + silicate	Indo-Pacific	(26,26.5]	0.7666504	0.7659219	0.7678800
aou + silicate	Indo-Pacific	(26.5,26.75]	0.7502096	0.7461092	0.7556593
aou + silicate	Indo-Pacific	(26.75,27]	0.8227209	0.8215974	0.8243734
aou + silicate	Indo-Pacific	(27,27.25]	0.8850609	0.8816204	0.8889153
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9127597	0.9103735	0.9168898
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9058119	0.9019839	0.9091258
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9391958	0.9369731	0.9425032
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9340300	0.9311402	0.9375816
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9740798	0.9725086	0.9758648
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9763382	0.9755969	0.9776297
aou + silicate	Indo-Pacific	(28.1, Inf]	0.6958923	0.6895153	0.7077196
aou + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
aou + silicate	SO	(26,26.5]	0.8935870	0.8729544	0.9082756
aou + silicate	SO	(26.5,26.75]	0.8720909	0.8509516	0.8910983
aou + silicate	SO	(26.75,27]	0.8726856	0.8681672	0.8772784
aou + silicate	SO	(27,27.25]	0.8330861	0.8257026	0.8390001
aou + silicate	SO	(27.25,27.5]	0.7752913	0.7647575	0.7806872
aou + silicate	SO	(27.5,27.75]	0.8593778	0.8541459	0.8663867
aou + silicate	SO	(27.75,27.85]	0.9378141	0.9314734	0.9433487
aou + silicate	SO	(27.85,27.95]	0.8974691	0.8853931	0.9105782
aou + silicate	SO	(27.95,28.05]	0.7701108	0.7649696	0.7783380
aou + silicate	SO	(28.05,28.1]	0.8275892	0.8154574	0.8343162
aou + silicate	SO	(28.1, Inf]	0.4727353	0.4460283	0.4889910
aou + silicate	SO	(28.1,28.15]	0.6867684	0.6675713	0.6982460
aou + silicate	SO	(28.15,28.2]	0.7956541	0.7844488	0.8090973
aou + silicate	SO	(28.2, Inf]	0.5932118	0.5709743	0.6357742
nitrate + phosphate	Atlantic	(-Inf,26]	0.6701397	0.6051445	0.7593596
nitrate + phosphate	Atlantic	(26,26.5]	0.8290545	0.8170853	0.8457918
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9684897	0.9665730	0.9696458
nitrate + phosphate	Atlantic	(26.75,27]	0.9803397	0.9792494	0.9815067
nitrate + phosphate	Atlantic	(27,27.25]	0.9904836	0.9901400	0.9910378
nitrate + phosphate	Atlantic	(27.25,27.5]	0.9959103	0.9956119	0.9962594
nitrate + phosphate	Atlantic	(27.5,27.75]	0.9969677	0.9967822	0.9970702
nitrate + phosphate	Atlantic	(27.75,27.85]	0.9985222	0.9983696	0.9986285
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9987263	0.9986323	0.9987953
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9987173	0.9984835	0.9989312
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9993952	0.9993182	0.9994386
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9989764	0.9988728	0.9991643
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9918094	0.9913591	0.9923323
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9965155	0.9963193	0.9967982
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9542507	0.9519586	0.9581887
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8617069	0.8575641	0.8659466
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.7633009	0.7563870	0.7754764
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.7937806	0.7813810	0.8004947
nitrate + phosphate	Indo-Pacific	(27,27.25]	0.8239592	0.8042293	0.8435102
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	0.8621650	0.8549849	0.8664686
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	0.9129878	0.9095885	0.9156282
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	0.9747017	0.9713495	0.9782743
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	0.9857850	0.9849198	0.9874714
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.9956032	0.9954163	0.9958964
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9943436	0.9939709	0.9948432
nitrate + phosphate	Indo-Pacific	(28.1, Inf]	0.9952026	0.9949076	0.9953583
nitrate + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + phosphate	SO	(26,26.5]	0.9749194	0.9720687	0.9776372
nitrate + phosphate	SO	(26.5,26.75]	0.9789239	0.9743673	0.9821116
nitrate + phosphate	SO	(26.75,27]	0.9925190	0.9920372	0.9930135
nitrate + phosphate	SO	(27,27.25]	0.9975588	0.9974688	0.9977200
nitrate + phosphate	SO	(27.25,27.5]	0.9983545	0.9980988	0.9985129
nitrate + phosphate	SO	(27.5,27.75]	0.9988777	0.9988687	0.9988838
nitrate + phosphate	SO	(27.75,27.85]	0.9984955	0.9983840	0.9986826
nitrate + phosphate	SO	(27.85,27.95]	0.9975049	0.9974502	0.9975857
nitrate + phosphate	SO	(27.95,28.05]	0.9963408	0.9962702	0.9964090
nitrate + phosphate	SO	(28.05,28.1]	0.9963071	0.9960543	0.9966229
nitrate + phosphate	SO	(28.1, Inf]	0.9707011	0.9704853	0.9708908
nitrate + phosphate	SO	(28.1,28.15]	0.9985513	0.9985407	0.9985675
nitrate + phosphate	SO	(28.15,28.2]	0.9985826	0.9981840	0.9991075
nitrate + phosphate	SO	(28.2, Inf]	0.9514987	0.9506160	0.9524851
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.1172519	0.0377457	0.2126446
nitrate + phosphate_star	Atlantic	(26,26.5]	0.3879748	0.3351994	0.4271442
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.2971477	0.2469160	0.3331588
nitrate + phosphate_star	Atlantic	(26.75,27]	0.1716394	0.1434892	0.1997115
nitrate + phosphate_star	Atlantic	(27,27.25]	0.4581843	0.4160267	0.4833538
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.6875187	0.6758848	0.7080851
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.7393610	0.7308697	0.7513055
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.8797722	0.8731182	0.8867396
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.9237265	0.9173841	0.9323036
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.9643332	0.9592392	0.9690540
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9863343	0.9835754	0.9889766
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9845476	0.9837756	0.9850356
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9717192	0.9704600	0.9740131
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9903336	0.9897632	0.9907639
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7318572	0.7293287	0.7350879
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.5554878	0.5502691	0.5621729
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.5529287	0.5474124	0.5569817
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.6600373	0.6423282	0.6701152
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	0.7326384	0.7095314	0.7521438
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.6842529	0.6649275	0.7010320
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.5908449	0.5727299	0.6065619
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5321828	0.4917485	0.5578604
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5820000	0.5776247	0.5880679
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6692480	0.6652621	0.6716214
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7704103	0.7614716	0.7785678
nitrate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.3292021	0.3144716	0.3428691
nitrate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
nitrate + phosphate_star	SO	(26,26.5]	-0.0138896	-0.0667519	0.0630383
nitrate + phosphate_star	SO	(26.5,26.75]	0.5150485	0.4055991	0.5877699
nitrate + phosphate_star	SO	(26.75,27]	0.7613580	0.7505566	0.7778152
nitrate + phosphate_star	SO	(27,27.25]	0.6995607	0.6783890	0.7175962
nitrate + phosphate_star	SO	(27.25,27.5]	0.2987893	0.2710747	0.3370205
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0222537	-0.0707155	0.0165928
nitrate + phosphate_star	SO	(27.75,27.85]	-0.6689718	-0.6749797	-0.6657681
nitrate + phosphate_star	SO	(27.85,27.95]	-0.4117325	-0.4614864	-0.3637678
nitrate + phosphate_star	SO	(27.95,28.05]	-0.3022019	-0.3220879	-0.2682544
nitrate + phosphate_star	SO	(28.05,28.1]	-0.1634800	-0.2296025	-0.1277687
nitrate + phosphate_star	SO	(28.1, Inf]	-0.0446328	-0.0915382	-0.0080611
nitrate + phosphate_star	SO	(28.1,28.15]	0.6859165	0.6636019	0.6991493
nitrate + phosphate_star	SO	(28.15,28.2]	0.8005167	0.7622497	0.8566319
nitrate + phosphate_star	SO	(28.2, Inf]	0.8621066	0.8500967	0.8732401
nitrate + silicate	Atlantic	(-Inf,26]	0.5979739	0.5784461	0.6118348
nitrate + silicate	Atlantic	(26,26.5]	0.5607367	0.5442176	0.5708854
nitrate + silicate	Atlantic	(26.5,26.75]	0.6984759	0.6779888	0.7191498
nitrate + silicate	Atlantic	(26.75,27]	0.8302690	0.8221439	0.8388352
nitrate + silicate	Atlantic	(27,27.25]	0.8789310	0.8677134	0.8845404
nitrate + silicate	Atlantic	(27.25,27.5]	0.8908150	0.8863607	0.8951401
nitrate + silicate	Atlantic	(27.5,27.75]	0.8963259	0.8921854	0.8999474
nitrate + silicate	Atlantic	(27.75,27.85]	0.8629409	0.8571424	0.8699526
nitrate + silicate	Atlantic	(27.85,27.95]	0.8745101	0.8665743	0.8845922
nitrate + silicate	Atlantic	(27.95,28.05]	0.9103030	0.8958694	0.9184275
nitrate + silicate	Atlantic	(28.05,28.1]	0.9440100	0.9342033	0.9510411
nitrate + silicate	Atlantic	(28.1,28.15]	0.9548097	0.9445270	0.9659274
nitrate + silicate	Atlantic	(28.15,28.2]	0.9243530	0.9195274	0.9285503
nitrate + silicate	Atlantic	(28.2, Inf]	0.9570637	0.9556156	0.9584363
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.8584454	0.8557349	0.8609731
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7801187	0.7721619	0.7924437
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.7988559	0.7945065	0.8059362
nitrate + silicate	Indo-Pacific	(26.75,27]	0.8304373	0.8223486	0.8346211
nitrate + silicate	Indo-Pacific	(27,27.25]	0.8831098	0.8709279	0.8948118
nitrate + silicate	Indo-Pacific	(27.25,27.5]	0.9050845	0.9032032	0.9077544
nitrate + silicate	Indo-Pacific	(27.5,27.75]	0.9328044	0.9303425	0.9356476
nitrate + silicate	Indo-Pacific	(27.75,27.85]	0.9577295	0.9561995	0.9593660
nitrate + silicate	Indo-Pacific	(27.85,27.95]	0.9571083	0.9558155	0.9587603
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.9682563	0.9666426	0.9699639
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9613362	0.9602352	0.9631892
nitrate + silicate	Indo-Pacific	(28.1, Inf]	0.7280622	0.7214154	0.7376753
nitrate + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
nitrate + silicate	SO	(26,26.5]	0.7764284	0.7463401	0.8282575
nitrate + silicate	SO	(26.5,26.75]	0.6166961	0.5769771	0.6599152
nitrate + silicate	SO	(26.75,27]	0.7555042	0.7343757	0.7719474
nitrate + silicate	SO	(27,27.25]	0.9071725	0.9040595	0.9124302
nitrate + silicate	SO	(27.25,27.5]	0.9598287	0.9572957	0.9621297
nitrate + silicate	SO	(27.5,27.75]	0.9622415	0.9606627	0.9640068
nitrate + silicate	SO	(27.75,27.85]	0.9683456	0.9662137	0.9705128
nitrate + silicate	SO	(27.85,27.95]	0.9511254	0.9478257	0.9550079
nitrate + silicate	SO	(27.95,28.05]	0.9268930	0.9224859	0.9300834
nitrate + silicate	SO	(28.05,28.1]	0.8780975	0.8698436	0.8825211
nitrate + silicate	SO	(28.1, Inf]	0.5531601	0.5462008	0.5594139
nitrate + silicate	SO	(28.1,28.15]	0.7324638	0.7161869	0.7446746
nitrate + silicate	SO	(28.15,28.2]	0.6423380	0.5976656	0.7032760
nitrate + silicate	SO	(28.2, Inf]	0.6782703	0.6585159	0.7041517
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.5303529	0.4804012	0.5860756
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7454761	0.7160321	0.7627506
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.4694170	0.4377710	0.4975915
phosphate + phosphate_star	Atlantic	(26.75,27]	0.3049831	0.2816228	0.3298451
phosphate + phosphate_star	Atlantic	(27,27.25]	0.5539740	0.5183754	0.5747980
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.7417029	0.7311740	0.7581207
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.7854733	0.7792878	0.7960129
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.9038255	0.8975319	0.9092873
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.9408919	0.9363667	0.9485944
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.9742827	0.9709827	0.9778943
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9904044	0.9883877	0.9924914
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9888208	0.9882413	0.9893203
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9871630	0.9863433	0.9879614
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9954450	0.9952033	0.9958806
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7634739	0.7592186	0.7678481
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.6561439	0.6540783	0.6576337
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6569350	0.6457959	0.6633032
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.7487373	0.7409444	0.7531658
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.8200663	0.8110298	0.8323550
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7805995	0.7639338	0.8002704
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6117678	0.5966772	0.6292167
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5152775	0.4692464	0.5408021
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.5246192	0.5209765	0.5313369
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6120534	0.6076776	0.6162743
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7146278	0.7044850	0.7225816
phosphate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.3015601	0.2858612	0.3172333
phosphate + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
phosphate + phosphate_star	SO	(26,26.5]	0.1174981	0.0792294	0.1781993
phosphate + phosphate_star	SO	(26.5,26.75]	0.5863317	0.4843659	0.6583797
phosphate + phosphate_star	SO	(26.75,27]	0.7779564	0.7632208	0.7919009
phosphate + phosphate_star	SO	(27,27.25]	0.7114715	0.6908820	0.7290211
phosphate + phosphate_star	SO	(27.25,27.5]	0.3229233	0.2944224	0.3607338
phosphate + phosphate_star	SO	(27.5,27.75]	-0.0190450	-0.0685136	0.0207962
phosphate + phosphate_star	SO	(27.75,27.85]	-0.6607322	-0.6672531	-0.6554470
phosphate + phosphate_star	SO	(27.85,27.95]	-0.4095329	-0.4599457	-0.3624907
phosphate + phosphate_star	SO	(27.95,28.05]	-0.2801363	-0.2996251	-0.2449851
phosphate + phosphate_star	SO	(28.05,28.1]	-0.1769862	-0.2415965	-0.1434541
phosphate + phosphate_star	SO	(28.1, Inf]	0.0633947	0.0135662	0.1055483
phosphate + phosphate_star	SO	(28.1,28.15]	0.6744669	0.6502155	0.6894038
phosphate + phosphate_star	SO	(28.15,28.2]	0.7809810	0.7401933	0.8450303
phosphate + phosphate_star	SO	(28.2, Inf]	0.8429205	0.8326279	0.8604951
sal + aou	Atlantic	(-Inf,26]	-0.3954769	-0.4422819	-0.3653613
sal + aou	Atlantic	(26,26.5]	-0.3629521	-0.4028678	-0.3364347
sal + aou	Atlantic	(26.5,26.75]	0.2612584	0.2400217	0.2901981
sal + aou	Atlantic	(26.75,27]	0.3946846	0.3832292	0.4102019
sal + aou	Atlantic	(27,27.25]	0.1961865	0.1562541	0.2576412
sal + aou	Atlantic	(27.25,27.5]	0.0308230	-0.0328917	0.0711466
sal + aou	Atlantic	(27.5,27.75]	0.4885771	0.4703750	0.5243986
sal + aou	Atlantic	(27.75,27.85]	0.1893889	0.0963500	0.2728670
sal + aou	Atlantic	(27.85,27.95]	0.0786382	0.0409118	0.1198225
sal + aou	Atlantic	(27.95,28.05]	-0.3028562	-0.3756004	-0.2601818
sal + aou	Atlantic	(28.05,28.1]	-0.6994450	-0.7334168	-0.6602832
sal + aou	Atlantic	(28.1,28.15]	-0.8828980	-0.9035869	-0.8697853
sal + aou	Atlantic	(28.15,28.2]	-0.7900200	-0.8074990	-0.7789412
sal + aou	Atlantic	(28.2, Inf]	-0.9504096	-0.9561435	-0.9434790
sal + aou	Indo-Pacific	(-Inf,26]	-0.2353188	-0.2433458	-0.2312260
sal + aou	Indo-Pacific	(26,26.5]	-0.1546468	-0.1602092	-0.1503534
sal + aou	Indo-Pacific	(26.5,26.75]	-0.1570973	-0.1605797	-0.1533156
sal + aou	Indo-Pacific	(26.75,27]	-0.3205365	-0.3399586	-0.3080299
sal + aou	Indo-Pacific	(27,27.25]	-0.5217284	-0.5357130	-0.5116237
sal + aou	Indo-Pacific	(27.25,27.5]	-0.5248996	-0.5510358	-0.4980522
sal + aou	Indo-Pacific	(27.5,27.75]	-0.3068266	-0.3172470	-0.2957739
sal + aou	Indo-Pacific	(27.75,27.85]	-0.0844797	-0.1263247	-0.0594537
sal + aou	Indo-Pacific	(27.85,27.95]	-0.0105337	-0.0327250	0.0046057
sal + aou	Indo-Pacific	(27.95,28.05]	0.1631122	0.1120783	0.2086731
sal + aou	Indo-Pacific	(28.05,28.1]	0.0699637	-0.0051548	0.1252120
sal + aou	Indo-Pacific	(28.1, Inf]	-0.5913132	-0.6005861	-0.5854489
sal + aou	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + aou	SO	(26,26.5]	0.4961869	0.4614136	0.5151725
sal + aou	SO	(26.5,26.75]	0.1193819	0.0597045	0.2144216
sal + aou	SO	(26.75,27]	-0.2722061	-0.3115554	-0.2317917
sal + aou	SO	(27,27.25]	-0.1789972	-0.1993436	-0.1542811
sal + aou	SO	(27.25,27.5]	0.4598139	0.4178499	0.4977292
sal + aou	SO	(27.5,27.75]	0.7150239	0.6847434	0.7505422
sal + aou	SO	(27.75,27.85]	0.9141671	0.9101722	0.9180043
sal + aou	SO	(27.85,27.95]	0.8236872	0.8081338	0.8366916
sal + aou	SO	(27.95,28.05]	0.7503687	0.7410441	0.7597400
sal + aou	SO	(28.05,28.1]	0.7497989	0.7296994	0.7753270
sal + aou	SO	(28.1, Inf]	0.4982933	0.4684583	0.5221356
sal + aou	SO	(28.1,28.15]	0.4346806	0.4216297	0.4512946
sal + aou	SO	(28.15,28.2]	0.3064201	0.1900362	0.3842986
sal + aou	SO	(28.2, Inf]	0.4148170	0.3633739	0.4632166
sal + nitrate	Atlantic	(-Inf,26]	-0.6765304	-0.6793256	-0.6728165
sal + nitrate	Atlantic	(26,26.5]	-0.3949262	-0.4378091	-0.3529256
sal + nitrate	Atlantic	(26.5,26.75]	0.2062103	0.1831529	0.2413720
sal + nitrate	Atlantic	(26.75,27]	0.3389159	0.3121429	0.3640129
sal + nitrate	Atlantic	(27,27.25]	0.0810209	0.0392296	0.1437354
sal + nitrate	Atlantic	(27.25,27.5]	-0.1374172	-0.2080527	-0.0872518
sal + nitrate	Atlantic	(27.5,27.75]	0.4041190	0.3794077	0.4418765
sal + nitrate	Atlantic	(27.75,27.85]	-0.0497113	-0.1781690	0.0530143
sal + nitrate	Atlantic	(27.85,27.95]	-0.1073089	-0.1361799	-0.0859563
sal + nitrate	Atlantic	(27.95,28.05]	-0.3107671	-0.3685980	-0.2793855
sal + nitrate	Atlantic	(28.05,28.1]	-0.6548709	-0.6994954	-0.6073255
sal + nitrate	Atlantic	(28.1,28.15]	-0.8384720	-0.8718062	-0.8167860
sal + nitrate	Atlantic	(28.15,28.2]	-0.8182242	-0.8573800	-0.7629149
sal + nitrate	Atlantic	(28.2, Inf]	-0.9508902	-0.9687905	-0.9356009
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.3649010	-0.3706748	-0.3608321
sal + nitrate	Indo-Pacific	(26,26.5]	-0.3908450	-0.3931685	-0.3888643
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.4144541	-0.4196357	-0.4113907
sal + nitrate	Indo-Pacific	(26.75,27]	-0.5093926	-0.5327653	-0.4959906
sal + nitrate	Indo-Pacific	(27,27.25]	-0.6829339	-0.6892347	-0.6774682
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.6368873	-0.6548816	-0.6115215
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.4112027	-0.4192247	-0.4043836
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.1684300	-0.2145397	-0.1073919
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.0826795	-0.1168924	-0.0628863
sal + nitrate	Indo-Pacific	(27.95,28.05]	0.0523727	-0.0013460	0.1016967
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.0560103	-0.1346286	-0.0008245
sal + nitrate	Indo-Pacific	(28.1, Inf]	-0.6075347	-0.6116254	-0.6019747
sal + nitrate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + nitrate	SO	(26,26.5]	0.1330393	0.0598504	0.2006640
sal + nitrate	SO	(26.5,26.75]	-0.4184886	-0.5173118	-0.2763971
sal + nitrate	SO	(26.75,27]	-0.7027932	-0.7096242	-0.6970044
sal + nitrate	SO	(27,27.25]	-0.7098235	-0.7234114	-0.6912710
sal + nitrate	SO	(27.25,27.5]	-0.1581734	-0.2180765	-0.1156296
sal + nitrate	SO	(27.5,27.75]	0.3274623	0.2764595	0.3861385
sal + nitrate	SO	(27.75,27.85]	0.7977579	0.7935896	0.8044698
sal + nitrate	SO	(27.85,27.95]	0.5910367	0.5446672	0.6499456
sal + nitrate	SO	(27.95,28.05]	0.4024625	0.3477004	0.4320206
sal + nitrate	SO	(28.05,28.1]	0.2127230	0.1616114	0.2888507
sal + nitrate	SO	(28.1, Inf]	0.3569209	0.3253364	0.3835125
sal + nitrate	SO	(28.1,28.15]	-0.7591291	-0.7744076	-0.7447496
sal + nitrate	SO	(28.15,28.2]	-0.8266146	-0.8671127	-0.8012281
sal + nitrate	SO	(28.2, Inf]	-0.1360615	-0.1889013	-0.0961621
sal + phosphate	Atlantic	(-Inf,26]	-0.2711011	-0.3667554	-0.2214405
sal + phosphate	Atlantic	(26,26.5]	-0.6126716	-0.6363767	-0.5813991
sal + phosphate	Atlantic	(26.5,26.75]	0.0326272	0.0169957	0.0546692
sal + phosphate	Atlantic	(26.75,27]	0.2198969	0.1916535	0.2443701
sal + phosphate	Atlantic	(27,27.25]	-0.0311970	-0.0716771	0.0297064
sal + phosphate	Atlantic	(27.25,27.5]	-0.2090792	-0.2758650	-0.1576227
sal + phosphate	Atlantic	(27.5,27.75]	0.3402597	0.3159243	0.3766092
sal + phosphate	Atlantic	(27.75,27.85]	-0.0958462	-0.2265323	0.0073414
sal + phosphate	Atlantic	(27.85,27.95]	-0.1449784	-0.1788490	-0.1117717
sal + phosphate	Atlantic	(27.95,28.05]	-0.3304201	-0.3826481	-0.3032380
sal + phosphate	Atlantic	(28.05,28.1]	-0.6719129	-0.7181532	-0.6236327
sal + phosphate	Atlantic	(28.1,28.15]	-0.8373062	-0.8722835	-0.8137862
sal + phosphate	Atlantic	(28.15,28.2]	-0.7539016	-0.7906118	-0.7018710
sal + phosphate	Atlantic	(28.2, Inf]	-0.9302010	-0.9479487	-0.9162809
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.3512195	-0.3557948	-0.3462134
sal + phosphate	Indo-Pacific	(26,26.5]	-0.3709912	-0.3805594	-0.3620481
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.3411394	-0.3452138	-0.3336465
sal + phosphate	Indo-Pacific	(26.75,27]	-0.4455328	-0.4725478	-0.4315402
sal + phosphate	Indo-Pacific	(27,27.25]	-0.6097972	-0.6126621	-0.6050368
sal + phosphate	Indo-Pacific	(27.25,27.5]	-0.5943082	-0.6204698	-0.5613608
sal + phosphate	Indo-Pacific	(27.5,27.75]	-0.3874756	-0.3952522	-0.3788491
sal + phosphate	Indo-Pacific	(27.75,27.85]	-0.1434385	-0.1904490	-0.1074451
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.0629457	-0.0877967	-0.0492895
sal + phosphate	Indo-Pacific	(27.95,28.05]	0.1261090	0.0740255	0.1724634
sal + phosphate	Indo-Pacific	(28.05,28.1]	0.0357592	-0.0410303	0.0919028
sal + phosphate	Indo-Pacific	(28.1, Inf]	-0.5798788	-0.5864104	-0.5749381
sal + phosphate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + phosphate	SO	(26,26.5]	0.0343461	-0.0087044	0.0682313
sal + phosphate	SO	(26.5,26.75]	-0.4900729	-0.5901559	-0.3480028
sal + phosphate	SO	(26.75,27]	-0.7334402	-0.7405627	-0.7226798
sal + phosphate	SO	(27,27.25]	-0.7276536	-0.7398440	-0.7099804
sal + phosphate	SO	(27.25,27.5]	-0.1898167	-0.2491003	-0.1468174
sal + phosphate	SO	(27.5,27.75]	0.3257028	0.2736389	0.3850893
sal + phosphate	SO	(27.75,27.85]	0.7932445	0.7885912	0.8008536
sal + phosphate	SO	(27.85,27.95]	0.5984603	0.5526590	0.6569581
sal + phosphate	SO	(27.95,28.05]	0.4090088	0.3530071	0.4379173
sal + phosphate	SO	(28.05,28.1]	0.2430833	0.1908520	0.3186605
sal + phosphate	SO	(28.1, Inf]	0.5189459	0.4869949	0.5462097
sal + phosphate	SO	(28.1,28.15]	-0.7481172	-0.7649835	-0.7322009
sal + phosphate	SO	(28.15,28.2]	-0.8076221	-0.8554988	-0.7801110
sal + phosphate	SO	(28.2, Inf]	0.1266004	0.0713568	0.1670410
sal + phosphate_star	Atlantic	(-Inf,26]	-0.2235572	-0.3027183	-0.1166975
sal + phosphate_star	Atlantic	(26,26.5]	-0.8631605	-0.8802237	-0.8519581
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.7736585	-0.7861101	-0.7615014
sal + phosphate_star	Atlantic	(26.75,27]	-0.7338918	-0.7476909	-0.7235063
sal + phosphate_star	Atlantic	(27,27.25]	-0.7277411	-0.7392804	-0.7112965
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.7067900	-0.7396517	-0.6797183
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.1916947	-0.2091653	-0.1643231
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.4280615	-0.5455517	-0.3462187
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.3974873	-0.4173476	-0.3593673
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.4213887	-0.4536208	-0.4019066
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.6905571	-0.7383130	-0.6402942
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.8067214	-0.8452970	-0.7790779
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.7200262	-0.7631115	-0.6467045
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9214110	-0.9399997	-0.9073489
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.7048733	-0.7093415	-0.6992709
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.8627354	-0.8720015	-0.8568659
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8694431	-0.8817283	-0.8590234
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.8224746	-0.8401300	-0.8104602
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.8656676	-0.8729591	-0.8536281
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7975821	-0.8133786	-0.7662661
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.6979419	-0.7005871	-0.6946090
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7069164	-0.7903183	-0.6156628
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.6065499	-0.6270531	-0.5775734
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.4920125	-0.5114248	-0.4792356
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.5381879	-0.5910347	-0.4927017
sal + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.0132569	-0.0604143	0.0218149
sal + phosphate_star	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
sal + phosphate_star	SO	(26,26.5]	-0.8476891	-0.8595306	-0.8392394
sal + phosphate_star	SO	(26.5,26.75]	-0.9354369	-0.9430235	-0.9231924
sal + phosphate_star	SO	(26.75,27]	-0.9295267	-0.9388818	-0.9207959
sal + phosphate_star	SO	(27,27.25]	-0.9575390	-0.9617509	-0.9551357
sal + phosphate_star	SO	(27.25,27.5]	-0.9553455	-0.9582846	-0.9537311
sal + phosphate_star	SO	(27.5,27.75]	-0.9164190	-0.9204794	-0.9137961
sal + phosphate_star	SO	(27.75,27.85]	-0.9553602	-0.9561025	-0.9545622
sal + phosphate_star	SO	(27.85,27.95]	-0.8997068	-0.9053939	-0.8931157
sal + phosphate_star	SO	(27.95,28.05]	-0.8215655	-0.8369391	-0.8054186
sal + phosphate_star	SO	(28.05,28.1]	-0.9036515	-0.9084433	-0.9010629
sal + phosphate_star	SO	(28.1, Inf]	-0.0949250	-0.1090873	-0.0808049
sal + phosphate_star	SO	(28.1,28.15]	-0.9791100	-0.9808243	-0.9779937
sal + phosphate_star	SO	(28.15,28.2]	-0.9894538	-0.9930222	-0.9867274
sal + phosphate_star	SO	(28.2, Inf]	-0.2301936	-0.2540391	-0.2173817
sal + silicate	Atlantic	(-Inf,26]	-0.7674657	-0.7801676	-0.7519958
sal + silicate	Atlantic	(26,26.5]	0.1756649	0.1471909	0.1964714
sal + silicate	Atlantic	(26.5,26.75]	0.3308369	0.3081622	0.3720949
sal + silicate	Atlantic	(26.75,27]	0.0775399	0.0320438	0.1135654
sal + silicate	Atlantic	(27,27.25]	-0.2164967	-0.2509665	-0.1665124
sal + silicate	Atlantic	(27.25,27.5]	-0.3475971	-0.4135854	-0.2894390
sal + silicate	Atlantic	(27.5,27.75]	0.1840113	0.1598417	0.2131013
sal + silicate	Atlantic	(27.75,27.85]	-0.4274901	-0.5458883	-0.3403114
sal + silicate	Atlantic	(27.85,27.95]	-0.4524241	-0.5129548	-0.3331231
sal + silicate	Atlantic	(27.95,28.05]	-0.5915966	-0.6127805	-0.5703810
sal + silicate	Atlantic	(28.05,28.1]	-0.7975552	-0.8505520	-0.7511192
sal + silicate	Atlantic	(28.1,28.15]	-0.8237575	-0.8599697	-0.7892708
sal + silicate	Atlantic	(28.15,28.2]	-0.6102495	-0.6315974	-0.5750254
sal + silicate	Atlantic	(28.2, Inf]	-0.8770543	-0.8839681	-0.8734936
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5422183	-0.5473914	-0.5335434
sal + silicate	Indo-Pacific	(26,26.5]	-0.5845870	-0.5938633	-0.5780302
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.6180362	-0.6236610	-0.6117809
sal + silicate	Indo-Pacific	(26.75,27]	-0.6498001	-0.6670133	-0.6376232
sal + silicate	Indo-Pacific	(27,27.25]	-0.7594300	-0.7613533	-0.7573933
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.7211714	-0.7392678	-0.6930067
sal + silicate	Indo-Pacific	(27.5,27.75]	-0.5048946	-0.5094390	-0.4988854
sal + silicate	Indo-Pacific	(27.75,27.85]	-0.2510251	-0.2969507	-0.1981646
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.1221447	-0.1501253	-0.1000226
sal + silicate	Indo-Pacific	(27.95,28.05]	0.0868787	0.0255250	0.1454809
sal + silicate	Indo-Pacific	(28.05,28.1]	0.0335682	-0.0449242	0.0887215
sal + silicate	Indo-Pacific	(28.1, Inf]	-0.0482849	-0.0751384	-0.0282460
sal + silicate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + silicate	SO	(26,26.5]	0.6303135	0.5771028	0.6602209
sal + silicate	SO	(26.5,26.75]	0.3308421	0.2760099	0.4135788
sal + silicate	SO	(26.75,27]	-0.1623550	-0.2027998	-0.1277783
sal + silicate	SO	(27,27.25]	-0.4606587	-0.4885133	-0.4332841
sal + silicate	SO	(27.25,27.5]	-0.0972333	-0.1580331	-0.0465485
sal + silicate	SO	(27.5,27.75]	0.3638036	0.3146977	0.4189676
sal + silicate	SO	(27.75,27.85]	0.8050350	0.7960329	0.8118046
sal + silicate	SO	(27.85,27.95]	0.7133414	0.6842397	0.7548333
sal + silicate	SO	(27.95,28.05]	0.6044236	0.5684610	0.6272089
sal + silicate	SO	(28.05,28.1]	0.5824547	0.5332297	0.6356192
sal + silicate	SO	(28.1, Inf]	0.8483855	0.8356151	0.8603699
sal + silicate	SO	(28.1,28.15]	-0.1888706	-0.2303058	-0.1664029
sal + silicate	SO	(28.15,28.2]	-0.1497974	-0.2988725	-0.0639205
sal + silicate	SO	(28.2, Inf]	0.5628224	0.5422607	0.5772810
sal + temp	Atlantic	(-Inf,26]	0.6602833	0.6235546	0.7174248
sal + temp	Atlantic	(26,26.5]	0.9570886	0.9529947	0.9594593
sal + temp	Atlantic	(26.5,26.75]	0.9662440	0.9643119	0.9699616
sal + temp	Atlantic	(26.75,27]	0.9689166	0.9673415	0.9702381
sal + temp	Atlantic	(27,27.25]	0.9586665	0.9578421	0.9598656
sal + temp	Atlantic	(27.25,27.5]	0.9569479	0.9561047	0.9574072
sal + temp	Atlantic	(27.5,27.75]	0.9673318	0.9669827	0.9676066
sal + temp	Atlantic	(27.75,27.85]	0.9592824	0.9564894	0.9615607
sal + temp	Atlantic	(27.85,27.95]	0.9321567	0.9268420	0.9354227
sal + temp	Atlantic	(27.95,28.05]	0.8443233	0.8272601	0.8691920
sal + temp	Atlantic	(28.05,28.1]	0.8798563	0.8579123	0.9035644
sal + temp	Atlantic	(28.1,28.15]	0.8039495	0.7722726	0.8364201
sal + temp	Atlantic	(28.15,28.2]	0.7202889	0.7011824	0.7311556
sal + temp	Atlantic	(28.2, Inf]	0.9288120	0.9150627	0.9558250
sal + temp	Indo-Pacific	(-Inf,26]	0.8198764	0.8171329	0.8251264
sal + temp	Indo-Pacific	(26,26.5]	0.9534509	0.9512585	0.9550944
sal + temp	Indo-Pacific	(26.5,26.75]	0.9805938	0.9801392	0.9810562
sal + temp	Indo-Pacific	(26.75,27]	0.9803140	0.9793833	0.9809528
sal + temp	Indo-Pacific	(27,27.25]	0.9751272	0.9736847	0.9766741
sal + temp	Indo-Pacific	(27.25,27.5]	0.9362126	0.9347842	0.9386132
sal + temp	Indo-Pacific	(27.5,27.75]	0.8268224	0.8091486	0.8445638
sal + temp	Indo-Pacific	(27.75,27.85]	0.9259688	0.9074500	0.9413386
sal + temp	Indo-Pacific	(27.85,27.95]	0.7922186	0.7622917	0.8200123
sal + temp	Indo-Pacific	(27.95,28.05]	0.8433418	0.8110842	0.8704526
sal + temp	Indo-Pacific	(28.05,28.1]	0.9418851	0.9382396	0.9478018
sal + temp	Indo-Pacific	(28.1, Inf]	-0.5018284	-0.5280818	-0.4650643
sal + temp	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
sal + temp	SO	(26,26.5]	0.9278823	0.9188300	0.9456543
sal + temp	SO	(26.5,26.75]	0.9655352	0.9614436	0.9681611
sal + temp	SO	(26.75,27]	0.9631313	0.9598182	0.9683654
sal + temp	SO	(27,27.25]	0.9524443	0.9507569	0.9548761
sal + temp	SO	(27.25,27.5]	0.9418867	0.9387420	0.9466552
sal + temp	SO	(27.5,27.75]	0.8732541	0.8660788	0.8798949
sal + temp	SO	(27.75,27.85]	0.9548711	0.9524982	0.9563447
sal + temp	SO	(27.85,27.95]	0.9351803	0.9334698	0.9369476
sal + temp	SO	(27.95,28.05]	0.9146142	0.9105617	0.9171093
sal + temp	SO	(28.05,28.1]	0.9546651	0.9540380	0.9552620
sal + temp	SO	(28.1, Inf]	0.3634010	0.3433267	0.3756148
sal + temp	SO	(28.1,28.15]	0.9571152	0.9561555	0.9579278
sal + temp	SO	(28.15,28.2]	0.9651268	0.9616171	0.9708613
sal + temp	SO	(28.2, Inf]	0.7252413	0.7138436	0.7331550
silicate + phosphate	Atlantic	(-Inf,26]	-0.1331598	-0.2393000	0.0061056
silicate + phosphate	Atlantic	(26,26.5]	0.0273637	-0.0139693	0.0666815
silicate + phosphate	Atlantic	(26.5,26.75]	0.5652432	0.5177019	0.6056699
silicate + phosphate	Atlantic	(26.75,27]	0.8327002	0.8252873	0.8376842
silicate + phosphate	Atlantic	(27,27.25]	0.9120982	0.9046394	0.9160990
silicate + phosphate	Atlantic	(27.25,27.5]	0.9171543	0.9138115	0.9202121
silicate + phosphate	Atlantic	(27.5,27.75]	0.9179500	0.9149011	0.9204720
silicate + phosphate	Atlantic	(27.75,27.85]	0.8880171	0.8840766	0.8934545
silicate + phosphate	Atlantic	(27.85,27.95]	0.8969018	0.8904072	0.9059102
silicate + phosphate	Atlantic	(27.95,28.05]	0.9259096	0.9146731	0.9322344
silicate + phosphate	Atlantic	(28.05,28.1]	0.9544348	0.9463049	0.9603916
silicate + phosphate	Atlantic	(28.1,28.15]	0.9659796	0.9574837	0.9744701
silicate + phosphate	Atlantic	(28.15,28.2]	0.9627307	0.9604063	0.9649168
silicate + phosphate	Atlantic	(28.2, Inf]	0.9739769	0.9732229	0.9745535
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.8855233	0.8829120	0.8872058
silicate + phosphate	Indo-Pacific	(26,26.5]	0.8748686	0.8729665	0.8758601
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.8460602	0.8424238	0.8492020
silicate + phosphate	Indo-Pacific	(26.75,27]	0.8925154	0.8915546	0.8939790
silicate + phosphate	Indo-Pacific	(27,27.25]	0.9197221	0.9144096	0.9244867
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.9337107	0.9317252	0.9369131
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.9353041	0.9337733	0.9374879
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9493483	0.9485672	0.9507147
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9485496	0.9445932	0.9535752
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9748544	0.9738867	0.9766533
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9744167	0.9736159	0.9758062
silicate + phosphate	Indo-Pacific	(28.1, Inf]	0.7271847	0.7217842	0.7364139
silicate + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
silicate + phosphate	SO	(26,26.5]	0.7400812	0.7163012	0.7810676
silicate + phosphate	SO	(26.5,26.75]	0.5841957	0.5329189	0.6394643
silicate + phosphate	SO	(26.75,27]	0.7389912	0.7140535	0.7594623
silicate + phosphate	SO	(27,27.25]	0.9049719	0.9020984	0.9100802
silicate + phosphate	SO	(27.25,27.5]	0.9629640	0.9609494	0.9650692
silicate + phosphate	SO	(27.5,27.75]	0.9720837	0.9708777	0.9734819
silicate + phosphate	SO	(27.75,27.85]	0.9786390	0.9768998	0.9800713
silicate + phosphate	SO	(27.85,27.95]	0.9655545	0.9628346	0.9686180
silicate + phosphate	SO	(27.95,28.05]	0.9466511	0.9423536	0.9498340
silicate + phosphate	SO	(28.05,28.1]	0.9063317	0.8993669	0.9104563
silicate + phosphate	SO	(28.1, Inf]	0.7295267	0.7233461	0.7339981
silicate + phosphate	SO	(28.1,28.15]	0.7583898	0.7427827	0.7693386
silicate + phosphate	SO	(28.15,28.2]	0.6770504	0.6399701	0.7278439
silicate + phosphate	SO	(28.2, Inf]	0.8687705	0.8538872	0.8861746
silicate + phosphate_star	Atlantic	(-Inf,26]	-0.1908434	-0.2861979	-0.0590447
silicate + phosphate_star	Atlantic	(26,26.5]	-0.3114012	-0.3508747	-0.2624142
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.0164262	-0.0805227	0.0784314
silicate + phosphate_star	Atlantic	(26.75,27]	0.4265858	0.3942923	0.4813839
silicate + phosphate_star	Atlantic	(27,27.25]	0.7760515	0.7579793	0.7883370
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.8939195	0.8838470	0.9036908
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.9162433	0.9110543	0.9221144
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.9895032	0.9886293	0.9903079
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.9761092	0.9680019	0.9813478
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.9697762	0.9665197	0.9728572
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.9711900	0.9667751	0.9747184
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.9665745	0.9593451	0.9725624
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.9681628	0.9675292	0.9688106
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.9821253	0.9810538	0.9832244
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.7743452	0.7715045	0.7778116
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.7830231	0.7826038	0.7832634
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8111315	0.8095130	0.8124077
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8348334	0.8300980	0.8379578
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.8636094	0.8522826	0.8760418
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.8012863	0.7840120	0.8186946
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.6852862	0.6678571	0.7068278
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.5609414	0.5182074	0.5857388
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.6023883	0.5993404	0.6051655
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6053262	0.5992155	0.6098123
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6760676	0.6647030	0.6840289
silicate + phosphate_star	Indo-Pacific	(28.1, Inf]	0.6518342	0.6156830	0.6734326
silicate + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
silicate + phosphate_star	SO	(26,26.5]	-0.4511413	-0.4637130	-0.4268540
silicate + phosphate_star	SO	(26.5,26.75]	-0.2101575	-0.2641353	-0.1772819
silicate + phosphate_star	SO	(26.75,27]	0.2627954	0.2209394	0.3095105
silicate + phosphate_star	SO	(27,27.25]	0.4968295	0.4672501	0.5294918
silicate + phosphate_star	SO	(27.25,27.5]	0.2554055	0.2172805	0.2965556
silicate + phosphate_star	SO	(27.5,27.75]	-0.0415278	-0.0891425	-0.0049592
silicate + phosphate_star	SO	(27.75,27.85]	-0.6611072	-0.6669588	-0.6522328
silicate + phosphate_star	SO	(27.85,27.95]	-0.4864419	-0.5215974	-0.4583052
silicate + phosphate_star	SO	(27.95,28.05]	-0.3769017	-0.3885462	-0.3558324
silicate + phosphate_star	SO	(28.05,28.1]	-0.4529383	-0.4969172	-0.4207462
silicate + phosphate_star	SO	(28.1, Inf]	0.3330906	0.2961392	0.3700660
silicate + phosphate_star	SO	(28.1,28.15]	0.1092638	0.0801416	0.1466391
silicate + phosphate_star	SO	(28.15,28.2]	0.1262927	0.0408269	0.2932344
silicate + phosphate_star	SO	(28.2, Inf]	0.6247059	0.6211517	0.6281492
temp + aou	Atlantic	(-Inf,26]	-0.6696405	-0.6950869	-0.6483187
temp + aou	Atlantic	(26,26.5]	-0.4148803	-0.4414585	-0.3958238
temp + aou	Atlantic	(26.5,26.75]	0.1379300	0.1100056	0.1678510
temp + aou	Atlantic	(26.75,27]	0.3146694	0.3091519	0.3251958
temp + aou	Atlantic	(27,27.25]	0.1907566	0.1506106	0.2560339
temp + aou	Atlantic	(27.25,27.5]	0.0891574	0.0331791	0.1322606
temp + aou	Atlantic	(27.5,27.75]	0.5009945	0.4812497	0.5284316
temp + aou	Atlantic	(27.75,27.85]	0.2338243	0.1484521	0.3153248
temp + aou	Atlantic	(27.85,27.95]	0.1060627	0.0637508	0.1309955
temp + aou	Atlantic	(27.95,28.05]	-0.1531276	-0.1900103	-0.0962310
temp + aou	Atlantic	(28.05,28.1]	-0.4718770	-0.5199448	-0.4337772
temp + aou	Atlantic	(28.1,28.15]	-0.6376179	-0.6528075	-0.6257800
temp + aou	Atlantic	(28.15,28.2]	-0.7754244	-0.7976719	-0.7353109
temp + aou	Atlantic	(28.2, Inf]	-0.9109261	-0.9322897	-0.8848088
temp + aou	Indo-Pacific	(-Inf,26]	-0.3833516	-0.3848447	-0.3821146
temp + aou	Indo-Pacific	(26,26.5]	-0.2058181	-0.2108555	-0.2027435
temp + aou	Indo-Pacific	(26.5,26.75]	-0.1420733	-0.1474253	-0.1362597
temp + aou	Indo-Pacific	(26.75,27]	-0.2754711	-0.2894251	-0.2641162
temp + aou	Indo-Pacific	(27,27.25]	-0.5104312	-0.5251719	-0.5015456
temp + aou	Indo-Pacific	(27.25,27.5]	-0.5223262	-0.5549388	-0.4928681
temp + aou	Indo-Pacific	(27.5,27.75]	-0.2748312	-0.2821979	-0.2621784
temp + aou	Indo-Pacific	(27.75,27.85]	-0.0610572	-0.1012590	-0.0217171
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0055421	-0.0248225	0.0091227
temp + aou	Indo-Pacific	(27.95,28.05]	0.1394897	0.0533028	0.2307174
temp + aou	Indo-Pacific	(28.05,28.1]	0.1706806	0.0922909	0.2122799
temp + aou	Indo-Pacific	(28.1, Inf]	0.7028316	0.6996278	0.7049448
temp + aou	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + aou	SO	(26,26.5]	0.5304772	0.5134410	0.5447188
temp + aou	SO	(26.5,26.75]	0.1406664	0.0958744	0.2184599
temp + aou	SO	(26.75,27]	-0.2349769	-0.2724973	-0.1951143
temp + aou	SO	(27,27.25]	-0.1551630	-0.1758274	-0.1250426
temp + aou	SO	(27.25,27.5]	0.2911669	0.2656425	0.3221551
temp + aou	SO	(27.5,27.75]	0.3774612	0.3509642	0.4075778
temp + aou	SO	(27.75,27.85]	0.8242625	0.8131653	0.8374707
temp + aou	SO	(27.85,27.95]	0.7574880	0.7513041	0.7660805
temp + aou	SO	(27.95,28.05]	0.7967212	0.7905913	0.8024296
temp + aou	SO	(28.05,28.1]	0.7707150	0.7583059	0.7883286
temp + aou	SO	(28.1, Inf]	0.7555443	0.7501607	0.7599500
temp + aou	SO	(28.1,28.15]	0.4519960	0.4431543	0.4633333
temp + aou	SO	(28.15,28.2]	0.3388531	0.2100123	0.4153838
temp + aou	SO	(28.2, Inf]	0.1902776	0.1421327	0.2238874
temp + nitrate	Atlantic	(-Inf,26]	-0.7444415	-0.7608466	-0.7263534
temp + nitrate	Atlantic	(26,26.5]	-0.4463285	-0.4745487	-0.4109383
temp + nitrate	Atlantic	(26.5,26.75]	0.0764435	0.0470195	0.1118876
temp + nitrate	Atlantic	(26.75,27]	0.2423184	0.2209318	0.2627183
temp + nitrate	Atlantic	(27,27.25]	0.0682100	0.0255652	0.1354220
temp + nitrate	Atlantic	(27.25,27.5]	-0.0697938	-0.1354558	-0.0135115
temp + nitrate	Atlantic	(27.5,27.75]	0.4087505	0.3828154	0.4370909
temp + nitrate	Atlantic	(27.75,27.85]	-0.0311897	-0.1487670	0.0705876
temp + nitrate	Atlantic	(27.85,27.95]	-0.1239420	-0.1535124	-0.0877353
temp + nitrate	Atlantic	(27.95,28.05]	-0.2443433	-0.2734323	-0.1976613
temp + nitrate	Atlantic	(28.05,28.1]	-0.4658701	-0.5022233	-0.4218102
temp + nitrate	Atlantic	(28.1,28.15]	-0.6202800	-0.6372517	-0.5928537
temp + nitrate	Atlantic	(28.15,28.2]	-0.7922123	-0.8427234	-0.7093491
temp + nitrate	Atlantic	(28.2, Inf]	-0.8895476	-0.9276787	-0.8398887
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.5301089	-0.5329039	-0.5280542
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4452265	-0.4549086	-0.4392735
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.4051619	-0.4088305	-0.4010737
temp + nitrate	Indo-Pacific	(26.75,27]	-0.4819512	-0.5005279	-0.4722232
temp + nitrate	Indo-Pacific	(27,27.25]	-0.6921585	-0.6989101	-0.6853959
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.6708353	-0.6951042	-0.6420710
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.4724196	-0.4814473	-0.4671564
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.1660796	-0.2171187	-0.1273042
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.1246325	-0.1591115	-0.1072771
temp + nitrate	Indo-Pacific	(27.95,28.05]	0.0219610	-0.0686774	0.1199036
temp + nitrate	Indo-Pacific	(28.05,28.1]	0.0507976	-0.0317988	0.0932299
temp + nitrate	Indo-Pacific	(28.1, Inf]	0.6238933	0.6215106	0.6253754
temp + nitrate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + nitrate	SO	(26,26.5]	0.1059716	0.0701056	0.1363539
temp + nitrate	SO	(26.5,26.75]	-0.4124178	-0.5015329	-0.2780628
temp + nitrate	SO	(26.75,27]	-0.6940286	-0.6998032	-0.6891034
temp + nitrate	SO	(27,27.25]	-0.7054636	-0.7219752	-0.6832564
temp + nitrate	SO	(27.25,27.5]	-0.3601626	-0.3980561	-0.3293643
temp + nitrate	SO	(27.5,27.75]	-0.0910823	-0.1306070	-0.0448943
temp + nitrate	SO	(27.75,27.85]	0.6856961	0.6731970	0.6935668
temp + nitrate	SO	(27.85,27.95]	0.5017822	0.4754245	0.5356583
temp + nitrate	SO	(27.95,28.05]	0.4083518	0.3707494	0.4340873
temp + nitrate	SO	(28.05,28.1]	0.2556195	0.2149769	0.3202979
temp + nitrate	SO	(28.1, Inf]	0.5119119	0.4925825	0.5378668
temp + nitrate	SO	(28.1,28.15]	-0.7194169	-0.7286242	-0.7060913
temp + nitrate	SO	(28.15,28.2]	-0.7849735	-0.8374415	-0.7457682
temp + nitrate	SO	(28.2, Inf]	-0.6091880	-0.6486247	-0.5787817
temp + phosphate	Atlantic	(-Inf,26]	-0.6824279	-0.7402595	-0.6500240
temp + phosphate	Atlantic	(26,26.5]	-0.6371663	-0.6517833	-0.6134664
temp + phosphate	Atlantic	(26.5,26.75]	-0.0801140	-0.1030105	-0.0558910
temp + phosphate	Atlantic	(26.75,27]	0.1367547	0.1146338	0.1544491
temp + phosphate	Atlantic	(27,27.25]	-0.0303850	-0.0711735	0.0346868
temp + phosphate	Atlantic	(27.25,27.5]	-0.1354641	-0.1979070	-0.0782014
temp + phosphate	Atlantic	(27.5,27.75]	0.3484213	0.3227410	0.3747766
temp + phosphate	Atlantic	(27.75,27.85]	-0.0786504	-0.1980443	0.0236090
temp + phosphate	Atlantic	(27.85,27.95]	-0.1656414	-0.1978420	-0.1217227
temp + phosphate	Atlantic	(27.95,28.05]	-0.2740935	-0.3023426	-0.2326860
temp + phosphate	Atlantic	(28.05,28.1]	-0.4926403	-0.5266104	-0.4474266
temp + phosphate	Atlantic	(28.1,28.15]	-0.6418206	-0.6573478	-0.6139151
temp + phosphate	Atlantic	(28.15,28.2]	-0.8130140	-0.8668516	-0.7286462
temp + phosphate	Atlantic	(28.2, Inf]	-0.8887867	-0.9242941	-0.8401683
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5008259	-0.5036289	-0.4991175
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4272724	-0.4283441	-0.4260495
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.3277723	-0.3348659	-0.3198001
temp + phosphate	Indo-Pacific	(26.75,27]	-0.4103330	-0.4329161	-0.3982478
temp + phosphate	Indo-Pacific	(27,27.25]	-0.6096389	-0.6116731	-0.6068409
temp + phosphate	Indo-Pacific	(27.25,27.5]	-0.6144727	-0.6466579	-0.5801695
temp + phosphate	Indo-Pacific	(27.5,27.75]	-0.3933735	-0.3984904	-0.3852096
temp + phosphate	Indo-Pacific	(27.75,27.85]	-0.1268197	-0.1772536	-0.0966089
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.0787398	-0.1017576	-0.0670300
temp + phosphate	Indo-Pacific	(27.95,28.05]	0.0932659	0.0032248	0.1883523
temp + phosphate	Indo-Pacific	(28.05,28.1]	0.1383658	0.0585427	0.1797147
temp + phosphate	Indo-Pacific	(28.1, Inf]	0.6667242	0.6630791	0.6690760
temp + phosphate	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate	SO	(26,26.5]	-0.0069697	-0.0165949	-0.0008593
temp + phosphate	SO	(26.5,26.75]	-0.4899500	-0.5772007	-0.3636318
temp + phosphate	SO	(26.75,27]	-0.7228640	-0.7292212	-0.7130307
temp + phosphate	SO	(27,27.25]	-0.7194557	-0.7347108	-0.6983044
temp + phosphate	SO	(27.25,27.5]	-0.3835505	-0.4209834	-0.3520098
temp + phosphate	SO	(27.5,27.75]	-0.0894372	-0.1303213	-0.0419570
temp + phosphate	SO	(27.75,27.85]	0.6831880	0.6715251	0.6893898
temp + phosphate	SO	(27.85,27.95]	0.5113841	0.4851209	0.5451259
temp + phosphate	SO	(27.95,28.05]	0.4104548	0.3716892	0.4353756
temp + phosphate	SO	(28.05,28.1]	0.2932271	0.2513820	0.3577546
temp + phosphate	SO	(28.1, Inf]	0.4694197	0.4412484	0.4998957
temp + phosphate	SO	(28.1,28.15]	-0.6989676	-0.7099771	-0.6834182
temp + phosphate	SO	(28.15,28.2]	-0.7590671	-0.8203874	-0.7166216
temp + phosphate	SO	(28.2, Inf]	-0.4204425	-0.4683969	-0.3785999
temp + phosphate_star	Atlantic	(-Inf,26]	-0.6651991	-0.7185409	-0.6156451
temp + phosphate_star	Atlantic	(26,26.5]	-0.8533265	-0.8672778	-0.8437285
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.7966516	-0.8081554	-0.7901442
temp + phosphate_star	Atlantic	(26.75,27]	-0.7720681	-0.7851206	-0.7642493
temp + phosphate_star	Atlantic	(27,27.25]	-0.7236499	-0.7369163	-0.7039002
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.6477962	-0.6822695	-0.6123561
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.1972785	-0.2078358	-0.1796139
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.4391807	-0.5438144	-0.3581362
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.4548301	-0.4816861	-0.4173476
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.4443623	-0.4599235	-0.4193755
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.5664017	-0.5916307	-0.5194570
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.6807907	-0.7075020	-0.6446647
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.8516947	-0.9212504	-0.7449635
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.8954107	-0.9317354	-0.8442358
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8433412	-0.8470014	-0.8409607
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.9101988	-0.9153716	-0.9064556
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.8738826	-0.8837408	-0.8621876
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.8286399	-0.8450536	-0.8168309
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.8939130	-0.9019261	-0.8780269
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.8810611	-0.8982838	-0.8532789
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8699486	-0.8811399	-0.8541002
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7585880	-0.8071571	-0.6731344
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.7899355	-0.8141997	-0.7627092
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6288868	-0.6980515	-0.5583303
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4635190	-0.5197381	-0.4324194
temp + phosphate_star	Indo-Pacific	(28.1, Inf]	-0.4234858	-0.4337712	-0.4122910
temp + phosphate_star	SO	(-Inf,26]	-1.0000000	-1.0000000	-1.0000000
temp + phosphate_star	SO	(26,26.5]	-0.9481403	-0.9549975	-0.9429226
temp + phosphate_star	SO	(26.5,26.75]	-0.9622671	-0.9655474	-0.9558885
temp + phosphate_star	SO	(26.75,27]	-0.9542201	-0.9606208	-0.9462187
temp + phosphate_star	SO	(27,27.25]	-0.9795418	-0.9819450	-0.9783400
temp + phosphate_star	SO	(27.25,27.5]	-0.9912675	-0.9918252	-0.9909095
temp + phosphate_star	SO	(27.5,27.75]	-0.9775375	-0.9784931	-0.9761782
temp + phosphate_star	SO	(27.75,27.85]	-0.9580972	-0.9586130	-0.9571774
temp + phosphate_star	SO	(27.85,27.95]	-0.9249635	-0.9256766	-0.9243126
temp + phosphate_star	SO	(27.95,28.05]	-0.8959976	-0.9015184	-0.8901442
temp + phosphate_star	SO	(28.05,28.1]	-0.9041450	-0.9082311	-0.9014527
temp + phosphate_star	SO	(28.1, Inf]	-0.7503908	-0.7570953	-0.7467499
temp + phosphate_star	SO	(28.1,28.15]	-0.9675812	-0.9697493	-0.9642954
temp + phosphate_star	SO	(28.15,28.2]	-0.9792366	-0.9814042	-0.9771133
temp + phosphate_star	SO	(28.2, Inf]	-0.7516982	-0.7663366	-0.7388842
temp + silicate	Atlantic	(-Inf,26]	-0.3570339	-0.3747502	-0.3253640
temp + silicate	Atlantic	(26,26.5]	0.1253886	0.1119619	0.1439803
temp + silicate	Atlantic	(26.5,26.75]	0.2219460	0.1965987	0.2684464
temp + silicate	Atlantic	(26.75,27]	-0.0571144	-0.0977492	-0.0223881
temp + silicate	Atlantic	(27,27.25]	-0.2395449	-0.2731124	-0.1847750
temp + silicate	Atlantic	(27.25,27.5]	-0.2750684	-0.3389158	-0.2097362
temp + silicate	Atlantic	(27.5,27.75]	0.1884894	0.1637979	0.2064514
temp + silicate	Atlantic	(27.75,27.85]	-0.4216735	-0.5276654	-0.3346963
temp + silicate	Atlantic	(27.85,27.95]	-0.4894241	-0.5415847	-0.3974367
temp + silicate	Atlantic	(27.95,28.05]	-0.5801344	-0.5985250	-0.5671741
temp + silicate	Atlantic	(28.05,28.1]	-0.6971259	-0.7345049	-0.6492643
temp + silicate	Atlantic	(28.1,28.15]	-0.7480660	-0.7917265	-0.7155000
temp + silicate	Atlantic	(28.15,28.2]	-0.8347641	-0.8839701	-0.7611459
temp + silicate	Atlantic	(28.2, Inf]	-0.9041504	-0.9287838	-0.8713150
temp + silicate	Indo-Pacific	(-Inf,26]	-0.6042860	-0.6106776	-0.5975855
temp + silicate	Indo-Pacific	(26,26.5]	-0.6141537	-0.6190287	-0.6087050
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.6113392	-0.6155403	-0.6035092
temp + silicate	Indo-Pacific	(26.75,27]	-0.6270605	-0.6415934	-0.6172278
temp + silicate	Indo-Pacific	(27,27.25]	-0.7717141	-0.7743296	-0.7673451
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.7557705	-0.7787176	-0.7262357
temp + silicate	Indo-Pacific	(27.5,27.75]	-0.5745069	-0.5772812	-0.5708308
temp + silicate	Indo-Pacific	(27.75,27.85]	-0.2733397	-0.3224358	-0.2427800
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.2384154	-0.2758684	-0.2169558
temp + silicate	Indo-Pacific	(27.95,28.05]	0.0304192	-0.0748315	0.1388987
temp + silicate	Indo-Pacific	(28.05,28.1]	0.1039164	0.0235500	0.1451577
temp + silicate	Indo-Pacific	(28.1, Inf]	0.1410551	0.1303934	0.1615497
temp + silicate	SO	(-Inf,26]	1.0000000	1.0000000	1.0000000
temp + silicate	SO	(26,26.5]	0.5663134	0.5096548	0.6197731
temp + silicate	SO	(26.5,26.75]	0.3097897	0.2648464	0.3760799
temp + silicate	SO	(26.75,27]	-0.1959215	-0.2345166	-0.1547044
temp + silicate	SO	(27,27.25]	-0.5049450	-0.5378647	-0.4721912
temp + silicate	SO	(27.25,27.5]	-0.3175195	-0.3583910	-0.2757653
temp + silicate	SO	(27.5,27.75]	-0.0433345	-0.0808575	0.0016670
temp + silicate	SO	(27.75,27.85]	0.7012865	0.6942496	0.7066052
temp + silicate	SO	(27.85,27.95]	0.6234279	0.6100320	0.6456693
temp + silicate	SO	(27.95,28.05]	0.5672718	0.5436029	0.5838581
temp + silicate	SO	(28.05,28.1]	0.6264249	0.5876623	0.6703359
temp + silicate	SO	(28.1, Inf]	0.1589851	0.1191328	0.1870347
temp + silicate	SO	(28.1,28.15]	-0.1037788	-0.1360022	-0.0847133
temp + silicate	SO	(28.15,28.2]	-0.0769888	-0.2384481	0.0073342
temp + silicate	SO	(28.2, Inf]	-0.0214922	-0.0424660	-0.0033269

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
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]	0.3679991	0.3351745	0.4330489
aou	Atlantic	(26,26.5]	0.0176093	-0.1232112	0.1498788
aou	Atlantic	(26.5,26.75]	0.0132568	-0.1404019	0.2187664
aou	Atlantic	(26.75,27]	-0.1199327	-0.2949027	0.0909866
aou	Atlantic	(27,27.25]	-0.5346839	-0.6171028	-0.4262287
aou	Atlantic	(27.25,27.5]	-0.6963006	-0.7402540	-0.6532904
aou	Atlantic	(27.5,27.75]	-0.7869251	-0.7900705	-0.7839471
aou	Atlantic	(27.75,27.85]	-0.7877144	-0.8069919	-0.7625036
aou	Atlantic	(27.85,27.95]	-0.8534996	-0.8627288	-0.8380122
aou	Atlantic	(27.95,28.05]	-0.8114129	-0.8375139	-0.7936471
aou	Atlantic	(28.05,28.1]	-0.9488337	-0.9564657	-0.9421142
aou	Atlantic	(28.1,28.15]	-0.9292308	-0.9417399	-0.9223860
aou	Atlantic	(28.15,28.2]	-0.9305278	-0.9574094	-0.8908271
aou	Atlantic	(28.2, Inf]	-0.9507335	-0.9630381	-0.9311326
aou	Indo-Pacific	(-Inf,26]	-0.0978432	-0.2668660	0.0571138
aou	Indo-Pacific	(26,26.5]	-0.4585959	-0.6008743	-0.2842642
aou	Indo-Pacific	(26.5,26.75]	-0.7438755	-0.8038008	-0.6580654
aou	Indo-Pacific	(26.75,27]	-0.7973813	-0.8534399	-0.7295708
aou	Indo-Pacific	(27,27.25]	-0.6491447	-0.7518737	-0.5334330
aou	Indo-Pacific	(27.25,27.5]	-0.4268934	-0.5967121	-0.2160332
aou	Indo-Pacific	(27.5,27.75]	0.1973665	-0.0619146	0.4436810
aou	Indo-Pacific	(27.75,27.85]	0.7938012	0.7336952	0.8598775
aou	Indo-Pacific	(27.85,27.95]	0.8504250	0.8131544	0.8873410
aou	Indo-Pacific	(27.95,28.05]	0.9427739	0.9389550	0.9484002
aou	Indo-Pacific	(28.05,28.1]	0.9431683	0.9404032	0.9477931
aou	Indo-Pacific	(28.1, Inf]	0.5706946	0.5677774	0.5724776
aou	SO	(-Inf,26]	NA	NA	NA
aou	SO	(26,26.5]	0.0141721	-0.1325068	0.1482147
aou	SO	(26.5,26.75]	-0.3175298	-0.4763609	-0.1194179
aou	SO	(26.75,27]	-0.5487393	-0.5784429	-0.4915159
aou	SO	(27,27.25]	-0.5109282	-0.5925307	-0.4211279
aou	SO	(27.25,27.5]	-0.3497603	-0.5144774	-0.1222307
aou	SO	(27.5,27.75]	-0.4735144	-0.7350244	-0.0973994
aou	SO	(27.75,27.85]	-0.5164579	-0.8728665	0.0257636
aou	SO	(27.85,27.95]	-0.4859244	-0.7773741	-0.0742977
aou	SO	(27.95,28.05]	-0.5517295	-0.8083512	-0.1868749
aou	SO	(28.05,28.1]	-0.5340096	-0.8055135	-0.1270438
aou	SO	(28.1, Inf]	-0.1476410	-0.3883002	0.1196500
aou	SO	(28.1,28.15]	-0.0839191	-0.3300927	0.1459502
aou	SO	(28.15,28.2]	-0.1724093	-0.2978333	-0.0665125
aou	SO	(28.2, Inf]	-0.3019444	-0.3751553	-0.2409544
nitrate	Atlantic	(-Inf,26]	0.0131632	-0.0826447	0.0758708
nitrate	Atlantic	(26,26.5]	-0.2005744	-0.3409246	-0.0663741
nitrate	Atlantic	(26.5,26.75]	-0.1306590	-0.2862722	0.0761946
nitrate	Atlantic	(26.75,27]	-0.2434331	-0.4081766	-0.0467317
nitrate	Atlantic	(27,27.25]	-0.6820819	-0.7500586	-0.5940331
nitrate	Atlantic	(27.25,27.5]	-0.8386357	-0.8656652	-0.8077769
nitrate	Atlantic	(27.5,27.75]	-0.9215597	-0.9251984	-0.9170038
nitrate	Atlantic	(27.75,27.85]	-0.9435408	-0.9443833	-0.9425465
nitrate	Atlantic	(27.85,27.95]	-0.9457925	-0.9537772	-0.9360936
nitrate	Atlantic	(27.95,28.05]	-0.8703137	-0.8930724	-0.8521463
nitrate	Atlantic	(28.05,28.1]	-0.9828827	-0.9879337	-0.9801564
nitrate	Atlantic	(28.1,28.15]	-0.9783529	-0.9846939	-0.9745951
nitrate	Atlantic	(28.15,28.2]	-0.9804912	-0.9903520	-0.9654730
nitrate	Atlantic	(28.2, Inf]	-0.9887681	-0.9937856	-0.9845016
nitrate	Indo-Pacific	(-Inf,26]	-0.1155641	-0.2814206	0.0403592
nitrate	Indo-Pacific	(26,26.5]	-0.4424619	-0.5702522	-0.3005707
nitrate	Indo-Pacific	(26.5,26.75]	-0.6425406	-0.6981377	-0.5649174
nitrate	Indo-Pacific	(26.75,27]	-0.6196118	-0.6673989	-0.5526816
nitrate	Indo-Pacific	(27,27.25]	-0.4241920	-0.5486985	-0.2883817
nitrate	Indo-Pacific	(27.25,27.5]	-0.3309162	-0.4953499	-0.1304828
nitrate	Indo-Pacific	(27.5,27.75]	0.1728944	-0.0704504	0.4096792
nitrate	Indo-Pacific	(27.75,27.85]	0.7927831	0.7301653	0.8470289
nitrate	Indo-Pacific	(27.85,27.95]	0.8722586	0.8411923	0.8975172
nitrate	Indo-Pacific	(27.95,28.05]	0.9360582	0.9326226	0.9424541
nitrate	Indo-Pacific	(28.05,28.1]	0.9389590	0.9345667	0.9440119
nitrate	Indo-Pacific	(28.1, Inf]	0.6282434	0.6238629	0.6306051
nitrate	SO	(-Inf,26]	NA	NA	NA
nitrate	SO	(26,26.5]	-0.0640616	-0.2216432	0.0980148
nitrate	SO	(26.5,26.75]	-0.5017531	-0.5783573	-0.3706672
nitrate	SO	(26.75,27]	-0.8302749	-0.8595117	-0.7866047
nitrate	SO	(27,27.25]	-0.8909363	-0.9207500	-0.8567715
nitrate	SO	(27.25,27.5]	-0.8133534	-0.9058509	-0.6820641
nitrate	SO	(27.5,27.75]	-0.7542823	-0.9210428	-0.4907451
nitrate	SO	(27.75,27.85]	-0.5811835	-0.8736433	-0.1308238
nitrate	SO	(27.85,27.95]	-0.5572804	-0.7336100	-0.2758001
nitrate	SO	(27.95,28.05]	-0.6902477	-0.7605049	-0.5567845
nitrate	SO	(28.05,28.1]	-0.7585403	-0.8213085	-0.6513893
nitrate	SO	(28.1, Inf]	-0.3180463	-0.4423112	-0.1821737
nitrate	SO	(28.1,28.15]	-0.9141490	-0.9368449	-0.8959099
nitrate	SO	(28.15,28.2]	-0.9645594	-0.9725496	-0.9602311
nitrate	SO	(28.2, Inf]	-0.8670363	-0.8919344	-0.8452777
phosphate	Atlantic	(-Inf,26]	0.4501599	0.3824275	0.5359697
phosphate	Atlantic	(26,26.5]	0.0541127	-0.0471143	0.1366515
phosphate	Atlantic	(26.5,26.75]	-0.1133490	-0.2502494	0.0758873
phosphate	Atlantic	(26.75,27]	-0.2643335	-0.4176698	-0.0876173
phosphate	Atlantic	(27,27.25]	-0.6946620	-0.7590898	-0.6105393
phosphate	Atlantic	(27.25,27.5]	-0.8433259	-0.8664307	-0.8172989
phosphate	Atlantic	(27.5,27.75]	-0.9159630	-0.9179581	-0.9129024
phosphate	Atlantic	(27.75,27.85]	-0.9492767	-0.9522756	-0.9475966
phosphate	Atlantic	(27.85,27.95]	-0.9462252	-0.9547980	-0.9356866
phosphate	Atlantic	(27.95,28.05]	-0.8775700	-0.8975032	-0.8637535
phosphate	Atlantic	(28.05,28.1]	-0.9809142	-0.9861178	-0.9782737
phosphate	Atlantic	(28.1,28.15]	-0.9775758	-0.9830146	-0.9745314
phosphate	Atlantic	(28.15,28.2]	-0.9725579	-0.9821784	-0.9607408
phosphate	Atlantic	(28.2, Inf]	-0.9854335	-0.9901578	-0.9807550
phosphate	Indo-Pacific	(-Inf,26]	-0.1450236	-0.3148118	0.0140601
phosphate	Indo-Pacific	(26,26.5]	-0.5888374	-0.7175842	-0.4279005
phosphate	Indo-Pacific	(26.5,26.75]	-0.8188510	-0.8680527	-0.7440292
phosphate	Indo-Pacific	(26.75,27]	-0.8290796	-0.8706954	-0.7761443
phosphate	Indo-Pacific	(27,27.25]	-0.6812166	-0.7733727	-0.5780098
phosphate	Indo-Pacific	(27.25,27.5]	-0.5217375	-0.6716305	-0.3352726
phosphate	Indo-Pacific	(27.5,27.75]	0.0957576	-0.1568147	0.3391320
phosphate	Indo-Pacific	(27.75,27.85]	0.7734319	0.7084190	0.8358925
phosphate	Indo-Pacific	(27.85,27.95]	0.8507712	0.8156948	0.8830788
phosphate	Indo-Pacific	(27.95,28.05]	0.9376319	0.9344915	0.9437577
phosphate	Indo-Pacific	(28.05,28.1]	0.9375992	0.9339040	0.9427284
phosphate	Indo-Pacific	(28.1, Inf]	0.5938484	0.5912504	0.5973546
phosphate	SO	(-Inf,26]	NA	NA	NA
phosphate	SO	(26,26.5]	-0.2440599	-0.3936427	-0.0931126
phosphate	SO	(26.5,26.75]	-0.6353573	-0.7195872	-0.5101029
phosphate	SO	(26.75,27]	-0.8483035	-0.8803800	-0.8054569
phosphate	SO	(27,27.25]	-0.8976710	-0.9260718	-0.8655306
phosphate	SO	(27.25,27.5]	-0.8249555	-0.9142179	-0.6975617
phosphate	SO	(27.5,27.75]	-0.7585137	-0.9238542	-0.4964670
phosphate	SO	(27.75,27.85]	-0.5900995	-0.8777282	-0.1476539
phosphate	SO	(27.85,27.95]	-0.5696499	-0.7437078	-0.2868177
phosphate	SO	(27.95,28.05]	-0.6886629	-0.7593636	-0.5581567
phosphate	SO	(28.05,28.1]	-0.7614030	-0.8303057	-0.6430071
phosphate	SO	(28.1, Inf]	-0.4606291	-0.5974975	-0.3044444
phosphate	SO	(28.1,28.15]	-0.9253418	-0.9479289	-0.9001594
phosphate	SO	(28.15,28.2]	-0.9690005	-0.9753352	-0.9584045
phosphate	SO	(28.2, Inf]	-0.9063106	-0.9106884	-0.9034445
phosphate_star	Atlantic	(-Inf,26]	0.1123023	0.0678117	0.1954765
phosphate_star	Atlantic	(26,26.5]	0.1538120	0.1374566	0.1851719
phosphate_star	Atlantic	(26.5,26.75]	-0.3058537	-0.3299406	-0.2828317
phosphate_star	Atlantic	(26.75,27]	-0.4732438	-0.5501389	-0.4287033
phosphate_star	Atlantic	(27,27.25]	-0.6271709	-0.6465142	-0.5902289
phosphate_star	Atlantic	(27.25,27.5]	-0.7303835	-0.7631952	-0.7032777
phosphate_star	Atlantic	(27.5,27.75]	-0.7153931	-0.7254895	-0.6993623
phosphate_star	Atlantic	(27.75,27.85]	-0.9038465	-0.9237571	-0.8932959
phosphate_star	Atlantic	(27.85,27.95]	-0.8943601	-0.9155370	-0.8750406
phosphate_star	Atlantic	(27.95,28.05]	-0.8530396	-0.8730261	-0.8412400
phosphate_star	Atlantic	(28.05,28.1]	-0.9764336	-0.9806028	-0.9737612
phosphate_star	Atlantic	(28.1,28.15]	-0.9835140	-0.9864221	-0.9820437
phosphate_star	Atlantic	(28.15,28.2]	-0.9760509	-0.9802205	-0.9708963
phosphate_star	Atlantic	(28.2, Inf]	-0.9856695	-0.9890632	-0.9824150
phosphate_star	Indo-Pacific	(-Inf,26]	-0.0104328	-0.1378499	0.1144076
phosphate_star	Indo-Pacific	(26,26.5]	-0.5795245	-0.6250183	-0.5246498
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.6169447	-0.6432577	-0.5925872
phosphate_star	Indo-Pacific	(26.75,27]	-0.4981009	-0.5183849	-0.4674389
phosphate_star	Indo-Pacific	(27,27.25]	-0.4556061	-0.5306581	-0.3793148
phosphate_star	Indo-Pacific	(27.25,27.5]	-0.5740443	-0.6505480	-0.4869764
phosphate_star	Indo-Pacific	(27.5,27.75]	-0.3076079	-0.4115902	-0.1911287
phosphate_star	Indo-Pacific	(27.75,27.85]	0.2488913	0.2233547	0.2902729
phosphate_star	Indo-Pacific	(27.85,27.95]	0.3781965	0.3525681	0.3917034
phosphate_star	Indo-Pacific	(27.95,28.05]	0.5637463	0.5507113	0.5730043
phosphate_star	Indo-Pacific	(28.05,28.1]	0.6649004	0.6432851	0.6777015
phosphate_star	Indo-Pacific	(28.1, Inf]	0.5964125	0.5633313	0.6240635
phosphate_star	SO	(-Inf,26]	NA	NA	NA
phosphate_star	SO	(26,26.5]	-0.3010289	-0.3360659	-0.2821154
phosphate_star	SO	(26.5,26.75]	-0.5375047	-0.5781588	-0.4622794
phosphate_star	SO	(26.75,27]	-0.7663183	-0.7690209	-0.7621404
phosphate_star	SO	(27,27.25]	-0.8334420	-0.8841921	-0.7998234
phosphate_star	SO	(27.25,27.5]	-0.6778664	-0.8102287	-0.5766727
phosphate_star	SO	(27.5,27.75]	-0.3836524	-0.6768164	-0.1556433
phosphate_star	SO	(27.75,27.85]	0.3455195	-0.2113571	0.7106556
phosphate_star	SO	(27.85,27.95]	0.2865268	-0.1596897	0.6435093
phosphate_star	SO	(27.95,28.05]	0.2728579	-0.1761204	0.5985117
phosphate_star	SO	(28.05,28.1]	0.1357601	-0.3691308	0.4508679
phosphate_star	SO	(28.1, Inf]	-0.4765978	-0.7095028	-0.2448691
phosphate_star	SO	(28.1,28.15]	-0.7136444	-0.8843066	-0.5043939
phosphate_star	SO	(28.15,28.2]	-0.8157593	-0.9475268	-0.6867762
phosphate_star	SO	(28.2, Inf]	-0.9117574	-0.9632819	-0.8608470
sal	Atlantic	(-Inf,26]	0.6377340	0.5967221	0.6910233
sal	Atlantic	(26,26.5]	-0.1418719	-0.1612437	-0.1055302
sal	Atlantic	(26.5,26.75]	-0.0655830	-0.1563572	0.0397404
sal	Atlantic	(26.75,27]	-0.0583399	-0.1528266	0.1110790
sal	Atlantic	(27,27.25]	-0.0458350	-0.1237988	0.0070502
sal	Atlantic	(27.25,27.5]	0.0571867	-0.0176638	0.1549100
sal	Atlantic	(27.5,27.75]	-0.5399718	-0.5832508	-0.5161690
sal	Atlantic	(27.75,27.85]	0.0153237	-0.0984713	0.1969004
sal	Atlantic	(27.85,27.95]	0.0045490	-0.0291532	0.0602554
sal	Atlantic	(27.95,28.05]	0.0031712	-0.0197321	0.0384123
sal	Atlantic	(28.05,28.1]	0.5376670	0.4718528	0.6141412
sal	Atlantic	(28.1,28.15]	0.7315322	0.6933370	0.7975942
sal	Atlantic	(28.15,28.2]	0.7711544	0.6376841	0.8530563
sal	Atlantic	(28.2, Inf]	0.9114490	0.8788988	0.9528800
sal	Indo-Pacific	(-Inf,26]	-0.0596656	-0.1251349	0.0024302
sal	Indo-Pacific	(26,26.5]	0.3155037	0.2934127	0.3499855
sal	Indo-Pacific	(26.5,26.75]	0.2759665	0.2432317	0.3007457
sal	Indo-Pacific	(26.75,27]	0.0774357	0.0255983	0.1414742
sal	Indo-Pacific	(27,27.25]	0.0827693	-0.0062731	0.1676050
sal	Indo-Pacific	(27.25,27.5]	0.1490839	0.0166256	0.2552641
sal	Indo-Pacific	(27.5,27.75]	-0.0084773	-0.0860058	0.0716387
sal	Indo-Pacific	(27.75,27.85]	-0.0488980	-0.1092548	0.0450999
sal	Indo-Pacific	(27.85,27.95]	0.0738044	0.0103823	0.1105470
sal	Indo-Pacific	(27.95,28.05]	-0.0325032	-0.0744192	0.0099456
sal	Indo-Pacific	(28.05,28.1]	-0.1211781	-0.1882604	-0.0679930
sal	Indo-Pacific	(28.1, Inf]	-0.1031454	-0.1364551	-0.0811649
sal	SO	(-Inf,26]	NA	NA	NA
sal	SO	(26,26.5]	0.0982036	-0.0175664	0.2173362
sal	SO	(26.5,26.75]	0.4620325	0.3461864	0.5257309
sal	SO	(26.75,27]	0.6721359	0.6557901	0.6817598
sal	SO	(27,27.25]	0.8213171	0.7947644	0.8686715
sal	SO	(27.25,27.5]	0.5654020	0.4713671	0.7057058
sal	SO	(27.5,27.75]	0.0781238	-0.1665055	0.4173662
sal	SO	(27.75,27.85]	-0.4981934	-0.8473743	0.0553384
sal	SO	(27.85,27.95]	-0.4331265	-0.8059876	0.0444573
sal	SO	(27.95,28.05]	-0.3024189	-0.6393832	0.1749221
sal	SO	(28.05,28.1]	-0.1449324	-0.4360092	0.3553540
sal	SO	(28.1, Inf]	-0.3832900	-0.6445974	-0.0711337
sal	SO	(28.1,28.15]	0.7748030	0.5919824	0.9189969
sal	SO	(28.15,28.2]	0.8376226	0.7141835	0.9537467
sal	SO	(28.2, Inf]	-0.1055762	-0.2481579	0.0650534
silicate	Atlantic	(-Inf,26]	-0.6301392	-0.7160039	-0.5811847
silicate	Atlantic	(26,26.5]	-0.4947758	-0.5572558	-0.4237057
silicate	Atlantic	(26.5,26.75]	-0.3601659	-0.4754340	-0.2074270
silicate	Atlantic	(26.75,27]	-0.5425616	-0.6729592	-0.3985758
silicate	Atlantic	(27,27.25]	-0.8490086	-0.8864584	-0.7972929
silicate	Atlantic	(27.25,27.5]	-0.9210829	-0.9225010	-0.9202212
silicate	Atlantic	(27.5,27.75]	-0.9138923	-0.9241803	-0.9033792
silicate	Atlantic	(27.75,27.85]	-0.8963682	-0.9140348	-0.8834085
silicate	Atlantic	(27.85,27.95]	-0.8339290	-0.8590715	-0.8064485
silicate	Atlantic	(27.95,28.05]	-0.7581749	-0.7747318	-0.7367015
silicate	Atlantic	(28.05,28.1]	-0.9079764	-0.9099582	-0.9056073
silicate	Atlantic	(28.1,28.15]	-0.9230174	-0.9317939	-0.9147806
silicate	Atlantic	(28.15,28.2]	-0.9044584	-0.9131176	-0.8958168
silicate	Atlantic	(28.2, Inf]	-0.9443805	-0.9520373	-0.9361451
silicate	Indo-Pacific	(-Inf,26]	-0.1282549	-0.2843173	0.0089900
silicate	Indo-Pacific	(26,26.5]	-0.6655306	-0.7623129	-0.5456576
silicate	Indo-Pacific	(26.5,26.75]	-0.7500924	-0.7902195	-0.6828895
silicate	Indo-Pacific	(26.75,27]	-0.6421176	-0.6886698	-0.5849123
silicate	Indo-Pacific	(27,27.25]	-0.4506206	-0.5651411	-0.3245591
silicate	Indo-Pacific	(27.25,27.5]	-0.3160102	-0.4796666	-0.1256402
silicate	Indo-Pacific	(27.5,27.75]	0.2353472	0.0025264	0.4604196
silicate	Indo-Pacific	(27.75,27.85]	0.8459405	0.7923369	0.8930393
silicate	Indo-Pacific	(27.85,27.95]	0.8802768	0.8424295	0.9127555
silicate	Indo-Pacific	(27.95,28.05]	0.9612368	0.9564693	0.9687864
silicate	Indo-Pacific	(28.05,28.1]	0.9613317	0.9595000	0.9648427
silicate	Indo-Pacific	(28.1, Inf]	0.8881045	0.8834983	0.8937189
silicate	SO	(-Inf,26]	NA	NA	NA
silicate	SO	(26,26.5]	-0.1335085	-0.2824471	-0.0289426
silicate	SO	(26.5,26.75]	-0.2569994	-0.4352507	-0.0514219
silicate	SO	(26.75,27]	-0.5578006	-0.6015245	-0.4868064
silicate	SO	(27,27.25]	-0.7774710	-0.8221772	-0.7251524
silicate	SO	(27.25,27.5]	-0.7713565	-0.8750718	-0.6223680
silicate	SO	(27.5,27.75]	-0.7573650	-0.9216422	-0.4944302
silicate	SO	(27.75,27.85]	-0.6382608	-0.9065061	-0.2099383
silicate	SO	(27.85,27.95]	-0.6283068	-0.8293592	-0.3055615
silicate	SO	(27.95,28.05]	-0.6737981	-0.8112895	-0.4609262
silicate	SO	(28.05,28.1]	-0.6894015	-0.8637338	-0.4068453
silicate	SO	(28.1, Inf]	-0.6771329	-0.8210968	-0.4911452
silicate	SO	(28.1,28.15]	-0.7034342	-0.8698240	-0.5116838
silicate	SO	(28.15,28.2]	-0.6278157	-0.7293003	-0.5601138
silicate	SO	(28.2, Inf]	-0.7942395	-0.8482827	-0.7272121
temp	Atlantic	(-Inf,26]	-0.0433432	-0.1229914	0.0914707
temp	Atlantic	(26,26.5]	-0.2782463	-0.3051546	-0.2334318
temp	Atlantic	(26.5,26.75]	-0.0833337	-0.1529857	-0.0083145
temp	Atlantic	(26.75,27]	0.0157663	-0.0630937	0.1564544
temp	Atlantic	(27,27.25]	-0.0233320	-0.0920524	0.0141882
temp	Atlantic	(27.25,27.5]	-0.0163842	-0.0938971	0.0713845
temp	Atlantic	(27.5,27.75]	-0.5285886	-0.5589182	-0.5073358
temp	Atlantic	(27.75,27.85]	0.0319702	-0.0809093	0.1956698
temp	Atlantic	(27.85,27.95]	0.0559954	0.0137898	0.1102317
temp	Atlantic	(27.95,28.05]	0.0029392	-0.0475268	0.0368889
temp	Atlantic	(28.05,28.1]	0.3786213	0.3198781	0.4236251
temp	Atlantic	(28.1,28.15]	0.5398757	0.4913930	0.5840715
temp	Atlantic	(28.15,28.2]	0.7674349	0.6049890	0.8727491
temp	Atlantic	(28.2, Inf]	0.8343795	0.7553824	0.8805971
temp	Indo-Pacific	(-Inf,26]	-0.3734664	-0.4669661	-0.2783210
temp	Indo-Pacific	(26,26.5]	0.2770864	0.2380112	0.3216496
temp	Indo-Pacific	(26.5,26.75]	0.2388477	0.1954603	0.2720872
temp	Indo-Pacific	(26.75,27]	0.0256030	-0.0287838	0.0864014
temp	Indo-Pacific	(27,27.25]	0.0864793	-0.0023428	0.1691583
temp	Indo-Pacific	(27.25,27.5]	0.2416042	0.1161153	0.3527112
temp	Indo-Pacific	(27.5,27.75]	0.1335874	0.0463744	0.2102031
temp	Indo-Pacific	(27.75,27.85]	-0.0469127	-0.0906597	0.0130475
temp	Indo-Pacific	(27.85,27.95]	0.0315925	-0.0413704	0.0811821
temp	Indo-Pacific	(27.95,28.05]	-0.0412983	-0.1236716	0.0409858
temp	Indo-Pacific	(28.05,28.1]	-0.0367530	-0.1046828	0.0050782
temp	Indo-Pacific	(28.1, Inf]	-0.0436478	-0.0485446	-0.0373267
temp	SO	(-Inf,26]	NA	NA	NA
temp	SO	(26,26.5]	0.0906203	0.0193476	0.1812981
temp	SO	(26.5,26.75]	0.4194684	0.3291939	0.4706137
temp	SO	(26.75,27]	0.6306996	0.6125232	0.6419311
temp	SO	(27,27.25]	0.7806208	0.7528574	0.8296012
temp	SO	(27.25,27.5]	0.6967867	0.6069151	0.8107349
temp	SO	(27.5,27.75]	0.4290193	0.2346106	0.6761852
temp	SO	(27.75,27.85]	-0.4803185	-0.7862536	0.0004661
temp	SO	(27.85,27.95]	-0.4945105	-0.7960494	-0.1016175
temp	SO	(27.95,28.05]	-0.4290184	-0.7294771	0.0038992
temp	SO	(28.05,28.1]	-0.2608283	-0.5393218	0.2191986
temp	SO	(28.1, Inf]	0.0399639	-0.1997065	0.3066235
temp	SO	(28.1,28.15]	0.6727332	0.4725782	0.8373698
temp	SO	(28.15,28.2]	0.7683788	0.6393444	0.9060769
temp	SO	(28.2, Inf]	0.5063357	0.3870624	0.6381448

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_1.0.2      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_0.2.0          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

10 March, 2021