eMLR - assumption testing

workflowr

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Last updated: 2021-11-04

Checks: 7 0

Knit directory: emlr_obs_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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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
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html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
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Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 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 coeffcients.

3.1 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).

plot_fun <- function(df){
  ggpairs(
    data = df,
    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:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>%
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

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

/nfs/kryo/work/jenmueller/emlr_cant/observations/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)[5]

      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()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 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)

3.2.2 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
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# 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,26.5]	0.9584928	0.9517075	0.9652780
aou + nitrate	Atlantic	(26.5,26.75]	0.9635268	0.9597300	0.9673236
aou + nitrate	Atlantic	(26.75,27]	0.9242694	0.9087880	0.9397509
aou + nitrate	Atlantic	(27,27.25]	0.8656840	0.8266706	0.9046974
aou + nitrate	Atlantic	(27.25,27.5]	0.8240646	0.7882700	0.8598593
aou + nitrate	Atlantic	(27.5,27.75]	0.8682115	0.8509778	0.8854451
aou + nitrate	Atlantic	(27.75,27.85]	0.9009517	0.8965672	0.9053361
aou + nitrate	Atlantic	(27.85,27.95]	0.9053686	0.9031630	0.9075742
aou + nitrate	Atlantic	(27.95,28.05]	0.9073402	0.8947986	0.9198818
aou + nitrate	Atlantic	(28.05,28.1]	0.9482605	0.9445918	0.9519293
aou + nitrate	Atlantic	(28.1,28.15]	0.9734592	0.9707985	0.9761200
aou + nitrate	Atlantic	(28.15,28.2]	0.9831793	0.9808323	0.9855263
aou + nitrate	Atlantic	(28.2, Inf]	0.7926044	0.7131987	0.8720102
aou + nitrate	Indian	(-Inf,26]	0.9923450	0.9900336	0.9946564
aou + nitrate	Indian	(26,26.5]	0.9841927	0.9801302	0.9882551
aou + nitrate	Indian	(26.5,26.75]	0.9555365	0.9406486	0.9704243
aou + nitrate	Indian	(26.75,27]	0.8943214	0.8595884	0.9290545
aou + nitrate	Indian	(27,27.25]	0.8089610	0.7538975	0.8640245
aou + nitrate	Indian	(27.25,27.5]	0.8768432	0.8692564	0.8844300
aou + nitrate	Indian	(27.5,27.75]	0.9113215	0.9098711	0.9127719
aou + nitrate	Indian	(27.75,27.85]	0.8906203	0.8680908	0.9131497
aou + nitrate	Indian	(27.85,27.95]	0.8458194	0.8283396	0.8632991
aou + nitrate	Indian	(27.95,28.05]	0.7739227	0.6913276	0.8565177
aou + nitrate	Indian	(28.05,28.1]	0.8763102	0.8241900	0.9284303
aou + nitrate	Indian	(28.1, Inf]	0.5834016	0.4912314	0.6755719
aou + nitrate	Pacific	(-Inf,26]	0.8847974	0.8531081	0.9164867
aou + nitrate	Pacific	(26,26.5]	0.8718952	0.8596878	0.8841027
aou + nitrate	Pacific	(26.5,26.75]	0.8135804	0.7765923	0.8505685
aou + nitrate	Pacific	(26.75,27]	0.9097631	0.9096359	0.9098902
aou + nitrate	Pacific	(27,27.25]	0.9756956	0.9746645	0.9767268
aou + nitrate	Pacific	(27.25,27.5]	0.9784993	0.9759553	0.9810433
aou + nitrate	Pacific	(27.5,27.75]	0.9791431	0.9754720	0.9828142
aou + nitrate	Pacific	(27.75,27.85]	0.9855769	0.9817206	0.9894332
aou + nitrate	Pacific	(27.85,27.95]	0.9840454	0.9809708	0.9871200
aou + nitrate	Pacific	(27.95,28.05]	0.9707619	0.9673361	0.9741877
aou + nitrate	Pacific	(28.05,28.1]	0.9602968	0.9550071	0.9655865
aou + nitrate	Pacific	(28.1, Inf]	0.9301092	0.8951657	0.9650527
aou + oxygen	Atlantic	(-Inf,26.5]	-0.9289977	-0.9452163	-0.9127792
aou + oxygen	Atlantic	(26.5,26.75]	-0.9629364	-0.9703590	-0.9555137
aou + oxygen	Atlantic	(26.75,27]	-0.9565541	-0.9591477	-0.9539606
aou + oxygen	Atlantic	(27,27.25]	-0.9519865	-0.9525607	-0.9514122
aou + oxygen	Atlantic	(27.25,27.5]	-0.9376444	-0.9432635	-0.9320254
aou + oxygen	Atlantic	(27.5,27.75]	-0.9297000	-0.9400465	-0.9193534
aou + oxygen	Atlantic	(27.75,27.85]	-0.9428606	-0.9471201	-0.9386012
aou + oxygen	Atlantic	(27.85,27.95]	-0.9600426	-0.9619293	-0.9581559
aou + oxygen	Atlantic	(27.95,28.05]	-0.9615168	-0.9631692	-0.9598644
aou + oxygen	Atlantic	(28.05,28.1]	-0.9730451	-0.9762084	-0.9698818
aou + oxygen	Atlantic	(28.1,28.15]	-0.9876237	-0.9878521	-0.9873953
aou + oxygen	Atlantic	(28.15,28.2]	-0.9943789	-0.9952197	-0.9935381
aou + oxygen	Atlantic	(28.2, Inf]	-0.9788295	-0.9819450	-0.9757140
aou + oxygen	Indian	(-Inf,26]	-0.9942055	-0.9949098	-0.9935013
aou + oxygen	Indian	(26,26.5]	-0.9966576	-0.9967023	-0.9966129
aou + oxygen	Indian	(26.5,26.75]	-0.9955051	-0.9971434	-0.9938668
aou + oxygen	Indian	(26.75,27]	-0.9918457	-0.9959110	-0.9877803
aou + oxygen	Indian	(27,27.25]	-0.9938930	-0.9954814	-0.9923046
aou + oxygen	Indian	(27.25,27.5]	-0.9959269	-0.9962079	-0.9956459
aou + oxygen	Indian	(27.5,27.75]	-0.9965225	-0.9965813	-0.9964638
aou + oxygen	Indian	(27.75,27.85]	-0.9973478	-0.9978887	-0.9968069
aou + oxygen	Indian	(27.85,27.95]	-0.9956444	-0.9958737	-0.9954151
aou + oxygen	Indian	(27.95,28.05]	-0.9900791	-0.9909976	-0.9891607
aou + oxygen	Indian	(28.05,28.1]	-0.9897822	-0.9948441	-0.9847203
aou + oxygen	Indian	(28.1, Inf]	-0.9859310	-0.9878892	-0.9839729
aou + oxygen	Pacific	(-Inf,26]	-0.8638774	-0.9011079	-0.8266469
aou + oxygen	Pacific	(26,26.5]	-0.9779707	-0.9854300	-0.9705114
aou + oxygen	Pacific	(26.5,26.75]	-0.9782582	-0.9845101	-0.9720063
aou + oxygen	Pacific	(26.75,27]	-0.9755415	-0.9760343	-0.9750486
aou + oxygen	Pacific	(27,27.25]	-0.9940394	-0.9945740	-0.9935048
aou + oxygen	Pacific	(27.25,27.5]	-0.9955457	-0.9960985	-0.9949928
aou + oxygen	Pacific	(27.5,27.75]	-0.9952711	-0.9965315	-0.9940108
aou + oxygen	Pacific	(27.75,27.85]	-0.9975446	-0.9979398	-0.9971493
aou + oxygen	Pacific	(27.85,27.95]	-0.9974395	-0.9984225	-0.9964564
aou + oxygen	Pacific	(27.95,28.05]	-0.9968728	-0.9987582	-0.9949873
aou + oxygen	Pacific	(28.05,28.1]	-0.9968654	-0.9991284	-0.9946023
aou + oxygen	Pacific	(28.1, Inf]	-0.9939830	-0.9963387	-0.9916273
aou + phosphate	Atlantic	(-Inf,26.5]	0.8838534	0.8630745	0.9046323
aou + phosphate	Atlantic	(26.5,26.75]	0.9148870	0.9085144	0.9212596
aou + phosphate	Atlantic	(26.75,27]	0.8716252	0.8542703	0.8889802
aou + phosphate	Atlantic	(27,27.25]	0.8124904	0.7626390	0.8623418
aou + phosphate	Atlantic	(27.25,27.5]	0.7770555	0.7353423	0.8187687
aou + phosphate	Atlantic	(27.5,27.75]	0.8351616	0.8180763	0.8522468
aou + phosphate	Atlantic	(27.75,27.85]	0.8719452	0.8704561	0.8734343
aou + phosphate	Atlantic	(27.85,27.95]	0.8942183	0.8906428	0.8977938
aou + phosphate	Atlantic	(27.95,28.05]	0.9036983	0.8919196	0.9154770
aou + phosphate	Atlantic	(28.05,28.1]	0.9434711	0.9385090	0.9484331
aou + phosphate	Atlantic	(28.1,28.15]	0.9688125	0.9682719	0.9693530
aou + phosphate	Atlantic	(28.15,28.2]	0.9830338	0.9808239	0.9852437
aou + phosphate	Atlantic	(28.2, Inf]	0.7942430	0.7180985	0.8703876
aou + phosphate	Indian	(-Inf,26]	0.9949167	0.9938856	0.9959478
aou + phosphate	Indian	(26,26.5]	0.9932695	0.9911882	0.9953508
aou + phosphate	Indian	(26.5,26.75]	0.9663355	0.9464939	0.9861772
aou + phosphate	Indian	(26.75,27]	0.9150055	0.8726488	0.9573622
aou + phosphate	Indian	(27,27.25]	0.8635444	0.7873500	0.9397387
aou + phosphate	Indian	(27.25,27.5]	0.9317037	0.9116970	0.9517103
aou + phosphate	Indian	(27.5,27.75]	0.9563395	0.9486725	0.9640064
aou + phosphate	Indian	(27.75,27.85]	0.9259377	0.9082809	0.9435946
aou + phosphate	Indian	(27.85,27.95]	0.8679247	0.8358678	0.8999815
aou + phosphate	Indian	(27.95,28.05]	0.8027064	0.7213974	0.8840155
aou + phosphate	Indian	(28.05,28.1]	0.8902581	0.8337175	0.9467986
aou + phosphate	Indian	(28.1, Inf]	0.5949939	0.4894826	0.7005052
aou + phosphate	Pacific	(-Inf,26]	0.8657927	0.8357074	0.8958779
aou + phosphate	Pacific	(26,26.5]	0.9127740	0.9024901	0.9230578
aou + phosphate	Pacific	(26.5,26.75]	0.8350120	0.7912503	0.8787736
aou + phosphate	Pacific	(26.75,27]	0.9082875	0.9069689	0.9096062
aou + phosphate	Pacific	(27,27.25]	0.9798675	0.9784622	0.9812729
aou + phosphate	Pacific	(27.25,27.5]	0.9816901	0.9800200	0.9833601
aou + phosphate	Pacific	(27.5,27.75]	0.9787016	0.9747572	0.9826459
aou + phosphate	Pacific	(27.75,27.85]	0.9822346	0.9777076	0.9867616
aou + phosphate	Pacific	(27.85,27.95]	0.9822301	0.9790652	0.9853951
aou + phosphate	Pacific	(27.95,28.05]	0.9723884	0.9664916	0.9782853
aou + phosphate	Pacific	(28.05,28.1]	0.9599171	0.9497206	0.9701137
aou + phosphate	Pacific	(28.1, Inf]	0.9158899	0.8746146	0.9571652
aou + silicate	Atlantic	(-Inf,26.5]	0.8015113	0.7969231	0.8060994
aou + silicate	Atlantic	(26.5,26.75]	0.8854970	0.8821050	0.8888891
aou + silicate	Atlantic	(26.75,27]	0.8583132	0.8393291	0.8772974
aou + silicate	Atlantic	(27,27.25]	0.7733250	0.7017398	0.8449101
aou + silicate	Atlantic	(27.25,27.5]	0.6221448	0.5396343	0.7046553
aou + silicate	Atlantic	(27.5,27.75]	0.6340946	0.6115517	0.6566374
aou + silicate	Atlantic	(27.75,27.85]	0.7622580	0.7499142	0.7746018
aou + silicate	Atlantic	(27.85,27.95]	0.8147400	0.7974818	0.8319983
aou + silicate	Atlantic	(27.95,28.05]	0.8894237	0.8731686	0.9056789
aou + silicate	Atlantic	(28.05,28.1]	0.9541847	0.9499225	0.9584469
aou + silicate	Atlantic	(28.1,28.15]	0.9745694	0.9742837	0.9748551
aou + silicate	Atlantic	(28.15,28.2]	0.9853959	0.9851816	0.9856102
aou + silicate	Atlantic	(28.2, Inf]	0.8301836	0.7823812	0.8779860
aou + silicate	Indian	(-Inf,26]	0.9175295	0.8841930	0.9508661
aou + silicate	Indian	(26,26.5]	0.9391097	0.9203751	0.9578444
aou + silicate	Indian	(26.5,26.75]	0.9538818	0.9390163	0.9687472
aou + silicate	Indian	(26.75,27]	0.9647917	0.9607133	0.9688701
aou + silicate	Indian	(27,27.25]	0.9026497	0.8883326	0.9169667
aou + silicate	Indian	(27.25,27.5]	0.8775301	0.8652514	0.8898089
aou + silicate	Indian	(27.5,27.75]	0.8259646	0.8087552	0.8431741
aou + silicate	Indian	(27.75,27.85]	0.8161245	0.7789174	0.8533316
aou + silicate	Indian	(27.85,27.95]	0.8184133	0.7876898	0.8491367
aou + silicate	Indian	(27.95,28.05]	0.8460777	0.8062385	0.8859168
aou + silicate	Indian	(28.05,28.1]	0.9413457	0.9308169	0.9518746
aou + silicate	Indian	(28.1, Inf]	0.4463336	0.3636241	0.5290430
aou + silicate	Pacific	(-Inf,26]	0.5857684	0.5560426	0.6154942
aou + silicate	Pacific	(26,26.5]	0.5078655	0.4527923	0.5629388
aou + silicate	Pacific	(26.5,26.75]	0.2955828	0.2392675	0.3518981
aou + silicate	Pacific	(26.75,27]	0.6001122	0.5147375	0.6854869
aou + silicate	Pacific	(27,27.25]	0.8861407	0.8626619	0.9096196
aou + silicate	Pacific	(27.25,27.5]	0.9048650	0.8818002	0.9279298
aou + silicate	Pacific	(27.5,27.75]	0.9175471	0.8945876	0.9405065
aou + silicate	Pacific	(27.75,27.85]	0.9686974	0.9686648	0.9687301
aou + silicate	Pacific	(27.85,27.95]	0.9640113	0.9632161	0.9648065
aou + silicate	Pacific	(27.95,28.05]	0.9481382	0.9438568	0.9524197
aou + silicate	Pacific	(28.05,28.1]	0.9522125	0.9482774	0.9561475
aou + silicate	Pacific	(28.1, Inf]	0.8659818	0.8633201	0.8686436
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8762145	0.8761672	0.8762619
nitrate + silicate	Atlantic	(26.5,26.75]	0.9358754	0.9234477	0.9483030
nitrate + silicate	Atlantic	(26.75,27]	0.9231447	0.9026647	0.9436247
nitrate + silicate	Atlantic	(27,27.25]	0.9253408	0.9049202	0.9457615
nitrate + silicate	Atlantic	(27.25,27.5]	0.9046845	0.8865577	0.9228113
nitrate + silicate	Atlantic	(27.5,27.75]	0.8887464	0.8884889	0.8890038
nitrate + silicate	Atlantic	(27.75,27.85]	0.9365967	0.9273811	0.9458123
nitrate + silicate	Atlantic	(27.85,27.95]	0.9647807	0.9563434	0.9732179
nitrate + silicate	Atlantic	(27.95,28.05]	0.9823764	0.9795749	0.9851780
nitrate + silicate	Atlantic	(28.05,28.1]	0.9902175	0.9894791	0.9909560
nitrate + silicate	Atlantic	(28.1,28.15]	0.9917569	0.9915907	0.9919231
nitrate + silicate	Atlantic	(28.15,28.2]	0.9913005	0.9907526	0.9918484
nitrate + silicate	Atlantic	(28.2, Inf]	0.9566570	0.9319715	0.9813425
nitrate + silicate	Indian	(-Inf,26]	0.9400547	0.9186550	0.9614544
nitrate + silicate	Indian	(26,26.5]	0.9541293	0.9486927	0.9595659
nitrate + silicate	Indian	(26.5,26.75]	0.9452767	0.9384704	0.9520831
nitrate + silicate	Indian	(26.75,27]	0.9226649	0.9016502	0.9436797
nitrate + silicate	Indian	(27,27.25]	0.9194561	0.9122379	0.9266744
nitrate + silicate	Indian	(27.25,27.5]	0.9243243	0.9232000	0.9254487
nitrate + silicate	Indian	(27.5,27.75]	0.8034634	0.7912174	0.8157094
nitrate + silicate	Indian	(27.75,27.85]	0.7520226	0.7109313	0.7931139
nitrate + silicate	Indian	(27.85,27.95]	0.8320431	0.8236882	0.8403980
nitrate + silicate	Indian	(27.95,28.05]	0.8882104	0.8691533	0.9072676
nitrate + silicate	Indian	(28.05,28.1]	0.9424176	0.9249095	0.9599256
nitrate + silicate	Indian	(28.1, Inf]	0.8088663	0.7875673	0.8301654
nitrate + silicate	Pacific	(-Inf,26]	0.8104261	0.7897022	0.8311500
nitrate + silicate	Pacific	(26,26.5]	0.7590791	0.7022486	0.8159096
nitrate + silicate	Pacific	(26.5,26.75]	0.6776968	0.5914445	0.7639491
nitrate + silicate	Pacific	(26.75,27]	0.7947488	0.7419176	0.8475800
nitrate + silicate	Pacific	(27,27.25]	0.8993183	0.8762139	0.9224227
nitrate + silicate	Pacific	(27.25,27.5]	0.8741990	0.8431012	0.9052969
nitrate + silicate	Pacific	(27.5,27.75]	0.8800144	0.8529263	0.9071026
nitrate + silicate	Pacific	(27.75,27.85]	0.9485414	0.9469315	0.9501513
nitrate + silicate	Pacific	(27.85,27.95]	0.9550148	0.9531938	0.9568357
nitrate + silicate	Pacific	(27.95,28.05]	0.9337994	0.9181162	0.9494825
nitrate + silicate	Pacific	(28.05,28.1]	0.9259135	0.9160470	0.9357800
nitrate + silicate	Pacific	(28.1, Inf]	0.8834381	0.8485752	0.9183009
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.8319083	-0.8571295	-0.8066871
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8712714	-0.8910952	-0.8514476
oxygen + nitrate	Atlantic	(26.75,27]	-0.8083129	-0.8310690	-0.7855569
oxygen + nitrate	Atlantic	(27,27.25]	-0.7143881	-0.7710237	-0.6577524
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6127955	-0.6765662	-0.5490247
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6523801	-0.7043375	-0.6004228
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7161240	-0.7321846	-0.7000634
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7594847	-0.7599165	-0.7590530
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7697323	-0.7914572	-0.7480073
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8576436	-0.8704295	-0.8448578
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9311202	-0.9346262	-0.9276143
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9672466	-0.9708514	-0.9636417
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6739824	-0.7888356	-0.5591292
oxygen + nitrate	Indian	(-Inf,26]	-0.9802337	-0.9837631	-0.9767043
oxygen + nitrate	Indian	(26,26.5]	-0.9689403	-0.9756263	-0.9622543
oxygen + nitrate	Indian	(26.5,26.75]	-0.9252649	-0.9507096	-0.8998202
oxygen + nitrate	Indian	(26.75,27]	-0.8319775	-0.8932491	-0.7707060
oxygen + nitrate	Indian	(27,27.25]	-0.7421548	-0.8158171	-0.6684925
oxygen + nitrate	Indian	(27.25,27.5]	-0.8344798	-0.8414273	-0.8275323
oxygen + nitrate	Indian	(27.5,27.75]	-0.8909165	-0.8962813	-0.8855516
oxygen + nitrate	Indian	(27.75,27.85]	-0.8763539	-0.9007120	-0.8519957
oxygen + nitrate	Indian	(27.85,27.95]	-0.8057576	-0.8235066	-0.7880087
oxygen + nitrate	Indian	(27.95,28.05]	-0.6886921	-0.7889363	-0.5884480
oxygen + nitrate	Indian	(28.05,28.1]	-0.8092257	-0.8942872	-0.7241642
oxygen + nitrate	Indian	(28.1, Inf]	-0.4576951	-0.5680036	-0.3473866
oxygen + nitrate	Pacific	(-Inf,26]	-0.6032410	-0.7124260	-0.4940560
oxygen + nitrate	Pacific	(26,26.5]	-0.7666839	-0.8087699	-0.7245979
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6894516	-0.7603428	-0.6185605
oxygen + nitrate	Pacific	(26.75,27]	-0.8073680	-0.8074013	-0.8073348
oxygen + nitrate	Pacific	(27,27.25]	-0.9537559	-0.9554137	-0.9520981
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9679012	-0.9703072	-0.9654951
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9712971	-0.9768181	-0.9657761
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9814641	-0.9869215	-0.9760067
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9799666	-0.9844358	-0.9754974
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9612364	-0.9709392	-0.9515337
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9474990	-0.9598521	-0.9351460
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8949207	-0.9449451	-0.8448963
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.7130828	-0.7567025	-0.6694630
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7864614	-0.8124862	-0.7604366
oxygen + phosphate	Atlantic	(26.75,27]	-0.7203311	-0.7448765	-0.6957858
oxygen + phosphate	Atlantic	(27,27.25]	-0.6305977	-0.6978220	-0.5633735
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5398676	-0.6091704	-0.4705647
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5977217	-0.6487040	-0.5467393
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6694792	-0.6816320	-0.6573264
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7414007	-0.7426243	-0.7401770
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7631570	-0.7839893	-0.7423246
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8494051	-0.8636524	-0.8351578
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9232039	-0.9242912	-0.9221166
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9665863	-0.9701349	-0.9630378
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6747044	-0.7863742	-0.5630346
oxygen + phosphate	Indian	(-Inf,26]	-0.9862363	-0.9871981	-0.9852745
oxygen + phosphate	Indian	(26,26.5]	-0.9833329	-0.9877681	-0.9788978
oxygen + phosphate	Indian	(26.5,26.75]	-0.9406370	-0.9743225	-0.9069516
oxygen + phosphate	Indian	(26.75,27]	-0.8593960	-0.9311400	-0.7876520
oxygen + phosphate	Indian	(27,27.25]	-0.8082560	-0.9087526	-0.7077593
oxygen + phosphate	Indian	(27.25,27.5]	-0.9010545	-0.9282668	-0.8738423
oxygen + phosphate	Indian	(27.5,27.75]	-0.9427752	-0.9511657	-0.9343848
oxygen + phosphate	Indian	(27.75,27.85]	-0.9067164	-0.9273358	-0.8860969
oxygen + phosphate	Indian	(27.85,27.95]	-0.8252149	-0.8594692	-0.7909605
oxygen + phosphate	Indian	(27.95,28.05]	-0.7200570	-0.8195399	-0.6205742
oxygen + phosphate	Indian	(28.05,28.1]	-0.8255251	-0.9157836	-0.7352665
oxygen + phosphate	Indian	(28.1, Inf]	-0.4697003	-0.5959153	-0.3434854
oxygen + phosphate	Pacific	(-Inf,26]	-0.6178694	-0.7177166	-0.5180222
oxygen + phosphate	Pacific	(26,26.5]	-0.8144525	-0.8490806	-0.7798245
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7101125	-0.7868113	-0.6334137
oxygen + phosphate	Pacific	(26.75,27]	-0.8006677	-0.8039984	-0.7973370
oxygen + phosphate	Pacific	(27,27.25]	-0.9573589	-0.9587546	-0.9559632
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9702449	-0.9723898	-0.9681000
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9714327	-0.9773326	-0.9655327
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9785952	-0.9844043	-0.9727861
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9773076	-0.9826508	-0.9719645
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9621504	-0.9749322	-0.9493685
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9460599	-0.9654837	-0.9266360
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8786131	-0.9366914	-0.8205347
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.6369082	-0.6597315	-0.6140849
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7570354	-0.7738895	-0.7401812
oxygen + silicate	Atlantic	(26.75,27]	-0.7051752	-0.7331435	-0.6772069
oxygen + silicate	Atlantic	(27,27.25]	-0.5882853	-0.6788719	-0.4976987
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3599064	-0.4725594	-0.2472533
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3621511	-0.4177365	-0.3065656
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5447430	-0.5494242	-0.5400617
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6363364	-0.6541382	-0.6185346
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7378830	-0.7657083	-0.7100577
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8652371	-0.8789082	-0.8515661
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9335456	-0.9341737	-0.9329174
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9754970	-0.9767594	-0.9742347
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7274508	-0.8007467	-0.6541550
oxygen + silicate	Indian	(-Inf,26]	-0.8901195	-0.9302110	-0.8500280
oxygen + silicate	Indian	(26,26.5]	-0.9218755	-0.9470701	-0.8966809
oxygen + silicate	Indian	(26.5,26.75]	-0.9377314	-0.9545552	-0.9209075
oxygen + silicate	Indian	(26.75,27]	-0.9394401	-0.9430726	-0.9358076
oxygen + silicate	Indian	(27,27.25]	-0.8590912	-0.8844773	-0.8337052
oxygen + silicate	Indian	(27.25,27.5]	-0.8382147	-0.8515954	-0.8248340
oxygen + silicate	Indian	(27.5,27.75]	-0.7875772	-0.8071988	-0.7679555
oxygen + silicate	Indian	(27.75,27.85]	-0.7872394	-0.8303209	-0.7441579
oxygen + silicate	Indian	(27.85,27.95]	-0.7751103	-0.8096689	-0.7405517
oxygen + silicate	Indian	(27.95,28.05]	-0.7770884	-0.8305461	-0.7236308
oxygen + silicate	Indian	(28.05,28.1]	-0.8981932	-0.9288961	-0.8674902
oxygen + silicate	Indian	(28.1, Inf]	-0.3132778	-0.4081414	-0.2184143
oxygen + silicate	Pacific	(-Inf,26]	-0.2285039	-0.3337015	-0.1233063
oxygen + silicate	Pacific	(26,26.5]	-0.3488028	-0.3790803	-0.3185252
oxygen + silicate	Pacific	(26.5,26.75]	-0.1152389	-0.1442416	-0.0862361
oxygen + silicate	Pacific	(26.75,27]	-0.4272498	-0.5251756	-0.3293239
oxygen + silicate	Pacific	(27,27.25]	-0.8382792	-0.8683507	-0.8082077
oxygen + silicate	Pacific	(27.25,27.5]	-0.8677191	-0.8975808	-0.8378574
oxygen + silicate	Pacific	(27.5,27.75]	-0.8827284	-0.9163078	-0.8491490
oxygen + silicate	Pacific	(27.75,27.85]	-0.9562279	-0.9578219	-0.9546340
oxygen + silicate	Pacific	(27.85,27.95]	-0.9508934	-0.9551672	-0.9466196
oxygen + silicate	Pacific	(27.95,28.05]	-0.9300052	-0.9311384	-0.9288721
oxygen + silicate	Pacific	(28.05,28.1]	-0.9353981	-0.9391680	-0.9316283
oxygen + silicate	Pacific	(28.1, Inf]	-0.8309580	-0.8400075	-0.8219085
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9508274	0.9381478	0.9635069
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9820509	0.9806152	0.9834866
phosphate + nitrate	Atlantic	(26.75,27]	0.9849394	0.9847597	0.9851191
phosphate + nitrate	Atlantic	(27,27.25]	0.9885666	0.9871829	0.9899504
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9922517	0.9918073	0.9926962
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9935501	0.9935250	0.9935751
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9930756	0.9920422	0.9941090
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9924531	0.9910624	0.9938438
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9924667	0.9910804	0.9938531
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9930722	0.9921595	0.9939848
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9948523	0.9944898	0.9952147
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9973833	0.9973475	0.9974192
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9910791	0.9866144	0.9955438
phosphate + nitrate	Indian	(-Inf,26]	0.9940408	0.9906944	0.9973872
phosphate + nitrate	Indian	(26,26.5]	0.9900545	0.9837253	0.9963837
phosphate + nitrate	Indian	(26.5,26.75]	0.9910570	0.9856065	0.9965075
phosphate + nitrate	Indian	(26.75,27]	0.9865315	0.9780076	0.9950553
phosphate + nitrate	Indian	(27,27.25]	0.9614918	0.9361742	0.9868094
phosphate + nitrate	Indian	(27.25,27.5]	0.9556967	0.9323794	0.9790140
phosphate + nitrate	Indian	(27.5,27.75]	0.9374282	0.9360964	0.9387599
phosphate + nitrate	Indian	(27.75,27.85]	0.9317094	0.9226934	0.9407253
phosphate + nitrate	Indian	(27.85,27.95]	0.9511638	0.9505041	0.9518234
phosphate + nitrate	Indian	(27.95,28.05]	0.9723890	0.9709886	0.9737894
phosphate + nitrate	Indian	(28.05,28.1]	0.9771878	0.9712914	0.9830841
phosphate + nitrate	Indian	(28.1, Inf]	0.9138606	0.9100127	0.9177085
phosphate + nitrate	Pacific	(-Inf,26]	0.9547503	0.9536310	0.9558696
phosphate + nitrate	Pacific	(26,26.5]	0.9474287	0.9384029	0.9564544
phosphate + nitrate	Pacific	(26.5,26.75]	0.9476725	0.9407563	0.9545886
phosphate + nitrate	Pacific	(26.75,27]	0.9772039	0.9734401	0.9809678
phosphate + nitrate	Pacific	(27,27.25]	0.9890213	0.9876409	0.9904016
phosphate + nitrate	Pacific	(27.25,27.5]	0.9901124	0.9878520	0.9923727
phosphate + nitrate	Pacific	(27.5,27.75]	0.9889317	0.9846914	0.9931721
phosphate + nitrate	Pacific	(27.75,27.85]	0.9864175	0.9812528	0.9915823
phosphate + nitrate	Pacific	(27.85,27.95]	0.9828249	0.9775394	0.9881104
phosphate + nitrate	Pacific	(27.95,28.05]	0.9660322	0.9643709	0.9676936
phosphate + nitrate	Pacific	(28.05,28.1]	0.9483275	0.9429110	0.9537441
phosphate + nitrate	Pacific	(28.1, Inf]	0.9410715	0.9093658	0.9727772
phosphate + silicate	Atlantic	(-Inf,26.5]	0.9300044	0.9188194	0.9411895
phosphate + silicate	Atlantic	(26.5,26.75]	0.9490032	0.9356464	0.9623601
phosphate + silicate	Atlantic	(26.75,27]	0.9374499	0.9205015	0.9543983
phosphate + silicate	Atlantic	(27,27.25]	0.9400421	0.9235513	0.9565328
phosphate + silicate	Atlantic	(27.25,27.5]	0.9259577	0.9119550	0.9399603
phosphate + silicate	Atlantic	(27.5,27.75]	0.9050042	0.9041724	0.9058360
phosphate + silicate	Atlantic	(27.75,27.85]	0.9437876	0.9366534	0.9509218
phosphate + silicate	Atlantic	(27.85,27.95]	0.9679977	0.9608047	0.9751908
phosphate + silicate	Atlantic	(27.95,28.05]	0.9834905	0.9817903	0.9851907
phosphate + silicate	Atlantic	(28.05,28.1]	0.9901697	0.9895742	0.9907652
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919670	0.9919487	0.9919854
phosphate + silicate	Atlantic	(28.15,28.2]	0.9911111	0.9910221	0.9912001
phosphate + silicate	Atlantic	(28.2, Inf]	0.9595853	0.9376681	0.9815026
phosphate + silicate	Indian	(-Inf,26]	0.9273083	0.8936409	0.9609757
phosphate + silicate	Indian	(26,26.5]	0.9474660	0.9310712	0.9638608
phosphate + silicate	Indian	(26.5,26.75]	0.9447088	0.9440642	0.9453534
phosphate + silicate	Indian	(26.75,27]	0.9331562	0.9157538	0.9505587
phosphate + silicate	Indian	(27,27.25]	0.9302892	0.9288058	0.9317726
phosphate + silicate	Indian	(27.25,27.5]	0.9185362	0.9006769	0.9363956
phosphate + silicate	Indian	(27.5,27.75]	0.8411528	0.8142522	0.8680535
phosphate + silicate	Indian	(27.75,27.85]	0.8593231	0.8489760	0.8696702
phosphate + silicate	Indian	(27.85,27.95]	0.8995140	0.8964538	0.9025741
phosphate + silicate	Indian	(27.95,28.05]	0.9153205	0.8987100	0.9319310
phosphate + silicate	Indian	(28.05,28.1]	0.9489336	0.9288201	0.9690471
phosphate + silicate	Indian	(28.1, Inf]	0.8021613	0.7868558	0.8174668
phosphate + silicate	Pacific	(-Inf,26]	0.7268632	0.7030380	0.7506884
phosphate + silicate	Pacific	(26,26.5]	0.7211153	0.6744085	0.7678221
phosphate + silicate	Pacific	(26.5,26.75]	0.6458597	0.5606770	0.7310424
phosphate + silicate	Pacific	(26.75,27]	0.7967975	0.7425271	0.8510680
phosphate + silicate	Pacific	(27,27.25]	0.9088502	0.8879482	0.9297521
phosphate + silicate	Pacific	(27.25,27.5]	0.8857402	0.8582729	0.9132074
phosphate + silicate	Pacific	(27.5,27.75]	0.8807535	0.8529577	0.9085493
phosphate + silicate	Pacific	(27.75,27.85]	0.9493234	0.9451470	0.9534998
phosphate + silicate	Pacific	(27.85,27.95]	0.9596752	0.9570153	0.9623350
phosphate + silicate	Pacific	(27.95,28.05]	0.9483749	0.9474152	0.9493346
phosphate + silicate	Pacific	(28.05,28.1]	0.9422891	0.9419848	0.9425934
phosphate + silicate	Pacific	(28.1, Inf]	0.8697786	0.8265761	0.9129811
sal + aou	Atlantic	(-Inf,26.5]	-0.4152485	-0.4190830	-0.4114141
sal + aou	Atlantic	(26.5,26.75]	-0.3995764	-0.4502664	-0.3488864
sal + aou	Atlantic	(26.75,27]	-0.2868340	-0.3921611	-0.1815069
sal + aou	Atlantic	(27,27.25]	-0.2294306	-0.3855451	-0.0733162
sal + aou	Atlantic	(27.25,27.5]	-0.2396988	-0.3403508	-0.1390468
sal + aou	Atlantic	(27.5,27.75]	-0.2959168	-0.3016360	-0.2901976
sal + aou	Atlantic	(27.75,27.85]	-0.1839403	-0.2256615	-0.1422191
sal + aou	Atlantic	(27.85,27.95]	-0.2195121	-0.3018439	-0.1371803
sal + aou	Atlantic	(27.95,28.05]	-0.4102816	-0.5021094	-0.3184539
sal + aou	Atlantic	(28.05,28.1]	-0.6642742	-0.6880235	-0.6405248
sal + aou	Atlantic	(28.1,28.15]	-0.7789223	-0.7862132	-0.7716313
sal + aou	Atlantic	(28.15,28.2]	-0.8809115	-0.8855573	-0.8762656
sal + aou	Atlantic	(28.2, Inf]	-0.4120792	-0.6187084	-0.2054499
sal + aou	Indian	(-Inf,26]	-0.6659852	-0.8372437	-0.4947267
sal + aou	Indian	(26,26.5]	-0.6062000	-0.7899488	-0.4224511
sal + aou	Indian	(26.5,26.75]	-0.1063548	-0.2249287	0.0122191
sal + aou	Indian	(26.75,27]	0.4617438	0.3258841	0.5976035
sal + aou	Indian	(27,27.25]	0.8598961	0.8389156	0.8808766
sal + aou	Indian	(27.25,27.5]	0.9232431	0.8752035	0.9712827
sal + aou	Indian	(27.5,27.75]	0.9209802	0.8773602	0.9646002
sal + aou	Indian	(27.75,27.85]	0.9526589	0.9438227	0.9614952
sal + aou	Indian	(27.85,27.95]	0.9162221	0.9082500	0.9241943
sal + aou	Indian	(27.95,28.05]	0.6965609	0.6541835	0.7389383
sal + aou	Indian	(28.05,28.1]	0.1368683	0.0264103	0.2473264
sal + aou	Indian	(28.1, Inf]	0.6227211	0.5979159	0.6475262
sal + aou	Pacific	(-Inf,26]	-0.0534642	-0.0589213	-0.0480072
sal + aou	Pacific	(26,26.5]	0.1302887	-0.0615060	0.3220833
sal + aou	Pacific	(26.5,26.75]	0.3368296	0.2083156	0.4653436
sal + aou	Pacific	(26.75,27]	-0.0139964	-0.1410856	0.1130928
sal + aou	Pacific	(27,27.25]	-0.1779167	-0.2221344	-0.1336990
sal + aou	Pacific	(27.25,27.5]	0.1214378	0.0399743	0.2029013
sal + aou	Pacific	(27.5,27.75]	0.1373279	0.0062439	0.2684119
sal + aou	Pacific	(27.75,27.85]	-0.1102541	-0.2373637	0.0168555
sal + aou	Pacific	(27.85,27.95]	-0.3017752	-0.4658613	-0.1376890
sal + aou	Pacific	(27.95,28.05]	-0.5212731	-0.7724343	-0.2701118
sal + aou	Pacific	(28.05,28.1]	-0.6066528	-0.8862173	-0.3270882
sal + aou	Pacific	(28.1, Inf]	-0.3252502	-0.7266997	0.0761994
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5481306	-0.5489171	-0.5473440
sal + nitrate	Atlantic	(26.5,26.75]	-0.5951513	-0.6493093	-0.5409933
sal + nitrate	Atlantic	(26.75,27]	-0.5634038	-0.6358951	-0.4909125
sal + nitrate	Atlantic	(27,27.25]	-0.5942504	-0.6630056	-0.5254952
sal + nitrate	Atlantic	(27.25,27.5]	-0.6696979	-0.6980891	-0.6413067
sal + nitrate	Atlantic	(27.5,27.75]	-0.6585846	-0.6862468	-0.6309224
sal + nitrate	Atlantic	(27.75,27.85]	-0.5356209	-0.5787561	-0.4924857
sal + nitrate	Atlantic	(27.85,27.95]	-0.5511889	-0.6148457	-0.4875321
sal + nitrate	Atlantic	(27.95,28.05]	-0.7144687	-0.7619503	-0.6669870
sal + nitrate	Atlantic	(28.05,28.1]	-0.8371431	-0.8452988	-0.8289874
sal + nitrate	Atlantic	(28.1,28.15]	-0.8755273	-0.8798895	-0.8711651
sal + nitrate	Atlantic	(28.15,28.2]	-0.9329552	-0.9351794	-0.9307310
sal + nitrate	Atlantic	(28.2, Inf]	-0.8518190	-0.9089718	-0.7946663
sal + nitrate	Indian	(-Inf,26]	-0.7058450	-0.8527761	-0.5589140
sal + nitrate	Indian	(26,26.5]	-0.7183860	-0.8571237	-0.5796482
sal + nitrate	Indian	(26.5,26.75]	-0.3647533	-0.5201693	-0.2093372
sal + nitrate	Indian	(26.75,27]	0.0419320	-0.1947724	0.2786365
sal + nitrate	Indian	(27,27.25]	0.4278240	0.3654530	0.4901950
sal + nitrate	Indian	(27.25,27.5]	0.6761175	0.5800742	0.7721608
sal + nitrate	Indian	(27.5,27.75]	0.7451154	0.6621688	0.8280621
sal + nitrate	Indian	(27.75,27.85]	0.7572510	0.7014659	0.8130361
sal + nitrate	Indian	(27.85,27.95]	0.5977269	0.5839838	0.6114700
sal + nitrate	Indian	(27.95,28.05]	0.1275703	0.0552447	0.1998959
sal + nitrate	Indian	(28.05,28.1]	-0.2962242	-0.2967969	-0.2956515
sal + nitrate	Indian	(28.1, Inf]	-0.1596855	-0.2236446	-0.0957263
sal + nitrate	Pacific	(-Inf,26]	-0.3532191	-0.4175488	-0.2888894
sal + nitrate	Pacific	(26,26.5]	-0.2605507	-0.4798680	-0.0412334
sal + nitrate	Pacific	(26.5,26.75]	-0.1809774	-0.3817309	0.0197760
sal + nitrate	Pacific	(26.75,27]	-0.3602498	-0.4730286	-0.2474711
sal + nitrate	Pacific	(27,27.25]	-0.2921910	-0.3481683	-0.2362137
sal + nitrate	Pacific	(27.25,27.5]	0.0997983	0.0067405	0.1928560
sal + nitrate	Pacific	(27.5,27.75]	0.1188930	-0.0042278	0.2420138
sal + nitrate	Pacific	(27.75,27.85]	-0.1286484	-0.2334066	-0.0238903
sal + nitrate	Pacific	(27.85,27.95]	-0.3266193	-0.4798536	-0.1733849
sal + nitrate	Pacific	(27.95,28.05]	-0.5855309	-0.7942825	-0.3767793
sal + nitrate	Pacific	(28.05,28.1]	-0.6863472	-0.9160913	-0.4566032
sal + nitrate	Pacific	(28.1, Inf]	-0.4381307	-0.8228554	-0.0534059
sal + oxygen	Atlantic	(-Inf,26.5]	0.0916674	0.0593135	0.1240213
sal + oxygen	Atlantic	(26.5,26.75]	0.1525394	0.1234059	0.1816728
sal + oxygen	Atlantic	(26.75,27]	0.0111642	-0.1061178	0.1284461
sal + oxygen	Atlantic	(27,27.25]	-0.0666262	-0.2282474	0.0949950
sal + oxygen	Atlantic	(27.25,27.5]	-0.1012908	-0.2201429	0.0175612
sal + oxygen	Atlantic	(27.5,27.75]	-0.0613439	-0.0950046	-0.0276832
sal + oxygen	Atlantic	(27.75,27.85]	-0.1429568	-0.1718414	-0.1140721
sal + oxygen	Atlantic	(27.85,27.95]	-0.0463563	-0.1235969	0.0308843
sal + oxygen	Atlantic	(27.95,28.05]	0.1632383	0.0597663	0.2667103
sal + oxygen	Atlantic	(28.05,28.1]	0.4806008	0.4406913	0.5205103
sal + oxygen	Atlantic	(28.1,28.15]	0.6737684	0.6665183	0.6810186
sal + oxygen	Atlantic	(28.15,28.2]	0.8365288	0.8316838	0.8413737
sal + oxygen	Atlantic	(28.2, Inf]	0.2509076	0.0038189	0.4979962
sal + oxygen	Indian	(-Inf,26]	0.6567871	0.4750325	0.8385417
sal + oxygen	Indian	(26,26.5]	0.5509946	0.3550231	0.7469661
sal + oxygen	Indian	(26.5,26.75]	0.0173045	-0.0843520	0.1189609
sal + oxygen	Indian	(26.75,27]	-0.5657470	-0.6640391	-0.4674549
sal + oxygen	Indian	(27,27.25]	-0.9048788	-0.9300994	-0.8796582
sal + oxygen	Indian	(27.25,27.5]	-0.9448058	-0.9849819	-0.9046298
sal + oxygen	Indian	(27.5,27.75]	-0.9303120	-0.9626007	-0.8980233
sal + oxygen	Indian	(27.75,27.85]	-0.9567157	-0.9642221	-0.9492093
sal + oxygen	Indian	(27.85,27.95]	-0.9363739	-0.9443087	-0.9284390
sal + oxygen	Indian	(27.95,28.05]	-0.7788735	-0.8205589	-0.7371881
sal + oxygen	Indian	(28.05,28.1]	-0.2638506	-0.4070348	-0.1206664
sal + oxygen	Indian	(28.1, Inf]	-0.7294592	-0.7562387	-0.7026797
sal + oxygen	Pacific	(-Inf,26]	-0.3418222	-0.3880019	-0.2956425
sal + oxygen	Pacific	(26,26.5]	-0.3195431	-0.4706137	-0.1684725
sal + oxygen	Pacific	(26.5,26.75]	-0.5163606	-0.6074229	-0.4252984
sal + oxygen	Pacific	(26.75,27]	-0.1984861	-0.3250426	-0.0719296
sal + oxygen	Pacific	(27,27.25]	0.0754895	0.0255445	0.1254346
sal + oxygen	Pacific	(27.25,27.5]	-0.1989663	-0.2853523	-0.1125804
sal + oxygen	Pacific	(27.5,27.75]	-0.2008659	-0.3467151	-0.0550168
sal + oxygen	Pacific	(27.75,27.85]	0.0547253	-0.0801048	0.1895554
sal + oxygen	Pacific	(27.85,27.95]	0.2541966	0.0709514	0.4374417
sal + oxygen	Pacific	(27.95,28.05]	0.4814729	0.1925944	0.7703514
sal + oxygen	Pacific	(28.05,28.1]	0.5574416	0.2347636	0.8801197
sal + oxygen	Pacific	(28.1, Inf]	0.2663263	-0.1446491	0.6773017
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7123413	-0.7243003	-0.7003824
sal + phosphate	Atlantic	(26.5,26.75]	-0.7174338	-0.7667997	-0.6680678
sal + phosphate	Atlantic	(26.75,27]	-0.6792372	-0.7441010	-0.6143734
sal + phosphate	Atlantic	(27,27.25]	-0.6903643	-0.7475969	-0.6331317
sal + phosphate	Atlantic	(27.25,27.5]	-0.7376733	-0.7634808	-0.7118657
sal + phosphate	Atlantic	(27.5,27.75]	-0.7118606	-0.7337012	-0.6900199
sal + phosphate	Atlantic	(27.75,27.85]	-0.5885288	-0.6251798	-0.5518777
sal + phosphate	Atlantic	(27.85,27.95]	-0.5782717	-0.6378328	-0.5187106
sal + phosphate	Atlantic	(27.95,28.05]	-0.7217892	-0.7695800	-0.6739984
sal + phosphate	Atlantic	(28.05,28.1]	-0.8472205	-0.8559819	-0.8384592
sal + phosphate	Atlantic	(28.1,28.15]	-0.8866725	-0.8903996	-0.8829455
sal + phosphate	Atlantic	(28.15,28.2]	-0.9345779	-0.9381412	-0.9310147
sal + phosphate	Atlantic	(28.2, Inf]	-0.8543545	-0.9118607	-0.7968482
sal + phosphate	Indian	(-Inf,26]	-0.6649976	-0.8424847	-0.4875106
sal + phosphate	Indian	(26,26.5]	-0.6501799	-0.8498978	-0.4504620
sal + phosphate	Indian	(26.5,26.75]	-0.2991818	-0.5109703	-0.0873932
sal + phosphate	Indian	(26.75,27]	0.1194837	-0.1672141	0.4061815
sal + phosphate	Indian	(27,27.25]	0.5538584	0.4167581	0.6909586
sal + phosphate	Indian	(27.25,27.5]	0.7966054	0.7797114	0.8134993
sal + phosphate	Indian	(27.5,27.75]	0.8566671	0.8192144	0.8941198
sal + phosphate	Indian	(27.75,27.85]	0.8459144	0.7972707	0.8945581
sal + phosphate	Indian	(27.85,27.95]	0.6584441	0.6152182	0.7016701
sal + phosphate	Indian	(27.95,28.05]	0.1846461	0.1030259	0.2662664
sal + phosphate	Indian	(28.05,28.1]	-0.2660748	-0.2838357	-0.2483139
sal + phosphate	Indian	(28.1, Inf]	-0.1505898	-0.2410223	-0.0601573
sal + phosphate	Pacific	(-Inf,26]	-0.2584974	-0.3158146	-0.2011801
sal + phosphate	Pacific	(26,26.5]	-0.2202669	-0.4203617	-0.0201720
sal + phosphate	Pacific	(26.5,26.75]	-0.1652740	-0.3645612	0.0340132
sal + phosphate	Pacific	(26.75,27]	-0.3801414	-0.4906377	-0.2696451
sal + phosphate	Pacific	(27,27.25]	-0.3033643	-0.3561392	-0.2505895
sal + phosphate	Pacific	(27.25,27.5]	0.0855704	-0.0026701	0.1738109
sal + phosphate	Pacific	(27.5,27.75]	0.1211523	-0.0012839	0.2435886
sal + phosphate	Pacific	(27.75,27.85]	-0.1164860	-0.2249208	-0.0080512
sal + phosphate	Pacific	(27.85,27.95]	-0.3337450	-0.4831880	-0.1843019
sal + phosphate	Pacific	(27.95,28.05]	-0.5992195	-0.8024953	-0.3959438
sal + phosphate	Pacific	(28.05,28.1]	-0.7012952	-0.9183930	-0.4841973
sal + phosphate	Pacific	(28.1, Inf]	-0.4733747	-0.8240382	-0.1227112
sal + silicate	Atlantic	(-Inf,26.5]	-0.6910581	-0.6969170	-0.6851991
sal + silicate	Atlantic	(26.5,26.75]	-0.6765670	-0.7328001	-0.6203338
sal + silicate	Atlantic	(26.75,27]	-0.6358142	-0.7022852	-0.5693432
sal + silicate	Atlantic	(27,27.25]	-0.6682242	-0.7212229	-0.6152255
sal + silicate	Atlantic	(27.25,27.5]	-0.7612549	-0.7672970	-0.7552128
sal + silicate	Atlantic	(27.5,27.75]	-0.7221832	-0.7388488	-0.7055176
sal + silicate	Atlantic	(27.75,27.85]	-0.5837211	-0.6091284	-0.5583139
sal + silicate	Atlantic	(27.85,27.95]	-0.6364975	-0.6799987	-0.5929962
sal + silicate	Atlantic	(27.95,28.05]	-0.7492637	-0.7892147	-0.7093127
sal + silicate	Atlantic	(28.05,28.1]	-0.8391786	-0.8473884	-0.8309687
sal + silicate	Atlantic	(28.1,28.15]	-0.8741914	-0.8787266	-0.8696562
sal + silicate	Atlantic	(28.15,28.2]	-0.9038514	-0.9064873	-0.9012155
sal + silicate	Atlantic	(28.2, Inf]	-0.7640435	-0.8677245	-0.6603625
sal + silicate	Indian	(-Inf,26]	-0.8027935	-0.8795822	-0.7260049
sal + silicate	Indian	(26,26.5]	-0.7433650	-0.8514175	-0.6353125
sal + silicate	Indian	(26.5,26.75]	-0.2533738	-0.3016985	-0.2050490
sal + silicate	Indian	(26.75,27]	0.3143111	0.1850851	0.4435371
sal + silicate	Indian	(27,27.25]	0.6120298	0.6103791	0.6136804
sal + silicate	Indian	(27.25,27.5]	0.6936313	0.5970856	0.7901771
sal + silicate	Indian	(27.5,27.75]	0.7141639	0.5907815	0.8375463
sal + silicate	Indian	(27.75,27.85]	0.7929908	0.7654959	0.8204857
sal + silicate	Indian	(27.85,27.95]	0.6877876	0.6531662	0.7224090
sal + silicate	Indian	(27.95,28.05]	0.3681206	0.3417422	0.3944990
sal + silicate	Indian	(28.05,28.1]	-0.0747104	-0.1355049	-0.0139159
sal + silicate	Indian	(28.1, Inf]	-0.1539855	-0.1652608	-0.1427102
sal + silicate	Pacific	(-Inf,26]	-0.6370962	-0.6905127	-0.5836797
sal + silicate	Pacific	(26,26.5]	-0.6275216	-0.7144312	-0.5406120
sal + silicate	Pacific	(26.5,26.75]	-0.7021571	-0.7533749	-0.6509392
sal + silicate	Pacific	(26.75,27]	-0.7437850	-0.7557533	-0.7318166
sal + silicate	Pacific	(27,27.25]	-0.5488697	-0.5542531	-0.5434863
sal + silicate	Pacific	(27.25,27.5]	-0.1923233	-0.2121844	-0.1724622
sal + silicate	Pacific	(27.5,27.75]	-0.0156087	-0.0580335	0.0268161
sal + silicate	Pacific	(27.75,27.85]	-0.1637488	-0.2684178	-0.0590799
sal + silicate	Pacific	(27.85,27.95]	-0.3120224	-0.4404870	-0.1835577
sal + silicate	Pacific	(27.95,28.05]	-0.4978966	-0.6780212	-0.3177719
sal + silicate	Pacific	(28.05,28.1]	-0.6257001	-0.8216241	-0.4297762
sal + silicate	Pacific	(28.1, Inf]	-0.4136881	-0.8464733	0.0190972
sal + temp	Atlantic	(-Inf,26.5]	0.8779164	0.8741225	0.8817102
sal + temp	Atlantic	(26.5,26.75]	0.9777011	0.9772815	0.9781207
sal + temp	Atlantic	(26.75,27]	0.9715600	0.9681045	0.9750155
sal + temp	Atlantic	(27,27.25]	0.9769548	0.9768243	0.9770854
sal + temp	Atlantic	(27.25,27.5]	0.9764530	0.9757963	0.9771097
sal + temp	Atlantic	(27.5,27.75]	0.9674862	0.9651133	0.9698591
sal + temp	Atlantic	(27.75,27.85]	0.9796118	0.9767827	0.9824408
sal + temp	Atlantic	(27.85,27.95]	0.9601008	0.9569776	0.9632240
sal + temp	Atlantic	(27.95,28.05]	0.9452522	0.9420000	0.9485043
sal + temp	Atlantic	(28.05,28.1]	0.9724214	0.9687910	0.9760517
sal + temp	Atlantic	(28.1,28.15]	0.9674539	0.9609128	0.9739950
sal + temp	Atlantic	(28.15,28.2]	0.8061209	0.7016165	0.9106252
sal + temp	Atlantic	(28.2, Inf]	0.5740981	0.3910704	0.7571258
sal + temp	Indian	(-Inf,26]	0.2310714	0.1718278	0.2903150
sal + temp	Indian	(26,26.5]	0.8677115	0.8451074	0.8903157
sal + temp	Indian	(26.5,26.75]	0.9609306	0.9566395	0.9652216
sal + temp	Indian	(26.75,27]	0.9742883	0.9664341	0.9821425
sal + temp	Indian	(27,27.25]	0.9641338	0.9605066	0.9677610
sal + temp	Indian	(27.25,27.5]	0.9483193	0.9356618	0.9609767
sal + temp	Indian	(27.5,27.75]	0.9076005	0.8813442	0.9338568
sal + temp	Indian	(27.75,27.85]	0.9383655	0.9315609	0.9451701
sal + temp	Indian	(27.85,27.95]	0.9475692	0.9334388	0.9616996
sal + temp	Indian	(27.95,28.05]	0.9517520	0.9412955	0.9622084
sal + temp	Indian	(28.05,28.1]	0.9278551	0.9024881	0.9532221
sal + temp	Indian	(28.1, Inf]	0.9279825	0.9201501	0.9358148
sal + temp	Pacific	(-Inf,26]	0.7123137	0.7078269	0.7168005
sal + temp	Pacific	(26,26.5]	0.9510541	0.9509989	0.9511093
sal + temp	Pacific	(26.5,26.75]	0.9790876	0.9787424	0.9794328
sal + temp	Pacific	(26.75,27]	0.9770687	0.9756870	0.9784504
sal + temp	Pacific	(27,27.25]	0.9431640	0.9385293	0.9477987
sal + temp	Pacific	(27.25,27.5]	0.8316405	0.8126320	0.8506490
sal + temp	Pacific	(27.5,27.75]	0.6686016	0.5687139	0.7684893
sal + temp	Pacific	(27.75,27.85]	0.7870730	0.7447195	0.8294265
sal + temp	Pacific	(27.85,27.95]	0.6533178	0.5552302	0.7514053
sal + temp	Pacific	(27.95,28.05]	0.4699431	0.2577360	0.6821501
sal + temp	Pacific	(28.05,28.1]	0.3935479	0.1568303	0.6302654
sal + temp	Pacific	(28.1, Inf]	0.0109746	-0.3049013	0.3268506
temp + aou	Atlantic	(-Inf,26.5]	-0.4654403	-0.4774071	-0.4534735
temp + aou	Atlantic	(26.5,26.75]	-0.3633734	-0.4117851	-0.3149617
temp + aou	Atlantic	(26.75,27]	-0.2078103	-0.3291531	-0.0864674
temp + aou	Atlantic	(27,27.25]	-0.1426999	-0.2931860	0.0077863
temp + aou	Atlantic	(27.25,27.5]	-0.1835293	-0.2887798	-0.0782789
temp + aou	Atlantic	(27.5,27.75]	-0.2467980	-0.2476869	-0.2459090
temp + aou	Atlantic	(27.75,27.85]	-0.1528178	-0.2134082	-0.0922274
temp + aou	Atlantic	(27.85,27.95]	-0.1609123	-0.2553095	-0.0665151
temp + aou	Atlantic	(27.95,28.05]	-0.3730090	-0.4182170	-0.3278009
temp + aou	Atlantic	(28.05,28.1]	-0.5487178	-0.5580699	-0.5393657
temp + aou	Atlantic	(28.1,28.15]	-0.6311486	-0.6583881	-0.6039091
temp + aou	Atlantic	(28.15,28.2]	-0.5891962	-0.7079542	-0.4704382
temp + aou	Atlantic	(28.2, Inf]	0.2593919	0.1906732	0.3281106
temp + aou	Indian	(-Inf,26]	-0.3802863	-0.4586610	-0.3019117
temp + aou	Indian	(26,26.5]	-0.4667484	-0.5601236	-0.3733731
temp + aou	Indian	(26.5,26.75]	-0.0645710	-0.1581894	0.0290473
temp + aou	Indian	(26.75,27]	0.3664959	0.2187666	0.5142252
temp + aou	Indian	(27,27.25]	0.7784308	0.7733556	0.7835061
temp + aou	Indian	(27.25,27.5]	0.8673277	0.8610609	0.8735945
temp + aou	Indian	(27.5,27.75]	0.9028667	0.9018376	0.9038957
temp + aou	Indian	(27.75,27.85]	0.9459450	0.9400533	0.9518367
temp + aou	Indian	(27.85,27.95]	0.9098389	0.8888575	0.9308202
temp + aou	Indian	(27.95,28.05]	0.7439544	0.6920306	0.7958783
temp + aou	Indian	(28.05,28.1]	0.3836520	0.3183193	0.4489846
temp + aou	Indian	(28.1, Inf]	0.7856099	0.7821533	0.7890666
temp + aou	Pacific	(-Inf,26]	-0.2372579	-0.2405508	-0.2339651
temp + aou	Pacific	(26,26.5]	0.0576031	-0.1126238	0.2278300
temp + aou	Pacific	(26.5,26.75]	0.3504221	0.2444497	0.4563944
temp + aou	Pacific	(26.75,27]	-0.0126660	-0.1311826	0.1058506
temp + aou	Pacific	(27,27.25]	-0.2233021	-0.2513725	-0.1952317
temp + aou	Pacific	(27.25,27.5]	0.0468857	-0.0452817	0.1390531
temp + aou	Pacific	(27.5,27.75]	0.1712955	0.0252500	0.3173410
temp + aou	Pacific	(27.75,27.85]	0.0676010	-0.0429096	0.1781115
temp + aou	Pacific	(27.85,27.95]	0.0237535	-0.1369727	0.1844796
temp + aou	Pacific	(27.95,28.05]	0.0100190	-0.2467210	0.2667591
temp + aou	Pacific	(28.05,28.1]	0.1317952	-0.1500463	0.4136367
temp + aou	Pacific	(28.1, Inf]	0.8215418	0.7931594	0.8499242
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5814963	-0.5845182	-0.5784743
temp + nitrate	Atlantic	(26.5,26.75]	-0.5571823	-0.6112105	-0.5031540
temp + nitrate	Atlantic	(26.75,27]	-0.4692822	-0.5636100	-0.3749544
temp + nitrate	Atlantic	(27,27.25]	-0.4977641	-0.5667811	-0.4287471
temp + nitrate	Atlantic	(27.25,27.5]	-0.6073468	-0.6394395	-0.5752541
temp + nitrate	Atlantic	(27.5,27.75]	-0.6153361	-0.6516335	-0.5790386
temp + nitrate	Atlantic	(27.75,27.85]	-0.5261773	-0.5857627	-0.4665919
temp + nitrate	Atlantic	(27.85,27.95]	-0.5268787	-0.6010492	-0.4527081
temp + nitrate	Atlantic	(27.95,28.05]	-0.6854401	-0.7032398	-0.6676404
temp + nitrate	Atlantic	(28.05,28.1]	-0.7553047	-0.7563823	-0.7542272
temp + nitrate	Atlantic	(28.1,28.15]	-0.7585952	-0.7786589	-0.7385316
temp + nitrate	Atlantic	(28.15,28.2]	-0.6435257	-0.7577749	-0.5292765
temp + nitrate	Atlantic	(28.2, Inf]	-0.2292403	-0.3231664	-0.1353141
temp + nitrate	Indian	(-Inf,26]	-0.4263962	-0.4999871	-0.3528054
temp + nitrate	Indian	(26,26.5]	-0.5876836	-0.6474780	-0.5278891
temp + nitrate	Indian	(26.5,26.75]	-0.3280353	-0.4608686	-0.1952019
temp + nitrate	Indian	(26.75,27]	-0.0641370	-0.3024052	0.1741312
temp + nitrate	Indian	(27,27.25]	0.2814812	0.1764295	0.3865328
temp + nitrate	Indian	(27.25,27.5]	0.5462193	0.5441193	0.5483192
temp + nitrate	Indian	(27.5,27.75]	0.7259752	0.7035594	0.7483909
temp + nitrate	Indian	(27.75,27.85]	0.7797123	0.7475475	0.8118771
temp + nitrate	Indian	(27.85,27.95]	0.6022335	0.5889470	0.6155200
temp + nitrate	Indian	(27.95,28.05]	0.2101296	0.1540281	0.2662312
temp + nitrate	Indian	(28.05,28.1]	-0.0259244	-0.0761370	0.0242882
temp + nitrate	Indian	(28.1, Inf]	0.0464470	-0.0617599	0.1546539
temp + nitrate	Pacific	(-Inf,26]	-0.4865189	-0.5256807	-0.4473571
temp + nitrate	Pacific	(26,26.5]	-0.3513831	-0.5484538	-0.1543124
temp + nitrate	Pacific	(26.5,26.75]	-0.1861478	-0.3697111	-0.0025846
temp + nitrate	Pacific	(26.75,27]	-0.3756136	-0.4860647	-0.2651625
temp + nitrate	Pacific	(27,27.25]	-0.3649879	-0.4069384	-0.3230373
temp + nitrate	Pacific	(27.25,27.5]	-0.0214506	-0.1233561	0.0804549
temp + nitrate	Pacific	(27.5,27.75]	0.1358912	-0.0060039	0.2777863
temp + nitrate	Pacific	(27.75,27.85]	0.0433863	-0.0496981	0.1364708
temp + nitrate	Pacific	(27.85,27.95]	0.0028505	-0.1530173	0.1587183
temp + nitrate	Pacific	(27.95,28.05]	-0.0520349	-0.2659899	0.1619202
temp + nitrate	Pacific	(28.05,28.1]	0.0451046	-0.1966273	0.2868366
temp + nitrate	Pacific	(28.1, Inf]	0.6312347	0.5969536	0.6655157
temp + oxygen	Atlantic	(-Inf,26.5]	0.1111361	0.0817084	0.1405639
temp + oxygen	Atlantic	(26.5,26.75]	0.1026268	0.0781055	0.1271481
temp + oxygen	Atlantic	(26.75,27]	-0.0820512	-0.2144144	0.0503121
temp + oxygen	Atlantic	(27,27.25]	-0.1626934	-0.3145374	-0.0108493
temp + oxygen	Atlantic	(27.25,27.5]	-0.1664934	-0.2878569	-0.0451299
temp + oxygen	Atlantic	(27.5,27.75]	-0.1256625	-0.1544403	-0.0968846
temp + oxygen	Atlantic	(27.75,27.85]	-0.1837073	-0.2314279	-0.1359867
temp + oxygen	Atlantic	(27.85,27.95]	-0.1197717	-0.2080497	-0.0314937
temp + oxygen	Atlantic	(27.95,28.05]	0.1044167	0.0500001	0.1588333
temp + oxygen	Atlantic	(28.05,28.1]	0.3421335	0.3187256	0.3655413
temp + oxygen	Atlantic	(28.1,28.15]	0.5038742	0.4748088	0.5329397
temp + oxygen	Atlantic	(28.15,28.2]	0.5032917	0.3691014	0.6374820
temp + oxygen	Atlantic	(28.2, Inf]	-0.4447042	-0.5216484	-0.3677601
temp + oxygen	Indian	(-Inf,26]	0.2797941	0.2045171	0.3550712
temp + oxygen	Indian	(26,26.5]	0.3935478	0.2959624	0.4911332
temp + oxygen	Indian	(26.5,26.75]	-0.0279584	-0.1043289	0.0484120
temp + oxygen	Indian	(26.75,27]	-0.4786834	-0.5894180	-0.3679489
temp + oxygen	Indian	(27,27.25]	-0.8421972	-0.8457497	-0.8386447
temp + oxygen	Indian	(27.25,27.5]	-0.9084183	-0.9123083	-0.9045284
temp + oxygen	Indian	(27.5,27.75]	-0.9351703	-0.9357241	-0.9346165
temp + oxygen	Indian	(27.75,27.85]	-0.9667466	-0.9695065	-0.9639867
temp + oxygen	Indian	(27.85,27.95]	-0.9440864	-0.9599004	-0.9282724
temp + oxygen	Indian	(27.95,28.05]	-0.8287447	-0.8756506	-0.7818387
temp + oxygen	Indian	(28.05,28.1]	-0.5032882	-0.5958636	-0.4107129
temp + oxygen	Indian	(28.1, Inf]	-0.8730043	-0.8751433	-0.8708652
temp + oxygen	Pacific	(-Inf,26]	-0.2738184	-0.3477237	-0.1999130
temp + oxygen	Pacific	(26,26.5]	-0.2595710	-0.3895791	-0.1295628
temp + oxygen	Pacific	(26.5,26.75]	-0.5348978	-0.6048704	-0.4649251
temp + oxygen	Pacific	(26.75,27]	-0.2054859	-0.3235788	-0.0873930
temp + oxygen	Pacific	(27,27.25]	0.1159379	0.0824967	0.1493790
temp + oxygen	Pacific	(27.25,27.5]	-0.1401261	-0.2372522	-0.0430001
temp + oxygen	Pacific	(27.5,27.75]	-0.2636058	-0.4189431	-0.1082685
temp + oxygen	Pacific	(27.75,27.85]	-0.1364700	-0.2517464	-0.0211935
temp + oxygen	Pacific	(27.85,27.95]	-0.0924890	-0.2662797	0.0813016
temp + oxygen	Pacific	(27.95,28.05]	-0.0802547	-0.3606231	0.2001138
temp + oxygen	Pacific	(28.05,28.1]	-0.1892972	-0.5018814	0.1232870
temp + oxygen	Pacific	(28.1, Inf]	-0.8720644	-0.9079189	-0.8362099
temp + phosphate	Atlantic	(-Inf,26.5]	-0.6523884	-0.6625209	-0.6422559
temp + phosphate	Atlantic	(26.5,26.75]	-0.6750228	-0.7243496	-0.6256960
temp + phosphate	Atlantic	(26.75,27]	-0.5856924	-0.6729418	-0.4984431
temp + phosphate	Atlantic	(27,27.25]	-0.5976576	-0.6568532	-0.5384621
temp + phosphate	Atlantic	(27.25,27.5]	-0.6808758	-0.7101701	-0.6515815
temp + phosphate	Atlantic	(27.5,27.75]	-0.6710172	-0.7015773	-0.6404572
temp + phosphate	Atlantic	(27.75,27.85]	-0.5796752	-0.6322575	-0.5270929
temp + phosphate	Atlantic	(27.85,27.95]	-0.5521328	-0.6230345	-0.4812311
temp + phosphate	Atlantic	(27.95,28.05]	-0.6948117	-0.7127982	-0.6768251
temp + phosphate	Atlantic	(28.05,28.1]	-0.7667172	-0.7670167	-0.7664177
temp + phosphate	Atlantic	(28.1,28.15]	-0.7737475	-0.7928149	-0.7546801
temp + phosphate	Atlantic	(28.15,28.2]	-0.6478637	-0.7601334	-0.5355941
temp + phosphate	Atlantic	(28.2, Inf]	-0.2325782	-0.3242856	-0.1408708
temp + phosphate	Indian	(-Inf,26]	-0.4031842	-0.4545490	-0.3518194
temp + phosphate	Indian	(26,26.5]	-0.5322822	-0.6464585	-0.4181059
temp + phosphate	Indian	(26.5,26.75]	-0.2681731	-0.4490464	-0.0872997
temp + phosphate	Indian	(26.75,27]	0.0066525	-0.2728344	0.2861394
temp + phosphate	Indian	(27,27.25]	0.4024766	0.2343487	0.5706045
temp + phosphate	Indian	(27.25,27.5]	0.6653978	0.6025593	0.7282363
temp + phosphate	Indian	(27.5,27.75]	0.8133449	0.8018807	0.8248091
temp + phosphate	Indian	(27.75,27.85]	0.8024282	0.7711963	0.8336600
temp + phosphate	Indian	(27.85,27.95]	0.6201682	0.6113873	0.6289492
temp + phosphate	Indian	(27.95,28.05]	0.2517946	0.1928196	0.3107696
temp + phosphate	Indian	(28.05,28.1]	0.0044545	-0.0582469	0.0671559
temp + phosphate	Indian	(28.1, Inf]	0.0588287	-0.0725885	0.1902458
temp + phosphate	Pacific	(-Inf,26]	-0.4128760	-0.4446475	-0.3811045
temp + phosphate	Pacific	(26,26.5]	-0.3110918	-0.4915532	-0.1306304
temp + phosphate	Pacific	(26.5,26.75]	-0.1758946	-0.3591974	0.0074081
temp + phosphate	Pacific	(26.75,27]	-0.3960581	-0.4995064	-0.2926097
temp + phosphate	Pacific	(27,27.25]	-0.3694165	-0.4069802	-0.3318528
temp + phosphate	Pacific	(27.25,27.5]	-0.0290005	-0.1255707	0.0675696
temp + phosphate	Pacific	(27.5,27.75]	0.1428559	0.0028556	0.2828562
temp + phosphate	Pacific	(27.75,27.85]	0.0507135	-0.0460655	0.1474926
temp + phosphate	Pacific	(27.85,27.95]	-0.0056974	-0.1523970	0.1410022
temp + phosphate	Pacific	(27.95,28.05]	-0.0633872	-0.2709494	0.1441750
temp + phosphate	Pacific	(28.05,28.1]	0.0403820	-0.1686695	0.2494335
temp + phosphate	Pacific	(28.1, Inf]	0.6146569	0.5642670	0.6650467
temp + silicate	Atlantic	(-Inf,26.5]	-0.6075120	-0.6248658	-0.5901583
temp + silicate	Atlantic	(26.5,26.75]	-0.6553792	-0.7095669	-0.6011915
temp + silicate	Atlantic	(26.75,27]	-0.5770583	-0.6595264	-0.4945902
temp + silicate	Atlantic	(27,27.25]	-0.6066440	-0.6553620	-0.5579259
temp + silicate	Atlantic	(27.25,27.5]	-0.7508232	-0.7580885	-0.7435578
temp + silicate	Atlantic	(27.5,27.75]	-0.7368181	-0.7619113	-0.7117250
temp + silicate	Atlantic	(27.75,27.85]	-0.6141668	-0.6501967	-0.5781368
temp + silicate	Atlantic	(27.85,27.95]	-0.6395970	-0.6904489	-0.5887451
temp + silicate	Atlantic	(27.95,28.05]	-0.7305207	-0.7405434	-0.7204980
temp + silicate	Atlantic	(28.05,28.1]	-0.7532678	-0.7548565	-0.7516792
temp + silicate	Atlantic	(28.1,28.15]	-0.7539974	-0.7741540	-0.7338407
temp + silicate	Atlantic	(28.15,28.2]	-0.5969572	-0.7119104	-0.4820041
temp + silicate	Atlantic	(28.2, Inf]	-0.1259108	-0.1591318	-0.0926898
temp + silicate	Indian	(-Inf,26]	-0.5118005	-0.5983221	-0.4252788
temp + silicate	Indian	(26,26.5]	-0.5862407	-0.6064050	-0.5660763
temp + silicate	Indian	(26.5,26.75]	-0.2003510	-0.2267097	-0.1739924
temp + silicate	Indian	(26.75,27]	0.2210256	0.0810850	0.3609663
temp + silicate	Indian	(27,27.25]	0.4854383	0.4432113	0.5276654
temp + silicate	Indian	(27.25,27.5]	0.5637406	0.5485873	0.5788940
temp + silicate	Indian	(27.5,27.75]	0.5684302	0.5395492	0.5973112
temp + silicate	Indian	(27.75,27.85]	0.6615979	0.6057935	0.7174022
temp + silicate	Indian	(27.85,27.95]	0.5803947	0.5649664	0.5958231
temp + silicate	Indian	(27.95,28.05]	0.3610106	0.3495775	0.3724437
temp + silicate	Indian	(28.05,28.1]	0.1790591	0.1676783	0.1904400
temp + silicate	Indian	(28.1, Inf]	-0.0421112	-0.1104792	0.0262568
temp + silicate	Pacific	(-Inf,26]	-0.6233802	-0.6541634	-0.5925970
temp + silicate	Pacific	(26,26.5]	-0.6851782	-0.7483348	-0.6220217
temp + silicate	Pacific	(26.5,26.75]	-0.6938743	-0.7338499	-0.6538987
temp + silicate	Pacific	(26.75,27]	-0.7345957	-0.7454964	-0.7236950
temp + silicate	Pacific	(27,27.25]	-0.5781653	-0.5909623	-0.5653683
temp + silicate	Pacific	(27.25,27.5]	-0.3084798	-0.3453295	-0.2716302
temp + silicate	Pacific	(27.5,27.75]	-0.1493214	-0.2304304	-0.0682124
temp + silicate	Pacific	(27.75,27.85]	-0.0751759	-0.1783261	0.0279742
temp + silicate	Pacific	(27.85,27.95]	-0.1177799	-0.2669651	0.0314052
temp + silicate	Pacific	(27.95,28.05]	-0.1638581	-0.4224196	0.0947034
temp + silicate	Pacific	(28.05,28.1]	0.0297408	-0.1958698	0.2553515
temp + silicate	Pacific	(28.1, Inf]	0.5637446	0.4589218	0.6685674

rm(cor_predictors, cor_predictors_stats)

3.2.3 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
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# 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,26.5]	0.1460088	0.1456787	0.1463389
aou	Atlantic	(26.5,26.75]	-0.4528810	-0.4602411	-0.4455209
aou	Atlantic	(26.75,27]	-0.4427256	-0.4692537	-0.4161974
aou	Atlantic	(27,27.25]	-0.4718159	-0.5769385	-0.3666933
aou	Atlantic	(27.25,27.5]	-0.5487169	-0.5893500	-0.5080838
aou	Atlantic	(27.5,27.75]	-0.7276052	-0.7312404	-0.7239699
aou	Atlantic	(27.75,27.85]	-0.8044991	-0.8164741	-0.7925240
aou	Atlantic	(27.85,27.95]	-0.8389162	-0.8554344	-0.8223979
aou	Atlantic	(27.95,28.05]	-0.8308142	-0.8472739	-0.8143544
aou	Atlantic	(28.05,28.1]	-0.8570663	-0.8608085	-0.8533241
aou	Atlantic	(28.1,28.15]	-0.8974165	-0.9000878	-0.8947451
aou	Atlantic	(28.15,28.2]	-0.9306627	-0.9335372	-0.9277882
aou	Atlantic	(28.2, Inf]	-0.5771644	-0.7630682	-0.3912605
aou	Indian	(-Inf,26]	-0.6495478	-0.7170730	-0.5820226
aou	Indian	(26,26.5]	-0.9157679	-0.9390124	-0.8925234
aou	Indian	(26.5,26.75]	-0.7462431	-0.8475082	-0.6449780
aou	Indian	(26.75,27]	-0.3840350	-0.4717680	-0.2963020
aou	Indian	(27,27.25]	0.2488917	0.0980274	0.3997560
aou	Indian	(27.25,27.5]	0.5687155	0.5307427	0.6066883
aou	Indian	(27.5,27.75]	0.4115138	0.2832930	0.5397346
aou	Indian	(27.75,27.85]	0.1048232	-0.0294222	0.2390685
aou	Indian	(27.85,27.95]	0.1904622	-0.0155784	0.3965027
aou	Indian	(27.95,28.05]	0.0810185	-0.1068369	0.2688739
aou	Indian	(28.05,28.1]	0.0211177	-0.0547133	0.0969487
aou	Indian	(28.1, Inf]	0.3177327	0.2160812	0.4193841
aou	Pacific	(-Inf,26]	0.0846028	0.0592840	0.1099216
aou	Pacific	(26,26.5]	-0.4704150	-0.5221476	-0.4186824
aou	Pacific	(26.5,26.75]	-0.1847928	-0.2017659	-0.1678198
aou	Pacific	(26.75,27]	-0.3987260	-0.4758671	-0.3215849
aou	Pacific	(27,27.25]	0.1453392	0.1105124	0.1801659
aou	Pacific	(27.25,27.5]	0.5964556	0.5479966	0.6449146
aou	Pacific	(27.5,27.75]	0.7202738	0.6708464	0.7697013
aou	Pacific	(27.75,27.85]	0.8015239	0.7866511	0.8163967
aou	Pacific	(27.85,27.95]	0.7583122	0.7283221	0.7883024
aou	Pacific	(27.95,28.05]	0.5433088	0.5197725	0.5668451
aou	Pacific	(28.05,28.1]	0.3271448	0.2970783	0.3572114
aou	Pacific	(28.1, Inf]	0.3083745	0.2991881	0.3175610
nitrate	Atlantic	(-Inf,26.5]	-0.0086282	-0.0315565	0.0143001
nitrate	Atlantic	(26.5,26.75]	-0.6237466	-0.6422609	-0.6052322
nitrate	Atlantic	(26.75,27]	-0.7135347	-0.7195799	-0.7074894
nitrate	Atlantic	(27,27.25]	-0.8250935	-0.8490557	-0.8011313
nitrate	Atlantic	(27.25,27.5]	-0.9109586	-0.9147256	-0.9071916
nitrate	Atlantic	(27.5,27.75]	-0.9532010	-0.9585319	-0.9478700
nitrate	Atlantic	(27.75,27.85]	-0.9520439	-0.9603410	-0.9437467
nitrate	Atlantic	(27.85,27.95]	-0.9346445	-0.9469739	-0.9223151
nitrate	Atlantic	(27.95,28.05]	-0.9218975	-0.9265410	-0.9172540
nitrate	Atlantic	(28.05,28.1]	-0.9191216	-0.9217177	-0.9165254
nitrate	Atlantic	(28.1,28.15]	-0.9321164	-0.9381043	-0.9261286
nitrate	Atlantic	(28.15,28.2]	-0.9628436	-0.9630581	-0.9626291
nitrate	Atlantic	(28.2, Inf]	-0.9117164	-0.9566207	-0.8668120
nitrate	Indian	(-Inf,26]	-0.6439335	-0.6988523	-0.5890146
nitrate	Indian	(26,26.5]	-0.9207897	-0.9425140	-0.8990653
nitrate	Indian	(26.5,26.75]	-0.8689155	-0.9097105	-0.8281206
nitrate	Indian	(26.75,27]	-0.6946769	-0.7048377	-0.6845161
nitrate	Indian	(27,27.25]	-0.2041402	-0.2214111	-0.1868694
nitrate	Indian	(27.25,27.5]	0.3713992	0.3522893	0.3905090
nitrate	Indian	(27.5,27.75]	0.3536802	0.2623627	0.4449977
nitrate	Indian	(27.75,27.85]	0.0063424	-0.0876821	0.1003668
nitrate	Indian	(27.85,27.95]	-0.0355442	-0.1684605	0.0973721
nitrate	Indian	(27.95,28.05]	-0.2898058	-0.3442042	-0.2354074
nitrate	Indian	(28.05,28.1]	-0.2258353	-0.2322141	-0.2194564
nitrate	Indian	(28.1, Inf]	-0.1416428	-0.1670072	-0.1162784
nitrate	Pacific	(-Inf,26]	-0.0008272	-0.0098698	0.0082154
nitrate	Pacific	(26,26.5]	-0.6792840	-0.7559002	-0.6026677
nitrate	Pacific	(26.5,26.75]	-0.5714284	-0.6377890	-0.5050677
nitrate	Pacific	(26.75,27]	-0.5940857	-0.6776057	-0.5105656
nitrate	Pacific	(27,27.25]	0.0905893	0.0604978	0.1206808
nitrate	Pacific	(27.25,27.5]	0.5224904	0.4601121	0.5848687
nitrate	Pacific	(27.5,27.75]	0.6521880	0.5994437	0.7049323
nitrate	Pacific	(27.75,27.85]	0.7592068	0.7424666	0.7759469
nitrate	Pacific	(27.85,27.95]	0.7185188	0.6850225	0.7520152
nitrate	Pacific	(27.95,28.05]	0.4963637	0.4669369	0.5257906
nitrate	Pacific	(28.05,28.1]	0.2866560	0.2673423	0.3059698
nitrate	Pacific	(28.1, Inf]	0.2751740	0.2271517	0.3231964
oxygen	Atlantic	(-Inf,26.5]	-0.1435257	-0.1443029	-0.1427485
oxygen	Atlantic	(26.5,26.75]	0.3049010	0.2837011	0.3261008
oxygen	Atlantic	(26.75,27]	0.2792578	0.2551057	0.3034100
oxygen	Atlantic	(27,27.25]	0.2695603	0.1495018	0.3896188
oxygen	Atlantic	(27.25,27.5]	0.2874431	0.2231740	0.3517122
oxygen	Atlantic	(27.5,27.75]	0.4775871	0.4406169	0.5145574
oxygen	Atlantic	(27.75,27.85]	0.5914865	0.5867027	0.5962702
oxygen	Atlantic	(27.85,27.95]	0.6922927	0.6772796	0.7073058
oxygen	Atlantic	(27.95,28.05]	0.7011697	0.6741392	0.7282003
oxygen	Atlantic	(28.05,28.1]	0.7738871	0.7574255	0.7903486
oxygen	Atlantic	(28.1,28.15]	0.8607820	0.8577287	0.8638354
oxygen	Atlantic	(28.15,28.2]	0.9190870	0.9171500	0.9210240
oxygen	Atlantic	(28.2, Inf]	0.4413028	0.2169479	0.6656576
oxygen	Indian	(-Inf,26]	0.7020213	0.6410709	0.7629717
oxygen	Indian	(26,26.5]	0.9127222	0.8943053	0.9311390
oxygen	Indian	(26.5,26.75]	0.6971301	0.5752163	0.8190440
oxygen	Indian	(26.75,27]	0.2819703	0.1570511	0.4068895
oxygen	Indian	(27,27.25]	-0.3263282	-0.4946172	-0.1580391
oxygen	Indian	(27.25,27.5]	-0.5876706	-0.6353799	-0.5399613
oxygen	Indian	(27.5,27.75]	-0.3847765	-0.5147164	-0.2548366
oxygen	Indian	(27.75,27.85]	-0.1024553	-0.2304692	0.0255585
oxygen	Indian	(27.85,27.95]	-0.2131836	-0.4163183	-0.0100490
oxygen	Indian	(27.95,28.05]	-0.1400661	-0.3342953	0.0541632
oxygen	Indian	(28.05,28.1]	-0.0681212	-0.1690693	0.0328270
oxygen	Indian	(28.1, Inf]	-0.3708276	-0.4798190	-0.2618361
oxygen	Pacific	(-Inf,26]	0.1434453	0.1384948	0.1483958
oxygen	Pacific	(26,26.5]	0.3324467	0.3065860	0.3583075
oxygen	Pacific	(26.5,26.75]	0.0230966	-0.0269270	0.0731202
oxygen	Pacific	(26.75,27]	0.2794962	0.2042972	0.3546953
oxygen	Pacific	(27,27.25]	-0.1212296	-0.1638901	-0.0785692
oxygen	Pacific	(27.25,27.5]	-0.5525977	-0.6045673	-0.5006281
oxygen	Pacific	(27.5,27.75]	-0.6741618	-0.7336855	-0.6146381
oxygen	Pacific	(27.75,27.85]	-0.7781559	-0.7924626	-0.7638492
oxygen	Pacific	(27.85,27.95]	-0.7406644	-0.7718264	-0.7095023
oxygen	Pacific	(27.95,28.05]	-0.5357121	-0.5595210	-0.5119033
oxygen	Pacific	(28.05,28.1]	-0.3291837	-0.3570514	-0.3013159
oxygen	Pacific	(28.1, Inf]	-0.3028290	-0.3112567	-0.2944014
phosphate	Atlantic	(-Inf,26.5]	-0.1624480	-0.2206151	-0.1042808
phosphate	Atlantic	(26.5,26.75]	-0.7064077	-0.7308832	-0.6819321
phosphate	Atlantic	(26.75,27]	-0.7841022	-0.7860292	-0.7821753
phosphate	Atlantic	(27,27.25]	-0.8753934	-0.8910850	-0.8597017
phosphate	Atlantic	(27.25,27.5]	-0.9389724	-0.9434806	-0.9344642
phosphate	Atlantic	(27.5,27.75]	-0.9703183	-0.9740365	-0.9666001
phosphate	Atlantic	(27.75,27.85]	-0.9699227	-0.9735105	-0.9663349
phosphate	Atlantic	(27.85,27.95]	-0.9506014	-0.9586896	-0.9425132
phosphate	Atlantic	(27.95,28.05]	-0.9369271	-0.9386740	-0.9351803
phosphate	Atlantic	(28.05,28.1]	-0.9309320	-0.9372718	-0.9245921
phosphate	Atlantic	(28.1,28.15]	-0.9415089	-0.9517904	-0.9312275
phosphate	Atlantic	(28.15,28.2]	-0.9670143	-0.9679710	-0.9660575
phosphate	Atlantic	(28.2, Inf]	-0.9260123	-0.9653688	-0.8866557
phosphate	Indian	(-Inf,26]	-0.6569686	-0.7069795	-0.6069577
phosphate	Indian	(26,26.5]	-0.9242489	-0.9492522	-0.8992456
phosphate	Indian	(26.5,26.75]	-0.8701655	-0.9102557	-0.8300754
phosphate	Indian	(26.75,27]	-0.6931359	-0.7038343	-0.6824375
phosphate	Indian	(27,27.25]	-0.2052007	-0.2091535	-0.2012478
phosphate	Indian	(27.25,27.5]	0.3480711	0.3405232	0.3556190
phosphate	Indian	(27.5,27.75]	0.2966787	0.1784830	0.4148743
phosphate	Indian	(27.75,27.85]	-0.0635780	-0.1729269	0.0457709
phosphate	Indian	(27.85,27.95]	-0.1045543	-0.2551025	0.0459939
phosphate	Indian	(27.95,28.05]	-0.3317087	-0.3962618	-0.2671555
phosphate	Indian	(28.05,28.1]	-0.2766835	-0.2976839	-0.2556830
phosphate	Indian	(28.1, Inf]	-0.2766417	-0.2928083	-0.2604751
phosphate	Pacific	(-Inf,26]	-0.0648891	-0.0727550	-0.0570233
phosphate	Pacific	(26,26.5]	-0.7333334	-0.7893998	-0.6772670
phosphate	Pacific	(26.5,26.75]	-0.6377121	-0.6947684	-0.5806558
phosphate	Pacific	(26.75,27]	-0.6480608	-0.7202983	-0.5758232
phosphate	Pacific	(27,27.25]	0.0743422	0.0486879	0.0999965
phosphate	Pacific	(27.25,27.5]	0.5174275	0.4556244	0.5792306
phosphate	Pacific	(27.5,27.75]	0.6266141	0.5670111	0.6862171
phosphate	Pacific	(27.75,27.85]	0.7196447	0.6909106	0.7483789
phosphate	Pacific	(27.85,27.95]	0.6705217	0.6281460	0.7128974
phosphate	Pacific	(27.95,28.05]	0.4041144	0.3735770	0.4346518
phosphate	Pacific	(28.05,28.1]	0.1457996	0.1264828	0.1651163
phosphate	Pacific	(28.1, Inf]	0.1266773	0.1115956	0.1417589
sal	Atlantic	(-Inf,26.5]	0.2329580	0.1965351	0.2693809
sal	Atlantic	(26.5,26.75]	0.7461543	0.6883154	0.8039932
sal	Atlantic	(26.75,27]	0.7545098	0.7092301	0.7997895
sal	Atlantic	(27,27.25]	0.7853865	0.7733681	0.7974049
sal	Atlantic	(27.25,27.5]	0.8130766	0.7993170	0.8268361
sal	Atlantic	(27.5,27.75]	0.7519020	0.7348481	0.7689559
sal	Atlantic	(27.75,27.85]	0.6305987	0.6066761	0.6545212
sal	Atlantic	(27.85,27.95]	0.5395972	0.4854388	0.5937556
sal	Atlantic	(27.95,28.05]	0.6231623	0.5842183	0.6621064
sal	Atlantic	(28.05,28.1]	0.7417632	0.7292757	0.7542506
sal	Atlantic	(28.1,28.15]	0.7863282	0.7533028	0.8193537
sal	Atlantic	(28.15,28.2]	0.8881980	0.8804003	0.8959956
sal	Atlantic	(28.2, Inf]	0.9014897	0.8738273	0.9291521
sal	Indian	(-Inf,26]	0.6673154	0.5671388	0.7674920
sal	Indian	(26,26.5]	0.6302092	0.5022976	0.7581208
sal	Indian	(26.5,26.75]	0.5295145	0.3080034	0.7510257
sal	Indian	(26.75,27]	0.4666441	0.2023032	0.7309851
sal	Indian	(27,27.25]	0.4932629	0.2661259	0.7204000
sal	Indian	(27.25,27.5]	0.5589707	0.4490337	0.6689077
sal	Indian	(27.5,27.75]	0.4034407	0.2031418	0.6037396
sal	Indian	(27.75,27.85]	0.1556387	-0.0119420	0.3232193
sal	Indian	(27.85,27.95]	0.3160095	0.0995203	0.5324987
sal	Indian	(27.95,28.05]	0.4261765	0.2607153	0.5916378
sal	Indian	(28.05,28.1]	0.3998952	0.3016387	0.4981517
sal	Indian	(28.1, Inf]	0.4462871	0.3602214	0.5323528
sal	Pacific	(-Inf,26]	-0.0636385	-0.1110330	-0.0162439
sal	Pacific	(26,26.5]	0.5300704	0.4402453	0.6198955
sal	Pacific	(26.5,26.75]	0.6017092	0.5071873	0.6962312
sal	Pacific	(26.75,27]	0.4689342	0.4137931	0.5240754
sal	Pacific	(27,27.25]	-0.3609738	-0.4006544	-0.3212932
sal	Pacific	(27.25,27.5]	-0.4400092	-0.4677111	-0.4123073
sal	Pacific	(27.5,27.75]	-0.2421590	-0.2890561	-0.1952619
sal	Pacific	(27.75,27.85]	-0.3457322	-0.4802965	-0.2111679
sal	Pacific	(27.85,27.95]	-0.3333173	-0.4724169	-0.1942177
sal	Pacific	(27.95,28.05]	-0.1841519	-0.3125248	-0.0557790
sal	Pacific	(28.05,28.1]	-0.0956315	-0.1447298	-0.0465332
sal	Pacific	(28.1, Inf]	-0.0265285	-0.1139597	0.0609027
silicate	Atlantic	(-Inf,26.5]	-0.2034914	-0.2581532	-0.1488296
silicate	Atlantic	(26.5,26.75]	-0.6315763	-0.6652825	-0.5978701
silicate	Atlantic	(26.75,27]	-0.6618682	-0.6844636	-0.6392728
silicate	Atlantic	(27,27.25]	-0.8010834	-0.8227031	-0.7794637
silicate	Atlantic	(27.25,27.5]	-0.8988181	-0.9000785	-0.8975578
silicate	Atlantic	(27.5,27.75]	-0.8890955	-0.8936336	-0.8845574
silicate	Atlantic	(27.75,27.85]	-0.8904098	-0.8977124	-0.8831073
silicate	Atlantic	(27.85,27.95]	-0.8848661	-0.9043184	-0.8654138
silicate	Atlantic	(27.95,28.05]	-0.8899472	-0.8942142	-0.8856802
silicate	Atlantic	(28.05,28.1]	-0.8988277	-0.9040871	-0.8935683
silicate	Atlantic	(28.1,28.15]	-0.9225472	-0.9325019	-0.9125926
silicate	Atlantic	(28.15,28.2]	-0.9567986	-0.9574123	-0.9561850
silicate	Atlantic	(28.2, Inf]	-0.8536346	-0.9400415	-0.7672278
silicate	Indian	(-Inf,26]	-0.6145349	-0.6810338	-0.5480360
silicate	Indian	(26,26.5]	-0.9075697	-0.9219260	-0.8932135
silicate	Indian	(26.5,26.75]	-0.7755478	-0.8624841	-0.6886114
silicate	Indian	(26.75,27]	-0.4717317	-0.5302747	-0.4131886
silicate	Indian	(27,27.25]	0.0100772	-0.0435763	0.0637306
silicate	Indian	(27.25,27.5]	0.4888787	0.4744409	0.5033165
silicate	Indian	(27.5,27.75]	0.5721650	0.5219663	0.6223638
silicate	Indian	(27.75,27.85]	0.1667222	0.0524472	0.2809973
silicate	Indian	(27.85,27.95]	0.0559721	-0.1272757	0.2392200
silicate	Indian	(27.95,28.05]	-0.1357798	-0.2852494	0.0136898
silicate	Indian	(28.05,28.1]	-0.1401334	-0.2248163	-0.0554506
silicate	Indian	(28.1, Inf]	-0.2048662	-0.2321719	-0.1775605
silicate	Pacific	(-Inf,26]	-0.0156624	-0.0202282	-0.0110965
silicate	Pacific	(26,26.5]	-0.7010636	-0.7375294	-0.6645978
silicate	Pacific	(26.5,26.75]	-0.6301212	-0.6775468	-0.5826956
silicate	Pacific	(26.75,27]	-0.5002304	-0.5691233	-0.4313376
silicate	Pacific	(27,27.25]	0.3540673	0.3499455	0.3581892
silicate	Pacific	(27.25,27.5]	0.8010598	0.7822324	0.8198873
silicate	Pacific	(27.5,27.75]	0.8667534	0.8520675	0.8814393
silicate	Pacific	(27.75,27.85]	0.8384897	0.8219610	0.8550183
silicate	Pacific	(27.85,27.95]	0.7588366	0.7281138	0.7895593
silicate	Pacific	(27.95,28.05]	0.5233256	0.5095624	0.5370889
silicate	Pacific	(28.05,28.1]	0.3037305	0.2560164	0.3514446
silicate	Pacific	(28.1, Inf]	0.2351000	0.1964106	0.2737893
temp	Atlantic	(-Inf,26.5]	-0.0982093	-0.1065166	-0.0899020
temp	Atlantic	(26.5,26.75]	0.6627239	0.6042276	0.7212203
temp	Atlantic	(26.75,27]	0.6306408	0.5664403	0.6948413
temp	Atlantic	(27,27.25]	0.6865675	0.6733929	0.6997420
temp	Atlantic	(27.25,27.5]	0.7483628	0.7327296	0.7639959
temp	Atlantic	(27.5,27.75]	0.6974793	0.6684237	0.7265349
temp	Atlantic	(27.75,27.85]	0.6158673	0.5785403	0.6531942
temp	Atlantic	(27.85,27.95]	0.5273481	0.4633954	0.5913008
temp	Atlantic	(27.95,28.05]	0.6338092	0.6231860	0.6444324
temp	Atlantic	(28.05,28.1]	0.6767505	0.6573098	0.6961911
temp	Atlantic	(28.1,28.15]	0.6686246	0.6108157	0.7264334
temp	Atlantic	(28.15,28.2]	0.5607059	0.4359978	0.6854141
temp	Atlantic	(28.2, Inf]	0.3807405	0.2238077	0.5376734
temp	Indian	(-Inf,26]	-0.2671819	-0.2697037	-0.2646601
temp	Indian	(26,26.5]	0.4182670	0.3933900	0.4431441
temp	Indian	(26.5,26.75]	0.4920326	0.3059163	0.6781488
temp	Indian	(26.75,27]	0.5586442	0.3375936	0.7796948
temp	Indian	(27,27.25]	0.6276399	0.4446263	0.8106535
temp	Indian	(27.25,27.5]	0.6052273	0.5135799	0.6968748
temp	Indian	(27.5,27.75]	0.2472104	0.1206034	0.3738174
temp	Indian	(27.75,27.85]	0.0891706	-0.0169279	0.1952691
temp	Indian	(27.85,27.95]	0.2765700	0.0953419	0.4577981
temp	Indian	(27.95,28.05]	0.3409120	0.1832921	0.4985319
temp	Indian	(28.05,28.1]	0.2730749	0.1242665	0.4218833
temp	Indian	(28.1, Inf]	0.4219320	0.3075086	0.5363555
temp	Pacific	(-Inf,26]	-0.5359363	-0.5402969	-0.5315757
temp	Pacific	(26,26.5]	0.5707252	0.4892732	0.6521771
temp	Pacific	(26.5,26.75]	0.6299114	0.5331019	0.7267208
temp	Pacific	(26.75,27]	0.5054676	0.4531079	0.5578274
temp	Pacific	(27,27.25]	-0.2273967	-0.2799962	-0.1747973
temp	Pacific	(27.25,27.5]	-0.4115623	-0.4548458	-0.3682787
temp	Pacific	(27.5,27.75]	-0.3154434	-0.3833374	-0.2475494
temp	Pacific	(27.75,27.85]	-0.2573989	-0.3837083	-0.1310894
temp	Pacific	(27.85,27.95]	-0.2215913	-0.3821957	-0.0609868
temp	Pacific	(27.95,28.05]	-0.0959841	-0.2854986	0.0935303
temp	Pacific	(28.05,28.1]	0.0379598	-0.0776606	0.1535802
temp	Pacific	(28.1, Inf]	0.2226970	0.1692353	0.2761587

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_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [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_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[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         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1