eMLR - assumption testing

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Last updated: 2021-08-05

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: e544afb

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Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	6c70952	Donghe-Zhu	2021-08-01	Build site.
html	2666bd7	Donghe-Zhu	2021-08-01	Build site.
html	e51cfa2	Donghe-Zhu	2021-08-01	Build site.
html	78cbc18	Donghe-Zhu	2021-08-01	Build site.
html	c55d4d7	Donghe-Zhu	2021-08-01	Build site.
html	26741db	Donghe-Zhu	2021-08-01	Build site.
html	ca539b5	Donghe-Zhu	2021-08-01	Build site.
html	1e98138	Donghe-Zhu	2021-08-01	Build site.
html	777b9e9	Donghe-Zhu	2021-08-01	Build site.
html	b110c47	Donghe-Zhu	2021-08-01	Build site.
html	3611a48	Donghe-Zhu	2021-08-01	Build site.
html	af832ef	Donghe-Zhu	2021-07-31	Build site.
html	016f9ed	Donghe-Zhu	2021-07-31	Build site.
html	2080ac5	Donghe-Zhu	2021-07-31	Build site.
html	50f0a16	Donghe-Zhu	2021-07-31	Build site.
html	1682579	Donghe-Zhu	2021-07-31	Build site.
html	9fa8832	Donghe-Zhu	2021-07-31	Build site.
html	4abf542	Donghe-Zhu	2021-07-31	Build site.
html	a2483f0	Donghe-Zhu	2021-07-31	Build site.
html	3300527	Donghe-Zhu	2021-07-31	Build site.
html	afeb6fd	Donghe-Zhu	2021-07-31	Build site.
html	cb3ef32	Donghe-Zhu	2021-07-31	Build site.
html	6528618	Donghe-Zhu	2021-07-31	Build site.
html	f50925e	Donghe-Zhu	2021-07-31	Build site.
html	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
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html	f8c34a8	Donghe-Zhu	2021-07-30	Build site.
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html	fe067ea	Donghe-Zhu	2021-07-30	Build site.
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html	a3006cd	Donghe-Zhu	2021-07-30	Build site.
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html	10a97ef	Donghe-Zhu	2021-07-30	Build site.
html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
html	68bce3f	Donghe-Zhu	2021-07-30	Build site.
html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
html	d3018f6	Donghe-Zhu	2021-07-28	Build site.
html	b8ba2c4	Donghe-Zhu	2021-07-28	Build site.
html	a4ddd84	Donghe-Zhu	2021-07-27	Build site.
html	7ef49ab	Donghe-Zhu	2021-07-27	Build site.
html	da818c0	Donghe-Zhu	2021-07-27	Build site.
html	8623898	Donghe-Zhu	2021-07-27	Build site.
html	f84b77c	Donghe-Zhu	2021-07-27	Build site.
html	70ad9a5	Donghe-Zhu	2021-07-27	Build site.
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html	d0d97c6	Donghe-Zhu	2021-07-27	Build site.
html	829510d	Donghe-Zhu	2021-07-27	Build site.
html	780627d	Donghe-Zhu	2021-07-27	Build site.
html	e9838c9	Donghe-Zhu	2021-07-27	Build site.
html	2777f33	Donghe-Zhu	2021-07-27	Build site.
html	d19760f	Donghe-Zhu	2021-07-27	Build site.
html	cac5680	Donghe-Zhu	2021-07-23	Build site.
html	7bb279a	Donghe-Zhu	2021-07-23	Build site.
html	d52eac4	Donghe-Zhu	2021-07-23	Build site.
html	dcf34b1	Donghe-Zhu	2021-07-23	Build site.
html	419cb72	Donghe-Zhu	2021-07-22	Build site.
html	9447d10	Donghe-Zhu	2021-07-22	Build site.
html	639c9a0	Donghe-Zhu	2021-07-22	Build site.
html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
html	ff0575d	Donghe-Zhu	2021-07-19	Build site.
html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
html	c1be8f6	Donghe-Zhu	2021-07-16	1
html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
html	046902b	Donghe-Zhu	2021-07-16	Build site.
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html	363270a	Donghe-Zhu	2021-07-15	Build site.
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html	294f8ca	Donghe-Zhu	2021-07-15	Build site.
html	a01e135	Donghe-Zhu	2021-07-07	Build site.
html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
html	75e7b07	Donghe-Zhu	2021-07-06	Build site.
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html	d52e2de	Donghe-Zhu	2021-07-06	Build site.
html	f2bde6b	Donghe-Zhu	2021-07-06	Build site.
html	1133f28	Donghe-Zhu	2021-07-06	Build site.
html	fe3a1cd	Donghe-Zhu	2021-07-06	Build site.
html	d9cdf15	Donghe-Zhu	2021-07-06	Build site.
html	ee4cd2d	Donghe-Zhu	2021-07-06	Build site.
html	93821c1	Donghe-Zhu	2021-07-05	Build site.
html	d44db8e	Donghe-Zhu	2021-07-05	Build site.
html	20b3436	Donghe-Zhu	2021-07-05	Build site.
html	d982ea5	Donghe-Zhu	2021-07-05	Build site.
html	7397e53	Donghe-Zhu	2021-07-05	Build site.
html	f2e4805	Donghe-Zhu	2021-07-05	Build site.
html	e2d011a	Donghe-Zhu	2021-07-05	Build site.
html	85e0349	Donghe-Zhu	2021-07-05	Build site.
html	6ee0146	Donghe-Zhu	2021-07-05	Build site.
html	a482a6b	Donghe-Zhu	2021-07-05	Build site.
html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
html	116bcab	Donghe-Zhu	2021-07-04	Build site.
html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
html	e7a5266	Donghe-Zhu	2021-06-24	Build site.
html	7c57720	Donghe-Zhu	2021-06-24	Build site.
html	b5b95a9	Donghe-Zhu	2021-06-24	Build site.
html	472aad4	Donghe-Zhu	2021-06-24	Build site.
Rmd	76ce72b	Donghe-Zhu	2021-06-24	local rebuild
html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
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html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
html	25dda1d	Donghe-Zhu	2021-06-08	Build site.
html	bd2bcc3	Donghe-Zhu	2021-06-08	Build site.
html	e9b27d7	Donghe-Zhu	2021-06-07	Build site.
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html	ed89970	Donghe-Zhu	2021-06-07	Build site.
html	df37958	Donghe-Zhu	2021-06-07	1
html	812bf63	Donghe-Zhu	2021-06-06	Build site.
html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
html	dbe2a95	Donghe-Zhu	2021-05-28	Build site.
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html	4623e38	Donghe-Zhu	2021-05-27	Build site.
html	b81bb49	Donghe-Zhu	2021-05-27	Build site.
html	951e188	Donghe-Zhu	2021-05-27	Build site.
html	e377833	Donghe-Zhu	2021-05-26	Build site.
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
html	75dda4d	Donghe-Zhu	2021-03-27	Build site.
html	0b19f6e	Donghe-Zhu	2021-03-27	Build site.
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html	51a42bd	Donghe-Zhu	2021-03-16	Build site.
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html	60689fb	Donghe-Zhu	2021-03-10	Build site.
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html	3607f4d	Donghe-Zhu	2021-03-07	Build site.
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---

1 Required data

Required are:

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

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

2 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coefficients.

2.1 Correlation plots

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

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

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

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
6c70952	Donghe-Zhu	2021-08-01
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54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
9447d10	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
d84a1cb	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19

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

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

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

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

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

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

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

2.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9277729	0.8821586	0.9595205
aou + nitrate	Atlantic	(26,26.5]	0.9553370	0.9306587	0.9712170
aou + nitrate	Atlantic	(26.5,26.75]	0.9430516	0.9256385	0.9747992
aou + nitrate	Atlantic	(26.75,27]	0.9093509	0.8640658	0.9606197
aou + nitrate	Atlantic	(27,27.25]	0.6694756	0.4504298	0.8198736
aou + nitrate	Atlantic	(27.25,27.5]	0.7102394	0.4436279	0.8640031
aou + nitrate	Atlantic	(27.5,27.75]	0.4425872	0.0238340	0.8231919
aou + nitrate	Atlantic	(27.75,27.85]	0.6456432	0.5112681	0.7556318
aou + nitrate	Atlantic	(27.85,27.95]	0.9403602	0.9271701	0.9604416
aou + nitrate	Atlantic	(27.95,28.05]	0.9434182	0.9128542	0.9688875
aou + nitrate	Atlantic	(28.05,28.1]	0.9776774	0.9750880	0.9813783
aou + nitrate	Atlantic	(28.1,28.15]	0.9857843	0.9851112	0.9862300
aou + nitrate	Atlantic	(28.15,28.2]	0.9958036	0.9940437	0.9972450
aou + nitrate	Atlantic	(28.2, Inf]	0.9557222	0.9402712	0.9691605
aou + nitrate	Indian	(-Inf,26]	0.9844935	0.9821837	0.9859984
aou + nitrate	Indian	(26,26.5]	0.9720981	0.9683784	0.9750627
aou + nitrate	Indian	(26.5,26.75]	0.9485440	0.9222099	0.9721998
aou + nitrate	Indian	(26.75,27]	0.8665536	0.7928577	0.9520091
aou + nitrate	Indian	(27,27.25]	0.7636865	0.6739839	0.9204075
aou + nitrate	Indian	(27.25,27.5]	0.9181714	0.8994997	0.9493453
aou + nitrate	Indian	(27.5,27.75]	0.9740810	0.9679821	0.9855247
aou + nitrate	Indian	(27.75,27.85]	0.9960480	0.9935484	0.9980730
aou + nitrate	Indian	(27.85,27.95]	0.9913353	0.9889483	0.9955418
aou + nitrate	Indian	(27.95,28.05]	0.9793614	0.9760479	0.9854477
aou + nitrate	Indian	(28.05,28.1]	0.9931611	0.9916272	0.9945801
aou + nitrate	Indian	(28.1,28.2]	0.9867267	0.9838248	0.9908874
aou + nitrate	Indian	(28.2,28.3]	0.9722650	0.9648157	0.9763043
aou + nitrate	Indian	(28.3, Inf]	-0.1775029	-0.8072270	0.4522212
aou + nitrate	N_Atlantic	(-Inf,26]	0.9545979	0.9227717	0.9872906
aou + nitrate	N_Atlantic	(26,26.5]	0.9798628	0.9717642	0.9939595
aou + nitrate	N_Atlantic	(26.5,26.75]	0.9731767	0.9629340	0.9901345
aou + nitrate	N_Atlantic	(26.75,27]	0.9642924	0.9529827	0.9794914
aou + nitrate	N_Atlantic	(27,27.25]	0.9588379	0.9445237	0.9687787
aou + nitrate	N_Atlantic	(27.25,27.5]	0.9185207	0.9101159	0.9321630
aou + nitrate	N_Atlantic	(27.5,27.75]	0.7734695	0.7471768	0.7984143
aou + nitrate	N_Atlantic	(27.75,27.85]	0.6803935	0.6082543	0.7379391
aou + nitrate	N_Atlantic	(27.85,27.95]	0.6644144	0.6127385	0.7027728
aou + nitrate	N_Atlantic	(27.95,28.05]	0.1206193	0.0615217	0.1964001
aou + nitrate	N_Atlantic	(28.05,28.1]	0.6320330	0.5812775	0.7078750
aou + nitrate	N_Atlantic	(28.1,28.15]	0.8487213	0.8370383	0.8634945
aou + nitrate	N_Atlantic	(28.15,28.2]	-0.5656310	-0.6815656	-0.4007808
aou + nitrate	N_Atlantic	(28.2, Inf]	-0.1589606	-0.6337113	0.4799093
aou + nitrate	N_Pacific	(-Inf,26]	0.4387825	0.3785377	0.5325679
aou + nitrate	N_Pacific	(26,26.5]	0.6132369	0.5587916	0.7011024
aou + nitrate	N_Pacific	(26.5,26.75]	0.4785158	0.3397614	0.5856439
aou + nitrate	N_Pacific	(26.75,27]	0.1448605	-0.0209994	0.4066848
aou + nitrate	N_Pacific	(27,27.25]	-0.0514497	-0.4201689	0.3130197
aou + nitrate	N_Pacific	(27.25,27.5]	-0.3551455	-0.6506290	-0.0533674
aou + nitrate	N_Pacific	(27.5,27.75]	-0.5540970	-0.6468934	-0.4764453
aou + nitrate	N_Pacific	(27.75,27.85]	-0.2988832	-0.5107883	-0.1900786
aou + nitrate	N_Pacific	(27.85,27.95]	0.7380801	0.6721599	0.8081776
aou + nitrate	N_Pacific	(27.95,28.05]	0.9186257	0.9094859	0.9303623
aou + nitrate	N_Pacific	(28.05,28.1]	0.9661141	0.9622285	0.9706903
aou + nitrate	N_Pacific	(28.1,28.2]	0.9705945	0.9630743	0.9794255
aou + nitrate	N_Pacific	(28.2,28.3]	0.9811819	0.9768283	0.9844275
aou + nitrate	Pacific	(-Inf,26]	0.9662413	0.9617491	0.9745046
aou + nitrate	Pacific	(26,26.5]	0.8158982	0.7920928	0.8512982
aou + nitrate	Pacific	(26.5,26.75]	0.2623375	0.0349611	0.4254346
aou + nitrate	Pacific	(26.75,27]	-0.1792774	-0.4009399	-0.0275219
aou + nitrate	Pacific	(27,27.25]	-0.4085893	-0.5934929	-0.2983079
aou + nitrate	Pacific	(27.25,27.5]	-0.5899112	-0.7334174	-0.4927057
aou + nitrate	Pacific	(27.5,27.75]	-0.6877965	-0.7765596	-0.6267912
aou + nitrate	Pacific	(27.75,27.85]	-0.6887242	-0.7503339	-0.6078114
aou + nitrate	Pacific	(27.85,27.95]	-0.5266945	-0.6010519	-0.4295938
aou + nitrate	Pacific	(27.95,28.05]	0.3917849	0.2654942	0.4975690
aou + nitrate	Pacific	(28.05,28.1]	0.9418981	0.9232036	0.9600682
aou + nitrate	Pacific	(28.1,28.2]	0.9834819	0.9818059	0.9849423
aou + nitrate	Pacific	(28.2,28.3]	0.9394576	0.9351131	0.9474692
aou + nitrate	SO	(-Inf,26]	0.8878811	0.8001370	0.9592598
aou + nitrate	SO	(26,26.5]	0.6842161	0.5311622	0.7923900
aou + nitrate	SO	(26.5,26.75]	0.7616620	0.7427733	0.7831456
aou + nitrate	SO	(26.75,27]	0.7328281	0.7163161	0.7412712
aou + nitrate	SO	(27,27.25]	0.7655377	0.7507191	0.7783654
aou + nitrate	SO	(27.25,27.5]	0.7064043	0.6829730	0.7217113
aou + nitrate	SO	(27.5,27.75]	0.2454284	0.1910732	0.3001914
aou + nitrate	SO	(27.75,27.85]	0.0476641	-0.0000501	0.1053190
aou + nitrate	SO	(27.85,27.95]	0.1297360	0.0989450	0.1550217
aou + nitrate	SO	(27.95,28.05]	0.5987733	0.5402421	0.6504042
aou + nitrate	SO	(28.05,28.1]	0.7997268	0.7572693	0.8409051
aou + nitrate	SO	(28.1,28.15]	0.4330913	0.2049825	0.7547349
aou + nitrate	SO	(28.1,28.2]	0.7471168	0.7293348	0.7675422
aou + nitrate	SO	(28.15,28.2]	0.0554695	-0.2386217	0.4517156
aou + nitrate	SO	(28.2, Inf]	-0.2084708	-0.2333271	-0.1744243
aou + nitrate	SO	(28.2,28.3]	0.1859503	0.0337384	0.2884045
aou + nitrate	SO	(28.3, Inf]	0.5853878	0.4289266	0.8481877
aou + phosphate	Atlantic	(-Inf,26]	0.9015871	0.8306735	0.9499835
aou + phosphate	Atlantic	(26,26.5]	0.9645658	0.9475910	0.9754328
aou + phosphate	Atlantic	(26.5,26.75]	0.9742168	0.9539609	0.9858612
aou + phosphate	Atlantic	(26.75,27]	0.9717421	0.9657886	0.9761324
aou + phosphate	Atlantic	(27,27.25]	0.9563517	0.9523549	0.9600046
aou + phosphate	Atlantic	(27.25,27.5]	0.9567297	0.9503483	0.9668397
aou + phosphate	Atlantic	(27.5,27.75]	0.9678270	0.9543470	0.9758090
aou + phosphate	Atlantic	(27.75,27.85]	0.9731670	0.9558923	0.9874952
aou + phosphate	Atlantic	(27.85,27.95]	0.9862390	0.9772081	0.9946385
aou + phosphate	Atlantic	(27.95,28.05]	0.9583930	0.9314612	0.9806166
aou + phosphate	Atlantic	(28.05,28.1]	0.9740667	0.9723731	0.9766275
aou + phosphate	Atlantic	(28.1,28.15]	0.9835567	0.9831168	0.9838046
aou + phosphate	Atlantic	(28.15,28.2]	0.9955079	0.9934095	0.9969383
aou + phosphate	Atlantic	(28.2, Inf]	0.9658638	0.9551150	0.9753153
aou + phosphate	Indian	(-Inf,26]	0.9885969	0.9869715	0.9903909
aou + phosphate	Indian	(26,26.5]	0.9893978	0.9885510	0.9898721
aou + phosphate	Indian	(26.5,26.75]	0.9931060	0.9925910	0.9939946
aou + phosphate	Indian	(26.75,27]	0.9903226	0.9858143	0.9958397
aou + phosphate	Indian	(27,27.25]	0.9764511	0.9675777	0.9851173
aou + phosphate	Indian	(27.25,27.5]	0.9733367	0.9648032	0.9804015
aou + phosphate	Indian	(27.5,27.75]	0.9937996	0.9905083	0.9954764
aou + phosphate	Indian	(27.75,27.85]	0.9981522	0.9974388	0.9986917
aou + phosphate	Indian	(27.85,27.95]	0.9976456	0.9965998	0.9991636
aou + phosphate	Indian	(27.95,28.05]	0.9923398	0.9909696	0.9945920
aou + phosphate	Indian	(28.05,28.1]	0.9963531	0.9954020	0.9970080
aou + phosphate	Indian	(28.1,28.2]	0.9914045	0.9891009	0.9946108
aou + phosphate	Indian	(28.2,28.3]	0.9780658	0.9698025	0.9839511
aou + phosphate	Indian	(28.3, Inf]	-0.1812652	-0.8136116	0.4510813
aou + phosphate	N_Atlantic	(-Inf,26]	0.9511597	0.9134791	0.9861385
aou + phosphate	N_Atlantic	(26,26.5]	0.9787638	0.9700055	0.9935798
aou + phosphate	N_Atlantic	(26.5,26.75]	0.9716215	0.9608439	0.9890968
aou + phosphate	N_Atlantic	(26.75,27]	0.9557895	0.9419132	0.9745001
aou + phosphate	N_Atlantic	(27,27.25]	0.9440755	0.9268386	0.9543026
aou + phosphate	N_Atlantic	(27.25,27.5]	0.8925078	0.8777907	0.9124119
aou + phosphate	N_Atlantic	(27.5,27.75]	0.7413450	0.7149379	0.7711941
aou + phosphate	N_Atlantic	(27.75,27.85]	0.6380055	0.5715840	0.7038177
aou + phosphate	N_Atlantic	(27.85,27.95]	0.6352752	0.5760529	0.6853564
aou + phosphate	N_Atlantic	(27.95,28.05]	0.1307811	0.0777354	0.2010441
aou + phosphate	N_Atlantic	(28.05,28.1]	0.5687467	0.5041297	0.6598602
aou + phosphate	N_Atlantic	(28.1,28.15]	0.8429546	0.8279625	0.8626189
aou + phosphate	N_Atlantic	(28.15,28.2]	-0.5702780	-0.6969514	-0.3751238
aou + phosphate	N_Atlantic	(28.2, Inf]	-0.2144648	-0.6736196	0.4058888
aou + phosphate	N_Pacific	(-Inf,26]	0.5784013	0.5285394	0.6689876
aou + phosphate	N_Pacific	(26,26.5]	0.8796462	0.8055524	0.9348582
aou + phosphate	N_Pacific	(26.5,26.75]	0.8556819	0.8075288	0.8981237
aou + phosphate	N_Pacific	(26.75,27]	0.8980643	0.8566671	0.9392961
aou + phosphate	N_Pacific	(27,27.25]	0.9548539	0.9487462	0.9585328
aou + phosphate	N_Pacific	(27.25,27.5]	0.9869390	0.9821590	0.9911177
aou + phosphate	N_Pacific	(27.5,27.75]	0.9968975	0.9957455	0.9979941
aou + phosphate	N_Pacific	(27.75,27.85]	0.9985065	0.9978208	0.9989825
aou + phosphate	N_Pacific	(27.85,27.95]	0.9981362	0.9977256	0.9984846
aou + phosphate	N_Pacific	(27.95,28.05]	0.9993873	0.9992916	0.9994385
aou + phosphate	N_Pacific	(28.05,28.1]	0.9992834	0.9990934	0.9995796
aou + phosphate	N_Pacific	(28.1,28.2]	0.9953849	0.9941030	0.9968765
aou + phosphate	N_Pacific	(28.2,28.3]	0.9833442	0.9794530	0.9858584
aou + phosphate	Pacific	(-Inf,26]	0.9831884	0.9776043	0.9910380
aou + phosphate	Pacific	(26,26.5]	0.9871079	0.9820058	0.9904000
aou + phosphate	Pacific	(26.5,26.75]	0.9786190	0.9663927	0.9852113
aou + phosphate	Pacific	(26.75,27]	0.9638521	0.9554615	0.9708706
aou + phosphate	Pacific	(27,27.25]	0.9212084	0.9121781	0.9344517
aou + phosphate	Pacific	(27.25,27.5]	0.8934800	0.8836469	0.8995007
aou + phosphate	Pacific	(27.5,27.75]	0.9472492	0.9428172	0.9521061
aou + phosphate	Pacific	(27.75,27.85]	0.9810280	0.9783254	0.9840732
aou + phosphate	Pacific	(27.85,27.95]	0.9875984	0.9866232	0.9882524
aou + phosphate	Pacific	(27.95,28.05]	0.9962748	0.9959451	0.9966269
aou + phosphate	Pacific	(28.05,28.1]	0.9962777	0.9950013	0.9974364
aou + phosphate	Pacific	(28.1,28.2]	0.9946818	0.9941225	0.9952198
aou + phosphate	Pacific	(28.2,28.3]	0.9459971	0.9423726	0.9524409
aou + phosphate	SO	(-Inf,26]	0.8769419	0.7401219	0.9588304
aou + phosphate	SO	(26,26.5]	0.7138837	0.6009744	0.8193473
aou + phosphate	SO	(26.5,26.75]	0.8163601	0.8074875	0.8277050
aou + phosphate	SO	(26.75,27]	0.8051325	0.7746306	0.8382080
aou + phosphate	SO	(27,27.25]	0.8762463	0.8543550	0.8940508
aou + phosphate	SO	(27.25,27.5]	0.9002908	0.8835928	0.9086733
aou + phosphate	SO	(27.5,27.75]	0.9253696	0.9035216	0.9411766
aou + phosphate	SO	(27.75,27.85]	0.9441477	0.9344720	0.9495423
aou + phosphate	SO	(27.85,27.95]	0.8881857	0.8796474	0.9028449
aou + phosphate	SO	(27.95,28.05]	0.8686182	0.8455526	0.8968953
aou + phosphate	SO	(28.05,28.1]	0.9184504	0.8986666	0.9304595
aou + phosphate	SO	(28.1,28.15]	0.5363543	0.3240954	0.8151913
aou + phosphate	SO	(28.1,28.2]	0.8366996	0.8300785	0.8439011
aou + phosphate	SO	(28.15,28.2]	0.2627785	0.0453176	0.5255853
aou + phosphate	SO	(28.2, Inf]	-0.2017832	-0.2298961	-0.1664055
aou + phosphate	SO	(28.2,28.3]	0.2072508	0.0639106	0.2964175
aou + phosphate	SO	(28.3, Inf]	0.6045729	0.4490421	0.8709452
aou + phosphate_star	Atlantic	(-Inf,26]	0.5895944	0.4386257	0.7158708
aou + phosphate_star	Atlantic	(26,26.5]	0.6738519	0.5689489	0.7299627
aou + phosphate_star	Atlantic	(26.5,26.75]	0.6286805	0.3936565	0.7875813
aou + phosphate_star	Atlantic	(26.75,27]	0.5388681	0.4297576	0.6114031
aou + phosphate_star	Atlantic	(27,27.25]	0.2024539	0.0402259	0.3525947
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1789225	-0.2689952	-0.0060663
aou + phosphate_star	Atlantic	(27.5,27.75]	0.2814018	0.1930614	0.4345847
aou + phosphate_star	Atlantic	(27.75,27.85]	0.4208393	0.3576265	0.5318568
aou + phosphate_star	Atlantic	(27.85,27.95]	0.5031457	0.4518438	0.5665575
aou + phosphate_star	Atlantic	(27.95,28.05]	0.3930345	0.3292548	0.4761441
aou + phosphate_star	Atlantic	(28.05,28.1]	0.9004726	0.8971170	0.9058736
aou + phosphate_star	Atlantic	(28.1,28.15]	0.9282712	0.9191155	0.9342057
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9838194	0.9785405	0.9892905
aou + phosphate_star	Atlantic	(28.2, Inf]	0.8704612	0.8112666	0.9158119
aou + phosphate_star	Indian	(-Inf,26]	0.8901972	0.8864570	0.8929442
aou + phosphate_star	Indian	(26,26.5]	0.8276615	0.8117344	0.8373275
aou + phosphate_star	Indian	(26.5,26.75]	0.8275318	0.8087319	0.8595684
aou + phosphate_star	Indian	(26.75,27]	0.7752104	0.6964068	0.9065903
aou + phosphate_star	Indian	(27,27.25]	0.4773633	0.3217487	0.7296833
aou + phosphate_star	Indian	(27.25,27.5]	0.0858102	-0.1432350	0.4225426
aou + phosphate_star	Indian	(27.5,27.75]	-0.0273939	-0.1607744	0.1311553
aou + phosphate_star	Indian	(27.75,27.85]	0.1834080	0.0263496	0.4531483
aou + phosphate_star	Indian	(27.85,27.95]	0.5229101	0.3041782	0.7753601
aou + phosphate_star	Indian	(27.95,28.05]	0.6949856	0.6061888	0.7893654
aou + phosphate_star	Indian	(28.05,28.1]	0.8571389	0.8347776	0.8845231
aou + phosphate_star	Indian	(28.1,28.2]	0.6723374	0.6167713	0.7239756
aou + phosphate_star	Indian	(28.2,28.3]	0.4800869	0.4462636	0.5422596
aou + phosphate_star	Indian	(28.3, Inf]	-0.1965087	-0.8260998	0.4330823
aou + phosphate_star	N_Atlantic	(-Inf,26]	0.7168701	0.5846935	0.8767384
aou + phosphate_star	N_Atlantic	(26,26.5]	0.7326904	0.6085819	0.9071660
aou + phosphate_star	N_Atlantic	(26.5,26.75]	0.7659486	0.6847666	0.8917688
aou + phosphate_star	N_Atlantic	(26.75,27]	0.5993571	0.4996844	0.7396481
aou + phosphate_star	N_Atlantic	(27,27.25]	0.3133410	0.2821618	0.3354525
aou + phosphate_star	N_Atlantic	(27.25,27.5]	-0.1196380	-0.2155481	0.0362010
aou + phosphate_star	N_Atlantic	(27.5,27.75]	-0.3379135	-0.3739640	-0.2791665
aou + phosphate_star	N_Atlantic	(27.75,27.85]	-0.3963530	-0.5084899	-0.3023234
aou + phosphate_star	N_Atlantic	(27.85,27.95]	-0.4089376	-0.4878383	-0.3363369
aou + phosphate_star	N_Atlantic	(27.95,28.05]	-0.1560120	-0.2159350	-0.0622952
aou + phosphate_star	N_Atlantic	(28.05,28.1]	0.2994263	0.1963249	0.4172464
aou + phosphate_star	N_Atlantic	(28.1,28.15]	0.6239457	0.5466188	0.6693759
aou + phosphate_star	N_Atlantic	(28.15,28.2]	-0.8048937	-0.8565503	-0.7150236
aou + phosphate_star	N_Atlantic	(28.2, Inf]	-0.4232767	-0.6627970	-0.0519409
aou + phosphate_star	N_Pacific	(-Inf,26]	0.1767451	0.1242254	0.2748895
aou + phosphate_star	N_Pacific	(26,26.5]	0.3861562	0.1961134	0.6035023
aou + phosphate_star	N_Pacific	(26.5,26.75]	0.1710224	0.0129446	0.3620913
aou + phosphate_star	N_Pacific	(26.75,27]	0.0335304	-0.1724635	0.3725158
aou + phosphate_star	N_Pacific	(27,27.25]	0.1369746	-0.0915401	0.4044667
aou + phosphate_star	N_Pacific	(27.25,27.5]	0.6993972	0.5237346	0.8416096
aou + phosphate_star	N_Pacific	(27.5,27.75]	0.9496488	0.9309228	0.9659099
aou + phosphate_star	N_Pacific	(27.75,27.85]	0.9621886	0.9443420	0.9718886
aou + phosphate_star	N_Pacific	(27.85,27.95]	0.9381304	0.9201510	0.9563481
aou + phosphate_star	N_Pacific	(27.95,28.05]	0.9059125	0.8941362	0.9133687
aou + phosphate_star	N_Pacific	(28.05,28.1]	0.7231469	0.6701184	0.7726127
aou + phosphate_star	N_Pacific	(28.1,28.2]	-0.4248879	-0.5792469	-0.2741487
aou + phosphate_star	N_Pacific	(28.2,28.3]	0.5598804	0.5460649	0.5792905
aou + phosphate_star	Pacific	(-Inf,26]	0.8846114	0.8652967	0.9226228
aou + phosphate_star	Pacific	(26,26.5]	0.9130072	0.8849396	0.9288890
aou + phosphate_star	Pacific	(26.5,26.75]	0.8892352	0.8521522	0.9087879
aou + phosphate_star	Pacific	(26.75,27]	0.8648165	0.8534606	0.8812878
aou + phosphate_star	Pacific	(27,27.25]	0.8262166	0.8108097	0.8464549
aou + phosphate_star	Pacific	(27.25,27.5]	0.8051178	0.7880572	0.8227157
aou + phosphate_star	Pacific	(27.5,27.75]	0.8679032	0.8564643	0.8797623
aou + phosphate_star	Pacific	(27.75,27.85]	0.9144128	0.9034583	0.9233061
aou + phosphate_star	Pacific	(27.85,27.95]	0.9012772	0.8973145	0.9037013
aou + phosphate_star	Pacific	(27.95,28.05]	0.8338417	0.8151320	0.8521755
aou + phosphate_star	Pacific	(28.05,28.1]	0.5410907	0.4256422	0.6108986
aou + phosphate_star	Pacific	(28.1,28.2]	0.5074862	0.4816749	0.5402561
aou + phosphate_star	Pacific	(28.2,28.3]	0.3267763	0.2708463	0.4229544
aou + phosphate_star	SO	(-Inf,26]	0.4017102	0.2237865	0.7197076
aou + phosphate_star	SO	(26,26.5]	0.2094074	0.1611435	0.2641503
aou + phosphate_star	SO	(26.5,26.75]	0.0574190	0.0157667	0.1143027
aou + phosphate_star	SO	(26.75,27]	-0.0757996	-0.1713794	0.0278933
aou + phosphate_star	SO	(27,27.25]	-0.5044712	-0.5688244	-0.4191092
aou + phosphate_star	SO	(27.25,27.5]	-0.6008762	-0.6237714	-0.5836567
aou + phosphate_star	SO	(27.5,27.75]	-0.5870411	-0.6559616	-0.4824260
aou + phosphate_star	SO	(27.75,27.85]	-0.3789922	-0.3953130	-0.3529106
aou + phosphate_star	SO	(27.85,27.95]	-0.2883138	-0.3370620	-0.2427756
aou + phosphate_star	SO	(27.95,28.05]	0.1963874	0.1089886	0.2559362
aou + phosphate_star	SO	(28.05,28.1]	0.0735275	-0.0345703	0.1317077
aou + phosphate_star	SO	(28.1,28.15]	0.1903030	-0.1197747	0.6133230
aou + phosphate_star	SO	(28.1,28.2]	0.0470002	-0.0654723	0.2336652
aou + phosphate_star	SO	(28.15,28.2]	-0.2313040	-0.6678929	0.3705829
aou + phosphate_star	SO	(28.2, Inf]	-0.2968704	-0.3368671	-0.2338806
aou + phosphate_star	SO	(28.2,28.3]	-0.3708602	-0.4155337	-0.2922114
aou + phosphate_star	SO	(28.3, Inf]	0.0418122	-0.0013058	0.0651750
aou + silicate	Atlantic	(-Inf,26]	0.8428353	0.8186318	0.8642325
aou + silicate	Atlantic	(26,26.5]	0.8980874	0.8808512	0.9118752
aou + silicate	Atlantic	(26.5,26.75]	0.8054023	0.6606216	0.8870924
aou + silicate	Atlantic	(26.75,27]	0.6921316	0.6013157	0.7449583
aou + silicate	Atlantic	(27,27.25]	0.5542368	0.4648619	0.6065939
aou + silicate	Atlantic	(27.25,27.5]	0.3304848	0.2731332	0.3878298
aou + silicate	Atlantic	(27.5,27.75]	0.4969922	0.4439402	0.5941165
aou + silicate	Atlantic	(27.75,27.85]	0.6560569	0.5569450	0.7484096
aou + silicate	Atlantic	(27.85,27.95]	0.7955309	0.7518588	0.8452370
aou + silicate	Atlantic	(27.95,28.05]	0.5185332	0.4997815	0.5319831
aou + silicate	Atlantic	(28.05,28.1]	0.9032218	0.8854067	0.9177853
aou + silicate	Atlantic	(28.1,28.15]	0.8234120	0.8037875	0.8465261
aou + silicate	Atlantic	(28.15,28.2]	0.9002838	0.8831266	0.9123035
aou + silicate	Atlantic	(28.2, Inf]	0.7201533	0.6677393	0.7473733
aou + silicate	Indian	(-Inf,26]	0.9432201	0.9385555	0.9479219
aou + silicate	Indian	(26,26.5]	0.9130028	0.8974405	0.9278070
aou + silicate	Indian	(26.5,26.75]	0.9201211	0.9010829	0.9402018
aou + silicate	Indian	(26.75,27]	0.9351906	0.9209455	0.9565986
aou + silicate	Indian	(27,27.25]	0.9462307	0.9344413	0.9691905
aou + silicate	Indian	(27.25,27.5]	0.9512540	0.9418633	0.9667465
aou + silicate	Indian	(27.5,27.75]	0.9407011	0.9284956	0.9637230
aou + silicate	Indian	(27.75,27.85]	0.9554266	0.9364206	0.9824852
aou + silicate	Indian	(27.85,27.95]	0.9368439	0.9123631	0.9684333
aou + silicate	Indian	(27.95,28.05]	0.8803583	0.8340756	0.9535332
aou + silicate	Indian	(28.05,28.1]	0.8951251	0.8538045	0.9642679
aou + silicate	Indian	(28.1,28.2]	0.9089935	0.8490671	0.9613393
aou + silicate	Indian	(28.2,28.3]	0.9054117	0.8437341	0.9539982
aou + silicate	Indian	(28.3, Inf]	-0.5837219	-0.7633119	-0.4041318
aou + silicate	N_Atlantic	(-Inf,26]	0.9353752	0.8941610	0.9707895
aou + silicate	N_Atlantic	(26,26.5]	0.9594451	0.9421600	0.9885945
aou + silicate	N_Atlantic	(26.5,26.75]	0.9279421	0.9066095	0.9659433
aou + silicate	N_Atlantic	(26.75,27]	0.7815728	0.7168693	0.8579129
aou + silicate	N_Atlantic	(27,27.25]	0.6890873	0.6741558	0.7159517
aou + silicate	N_Atlantic	(27.25,27.5]	0.6123670	0.5177491	0.6797056
aou + silicate	N_Atlantic	(27.5,27.75]	0.6410652	0.5685042	0.6999326
aou + silicate	N_Atlantic	(27.75,27.85]	0.8790843	0.8443641	0.8986930
aou + silicate	N_Atlantic	(27.85,27.95]	0.6905317	0.6784229	0.7134116
aou + silicate	N_Atlantic	(27.95,28.05]	-0.2157964	-0.2440839	-0.1868966
aou + silicate	N_Atlantic	(28.05,28.1]	0.8004629	0.7731823	0.8418849
aou + silicate	N_Atlantic	(28.1,28.15]	0.8357071	0.8210816	0.8538448
aou + silicate	N_Atlantic	(28.15,28.2]	-0.7647497	-0.8137924	-0.7244697
aou + silicate	N_Atlantic	(28.2, Inf]	-0.4233864	-0.8014802	0.2780142
aou + silicate	N_Pacific	(-Inf,26]	0.4120496	0.3570044	0.4940765
aou + silicate	N_Pacific	(26,26.5]	0.7468338	0.6187184	0.8592617
aou + silicate	N_Pacific	(26.5,26.75]	0.6820072	0.6017276	0.7909679
aou + silicate	N_Pacific	(26.75,27]	0.6719643	0.5296938	0.8249284
aou + silicate	N_Pacific	(27,27.25]	0.7302833	0.6300031	0.8297117
aou + silicate	N_Pacific	(27.25,27.5]	0.7327714	0.6487167	0.8335972
aou + silicate	N_Pacific	(27.5,27.75]	0.7397472	0.6610316	0.8056693
aou + silicate	N_Pacific	(27.75,27.85]	0.7758423	0.7575389	0.7907624
aou + silicate	N_Pacific	(27.85,27.95]	0.8688957	0.8635601	0.8737759
aou + silicate	N_Pacific	(27.95,28.05]	0.8288211	0.8270853	0.8321720
aou + silicate	N_Pacific	(28.05,28.1]	0.8201809	0.7716429	0.8460791
aou + silicate	N_Pacific	(28.1,28.2]	0.1951479	0.1155696	0.2590655
aou + silicate	N_Pacific	(28.2,28.3]	0.9811960	0.9737818	0.9884297
aou + silicate	Pacific	(-Inf,26]	0.9078388	0.8915243	0.9401497
aou + silicate	Pacific	(26,26.5]	0.8920747	0.8662567	0.9071971
aou + silicate	Pacific	(26.5,26.75]	0.8507272	0.8211197	0.8700551
aou + silicate	Pacific	(26.75,27]	0.8302626	0.8242078	0.8356682
aou + silicate	Pacific	(27,27.25]	0.7977941	0.7693897	0.8195298
aou + silicate	Pacific	(27.25,27.5]	0.8339667	0.8087791	0.8545023
aou + silicate	Pacific	(27.5,27.75]	0.8662307	0.8243063	0.8877624
aou + silicate	Pacific	(27.75,27.85]	0.8980933	0.8770395	0.9106860
aou + silicate	Pacific	(27.85,27.95]	0.9141156	0.8938433	0.9283714
aou + silicate	Pacific	(27.95,28.05]	0.9213912	0.9178295	0.9235845
aou + silicate	Pacific	(28.05,28.1]	0.9680245	0.9623610	0.9714043
aou + silicate	Pacific	(28.1,28.2]	0.9174467	0.9130425	0.9200647
aou + silicate	Pacific	(28.2,28.3]	0.8803184	0.8461627	0.9239924
aou + silicate	SO	(-Inf,26]	0.6970649	0.2930315	0.9293604
aou + silicate	SO	(26,26.5]	0.6147161	0.4456668	0.7174158
aou + silicate	SO	(26.5,26.75]	0.6174821	0.4991056	0.6781258
aou + silicate	SO	(26.75,27]	0.5424818	0.3995540	0.6411123
aou + silicate	SO	(27,27.25]	0.6533949	0.5720764	0.7222511
aou + silicate	SO	(27.25,27.5]	0.7609655	0.7404878	0.7910636
aou + silicate	SO	(27.5,27.75]	0.8681901	0.8522068	0.8969123
aou + silicate	SO	(27.75,27.85]	0.8967153	0.8865347	0.9035905
aou + silicate	SO	(27.85,27.95]	0.8332061	0.8202423	0.8533194
aou + silicate	SO	(27.95,28.05]	0.7927052	0.7908273	0.7944694
aou + silicate	SO	(28.05,28.1]	0.7757480	0.7165723	0.8084549
aou + silicate	SO	(28.1,28.15]	-0.3419134	-0.5863000	-0.1500950
aou + silicate	SO	(28.1,28.2]	0.4290561	0.2812444	0.5254237
aou + silicate	SO	(28.15,28.2]	-0.2476851	-0.6505353	0.0415318
aou + silicate	SO	(28.2, Inf]	-0.1390218	-0.2165233	-0.0854606
aou + silicate	SO	(28.2,28.3]	0.0950502	-0.0285404	0.1629612
aou + silicate	SO	(28.3, Inf]	0.4394466	0.3840099	0.5186723
nitrate + phosphate	Atlantic	(-Inf,26]	0.9931111	0.9904867	0.9962707
nitrate + phosphate	Atlantic	(26,26.5]	0.9910553	0.9840235	0.9972481
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9618110	0.9407479	0.9881698
nitrate + phosphate	Atlantic	(26.75,27]	0.9138755	0.8700375	0.9662339
nitrate + phosphate	Atlantic	(27,27.25]	0.6437912	0.4106769	0.8209057
nitrate + phosphate	Atlantic	(27.25,27.5]	0.6742181	0.3705031	0.8684368
nitrate + phosphate	Atlantic	(27.5,27.75]	0.4178261	0.0035126	0.8230576
nitrate + phosphate	Atlantic	(27.75,27.85]	0.7183385	0.5792586	0.8593765
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9651387	0.9534549	0.9760132
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9955616	0.9942787	0.9964473
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9991581	0.9990132	0.9993058
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9996493	0.9995910	0.9996950
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9999350	0.9999128	0.9999620
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9992533	0.9987989	0.9996199
nitrate + phosphate	Indian	(-Inf,26]	0.9905529	0.9892688	0.9916939
nitrate + phosphate	Indian	(26,26.5]	0.9701122	0.9593504	0.9800546
nitrate + phosphate	Indian	(26.5,26.75]	0.9358695	0.8975488	0.9709693
nitrate + phosphate	Indian	(26.75,27]	0.8640367	0.7876263	0.9577113
nitrate + phosphate	Indian	(27,27.25]	0.7690842	0.6697882	0.9428231
nitrate + phosphate	Indian	(27.25,27.5]	0.8998761	0.8768071	0.9384382
nitrate + phosphate	Indian	(27.5,27.75]	0.9660109	0.9543904	0.9840855
nitrate + phosphate	Indian	(27.75,27.85]	0.9963922	0.9941471	0.9987489
nitrate + phosphate	Indian	(27.85,27.95]	0.9959432	0.9947579	0.9979836
nitrate + phosphate	Indian	(27.95,28.05]	0.9961897	0.9953360	0.9975813
nitrate + phosphate	Indian	(28.05,28.1]	0.9992871	0.9990905	0.9995641
nitrate + phosphate	Indian	(28.1,28.2]	0.9992882	0.9992601	0.9993252
nitrate + phosphate	Indian	(28.2,28.3]	0.9988359	0.9985187	0.9993059
nitrate + phosphate	Indian	(28.3, Inf]	0.9983169	0.9966446	0.9999891
nitrate + phosphate	N_Atlantic	(-Inf,26]	0.9997690	0.9994711	0.9999377
nitrate + phosphate	N_Atlantic	(26,26.5]	0.9999599	0.9999511	0.9999669
nitrate + phosphate	N_Atlantic	(26.5,26.75]	0.9998469	0.9997317	0.9999109
nitrate + phosphate	N_Atlantic	(26.75,27]	0.9988802	0.9985662	0.9992544
nitrate + phosphate	N_Atlantic	(27,27.25]	0.9981536	0.9978812	0.9985614
nitrate + phosphate	N_Atlantic	(27.25,27.5]	0.9974877	0.9965444	0.9981874
nitrate + phosphate	N_Atlantic	(27.5,27.75]	0.9979802	0.9976719	0.9983103
nitrate + phosphate	N_Atlantic	(27.75,27.85]	0.9967243	0.9951359	0.9978121
nitrate + phosphate	N_Atlantic	(27.85,27.95]	0.9957796	0.9953635	0.9963225
nitrate + phosphate	N_Atlantic	(27.95,28.05]	0.9975119	0.9964739	0.9986218
nitrate + phosphate	N_Atlantic	(28.05,28.1]	0.9939919	0.9925678	0.9952908
nitrate + phosphate	N_Atlantic	(28.1,28.15]	0.9992228	0.9989903	0.9994802
nitrate + phosphate	N_Atlantic	(28.15,28.2]	0.9983357	0.9978529	0.9992306
nitrate + phosphate	N_Atlantic	(28.2, Inf]	0.9948282	0.9929067	0.9971248
nitrate + phosphate	N_Pacific	(-Inf,26]	0.9748754	0.9702531	0.9807612
nitrate + phosphate	N_Pacific	(26,26.5]	0.8501889	0.7965041	0.8995917
nitrate + phosphate	N_Pacific	(26.5,26.75]	0.7489103	0.6267758	0.8940706
nitrate + phosphate	N_Pacific	(26.75,27]	0.2652401	0.0647069	0.6037608
nitrate + phosphate	N_Pacific	(27,27.25]	-0.1004751	-0.4614068	0.2987699
nitrate + phosphate	N_Pacific	(27.25,27.5]	-0.4257579	-0.6877866	-0.1356130
nitrate + phosphate	N_Pacific	(27.5,27.75]	-0.5787685	-0.6712515	-0.4955203
nitrate + phosphate	N_Pacific	(27.75,27.85]	-0.3285299	-0.5356398	-0.2241068
nitrate + phosphate	N_Pacific	(27.85,27.95]	0.7147664	0.6450397	0.7887624
nitrate + phosphate	N_Pacific	(27.95,28.05]	0.9104961	0.9008532	0.9229770
nitrate + phosphate	N_Pacific	(28.05,28.1]	0.9728183	0.9697125	0.9751159
nitrate + phosphate	N_Pacific	(28.1,28.2]	0.9881117	0.9854417	0.9914932
nitrate + phosphate	N_Pacific	(28.2,28.3]	0.9995092	0.9993209	0.9996271
nitrate + phosphate	Pacific	(-Inf,26]	0.9799855	0.9715748	0.9853661
nitrate + phosphate	Pacific	(26,26.5]	0.7970345	0.7362661	0.8525753
nitrate + phosphate	Pacific	(26.5,26.75]	0.1738167	-0.1316878	0.3714251
nitrate + phosphate	Pacific	(26.75,27]	-0.3246581	-0.5703031	-0.1737168
nitrate + phosphate	Pacific	(27,27.25]	-0.6023143	-0.7698908	-0.4897936
nitrate + phosphate	Pacific	(27.25,27.5]	-0.7857870	-0.8814064	-0.7146979
nitrate + phosphate	Pacific	(27.5,27.75]	-0.8105204	-0.8610359	-0.7764092
nitrate + phosphate	Pacific	(27.75,27.85]	-0.7701606	-0.8116856	-0.7087161
nitrate + phosphate	Pacific	(27.85,27.95]	-0.6124958	-0.6897339	-0.5219024
nitrate + phosphate	Pacific	(27.95,28.05]	0.3735195	0.2546944	0.4839616
nitrate + phosphate	Pacific	(28.05,28.1]	0.9419221	0.9259221	0.9579979
nitrate + phosphate	Pacific	(28.1,28.2]	0.9927121	0.9922197	0.9935248
nitrate + phosphate	Pacific	(28.2,28.3]	0.9979780	0.9975735	0.9984950
nitrate + phosphate	SO	(-Inf,26]	0.8937280	0.6924227	0.9980139
nitrate + phosphate	SO	(26,26.5]	0.9709777	0.9339901	0.9917199
nitrate + phosphate	SO	(26.5,26.75]	0.9699600	0.9295004	0.9921859
nitrate + phosphate	SO	(26.75,27]	0.9659271	0.9185673	0.9916952
nitrate + phosphate	SO	(27,27.25]	0.9502478	0.9109570	0.9705220
nitrate + phosphate	SO	(27.25,27.5]	0.8828089	0.8745418	0.8952562
nitrate + phosphate	SO	(27.5,27.75]	0.2724700	0.2520400	0.3048266
nitrate + phosphate	SO	(27.75,27.85]	0.1767181	0.0869935	0.2248466
nitrate + phosphate	SO	(27.85,27.95]	0.5137245	0.4916522	0.5491368
nitrate + phosphate	SO	(27.95,28.05]	0.9014082	0.8905725	0.9151423
nitrate + phosphate	SO	(28.05,28.1]	0.9637544	0.9597359	0.9694809
nitrate + phosphate	SO	(28.1,28.15]	0.9878220	0.9852759	0.9914112
nitrate + phosphate	SO	(28.1,28.2]	0.9743071	0.9682322	0.9796844
nitrate + phosphate	SO	(28.15,28.2]	0.9468132	0.9309686	0.9686168
nitrate + phosphate	SO	(28.2, Inf]	0.9995294	0.9993809	0.9996553
nitrate + phosphate	SO	(28.2,28.3]	0.9734582	0.9683989	0.9786955
nitrate + phosphate	SO	(28.3, Inf]	0.9975879	0.9972717	0.9978048
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8327898	0.8010562	0.8674701
nitrate + phosphate_star	Atlantic	(26,26.5]	0.8377391	0.7955125	0.8602921
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.7473452	0.6037702	0.8342861
nitrate + phosphate_star	Atlantic	(26.75,27]	0.6172947	0.5273571	0.6684824
nitrate + phosphate_star	Atlantic	(27,27.25]	0.2003074	0.0685473	0.3428360
nitrate + phosphate_star	Atlantic	(27.25,27.5]	-0.1241237	-0.2286212	-0.0516751
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.1105894	0.0116202	0.2978757
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6545086	0.5595327	0.7194384
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6666597	0.6460245	0.6857168
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.6585951	0.5468417	0.7863974
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9698417	0.9683168	0.9720303
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9743821	0.9702707	0.9779158
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9957474	0.9947567	0.9971236
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9759261	0.9610539	0.9859806
nitrate + phosphate_star	Indian	(-Inf,26]	0.9315270	0.9298588	0.9333065
nitrate + phosphate_star	Indian	(26,26.5]	0.8418232	0.8185398	0.8838672
nitrate + phosphate_star	Indian	(26.5,26.75]	0.7732208	0.6965050	0.8600699
nitrate + phosphate_star	Indian	(26.75,27]	0.7368589	0.6431288	0.9168273
nitrate + phosphate_star	Indian	(27,27.25]	0.5233379	0.3432569	0.8315367
nitrate + phosphate_star	Indian	(27.25,27.5]	0.1618278	-0.0886371	0.4771699
nitrate + phosphate_star	Indian	(27.5,27.75]	0.0305863	-0.1072499	0.2081596
nitrate + phosphate_star	Indian	(27.75,27.85]	0.2366306	0.0991813	0.4955836
nitrate + phosphate_star	Indian	(27.85,27.95]	0.6161331	0.4199816	0.8279954
nitrate + phosphate_star	Indian	(27.95,28.05]	0.8223439	0.7587516	0.8810494
nitrate + phosphate_star	Indian	(28.05,28.1]	0.9090148	0.8965146	0.9271800
nitrate + phosphate_star	Indian	(28.1,28.2]	0.7778465	0.7437205	0.8055184
nitrate + phosphate_star	Indian	(28.2,28.3]	0.6461842	0.5970883	0.6935671
nitrate + phosphate_star	Indian	(28.3, Inf]	0.9949135	0.9909137	0.9989133
nitrate + phosphate_star	N_Atlantic	(-Inf,26]	0.8843772	0.7996788	0.9415699
nitrate + phosphate_star	N_Atlantic	(26,26.5]	0.8512484	0.7716802	0.9472068
nitrate + phosphate_star	N_Atlantic	(26.5,26.75]	0.8915558	0.8478436	0.9460248
nitrate + phosphate_star	N_Atlantic	(26.75,27]	0.7864808	0.7364699	0.8582351
nitrate + phosphate_star	N_Atlantic	(27,27.25]	0.5664663	0.5456306	0.5795883
nitrate + phosphate_star	N_Atlantic	(27.25,27.5]	0.2755594	0.1858217	0.4374788
nitrate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3259017	0.2538523	0.3869734
nitrate + phosphate_star	N_Atlantic	(27.75,27.85]	0.3809807	0.1910860	0.5552249
nitrate + phosphate_star	N_Atlantic	(27.85,27.95]	0.3534275	0.3150816	0.3832096
nitrate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9429350	0.9393377	0.9448554
nitrate + phosphate_star	N_Atlantic	(28.05,28.1]	0.8959819	0.8815494	0.9109416
nitrate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9064576	0.8758289	0.9240306
nitrate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9368616	0.9168536	0.9572782
nitrate + phosphate_star	N_Atlantic	(28.2, Inf]	-0.4807314	-0.6761389	-0.2669989
nitrate + phosphate_star	N_Pacific	(-Inf,26]	0.9470095	0.9380218	0.9562657
nitrate + phosphate_star	N_Pacific	(26,26.5]	0.8612644	0.8412492	0.8881214
nitrate + phosphate_star	N_Pacific	(26.5,26.75]	0.7573528	0.6993670	0.7932497
nitrate + phosphate_star	N_Pacific	(26.75,27]	0.3725248	0.3158000	0.4694982
nitrate + phosphate_star	N_Pacific	(27,27.25]	-0.0294714	-0.1691952	0.1521024
nitrate + phosphate_star	N_Pacific	(27.25,27.5]	-0.4154862	-0.5728634	-0.1878544
nitrate + phosphate_star	N_Pacific	(27.5,27.75]	-0.6059718	-0.6890215	-0.5067748
nitrate + phosphate_star	N_Pacific	(27.75,27.85]	-0.3707149	-0.5534136	-0.2637582
nitrate + phosphate_star	N_Pacific	(27.85,27.95]	0.6083876	0.5521496	0.6656989
nitrate + phosphate_star	N_Pacific	(27.95,28.05]	0.8484220	0.8386790	0.8543947
nitrate + phosphate_star	N_Pacific	(28.05,28.1]	0.8505989	0.8124498	0.8707665
nitrate + phosphate_star	N_Pacific	(28.1,28.2]	-0.2118097	-0.4127960	-0.0201728
nitrate + phosphate_star	N_Pacific	(28.2,28.3]	0.6952979	0.6795325	0.7264991
nitrate + phosphate_star	Pacific	(-Inf,26]	0.9514332	0.9295832	0.9688679
nitrate + phosphate_star	Pacific	(26,26.5]	0.7768383	0.6518405	0.8627759
nitrate + phosphate_star	Pacific	(26.5,26.75]	0.1664201	-0.2235634	0.4009431
nitrate + phosphate_star	Pacific	(26.75,27]	-0.3194753	-0.5972860	-0.1601960
nitrate + phosphate_star	Pacific	(27,27.25]	-0.5806836	-0.7580748	-0.4677330
nitrate + phosphate_star	Pacific	(27.25,27.5]	-0.7839840	-0.8747992	-0.7211990
nitrate + phosphate_star	Pacific	(27.5,27.75]	-0.8115904	-0.8494541	-0.7907919
nitrate + phosphate_star	Pacific	(27.75,27.85]	-0.7853069	-0.8154007	-0.7459374
nitrate + phosphate_star	Pacific	(27.85,27.95]	-0.6754949	-0.7677834	-0.5996826
nitrate + phosphate_star	Pacific	(27.95,28.05]	0.3701682	0.3015639	0.4895206
nitrate + phosphate_star	Pacific	(28.05,28.1]	0.5797571	0.5000769	0.6373230
nitrate + phosphate_star	Pacific	(28.1,28.2]	0.6260224	0.5982380	0.6534863
nitrate + phosphate_star	Pacific	(28.2,28.3]	0.5703377	0.5137502	0.6532110
nitrate + phosphate_star	SO	(-Inf,26]	0.7462076	0.6117128	0.8823167
nitrate + phosphate_star	SO	(26,26.5]	0.8102551	0.7348166	0.9095345
nitrate + phosphate_star	SO	(26.5,26.75]	0.6499371	0.6036539	0.6889855
nitrate + phosphate_star	SO	(26.75,27]	0.5813485	0.5585791	0.5959857
nitrate + phosphate_star	SO	(27,27.25]	0.1200032	0.0459107	0.2623458
nitrate + phosphate_star	SO	(27.25,27.5]	0.0464613	0.0111016	0.0817537
nitrate + phosphate_star	SO	(27.5,27.75]	-0.0342923	-0.1934798	0.1900680
nitrate + phosphate_star	SO	(27.75,27.85]	0.3020874	0.2115161	0.4291598
nitrate + phosphate_star	SO	(27.85,27.95]	0.8030409	0.7733873	0.8346133
nitrate + phosphate_star	SO	(27.95,28.05]	0.8845631	0.8621993	0.9123248
nitrate + phosphate_star	SO	(28.05,28.1]	0.6437202	0.6158106	0.6847599
nitrate + phosphate_star	SO	(28.1,28.15]	0.9499905	0.9285584	0.9704329
nitrate + phosphate_star	SO	(28.1,28.2]	0.5599195	0.4810186	0.6403200
nitrate + phosphate_star	SO	(28.15,28.2]	0.7849074	0.7150771	0.8794861
nitrate + phosphate_star	SO	(28.2, Inf]	0.9866693	0.9849955	0.9876075
nitrate + phosphate_star	SO	(28.2,28.3]	0.6862272	0.6497793	0.7224395
nitrate + phosphate_star	SO	(28.3, Inf]	0.7880486	0.5688844	0.8987526
nitrate + silicate	Atlantic	(-Inf,26]	0.9343230	0.9262248	0.9457372
nitrate + silicate	Atlantic	(26,26.5]	0.9486334	0.9399484	0.9646513
nitrate + silicate	Atlantic	(26.5,26.75]	0.8617926	0.7786471	0.9216111
nitrate + silicate	Atlantic	(26.75,27]	0.7277761	0.6511509	0.7813117
nitrate + silicate	Atlantic	(27,27.25]	0.4392063	0.3417921	0.5991607
nitrate + silicate	Atlantic	(27.25,27.5]	0.3058312	0.2091494	0.3798563
nitrate + silicate	Atlantic	(27.5,27.75]	0.3181391	0.1472908	0.5151273
nitrate + silicate	Atlantic	(27.75,27.85]	0.8251022	0.7618217	0.8647970
nitrate + silicate	Atlantic	(27.85,27.95]	0.9085024	0.8942747	0.9309751
nitrate + silicate	Atlantic	(27.95,28.05]	0.7147035	0.6940757	0.7458318
nitrate + silicate	Atlantic	(28.05,28.1]	0.8766949	0.8505924	0.9113515
nitrate + silicate	Atlantic	(28.1,28.15]	0.7645413	0.7455067	0.7831062
nitrate + silicate	Atlantic	(28.15,28.2]	0.8906804	0.8606797	0.9087752
nitrate + silicate	Atlantic	(28.2, Inf]	0.8013473	0.7625023	0.8253331
nitrate + silicate	Indian	(-Inf,26]	0.9205581	0.9150309	0.9275893
nitrate + silicate	Indian	(26,26.5]	0.8480892	0.8155455	0.8712493
nitrate + silicate	Indian	(26.5,26.75]	0.8000488	0.7242844	0.8683931
nitrate + silicate	Indian	(26.75,27]	0.7431064	0.6547504	0.8653849
nitrate + silicate	Indian	(27,27.25]	0.6771107	0.5720505	0.8745470
nitrate + silicate	Indian	(27.25,27.5]	0.8808749	0.8580300	0.9234632
nitrate + silicate	Indian	(27.5,27.75]	0.9458586	0.9307484	0.9634496
nitrate + silicate	Indian	(27.75,27.85]	0.9512962	0.9258291	0.9806128
nitrate + silicate	Indian	(27.85,27.95]	0.9623591	0.9498033	0.9853357
nitrate + silicate	Indian	(27.95,28.05]	0.9279297	0.8982033	0.9756487
nitrate + silicate	Indian	(28.05,28.1]	0.9103658	0.8750032	0.9657266
nitrate + silicate	Indian	(28.1,28.2]	0.9198956	0.8807938	0.9628053
nitrate + silicate	Indian	(28.2,28.3]	0.9491564	0.8817202	0.9862410
nitrate + silicate	Indian	(28.3, Inf]	-0.0343147	-0.9875212	0.9188919
nitrate + silicate	N_Atlantic	(-Inf,26]	0.9951898	0.9942740	0.9963223
nitrate + silicate	N_Atlantic	(26,26.5]	0.9939332	0.9924539	0.9966213
nitrate + silicate	N_Atlantic	(26.5,26.75]	0.9807941	0.9692741	0.9890193
nitrate + silicate	N_Atlantic	(26.75,27]	0.8922738	0.8652742	0.9242402
nitrate + silicate	N_Atlantic	(27,27.25]	0.8490617	0.8221098	0.8663939
nitrate + silicate	N_Atlantic	(27.25,27.5]	0.8506488	0.7969676	0.8983269
nitrate + silicate	N_Atlantic	(27.5,27.75]	0.9235650	0.8738395	0.9564871
nitrate + silicate	N_Atlantic	(27.75,27.85]	0.8576127	0.8230944	0.8886881
nitrate + silicate	N_Atlantic	(27.85,27.95]	0.7200572	0.6369210	0.7792094
nitrate + silicate	N_Atlantic	(27.95,28.05]	0.3674951	0.2905910	0.4566988
nitrate + silicate	N_Atlantic	(28.05,28.1]	0.8820274	0.8596609	0.8954106
nitrate + silicate	N_Atlantic	(28.1,28.15]	0.9734333	0.9697082	0.9772288
nitrate + silicate	N_Atlantic	(28.15,28.2]	0.9132837	0.8629083	0.9398539
nitrate + silicate	N_Atlantic	(28.2, Inf]	-0.1928294	-0.8982639	0.5379601
nitrate + silicate	N_Pacific	(-Inf,26]	0.9709417	0.9569842	0.9798599
nitrate + silicate	N_Pacific	(26,26.5]	0.8881098	0.8587857	0.9148576
nitrate + silicate	N_Pacific	(26.5,26.75]	0.7997603	0.7201903	0.9051459
nitrate + silicate	N_Pacific	(26.75,27]	0.3338047	0.1704659	0.6218606
nitrate + silicate	N_Pacific	(27,27.25]	-0.1281380	-0.3893895	0.1918722
nitrate + silicate	N_Pacific	(27.25,27.5]	-0.3865971	-0.5278291	-0.2073820
nitrate + silicate	N_Pacific	(27.5,27.75]	-0.5288606	-0.5788105	-0.4374586
nitrate + silicate	N_Pacific	(27.75,27.85]	0.0396970	-0.1474548	0.1362704
nitrate + silicate	N_Pacific	(27.85,27.95]	0.8415781	0.8067648	0.8696728
nitrate + silicate	N_Pacific	(27.95,28.05]	0.9398744	0.9346838	0.9429468
nitrate + silicate	N_Pacific	(28.05,28.1]	0.9173641	0.8879449	0.9380991
nitrate + silicate	N_Pacific	(28.1,28.2]	0.3961772	0.2902730	0.4801061
nitrate + silicate	N_Pacific	(28.2,28.3]	0.9874218	0.9807355	0.9908663
nitrate + silicate	Pacific	(-Inf,26]	0.9486190	0.9248730	0.9633718
nitrate + silicate	Pacific	(26,26.5]	0.7334836	0.6094260	0.8298104
nitrate + silicate	Pacific	(26.5,26.75]	0.2342867	-0.1728577	0.4974740
nitrate + silicate	Pacific	(26.75,27]	-0.0935769	-0.4253312	0.1309316
nitrate + silicate	Pacific	(27,27.25]	-0.1480993	-0.4439689	0.0101563
nitrate + silicate	Pacific	(27.25,27.5]	-0.3850739	-0.6584855	-0.2434412
nitrate + silicate	Pacific	(27.5,27.75]	-0.4909479	-0.6517784	-0.3907391
nitrate + silicate	Pacific	(27.75,27.85]	-0.4726968	-0.5700720	-0.3866468
nitrate + silicate	Pacific	(27.85,27.95]	-0.3350277	-0.4726216	-0.2131007
nitrate + silicate	Pacific	(27.95,28.05]	0.5687523	0.4501888	0.6652359
nitrate + silicate	Pacific	(28.05,28.1]	0.9609931	0.9496741	0.9711130
nitrate + silicate	Pacific	(28.1,28.2]	0.9363940	0.9345284	0.9384023
nitrate + silicate	Pacific	(28.2,28.3]	0.8797959	0.8283588	0.9305491
nitrate + silicate	SO	(-Inf,26]	0.5628286	0.0078439	0.9388120
nitrate + silicate	SO	(26,26.5]	0.8466875	0.8328736	0.8685607
nitrate + silicate	SO	(26.5,26.75]	0.8219226	0.8101961	0.8445583
nitrate + silicate	SO	(26.75,27]	0.7908564	0.7489513	0.8306167
nitrate + silicate	SO	(27,27.25]	0.7586240	0.7366671	0.7933406
nitrate + silicate	SO	(27.25,27.5]	0.7497494	0.7181049	0.8009427
nitrate + silicate	SO	(27.5,27.75]	-0.0003702	-0.0416376	0.0769573
nitrate + silicate	SO	(27.75,27.85]	-0.1203381	-0.1797186	-0.0593851
nitrate + silicate	SO	(27.85,27.95]	0.2311666	0.1756928	0.2951371
nitrate + silicate	SO	(27.95,28.05]	0.4735430	0.4386051	0.4921041
nitrate + silicate	SO	(28.05,28.1]	0.5258890	0.5162719	0.5426847
nitrate + silicate	SO	(28.1,28.15]	-0.8400253	-0.8518620	-0.8299428
nitrate + silicate	SO	(28.1,28.2]	0.6319845	0.5069270	0.8035127
nitrate + silicate	SO	(28.15,28.2]	-0.4089909	-0.5303967	-0.3303926
nitrate + silicate	SO	(28.2, Inf]	0.9207542	0.8968185	0.9539273
nitrate + silicate	SO	(28.2,28.3]	0.8528737	0.8284498	0.8744613
nitrate + silicate	SO	(28.3, Inf]	0.6174161	0.5793613	0.6662826
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8586049	0.8482804	0.8776526
phosphate + phosphate_star	Atlantic	(26,26.5]	0.8394093	0.7970816	0.8618537
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.7824711	0.6475368	0.8781367
phosphate + phosphate_star	Atlantic	(26.75,27]	0.7204492	0.6475761	0.7754903
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4748110	0.3275853	0.6190949
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.1102070	-0.0152144	0.2953276
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.5093364	0.4326257	0.6190591
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.6128698	0.5514961	0.6582595
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.6341627	0.6244855	0.6479356
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.6207760	0.5044560	0.7530647
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9729753	0.9726226	0.9734062
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9770607	0.9731493	0.9799501
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9957131	0.9948626	0.9971407
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9674809	0.9475334	0.9814156
phosphate + phosphate_star	Indian	(-Inf,26]	0.9467379	0.9441757	0.9489470
phosphate + phosphate_star	Indian	(26,26.5]	0.8991847	0.8885993	0.9060170
phosphate + phosphate_star	Indian	(26.5,26.75]	0.8862060	0.8715901	0.9098725
phosphate + phosphate_star	Indian	(26.75,27]	0.8529706	0.8045662	0.9407733
phosphate + phosphate_star	Indian	(27,27.25]	0.6493763	0.5142557	0.8352928
phosphate + phosphate_star	Indian	(27.25,27.5]	0.3010537	0.0762820	0.5900038
phosphate + phosphate_star	Indian	(27.5,27.75]	0.0737288	-0.0754299	0.2193951
phosphate + phosphate_star	Indian	(27.75,27.85]	0.2380894	0.0934883	0.5024866
phosphate + phosphate_star	Indian	(27.85,27.95]	0.5765016	0.3795024	0.7994882
phosphate + phosphate_star	Indian	(27.95,28.05]	0.7775172	0.7042825	0.8485190
phosphate + phosphate_star	Indian	(28.05,28.1]	0.8971272	0.8827698	0.9172057
phosphate + phosphate_star	Indian	(28.1,28.2]	0.7596057	0.7225206	0.7889434
phosphate + phosphate_star	Indian	(28.2,28.3]	0.6372267	0.5814750	0.6858798
phosphate + phosphate_star	Indian	(28.3, Inf]	0.9976494	0.9962280	0.9990708
phosphate + phosphate_star	N_Atlantic	(-Inf,26]	0.8887530	0.7997525	0.9437222
phosphate + phosphate_star	N_Atlantic	(26,26.5]	0.8538379	0.7747652	0.9479643
phosphate + phosphate_star	N_Atlantic	(26.5,26.75]	0.8944094	0.8511144	0.9482437
phosphate + phosphate_star	N_Atlantic	(26.75,27]	0.8058407	0.7598472	0.8707067
phosphate + phosphate_star	N_Atlantic	(27,27.25]	0.6060648	0.5895019	0.6199434
phosphate + phosphate_star	N_Atlantic	(27.25,27.5]	0.3339431	0.2363238	0.4904678
phosphate + phosphate_star	N_Atlantic	(27.5,27.75]	0.3714896	0.2950923	0.4359081
phosphate + phosphate_star	N_Atlantic	(27.75,27.85]	0.4291030	0.2358602	0.5919744
phosphate + phosphate_star	N_Atlantic	(27.85,27.95]	0.3751490	0.3263301	0.4017115
phosphate + phosphate_star	N_Atlantic	(27.95,28.05]	0.9428422	0.9398243	0.9456949
phosphate + phosphate_star	N_Atlantic	(28.05,28.1]	0.9298354	0.9228032	0.9374297
phosphate + phosphate_star	N_Atlantic	(28.1,28.15]	0.9147974	0.8881608	0.9324352
phosphate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9356136	0.9003463	0.9623047
phosphate + phosphate_star	N_Atlantic	(28.2, Inf]	-0.4954603	-0.7064689	-0.2468508
phosphate + phosphate_star	N_Pacific	(-Inf,26]	0.9027077	0.8946192	0.9075400
phosphate + phosphate_star	N_Pacific	(26,26.5]	0.7717184	0.7307953	0.8463804
phosphate + phosphate_star	N_Pacific	(26.5,26.75]	0.6486749	0.5173871	0.7341013
phosphate + phosphate_star	N_Pacific	(26.75,27]	0.4550468	0.3424416	0.6652636
phosphate + phosphate_star	N_Pacific	(27,27.25]	0.4104657	0.2210289	0.6441445
phosphate + phosphate_star	N_Pacific	(27.25,27.5]	0.7961016	0.6664538	0.9000636
phosphate + phosphate_star	N_Pacific	(27.5,27.75]	0.9687525	0.9578189	0.9776610
phosphate + phosphate_star	N_Pacific	(27.75,27.85]	0.9729247	0.9611238	0.9789077
phosphate + phosphate_star	N_Pacific	(27.85,27.95]	0.9544153	0.9419743	0.9671978
phosphate + phosphate_star	N_Pacific	(27.95,28.05]	0.9135407	0.9034028	0.9205578
phosphate + phosphate_star	N_Pacific	(28.05,28.1]	0.7465568	0.6975280	0.7888923
phosphate + phosphate_star	N_Pacific	(28.1,28.2]	-0.3390389	-0.5144984	-0.1705033
phosphate + phosphate_star	N_Pacific	(28.2,28.3]	0.6839003	0.6666830	0.7141215
phosphate + phosphate_star	Pacific	(-Inf,26]	0.9439244	0.9371268	0.9553576
phosphate + phosphate_star	Pacific	(26,26.5]	0.9641591	0.9544285	0.9691141
phosphate + phosphate_star	Pacific	(26.5,26.75]	0.9601652	0.9550394	0.9632806
phosphate + phosphate_star	Pacific	(26.75,27]	0.9611692	0.9520495	0.9688054
phosphate + phosphate_star	Pacific	(27,27.25]	0.9748403	0.9696101	0.9802859
phosphate + phosphate_star	Pacific	(27.25,27.5]	0.9839014	0.9809303	0.9883920
phosphate + phosphate_star	Pacific	(27.5,27.75]	0.9796539	0.9773574	0.9817776
phosphate + phosphate_star	Pacific	(27.75,27.85]	0.9737958	0.9705721	0.9754091
phosphate + phosphate_star	Pacific	(27.85,27.95]	0.9563998	0.9555125	0.9574336
phosphate + phosphate_star	Pacific	(27.95,28.05]	0.8753064	0.8607023	0.8893798
phosphate + phosphate_star	Pacific	(28.05,28.1]	0.6099034	0.5127294	0.6748736
phosphate + phosphate_star	Pacific	(28.1,28.2]	0.5907330	0.5664452	0.6173006
phosphate + phosphate_star	Pacific	(28.2,28.3]	0.5803006	0.5275149	0.6590938
phosphate + phosphate_star	SO	(-Inf,26]	0.5020579	0.1033429	0.8732316
phosphate + phosphate_star	SO	(26,26.5]	0.8156369	0.7552212	0.8740091
phosphate + phosphate_star	SO	(26.5,26.75]	0.6170083	0.5969515	0.6441808
phosphate + phosphate_star	SO	(26.75,27]	0.5261651	0.4893497	0.5657515
phosphate + phosphate_star	SO	(27,27.25]	-0.0311055	-0.1122998	0.1106192
phosphate + phosphate_star	SO	(27.25,27.5]	-0.2071391	-0.2626591	-0.1601930
phosphate + phosphate_star	SO	(27.5,27.75]	-0.2684683	-0.3969023	-0.0873700
phosphate + phosphate_star	SO	(27.75,27.85]	-0.0710872	-0.0976497	-0.0256734
phosphate + phosphate_star	SO	(27.85,27.95]	0.1687048	0.1318328	0.1901396
phosphate + phosphate_star	SO	(27.95,28.05]	0.6440009	0.6108990	0.6980224
phosphate + phosphate_star	SO	(28.05,28.1]	0.4346686	0.3835769	0.4732602
phosphate + phosphate_star	SO	(28.1,28.15]	0.8982397	0.8673851	0.9367155
phosphate + phosphate_star	SO	(28.1,28.2]	0.3920936	0.3278295	0.4972051
phosphate + phosphate_star	SO	(28.15,28.2]	0.5861737	0.4540282	0.7688198
phosphate + phosphate_star	SO	(28.2, Inf]	0.9842875	0.9829676	0.9853523
phosphate + phosphate_star	SO	(28.2,28.3]	0.7009797	0.6498682	0.7399543
phosphate + phosphate_star	SO	(28.3, Inf]	0.7724811	0.5328524	0.8944875
sal + aou	Atlantic	(-Inf,26]	-0.1119610	-0.1958777	-0.0534368
sal + aou	Atlantic	(26,26.5]	-0.2146296	-0.2904356	-0.0971243
sal + aou	Atlantic	(26.5,26.75]	-0.3168965	-0.5235567	-0.0188448
sal + aou	Atlantic	(26.75,27]	-0.2712628	-0.3535645	-0.1320548
sal + aou	Atlantic	(27,27.25]	0.0365983	-0.1073878	0.2287038
sal + aou	Atlantic	(27.25,27.5]	0.3308430	0.2199983	0.4272796
sal + aou	Atlantic	(27.5,27.75]	-0.0892465	-0.1305369	-0.0103664
sal + aou	Atlantic	(27.75,27.85]	-0.2027523	-0.2584435	-0.1015724
sal + aou	Atlantic	(27.85,27.95]	-0.4270637	-0.4655758	-0.3813130
sal + aou	Atlantic	(27.95,28.05]	-0.4662915	-0.5013749	-0.4308895
sal + aou	Atlantic	(28.05,28.1]	-0.8565442	-0.8842797	-0.8383399
sal + aou	Atlantic	(28.1,28.15]	-0.8307277	-0.8593008	-0.7933399
sal + aou	Atlantic	(28.15,28.2]	-0.9688357	-0.9805064	-0.9610929
sal + aou	Atlantic	(28.2, Inf]	-0.7018016	-0.8196536	-0.5515578
sal + aou	Indian	(-Inf,26]	-0.5986069	-0.7232357	-0.4904909
sal + aou	Indian	(26,26.5]	-0.5218844	-0.7433928	-0.3479394
sal + aou	Indian	(26.5,26.75]	-0.4198893	-0.7452954	-0.2412013
sal + aou	Indian	(26.75,27]	-0.3802039	-0.8178397	-0.1600455
sal + aou	Indian	(27,27.25]	-0.0478714	-0.4844610	0.2483652
sal + aou	Indian	(27.25,27.5]	0.3721182	0.1837396	0.5404497
sal + aou	Indian	(27.5,27.75]	0.5692726	0.5293198	0.6111766
sal + aou	Indian	(27.75,27.85]	0.5831258	0.5444696	0.6050503
sal + aou	Indian	(27.85,27.95]	-0.0250288	-0.2342688	0.1756877
sal + aou	Indian	(27.95,28.05]	-0.6807795	-0.7562337	-0.6032326
sal + aou	Indian	(28.05,28.1]	-0.7198940	-0.7462977	-0.6962048
sal + aou	Indian	(28.1,28.2]	-0.0372985	-0.2636498	0.2332693
sal + aou	Indian	(28.2,28.3]	0.6183491	0.5889362	0.6757471
sal + aou	Indian	(28.3, Inf]	-0.1552532	-0.3505869	0.0400806
sal + aou	N_Atlantic	(-Inf,26]	-0.7775885	-0.8342315	-0.6755468
sal + aou	N_Atlantic	(26,26.5]	-0.7789882	-0.9229090	-0.6509097
sal + aou	N_Atlantic	(26.5,26.75]	-0.7297678	-0.8500945	-0.6156882
sal + aou	N_Atlantic	(26.75,27]	-0.5482003	-0.6407586	-0.4074728
sal + aou	N_Atlantic	(27,27.25]	-0.1814981	-0.2646742	-0.1150804
sal + aou	N_Atlantic	(27.25,27.5]	0.0733414	-0.0559703	0.1812785
sal + aou	N_Atlantic	(27.5,27.75]	0.1787398	0.0562258	0.2969475
sal + aou	N_Atlantic	(27.75,27.85]	0.2419214	0.1771242	0.2971780
sal + aou	N_Atlantic	(27.85,27.95]	0.3186653	0.2064226	0.4533849
sal + aou	N_Atlantic	(27.95,28.05]	0.0447033	-0.1534075	0.1791342
sal + aou	N_Atlantic	(28.05,28.1]	0.1676837	0.0831492	0.2530515
sal + aou	N_Atlantic	(28.1,28.15]	-0.0833880	-0.1258458	-0.0052383
sal + aou	N_Atlantic	(28.15,28.2]	0.8143108	0.7032950	0.8739839
sal + aou	N_Atlantic	(28.2, Inf]	0.1699231	-0.0458139	0.3113401
sal + aou	N_Pacific	(-Inf,26]	0.0341563	-0.0568506	0.0843269
sal + aou	N_Pacific	(26,26.5]	-0.0011964	-0.1634355	0.1222293
sal + aou	N_Pacific	(26.5,26.75]	0.3507722	0.2573680	0.5157332
sal + aou	N_Pacific	(26.75,27]	0.6774127	0.6200099	0.7529103
sal + aou	N_Pacific	(27,27.25]	0.6980076	0.6699737	0.7498095
sal + aou	N_Pacific	(27.25,27.5]	0.5471688	0.4995964	0.5929594
sal + aou	N_Pacific	(27.5,27.75]	0.2185927	0.1630809	0.2568964
sal + aou	N_Pacific	(27.75,27.85]	0.3605504	0.3409954	0.3896191
sal + aou	N_Pacific	(27.85,27.95]	0.3505562	0.1435565	0.5418396
sal + aou	N_Pacific	(27.95,28.05]	0.1253645	-0.0051268	0.2027734
sal + aou	N_Pacific	(28.05,28.1]	0.6722607	0.5288953	0.7996373
sal + aou	N_Pacific	(28.1,28.2]	0.9429847	0.9078858	0.9722996
sal + aou	N_Pacific	(28.2,28.3]	0.9845515	0.9779548	0.9888972
sal + aou	Pacific	(-Inf,26]	-0.3752050	-0.4524358	-0.2796765
sal + aou	Pacific	(26,26.5]	-0.5461661	-0.5928351	-0.4564595
sal + aou	Pacific	(26.5,26.75]	-0.4374949	-0.5000245	-0.3195062
sal + aou	Pacific	(26.75,27]	-0.3051236	-0.3701743	-0.2224464
sal + aou	Pacific	(27,27.25]	-0.1200684	-0.2643978	0.0287323
sal + aou	Pacific	(27.25,27.5]	0.0179579	-0.1074010	0.1384303
sal + aou	Pacific	(27.5,27.75]	0.1751559	0.0666530	0.2685698
sal + aou	Pacific	(27.75,27.85]	0.2469983	0.1093244	0.3382504
sal + aou	Pacific	(27.85,27.95]	0.1016350	-0.0022597	0.1632245
sal + aou	Pacific	(27.95,28.05]	0.0693987	-0.0354768	0.1292821
sal + aou	Pacific	(28.05,28.1]	0.2286157	0.1116706	0.3490819
sal + aou	Pacific	(28.1,28.2]	0.5387044	0.4703363	0.5842245
sal + aou	Pacific	(28.2,28.3]	0.7723104	0.7326948	0.7938307
sal + aou	SO	(-Inf,26]	0.0348955	-0.1202526	0.1428129
sal + aou	SO	(26,26.5]	-0.0335309	-0.0653869	0.0130050
sal + aou	SO	(26.5,26.75]	-0.0093806	-0.0543433	0.0479866
sal + aou	SO	(26.75,27]	0.1402016	0.0798271	0.1969992
sal + aou	SO	(27,27.25]	0.6860651	0.6369367	0.7151077
sal + aou	SO	(27.25,27.5]	0.8020292	0.7888435	0.8271239
sal + aou	SO	(27.5,27.75]	0.7827838	0.7042824	0.8293153
sal + aou	SO	(27.75,27.85]	0.6340087	0.6007033	0.6600702
sal + aou	SO	(27.85,27.95]	0.3824395	0.3559872	0.4254246
sal + aou	SO	(27.95,28.05]	-0.1603480	-0.2315012	-0.0869355
sal + aou	SO	(28.05,28.1]	-0.0173445	-0.0618971	0.0717595
sal + aou	SO	(28.1,28.15]	-0.3067437	-0.6508318	-0.0665254
sal + aou	SO	(28.1,28.2]	-0.0660759	-0.2549649	0.0463724
sal + aou	SO	(28.15,28.2]	-0.0254555	-0.5613881	0.3559683
sal + aou	SO	(28.2, Inf]	-0.1516573	-0.2569672	-0.0728776
sal + aou	SO	(28.2,28.3]	0.3763755	0.1233818	0.5551768
sal + aou	SO	(28.3, Inf]	0.8303323	0.7968973	0.8542033
sal + nitrate	Atlantic	(-Inf,26]	-0.3691675	-0.4303472	-0.3126488
sal + nitrate	Atlantic	(26,26.5]	-0.4046962	-0.4384298	-0.3588330
sal + nitrate	Atlantic	(26.5,26.75]	-0.4899205	-0.6479262	-0.2782413
sal + nitrate	Atlantic	(26.75,27]	-0.4353081	-0.5161566	-0.3144953
sal + nitrate	Atlantic	(27,27.25]	-0.1573247	-0.2631003	0.0306396
sal + nitrate	Atlantic	(27.25,27.5]	0.1132875	-0.0082361	0.2666945
sal + nitrate	Atlantic	(27.5,27.75]	-0.2694185	-0.3309096	-0.1681694
sal + nitrate	Atlantic	(27.75,27.85]	-0.6153058	-0.6817740	-0.5406500
sal + nitrate	Atlantic	(27.85,27.95]	-0.6161066	-0.6720456	-0.5809787
sal + nitrate	Atlantic	(27.95,28.05]	-0.6980117	-0.7649325	-0.6586372
sal + nitrate	Atlantic	(28.05,28.1]	-0.9355662	-0.9579649	-0.9174477
sal + nitrate	Atlantic	(28.1,28.15]	-0.8952017	-0.9158467	-0.8715276
sal + nitrate	Atlantic	(28.15,28.2]	-0.9843618	-0.9905855	-0.9800703
sal + nitrate	Atlantic	(28.2, Inf]	-0.8711559	-0.9268921	-0.7957326
sal + nitrate	Indian	(-Inf,26]	-0.6329198	-0.7408116	-0.5351756
sal + nitrate	Indian	(26,26.5]	-0.5644853	-0.8018730	-0.3834145
sal + nitrate	Indian	(26.5,26.75]	-0.4683176	-0.7633839	-0.2969971
sal + nitrate	Indian	(26.75,27]	-0.5263639	-0.8685918	-0.3081525
sal + nitrate	Indian	(27,27.25]	-0.3462216	-0.6956073	-0.1505607
sal + nitrate	Indian	(27.25,27.5]	0.1861469	0.0332651	0.3435291
sal + nitrate	Indian	(27.5,27.75]	0.4886574	0.4494371	0.5170307
sal + nitrate	Indian	(27.75,27.85]	0.5398424	0.5164799	0.5698154
sal + nitrate	Indian	(27.85,27.95]	-0.0933854	-0.2691370	0.0987774
sal + nitrate	Indian	(27.95,28.05]	-0.7923276	-0.8380685	-0.7373664
sal + nitrate	Indian	(28.05,28.1]	-0.7826404	-0.8030265	-0.7687016
sal + nitrate	Indian	(28.1,28.2]	-0.1651868	-0.3865296	0.1255297
sal + nitrate	Indian	(28.2,28.3]	0.5766683	0.5147775	0.6723622
sal + nitrate	Indian	(28.3, Inf]	0.1962992	-0.2116231	0.6042216
sal + nitrate	N_Atlantic	(-Inf,26]	-0.8995105	-0.9151383	-0.8824491
sal + nitrate	N_Atlantic	(26,26.5]	-0.8761847	-0.9531925	-0.7891347
sal + nitrate	N_Atlantic	(26.5,26.75]	-0.8488663	-0.9083585	-0.7616891
sal + nitrate	N_Atlantic	(26.75,27]	-0.7235237	-0.7675696	-0.6404637
sal + nitrate	N_Atlantic	(27,27.25]	-0.4325583	-0.4917441	-0.3466511
sal + nitrate	N_Atlantic	(27.25,27.5]	-0.2862923	-0.4185539	-0.1967251
sal + nitrate	N_Atlantic	(27.5,27.75]	-0.4245863	-0.5583701	-0.3001011
sal + nitrate	N_Atlantic	(27.75,27.85]	-0.4377142	-0.5471378	-0.3297057
sal + nitrate	N_Atlantic	(27.85,27.95]	-0.1983124	-0.3020407	-0.0672564
sal + nitrate	N_Atlantic	(27.95,28.05]	-0.8613412	-0.8943509	-0.8344509
sal + nitrate	N_Atlantic	(28.05,28.1]	-0.4064767	-0.4445202	-0.3446900
sal + nitrate	N_Atlantic	(28.1,28.15]	-0.2944235	-0.3061280	-0.2823639
sal + nitrate	N_Atlantic	(28.15,28.2]	-0.5575060	-0.7175375	-0.2978498
sal + nitrate	N_Atlantic	(28.2, Inf]	0.1213315	-0.0946886	0.3367555
sal + nitrate	N_Pacific	(-Inf,26]	-0.8238385	-0.8422658	-0.8013507
sal + nitrate	N_Pacific	(26,26.5]	-0.6916085	-0.7208642	-0.6487905
sal + nitrate	N_Pacific	(26.5,26.75]	-0.5345314	-0.5761723	-0.5112532
sal + nitrate	N_Pacific	(26.75,27]	-0.3897973	-0.5332092	-0.2102496
sal + nitrate	N_Pacific	(27,27.25]	-0.3757797	-0.6089828	-0.1494645
sal + nitrate	N_Pacific	(27.25,27.5]	-0.6215993	-0.7772212	-0.4559796
sal + nitrate	N_Pacific	(27.5,27.75]	-0.7012674	-0.7131527	-0.6800332
sal + nitrate	N_Pacific	(27.75,27.85]	-0.6357864	-0.6856781	-0.5704530
sal + nitrate	N_Pacific	(27.85,27.95]	0.1377179	-0.1251946	0.4190975
sal + nitrate	N_Pacific	(27.95,28.05]	0.2554612	0.1273608	0.3474485
sal + nitrate	N_Pacific	(28.05,28.1]	0.7276005	0.6105841	0.8494030
sal + nitrate	N_Pacific	(28.1,28.2]	0.9097156	0.8498884	0.9614051
sal + nitrate	N_Pacific	(28.2,28.3]	0.9825998	0.9731447	0.9885263
sal + nitrate	Pacific	(-Inf,26]	-0.4889940	-0.5278869	-0.4212892
sal + nitrate	Pacific	(26,26.5]	-0.7646549	-0.8187029	-0.6607949
sal + nitrate	Pacific	(26.5,26.75]	-0.7133141	-0.8279691	-0.5422543
sal + nitrate	Pacific	(26.75,27]	-0.6285244	-0.7265451	-0.5072055
sal + nitrate	Pacific	(27,27.25]	-0.7039874	-0.7607231	-0.6433281
sal + nitrate	Pacific	(27.25,27.5]	-0.6947441	-0.7515494	-0.6191999
sal + nitrate	Pacific	(27.5,27.75]	-0.6952178	-0.7269682	-0.6687093
sal + nitrate	Pacific	(27.75,27.85]	-0.7175010	-0.7425373	-0.7009119
sal + nitrate	Pacific	(27.85,27.95]	-0.6400545	-0.6734697	-0.5736373
sal + nitrate	Pacific	(27.95,28.05]	-0.5482992	-0.6008100	-0.4500155
sal + nitrate	Pacific	(28.05,28.1]	0.0524512	-0.0652834	0.1379204
sal + nitrate	Pacific	(28.1,28.2]	0.4197959	0.3401352	0.4742364
sal + nitrate	Pacific	(28.2,28.3]	0.6852831	0.6304515	0.7370849
sal + nitrate	SO	(-Inf,26]	-0.2483074	-0.3086140	-0.2103401
sal + nitrate	SO	(26,26.5]	-0.5245072	-0.6423411	-0.4216545
sal + nitrate	SO	(26.5,26.75]	-0.5390343	-0.6037604	-0.4886980
sal + nitrate	SO	(26.75,27]	-0.5119317	-0.5221415	-0.5046719
sal + nitrate	SO	(27,27.25]	0.0999405	-0.0036952	0.1842533
sal + nitrate	SO	(27.25,27.5]	0.2216595	0.1799143	0.2612758
sal + nitrate	SO	(27.5,27.75]	0.0115784	-0.2007232	0.1833883
sal + nitrate	SO	(27.75,27.85]	-0.3986901	-0.4761449	-0.3288352
sal + nitrate	SO	(27.85,27.95]	-0.8098011	-0.8299547	-0.7994782
sal + nitrate	SO	(27.95,28.05]	-0.8615885	-0.8936358	-0.8308241
sal + nitrate	SO	(28.05,28.1]	-0.5628221	-0.5989974	-0.5436959
sal + nitrate	SO	(28.1,28.15]	-0.9533166	-0.9597029	-0.9456242
sal + nitrate	SO	(28.1,28.2]	-0.2766857	-0.4042993	-0.0818691
sal + nitrate	SO	(28.15,28.2]	-0.6693294	-0.7609052	-0.6083427
sal + nitrate	SO	(28.2, Inf]	0.0897476	-0.0901421	0.1836524
sal + nitrate	SO	(28.2,28.3]	0.4466657	0.3411936	0.5335703
sal + nitrate	SO	(28.3, Inf]	0.3726141	0.2052707	0.7037406
sal + phosphate	Atlantic	(-Inf,26]	-0.3862318	-0.4867416	-0.3164350
sal + phosphate	Atlantic	(26,26.5]	-0.3973064	-0.4300032	-0.3445161
sal + phosphate	Atlantic	(26.5,26.75]	-0.4853548	-0.6359644	-0.2731836
sal + phosphate	Atlantic	(26.75,27]	-0.4685339	-0.5393075	-0.3599767
sal + phosphate	Atlantic	(27,27.25]	-0.2362070	-0.3837477	-0.0468814
sal + phosphate	Atlantic	(27.25,27.5]	0.0589410	-0.0651593	0.1957042
sal + phosphate	Atlantic	(27.5,27.75]	-0.3169411	-0.4088990	-0.2173139
sal + phosphate	Atlantic	(27.75,27.85]	-0.4110837	-0.5284499	-0.3106743
sal + phosphate	Atlantic	(27.85,27.95]	-0.5573303	-0.6048952	-0.5174787
sal + phosphate	Atlantic	(27.95,28.05]	-0.6704231	-0.7448654	-0.6240690
sal + phosphate	Atlantic	(28.05,28.1]	-0.9416009	-0.9612398	-0.9250329
sal + phosphate	Atlantic	(28.1,28.15]	-0.9013399	-0.9201808	-0.8785014
sal + phosphate	Atlantic	(28.15,28.2]	-0.9838810	-0.9904100	-0.9793283
sal + phosphate	Atlantic	(28.2, Inf]	-0.8531602	-0.9176817	-0.7667206
sal + phosphate	Indian	(-Inf,26]	-0.6724480	-0.7816083	-0.5765146
sal + phosphate	Indian	(26,26.5]	-0.6039125	-0.8231010	-0.4274812
sal + phosphate	Indian	(26.5,26.75]	-0.4824646	-0.8072734	-0.3042582
sal + phosphate	Indian	(26.75,27]	-0.4609542	-0.8611070	-0.2552756
sal + phosphate	Indian	(27,27.25]	-0.2033609	-0.6153311	0.0970449
sal + phosphate	Indian	(27.25,27.5]	0.2029407	0.0131896	0.3970118
sal + phosphate	Indian	(27.5,27.75]	0.5085192	0.4460686	0.5715075
sal + phosphate	Indian	(27.75,27.85]	0.5489811	0.5048188	0.5800464
sal + phosphate	Indian	(27.85,27.95]	-0.0735511	-0.2571802	0.1076879
sal + phosphate	Indian	(27.95,28.05]	-0.7586003	-0.8122478	-0.6972486
sal + phosphate	Indian	(28.05,28.1]	-0.7694020	-0.7891321	-0.7536188
sal + phosphate	Indian	(28.1,28.2]	-0.1399151	-0.3680076	0.1537814
sal + phosphate	Indian	(28.2,28.3]	0.5610973	0.4948087	0.6564081
sal + phosphate	Indian	(28.3, Inf]	0.1768270	-0.2114164	0.5650704
sal + phosphate	N_Atlantic	(-Inf,26]	-0.9060992	-0.9159304	-0.8971122
sal + phosphate	N_Atlantic	(26,26.5]	-0.8791190	-0.9548532	-0.7927548
sal + phosphate	N_Atlantic	(26.5,26.75]	-0.8530676	-0.9113638	-0.7682196
sal + phosphate	N_Atlantic	(26.75,27]	-0.7476222	-0.7939273	-0.6681820
sal + phosphate	N_Atlantic	(27,27.25]	-0.4777745	-0.5314730	-0.3970766
sal + phosphate	N_Atlantic	(27.25,27.5]	-0.3432782	-0.4708687	-0.2656631
sal + phosphate	N_Atlantic	(27.5,27.75]	-0.4686478	-0.6015542	-0.3492925
sal + phosphate	N_Atlantic	(27.75,27.85]	-0.4780585	-0.5959583	-0.3668059
sal + phosphate	N_Atlantic	(27.85,27.95]	-0.2087030	-0.3218350	-0.0477469
sal + phosphate	N_Atlantic	(27.95,28.05]	-0.8780956	-0.9034914	-0.8577015
sal + phosphate	N_Atlantic	(28.05,28.1]	-0.4839950	-0.5200098	-0.4203786
sal + phosphate	N_Atlantic	(28.1,28.15]	-0.3164503	-0.3293619	-0.3096193
sal + phosphate	N_Atlantic	(28.15,28.2]	-0.5604079	-0.7343941	-0.2674719
sal + phosphate	N_Atlantic	(28.2, Inf]	0.1617054	-0.0767127	0.3938442
sal + phosphate	N_Pacific	(-Inf,26]	-0.7571424	-0.7675056	-0.7463007
sal + phosphate	N_Pacific	(26,26.5]	-0.4354912	-0.5385004	-0.2928243
sal + phosphate	N_Pacific	(26.5,26.75]	-0.1466660	-0.3209453	0.0447653
sal + phosphate	N_Pacific	(26.75,27]	0.3505770	0.2239433	0.4635075
sal + phosphate	N_Pacific	(27,27.25]	0.5356036	0.4704491	0.6251182
sal + phosphate	N_Pacific	(27.25,27.5]	0.5207133	0.4458013	0.5764142
sal + phosphate	N_Pacific	(27.5,27.75]	0.1992353	0.1241040	0.2413308
sal + phosphate	N_Pacific	(27.75,27.85]	0.3529038	0.3352357	0.3875423
sal + phosphate	N_Pacific	(27.85,27.95]	0.3173983	0.1189223	0.5004450
sal + phosphate	N_Pacific	(27.95,28.05]	0.1013863	-0.0257083	0.1780456
sal + phosphate	N_Pacific	(28.05,28.1]	0.6688843	0.5261153	0.7988054
sal + phosphate	N_Pacific	(28.1,28.2]	0.9289743	0.8829534	0.9682092
sal + phosphate	N_Pacific	(28.2,28.3]	0.9873285	0.9799709	0.9919754
sal + phosphate	Pacific	(-Inf,26]	-0.4374818	-0.4945567	-0.3494657
sal + phosphate	Pacific	(26,26.5]	-0.6066952	-0.6519121	-0.5220318
sal + phosphate	Pacific	(26.5,26.75]	-0.4737601	-0.5429712	-0.3513213
sal + phosphate	Pacific	(26.75,27]	-0.2945376	-0.3776338	-0.1984519
sal + phosphate	Pacific	(27,27.25]	-0.0041382	-0.1478643	0.1313532
sal + phosphate	Pacific	(27.25,27.5]	0.1871129	0.0935153	0.2581921
sal + phosphate	Pacific	(27.5,27.75]	0.2491512	0.1809508	0.3065166
sal + phosphate	Pacific	(27.75,27.85]	0.2795252	0.1698725	0.3540505
sal + phosphate	Pacific	(27.85,27.95]	0.1098112	0.0177971	0.1626591
sal + phosphate	Pacific	(27.95,28.05]	0.0211519	-0.0804666	0.0735325
sal + phosphate	Pacific	(28.05,28.1]	0.1560251	0.0388947	0.2627372
sal + phosphate	Pacific	(28.1,28.2]	0.4652351	0.3882173	0.5142652
sal + phosphate	Pacific	(28.2,28.3]	0.6776622	0.6197779	0.7223686
sal + phosphate	SO	(-Inf,26]	0.0653163	-0.2615792	0.5550503
sal + phosphate	SO	(26,26.5]	-0.4842380	-0.5686438	-0.3467647
sal + phosphate	SO	(26.5,26.75]	-0.4784599	-0.5223351	-0.4497651
sal + phosphate	SO	(26.75,27]	-0.4303924	-0.4414545	-0.4168304
sal + phosphate	SO	(27,27.25]	0.2760186	0.1680649	0.3597211
sal + phosphate	SO	(27.25,27.5]	0.5059854	0.4529129	0.5475038
sal + phosphate	SO	(27.5,27.75]	0.5346606	0.3852357	0.6362394
sal + phosphate	SO	(27.75,27.85]	0.3743521	0.3180470	0.4102857
sal + phosphate	SO	(27.85,27.95]	-0.0520576	-0.0880922	-0.0171712
sal + phosphate	SO	(27.95,28.05]	-0.5976474	-0.6663989	-0.5562017
sal + phosphate	SO	(28.05,28.1]	-0.3436477	-0.3805839	-0.3059521
sal + phosphate	SO	(28.1,28.15]	-0.9134355	-0.9295672	-0.9018393
sal + phosphate	SO	(28.1,28.2]	-0.1236875	-0.2802651	0.0611689
sal + phosphate	SO	(28.15,28.2]	-0.5034012	-0.6619627	-0.3921450
sal + phosphate	SO	(28.2, Inf]	0.1056729	-0.0714207	0.1980886
sal + phosphate	SO	(28.2,28.3]	0.4810544	0.3403529	0.5672726
sal + phosphate	SO	(28.3, Inf]	0.4077738	0.2357198	0.7481871
sal + phosphate_star	Atlantic	(-Inf,26]	-0.7331662	-0.8197847	-0.6895660
sal + phosphate_star	Atlantic	(26,26.5]	-0.7639774	-0.7784949	-0.7435141
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8763972	-0.8903364	-0.8512202
sal + phosphate_star	Atlantic	(26.75,27]	-0.9050324	-0.9101910	-0.8948602
sal + phosphate_star	Atlantic	(27,27.25]	-0.9310321	-0.9479352	-0.9193575
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9410017	-0.9637601	-0.9226124
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9150561	-0.9633669	-0.8877427
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9582010	-0.9840660	-0.9399785
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9617554	-0.9666644	-0.9584935
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9632481	-0.9728749	-0.9512697
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9887101	-0.9938212	-0.9841497
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9677532	-0.9735086	-0.9609063
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9946429	-0.9972777	-0.9916736
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.9515534	-0.9713456	-0.9255295
sal + phosphate_star	Indian	(-Inf,26]	-0.7528796	-0.8181651	-0.6939978
sal + phosphate_star	Indian	(26,26.5]	-0.8041600	-0.9521450	-0.6773041
sal + phosphate_star	Indian	(26.5,26.75]	-0.7279411	-0.9591040	-0.6082611
sal + phosphate_star	Indian	(26.75,27]	-0.7596847	-0.9651605	-0.6510719
sal + phosphate_star	Indian	(27,27.25]	-0.7544794	-0.9135118	-0.6414683
sal + phosphate_star	Indian	(27.25,27.5]	-0.7392921	-0.7728045	-0.7185277
sal + phosphate_star	Indian	(27.5,27.75]	-0.5906031	-0.6857139	-0.4862717
sal + phosphate_star	Indian	(27.75,27.85]	-0.4883914	-0.6085774	-0.3133404
sal + phosphate_star	Indian	(27.85,27.95]	-0.6021557	-0.6812638	-0.4631727
sal + phosphate_star	Indian	(27.95,28.05]	-0.9569293	-0.9622652	-0.9518674
sal + phosphate_star	Indian	(28.05,28.1]	-0.9515329	-0.9527997	-0.9506940
sal + phosphate_star	Indian	(28.1,28.2]	-0.6866775	-0.8391418	-0.4315941
sal + phosphate_star	Indian	(28.2,28.3]	-0.0820160	-0.1702433	-0.0092915
sal + phosphate_star	Indian	(28.3, Inf]	0.1321037	-0.2348754	0.4990829
sal + phosphate_star	N_Atlantic	(-Inf,26]	-0.9321686	-0.9789774	-0.8496688
sal + phosphate_star	N_Atlantic	(26,26.5]	-0.9552355	-0.9698411	-0.9326771
sal + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9567925	-0.9847247	-0.9122001
sal + phosphate_star	N_Atlantic	(26.75,27]	-0.9496701	-0.9508600	-0.9484438
sal + phosphate_star	N_Atlantic	(27,27.25]	-0.9528824	-0.9576578	-0.9488589
sal + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9414916	-0.9494417	-0.9370493
sal + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9404811	-0.9568439	-0.9178066
sal + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9228345	-0.9563368	-0.8886021
sal + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8488413	-0.8960367	-0.7792187
sal + phosphate_star	N_Atlantic	(27.95,28.05]	-0.9365603	-0.9420400	-0.9292064
sal + phosphate_star	N_Atlantic	(28.05,28.1]	-0.7536013	-0.7931168	-0.7044918
sal + phosphate_star	N_Atlantic	(28.1,28.15]	-0.6390000	-0.6840881	-0.6163618
sal + phosphate_star	N_Atlantic	(28.15,28.2]	-0.7682934	-0.8611182	-0.5949544
sal + phosphate_star	N_Atlantic	(28.2, Inf]	-0.6304026	-0.9186337	-0.1148246
sal + phosphate_star	N_Pacific	(-Inf,26]	-0.9385756	-0.9612953	-0.9112886
sal + phosphate_star	N_Pacific	(26,26.5]	-0.8622507	-0.9353675	-0.8212894
sal + phosphate_star	N_Pacific	(26.5,26.75]	-0.8155582	-0.8876075	-0.7604763
sal + phosphate_star	N_Pacific	(26.75,27]	-0.5972944	-0.7820324	-0.4014198
sal + phosphate_star	N_Pacific	(27,27.25]	-0.4010915	-0.6244250	-0.2291149
sal + phosphate_star	N_Pacific	(27.25,27.5]	0.2332017	0.0109508	0.3762346
sal + phosphate_star	N_Pacific	(27.5,27.75]	0.1587073	0.0344903	0.2285791
sal + phosphate_star	N_Pacific	(27.75,27.85]	0.3201988	0.2818555	0.3707338
sal + phosphate_star	N_Pacific	(27.85,27.95]	0.2049151	0.0843328	0.3275762
sal + phosphate_star	N_Pacific	(27.95,28.05]	0.1064884	0.0260303	0.1737883
sal + phosphate_star	N_Pacific	(28.05,28.1]	0.5578552	0.4719079	0.7188701
sal + phosphate_star	N_Pacific	(28.1,28.2]	-0.5133736	-0.5846800	-0.4545133
sal + phosphate_star	N_Pacific	(28.2,28.3]	0.5930312	0.5751841	0.6028446
sal + phosphate_star	Pacific	(-Inf,26]	-0.5744542	-0.6019902	-0.5380333
sal + phosphate_star	Pacific	(26,26.5]	-0.7339097	-0.7759287	-0.6597504
sal + phosphate_star	Pacific	(26.5,26.75]	-0.5965342	-0.6805712	-0.4557738
sal + phosphate_star	Pacific	(26.75,27]	-0.3992169	-0.4992826	-0.2686474
sal + phosphate_star	Pacific	(27,27.25]	-0.0592048	-0.1986569	0.0873362
sal + phosphate_star	Pacific	(27.25,27.5]	0.1853894	0.1054136	0.2488063
sal + phosphate_star	Pacific	(27.5,27.75]	0.2260653	0.1865679	0.2685302
sal + phosphate_star	Pacific	(27.75,27.85]	0.2281629	0.1549891	0.2727017
sal + phosphate_star	Pacific	(27.85,27.95]	0.0353991	-0.0298460	0.0848903
sal + phosphate_star	Pacific	(27.95,28.05]	-0.3635790	-0.4302790	-0.3004125
sal + phosphate_star	Pacific	(28.05,28.1]	-0.6347686	-0.6584133	-0.5877740
sal + phosphate_star	Pacific	(28.1,28.2]	-0.3889542	-0.4682341	-0.3341415
sal + phosphate_star	Pacific	(28.2,28.3]	-0.0691414	-0.1784150	0.0723052
sal + phosphate_star	SO	(-Inf,26]	-0.6823305	-0.7502033	-0.5906889
sal + phosphate_star	SO	(26,26.5]	-0.7572968	-0.8342011	-0.6646624
sal + phosphate_star	SO	(26.5,26.75]	-0.8801253	-0.8933877	-0.8725163
sal + phosphate_star	SO	(26.75,27]	-0.9486907	-0.9678688	-0.9364455
sal + phosphate_star	SO	(27,27.25]	-0.9367140	-0.9612781	-0.9170069
sal + phosphate_star	SO	(27.25,27.5]	-0.9097491	-0.9278673	-0.8910848
sal + phosphate_star	SO	(27.5,27.75]	-0.8772017	-0.8957446	-0.8583271
sal + phosphate_star	SO	(27.75,27.85]	-0.9137465	-0.9273535	-0.9017107
sal + phosphate_star	SO	(27.85,27.95]	-0.9648178	-0.9736731	-0.9550662
sal + phosphate_star	SO	(27.95,28.05]	-0.9823843	-0.9876847	-0.9793437
sal + phosphate_star	SO	(28.05,28.1]	-0.9666552	-0.9732219	-0.9597416
sal + phosphate_star	SO	(28.1,28.15]	-0.9843855	-0.9916770	-0.9760701
sal + phosphate_star	SO	(28.1,28.2]	-0.8160788	-0.8869009	-0.6850374
sal + phosphate_star	SO	(28.15,28.2]	-0.9273947	-0.9446324	-0.9052767
sal + phosphate_star	SO	(28.2, Inf]	-0.0123570	-0.1929162	0.0914452
sal + phosphate_star	SO	(28.2,28.3]	-0.0656548	-0.1663166	0.0062136
sal + phosphate_star	SO	(28.3, Inf]	-0.0739227	-0.1754703	0.0774599
sal + silicate	Atlantic	(-Inf,26]	-0.3836886	-0.4362593	-0.3068986
sal + silicate	Atlantic	(26,26.5]	-0.4537045	-0.5098405	-0.4061380
sal + silicate	Atlantic	(26.5,26.75]	-0.6789444	-0.7608848	-0.5948297
sal + silicate	Atlantic	(26.75,27]	-0.7525985	-0.7877239	-0.7153930
sal + silicate	Atlantic	(27,27.25]	-0.6488119	-0.7314386	-0.5395659
sal + silicate	Atlantic	(27.25,27.5]	-0.5607179	-0.6296514	-0.4278991
sal + silicate	Atlantic	(27.5,27.75]	-0.7634036	-0.8086281	-0.7405283
sal + silicate	Atlantic	(27.75,27.85]	-0.7711974	-0.8070424	-0.7376698
sal + silicate	Atlantic	(27.85,27.95]	-0.7009993	-0.7188306	-0.6912445
sal + silicate	Atlantic	(27.95,28.05]	-0.7533760	-0.8528864	-0.6616515
sal + silicate	Atlantic	(28.05,28.1]	-0.7179532	-0.8188193	-0.6663141
sal + silicate	Atlantic	(28.1,28.15]	-0.4908741	-0.5722033	-0.4230498
sal + silicate	Atlantic	(28.15,28.2]	-0.8894894	-0.9114447	-0.8619265
sal + silicate	Atlantic	(28.2, Inf]	-0.7285294	-0.7878856	-0.6505738
sal + silicate	Indian	(-Inf,26]	-0.6738310	-0.8140905	-0.5493828
sal + silicate	Indian	(26,26.5]	-0.5847777	-0.8277734	-0.3471438
sal + silicate	Indian	(26.5,26.75]	-0.4907985	-0.8402333	-0.2434027
sal + silicate	Indian	(26.75,27]	-0.4111596	-0.8447259	-0.1224822
sal + silicate	Indian	(27,27.25]	-0.0178006	-0.4785682	0.2505329
sal + silicate	Indian	(27.25,27.5]	0.3609271	0.1180075	0.5160853
sal + silicate	Indian	(27.5,27.75]	0.5986992	0.5842795	0.6159931
sal + silicate	Indian	(27.75,27.85]	0.6170674	0.5816697	0.6368739
sal + silicate	Indian	(27.85,27.95]	-0.0959367	-0.2675355	0.0055402
sal + silicate	Indian	(27.95,28.05]	-0.7376915	-0.7916391	-0.6809115
sal + silicate	Indian	(28.05,28.1]	-0.6485558	-0.7140290	-0.5840297
sal + silicate	Indian	(28.1,28.2]	-0.0183397	-0.2187411	0.2954866
sal + silicate	Indian	(28.2,28.3]	0.5260489	0.4591021	0.6144653
sal + silicate	Indian	(28.3, Inf]	0.5572446	0.3471920	0.7672973
sal + silicate	N_Atlantic	(-Inf,26]	-0.9272640	-0.9310094	-0.9238840
sal + silicate	N_Atlantic	(26,26.5]	-0.9121645	-0.9633790	-0.8404048
sal + silicate	N_Atlantic	(26.5,26.75]	-0.9058994	-0.9474589	-0.8390555
sal + silicate	N_Atlantic	(26.75,27]	-0.9033844	-0.9462078	-0.8576364
sal + silicate	N_Atlantic	(27,27.25]	-0.8015563	-0.8338106	-0.7656538
sal + silicate	N_Atlantic	(27.25,27.5]	-0.6883270	-0.7260059	-0.6614181
sal + silicate	N_Atlantic	(27.5,27.75]	-0.5664077	-0.6180598	-0.5054377
sal + silicate	N_Atlantic	(27.75,27.85]	-0.1291755	-0.2144418	-0.0665010
sal + silicate	N_Atlantic	(27.85,27.95]	0.1009291	0.0261148	0.1547088
sal + silicate	N_Atlantic	(27.95,28.05]	-0.1193587	-0.1779071	-0.0850026
sal + silicate	N_Atlantic	(28.05,28.1]	-0.0034795	-0.0733320	0.0329033
sal + silicate	N_Atlantic	(28.1,28.15]	-0.1104997	-0.1313041	-0.0941153
sal + silicate	N_Atlantic	(28.15,28.2]	-0.6389805	-0.7194756	-0.5244349
sal + silicate	N_Atlantic	(28.2, Inf]	-0.2626563	-0.4166271	-0.0005369
sal + silicate	N_Pacific	(-Inf,26]	-0.8617898	-0.8858401	-0.8436495
sal + silicate	N_Pacific	(26,26.5]	-0.6030589	-0.7117708	-0.4954142
sal + silicate	N_Pacific	(26.5,26.75]	-0.3912181	-0.5681819	-0.2568622
sal + silicate	N_Pacific	(26.75,27]	0.0516939	-0.1678536	0.1635145
sal + silicate	N_Pacific	(27,27.25]	0.3814218	0.2594807	0.4875976
sal + silicate	N_Pacific	(27.25,27.5]	0.5510497	0.5134721	0.6075885
sal + silicate	N_Pacific	(27.5,27.75]	0.4747712	0.4245199	0.5539405
sal + silicate	N_Pacific	(27.75,27.85]	0.2489220	0.2239987	0.2655418
sal + silicate	N_Pacific	(27.85,27.95]	0.4075176	0.2256565	0.6251008
sal + silicate	N_Pacific	(27.95,28.05]	0.3855411	0.2710629	0.4852206
sal + silicate	N_Pacific	(28.05,28.1]	0.6599556	0.5927685	0.7880255
sal + silicate	N_Pacific	(28.1,28.2]	0.1029784	0.0782082	0.1285262
sal + silicate	N_Pacific	(28.2,28.3]	0.9817819	0.9750452	0.9888275
sal + silicate	Pacific	(-Inf,26]	-0.6068011	-0.6437819	-0.5594648
sal + silicate	Pacific	(26,26.5]	-0.7095047	-0.7525927	-0.6322179
sal + silicate	Pacific	(26.5,26.75]	-0.6572156	-0.7321155	-0.5102920
sal + silicate	Pacific	(26.75,27]	-0.5914625	-0.6718393	-0.4478259
sal + silicate	Pacific	(27,27.25]	-0.5203019	-0.6451602	-0.3269276
sal + silicate	Pacific	(27.25,27.5]	-0.3052627	-0.4480542	-0.0947755
sal + silicate	Pacific	(27.5,27.75]	-0.1102373	-0.1973528	0.0255350
sal + silicate	Pacific	(27.75,27.85]	-0.0930865	-0.2245709	-0.0120545
sal + silicate	Pacific	(27.85,27.95]	-0.1550311	-0.2638178	-0.0685199
sal + silicate	Pacific	(27.95,28.05]	-0.1079014	-0.2301223	-0.0345179
sal + silicate	Pacific	(28.05,28.1]	0.2285284	0.1059536	0.3617696
sal + silicate	Pacific	(28.1,28.2]	0.4235124	0.3791033	0.4626661
sal + silicate	Pacific	(28.2,28.3]	0.5723203	0.5082231	0.6668616
sal + silicate	SO	(-Inf,26]	0.4791460	0.0030565	0.9741256
sal + silicate	SO	(26,26.5]	-0.1917621	-0.2956347	-0.0244418
sal + silicate	SO	(26.5,26.75]	-0.3742398	-0.4828685	-0.2668832
sal + silicate	SO	(26.75,27]	-0.4810540	-0.6067924	-0.3989087
sal + silicate	SO	(27,27.25]	0.1220901	0.0312877	0.2488732
sal + silicate	SO	(27.25,27.5]	0.3963707	0.3506314	0.4722378
sal + silicate	SO	(27.5,27.75]	0.6306556	0.5711714	0.6784427
sal + silicate	SO	(27.75,27.85]	0.4794399	0.4497952	0.4994679
sal + silicate	SO	(27.85,27.95]	0.1836965	0.1385701	0.2110317
sal + silicate	SO	(27.95,28.05]	-0.0408457	-0.1003539	0.0265018
sal + silicate	SO	(28.05,28.1]	0.3467754	0.3382796	0.3528687
sal + silicate	SO	(28.1,28.15]	0.9337184	0.9324858	0.9349737
sal + silicate	SO	(28.1,28.2]	0.4623571	0.4012376	0.5081264
sal + silicate	SO	(28.15,28.2]	0.9003558	0.8768041	0.9291266
sal + silicate	SO	(28.2, Inf]	0.2348178	0.1037361	0.3007914
sal + silicate	SO	(28.2,28.3]	0.5188419	0.4099746	0.6007550
sal + silicate	SO	(28.3, Inf]	0.5236003	0.4363881	0.6042457
sal + temp	Atlantic	(-Inf,26]	0.8609093	0.8362583	0.8788548
sal + temp	Atlantic	(26,26.5]	0.9477563	0.9427290	0.9503935
sal + temp	Atlantic	(26.5,26.75]	0.9717448	0.9687303	0.9739888
sal + temp	Atlantic	(26.75,27]	0.9561015	0.9538590	0.9581708
sal + temp	Atlantic	(27,27.25]	0.9561768	0.9525858	0.9606567
sal + temp	Atlantic	(27.25,27.5]	0.9406791	0.9343701	0.9475111
sal + temp	Atlantic	(27.5,27.75]	0.8997674	0.8654356	0.9250018
sal + temp	Atlantic	(27.75,27.85]	0.9823555	0.9768699	0.9866953
sal + temp	Atlantic	(27.85,27.95]	0.9264250	0.9153433	0.9359878
sal + temp	Atlantic	(27.95,28.05]	0.9003702	0.8772431	0.9227785
sal + temp	Atlantic	(28.05,28.1]	0.9775317	0.9738650	0.9812966
sal + temp	Atlantic	(28.1,28.15]	0.9706867	0.9679484	0.9730808
sal + temp	Atlantic	(28.15,28.2]	0.9909423	0.9885614	0.9929984
sal + temp	Atlantic	(28.2, Inf]	0.9904619	0.9866077	0.9932247
sal + temp	Indian	(-Inf,26]	0.4800036	0.4619738	0.5094162
sal + temp	Indian	(26,26.5]	0.8635043	0.8374462	0.9007557
sal + temp	Indian	(26.5,26.75]	0.9416606	0.9283933	0.9544400
sal + temp	Indian	(26.75,27]	0.9417124	0.9388647	0.9437073
sal + temp	Indian	(27,27.25]	0.8965353	0.8788702	0.9248603
sal + temp	Indian	(27.25,27.5]	0.8664123	0.8052066	0.9256242
sal + temp	Indian	(27.5,27.75]	0.6850267	0.5664803	0.7756090
sal + temp	Indian	(27.75,27.85]	0.7843003	0.6306031	0.8788967
sal + temp	Indian	(27.85,27.95]	0.4984913	0.2138104	0.6514081
sal + temp	Indian	(27.95,28.05]	0.8806454	0.8527797	0.8969781
sal + temp	Indian	(28.05,28.1]	0.9522345	0.9352797	0.9692519
sal + temp	Indian	(28.1,28.2]	0.9652305	0.9406976	0.9807028
sal + temp	Indian	(28.2,28.3]	0.9109419	0.8932099	0.9275734
sal + temp	Indian	(28.3, Inf]	0.1730877	0.0996964	0.2464790
sal + temp	N_Atlantic	(-Inf,26]	0.8677088	0.6887663	0.9891654
sal + temp	N_Atlantic	(26,26.5]	0.7406428	0.6803389	0.8108926
sal + temp	N_Atlantic	(26.5,26.75]	0.8906103	0.8611368	0.9079735
sal + temp	N_Atlantic	(26.75,27]	0.9234482	0.9194293	0.9291409
sal + temp	N_Atlantic	(27,27.25]	0.9277544	0.9211006	0.9352044
sal + temp	N_Atlantic	(27.25,27.5]	0.9473603	0.9417640	0.9516365
sal + temp	N_Atlantic	(27.5,27.75]	0.9463149	0.9397706	0.9498887
sal + temp	N_Atlantic	(27.75,27.85]	0.9731089	0.9703544	0.9748683
sal + temp	N_Atlantic	(27.85,27.95]	0.9341003	0.9262592	0.9423697
sal + temp	N_Atlantic	(27.95,28.05]	0.8642000	0.8356748	0.8992340
sal + temp	N_Atlantic	(28.05,28.1]	0.9328090	0.9265881	0.9365684
sal + temp	N_Atlantic	(28.1,28.15]	0.9330677	0.9104517	0.9462391
sal + temp	N_Atlantic	(28.15,28.2]	0.5683586	0.4423572	0.6884728
sal + temp	N_Atlantic	(28.2, Inf]	0.4201313	0.0109192	0.7212289
sal + temp	N_Pacific	(-Inf,26]	0.9455590	0.9192706	0.9768975
sal + temp	N_Pacific	(26,26.5]	0.9226165	0.9127685	0.9358509
sal + temp	N_Pacific	(26.5,26.75]	0.9744738	0.9722863	0.9757177
sal + temp	N_Pacific	(26.75,27]	0.9452568	0.9383639	0.9519306
sal + temp	N_Pacific	(27,27.25]	0.8631434	0.8447213	0.8808477
sal + temp	N_Pacific	(27.25,27.5]	0.5772696	0.5054339	0.6533201
sal + temp	N_Pacific	(27.5,27.75]	-0.0015629	-0.0508559	0.0323776
sal + temp	N_Pacific	(27.75,27.85]	0.1975122	0.1604222	0.2223187
sal + temp	N_Pacific	(27.85,27.95]	-0.0521753	-0.2243569	0.0482867
sal + temp	N_Pacific	(27.95,28.05]	-0.3279747	-0.4317480	-0.2725813
sal + temp	N_Pacific	(28.05,28.1]	0.3045120	0.0237753	0.5021390
sal + temp	N_Pacific	(28.1,28.2]	0.9156141	0.9060724	0.9252753
sal + temp	N_Pacific	(28.2,28.3]	0.7021404	0.6144871	0.7792286
sal + temp	Pacific	(-Inf,26]	0.6002741	0.5291271	0.6798162
sal + temp	Pacific	(26,26.5]	0.9339795	0.9222783	0.9448171
sal + temp	Pacific	(26.5,26.75]	0.9695528	0.9629551	0.9737188
sal + temp	Pacific	(26.75,27]	0.9707011	0.9665236	0.9737745
sal + temp	Pacific	(27,27.25]	0.9646257	0.9629603	0.9679402
sal + temp	Pacific	(27.25,27.5]	0.9086498	0.8833419	0.9241237
sal + temp	Pacific	(27.5,27.75]	0.7990761	0.7845252	0.8076739
sal + temp	Pacific	(27.75,27.85]	0.9264002	0.9217151	0.9288745
sal + temp	Pacific	(27.85,27.95]	0.8431044	0.8321641	0.8619283
sal + temp	Pacific	(27.95,28.05]	0.8371932	0.8086131	0.8652221
sal + temp	Pacific	(28.05,28.1]	0.9593840	0.9539284	0.9673379
sal + temp	Pacific	(28.1,28.2]	0.9375855	0.9201582	0.9504210
sal + temp	Pacific	(28.2,28.3]	0.7967719	0.6940523	0.8753180
sal + temp	SO	(-Inf,26]	0.8591199	0.7282435	0.9962662
sal + temp	SO	(26,26.5]	0.9164483	0.9039577	0.9288832
sal + temp	SO	(26.5,26.75]	0.9574229	0.9463483	0.9655400
sal + temp	SO	(26.75,27]	0.9694933	0.9681208	0.9702309
sal + temp	SO	(27,27.25]	0.9337267	0.9200634	0.9472780
sal + temp	SO	(27.25,27.5]	0.9072852	0.8857882	0.9219649
sal + temp	SO	(27.5,27.75]	0.8690391	0.8466154	0.8938864
sal + temp	SO	(27.75,27.85]	0.9533242	0.9474499	0.9567980
sal + temp	SO	(27.85,27.95]	0.9629227	0.9595767	0.9650729
sal + temp	SO	(27.95,28.05]	0.9839930	0.9820722	0.9870911
sal + temp	SO	(28.05,28.1]	0.9895682	0.9888141	0.9902293
sal + temp	SO	(28.1,28.15]	0.9962329	0.9954119	0.9966666
sal + temp	SO	(28.1,28.2]	0.9818205	0.9753624	0.9917807
sal + temp	SO	(28.15,28.2]	0.9929023	0.9906811	0.9949647
sal + temp	SO	(28.2, Inf]	0.6490700	0.5430521	0.7800407
sal + temp	SO	(28.2,28.3]	0.5279580	0.4059255	0.7639839
sal + temp	SO	(28.3, Inf]	0.5794752	0.4353727	0.6801817
silicate + phosphate	Atlantic	(-Inf,26]	0.9179284	0.8968505	0.9375252
silicate + phosphate	Atlantic	(26,26.5]	0.9624942	0.9562551	0.9664336
silicate + phosphate	Atlantic	(26.5,26.75]	0.9079571	0.8397056	0.9455332
silicate + phosphate	Atlantic	(26.75,27]	0.8323725	0.7738018	0.8705724
silicate + phosphate	Atlantic	(27,27.25]	0.7394553	0.6543793	0.7946548
silicate + phosphate	Atlantic	(27.25,27.5]	0.5407746	0.4984719	0.6044423
silicate + phosphate	Atlantic	(27.5,27.75]	0.6686722	0.6073018	0.7287469
silicate + phosphate	Atlantic	(27.75,27.85]	0.7821736	0.7037217	0.8237548
silicate + phosphate	Atlantic	(27.85,27.95]	0.8524407	0.8214807	0.8730309
silicate + phosphate	Atlantic	(27.95,28.05]	0.6592916	0.6455225	0.6813067
silicate + phosphate	Atlantic	(28.05,28.1]	0.8582112	0.8284551	0.8972341
silicate + phosphate	Atlantic	(28.1,28.15]	0.7502322	0.7291529	0.7705814
silicate + phosphate	Atlantic	(28.15,28.2]	0.8858525	0.8542126	0.9056118
silicate + phosphate	Atlantic	(28.2, Inf]	0.7991100	0.7608718	0.8219389
silicate + phosphate	Indian	(-Inf,26]	0.9619800	0.9595781	0.9633614
silicate + phosphate	Indian	(26,26.5]	0.9426191	0.9360705	0.9484582
silicate + phosphate	Indian	(26.5,26.75]	0.9465838	0.9377119	0.9583725
silicate + phosphate	Indian	(26.75,27]	0.9466309	0.9327302	0.9621545
silicate + phosphate	Indian	(27,27.25]	0.9305065	0.9093922	0.9579840
silicate + phosphate	Indian	(27.25,27.5]	0.9445896	0.9211071	0.9703792
silicate + phosphate	Indian	(27.5,27.75]	0.9389533	0.9234559	0.9638449
silicate + phosphate	Indian	(27.75,27.85]	0.9583508	0.9422414	0.9780915
silicate + phosphate	Indian	(27.85,27.95]	0.9501139	0.9332507	0.9745163
silicate + phosphate	Indian	(27.95,28.05]	0.9093006	0.8694747	0.9685124
silicate + phosphate	Indian	(28.05,28.1]	0.9038677	0.8627622	0.9665892
silicate + phosphate	Indian	(28.1,28.2]	0.9189556	0.8705822	0.9662891
silicate + phosphate	Indian	(28.2,28.3]	0.9451070	0.8736284	0.9849866
silicate + phosphate	Indian	(28.3, Inf]	-0.0418076	-0.9873630	0.9037479
silicate + phosphate	N_Atlantic	(-Inf,26]	0.9966063	0.9959088	0.9969734
silicate + phosphate	N_Atlantic	(26,26.5]	0.9946852	0.9932259	0.9972394
silicate + phosphate	N_Atlantic	(26.5,26.75]	0.9834869	0.9736991	0.9906831
silicate + phosphate	N_Atlantic	(26.75,27]	0.9118591	0.8897034	0.9378076
silicate + phosphate	N_Atlantic	(27,27.25]	0.8781935	0.8559938	0.8945135
silicate + phosphate	N_Atlantic	(27.25,27.5]	0.8803432	0.8394941	0.9195953
silicate + phosphate	N_Atlantic	(27.5,27.75]	0.9289615	0.8832351	0.9557563
silicate + phosphate	N_Atlantic	(27.75,27.85]	0.8290634	0.7749526	0.8697721
silicate + phosphate	N_Atlantic	(27.85,27.95]	0.6769293	0.5953770	0.7369534
silicate + phosphate	N_Atlantic	(27.95,28.05]	0.3094152	0.2470460	0.3852907
silicate + phosphate	N_Atlantic	(28.05,28.1]	0.8267883	0.7921268	0.8446090
silicate + phosphate	N_Atlantic	(28.1,28.15]	0.9653407	0.9594140	0.9696811
silicate + phosphate	N_Atlantic	(28.15,28.2]	0.9015591	0.8390665	0.9387156
silicate + phosphate	N_Atlantic	(28.2, Inf]	-0.1774702	-0.8834846	0.5506204
silicate + phosphate	N_Pacific	(-Inf,26]	0.9735552	0.9607957	0.9815026
silicate + phosphate	N_Pacific	(26,26.5]	0.9672237	0.9569736	0.9813428
silicate + phosphate	N_Pacific	(26.5,26.75]	0.9554694	0.9400268	0.9757993
silicate + phosphate	N_Pacific	(26.75,27]	0.9016536	0.8621539	0.9559361
silicate + phosphate	N_Pacific	(27,27.25]	0.8522611	0.7875022	0.9245225
silicate + phosphate	N_Pacific	(27.25,27.5]	0.7838478	0.7171584	0.8710803
silicate + phosphate	N_Pacific	(27.5,27.75]	0.7344593	0.6509665	0.8058048
silicate + phosphate	N_Pacific	(27.75,27.85]	0.7685904	0.7509633	0.7808488
silicate + phosphate	N_Pacific	(27.85,27.95]	0.8563742	0.8485401	0.8626809
silicate + phosphate	N_Pacific	(27.95,28.05]	0.8215520	0.8198689	0.8245690
silicate + phosphate	N_Pacific	(28.05,28.1]	0.8373196	0.7932598	0.8607119
silicate + phosphate	N_Pacific	(28.1,28.2]	0.2778369	0.1850694	0.3517529
silicate + phosphate	N_Pacific	(28.2,28.3]	0.9881030	0.9821521	0.9920009
silicate + phosphate	Pacific	(-Inf,26]	0.9453086	0.9363128	0.9607557
silicate + phosphate	Pacific	(26,26.5]	0.9441142	0.9379870	0.9502816
silicate + phosphate	Pacific	(26.5,26.75]	0.9205752	0.9157992	0.9243087
silicate + phosphate	Pacific	(26.75,27]	0.8914957	0.8720161	0.9153855
silicate + phosphate	Pacific	(27,27.25]	0.8030865	0.7551324	0.8529201
silicate + phosphate	Pacific	(27.25,27.5]	0.7945509	0.7471838	0.8650235
silicate + phosphate	Pacific	(27.5,27.75]	0.8286673	0.7891757	0.8625774
silicate + phosphate	Pacific	(27.75,27.85]	0.8746706	0.8557315	0.8871625
silicate + phosphate	Pacific	(27.85,27.95]	0.9009942	0.8824187	0.9182078
silicate + phosphate	Pacific	(27.95,28.05]	0.9216626	0.9151540	0.9255670
silicate + phosphate	Pacific	(28.05,28.1]	0.9595713	0.9498701	0.9655406
silicate + phosphate	Pacific	(28.1,28.2]	0.9132167	0.9115195	0.9157304
silicate + phosphate	Pacific	(28.2,28.3]	0.8904794	0.8420108	0.9380342
silicate + phosphate	SO	(-Inf,26]	0.8361433	0.7258458	0.9575649
silicate + phosphate	SO	(26,26.5]	0.8975219	0.8731861	0.9191513
silicate + phosphate	SO	(26.5,26.75]	0.8681753	0.8271745	0.9075724
silicate + phosphate	SO	(26.75,27]	0.8522514	0.8074971	0.8845433
silicate + phosphate	SO	(27,27.25]	0.8496640	0.8017140	0.8858775
silicate + phosphate	SO	(27.25,27.5]	0.9071148	0.8873948	0.9178956
silicate + phosphate	SO	(27.5,27.75]	0.8961292	0.8599930	0.9362434
silicate + phosphate	SO	(27.75,27.85]	0.9240584	0.9048661	0.9372881
silicate + phosphate	SO	(27.85,27.95]	0.8692335	0.8644585	0.8775441
silicate + phosphate	SO	(27.95,28.05]	0.7234382	0.7108595	0.7443847
silicate + phosphate	SO	(28.05,28.1]	0.6868212	0.6655376	0.7095736
silicate + phosphate	SO	(28.1,28.15]	-0.8102236	-0.8256219	-0.7957636
silicate + phosphate	SO	(28.1,28.2]	0.6828197	0.5564687	0.8235431
silicate + phosphate	SO	(28.15,28.2]	-0.2961019	-0.4533209	-0.1878873
silicate + phosphate	SO	(28.2, Inf]	0.9226984	0.8991223	0.9555476
silicate + phosphate	SO	(28.2,28.3]	0.8690606	0.8589793	0.8821812
silicate + phosphate	SO	(28.3, Inf]	0.6237583	0.5792668	0.6753570
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7863070	0.7499683	0.8494408
silicate + phosphate_star	Atlantic	(26,26.5]	0.8682681	0.8301713	0.8879107
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.9258961	0.8948611	0.9557270
silicate + phosphate_star	Atlantic	(26.75,27]	0.9368286	0.9209388	0.9528858
silicate + phosphate_star	Atlantic	(27,27.25]	0.8080743	0.7252844	0.8769597
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.7067195	0.5959405	0.7891463
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.8874115	0.8770677	0.9036096
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.8698193	0.8418677	0.8995670
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.7558115	0.7352904	0.7906611
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.8268452	0.7839495	0.8664893
silicate + phosphate_star	Atlantic	(28.05,28.1]	0.7870779	0.7489070	0.8556158
silicate + phosphate_star	Atlantic	(28.1,28.15]	0.6420628	0.6236610	0.6699014
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.8826867	0.8433575	0.9104793
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.8235751	0.7878661	0.8494746
silicate + phosphate_star	Indian	(-Inf,26]	0.9178895	0.9152246	0.9231991
silicate + phosphate_star	Indian	(26,26.5]	0.8921279	0.8710457	0.9182408
silicate + phosphate_star	Indian	(26.5,26.75]	0.9055472	0.8715162	0.9256183
silicate + phosphate_star	Indian	(26.75,27]	0.8096427	0.7254164	0.9110418
silicate + phosphate_star	Indian	(27,27.25]	0.4821796	0.3549308	0.7290101
silicate + phosphate_star	Indian	(27.25,27.5]	0.1703740	-0.0321666	0.5257385
silicate + phosphate_star	Indian	(27.5,27.75]	0.0616824	-0.0253974	0.2149130
silicate + phosphate_star	Indian	(27.75,27.85]	0.2357850	0.0878794	0.4083874
silicate + phosphate_star	Indian	(27.85,27.95]	0.6959603	0.5828820	0.8772025
silicate + phosphate_star	Indian	(27.95,28.05]	0.8211201	0.7690889	0.8726785
silicate + phosphate_star	Indian	(28.05,28.1]	0.8211531	0.7753496	0.8777445
silicate + phosphate_star	Indian	(28.1,28.2]	0.6755439	0.6669878	0.6893233
silicate + phosphate_star	Indian	(28.2,28.3]	0.6692371	0.5638542	0.7229901
silicate + phosphate_star	Indian	(28.3, Inf]	-0.0554464	-0.9893998	0.8785069
silicate + phosphate_star	N_Atlantic	(-Inf,26]	0.9047581	0.8157746	0.9599866
silicate + phosphate_star	N_Atlantic	(26,26.5]	0.8802860	0.8141224	0.9468504
silicate + phosphate_star	N_Atlantic	(26.5,26.75]	0.9264351	0.8780218	0.9665589
silicate + phosphate_star	N_Atlantic	(26.75,27]	0.9135508	0.8986181	0.9360816
silicate + phosphate_star	N_Atlantic	(27,27.25]	0.8697443	0.8582028	0.8766996
silicate + phosphate_star	N_Atlantic	(27.25,27.5]	0.6796158	0.6170307	0.7295390
silicate + phosphate_star	N_Atlantic	(27.5,27.75]	0.4489295	0.4222068	0.4722554
silicate + phosphate_star	N_Atlantic	(27.75,27.85]	-0.0136141	-0.1449406	0.1855457
silicate + phosphate_star	N_Atlantic	(27.85,27.95]	0.0020022	-0.0957765	0.0959457
silicate + phosphate_star	N_Atlantic	(27.95,28.05]	0.3660388	0.2968496	0.4605654
silicate + phosphate_star	N_Atlantic	(28.05,28.1]	0.6205193	0.5567528	0.6672846
silicate + phosphate_star	N_Atlantic	(28.1,28.15]	0.8195793	0.7781897	0.8480321
silicate + phosphate_star	N_Atlantic	(28.15,28.2]	0.9565254	0.9428374	0.9662349
silicate + phosphate_star	N_Atlantic	(28.2, Inf]	0.6482929	0.6101975	0.7220363
silicate + phosphate_star	N_Pacific	(-Inf,26]	0.9634086	0.9601929	0.9667368
silicate + phosphate_star	N_Pacific	(26,26.5]	0.8898676	0.8675461	0.9204987
silicate + phosphate_star	N_Pacific	(26.5,26.75]	0.8231896	0.7535256	0.8654544
silicate + phosphate_star	N_Pacific	(26.75,27]	0.7065538	0.6156945	0.8054472
silicate + phosphate_star	N_Pacific	(27,27.25]	0.6369023	0.5537353	0.7646219
silicate + phosphate_star	N_Pacific	(27.25,27.5]	0.8530642	0.7782101	0.9364652
silicate + phosphate_star	N_Pacific	(27.5,27.75]	0.7733835	0.6835790	0.8600850
silicate + phosphate_star	N_Pacific	(27.75,27.85]	0.8152784	0.7944504	0.8364575
silicate + phosphate_star	N_Pacific	(27.85,27.95]	0.8347559	0.8187835	0.8452683
silicate + phosphate_star	N_Pacific	(27.95,28.05]	0.8637593	0.8540280	0.8753704
silicate + phosphate_star	N_Pacific	(28.05,28.1]	0.9397807	0.9335430	0.9462664
silicate + phosphate_star	N_Pacific	(28.1,28.2]	0.7358546	0.6836505	0.7889819
silicate + phosphate_star	N_Pacific	(28.2,28.3]	0.6299476	0.6023324	0.6473087
silicate + phosphate_star	Pacific	(-Inf,26]	0.9560414	0.9520607	0.9628740
silicate + phosphate_star	Pacific	(26,26.5]	0.9758391	0.9678281	0.9808847
silicate + phosphate_star	Pacific	(26.5,26.75]	0.9713873	0.9619385	0.9777716
silicate + phosphate_star	Pacific	(26.75,27]	0.9337467	0.9186895	0.9458594
silicate + phosphate_star	Pacific	(27,27.25]	0.8167817	0.7772431	0.8627624
silicate + phosphate_star	Pacific	(27.25,27.5]	0.7655951	0.7186951	0.8439734
silicate + phosphate_star	Pacific	(27.5,27.75]	0.7936428	0.7640453	0.8287810
silicate + phosphate_star	Pacific	(27.75,27.85]	0.8377428	0.8234994	0.8511155
silicate + phosphate_star	Pacific	(27.85,27.95]	0.8475836	0.8425403	0.8572243
silicate + phosphate_star	Pacific	(27.95,28.05]	0.8377603	0.8194512	0.8659933
silicate + phosphate_star	Pacific	(28.05,28.1]	0.4946263	0.3604310	0.5756685
silicate + phosphate_star	Pacific	(28.1,28.2]	0.5172753	0.4941634	0.5603941
silicate + phosphate_star	Pacific	(28.2,28.3]	0.5493124	0.4892490	0.6092066
silicate + phosphate_star	SO	(-Inf,26]	0.0778315	-0.5833020	0.7648814
silicate + phosphate_star	SO	(26,26.5]	0.6847900	0.6241872	0.7355435
silicate + phosphate_star	SO	(26.5,26.75]	0.6208388	0.5681203	0.6835423
silicate + phosphate_star	SO	(26.75,27]	0.6371788	0.5822870	0.6982492
silicate + phosphate_star	SO	(27,27.25]	0.1585022	0.0625443	0.2223963
silicate + phosphate_star	SO	(27.25,27.5]	-0.0500687	-0.0729408	-0.0302132
silicate + phosphate_star	SO	(27.5,27.75]	-0.2725977	-0.3657638	-0.1752339
silicate + phosphate_star	SO	(27.75,27.85]	-0.1429030	-0.1554695	-0.1361123
silicate + phosphate_star	SO	(27.85,27.95]	-0.0105900	-0.0278593	0.0049815
silicate + phosphate_star	SO	(27.95,28.05]	0.1562741	0.1144538	0.1921482
silicate + phosphate_star	SO	(28.05,28.1]	-0.1811724	-0.2045496	-0.1407833
silicate + phosphate_star	SO	(28.1,28.15]	-0.8833580	-0.8981758	-0.8703256
silicate + phosphate_star	SO	(28.1,28.2]	-0.0176932	-0.1525147	0.2184015
silicate + phosphate_star	SO	(28.15,28.2]	-0.6992572	-0.7715354	-0.6294323
silicate + phosphate_star	SO	(28.2, Inf]	0.8695243	0.8373929	0.9149347
silicate + phosphate_star	SO	(28.2,28.3]	0.6111031	0.5459944	0.6757704
silicate + phosphate_star	SO	(28.3, Inf]	0.5148562	0.4185740	0.5660012
temp + aou	Atlantic	(-Inf,26]	-0.3114432	-0.3656746	-0.2781977
temp + aou	Atlantic	(26,26.5]	-0.3509532	-0.4027794	-0.2493461
temp + aou	Atlantic	(26.5,26.75]	-0.3705011	-0.5475294	-0.0850412
temp + aou	Atlantic	(26.75,27]	-0.3203523	-0.3813559	-0.2018914
temp + aou	Atlantic	(27,27.25]	0.0452341	-0.0800820	0.1940311
temp + aou	Atlantic	(27.25,27.5]	0.3610865	0.2621959	0.4435571
temp + aou	Atlantic	(27.5,27.75]	0.0058978	-0.0514625	0.1033224
temp + aou	Atlantic	(27.75,27.85]	-0.1506019	-0.2289092	-0.0349632
temp + aou	Atlantic	(27.85,27.95]	-0.2484028	-0.3249455	-0.1846110
temp + aou	Atlantic	(27.95,28.05]	-0.3065201	-0.3506685	-0.2747497
temp + aou	Atlantic	(28.05,28.1]	-0.8099139	-0.8461896	-0.7796213
temp + aou	Atlantic	(28.1,28.15]	-0.7244576	-0.7709068	-0.6596380
temp + aou	Atlantic	(28.15,28.2]	-0.9389602	-0.9592223	-0.9241121
temp + aou	Atlantic	(28.2, Inf]	-0.6717660	-0.7926580	-0.5088915
temp + aou	Indian	(-Inf,26]	-0.6600370	-0.6777117	-0.6460898
temp + aou	Indian	(26,26.5]	-0.4302452	-0.5754077	-0.2896412
temp + aou	Indian	(26.5,26.75]	-0.4142396	-0.6488199	-0.2783914
temp + aou	Indian	(26.75,27]	-0.3761046	-0.7238027	-0.1687746
temp + aou	Indian	(27,27.25]	-0.0389558	-0.3857068	0.1928558
temp + aou	Indian	(27.25,27.5]	0.3385963	0.1381609	0.4773289
temp + aou	Indian	(27.5,27.75]	0.5426273	0.4833435	0.5852659
temp + aou	Indian	(27.75,27.85]	0.5386074	0.4267273	0.5960125
temp + aou	Indian	(27.85,27.95]	0.1375223	-0.0200292	0.2716915
temp + aou	Indian	(27.95,28.05]	-0.4238425	-0.5725932	-0.2604839
temp + aou	Indian	(28.05,28.1]	-0.5645311	-0.6442030	-0.5083168
temp + aou	Indian	(28.1,28.2]	-0.0203734	-0.1632174	0.1184381
temp + aou	Indian	(28.2,28.3]	0.6114034	0.5857466	0.6280727
temp + aou	Indian	(28.3, Inf]	-0.9581760	-0.9722020	-0.9441500
temp + aou	N_Atlantic	(-Inf,26]	-0.5652627	-0.7341275	-0.2975143
temp + aou	N_Atlantic	(26,26.5]	-0.3498161	-0.5553166	-0.1076637
temp + aou	N_Atlantic	(26.5,26.75]	-0.6279474	-0.7272276	-0.4745389
temp + aou	N_Atlantic	(26.75,27]	-0.5274438	-0.6345064	-0.4390379
temp + aou	N_Atlantic	(27,27.25]	-0.2686806	-0.3423672	-0.2206723
temp + aou	N_Atlantic	(27.25,27.5]	0.0967800	-0.0486567	0.2224031
temp + aou	N_Atlantic	(27.5,27.75]	0.2685880	0.1410478	0.3982479
temp + aou	N_Atlantic	(27.75,27.85]	0.2582765	0.2043547	0.3217507
temp + aou	N_Atlantic	(27.85,27.95]	0.4728215	0.4003048	0.5774446
temp + aou	N_Atlantic	(27.95,28.05]	0.3502874	0.1075980	0.4927036
temp + aou	N_Atlantic	(28.05,28.1]	0.0750132	0.0017192	0.1664442
temp + aou	N_Atlantic	(28.1,28.15]	0.1477000	0.1112966	0.1901973
temp + aou	N_Atlantic	(28.15,28.2]	0.4047877	0.3024528	0.6040582
temp + aou	N_Atlantic	(28.2, Inf]	-0.2668472	-0.5363039	0.2084038
temp + aou	N_Pacific	(-Inf,26]	-0.0857482	-0.1219099	-0.0636244
temp + aou	N_Pacific	(26,26.5]	-0.0018514	-0.1278636	0.1181915
temp + aou	N_Pacific	(26.5,26.75]	0.3223690	0.2123986	0.5263372
temp + aou	N_Pacific	(26.75,27]	0.5858863	0.5117929	0.6734435
temp + aou	N_Pacific	(27,27.25]	0.6247695	0.5912018	0.6735583
temp + aou	N_Pacific	(27.25,27.5]	0.6798700	0.6341370	0.7413923
temp + aou	N_Pacific	(27.5,27.75]	0.7660490	0.7107714	0.7968685
temp + aou	N_Pacific	(27.75,27.85]	0.7165052	0.6626997	0.7536156
temp + aou	N_Pacific	(27.85,27.95]	0.7276161	0.6797162	0.7662178
temp + aou	N_Pacific	(27.95,28.05]	0.7652141	0.7244751	0.8179536
temp + aou	N_Pacific	(28.05,28.1]	0.7470912	0.5823657	0.8634937
temp + aou	N_Pacific	(28.1,28.2]	0.8967423	0.8585840	0.9347608
temp + aou	N_Pacific	(28.2,28.3]	0.5974596	0.4841976	0.6959498
temp + aou	Pacific	(-Inf,26]	-0.5902811	-0.6479152	-0.5257853
temp + aou	Pacific	(26,26.5]	-0.5759890	-0.6236413	-0.4918823
temp + aou	Pacific	(26.5,26.75]	-0.4367414	-0.5036603	-0.3159829
temp + aou	Pacific	(26.75,27]	-0.2798989	-0.3431393	-0.1890624
temp + aou	Pacific	(27,27.25]	-0.1052406	-0.2386784	0.0427624
temp + aou	Pacific	(27.25,27.5]	0.0088927	-0.0906323	0.0876869
temp + aou	Pacific	(27.5,27.75]	0.1455799	0.0341139	0.2109397
temp + aou	Pacific	(27.75,27.85]	0.2697056	0.1346865	0.3587584
temp + aou	Pacific	(27.85,27.95]	0.1416707	0.0424224	0.1987621
temp + aou	Pacific	(27.95,28.05]	0.0983745	-0.0072340	0.1649173
temp + aou	Pacific	(28.05,28.1]	0.2889969	0.1884278	0.3770848
temp + aou	Pacific	(28.1,28.2]	0.4856391	0.4050909	0.5500599
temp + aou	Pacific	(28.2,28.3]	0.5844931	0.5657483	0.6104957
temp + aou	SO	(-Inf,26]	-0.0605224	-0.3820120	0.1412161
temp + aou	SO	(26,26.5]	-0.0344527	-0.0730622	0.0063113
temp + aou	SO	(26.5,26.75]	-0.0528002	-0.1597263	0.0422754
temp + aou	SO	(26.75,27]	0.0534482	-0.0111577	0.1043323
temp + aou	SO	(27,27.25]	0.5257022	0.4688741	0.5620098
temp + aou	SO	(27.25,27.5]	0.6074902	0.5909191	0.6371585
temp + aou	SO	(27.5,27.75]	0.7354492	0.6703708	0.7690498
temp + aou	SO	(27.75,27.85]	0.6788084	0.6325552	0.7039500
temp + aou	SO	(27.85,27.95]	0.5031206	0.4763068	0.5428535
temp + aou	SO	(27.95,28.05]	-0.0630152	-0.1429035	0.0210091
temp + aou	SO	(28.05,28.1]	0.0441594	-0.0089976	0.1402412
temp + aou	SO	(28.1,28.15]	-0.2594211	-0.6225034	-0.0167327
temp + aou	SO	(28.1,28.2]	-0.0528745	-0.2335173	0.0470821
temp + aou	SO	(28.15,28.2]	0.0217774	-0.5263005	0.4091645
temp + aou	SO	(28.2, Inf]	-0.0057868	-0.1465851	0.0754168
temp + aou	SO	(28.2,28.3]	-0.0510123	-0.1630274	0.1192181
temp + aou	SO	(28.3, Inf]	0.6316407	0.5228158	0.7314880
temp + nitrate	Atlantic	(-Inf,26]	-0.5395013	-0.6203070	-0.4986305
temp + nitrate	Atlantic	(26,26.5]	-0.5420809	-0.5562956	-0.5144695
temp + nitrate	Atlantic	(26.5,26.75]	-0.5389856	-0.6674070	-0.3485985
temp + nitrate	Atlantic	(26.75,27]	-0.4845187	-0.5511538	-0.3903324
temp + nitrate	Atlantic	(27,27.25]	-0.1916884	-0.2876538	-0.0282207
temp + nitrate	Atlantic	(27.25,27.5]	0.1420381	0.0191449	0.2979714
temp + nitrate	Atlantic	(27.5,27.75]	-0.1509415	-0.2273055	-0.0265022
temp + nitrate	Atlantic	(27.75,27.85]	-0.5647073	-0.6162243	-0.4798126
temp + nitrate	Atlantic	(27.85,27.95]	-0.4524274	-0.4579227	-0.4429946
temp + nitrate	Atlantic	(27.95,28.05]	-0.5580865	-0.6359953	-0.5033710
temp + nitrate	Atlantic	(28.05,28.1]	-0.8961707	-0.9293823	-0.8637392
temp + nitrate	Atlantic	(28.1,28.15]	-0.8028711	-0.8393323	-0.7563649
temp + nitrate	Atlantic	(28.15,28.2]	-0.9602251	-0.9729195	-0.9497920
temp + nitrate	Atlantic	(28.2, Inf]	-0.8515947	-0.9121840	-0.7640634
temp + nitrate	Indian	(-Inf,26]	-0.7246620	-0.7410324	-0.7024894
temp + nitrate	Indian	(26,26.5]	-0.4947699	-0.6751238	-0.3422468
temp + nitrate	Indian	(26.5,26.75]	-0.4629569	-0.6808352	-0.3369764
temp + nitrate	Indian	(26.75,27]	-0.5322891	-0.8055703	-0.3854189
temp + nitrate	Indian	(27,27.25]	-0.3486732	-0.6134495	-0.2034298
temp + nitrate	Indian	(27.25,27.5]	0.1048387	-0.0696567	0.2332912
temp + nitrate	Indian	(27.5,27.75]	0.3854435	0.3579435	0.4030810
temp + nitrate	Indian	(27.75,27.85]	0.4745097	0.3753913	0.5387449
temp + nitrate	Indian	(27.85,27.95]	0.0159838	-0.1088525	0.1371345
temp + nitrate	Indian	(27.95,28.05]	-0.5912224	-0.6998330	-0.4564859
temp + nitrate	Indian	(28.05,28.1]	-0.6451661	-0.7135957	-0.5895000
temp + nitrate	Indian	(28.1,28.2]	-0.1470733	-0.2864704	0.0150646
temp + nitrate	Indian	(28.2,28.3]	0.5727008	0.5329241	0.6130229
temp + nitrate	Indian	(28.3, Inf]	0.0288374	-0.5220388	0.5797135
temp + nitrate	N_Atlantic	(-Inf,26]	-0.7578971	-0.8880599	-0.5577508
temp + nitrate	N_Atlantic	(26,26.5]	-0.5109472	-0.6339781	-0.3159161
temp + nitrate	N_Atlantic	(26.5,26.75]	-0.7653171	-0.8167949	-0.6713793
temp + nitrate	N_Atlantic	(26.75,27]	-0.7128109	-0.7597477	-0.6710340
temp + nitrate	N_Atlantic	(27,27.25]	-0.5144228	-0.5675664	-0.4672786
temp + nitrate	N_Atlantic	(27.25,27.5]	-0.2725566	-0.4241712	-0.1641437
temp + nitrate	N_Atlantic	(27.5,27.75]	-0.3224463	-0.4699083	-0.1815007
temp + nitrate	N_Atlantic	(27.75,27.85]	-0.4040266	-0.5045336	-0.2849394
temp + nitrate	N_Atlantic	(27.85,27.95]	-0.0717744	-0.1513630	0.0513264
temp + nitrate	N_Atlantic	(27.95,28.05]	-0.6583589	-0.7053019	-0.6274829
temp + nitrate	N_Atlantic	(28.05,28.1]	-0.3684333	-0.4231746	-0.2854477
temp + nitrate	N_Atlantic	(28.1,28.15]	0.0033741	-0.0214044	0.0369200
temp + nitrate	N_Atlantic	(28.15,28.2]	0.1258861	-0.2418941	0.5018509
temp + nitrate	N_Atlantic	(28.2, Inf]	0.8833311	0.8196085	0.9529417
temp + nitrate	N_Pacific	(-Inf,26]	-0.9014062	-0.9342299	-0.8522129
temp + nitrate	N_Pacific	(26,26.5]	-0.7217599	-0.7570403	-0.6966316
temp + nitrate	N_Pacific	(26.5,26.75]	-0.5523505	-0.5954853	-0.5009788
temp + nitrate	N_Pacific	(26.75,27]	-0.4884295	-0.6301037	-0.3269195
temp + nitrate	N_Pacific	(27,27.25]	-0.5007800	-0.7128253	-0.2732195
temp + nitrate	N_Pacific	(27.25,27.5]	-0.6052445	-0.7917833	-0.3808849
temp + nitrate	N_Pacific	(27.5,27.75]	-0.4345062	-0.5209636	-0.3813336
temp + nitrate	N_Pacific	(27.75,27.85]	-0.3609329	-0.5073916	-0.2622660
temp + nitrate	N_Pacific	(27.85,27.95]	0.3868427	0.2966549	0.4632445
temp + nitrate	N_Pacific	(27.95,28.05]	0.5434121	0.4732476	0.6342628
temp + nitrate	N_Pacific	(28.05,28.1]	0.5885533	0.3672948	0.7564305
temp + nitrate	N_Pacific	(28.1,28.2]	0.7893695	0.7202279	0.8598378
temp + nitrate	N_Pacific	(28.2,28.3]	0.6999661	0.6109416	0.7819034
temp + nitrate	Pacific	(-Inf,26]	-0.7165842	-0.7518228	-0.6637870
temp + nitrate	Pacific	(26,26.5]	-0.7689572	-0.8386720	-0.6307228
temp + nitrate	Pacific	(26.5,26.75]	-0.7043094	-0.8277593	-0.5156940
temp + nitrate	Pacific	(26.75,27]	-0.6336972	-0.7218672	-0.5183420
temp + nitrate	Pacific	(27,27.25]	-0.6857963	-0.7359616	-0.6221417
temp + nitrate	Pacific	(27.25,27.5]	-0.6393776	-0.7122794	-0.5352372
temp + nitrate	Pacific	(27.5,27.75]	-0.6189994	-0.6785220	-0.5616847
temp + nitrate	Pacific	(27.75,27.85]	-0.7052275	-0.7297437	-0.6904853
temp + nitrate	Pacific	(27.85,27.95]	-0.6715375	-0.6922385	-0.6425259
temp + nitrate	Pacific	(27.95,28.05]	-0.5813430	-0.6278050	-0.5075112
temp + nitrate	Pacific	(28.05,28.1]	0.1007911	-0.0007098	0.1525078
temp + nitrate	Pacific	(28.1,28.2]	0.3660122	0.2755994	0.4390011
temp + nitrate	Pacific	(28.2,28.3]	0.5603865	0.5275488	0.6124035
temp + nitrate	SO	(-Inf,26]	-0.3185062	-0.4726150	-0.1929789
temp + nitrate	SO	(26,26.5]	-0.5893141	-0.7309419	-0.4758158
temp + nitrate	SO	(26.5,26.75]	-0.6001467	-0.7064354	-0.5339784
temp + nitrate	SO	(26.75,27]	-0.6001431	-0.6114363	-0.5822817
temp + nitrate	SO	(27,27.25]	-0.0976794	-0.1961803	-0.0269290
temp + nitrate	SO	(27.25,27.5]	-0.0334653	-0.0458492	-0.0267504
temp + nitrate	SO	(27.5,27.75]	0.0716763	-0.1009365	0.1668976
temp + nitrate	SO	(27.75,27.85]	-0.1898967	-0.2903184	-0.1314678
temp + nitrate	SO	(27.85,27.95]	-0.6830304	-0.7142664	-0.6577444
temp + nitrate	SO	(27.95,28.05]	-0.8126778	-0.8535275	-0.7790184
temp + nitrate	SO	(28.05,28.1]	-0.5221223	-0.5655189	-0.4995323
temp + nitrate	SO	(28.1,28.15]	-0.9442095	-0.9563207	-0.9338760
temp + nitrate	SO	(28.1,28.2]	-0.2498724	-0.3650465	-0.0581618
temp + nitrate	SO	(28.15,28.2]	-0.6961428	-0.7913657	-0.6299449
temp + nitrate	SO	(28.2, Inf]	-0.6209179	-0.6384638	-0.6063554
temp + nitrate	SO	(28.2,28.3]	0.0595492	-0.2308292	0.3199333
temp + nitrate	SO	(28.3, Inf]	0.2343327	-0.1180912	0.7389859
temp + phosphate	Atlantic	(-Inf,26]	-0.5412157	-0.6473456	-0.4853737
temp + phosphate	Atlantic	(26,26.5]	-0.5283661	-0.5528257	-0.4895817
temp + phosphate	Atlantic	(26.5,26.75]	-0.5346001	-0.6571197	-0.3373440
temp + phosphate	Atlantic	(26.75,27]	-0.5172215	-0.5669436	-0.4291046
temp + phosphate	Atlantic	(27,27.25]	-0.2261842	-0.3552938	-0.0820356
temp + phosphate	Atlantic	(27.25,27.5]	0.0886120	-0.0243022	0.2098642
temp + phosphate	Atlantic	(27.5,27.75]	-0.2253284	-0.3214314	-0.1066385
temp + phosphate	Atlantic	(27.75,27.85]	-0.3625603	-0.4663893	-0.2463807
temp + phosphate	Atlantic	(27.85,27.95]	-0.3915629	-0.4128199	-0.3808069
temp + phosphate	Atlantic	(27.95,28.05]	-0.5031440	-0.5773435	-0.4504738
temp + phosphate	Atlantic	(28.05,28.1]	-0.8962666	-0.9271140	-0.8656194
temp + phosphate	Atlantic	(28.1,28.15]	-0.8075691	-0.8413409	-0.7626519
temp + phosphate	Atlantic	(28.15,28.2]	-0.9590954	-0.9720458	-0.9486361
temp + phosphate	Atlantic	(28.2, Inf]	-0.8329555	-0.9020294	-0.7346164
temp + phosphate	Indian	(-Inf,26]	-0.7139779	-0.7259397	-0.6902920
temp + phosphate	Indian	(26,26.5]	-0.5235734	-0.6720790	-0.3832382
temp + phosphate	Indian	(26.5,26.75]	-0.4826370	-0.7127432	-0.3484111
temp + phosphate	Indian	(26.75,27]	-0.4664684	-0.7720761	-0.2734506
temp + phosphate	Indian	(27,27.25]	-0.1991807	-0.5113572	0.0347457
temp + phosphate	Indian	(27.25,27.5]	0.1760918	-0.0078336	0.3353318
temp + phosphate	Indian	(27.5,27.75]	0.5006935	0.4355823	0.5643191
temp + phosphate	Indian	(27.75,27.85]	0.5032643	0.3858490	0.5695730
temp + phosphate	Indian	(27.85,27.95]	0.0854849	-0.0521222	0.2053722
temp + phosphate	Indian	(27.95,28.05]	-0.5279873	-0.6522665	-0.3806641
temp + phosphate	Indian	(28.05,28.1]	-0.6256035	-0.6960040	-0.5702535
temp + phosphate	Indian	(28.1,28.2]	-0.1237472	-0.2680900	0.0380633
temp + phosphate	Indian	(28.2,28.3]	0.5630857	0.5268690	0.5965759
temp + phosphate	Indian	(28.3, Inf]	0.0315368	-0.5216692	0.5847427
temp + phosphate	N_Atlantic	(-Inf,26]	-0.7632046	-0.9011639	-0.5578759
temp + phosphate	N_Atlantic	(26,26.5]	-0.5141285	-0.6343969	-0.3198223
temp + phosphate	N_Atlantic	(26.5,26.75]	-0.7664069	-0.8159032	-0.6734153
temp + phosphate	N_Atlantic	(26.75,27]	-0.7296341	-0.7704491	-0.6888009
temp + phosphate	N_Atlantic	(27,27.25]	-0.5480626	-0.5964193	-0.5051265
temp + phosphate	N_Atlantic	(27.25,27.5]	-0.3255083	-0.4710108	-0.2307020
temp + phosphate	N_Atlantic	(27.5,27.75]	-0.3602333	-0.5048148	-0.2269940
temp + phosphate	N_Atlantic	(27.75,27.85]	-0.4357576	-0.5439868	-0.3131995
temp + phosphate	N_Atlantic	(27.85,27.95]	-0.0733594	-0.1577452	0.0749443
temp + phosphate	N_Atlantic	(27.95,28.05]	-0.6555659	-0.7077888	-0.6262856
temp + phosphate	N_Atlantic	(28.05,28.1]	-0.4200222	-0.4659281	-0.3344812
temp + phosphate	N_Atlantic	(28.1,28.15]	-0.0139253	-0.0445497	0.0193489
temp + phosphate	N_Atlantic	(28.15,28.2]	0.1452093	-0.2437688	0.5469661
temp + phosphate	N_Atlantic	(28.2, Inf]	0.9199035	0.8746977	0.9717426
temp + phosphate	N_Pacific	(-Inf,26]	-0.8385088	-0.8675902	-0.7810486
temp + phosphate	N_Pacific	(26,26.5]	-0.4372933	-0.5657332	-0.2986053
temp + phosphate	N_Pacific	(26.5,26.75]	-0.1726658	-0.3642779	0.0572386
temp + phosphate	N_Pacific	(26.75,27]	0.2426904	0.1114441	0.3730284
temp + phosphate	N_Pacific	(27,27.25]	0.4598039	0.3699784	0.5553588
temp + phosphate	N_Pacific	(27.25,27.5]	0.6391261	0.5610294	0.7294774
temp + phosphate	N_Pacific	(27.5,27.75]	0.7659090	0.7088607	0.7979262
temp + phosphate	N_Pacific	(27.75,27.85]	0.7163845	0.6621909	0.7564726
temp + phosphate	N_Pacific	(27.85,27.95]	0.7441756	0.6934415	0.7788796
temp + phosphate	N_Pacific	(27.95,28.05]	0.7727218	0.7307465	0.8265246
temp + phosphate	N_Pacific	(28.05,28.1]	0.7312802	0.5571006	0.8565385
temp + phosphate	N_Pacific	(28.1,28.2]	0.8592297	0.8094181	0.9100609
temp + phosphate	N_Pacific	(28.2,28.3]	0.7032524	0.6156554	0.7837013
temp + phosphate	Pacific	(-Inf,26]	-0.6381623	-0.6730522	-0.5852777
temp + phosphate	Pacific	(26,26.5]	-0.6422575	-0.6827135	-0.5652914
temp + phosphate	Pacific	(26.5,26.75]	-0.4827054	-0.5487076	-0.3590381
temp + phosphate	Pacific	(26.75,27]	-0.2837252	-0.3633023	-0.1789752
temp + phosphate	Pacific	(27,27.25]	-0.0204023	-0.1494176	0.1109592
temp + phosphate	Pacific	(27.25,27.5]	0.1634332	0.0847107	0.2073778
temp + phosphate	Pacific	(27.5,27.75]	0.2266950	0.1552291	0.2736320
temp + phosphate	Pacific	(27.75,27.85]	0.3056131	0.1978471	0.3755336
temp + phosphate	Pacific	(27.85,27.95]	0.1737145	0.0846120	0.2365841
temp + phosphate	Pacific	(27.95,28.05]	0.0681101	-0.0355242	0.1241127
temp + phosphate	Pacific	(28.05,28.1]	0.2217067	0.1205243	0.2960800
temp + phosphate	Pacific	(28.1,28.2]	0.4237355	0.3365188	0.4906066
temp + phosphate	Pacific	(28.2,28.3]	0.5305863	0.4960815	0.5808367
temp + phosphate	SO	(-Inf,26]	-0.0028137	-0.4258955	0.4870693
temp + phosphate	SO	(26,26.5]	-0.5543551	-0.6688822	-0.4084246
temp + phosphate	SO	(26.5,26.75]	-0.5427639	-0.6401996	-0.4836472
temp + phosphate	SO	(26.75,27]	-0.5206483	-0.5378929	-0.4999755
temp + phosphate	SO	(27,27.25]	0.0722386	-0.0327734	0.1556162
temp + phosphate	SO	(27.25,27.5]	0.2462499	0.2334617	0.2620297
temp + phosphate	SO	(27.5,27.75]	0.5082773	0.3742285	0.5950469
temp + phosphate	SO	(27.75,27.85]	0.4397896	0.3827878	0.4690710
temp + phosphate	SO	(27.85,27.95]	0.0826973	0.0447718	0.1164136
temp + phosphate	SO	(27.95,28.05]	-0.5199487	-0.5980300	-0.4768849
temp + phosphate	SO	(28.05,28.1]	-0.2911683	-0.3354771	-0.2500329
temp + phosphate	SO	(28.1,28.15]	-0.8941082	-0.9192270	-0.8799995
temp + phosphate	SO	(28.1,28.2]	-0.0931134	-0.2420728	0.0912246
temp + phosphate	SO	(28.15,28.2]	-0.5140860	-0.6805300	-0.3948835
temp + phosphate	SO	(28.2, Inf]	-0.6107570	-0.6310196	-0.5954140
temp + phosphate	SO	(28.2,28.3]	0.0523445	-0.2428582	0.2852182
temp + phosphate	SO	(28.3, Inf]	0.2434236	-0.1115132	0.7558059
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8374659	-0.9042863	-0.7910535
temp + phosphate_star	Atlantic	(26,26.5]	-0.8539664	-0.8686993	-0.8315981
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.9024030	-0.9169993	-0.8851699
temp + phosphate_star	Atlantic	(26.75,27]	-0.9399088	-0.9470384	-0.9360580
temp + phosphate_star	Atlantic	(27,27.25]	-0.9357486	-0.9426906	-0.9227974
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9606196	-0.9789245	-0.9378317
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9203073	-0.9723105	-0.8817446
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9498796	-0.9786305	-0.9348996
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9400217	-0.9448137	-0.9339955
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9248744	-0.9498875	-0.8941589
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9639608	-0.9785575	-0.9480880
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9088419	-0.9252151	-0.8868477
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9792819	-0.9857288	-0.9741979
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.9434089	-0.9664293	-0.9106681
temp + phosphate_star	Indian	(-Inf,26]	-0.8350747	-0.8745108	-0.7971899
temp + phosphate_star	Indian	(26,26.5]	-0.7858612	-0.8965379	-0.6886383
temp + phosphate_star	Indian	(26.5,26.75]	-0.7546077	-0.9004772	-0.6723784
temp + phosphate_star	Indian	(26.75,27]	-0.7975931	-0.9176540	-0.7094704
temp + phosphate_star	Indian	(27,27.25]	-0.7788613	-0.8467647	-0.7189178
temp + phosphate_star	Indian	(27.25,27.5]	-0.7597655	-0.8131582	-0.6981373
temp + phosphate_star	Indian	(27.5,27.75]	-0.6217503	-0.6334076	-0.6005193
temp + phosphate_star	Indian	(27.75,27.85]	-0.6202992	-0.6826063	-0.5300934
temp + phosphate_star	Indian	(27.85,27.95]	-0.6967247	-0.7728448	-0.6013351
temp + phosphate_star	Indian	(27.95,28.05]	-0.9382261	-0.9507960	-0.9179330
temp + phosphate_star	Indian	(28.05,28.1]	-0.8939433	-0.9173040	-0.8678718
temp + phosphate_star	Indian	(28.1,28.2]	-0.6940887	-0.7812202	-0.5419681
temp + phosphate_star	Indian	(28.2,28.3]	-0.0784281	-0.2008739	0.0266644
temp + phosphate_star	Indian	(28.3, Inf]	0.0415436	-0.5131557	0.5962429
temp + phosphate_star	N_Atlantic	(-Inf,26]	-0.9640941	-0.9933755	-0.9352213
temp + phosphate_star	N_Atlantic	(26,26.5]	-0.8633600	-0.9216977	-0.8298432
temp + phosphate_star	N_Atlantic	(26.5,26.75]	-0.9359934	-0.9430844	-0.9241135
temp + phosphate_star	N_Atlantic	(26.75,27]	-0.9585373	-0.9639019	-0.9520739
temp + phosphate_star	N_Atlantic	(27,27.25]	-0.9637366	-0.9669470	-0.9573864
temp + phosphate_star	N_Atlantic	(27.25,27.5]	-0.9627492	-0.9687896	-0.9573440
temp + phosphate_star	N_Atlantic	(27.5,27.75]	-0.9385239	-0.9560694	-0.9083797
temp + phosphate_star	N_Atlantic	(27.75,27.85]	-0.9131285	-0.9473172	-0.8766757
temp + phosphate_star	N_Atlantic	(27.85,27.95]	-0.8781871	-0.9154374	-0.8146592
temp + phosphate_star	N_Atlantic	(27.95,28.05]	-0.8502644	-0.8655843	-0.8410918
temp + phosphate_star	N_Atlantic	(28.05,28.1]	-0.6936167	-0.7399220	-0.6197869
temp + phosphate_star	N_Atlantic	(28.1,28.15]	-0.3748903	-0.4615871	-0.2959510
temp + phosphate_star	N_Atlantic	(28.15,28.2]	-0.1352094	-0.4538633	0.1704702
temp + phosphate_star	N_Atlantic	(28.2, Inf]	-0.6382368	-0.8651911	-0.2528391
temp + phosphate_star	N_Pacific	(-Inf,26]	-0.9799581	-0.9880152	-0.9642223
temp + phosphate_star	N_Pacific	(26,26.5]	-0.8774295	-0.9552121	-0.8340462
temp + phosphate_star	N_Pacific	(26.5,26.75]	-0.8327219	-0.9054597	-0.7950225
temp + phosphate_star	N_Pacific	(26.75,27]	-0.6778046	-0.8564569	-0.5098653
temp + phosphate_star	N_Pacific	(27,27.25]	-0.4891839	-0.7526212	-0.2925285
temp + phosphate_star	N_Pacific	(27.25,27.5]	0.1732227	-0.1206649	0.3499517
temp + phosphate_star	N_Pacific	(27.5,27.75]	0.6467604	0.5854650	0.6838028
temp + phosphate_star	N_Pacific	(27.75,27.85]	0.5849353	0.5260781	0.6518615
temp + phosphate_star	N_Pacific	(27.85,27.95]	0.6599545	0.5816705	0.7160609
temp + phosphate_star	N_Pacific	(27.95,28.05]	0.5358312	0.4642596	0.6370676
temp + phosphate_star	N_Pacific	(28.05,28.1]	0.1579260	-0.0913778	0.4137191
temp + phosphate_star	N_Pacific	(28.1,28.2]	-0.7394121	-0.7995961	-0.6801125
temp + phosphate_star	N_Pacific	(28.2,28.3]	0.6200370	0.5983254	0.6369310
temp + phosphate_star	Pacific	(-Inf,26]	-0.8188986	-0.8375926	-0.7819644
temp + phosphate_star	Pacific	(26,26.5]	-0.7799228	-0.8133444	-0.7158081
temp + phosphate_star	Pacific	(26.5,26.75]	-0.6186234	-0.6977845	-0.4776687
temp + phosphate_star	Pacific	(26.75,27]	-0.4062872	-0.5020540	-0.2647924
temp + phosphate_star	Pacific	(27,27.25]	-0.0954751	-0.2209118	0.0491508
temp + phosphate_star	Pacific	(27.25,27.5]	0.1507343	0.0792559	0.1952822
temp + phosphate_star	Pacific	(27.5,27.75]	0.1954101	0.1532754	0.2169311
temp + phosphate_star	Pacific	(27.75,27.85]	0.2518113	0.1796716	0.2885425
temp + phosphate_star	Pacific	(27.85,27.95]	0.1266859	0.0607952	0.2164905
temp + phosphate_star	Pacific	(27.95,28.05]	-0.2769524	-0.3509321	-0.1952107
temp + phosphate_star	Pacific	(28.05,28.1]	-0.5651789	-0.6163072	-0.4978039
temp + phosphate_star	Pacific	(28.1,28.2]	-0.3729176	-0.4545773	-0.3266265
temp + phosphate_star	Pacific	(28.2,28.3]	-0.2140015	-0.2936988	-0.1251613
temp + phosphate_star	SO	(-Inf,26]	-0.7413708	-0.7933059	-0.6412383
temp + phosphate_star	SO	(26,26.5]	-0.8553223	-0.8972342	-0.7922956
temp + phosphate_star	SO	(26.5,26.75]	-0.9272711	-0.9399151	-0.9163200
temp + phosphate_star	SO	(26.75,27]	-0.9758131	-0.9898755	-0.9655141
temp + phosphate_star	SO	(27,27.25]	-0.9837355	-0.9929298	-0.9787767
temp + phosphate_star	SO	(27.25,27.5]	-0.9815912	-0.9849897	-0.9797445
temp + phosphate_star	SO	(27.5,27.75]	-0.9386502	-0.9474220	-0.9277242
temp + phosphate_star	SO	(27.75,27.85]	-0.9164185	-0.9183514	-0.9142420
temp + phosphate_star	SO	(27.85,27.95]	-0.9630541	-0.9678797	-0.9575183
temp + phosphate_star	SO	(27.95,28.05]	-0.9831948	-0.9877676	-0.9788705
temp + phosphate_star	SO	(28.05,28.1]	-0.9721042	-0.9777181	-0.9627658
temp + phosphate_star	SO	(28.1,28.15]	-0.9896097	-0.9947566	-0.9829078
temp + phosphate_star	SO	(28.1,28.2]	-0.8076259	-0.8846993	-0.6602495
temp + phosphate_star	SO	(28.15,28.2]	-0.9511986	-0.9655892	-0.9331160
temp + phosphate_star	SO	(28.2, Inf]	-0.7005606	-0.7086033	-0.6935651
temp + phosphate_star	SO	(28.2,28.3]	-0.4032470	-0.5532158	-0.2088072
temp + phosphate_star	SO	(28.3, Inf]	-0.2016338	-0.4956966	0.1456065
temp + silicate	Atlantic	(-Inf,26]	-0.5142956	-0.5628479	-0.4769120
temp + silicate	Atlantic	(26,26.5]	-0.5792734	-0.6173990	-0.5437951
temp + silicate	Atlantic	(26.5,26.75]	-0.7250464	-0.7821349	-0.6583895
temp + silicate	Atlantic	(26.75,27]	-0.7995917	-0.8215011	-0.7766054
temp + silicate	Atlantic	(27,27.25]	-0.6372095	-0.7107580	-0.5506155
temp + silicate	Atlantic	(27.25,27.5]	-0.6050737	-0.6663494	-0.4941694
temp + silicate	Atlantic	(27.5,27.75]	-0.7894726	-0.8273582	-0.7695682
temp + silicate	Atlantic	(27.75,27.85]	-0.7523661	-0.7792340	-0.7259175
temp + silicate	Atlantic	(27.85,27.95]	-0.5684600	-0.6073464	-0.5350268
temp + silicate	Atlantic	(27.95,28.05]	-0.8552130	-0.8971580	-0.8172357
temp + silicate	Atlantic	(28.05,28.1]	-0.7342352	-0.8404803	-0.6663863
temp + silicate	Atlantic	(28.1,28.15]	-0.4023357	-0.5243688	-0.2796737
temp + silicate	Atlantic	(28.15,28.2]	-0.8904045	-0.9088532	-0.8610263
temp + silicate	Atlantic	(28.2, Inf]	-0.7711940	-0.8222972	-0.7002705
temp + silicate	Indian	(-Inf,26]	-0.6493852	-0.6709350	-0.6075958
temp + silicate	Indian	(26,26.5]	-0.4920248	-0.6486665	-0.3064343
temp + silicate	Indian	(26.5,26.75]	-0.4953740	-0.7469931	-0.3014310
temp + silicate	Indian	(26.75,27]	-0.4202407	-0.7506317	-0.2337357
temp + silicate	Indian	(27,27.25]	-0.0730133	-0.4397237	0.1225855
temp + silicate	Indian	(27.25,27.5]	0.2377607	-0.0143417	0.3703915
temp + silicate	Indian	(27.5,27.75]	0.3945245	0.3444396	0.4479700
temp + silicate	Indian	(27.75,27.85]	0.5030146	0.4369291	0.5729861
temp + silicate	Indian	(27.85,27.95]	-0.1082041	-0.2360682	-0.0150581
temp + silicate	Indian	(27.95,28.05]	-0.6326514	-0.7060464	-0.5414507
temp + silicate	Indian	(28.05,28.1]	-0.5439557	-0.6480700	-0.4413946
temp + silicate	Indian	(28.1,28.2]	-0.0268781	-0.1217267	0.1387662
temp + silicate	Indian	(28.2,28.3]	0.4961354	0.4320276	0.5338979
temp + silicate	Indian	(28.3, Inf]	0.5409569	0.4881886	0.5937252
temp + silicate	N_Atlantic	(-Inf,26]	-0.7848214	-0.9218536	-0.5781660
temp + silicate	N_Atlantic	(26,26.5]	-0.5449264	-0.6438988	-0.3670402
temp + silicate	N_Atlantic	(26.5,26.75]	-0.7848080	-0.8333776	-0.6924709
temp + silicate	N_Atlantic	(26.75,27]	-0.8334133	-0.8635719	-0.7972060
temp + silicate	N_Atlantic	(27,27.25]	-0.7979046	-0.8189701	-0.7863156
temp + silicate	N_Atlantic	(27.25,27.5]	-0.6986436	-0.7505485	-0.6637059
temp + silicate	N_Atlantic	(27.5,27.75]	-0.5122898	-0.5790911	-0.4402385
temp + silicate	N_Atlantic	(27.75,27.85]	-0.1218122	-0.2162583	-0.0454953
temp + silicate	N_Atlantic	(27.85,27.95]	0.1204721	0.0210860	0.2082884
temp + silicate	N_Atlantic	(27.95,28.05]	-0.3307562	-0.4790342	-0.2120524
temp + silicate	N_Atlantic	(28.05,28.1]	-0.0744621	-0.1622492	-0.0138036
temp + silicate	N_Atlantic	(28.1,28.15]	0.1677505	0.1450479	0.1943605
temp + silicate	N_Atlantic	(28.15,28.2]	-0.1089960	-0.3669172	0.1243579
temp + silicate	N_Atlantic	(28.2, Inf]	-0.1926230	-0.8597943	0.5211540
temp + silicate	N_Pacific	(-Inf,26]	-0.9219689	-0.9353024	-0.9034117
temp + silicate	N_Pacific	(26,26.5]	-0.6194937	-0.7527322	-0.5144612
temp + silicate	N_Pacific	(26.5,26.75]	-0.4232456	-0.6128275	-0.2569386
temp + silicate	N_Pacific	(26.75,27]	-0.1079977	-0.3313120	0.0045008
temp + silicate	N_Pacific	(27,27.25]	0.1249929	-0.0691699	0.2334063
temp + silicate	N_Pacific	(27.25,27.5]	0.1711112	0.0034727	0.2691603
temp + silicate	N_Pacific	(27.5,27.75]	0.1773432	0.1174668	0.2307237
temp + silicate	N_Pacific	(27.75,27.85]	0.1422835	0.0644548	0.2181559
temp + silicate	N_Pacific	(27.85,27.95]	0.3397560	0.2536863	0.3842577
temp + silicate	N_Pacific	(27.95,28.05]	0.3233906	0.2568245	0.4097404
temp + silicate	N_Pacific	(28.05,28.1]	0.3392363	0.1125863	0.5597444
temp + silicate	N_Pacific	(28.1,28.2]	-0.1902212	-0.1982923	-0.1763930
temp + silicate	N_Pacific	(28.2,28.3]	0.6857039	0.5973673	0.7675280
temp + silicate	Pacific	(-Inf,26]	-0.7301668	-0.7468288	-0.7033980
temp + silicate	Pacific	(26,26.5]	-0.7244282	-0.7628680	-0.6580949
temp + silicate	Pacific	(26.5,26.75]	-0.6570388	-0.7319291	-0.5111860
temp + silicate	Pacific	(26.75,27]	-0.5760295	-0.6539915	-0.4218127
temp + silicate	Pacific	(27,27.25]	-0.5341578	-0.6425046	-0.3454787
temp + silicate	Pacific	(27.25,27.5]	-0.3646277	-0.4889508	-0.1758008
temp + silicate	Pacific	(27.5,27.75]	-0.2528390	-0.3333028	-0.1454211
temp + silicate	Pacific	(27.75,27.85]	-0.0901135	-0.2188828	-0.0064467
temp + silicate	Pacific	(27.85,27.95]	-0.1558875	-0.2651738	-0.0451697
temp + silicate	Pacific	(27.95,28.05]	-0.1542633	-0.2715213	-0.0671706
temp + silicate	Pacific	(28.05,28.1]	0.2581612	0.1499437	0.3584151
temp + silicate	Pacific	(28.1,28.2]	0.2991574	0.2352605	0.3575352
temp + silicate	Pacific	(28.2,28.3]	0.2998754	0.2469877	0.3714122
temp + silicate	SO	(-Inf,26]	0.3944750	-0.2208784	0.9541688
temp + silicate	SO	(26,26.5]	-0.2819017	-0.3657550	-0.1189010
temp + silicate	SO	(26.5,26.75]	-0.4442761	-0.5764795	-0.3327436
temp + silicate	SO	(26.75,27]	-0.5824742	-0.7041800	-0.4998589
temp + silicate	SO	(27,27.25]	-0.1055641	-0.2012622	0.0206808
temp + silicate	SO	(27.25,27.5]	0.0811905	0.0509271	0.1017253
temp + silicate	SO	(27.5,27.75]	0.4394176	0.3546555	0.5237664
temp + silicate	SO	(27.75,27.85]	0.4794189	0.4472172	0.4956233
temp + silicate	SO	(27.85,27.95]	0.2429874	0.2028086	0.2736278
temp + silicate	SO	(27.95,28.05]	-0.0084060	-0.0669265	0.0581384
temp + silicate	SO	(28.05,28.1]	0.3615777	0.3536681	0.3689035
temp + silicate	SO	(28.1,28.15]	0.9198166	0.9136836	0.9248001
temp + silicate	SO	(28.1,28.2]	0.4678830	0.3942087	0.5367782
temp + silicate	SO	(28.15,28.2]	0.8612419	0.8299153	0.8943209
temp + silicate	SO	(28.2, Inf]	-0.3881013	-0.4351930	-0.3385665
temp + silicate	SO	(28.2,28.3]	0.1380287	-0.1624897	0.3679487
temp + silicate	SO	(28.3, Inf]	0.1703345	0.0787332	0.2359590

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

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

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

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

Past versions of correlation_predictors-1.png

Version	Author	Date
6c70952	Donghe-Zhu	2021-08-01
2666bd7	Donghe-Zhu	2021-08-01
e51cfa2	Donghe-Zhu	2021-08-01
78cbc18	Donghe-Zhu	2021-08-01
c55d4d7	Donghe-Zhu	2021-08-01
26741db	Donghe-Zhu	2021-08-01
ca539b5	Donghe-Zhu	2021-08-01
1e98138	Donghe-Zhu	2021-08-01
777b9e9	Donghe-Zhu	2021-08-01
b110c47	Donghe-Zhu	2021-08-01
3611a48	Donghe-Zhu	2021-08-01
af832ef	Donghe-Zhu	2021-07-31
016f9ed	Donghe-Zhu	2021-07-31
2080ac5	Donghe-Zhu	2021-07-31
50f0a16	Donghe-Zhu	2021-07-31
1682579	Donghe-Zhu	2021-07-31
9fa8832	Donghe-Zhu	2021-07-31
4abf542	Donghe-Zhu	2021-07-31
a2483f0	Donghe-Zhu	2021-07-31
3300527	Donghe-Zhu	2021-07-31
afeb6fd	Donghe-Zhu	2021-07-31
cb3ef32	Donghe-Zhu	2021-07-31
6528618	Donghe-Zhu	2021-07-31
f50925e	Donghe-Zhu	2021-07-31
f4de2f3	Donghe-Zhu	2021-07-30
43bc7b4	Donghe-Zhu	2021-07-30
f8c34a8	Donghe-Zhu	2021-07-30
4f897c4	Donghe-Zhu	2021-07-30
0f6e960	Donghe-Zhu	2021-07-30
fe067ea	Donghe-Zhu	2021-07-30
fbca39a	Donghe-Zhu	2021-07-30
f945f95	Donghe-Zhu	2021-07-30
a3006cd	Donghe-Zhu	2021-07-30
a55ffdc	Donghe-Zhu	2021-07-30
d5e4458	Donghe-Zhu	2021-07-30
10a97ef	Donghe-Zhu	2021-07-30
1c501fd	Donghe-Zhu	2021-07-30
68bce3f	Donghe-Zhu	2021-07-30
400c457	Donghe-Zhu	2021-07-29
3ba7852	Donghe-Zhu	2021-07-29
ec68363	Donghe-Zhu	2021-07-28
d3018f6	Donghe-Zhu	2021-07-28
b8ba2c4	Donghe-Zhu	2021-07-28
a4ddd84	Donghe-Zhu	2021-07-27
7ef49ab	Donghe-Zhu	2021-07-27
da818c0	Donghe-Zhu	2021-07-27
8623898	Donghe-Zhu	2021-07-27
f84b77c	Donghe-Zhu	2021-07-27
70ad9a5	Donghe-Zhu	2021-07-27
0d0b48d	Donghe-Zhu	2021-07-27
d0d97c6	Donghe-Zhu	2021-07-27
829510d	Donghe-Zhu	2021-07-27
780627d	Donghe-Zhu	2021-07-27
e9838c9	Donghe-Zhu	2021-07-27
2777f33	Donghe-Zhu	2021-07-27
d19760f	Donghe-Zhu	2021-07-27
cac5680	Donghe-Zhu	2021-07-23
7bb279a	Donghe-Zhu	2021-07-23
d52eac4	Donghe-Zhu	2021-07-23
dcf34b1	Donghe-Zhu	2021-07-23
419cb72	Donghe-Zhu	2021-07-22
9447d10	Donghe-Zhu	2021-07-22
639c9a0	Donghe-Zhu	2021-07-22
25bb96f	Donghe-Zhu	2021-07-22
cdc98a3	Donghe-Zhu	2021-07-22
e4805a1	Donghe-Zhu	2021-07-22
7957fd1	Donghe-Zhu	2021-07-21
b94be4e	Donghe-Zhu	2021-07-21
9950e70	Donghe-Zhu	2021-07-21
698b6f0	Donghe-Zhu	2021-07-20
d84a1cb	Donghe-Zhu	2021-07-20
4dce223	Donghe-Zhu	2021-07-20
6f28c0c	Donghe-Zhu	2021-07-20
db1e7b7	Donghe-Zhu	2021-07-19
ff0575d	Donghe-Zhu	2021-07-19
5d60eac	Donghe-Zhu	2021-07-19
57d0420	Donghe-Zhu	2021-07-16
c1be8f6	Donghe-Zhu	2021-07-16
26a7c15	Donghe-Zhu	2021-07-16
046902b	Donghe-Zhu	2021-07-16
3d4ac14	Donghe-Zhu	2021-07-15
be6fff9	Donghe-Zhu	2021-07-15
b473472	Donghe-Zhu	2021-07-15
363270a	Donghe-Zhu	2021-07-15
8b75a03	Donghe-Zhu	2021-07-15
a01e135	Donghe-Zhu	2021-07-07
bc83ef2	Donghe-Zhu	2021-07-07
75e7b07	Donghe-Zhu	2021-07-06
697aa6d	Donghe-Zhu	2021-07-06
d52e2de	Donghe-Zhu	2021-07-06
f2bde6b	Donghe-Zhu	2021-07-06
1133f28	Donghe-Zhu	2021-07-06
fe3a1cd	Donghe-Zhu	2021-07-06
d9cdf15	Donghe-Zhu	2021-07-06
ee4cd2d	Donghe-Zhu	2021-07-06
93821c1	Donghe-Zhu	2021-07-05
d44db8e	Donghe-Zhu	2021-07-05
20b3436	Donghe-Zhu	2021-07-05
d982ea5	Donghe-Zhu	2021-07-05
7397e53	Donghe-Zhu	2021-07-05
f2e4805	Donghe-Zhu	2021-07-05
e2d011a	Donghe-Zhu	2021-07-05
85e0349	Donghe-Zhu	2021-07-05
6ee0146	Donghe-Zhu	2021-07-05
a482a6b	Donghe-Zhu	2021-07-05
f59f1b3	Donghe-Zhu	2021-07-05
116bcab	Donghe-Zhu	2021-07-04
cb1c8dc	Donghe-Zhu	2021-07-04
c9bdd83	Donghe-Zhu	2021-07-04
1920ad9	Donghe-Zhu	2021-07-04
0b02791	Donghe-Zhu	2021-06-25
caf62d8	Donghe-Zhu	2021-06-25
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.0878252	-0.2779077	0.1305956
aou	Atlantic	(26,26.5]	-0.3975904	-0.5968788	-0.2048445
aou	Atlantic	(26.5,26.75]	-0.0403513	-0.2990324	0.1438553
aou	Atlantic	(26.75,27]	-0.0151161	-0.1464585	0.0884607
aou	Atlantic	(27,27.25]	0.2950532	0.1290876	0.3953727
aou	Atlantic	(27.25,27.5]	0.7134680	0.6339699	0.8084226
aou	Atlantic	(27.5,27.75]	0.8260352	0.7526408	0.9038666
aou	Atlantic	(27.75,27.85]	0.6946110	0.4895090	0.8976777
aou	Atlantic	(27.85,27.95]	0.1125405	-0.3506899	0.6356913
aou	Atlantic	(27.95,28.05]	-0.2765191	-0.4732244	-0.0388339
aou	Atlantic	(28.05,28.1]	-0.6831795	-0.7772513	-0.5435721
aou	Atlantic	(28.1,28.15]	-0.7256006	-0.7511006	-0.7026013
aou	Atlantic	(28.15,28.2]	-0.8888121	-0.9258644	-0.8386895
aou	Atlantic	(28.2, Inf]	-0.6577996	-0.8042331	-0.4713264
aou	Indian	(-Inf,26]	-0.5094877	-0.6054515	-0.4592003
aou	Indian	(26,26.5]	-0.8354669	-0.8611006	-0.8098650
aou	Indian	(26.5,26.75]	-0.8973793	-0.9212505	-0.8644199
aou	Indian	(26.75,27]	-0.8371477	-0.8889105	-0.7442198
aou	Indian	(27,27.25]	-0.2458946	-0.4348480	0.0796216
aou	Indian	(27.25,27.5]	0.7188157	0.5594221	0.8208833
aou	Indian	(27.5,27.75]	0.9449447	0.9067040	0.9647535
aou	Indian	(27.75,27.85]	0.9644651	0.9362070	0.9846331
aou	Indian	(27.85,27.95]	0.9652178	0.9604394	0.9719468
aou	Indian	(27.95,28.05]	0.8561097	0.8302403	0.8856486
aou	Indian	(28.05,28.1]	0.9228624	0.8903996	0.9400040
aou	Indian	(28.1,28.2]	0.8351158	0.7814905	0.9138921
aou	Indian	(28.2,28.3]	0.4775282	0.3709424	0.6714611
aou	Indian	(28.3, Inf]	-0.7052538	-0.8283143	-0.5821932
aou	N_Atlantic	(-Inf,26]	-0.0257421	-0.3348119	0.5194900
aou	N_Atlantic	(26,26.5]	-0.6607243	-0.7429926	-0.6077904
aou	N_Atlantic	(26.5,26.75]	-0.6392463	-0.8616009	-0.4647030
aou	N_Atlantic	(26.75,27]	-0.3990517	-0.5500482	-0.2328754
aou	N_Atlantic	(27,27.25]	-0.3119104	-0.3566894	-0.2431017
aou	N_Atlantic	(27.25,27.5]	-0.3793387	-0.4829674	-0.3213194
aou	N_Atlantic	(27.5,27.75]	-0.5574357	-0.6352378	-0.4986469
aou	N_Atlantic	(27.75,27.85]	-0.7244308	-0.8009285	-0.6704960
aou	N_Atlantic	(27.85,27.95]	-0.7046014	-0.7278329	-0.6842492
aou	N_Atlantic	(27.95,28.05]	-0.3169432	-0.5003426	-0.1593745
aou	N_Atlantic	(28.05,28.1]	-0.5042621	-0.5527956	-0.4243064
aou	N_Atlantic	(28.1,28.15]	-0.5645079	-0.6438366	-0.5199124
aou	N_Atlantic	(28.15,28.2]	0.3673839	0.2286768	0.5180518
aou	N_Atlantic	(28.2, Inf]	-0.5506897	-0.8229274	-0.3648030
aou	N_Pacific	(-Inf,26]	-0.1218946	-0.3104931	-0.0215515
aou	N_Pacific	(26,26.5]	0.3431668	0.1777805	0.4549011
aou	N_Pacific	(26.5,26.75]	0.4099917	0.3171632	0.5898650
aou	N_Pacific	(26.75,27]	0.7378053	0.6772075	0.7814527
aou	N_Pacific	(27,27.25]	0.9014700	0.8864306	0.9094344
aou	N_Pacific	(27.25,27.5]	0.8989465	0.8716298	0.9434316
aou	N_Pacific	(27.5,27.75]	0.8115618	0.7584217	0.8634401
aou	N_Pacific	(27.75,27.85]	0.8957320	0.8696060	0.9214503
aou	N_Pacific	(27.85,27.95]	0.9039170	0.8912839	0.9149640
aou	N_Pacific	(27.95,28.05]	0.8198472	0.7968476	0.8339634
aou	N_Pacific	(28.05,28.1]	0.8991054	0.8575626	0.9315941
aou	N_Pacific	(28.1,28.2]	0.7488292	0.7253315	0.7859286
aou	N_Pacific	(28.2,28.3]	0.4955063	0.3368337	0.6861316
aou	Pacific	(-Inf,26]	0.0322884	-0.0011962	0.0948981
aou	Pacific	(26,26.5]	-0.4084063	-0.5924184	-0.1880250
aou	Pacific	(26.5,26.75]	-0.1798406	-0.4412769	0.1254489
aou	Pacific	(26.75,27]	0.1202007	-0.1379037	0.4199394
aou	Pacific	(27,27.25]	0.4985285	0.3717077	0.6953629
aou	Pacific	(27.25,27.5]	0.7406647	0.6935351	0.8298683
aou	Pacific	(27.5,27.75]	0.8826974	0.8642449	0.9176570
aou	Pacific	(27.75,27.85]	0.9507275	0.9433974	0.9635519
aou	Pacific	(27.85,27.95]	0.9723090	0.9670591	0.9796668
aou	Pacific	(27.95,28.05]	0.9869056	0.9852118	0.9892563
aou	Pacific	(28.05,28.1]	0.9947471	0.9925381	0.9961987
aou	Pacific	(28.1,28.2]	0.9512937	0.9415023	0.9601720
aou	Pacific	(28.2,28.3]	-0.3443216	-0.4040293	-0.2328363
aou	SO	(-Inf,26]	-0.0693864	-0.1753027	0.1033692
aou	SO	(26,26.5]	-0.3673676	-0.4668459	-0.3125880
aou	SO	(26.5,26.75]	-0.2945244	-0.3613175	-0.1624743
aou	SO	(26.75,27]	-0.1524695	-0.2416609	-0.1014652
aou	SO	(27,27.25]	0.0377183	-0.0359434	0.1249999
aou	SO	(27.25,27.5]	-0.2317798	-0.4895566	0.1007714
aou	SO	(27.5,27.75]	-0.3131667	-0.5860468	0.0347351
aou	SO	(27.75,27.85]	-0.2840416	-0.4403589	-0.0493440
aou	SO	(27.85,27.95]	-0.3538293	-0.4105555	-0.2443674
aou	SO	(27.95,28.05]	-0.0504298	-0.0966475	0.0091451
aou	SO	(28.05,28.1]	0.1134615	-0.0447283	0.3250516
aou	SO	(28.1,28.15]	-0.5826423	-0.7239001	-0.3826502
aou	SO	(28.1,28.2]	-0.2019402	-0.2119910	-0.1851183
aou	SO	(28.15,28.2]	-0.7432872	-0.8241202	-0.6341646
aou	SO	(28.2, Inf]	-0.6601919	-0.7020880	-0.6293914
aou	SO	(28.2,28.3]	-0.5616428	-0.6038813	-0.4881247
aou	SO	(28.3, Inf]	0.0011970	-0.2325621	0.2732915
nitrate	Atlantic	(-Inf,26]	0.0095280	-0.1264692	0.2165565
nitrate	Atlantic	(26,26.5]	-0.3644580	-0.5593658	-0.1425605
nitrate	Atlantic	(26.5,26.75]	-0.0107006	-0.2474215	0.1918909
nitrate	Atlantic	(26.75,27]	-0.0364771	-0.1481796	0.0414659
nitrate	Atlantic	(27,27.25]	0.1629663	0.0985439	0.2751967
nitrate	Atlantic	(27.25,27.5]	0.3715446	0.1751529	0.4927871
nitrate	Atlantic	(27.5,27.75]	0.0782046	-0.2595807	0.3994501
nitrate	Atlantic	(27.75,27.85]	0.0156720	-0.1480508	0.3366232
nitrate	Atlantic	(27.85,27.95]	-0.0894899	-0.5665317	0.5057303
nitrate	Atlantic	(27.95,28.05]	-0.3761558	-0.5923839	-0.0899014
nitrate	Atlantic	(28.05,28.1]	-0.7406031	-0.8345005	-0.6029311
nitrate	Atlantic	(28.1,28.15]	-0.7866377	-0.8133587	-0.7638576
nitrate	Atlantic	(28.15,28.2]	-0.8988726	-0.9247760	-0.8646640
nitrate	Atlantic	(28.2, Inf]	-0.8256391	-0.9062681	-0.7136854
nitrate	Indian	(-Inf,26]	-0.5111234	-0.6184476	-0.4384933
nitrate	Indian	(26,26.5]	-0.8347974	-0.8388520	-0.8288611
nitrate	Indian	(26.5,26.75]	-0.8528021	-0.9178051	-0.8128772
nitrate	Indian	(26.75,27]	-0.7948897	-0.9237578	-0.7142589
nitrate	Indian	(27,27.25]	-0.3777322	-0.6426715	-0.1385014
nitrate	Indian	(27.25,27.5]	0.6228072	0.4514466	0.7138879
nitrate	Indian	(27.5,27.75]	0.9207510	0.8778050	0.9462388
nitrate	Indian	(27.75,27.85]	0.9627358	0.9276853	0.9873108
nitrate	Indian	(27.85,27.95]	0.9733459	0.9592589	0.9890456
nitrate	Indian	(27.95,28.05]	0.8974777	0.8449485	0.9458114
nitrate	Indian	(28.05,28.1]	0.9357350	0.8926234	0.9613211
nitrate	Indian	(28.1,28.2]	0.8659403	0.8224217	0.9106607
nitrate	Indian	(28.2,28.3]	0.4974707	0.3899292	0.6944140
nitrate	Indian	(28.3, Inf]	0.1304192	-0.7182609	0.9790993
nitrate	N_Atlantic	(-Inf,26]	0.1826860	-0.0132358	0.5609201
nitrate	N_Atlantic	(26,26.5]	-0.6207673	-0.7037114	-0.5615914
nitrate	N_Atlantic	(26.5,26.75]	-0.7131890	-0.8891135	-0.4958317
nitrate	N_Atlantic	(26.75,27]	-0.5448904	-0.6371545	-0.4091446
nitrate	N_Atlantic	(27,27.25]	-0.5180627	-0.5457943	-0.4943720
nitrate	N_Atlantic	(27.25,27.5]	-0.6838293	-0.7419104	-0.6457611
nitrate	N_Atlantic	(27.5,27.75]	-0.9050921	-0.9214926	-0.8870808
nitrate	N_Atlantic	(27.75,27.85]	-0.9035646	-0.9377145	-0.8697155
nitrate	N_Atlantic	(27.85,27.95]	-0.8200914	-0.8321095	-0.8094172
nitrate	N_Atlantic	(27.95,28.05]	-0.8624185	-0.8874242	-0.8413832
nitrate	N_Atlantic	(28.05,28.1]	-0.9274797	-0.9290198	-0.9250561
nitrate	N_Atlantic	(28.1,28.15]	-0.8879848	-0.9145691	-0.8708190
nitrate	N_Atlantic	(28.15,28.2]	-0.9448695	-0.9626061	-0.9218352
nitrate	N_Atlantic	(28.2, Inf]	-0.0436003	-0.4655040	0.5724272
nitrate	N_Pacific	(-Inf,26]	-0.7517856	-0.8006958	-0.6609145
nitrate	N_Pacific	(26,26.5]	-0.4561092	-0.5035090	-0.4075242
nitrate	N_Pacific	(26.5,26.75]	-0.5379165	-0.5726759	-0.4834129
nitrate	N_Pacific	(26.75,27]	-0.4432179	-0.6511554	-0.2277323
nitrate	N_Pacific	(27,27.25]	-0.4252331	-0.7278797	-0.0780986
nitrate	N_Pacific	(27.25,27.5]	-0.6790672	-0.8448918	-0.4668820
nitrate	N_Pacific	(27.5,27.75]	-0.8605823	-0.8870982	-0.8280829
nitrate	N_Pacific	(27.75,27.85]	-0.5273785	-0.6759295	-0.4415166
nitrate	N_Pacific	(27.85,27.95]	0.6168164	0.5064603	0.7322262
nitrate	N_Pacific	(27.95,28.05]	0.8523658	0.8296415	0.8737661
nitrate	N_Pacific	(28.05,28.1]	0.9418313	0.9278968	0.9568354
nitrate	N_Pacific	(28.1,28.2]	0.8708977	0.8605478	0.8831440
nitrate	N_Pacific	(28.2,28.3]	0.6079920	0.4652003	0.7847023
nitrate	Pacific	(-Inf,26]	0.0369937	0.0177416	0.0650386
nitrate	Pacific	(26,26.5]	-0.6968080	-0.8160697	-0.5352592
nitrate	Pacific	(26.5,26.75]	-0.7904031	-0.8605760	-0.7077875
nitrate	Pacific	(26.75,27]	-0.8696837	-0.8794803	-0.8538993
nitrate	Pacific	(27,27.25]	-0.9493979	-0.9574199	-0.9393240
nitrate	Pacific	(27.25,27.5]	-0.9521603	-0.9590887	-0.9386466
nitrate	Pacific	(27.5,27.75]	-0.9282293	-0.9397667	-0.9124502
nitrate	Pacific	(27.75,27.85]	-0.8634411	-0.8848758	-0.8212635
nitrate	Pacific	(27.85,27.95]	-0.6864611	-0.7329390	-0.6112300
nitrate	Pacific	(27.95,28.05]	0.3298095	0.1984867	0.4295403
nitrate	Pacific	(28.05,28.1]	0.9407868	0.9202727	0.9615169
nitrate	Pacific	(28.1,28.2]	0.9677371	0.9567870	0.9781699
nitrate	Pacific	(28.2,28.3]	-0.1962884	-0.2577040	-0.0811211
nitrate	SO	(-Inf,26]	0.0105534	-0.0735372	0.1392139
nitrate	SO	(26,26.5]	-0.5235399	-0.5512829	-0.4773814
nitrate	SO	(26.5,26.75]	-0.6262967	-0.6862151	-0.5699855
nitrate	SO	(26.75,27]	-0.6852574	-0.7210661	-0.6456382
nitrate	SO	(27,27.25]	-0.4803157	-0.5074948	-0.4434510
nitrate	SO	(27.25,27.5]	-0.6693169	-0.7804073	-0.5176764
nitrate	SO	(27.5,27.75]	-0.5512346	-0.5780263	-0.5156027
nitrate	SO	(27.75,27.85]	-0.1958559	-0.2456570	-0.1709522
nitrate	SO	(27.85,27.95]	0.3784158	0.3246534	0.4409581
nitrate	SO	(27.95,28.05]	0.3988880	0.3352231	0.5153675
nitrate	SO	(28.05,28.1]	0.3859234	0.2563784	0.4898037
nitrate	SO	(28.1,28.15]	0.2022445	-0.3591446	0.5617836
nitrate	SO	(28.1,28.2]	0.1891948	0.1266538	0.2391272
nitrate	SO	(28.15,28.2]	0.0969516	-0.2811009	0.3305492
nitrate	SO	(28.2, Inf]	0.5193855	0.3290615	0.7148335
nitrate	SO	(28.2,28.3]	0.1318441	0.0484979	0.1838704
nitrate	SO	(28.3, Inf]	-0.0991397	-0.1529655	-0.0173097
phosphate	Atlantic	(-Inf,26]	0.0666888	-0.0916892	0.2814847
phosphate	Atlantic	(26,26.5]	-0.3485467	-0.5424690	-0.1291457
phosphate	Atlantic	(26.5,26.75]	-0.0197902	-0.2626717	0.1736617
phosphate	Atlantic	(26.75,27]	-0.0843006	-0.2288416	0.0491386
phosphate	Atlantic	(27,27.25]	0.1645229	0.0053805	0.2450475
phosphate	Atlantic	(27.25,27.5]	0.6042124	0.5582166	0.6910024
phosphate	Atlantic	(27.5,27.75]	0.7158772	0.5668412	0.8314124
phosphate	Atlantic	(27.75,27.85]	0.5498834	0.2437933	0.8338709
phosphate	Atlantic	(27.85,27.95]	0.0326573	-0.4499273	0.5912187
phosphate	Atlantic	(27.95,28.05]	-0.3966313	-0.6168346	-0.1152587
phosphate	Atlantic	(28.05,28.1]	-0.7619794	-0.8507983	-0.6284427
phosphate	Atlantic	(28.1,28.15]	-0.8007745	-0.8252687	-0.7787744
phosphate	Atlantic	(28.15,28.2]	-0.9020016	-0.9256869	-0.8697349
phosphate	Atlantic	(28.2, Inf]	-0.8063711	-0.8971216	-0.6815729
phosphate	Indian	(-Inf,26]	-0.5603655	-0.6603753	-0.4931686
phosphate	Indian	(26,26.5]	-0.8829470	-0.9134735	-0.8496264
phosphate	Indian	(26.5,26.75]	-0.9285320	-0.9521573	-0.8995293
phosphate	Indian	(26.75,27]	-0.8762015	-0.9220410	-0.7974504
phosphate	Indian	(27,27.25]	-0.3590377	-0.5380680	-0.0472877
phosphate	Indian	(27.25,27.5]	0.6158989	0.4186672	0.7436901
phosphate	Indian	(27.5,27.75]	0.9217577	0.8716395	0.9504747
phosphate	Indian	(27.75,27.85]	0.9569217	0.9207422	0.9824388
phosphate	Indian	(27.85,27.95]	0.9676932	0.9603009	0.9792709
phosphate	Indian	(27.95,28.05]	0.8807464	0.8375174	0.9231463
phosphate	Indian	(28.05,28.1]	0.9333727	0.8947078	0.9554341
phosphate	Indian	(28.1,28.2]	0.8656071	0.8230327	0.9187182
phosphate	Indian	(28.2,28.3]	0.5227023	0.4279478	0.7086250
phosphate	Indian	(28.3, Inf]	0.1351707	-0.7154827	0.9858241
phosphate	N_Atlantic	(-Inf,26]	0.1839006	-0.0022106	0.5555045
phosphate	N_Atlantic	(26,26.5]	-0.6213014	-0.7044995	-0.5624403
phosphate	N_Atlantic	(26.5,26.75]	-0.7195942	-0.8920439	-0.5047626
phosphate	N_Atlantic	(26.75,27]	-0.5790453	-0.6625824	-0.4511855
phosphate	N_Atlantic	(27,27.25]	-0.5654053	-0.5875940	-0.5421071
phosphate	N_Atlantic	(27.25,27.5]	-0.7287212	-0.7767472	-0.6996698
phosphate	N_Atlantic	(27.5,27.75]	-0.9184473	-0.9319563	-0.9089664
phosphate	N_Atlantic	(27.75,27.85]	-0.8987391	-0.9305654	-0.8671775
phosphate	N_Atlantic	(27.85,27.95]	-0.8047984	-0.8217682	-0.7825591
phosphate	N_Atlantic	(27.95,28.05]	-0.8420281	-0.8569918	-0.8322471
phosphate	N_Atlantic	(28.05,28.1]	-0.9336496	-0.9385531	-0.9287964
phosphate	N_Atlantic	(28.1,28.15]	-0.8907157	-0.9146398	-0.8770736
phosphate	N_Atlantic	(28.15,28.2]	-0.9348620	-0.9617304	-0.9029520
phosphate	N_Atlantic	(28.2, Inf]	-0.0355090	-0.4236025	0.5530006
phosphate	N_Pacific	(-Inf,26]	-0.6940147	-0.7348133	-0.6213085
phosphate	N_Pacific	(26,26.5]	-0.0660207	-0.1613543	0.0623250
phosphate	N_Pacific	(26.5,26.75]	-0.0652355	-0.2635995	0.1420762
phosphate	N_Pacific	(26.75,27]	0.4538273	0.3704376	0.5088828
phosphate	N_Pacific	(27,27.25]	0.8515109	0.8278627	0.8669374
phosphate	N_Pacific	(27.25,27.5]	0.9181815	0.8841800	0.9552032
phosphate	N_Pacific	(27.5,27.75]	0.8113302	0.7459367	0.8707805
phosphate	N_Pacific	(27.75,27.85]	0.8951557	0.8669211	0.9230240
phosphate	N_Pacific	(27.85,27.95]	0.8903489	0.8803805	0.9009052
phosphate	N_Pacific	(27.95,28.05]	0.8078586	0.7863769	0.8215449
phosphate	N_Pacific	(28.05,28.1]	0.9026605	0.8637058	0.9332249
phosphate	N_Pacific	(28.1,28.2]	0.8011835	0.7861653	0.8266500
phosphate	N_Pacific	(28.2,28.3]	0.6129104	0.4750402	0.7839968
phosphate	Pacific	(-Inf,26]	0.0131068	-0.0157308	0.0690599
phosphate	Pacific	(26,26.5]	-0.4407559	-0.6179992	-0.2178574
phosphate	Pacific	(26.5,26.75]	-0.1845469	-0.4410242	0.1426046
phosphate	Pacific	(26.75,27]	0.1865794	-0.0607019	0.5088235
phosphate	Pacific	(27,27.25]	0.6717146	0.5680269	0.8496075
phosphate	Pacific	(27.25,27.5]	0.9184002	0.8926471	0.9681382
phosphate	Pacific	(27.5,27.75]	0.9546284	0.9416401	0.9708800
phosphate	Pacific	(27.75,27.85]	0.9749971	0.9690768	0.9814323
phosphate	Pacific	(27.85,27.95]	0.9823760	0.9754955	0.9897162
phosphate	Pacific	(27.95,28.05]	0.9836423	0.9820589	0.9867841
phosphate	Pacific	(28.05,28.1]	0.9917613	0.9889847	0.9946698
phosphate	Pacific	(28.1,28.2]	0.9606497	0.9499519	0.9709227
phosphate	Pacific	(28.2,28.3]	-0.1602276	-0.2218614	-0.0484384
phosphate	SO	(-Inf,26]	-0.2944891	-0.6179955	-0.1137610
phosphate	SO	(26,26.5]	-0.5975080	-0.6243958	-0.5454955
phosphate	SO	(26.5,26.75]	-0.6289690	-0.6625724	-0.5762286
phosphate	SO	(26.75,27]	-0.6491391	-0.6683238	-0.6235758
phosphate	SO	(27,27.25]	-0.3882539	-0.4540027	-0.3497152
phosphate	SO	(27.25,27.5]	-0.5532199	-0.7468407	-0.3058916
phosphate	SO	(27.5,27.75]	-0.1838402	-0.4323681	0.1193264
phosphate	SO	(27.75,27.85]	-0.0761215	-0.2180829	0.1244389
phosphate	SO	(27.85,27.95]	-0.0152187	-0.0627375	0.0555980
phosphate	SO	(27.95,28.05]	0.2638253	0.2119285	0.3248998
phosphate	SO	(28.05,28.1]	0.3293967	0.2003644	0.4149838
phosphate	SO	(28.1,28.15]	0.0954833	-0.4386292	0.4400358
phosphate	SO	(28.1,28.2]	0.1833021	0.1324825	0.2228647
phosphate	SO	(28.15,28.2]	-0.1054961	-0.3464942	0.0583528
phosphate	SO	(28.2, Inf]	0.5267922	0.3398103	0.7172029
phosphate	SO	(28.2,28.3]	0.2030379	0.0835321	0.2955873
phosphate	SO	(28.3, Inf]	-0.0639317	-0.1205002	0.0175859
phosphate_star	Atlantic	(-Inf,26]	0.3352125	0.1348005	0.5086602
phosphate_star	Atlantic	(26,26.5]	-0.0859677	-0.2120041	0.1213218
phosphate_star	Atlantic	(26.5,26.75]	0.1175529	0.0055254	0.2669540
phosphate_star	Atlantic	(26.75,27]	-0.2197517	-0.3323350	-0.0553251
phosphate_star	Atlantic	(27,27.25]	-0.3007899	-0.3887467	-0.2555962
phosphate_star	Atlantic	(27.25,27.5]	-0.3980951	-0.5195063	-0.2913540
phosphate_star	Atlantic	(27.5,27.75]	-0.0893874	-0.3574787	0.1660941
phosphate_star	Atlantic	(27.75,27.85]	-0.1868167	-0.5236096	0.1879540
phosphate_star	Atlantic	(27.85,27.95]	-0.3161530	-0.5602400	0.0551764
phosphate_star	Atlantic	(27.95,28.05]	-0.4334216	-0.5260519	-0.2520897
phosphate_star	Atlantic	(28.05,28.1]	-0.7653133	-0.8532833	-0.6387079
phosphate_star	Atlantic	(28.1,28.15]	-0.8606884	-0.8923000	-0.8264935
phosphate_star	Atlantic	(28.15,28.2]	-0.8922016	-0.9076016	-0.8678263
phosphate_star	Atlantic	(28.2, Inf]	-0.9035782	-0.9454596	-0.8428149
phosphate_star	Indian	(-Inf,26]	-0.5514712	-0.6553305	-0.4544370
phosphate_star	Indian	(26,26.5]	-0.8821644	-0.9335632	-0.8437669
phosphate_star	Indian	(26.5,26.75]	-0.9062850	-0.9311709	-0.8683124
phosphate_star	Indian	(26.75,27]	-0.8529249	-0.9246117	-0.7582458
phosphate_star	Indian	(27,27.25]	-0.5752322	-0.7617576	-0.3721360
phosphate_star	Indian	(27.25,27.5]	-0.3092775	-0.3923984	-0.1615781
phosphate_star	Indian	(27.5,27.75]	-0.1830421	-0.2333145	-0.1098309
phosphate_star	Indian	(27.75,27.85]	0.1111786	0.0211736	0.2295500
phosphate_star	Indian	(27.85,27.95]	0.5863231	0.4495098	0.7366396
phosphate_star	Indian	(27.95,28.05]	0.7855385	0.7341584	0.8278772
phosphate_star	Indian	(28.05,28.1]	0.8720911	0.8198653	0.9226698
phosphate_star	Indian	(28.1,28.2]	0.7414463	0.7089179	0.7908038
phosphate_star	Indian	(28.2,28.3]	0.5569012	0.4673930	0.6266003
phosphate_star	Indian	(28.3, Inf]	0.1552601	-0.6855977	0.9961179
phosphate_star	N_Atlantic	(-Inf,26]	0.4670251	0.2802024	0.6039965
phosphate_star	N_Atlantic	(26,26.5]	-0.3557334	-0.5104555	-0.2146730
phosphate_star	N_Atlantic	(26.5,26.75]	-0.7294649	-0.8786770	-0.4331310
phosphate_star	N_Atlantic	(26.75,27]	-0.7618191	-0.8450296	-0.6740844
phosphate_star	N_Atlantic	(27,27.25]	-0.8511371	-0.8591296	-0.8419452
phosphate_star	N_Atlantic	(27.25,27.5]	-0.7927567	-0.8987897	-0.7177573
phosphate_star	N_Atlantic	(27.5,27.75]	-0.4975185	-0.6182896	-0.4062565
phosphate_star	N_Atlantic	(27.75,27.85]	-0.1802618	-0.3804665	0.0442708
phosphate_star	N_Atlantic	(27.85,27.95]	-0.0315779	-0.0855021	0.0288473
phosphate_star	N_Atlantic	(27.95,28.05]	-0.7007681	-0.7590068	-0.6491207
phosphate_star	N_Atlantic	(28.05,28.1]	-0.8364866	-0.8551908	-0.8166457
phosphate_star	N_Atlantic	(28.1,28.15]	-0.9250615	-0.9409593	-0.9148034
phosphate_star	N_Atlantic	(28.15,28.2]	-0.8072746	-0.8505986	-0.7619410
phosphate_star	N_Atlantic	(28.2, Inf]	0.4751715	0.4009353	0.5812683
phosphate_star	N_Pacific	(-Inf,26]	-0.7566952	-0.8398032	-0.6017913
phosphate_star	N_Pacific	(26,26.5]	-0.6019983	-0.7213685	-0.5008182
phosphate_star	N_Pacific	(26.5,26.75]	-0.7400794	-0.8272733	-0.6688903
phosphate_star	N_Pacific	(26.75,27]	-0.4817063	-0.6714302	-0.2174943
phosphate_star	N_Pacific	(27,27.25]	0.0148490	-0.2535930	0.2828441
phosphate_star	N_Pacific	(27.25,27.5]	0.7066440	0.5255052	0.8266148
phosphate_star	N_Pacific	(27.5,27.75]	0.8007998	0.7002990	0.8818442
phosphate_star	N_Pacific	(27.75,27.85]	0.8839347	0.8430492	0.9238907
phosphate_star	N_Pacific	(27.85,27.95]	0.8236830	0.7974917	0.8528084
phosphate_star	N_Pacific	(27.95,28.05]	0.7930956	0.7786907	0.8034606
phosphate_star	N_Pacific	(28.05,28.1]	0.7960138	0.7436026	0.8309394
phosphate_star	N_Pacific	(28.1,28.2]	0.1959806	-0.0089662	0.3665930
phosphate_star	N_Pacific	(28.2,28.3]	0.8320360	0.7518899	0.8859448
phosphate_star	Pacific	(-Inf,26]	0.0967292	0.0780616	0.1080947
phosphate_star	Pacific	(26,26.5]	-0.5116110	-0.6707813	-0.2930789
phosphate_star	Pacific	(26.5,26.75]	-0.2854725	-0.5287540	0.0594290
phosphate_star	Pacific	(26.75,27]	0.1069370	-0.1356176	0.4615790
phosphate_star	Pacific	(27,27.25]	0.6354923	0.5222115	0.8268323
phosphate_star	Pacific	(27.25,27.5]	0.9125454	0.8864116	0.9606924
phosphate_star	Pacific	(27.5,27.75]	0.9331557	0.9140304	0.9473777
phosphate_star	Pacific	(27.75,27.85]	0.9405741	0.9248829	0.9491302
phosphate_star	Pacific	(27.85,27.95]	0.9253599	0.9110738	0.9351870
phosphate_star	Pacific	(27.95,28.05]	0.8247284	0.8012909	0.8379105
phosphate_star	Pacific	(28.05,28.1]	0.5487331	0.4387813	0.6079501
phosphate_star	Pacific	(28.1,28.2]	0.6337975	0.6134146	0.6745610
phosphate_star	Pacific	(28.2,28.3]	0.5453909	0.5192612	0.5745188
phosphate_star	SO	(-Inf,26]	0.2684289	-0.2434174	0.6644596
phosphate_star	SO	(26,26.5]	-0.4169031	-0.4640294	-0.3886228
phosphate_star	SO	(26.5,26.75]	-0.6248948	-0.6998402	-0.5691283
phosphate_star	SO	(26.75,27]	-0.8554505	-0.8733294	-0.8329172
phosphate_star	SO	(27,27.25]	-0.7569393	-0.8416610	-0.7077904
phosphate_star	SO	(27.25,27.5]	-0.4718395	-0.7305440	-0.2304903
phosphate_star	SO	(27.5,27.75]	0.4540188	0.1800925	0.6328221
phosphate_star	SO	(27.75,27.85]	0.7840168	0.6636051	0.8471743
phosphate_star	SO	(27.85,27.95]	0.7961196	0.7232097	0.8450794
phosphate_star	SO	(27.95,28.05]	0.6268942	0.5011384	0.7365009
phosphate_star	SO	(28.05,28.1]	0.4911566	0.2616896	0.6646782
phosphate_star	SO	(28.1,28.15]	0.4262831	-0.1780662	0.7729482
phosphate_star	SO	(28.1,28.2]	0.2807182	0.1565844	0.3454400
phosphate_star	SO	(28.15,28.2]	0.4231665	-0.2709519	0.8042837
phosphate_star	SO	(28.2, Inf]	0.5602548	0.4127112	0.7379741
phosphate_star	SO	(28.2,28.3]	0.4575590	0.4083132	0.4849729
phosphate_star	SO	(28.3, Inf]	-0.0372222	-0.1459809	0.1685139
sal	Atlantic	(-Inf,26]	-0.5118874	-0.6322620	-0.3658392
sal	Atlantic	(26,26.5]	-0.3491872	-0.4517485	-0.2659766
sal	Atlantic	(26.5,26.75]	-0.3151016	-0.3978305	-0.2599055
sal	Atlantic	(26.75,27]	0.0843040	-0.0226684	0.1568430
sal	Atlantic	(27,27.25]	0.2910388	0.2484378	0.3288692
sal	Atlantic	(27.25,27.5]	0.4392612	0.3724707	0.5013432
sal	Atlantic	(27.5,27.75]	0.3249035	0.2162436	0.4438974
sal	Atlantic	(27.75,27.85]	0.4073650	0.1341718	0.6290287
sal	Atlantic	(27.85,27.95]	0.2961817	0.0496324	0.4429680
sal	Atlantic	(27.95,28.05]	0.3436589	0.2204505	0.4305896
sal	Atlantic	(28.05,28.1]	0.7709031	0.6643052	0.8409216
sal	Atlantic	(28.1,28.15]	0.9065840	0.8631283	0.9396679
sal	Atlantic	(28.15,28.2]	0.8699059	0.8367261	0.8882842
sal	Atlantic	(28.2, Inf]	0.9693164	0.9587389	0.9792872
sal	Indian	(-Inf,26]	0.8057137	0.7313504	0.8536686
sal	Indian	(26,26.5]	0.6495405	0.3820647	0.8979501
sal	Indian	(26.5,26.75]	0.5056907	0.2470385	0.8817866
sal	Indian	(26.75,27]	0.4866930	0.2018957	0.9087879
sal	Indian	(27,27.25]	0.3350850	0.0977763	0.7831775
sal	Indian	(27.25,27.5]	0.4903394	0.2837090	0.7323351
sal	Indian	(27.5,27.75]	0.5787812	0.4966979	0.6799932
sal	Indian	(27.75,27.85]	0.5835066	0.5434336	0.6585066
sal	Indian	(27.85,27.95]	-0.0249598	-0.0953346	0.0653702
sal	Indian	(27.95,28.05]	-0.6540554	-0.7501919	-0.5508314
sal	Indian	(28.05,28.1]	-0.7059111	-0.7849648	-0.6277345
sal	Indian	(28.1,28.2]	-0.1262495	-0.4009401	0.2836412
sal	Indian	(28.2,28.3]	-0.1746281	-0.3171915	0.0094684
sal	Indian	(28.3, Inf]	0.1628307	-0.1101767	0.4358380
sal	N_Atlantic	(-Inf,26]	-0.2364313	-0.4021819	-0.1324919
sal	N_Atlantic	(26,26.5]	0.5461749	0.4158703	0.6538517
sal	N_Atlantic	(26.5,26.75]	0.7738472	0.5413796	0.9131029
sal	N_Atlantic	(26.75,27]	0.7999390	0.6959884	0.8936374
sal	N_Atlantic	(27,27.25]	0.8346479	0.8082811	0.8639938
sal	N_Atlantic	(27.25,27.5]	0.7464155	0.6669553	0.8415600
sal	N_Atlantic	(27.5,27.75]	0.5215176	0.3118346	0.7278404
sal	N_Atlantic	(27.75,27.85]	0.1854441	0.0554916	0.3037560
sal	N_Atlantic	(27.85,27.95]	-0.1632881	-0.2540581	-0.0284861
sal	N_Atlantic	(27.95,28.05]	0.5568188	0.5250208	0.6148886
sal	N_Atlantic	(28.05,28.1]	0.3708385	0.2828554	0.4160914
sal	N_Atlantic	(28.1,28.15]	0.4280740	0.3826397	0.4597913
sal	N_Atlantic	(28.15,28.2]	0.3168443	0.1063631	0.4891394
sal	N_Atlantic	(28.2, Inf]	-0.5534499	-0.7215143	-0.2311670
sal	N_Pacific	(-Inf,26]	0.6495508	0.5137303	0.7572509
sal	N_Pacific	(26,26.5]	0.8001390	0.7500326	0.8343783
sal	N_Pacific	(26.5,26.75]	0.9124912	0.8980560	0.9298427
sal	N_Pacific	(26.75,27]	0.9002942	0.8689580	0.9326214
sal	N_Pacific	(27,27.25]	0.8284881	0.7926546	0.8591309
sal	N_Pacific	(27.25,27.5]	0.7609861	0.7529329	0.7663409
sal	N_Pacific	(27.5,27.75]	0.7001070	0.6519079	0.7271644
sal	N_Pacific	(27.75,27.85]	0.7086985	0.6879589	0.7368488
sal	N_Pacific	(27.85,27.95]	0.6908723	0.5612459	0.8137548
sal	N_Pacific	(27.95,28.05]	0.6506044	0.5769161	0.6967669
sal	N_Pacific	(28.05,28.1]	0.9013774	0.8522543	0.9546944
sal	N_Pacific	(28.1,28.2]	0.7126358	0.6360800	0.8002105
sal	N_Pacific	(28.2,28.3]	0.5921740	0.4626285	0.7492004
sal	Pacific	(-Inf,26]	0.3051848	0.2488577	0.3553957
sal	Pacific	(26,26.5]	0.7065691	0.6102295	0.7628940
sal	Pacific	(26.5,26.75]	0.8081925	0.7272779	0.8733742
sal	Pacific	(26.75,27]	0.7767057	0.6706418	0.8620431
sal	Pacific	(27,27.25]	0.6899169	0.6124754	0.7837963
sal	Pacific	(27.25,27.5]	0.5364867	0.4838070	0.6066377
sal	Pacific	(27.5,27.75]	0.5153588	0.4663984	0.5617829
sal	Pacific	(27.75,27.85]	0.4744316	0.3764215	0.5640353
sal	Pacific	(27.85,27.95]	0.2661848	0.1793904	0.3515790
sal	Pacific	(27.95,28.05]	0.1318448	0.0395938	0.1962011
sal	Pacific	(28.05,28.1]	0.2230701	0.1182054	0.3407564
sal	Pacific	(28.1,28.2]	0.3732381	0.3134900	0.4123436
sal	Pacific	(28.2,28.3]	-0.4846150	-0.5774115	-0.3085687
sal	SO	(-Inf,26]	-0.5633648	-0.9893008	-0.0160593
sal	SO	(26,26.5]	-0.1086128	-0.2575563	-0.0289430
sal	SO	(26.5,26.75]	0.3774063	0.2655973	0.4643645
sal	SO	(26.75,27]	0.7457813	0.7076639	0.8096478
sal	SO	(27,27.25]	0.5972048	0.5394793	0.7042502
sal	SO	(27.25,27.5]	0.1941730	-0.0517528	0.5304550
sal	SO	(27.5,27.75]	-0.4750268	-0.7152115	-0.1412675
sal	SO	(27.75,27.85]	-0.6379941	-0.7156908	-0.4880083
sal	SO	(27.85,27.95]	-0.7193706	-0.7877283	-0.6336107
sal	SO	(27.95,28.05]	-0.5748199	-0.6878997	-0.4326712
sal	SO	(28.05,28.1]	-0.3508855	-0.5293952	-0.1103134
sal	SO	(28.1,28.15]	-0.3842842	-0.7431235	0.1868586
sal	SO	(28.1,28.2]	0.1100969	-0.0376619	0.2009591
sal	SO	(28.15,28.2]	-0.2849501	-0.7306402	0.4679584
sal	SO	(28.2, Inf]	0.2033892	0.0268091	0.3813507
sal	SO	(28.2,28.3]	0.1956079	-0.0618123	0.4894838
sal	SO	(28.3, Inf]	0.4984492	0.2894467	0.6856128
silicate	Atlantic	(-Inf,26]	-0.1295929	-0.2538187	0.0267288
silicate	Atlantic	(26,26.5]	-0.3895648	-0.5463857	-0.1571506
silicate	Atlantic	(26.5,26.75]	-0.0931765	-0.2895453	0.0983681
silicate	Atlantic	(26.75,27]	-0.2804768	-0.4116912	-0.1226228
silicate	Atlantic	(27,27.25]	-0.1955795	-0.3389385	-0.0995210
silicate	Atlantic	(27.25,27.5]	-0.1124711	-0.1695029	-0.0155169
silicate	Atlantic	(27.5,27.75]	0.1258546	-0.0580102	0.3521347
silicate	Atlantic	(27.75,27.85]	0.0393543	-0.2044594	0.4337456
silicate	Atlantic	(27.85,27.95]	-0.3117980	-0.6901250	0.2382322
silicate	Atlantic	(27.95,28.05]	-0.2742462	-0.3961002	-0.0471637
silicate	Atlantic	(28.05,28.1]	-0.4049543	-0.5190243	-0.2763889
silicate	Atlantic	(28.1,28.15]	-0.2480261	-0.3101438	-0.2153552
silicate	Atlantic	(28.15,28.2]	-0.6531187	-0.7556217	-0.5273431
silicate	Atlantic	(28.2, Inf]	-0.6319666	-0.7249419	-0.5007440
silicate	Indian	(-Inf,26]	-0.6098736	-0.6919313	-0.5566075
silicate	Indian	(26,26.5]	-0.8940571	-0.9325269	-0.8331938
silicate	Indian	(26.5,26.75]	-0.9207720	-0.9478702	-0.9034357
silicate	Indian	(26.75,27]	-0.8585905	-0.8986480	-0.8078738
silicate	Indian	(27,27.25]	-0.3215280	-0.4656906	-0.0563830
silicate	Indian	(27.25,27.5]	0.5900188	0.4582912	0.6799577
silicate	Indian	(27.5,27.75]	0.8619598	0.8464081	0.8748494
silicate	Indian	(27.75,27.85]	0.9224951	0.9087546	0.9309187
silicate	Indian	(27.85,27.95]	0.9365145	0.9228193	0.9484033
silicate	Indian	(27.95,28.05]	0.8772268	0.8658604	0.8831315
silicate	Indian	(28.05,28.1]	0.8916559	0.8694866	0.9260435
silicate	Indian	(28.1,28.2]	0.8875498	0.8585818	0.9400481
silicate	Indian	(28.2,28.3]	0.3944628	0.1778827	0.6585772
silicate	Indian	(28.3, Inf]	0.7608352	0.6832837	0.8383867
silicate	N_Atlantic	(-Inf,26]	0.1745849	-0.0045291	0.5263984
silicate	N_Atlantic	(26,26.5]	-0.6482590	-0.7278721	-0.6010775
silicate	N_Atlantic	(26.5,26.75]	-0.8108762	-0.9310203	-0.6488089
silicate	N_Atlantic	(26.75,27]	-0.8386797	-0.8777778	-0.7813443
silicate	N_Atlantic	(27,27.25]	-0.8553896	-0.8766428	-0.8211645
silicate	N_Atlantic	(27.25,27.5]	-0.9071814	-0.9549125	-0.8615827
silicate	N_Atlantic	(27.5,27.75]	-0.8844397	-0.9617379	-0.7901004
silicate	N_Atlantic	(27.75,27.85]	-0.8721830	-0.9181565	-0.8311880
silicate	N_Atlantic	(27.85,27.95]	-0.8628453	-0.9100236	-0.8230000
silicate	N_Atlantic	(27.95,28.05]	-0.5091404	-0.6421270	-0.3557857
silicate	N_Atlantic	(28.05,28.1]	-0.7563615	-0.7975448	-0.7272129
silicate	N_Atlantic	(28.1,28.15]	-0.8418605	-0.8837481	-0.8180231
silicate	N_Atlantic	(28.15,28.2]	-0.8461310	-0.8952486	-0.7766975
silicate	N_Atlantic	(28.2, Inf]	-0.0285610	-0.2190376	0.2395272
silicate	N_Pacific	(-Inf,26]	-0.7386713	-0.7932618	-0.6331901
silicate	N_Pacific	(26,26.5]	-0.2637193	-0.3864397	-0.1671272
silicate	N_Pacific	(26.5,26.75]	-0.2967213	-0.4946744	-0.1506543
silicate	N_Pacific	(26.75,27]	0.1694357	-0.0139917	0.2942299
silicate	N_Pacific	(27,27.25]	0.6647792	0.5565419	0.7435018
silicate	N_Pacific	(27.25,27.5]	0.8024035	0.7686777	0.8339772
silicate	N_Pacific	(27.5,27.75]	0.8379008	0.7902639	0.8645859
silicate	N_Pacific	(27.75,27.85]	0.7446471	0.7312171	0.7661521
silicate	N_Pacific	(27.85,27.95]	0.8719440	0.8504289	0.9132787
silicate	N_Pacific	(27.95,28.05]	0.8847684	0.8749670	0.9006783
silicate	N_Pacific	(28.05,28.1]	0.8707068	0.8312524	0.8953446
silicate	N_Pacific	(28.1,28.2]	0.6470753	0.5713926	0.6965491
silicate	N_Pacific	(28.2,28.3]	0.5614652	0.4201064	0.7315997
silicate	Pacific	(-Inf,26]	-0.0348978	-0.0712739	0.0138380
silicate	Pacific	(26,26.5]	-0.5566492	-0.7328235	-0.3360878
silicate	Pacific	(26.5,26.75]	-0.4099023	-0.6762418	-0.0540458
silicate	Pacific	(26.75,27]	-0.1523637	-0.4435489	0.2407668
silicate	Pacific	(27,27.25]	0.1617966	-0.0581294	0.4921918
silicate	Pacific	(27.25,27.5]	0.5471645	0.4262585	0.7576376
silicate	Pacific	(27.5,27.75]	0.7127692	0.6366643	0.7969715
silicate	Pacific	(27.75,27.85]	0.7889630	0.7537694	0.8255241
silicate	Pacific	(27.85,27.95]	0.8604448	0.8248760	0.8971735
silicate	Pacific	(27.95,28.05]	0.9187848	0.9169540	0.9200638
silicate	Pacific	(28.05,28.1]	0.9701638	0.9641469	0.9732396
silicate	Pacific	(28.1,28.2]	0.9288094	0.9237611	0.9318733
silicate	Pacific	(28.2,28.3]	-0.1340813	-0.2076872	-0.0197238
silicate	SO	(-Inf,26]	-0.5863927	-0.9868138	-0.2036974
silicate	SO	(26,26.5]	-0.8008489	-0.8507063	-0.7495221
silicate	SO	(26.5,26.75]	-0.8098697	-0.8564637	-0.7732987
silicate	SO	(26.75,27]	-0.8159529	-0.9094941	-0.7550858
silicate	SO	(27,27.25]	-0.5956440	-0.7438798	-0.4988038
silicate	SO	(27.25,27.5]	-0.6409290	-0.8430368	-0.4229958
silicate	SO	(27.5,27.75]	-0.1275812	-0.4347583	0.2130795
silicate	SO	(27.75,27.85]	-0.0157992	-0.1655861	0.2007085
silicate	SO	(27.85,27.95]	-0.0768572	-0.1401129	0.0278525
silicate	SO	(27.95,28.05]	0.0955820	-0.0082012	0.1993980
silicate	SO	(28.05,28.1]	0.2945349	0.1995389	0.4603137
silicate	SO	(28.1,28.15]	-0.3375316	-0.6514137	0.1629208
silicate	SO	(28.1,28.2]	0.3257911	0.2954195	0.3648605
silicate	SO	(28.15,28.2]	-0.0558468	-0.4978486	0.6305301
silicate	SO	(28.2, Inf]	0.5278615	0.3597236	0.6886358
silicate	SO	(28.2,28.3]	0.2209449	0.1098568	0.3451240
silicate	SO	(28.3, Inf]	0.2503565	0.1055936	0.4281717
temp	Atlantic	(-Inf,26]	-0.5359929	-0.5918073	-0.4774630
temp	Atlantic	(26,26.5]	-0.2531389	-0.3765243	-0.1552340
temp	Atlantic	(26.5,26.75]	-0.2869448	-0.3744362	-0.2227099
temp	Atlantic	(26.75,27]	0.1507740	0.0439642	0.2264038
temp	Atlantic	(27,27.25]	0.3475111	0.2993132	0.3870300
temp	Atlantic	(27.25,27.5]	0.5598719	0.5345544	0.6101553
temp	Atlantic	(27.5,27.75]	0.3787363	0.2318719	0.4915612
temp	Atlantic	(27.75,27.85]	0.4283043	0.1362639	0.6552979
temp	Atlantic	(27.85,27.95]	0.2818358	0.0677869	0.3898205
temp	Atlantic	(27.95,28.05]	0.1408133	0.0072911	0.2376788
temp	Atlantic	(28.05,28.1]	0.6482067	0.5362333	0.7224259
temp	Atlantic	(28.1,28.15]	0.8411760	0.7847734	0.8767590
temp	Atlantic	(28.15,28.2]	0.8167482	0.7884201	0.8422608
temp	Atlantic	(28.2, Inf]	0.9428188	0.9197154	0.9579266
temp	Indian	(-Inf,26]	0.0625503	-0.0037605	0.1589934
temp	Indian	(26,26.5]	0.4686550	0.2876576	0.5877354
temp	Indian	(26.5,26.75]	0.5028387	0.2989771	0.7722929
temp	Indian	(26.75,27]	0.5209640	0.3245036	0.8483268
temp	Indian	(27,27.25]	0.3557428	0.1486265	0.7262214
temp	Indian	(27.25,27.5]	0.4873343	0.3437479	0.6514187
temp	Indian	(27.5,27.75]	0.5788241	0.5321583	0.6457281
temp	Indian	(27.75,27.85]	0.5400722	0.5306833	0.5448502
temp	Indian	(27.85,27.95]	0.0067029	-0.0559335	0.0777245
temp	Indian	(27.95,28.05]	-0.6155210	-0.6408487	-0.5974049
temp	Indian	(28.05,28.1]	-0.6383684	-0.6749791	-0.6068958
temp	Indian	(28.1,28.2]	-0.1705220	-0.3407471	0.0843228
temp	Indian	(28.2,28.3]	0.0308205	-0.1111524	0.2121227
temp	Indian	(28.3, Inf]	0.5397374	0.4814170	0.5980578
temp	N_Atlantic	(-Inf,26]	-0.5294974	-0.6902046	-0.2520067
temp	N_Atlantic	(26,26.5]	-0.0883086	-0.2714201	0.0054661
temp	N_Atlantic	(26.5,26.75]	0.5144197	0.2011590	0.7089928
temp	N_Atlantic	(26.75,27]	0.6514179	0.5194079	0.7920591
temp	N_Atlantic	(27,27.25]	0.7179166	0.6856587	0.7367624
temp	N_Atlantic	(27.25,27.5]	0.7316916	0.6555811	0.8287419
temp	N_Atlantic	(27.5,27.75]	0.4397176	0.2292805	0.6361091
temp	N_Atlantic	(27.75,27.85]	0.1575019	0.0160646	0.2656418
temp	N_Atlantic	(27.85,27.95]	-0.2262560	-0.2758306	-0.1492102
temp	N_Atlantic	(27.95,28.05]	0.3566220	0.3093805	0.4239311
temp	N_Atlantic	(28.05,28.1]	0.2648311	0.1731417	0.3190463
temp	N_Atlantic	(28.1,28.15]	0.1653558	0.0742817	0.2236690
temp	N_Atlantic	(28.15,28.2]	-0.2596724	-0.5976924	0.0822599
temp	N_Atlantic	(28.2, Inf]	-0.1414854	-0.3484543	0.2207533
temp	N_Pacific	(-Inf,26]	0.6783508	0.4745673	0.7887581
temp	N_Pacific	(26,26.5]	0.7828474	0.7249338	0.8343748
temp	N_Pacific	(26.5,26.75]	0.9043840	0.8875332	0.9272374
temp	N_Pacific	(26.75,27]	0.8931771	0.8812934	0.9120799
temp	N_Pacific	(27,27.25]	0.7951992	0.7647530	0.8355528
temp	N_Pacific	(27.25,27.5]	0.7037332	0.6185063	0.7689869
temp	N_Pacific	(27.5,27.75]	0.4744759	0.4364298	0.4955068
temp	N_Pacific	(27.75,27.85]	0.5358508	0.5061893	0.5932375
temp	N_Pacific	(27.85,27.95]	0.4726470	0.4021607	0.5585060
temp	N_Pacific	(27.95,28.05]	0.3304188	0.2520576	0.4072612
temp	N_Pacific	(28.05,28.1]	0.4737691	0.2019938	0.6661970
temp	N_Pacific	(28.1,28.2]	0.4613182	0.3757270	0.5689416
temp	N_Pacific	(28.2,28.3]	0.6895446	0.6191766	0.7713792
temp	Pacific	(-Inf,26]	-0.3732840	-0.4368219	-0.3223861
temp	Pacific	(26,26.5]	0.6188969	0.4720389	0.6997414
temp	Pacific	(26.5,26.75]	0.7872499	0.6956226	0.8591239
temp	Pacific	(26.75,27]	0.7767804	0.6679135	0.8613359
temp	Pacific	(27,27.25]	0.6669573	0.5820199	0.7566561
temp	Pacific	(27.25,27.5]	0.4928839	0.4102845	0.5788631
temp	Pacific	(27.5,27.75]	0.4180436	0.3671185	0.4938381
temp	Pacific	(27.75,27.85]	0.4679570	0.3734979	0.5504967
temp	Pacific	(27.85,27.95]	0.2667316	0.1788614	0.3213577
temp	Pacific	(27.95,28.05]	0.0960550	0.0029673	0.1673524
temp	Pacific	(28.05,28.1]	0.2681369	0.1792034	0.3499841
temp	Pacific	(28.1,28.2]	0.2773034	0.1937356	0.3328041
temp	Pacific	(28.2,28.3]	-0.6663644	-0.7096227	-0.6218118
temp	SO	(-Inf,26]	-0.7628795	-0.9831182	-0.4651332
temp	SO	(26,26.5]	-0.0696921	-0.2113298	0.0183160
temp	SO	(26.5,26.75]	0.3915814	0.2601691	0.5014704
temp	SO	(26.75,27]	0.7920559	0.7313600	0.8559117
temp	SO	(27,27.25]	0.7072056	0.6779743	0.7401202
temp	SO	(27.25,27.5]	0.4319646	0.2072762	0.6673961
temp	SO	(27.5,27.75]	-0.4047827	-0.5933321	-0.1048199
temp	SO	(27.75,27.85]	-0.7573302	-0.8383054	-0.6164019
temp	SO	(27.85,27.95]	-0.8130781	-0.8586258	-0.7365285
temp	SO	(27.95,28.05]	-0.6319139	-0.7455240	-0.5030943
temp	SO	(28.05,28.1]	-0.3919868	-0.5750538	-0.1614062
temp	SO	(28.1,28.15]	-0.4111142	-0.7759110	0.1700804
temp	SO	(28.1,28.2]	0.1279400	0.0029804	0.2727435
temp	SO	(28.15,28.2]	-0.3205115	-0.7562360	0.4254737
temp	SO	(28.2, Inf]	-0.1643711	-0.2373882	-0.0638291
temp	SO	(28.2,28.3]	0.0807927	-0.1093975	0.2325840
temp	SO	(28.3, Inf]	0.1648895	-0.0211578	0.4247794

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.20               
[79] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[82] ellipsis_0.3.1           here_1.0.1