eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-10-19

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	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
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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
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	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
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
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Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
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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
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
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
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
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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
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
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
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
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
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
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]	0.9094994	0.8901664	0.9288325
aou + nitrate	Atlantic	(26,26.5]	0.9502411	0.9478212	0.9526610
aou + nitrate	Atlantic	(26.5,26.75]	0.9244258	0.9041152	0.9447363
aou + nitrate	Atlantic	(26.75,27]	0.8909527	0.8480587	0.9338466
aou + nitrate	Atlantic	(27,27.25]	0.8530048	0.8003547	0.9056549
aou + nitrate	Atlantic	(27.25,27.5]	0.8257796	0.7807129	0.8708464
aou + nitrate	Atlantic	(27.5,27.75]	0.8342979	0.8154368	0.8531590
aou + nitrate	Atlantic	(27.75,27.85]	0.8296700	0.8230773	0.8362626
aou + nitrate	Atlantic	(27.85,27.95]	0.8390230	0.8388046	0.8392414
aou + nitrate	Atlantic	(27.95,28.05]	0.8656817	0.8565280	0.8748354
aou + nitrate	Atlantic	(28.05,28.1]	0.9249152	0.9183221	0.9315082
aou + nitrate	Atlantic	(28.1,28.15]	0.9710489	0.9657855	0.9763122
aou + nitrate	Atlantic	(28.15,28.2]	0.9835881	0.9798070	0.9873693
aou + nitrate	Atlantic	(28.2, Inf]	0.8214477	0.7738857	0.8690097
aou + nitrate	Indian	(-Inf,26]	0.9877803	0.9869468	0.9886138
aou + nitrate	Indian	(26,26.5]	0.9458487	0.9354400	0.9562574
aou + nitrate	Indian	(26.5,26.75]	0.8606224	0.7846670	0.9365779
aou + nitrate	Indian	(26.75,27]	0.8277758	0.7476601	0.9078914
aou + nitrate	Indian	(27,27.25]	0.7897804	0.7364977	0.8430632
aou + nitrate	Indian	(27.25,27.5]	0.8940465	0.8906260	0.8974670
aou + nitrate	Indian	(27.5,27.75]	0.9391501	0.9323506	0.9459495
aou + nitrate	Indian	(27.75,27.85]	0.9264480	0.9250584	0.9278376
aou + nitrate	Indian	(27.85,27.95]	0.8651786	0.8531659	0.8771913
aou + nitrate	Indian	(27.95,28.05]	0.7718567	0.6906719	0.8530416
aou + nitrate	Indian	(28.05,28.1]	0.8749461	0.8238775	0.9260148
aou + nitrate	Indian	(28.1, Inf]	0.5773163	0.4846359	0.6699967
aou + nitrate	Pacific	(-Inf,26]	0.8172211	0.7850564	0.8493858
aou + nitrate	Pacific	(26,26.5]	0.7784686	0.7397010	0.8172362
aou + nitrate	Pacific	(26.5,26.75]	0.7681145	0.7225295	0.8136995
aou + nitrate	Pacific	(26.75,27]	0.9105225	0.9060890	0.9149559
aou + nitrate	Pacific	(27,27.25]	0.9745525	0.9742029	0.9749020
aou + nitrate	Pacific	(27.25,27.5]	0.9784880	0.9758579	0.9811182
aou + nitrate	Pacific	(27.5,27.75]	0.9801734	0.9765322	0.9838147
aou + nitrate	Pacific	(27.75,27.85]	0.9865871	0.9837139	0.9894603
aou + nitrate	Pacific	(27.85,27.95]	0.9835563	0.9801603	0.9869523
aou + nitrate	Pacific	(27.95,28.05]	0.9715760	0.9691502	0.9740018
aou + nitrate	Pacific	(28.05,28.1]	0.9603454	0.9551430	0.9655478
aou + nitrate	Pacific	(28.1, Inf]	0.9313432	0.8983755	0.9643108
aou + oxygen	Atlantic	(-Inf,26]	-0.8819768	-0.8842821	-0.8796715
aou + oxygen	Atlantic	(26,26.5]	-0.8957088	-0.9183035	-0.8731141
aou + oxygen	Atlantic	(26.5,26.75]	-0.9150530	-0.9395781	-0.8905278
aou + oxygen	Atlantic	(26.75,27]	-0.9378572	-0.9396793	-0.9360352
aou + oxygen	Atlantic	(27,27.25]	-0.9468589	-0.9471823	-0.9465355
aou + oxygen	Atlantic	(27.25,27.5]	-0.9390323	-0.9456666	-0.9323979
aou + oxygen	Atlantic	(27.5,27.75]	-0.9298566	-0.9393917	-0.9203215
aou + oxygen	Atlantic	(27.75,27.85]	-0.9262208	-0.9331685	-0.9192731
aou + oxygen	Atlantic	(27.85,27.95]	-0.9335184	-0.9399799	-0.9270568
aou + oxygen	Atlantic	(27.95,28.05]	-0.9267514	-0.9304352	-0.9230677
aou + oxygen	Atlantic	(28.05,28.1]	-0.9564230	-0.9577521	-0.9550938
aou + oxygen	Atlantic	(28.1,28.15]	-0.9864433	-0.9866511	-0.9862356
aou + oxygen	Atlantic	(28.15,28.2]	-0.9945187	-0.9956991	-0.9933384
aou + oxygen	Atlantic	(28.2, Inf]	-0.9784955	-0.9822058	-0.9747852
aou + oxygen	Indian	(-Inf,26]	-0.9876920	-0.9885004	-0.9868835
aou + oxygen	Indian	(26,26.5]	-0.9921016	-0.9946174	-0.9895859
aou + oxygen	Indian	(26.5,26.75]	-0.9869625	-0.9952662	-0.9786587
aou + oxygen	Indian	(26.75,27]	-0.9876673	-0.9948769	-0.9804576
aou + oxygen	Indian	(27,27.25]	-0.9939141	-0.9955800	-0.9922481
aou + oxygen	Indian	(27.25,27.5]	-0.9957903	-0.9963386	-0.9952420
aou + oxygen	Indian	(27.5,27.75]	-0.9969568	-0.9971462	-0.9967673
aou + oxygen	Indian	(27.75,27.85]	-0.9979546	-0.9980392	-0.9978700
aou + oxygen	Indian	(27.85,27.95]	-0.9963868	-0.9966870	-0.9960867
aou + oxygen	Indian	(27.95,28.05]	-0.9902473	-0.9908956	-0.9895991
aou + oxygen	Indian	(28.05,28.1]	-0.9897780	-0.9948368	-0.9847191
aou + oxygen	Indian	(28.1, Inf]	-0.9856809	-0.9876895	-0.9836723
aou + oxygen	Pacific	(-Inf,26]	-0.8116551	-0.8560132	-0.7672971
aou + oxygen	Pacific	(26,26.5]	-0.9694439	-0.9803766	-0.9585112
aou + oxygen	Pacific	(26.5,26.75]	-0.9768789	-0.9817830	-0.9719749
aou + oxygen	Pacific	(26.75,27]	-0.9770031	-0.9777102	-0.9762960
aou + oxygen	Pacific	(27,27.25]	-0.9938674	-0.9945622	-0.9931726
aou + oxygen	Pacific	(27.25,27.5]	-0.9949497	-0.9958595	-0.9940398
aou + oxygen	Pacific	(27.5,27.75]	-0.9945048	-0.9954594	-0.9935502
aou + oxygen	Pacific	(27.75,27.85]	-0.9960272	-0.9971990	-0.9948555
aou + oxygen	Pacific	(27.85,27.95]	-0.9967429	-0.9983354	-0.9951503
aou + oxygen	Pacific	(27.95,28.05]	-0.9961967	-0.9987572	-0.9936363
aou + oxygen	Pacific	(28.05,28.1]	-0.9964927	-0.9991287	-0.9938567
aou + oxygen	Pacific	(28.1, Inf]	-0.9940852	-0.9962770	-0.9918933
aou + phosphate	Atlantic	(-Inf,26]	0.7982135	0.7685018	0.8279253
aou + phosphate	Atlantic	(26,26.5]	0.8692950	0.8605056	0.8780844
aou + phosphate	Atlantic	(26.5,26.75]	0.8594363	0.8432988	0.8755738
aou + phosphate	Atlantic	(26.75,27]	0.8331818	0.7835001	0.8828635
aou + phosphate	Atlantic	(27,27.25]	0.8006229	0.7366910	0.8645547
aou + phosphate	Atlantic	(27.25,27.5]	0.7798470	0.7283196	0.8313743
aou + phosphate	Atlantic	(27.5,27.75]	0.7948219	0.7770263	0.8126176
aou + phosphate	Atlantic	(27.75,27.85]	0.7901988	0.7883995	0.7919980
aou + phosphate	Atlantic	(27.85,27.95]	0.8190656	0.8156594	0.8224718
aou + phosphate	Atlantic	(27.95,28.05]	0.8590598	0.8502391	0.8678805
aou + phosphate	Atlantic	(28.05,28.1]	0.9178535	0.9123665	0.9233406
aou + phosphate	Atlantic	(28.1,28.15]	0.9663213	0.9633689	0.9692737
aou + phosphate	Atlantic	(28.15,28.2]	0.9831443	0.9793373	0.9869514
aou + phosphate	Atlantic	(28.2, Inf]	0.8214313	0.7751853	0.8676772
aou + phosphate	Indian	(-Inf,26]	0.9879472	0.9859015	0.9899930
aou + phosphate	Indian	(26,26.5]	0.9536302	0.9360499	0.9712105
aou + phosphate	Indian	(26.5,26.75]	0.8752911	0.7966272	0.9539551
aou + phosphate	Indian	(26.75,27]	0.8551440	0.7705627	0.9397254
aou + phosphate	Indian	(27,27.25]	0.8488237	0.7744839	0.9231634
aou + phosphate	Indian	(27.25,27.5]	0.9383079	0.9186314	0.9579845
aou + phosphate	Indian	(27.5,27.75]	0.9693383	0.9664583	0.9722182
aou + phosphate	Indian	(27.75,27.85]	0.9433976	0.9397888	0.9470063
aou + phosphate	Indian	(27.85,27.95]	0.8748421	0.8544868	0.8951973
aou + phosphate	Indian	(27.95,28.05]	0.7994251	0.7184325	0.8804176
aou + phosphate	Indian	(28.05,28.1]	0.8904471	0.8340652	0.9468290
aou + phosphate	Indian	(28.1, Inf]	0.5920709	0.4864593	0.6976825
aou + phosphate	Pacific	(-Inf,26]	0.7554419	0.7163329	0.7945508
aou + phosphate	Pacific	(26,26.5]	0.7874811	0.7412921	0.8336702
aou + phosphate	Pacific	(26.5,26.75]	0.7651260	0.7119683	0.8182837
aou + phosphate	Pacific	(26.75,27]	0.9066272	0.9046137	0.9086408
aou + phosphate	Pacific	(27,27.25]	0.9783925	0.9773933	0.9793917
aou + phosphate	Pacific	(27.25,27.5]	0.9801263	0.9781729	0.9820796
aou + phosphate	Pacific	(27.5,27.75]	0.9795392	0.9758819	0.9831964
aou + phosphate	Pacific	(27.75,27.85]	0.9827288	0.9794697	0.9859879
aou + phosphate	Pacific	(27.85,27.95]	0.9820785	0.9791350	0.9850220
aou + phosphate	Pacific	(27.95,28.05]	0.9713718	0.9644787	0.9782649
aou + phosphate	Pacific	(28.05,28.1]	0.9587033	0.9473192	0.9700873
aou + phosphate	Pacific	(28.1, Inf]	0.9171420	0.8778796	0.9564045
aou + silicate	Atlantic	(-Inf,26]	0.5992635	0.5724309	0.6260960
aou + silicate	Atlantic	(26,26.5]	0.7805655	0.7720567	0.7890743
aou + silicate	Atlantic	(26.5,26.75]	0.8344988	0.8265051	0.8424925
aou + silicate	Atlantic	(26.75,27]	0.8442076	0.8146885	0.8737268
aou + silicate	Atlantic	(27,27.25]	0.6977434	0.6029667	0.7925200
aou + silicate	Atlantic	(27.25,27.5]	0.5459260	0.4600211	0.6318308
aou + silicate	Atlantic	(27.5,27.75]	0.4944812	0.4927865	0.4961759
aou + silicate	Atlantic	(27.75,27.85]	0.6033996	0.5756173	0.6311818
aou + silicate	Atlantic	(27.85,27.95]	0.7119783	0.6864387	0.7375179
aou + silicate	Atlantic	(27.95,28.05]	0.8458613	0.8281566	0.8635659
aou + silicate	Atlantic	(28.05,28.1]	0.9355861	0.9322551	0.9389170
aou + silicate	Atlantic	(28.1,28.15]	0.9730643	0.9709081	0.9752206
aou + silicate	Atlantic	(28.15,28.2]	0.9862490	0.9847155	0.9877824
aou + silicate	Atlantic	(28.2, Inf]	0.8322251	0.7859285	0.8785217
aou + silicate	Indian	(-Inf,26]	0.9283867	0.9197911	0.9369823
aou + silicate	Indian	(26,26.5]	0.9470238	0.9416749	0.9523726
aou + silicate	Indian	(26.5,26.75]	0.9622148	0.9609401	0.9634895
aou + silicate	Indian	(26.75,27]	0.9625204	0.9537269	0.9713139
aou + silicate	Indian	(27,27.25]	0.8874590	0.8579211	0.9169969
aou + silicate	Indian	(27.25,27.5]	0.8272867	0.8195028	0.8350707
aou + silicate	Indian	(27.5,27.75]	0.7882335	0.7583083	0.8181586
aou + silicate	Indian	(27.75,27.85]	0.8211978	0.7864950	0.8559006
aou + silicate	Indian	(27.85,27.95]	0.8201556	0.7977968	0.8425144
aou + silicate	Indian	(27.95,28.05]	0.8446841	0.8049197	0.8844485
aou + silicate	Indian	(28.05,28.1]	0.9412494	0.9306625	0.9518364
aou + silicate	Indian	(28.1, Inf]	0.4329483	0.3459135	0.5199831
aou + silicate	Pacific	(-Inf,26]	0.4681212	0.4630153	0.4732270
aou + silicate	Pacific	(26,26.5]	0.3168460	0.2720656	0.3616263
aou + silicate	Pacific	(26.5,26.75]	0.2448330	0.1866481	0.3030178
aou + silicate	Pacific	(26.75,27]	0.6267707	0.5553227	0.6982188
aou + silicate	Pacific	(27,27.25]	0.8858684	0.8620407	0.9096961
aou + silicate	Pacific	(27.25,27.5]	0.8965409	0.8703427	0.9227391
aou + silicate	Pacific	(27.5,27.75]	0.9074221	0.8843601	0.9304841
aou + silicate	Pacific	(27.75,27.85]	0.9604428	0.9575167	0.9633688
aou + silicate	Pacific	(27.85,27.95]	0.9611677	0.9581461	0.9641892
aou + silicate	Pacific	(27.95,28.05]	0.9441503	0.9439516	0.9443491
aou + silicate	Pacific	(28.05,28.1]	0.9498077	0.9480777	0.9515378
aou + silicate	Pacific	(28.1, Inf]	0.8656912	0.8605486	0.8708338
nitrate + silicate	Atlantic	(-Inf,26]	0.6987959	0.6947275	0.7028643
nitrate + silicate	Atlantic	(26,26.5]	0.8464968	0.8283906	0.8646030
nitrate + silicate	Atlantic	(26.5,26.75]	0.8713631	0.8521825	0.8905436
nitrate + silicate	Atlantic	(26.75,27]	0.9020457	0.8794646	0.9246267
nitrate + silicate	Atlantic	(27,27.25]	0.8894515	0.8672923	0.9116108
nitrate + silicate	Atlantic	(27.25,27.5]	0.8643249	0.8502492	0.8784007
nitrate + silicate	Atlantic	(27.5,27.75]	0.8470507	0.8347390	0.8593624
nitrate + silicate	Atlantic	(27.75,27.85]	0.9168066	0.9002321	0.9333812
nitrate + silicate	Atlantic	(27.85,27.95]	0.9608540	0.9498320	0.9718761
nitrate + silicate	Atlantic	(27.95,28.05]	0.9840146	0.9816607	0.9863685
nitrate + silicate	Atlantic	(28.05,28.1]	0.9901249	0.9897522	0.9904976
nitrate + silicate	Atlantic	(28.1,28.15]	0.9916629	0.9914190	0.9919068
nitrate + silicate	Atlantic	(28.15,28.2]	0.9917849	0.9916156	0.9919542
nitrate + silicate	Atlantic	(28.2, Inf]	0.9659568	0.9522795	0.9796342
nitrate + silicate	Indian	(-Inf,26]	0.9477215	0.9365477	0.9588953
nitrate + silicate	Indian	(26,26.5]	0.9304607	0.9213997	0.9395217
nitrate + silicate	Indian	(26.5,26.75]	0.8869263	0.8343661	0.9394865
nitrate + silicate	Indian	(26.75,27]	0.8893967	0.8454271	0.9333662
nitrate + silicate	Indian	(27,27.25]	0.9098279	0.8998733	0.9197825
nitrate + silicate	Indian	(27.25,27.5]	0.8719461	0.8620665	0.8818258
nitrate + silicate	Indian	(27.5,27.75]	0.7397507	0.6748127	0.8046886
nitrate + silicate	Indian	(27.75,27.85]	0.7625014	0.7312559	0.7937470
nitrate + silicate	Indian	(27.85,27.95]	0.8406952	0.8360125	0.8453778
nitrate + silicate	Indian	(27.95,28.05]	0.8886941	0.8699701	0.9074182
nitrate + silicate	Indian	(28.05,28.1]	0.9408633	0.9245225	0.9572041
nitrate + silicate	Indian	(28.1, Inf]	0.8076622	0.7824067	0.8329177
nitrate + silicate	Pacific	(-Inf,26]	0.8074501	0.7758208	0.8390794
nitrate + silicate	Pacific	(26,26.5]	0.7336633	0.6633164	0.8040102
nitrate + silicate	Pacific	(26.5,26.75]	0.6809527	0.5930021	0.7689033
nitrate + silicate	Pacific	(26.75,27]	0.8043720	0.7574115	0.8513325
nitrate + silicate	Pacific	(27,27.25]	0.9000829	0.8767448	0.9234211
nitrate + silicate	Pacific	(27.25,27.5]	0.8737737	0.8435011	0.9040463
nitrate + silicate	Pacific	(27.5,27.75]	0.8735612	0.8481075	0.8990148
nitrate + silicate	Pacific	(27.75,27.85]	0.9435739	0.9393301	0.9478176
nitrate + silicate	Pacific	(27.85,27.95]	0.9525412	0.9482682	0.9568142
nitrate + silicate	Pacific	(27.95,28.05]	0.9306030	0.9176736	0.9435325
nitrate + silicate	Pacific	(28.05,28.1]	0.9236358	0.9159569	0.9313147
nitrate + silicate	Pacific	(28.1, Inf]	0.8848162	0.8518094	0.9178231
oxygen + nitrate	Atlantic	(-Inf,26]	-0.7668441	-0.7747058	-0.7589825
oxygen + nitrate	Atlantic	(26,26.5]	-0.7714505	-0.7971467	-0.7457542
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.7568007	-0.7581908	-0.7554106
oxygen + nitrate	Atlantic	(26.75,27]	-0.7453728	-0.8046739	-0.6860717
oxygen + nitrate	Atlantic	(27,27.25]	-0.6989138	-0.7745771	-0.6232505
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6251059	-0.7045934	-0.5456184
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6013774	-0.6538764	-0.5488784
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.5698639	-0.5943126	-0.5454152
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.5977229	-0.6121555	-0.5832903
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.6278411	-0.6481468	-0.6075354
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.7823883	-0.7909501	-0.7738264
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9245785	-0.9333915	-0.9157655
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9680500	-0.9745475	-0.9615525
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7081559	-0.7855306	-0.6307812
oxygen + nitrate	Indian	(-Inf,26]	-0.9667717	-0.9693383	-0.9642052
oxygen + nitrate	Indian	(26,26.5]	-0.9008323	-0.9227204	-0.8789442
oxygen + nitrate	Indian	(26.5,26.75]	-0.7712435	-0.8994034	-0.6430836
oxygen + nitrate	Indian	(26.75,27]	-0.7331392	-0.8623319	-0.6039465
oxygen + nitrate	Indian	(27,27.25]	-0.7212403	-0.7924013	-0.6500793
oxygen + nitrate	Indian	(27.25,27.5]	-0.8583021	-0.8596586	-0.8569456
oxygen + nitrate	Indian	(27.5,27.75]	-0.9297112	-0.9414836	-0.9179388
oxygen + nitrate	Indian	(27.75,27.85]	-0.9188250	-0.9193366	-0.9183134
oxygen + nitrate	Indian	(27.85,27.95]	-0.8318653	-0.8430649	-0.8206656
oxygen + nitrate	Indian	(27.95,28.05]	-0.6871779	-0.7842096	-0.5901462
oxygen + nitrate	Indian	(28.05,28.1]	-0.8077704	-0.8916066	-0.7239343
oxygen + nitrate	Indian	(28.1, Inf]	-0.4503332	-0.5607761	-0.3398903
oxygen + nitrate	Pacific	(-Inf,26]	-0.4242300	-0.5446492	-0.3038108
oxygen + nitrate	Pacific	(26,26.5]	-0.6175836	-0.7044404	-0.5307268
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6297193	-0.7077402	-0.5516983
oxygen + nitrate	Pacific	(26.75,27]	-0.8142136	-0.8212155	-0.8072117
oxygen + nitrate	Pacific	(27,27.25]	-0.9515869	-0.9519253	-0.9512485
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9654305	-0.9693819	-0.9614790
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9716663	-0.9771396	-0.9661931
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9806564	-0.9852685	-0.9760443
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9783816	-0.9839546	-0.9728086
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9614861	-0.9707693	-0.9522029
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9475016	-0.9598193	-0.9351839
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8974821	-0.9437382	-0.8512260
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5819679	-0.5838058	-0.5801300
oxygen + phosphate	Atlantic	(26,26.5]	-0.6058952	-0.6562451	-0.5555453
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.6292500	-0.6502931	-0.6082068
oxygen + phosphate	Atlantic	(26.75,27]	-0.6423141	-0.7037650	-0.5808632
oxygen + phosphate	Atlantic	(27,27.25]	-0.6124989	-0.6971515	-0.5278463
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5524923	-0.6377551	-0.4672295
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5396266	-0.5900929	-0.4891604
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.5120582	-0.5304725	-0.4936438
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.5675120	-0.5774130	-0.5576109
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.6163593	-0.6360402	-0.5966783
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.7702552	-0.7774319	-0.7630786
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9164352	-0.9225012	-0.9103691
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9669622	-0.9736644	-0.9602599
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7069988	-0.7833927	-0.6306048
oxygen + phosphate	Indian	(-Inf,26]	-0.9712829	-0.9755113	-0.9670546
oxygen + phosphate	Indian	(26,26.5]	-0.9129799	-0.9468726	-0.8790872
oxygen + phosphate	Indian	(26.5,26.75]	-0.7907655	-0.9240050	-0.6575259
oxygen + phosphate	Indian	(26.75,27]	-0.7681069	-0.9040945	-0.6321192
oxygen + phosphate	Indian	(27,27.25]	-0.7912286	-0.8882965	-0.6941607
oxygen + phosphate	Indian	(27.25,27.5]	-0.9101212	-0.9370024	-0.8832399
oxygen + phosphate	Indian	(27.5,27.75]	-0.9593293	-0.9617973	-0.9568612
oxygen + phosphate	Indian	(27.75,27.85]	-0.9284930	-0.9312573	-0.9257287
oxygen + phosphate	Indian	(27.85,27.95]	-0.8370180	-0.8573127	-0.8167233
oxygen + phosphate	Indian	(27.95,28.05]	-0.7169170	-0.8144829	-0.6193511
oxygen + phosphate	Indian	(28.05,28.1]	-0.8257390	-0.9157709	-0.7357072
oxygen + phosphate	Indian	(28.1, Inf]	-0.4656497	-0.5917736	-0.3395258
oxygen + phosphate	Pacific	(-Inf,26]	-0.3652419	-0.4948156	-0.2356682
oxygen + phosphate	Pacific	(26,26.5]	-0.6222273	-0.7150640	-0.5293906
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6190461	-0.7019047	-0.5361875
oxygen + phosphate	Pacific	(26.75,27]	-0.8031168	-0.8041455	-0.8020880
oxygen + phosphate	Pacific	(27,27.25]	-0.9546335	-0.9549740	-0.9542931
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9655104	-0.9694617	-0.9615591
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9702532	-0.9756248	-0.9648817
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9755152	-0.9809738	-0.9700567
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9751162	-0.9817842	-0.9684482
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9582119	-0.9749010	-0.9415228
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9430727	-0.9654660	-0.9206793
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8805256	-0.9355805	-0.8254707
oxygen + silicate	Atlantic	(-Inf,26]	-0.4366390	-0.5314863	-0.3417917
oxygen + silicate	Atlantic	(26,26.5]	-0.4899587	-0.5560417	-0.4238756
oxygen + silicate	Atlantic	(26.5,26.75]	-0.5914322	-0.6619648	-0.5208996
oxygen + silicate	Atlantic	(26.75,27]	-0.6485437	-0.6813217	-0.6157656
oxygen + silicate	Atlantic	(27,27.25]	-0.4980918	-0.6116435	-0.3845401
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2817983	-0.3973682	-0.1662285
oxygen + silicate	Atlantic	(27.5,27.75]	-0.1922125	-0.2200044	-0.1644205
oxygen + silicate	Atlantic	(27.75,27.85]	-0.2934528	-0.3120705	-0.2748350
oxygen + silicate	Atlantic	(27.85,27.95]	-0.4274474	-0.4447643	-0.4101305
oxygen + silicate	Atlantic	(27.95,28.05]	-0.5930903	-0.6274498	-0.5587307
oxygen + silicate	Atlantic	(28.05,28.1]	-0.7984149	-0.8015242	-0.7953055
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9283694	-0.9330653	-0.9236736
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9764073	-0.9798102	-0.9730044
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7288339	-0.8020025	-0.6556654
oxygen + silicate	Indian	(-Inf,26]	-0.8965929	-0.9029939	-0.8901920
oxygen + silicate	Indian	(26,26.5]	-0.9254986	-0.9301209	-0.9208762
oxygen + silicate	Indian	(26.5,26.75]	-0.9306999	-0.9472301	-0.9141697
oxygen + silicate	Indian	(26.75,27]	-0.9243183	-0.9532297	-0.8954069
oxygen + silicate	Indian	(27,27.25]	-0.8409271	-0.8845081	-0.7973461
oxygen + silicate	Indian	(27.25,27.5]	-0.7826989	-0.7940338	-0.7713641
oxygen + silicate	Indian	(27.5,27.75]	-0.7518951	-0.7838826	-0.7199076
oxygen + silicate	Indian	(27.75,27.85]	-0.7968307	-0.8337156	-0.7599458
oxygen + silicate	Indian	(27.85,27.95]	-0.7810565	-0.8050312	-0.7570817
oxygen + silicate	Indian	(27.95,28.05]	-0.7761740	-0.8282006	-0.7241475
oxygen + silicate	Indian	(28.05,28.1]	-0.8980708	-0.9288727	-0.8672688
oxygen + silicate	Indian	(28.1, Inf]	-0.2977999	-0.3967743	-0.1988254
oxygen + silicate	Pacific	(-Inf,26]	0.0076192	-0.0708510	0.0860895
oxygen + silicate	Pacific	(26,26.5]	-0.1050969	-0.1093183	-0.1008754
oxygen + silicate	Pacific	(26.5,26.75]	-0.0587736	-0.0929508	-0.0245964
oxygen + silicate	Pacific	(26.75,27]	-0.4650536	-0.5470042	-0.3831030
oxygen + silicate	Pacific	(27,27.25]	-0.8375022	-0.8684085	-0.8065959
oxygen + silicate	Pacific	(27.25,27.5]	-0.8551490	-0.8900842	-0.8202138
oxygen + silicate	Pacific	(27.5,27.75]	-0.8670838	-0.8995221	-0.8346454
oxygen + silicate	Pacific	(27.75,27.85]	-0.9393869	-0.9478025	-0.9309713
oxygen + silicate	Pacific	(27.85,27.95]	-0.9445477	-0.9540305	-0.9350650
oxygen + silicate	Pacific	(27.95,28.05]	-0.9221434	-0.9312474	-0.9130395
oxygen + silicate	Pacific	(28.05,28.1]	-0.9307656	-0.9389524	-0.9225787
oxygen + silicate	Pacific	(28.1, Inf]	-0.8305540	-0.8427246	-0.8183834
phosphate + nitrate	Atlantic	(-Inf,26]	0.8872623	0.8474795	0.9270452
phosphate + nitrate	Atlantic	(26,26.5]	0.9564200	0.9500466	0.9627933
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9748154	0.9713514	0.9782794
phosphate + nitrate	Atlantic	(26.75,27]	0.9820201	0.9818606	0.9821797
phosphate + nitrate	Atlantic	(27,27.25]	0.9871680	0.9863720	0.9879641
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9913526	0.9910986	0.9916065
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9920801	0.9916390	0.9925213
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9920691	0.9904638	0.9936744
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9919396	0.9901336	0.9937457
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9929326	0.9915893	0.9942760
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9932009	0.9923546	0.9940473
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9947069	0.9943102	0.9951036
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9973354	0.9971546	0.9975161
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9925094	0.9896820	0.9953368
phosphate + nitrate	Indian	(-Inf,26]	0.9938426	0.9912646	0.9964205
phosphate + nitrate	Indian	(26,26.5]	0.9898676	0.9841401	0.9955952
phosphate + nitrate	Indian	(26.5,26.75]	0.9904754	0.9855200	0.9954308
phosphate + nitrate	Indian	(26.75,27]	0.9859196	0.9780339	0.9938053
phosphate + nitrate	Indian	(27,27.25]	0.9595023	0.9353629	0.9836417
phosphate + nitrate	Indian	(27.25,27.5]	0.9609545	0.9433832	0.9785258
phosphate + nitrate	Indian	(27.5,27.75]	0.9510206	0.9473815	0.9546597
phosphate + nitrate	Indian	(27.75,27.85]	0.9423962	0.9415363	0.9432562
phosphate + nitrate	Indian	(27.85,27.95]	0.9520826	0.9507516	0.9534135
phosphate + nitrate	Indian	(27.95,28.05]	0.9724165	0.9709236	0.9739095
phosphate + nitrate	Indian	(28.05,28.1]	0.9766775	0.9711617	0.9821932
phosphate + nitrate	Indian	(28.1, Inf]	0.9115177	0.9080994	0.9149361
phosphate + nitrate	Pacific	(-Inf,26]	0.9574178	0.9564764	0.9583593
phosphate + nitrate	Pacific	(26,26.5]	0.9491905	0.9399705	0.9584106
phosphate + nitrate	Pacific	(26.5,26.75]	0.9473498	0.9394763	0.9552234
phosphate + nitrate	Pacific	(26.75,27]	0.9770344	0.9728438	0.9812250
phosphate + nitrate	Pacific	(27,27.25]	0.9889349	0.9873825	0.9904873
phosphate + nitrate	Pacific	(27.25,27.5]	0.9904386	0.9885167	0.9923604
phosphate + nitrate	Pacific	(27.5,27.75]	0.9890792	0.9848781	0.9932802
phosphate + nitrate	Pacific	(27.75,27.85]	0.9870190	0.9824045	0.9916335
phosphate + nitrate	Pacific	(27.85,27.95]	0.9823457	0.9765771	0.9881142
phosphate + nitrate	Pacific	(27.95,28.05]	0.9657474	0.9639629	0.9675320
phosphate + nitrate	Pacific	(28.05,28.1]	0.9467745	0.9397810	0.9537680
phosphate + nitrate	Pacific	(28.1, Inf]	0.9397768	0.9072469	0.9723067
phosphate + silicate	Atlantic	(-Inf,26]	0.8101771	0.7901684	0.8301858
phosphate + silicate	Atlantic	(26,26.5]	0.9073507	0.8803292	0.9343723
phosphate + silicate	Atlantic	(26.5,26.75]	0.9030977	0.8723046	0.9338908
phosphate + silicate	Atlantic	(26.75,27]	0.9203068	0.8961308	0.9444829
phosphate + silicate	Atlantic	(27,27.25]	0.9068044	0.8881884	0.9254204
phosphate + silicate	Atlantic	(27.25,27.5]	0.8890379	0.8780399	0.9000358
phosphate + silicate	Atlantic	(27.5,27.75]	0.8695687	0.8600799	0.8790574
phosphate + silicate	Atlantic	(27.75,27.85]	0.9306808	0.9183370	0.9430245
phosphate + silicate	Atlantic	(27.85,27.95]	0.9673191	0.9590410	0.9755971
phosphate + silicate	Atlantic	(27.95,28.05]	0.9852101	0.9837317	0.9866884
phosphate + silicate	Atlantic	(28.05,28.1]	0.9898467	0.9897915	0.9899019
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919407	0.9916978	0.9921836
phosphate + silicate	Atlantic	(28.15,28.2]	0.9915878	0.9908082	0.9923673
phosphate + silicate	Atlantic	(28.2, Inf]	0.9682119	0.9564238	0.9800000
phosphate + silicate	Indian	(-Inf,26]	0.9351128	0.9160268	0.9541988
phosphate + silicate	Indian	(26,26.5]	0.9257221	0.9255115	0.9259328
phosphate + silicate	Indian	(26.5,26.75]	0.8926818	0.8457748	0.9395887
phosphate + silicate	Indian	(26.75,27]	0.9068222	0.8668205	0.9468240
phosphate + silicate	Indian	(27,27.25]	0.9264254	0.9174285	0.9354224
phosphate + silicate	Indian	(27.25,27.5]	0.8775624	0.8725947	0.8825301
phosphate + silicate	Indian	(27.5,27.75]	0.8064698	0.7846998	0.8282398
phosphate + silicate	Indian	(27.75,27.85]	0.8629426	0.8449592	0.8809261
phosphate + silicate	Indian	(27.85,27.95]	0.9047086	0.9033160	0.9061013
phosphate + silicate	Indian	(27.95,28.05]	0.9161071	0.8998790	0.9323353
phosphate + silicate	Indian	(28.05,28.1]	0.9490579	0.9290477	0.9690682
phosphate + silicate	Indian	(28.1, Inf]	0.8006585	0.7817204	0.8195965
phosphate + silicate	Pacific	(-Inf,26]	0.7818053	0.7391531	0.8244575
phosphate + silicate	Pacific	(26,26.5]	0.7209759	0.6554333	0.7865184
phosphate + silicate	Pacific	(26.5,26.75]	0.6634282	0.5800762	0.7467802
phosphate + silicate	Pacific	(26.75,27]	0.8078790	0.7610569	0.8547012
phosphate + silicate	Pacific	(27,27.25]	0.9097920	0.8888737	0.9307103
phosphate + silicate	Pacific	(27.25,27.5]	0.8854379	0.8583534	0.9125224
phosphate + silicate	Pacific	(27.5,27.75]	0.8772698	0.8505888	0.9039508
phosphate + silicate	Pacific	(27.75,27.85]	0.9475521	0.9423308	0.9527733
phosphate + silicate	Pacific	(27.85,27.95]	0.9593305	0.9562932	0.9623678
phosphate + silicate	Pacific	(27.95,28.05]	0.9490121	0.9476225	0.9504017
phosphate + silicate	Pacific	(28.05,28.1]	0.9423509	0.9417071	0.9429946
phosphate + silicate	Pacific	(28.1, Inf]	0.8708283	0.8299939	0.9116627
sal + aou	Atlantic	(-Inf,26]	-0.2411392	-0.2439193	-0.2383591
sal + aou	Atlantic	(26,26.5]	-0.2159541	-0.2520176	-0.1798906
sal + aou	Atlantic	(26.5,26.75]	-0.1637071	-0.2421761	-0.0852381
sal + aou	Atlantic	(26.75,27]	-0.1380765	-0.2710716	-0.0050814
sal + aou	Atlantic	(27,27.25]	-0.1326735	-0.2994980	0.0341510
sal + aou	Atlantic	(27.25,27.5]	-0.1655373	-0.2626582	-0.0684163
sal + aou	Atlantic	(27.5,27.75]	-0.1451945	-0.1730230	-0.1173659
sal + aou	Atlantic	(27.75,27.85]	-0.0711467	-0.1291476	-0.0131458
sal + aou	Atlantic	(27.85,27.95]	-0.1470125	-0.2234129	-0.0706121
sal + aou	Atlantic	(27.95,28.05]	-0.3736293	-0.4393748	-0.3078839
sal + aou	Atlantic	(28.05,28.1]	-0.5986573	-0.6006222	-0.5966923
sal + aou	Atlantic	(28.1,28.15]	-0.7667998	-0.7795615	-0.7540380
sal + aou	Atlantic	(28.15,28.2]	-0.8827930	-0.8956441	-0.8699419
sal + aou	Atlantic	(28.2, Inf]	-0.4819219	-0.6087924	-0.3550515
sal + aou	Indian	(-Inf,26]	-0.3877884	-0.5351944	-0.2403823
sal + aou	Indian	(26,26.5]	-0.2564469	-0.3764144	-0.1364795
sal + aou	Indian	(26.5,26.75]	0.1459000	0.0672752	0.2245248
sal + aou	Indian	(26.75,27]	0.4998786	0.3862721	0.6134852
sal + aou	Indian	(27,27.25]	0.8838356	0.8734211	0.8942501
sal + aou	Indian	(27.25,27.5]	0.9349381	0.8960453	0.9738309
sal + aou	Indian	(27.5,27.75]	0.9352667	0.9017791	0.9687544
sal + aou	Indian	(27.75,27.85]	0.9658971	0.9633044	0.9684898
sal + aou	Indian	(27.85,27.95]	0.9345200	0.9295766	0.9394634
sal + aou	Indian	(27.95,28.05]	0.7082899	0.6623101	0.7542697
sal + aou	Indian	(28.05,28.1]	0.1368770	0.0272218	0.2465322
sal + aou	Indian	(28.1, Inf]	0.6215105	0.5957976	0.6472235
sal + aou	Pacific	(-Inf,26]	0.0463220	0.0172843	0.0753598
sal + aou	Pacific	(26,26.5]	0.2869351	0.1334382	0.4404319
sal + aou	Pacific	(26.5,26.75]	0.4190201	0.3148232	0.5232169
sal + aou	Pacific	(26.75,27]	0.0115518	-0.1072971	0.1304007
sal + aou	Pacific	(27,27.25]	-0.1435064	-0.1912033	-0.0958094
sal + aou	Pacific	(27.25,27.5]	0.2342458	0.1069687	0.3615230
sal + aou	Pacific	(27.5,27.75]	0.2642535	0.1419359	0.3865712
sal + aou	Pacific	(27.75,27.85]	0.0978074	-0.0994414	0.2950562
sal + aou	Pacific	(27.85,27.95]	-0.1930701	-0.4407754	0.0546353
sal + aou	Pacific	(27.95,28.05]	-0.3853219	-0.7717860	0.0011423
sal + aou	Pacific	(28.05,28.1]	-0.5515729	-0.8862409	-0.2169049
sal + aou	Pacific	(28.1, Inf]	-0.2992872	-0.7246869	0.1261126
sal + nitrate	Atlantic	(-Inf,26]	-0.3213446	-0.3503134	-0.2923759
sal + nitrate	Atlantic	(26,26.5]	-0.4000593	-0.4322578	-0.3678607
sal + nitrate	Atlantic	(26.5,26.75]	-0.4294222	-0.4663222	-0.3925223
sal + nitrate	Atlantic	(26.75,27]	-0.4487762	-0.5005922	-0.3969601
sal + nitrate	Atlantic	(27,27.25]	-0.4984002	-0.5589190	-0.4378814
sal + nitrate	Atlantic	(27.25,27.5]	-0.5912609	-0.6043557	-0.5781661
sal + nitrate	Atlantic	(27.5,27.75]	-0.5809001	-0.6370964	-0.5247037
sal + nitrate	Atlantic	(27.75,27.85]	-0.5414993	-0.5928294	-0.4901692
sal + nitrate	Atlantic	(27.85,27.95]	-0.6049893	-0.6599771	-0.5500015
sal + nitrate	Atlantic	(27.95,28.05]	-0.7558888	-0.7874425	-0.7243352
sal + nitrate	Atlantic	(28.05,28.1]	-0.8304245	-0.8355872	-0.8252618
sal + nitrate	Atlantic	(28.1,28.15]	-0.8709817	-0.8749321	-0.8670313
sal + nitrate	Atlantic	(28.15,28.2]	-0.9341907	-0.9358672	-0.9325142
sal + nitrate	Atlantic	(28.2, Inf]	-0.8708828	-0.9055140	-0.8362515
sal + nitrate	Indian	(-Inf,26]	-0.3888264	-0.5176773	-0.2599756
sal + nitrate	Indian	(26,26.5]	-0.5322622	-0.6611429	-0.4033815
sal + nitrate	Indian	(26.5,26.75]	-0.3320533	-0.5513249	-0.1127818
sal + nitrate	Indian	(26.75,27]	-0.0355132	-0.3158804	0.2448539
sal + nitrate	Indian	(27,27.25]	0.4419539	0.3703321	0.5135757
sal + nitrate	Indian	(27.25,27.5]	0.7248065	0.6485812	0.8010319
sal + nitrate	Indian	(27.5,27.75]	0.8071820	0.7375596	0.8768044
sal + nitrate	Indian	(27.75,27.85]	0.8349029	0.8251124	0.8446935
sal + nitrate	Indian	(27.85,27.95]	0.6651950	0.6558197	0.6745704
sal + nitrate	Indian	(27.95,28.05]	0.1404045	0.0774797	0.2033292
sal + nitrate	Indian	(28.05,28.1]	-0.2984368	-0.2995645	-0.2973091
sal + nitrate	Indian	(28.1, Inf]	-0.1688151	-0.2298285	-0.1078018
sal + nitrate	Pacific	(-Inf,26]	-0.3597164	-0.4414612	-0.2779715
sal + nitrate	Pacific	(26,26.5]	-0.2734686	-0.4875026	-0.0594345
sal + nitrate	Pacific	(26.5,26.75]	-0.1688267	-0.3579285	0.0202752
sal + nitrate	Pacific	(26.75,27]	-0.3305075	-0.4493062	-0.2117088
sal + nitrate	Pacific	(27,27.25]	-0.2652469	-0.3225952	-0.2078987
sal + nitrate	Pacific	(27.25,27.5]	0.1958414	0.0655325	0.3261503
sal + nitrate	Pacific	(27.5,27.75]	0.2431104	0.1301360	0.3560848
sal + nitrate	Pacific	(27.75,27.85]	0.0761690	-0.1077130	0.2600510
sal + nitrate	Pacific	(27.85,27.95]	-0.2215966	-0.4575621	0.0143690
sal + nitrate	Pacific	(27.95,28.05]	-0.4483344	-0.7939007	-0.1027680
sal + nitrate	Pacific	(28.05,28.1]	-0.6287776	-0.9159262	-0.3416291
sal + nitrate	Pacific	(28.1, Inf]	-0.4051234	-0.8227250	0.0124782
sal + oxygen	Atlantic	(-Inf,26]	-0.0659428	-0.1315278	-0.0003579
sal + oxygen	Atlantic	(26,26.5]	-0.2096314	-0.2174202	-0.2018427
sal + oxygen	Atlantic	(26.5,26.75]	-0.2210147	-0.2409171	-0.2011123
sal + oxygen	Atlantic	(26.75,27]	-0.1954309	-0.3212599	-0.0696020
sal + oxygen	Atlantic	(27,27.25]	-0.1792362	-0.3436217	-0.0148506
sal + oxygen	Atlantic	(27.25,27.5]	-0.1713422	-0.2871931	-0.0554914
sal + oxygen	Atlantic	(27.5,27.75]	-0.2121856	-0.2142092	-0.2101621
sal + oxygen	Atlantic	(27.75,27.85]	-0.2901235	-0.3291932	-0.2510538
sal + oxygen	Atlantic	(27.85,27.95]	-0.1988816	-0.2581182	-0.1396450
sal + oxygen	Atlantic	(27.95,28.05]	0.0150454	-0.0635459	0.0936366
sal + oxygen	Atlantic	(28.05,28.1]	0.3449859	0.3432079	0.3467640
sal + oxygen	Atlantic	(28.1,28.15]	0.6539890	0.6381757	0.6698022
sal + oxygen	Atlantic	(28.15,28.2]	0.8395061	0.8230118	0.8560005
sal + oxygen	Atlantic	(28.2, Inf]	0.3214737	0.1558031	0.4871443
sal + oxygen	Indian	(-Inf,26]	0.4328099	0.2559895	0.6096302
sal + oxygen	Indian	(26,26.5]	0.1438329	0.0400499	0.2476160
sal + oxygen	Indian	(26.5,26.75]	-0.2917418	-0.3153127	-0.2681709
sal + oxygen	Indian	(26.75,27]	-0.6224933	-0.6867213	-0.5582652
sal + oxygen	Indian	(27,27.25]	-0.9240571	-0.9400107	-0.9081035
sal + oxygen	Indian	(27.25,27.5]	-0.9524288	-0.9855631	-0.9192946
sal + oxygen	Indian	(27.5,27.75]	-0.9409637	-0.9661355	-0.9157919
sal + oxygen	Indian	(27.75,27.85]	-0.9681830	-0.9694594	-0.9669067
sal + oxygen	Indian	(27.85,27.95]	-0.9504163	-0.9554642	-0.9453683
sal + oxygen	Indian	(27.95,28.05]	-0.7885988	-0.8321300	-0.7450677
sal + oxygen	Indian	(28.05,28.1]	-0.2639216	-0.4062863	-0.1215569
sal + oxygen	Indian	(28.1, Inf]	-0.7298053	-0.7568658	-0.7027447
sal + oxygen	Pacific	(-Inf,26]	-0.4821215	-0.5121523	-0.4520907
sal + oxygen	Pacific	(26,26.5]	-0.4987869	-0.6005279	-0.3970459
sal + oxygen	Pacific	(26.5,26.75]	-0.5956732	-0.6687796	-0.5225667
sal + oxygen	Pacific	(26.75,27]	-0.2168475	-0.3354763	-0.0982187
sal + oxygen	Pacific	(27,27.25]	0.0393276	-0.0151835	0.0938387
sal + oxygen	Pacific	(27.25,27.5]	-0.3143048	-0.4467483	-0.1818613
sal + oxygen	Pacific	(27.5,27.75]	-0.3354716	-0.4669358	-0.2040075
sal + oxygen	Pacific	(27.75,27.85]	-0.1712525	-0.3807113	0.0382063
sal + oxygen	Pacific	(27.85,27.95]	0.1355234	-0.1388244	0.4098712
sal + oxygen	Pacific	(27.95,28.05]	0.3358995	-0.0979530	0.7697519
sal + oxygen	Pacific	(28.05,28.1]	0.4972678	0.1143403	0.8801953
sal + oxygen	Pacific	(28.1, Inf]	0.2403901	-0.1939435	0.6747237
sal + phosphate	Atlantic	(-Inf,26]	-0.5177666	-0.5565778	-0.4789554
sal + phosphate	Atlantic	(26,26.5]	-0.6102364	-0.6527961	-0.5676767
sal + phosphate	Atlantic	(26.5,26.75]	-0.5945515	-0.6408603	-0.5482428
sal + phosphate	Atlantic	(26.75,27]	-0.5847142	-0.6365758	-0.5328526
sal + phosphate	Atlantic	(27,27.25]	-0.6079089	-0.6625027	-0.5533151
sal + phosphate	Atlantic	(27.25,27.5]	-0.6691638	-0.6829206	-0.6554069
sal + phosphate	Atlantic	(27.5,27.75]	-0.6466841	-0.6940549	-0.5993133
sal + phosphate	Atlantic	(27.75,27.85]	-0.5998561	-0.6426098	-0.5571024
sal + phosphate	Atlantic	(27.85,27.95]	-0.6365938	-0.6856942	-0.5874933
sal + phosphate	Atlantic	(27.95,28.05]	-0.7655552	-0.7977871	-0.7333234
sal + phosphate	Atlantic	(28.05,28.1]	-0.8424169	-0.8476587	-0.8371752
sal + phosphate	Atlantic	(28.1,28.15]	-0.8825767	-0.8865346	-0.8786189
sal + phosphate	Atlantic	(28.15,28.2]	-0.9364014	-0.9364137	-0.9363892
sal + phosphate	Atlantic	(28.2, Inf]	-0.8748103	-0.9089149	-0.8407058
sal + phosphate	Indian	(-Inf,26]	-0.3654635	-0.5201560	-0.2107710
sal + phosphate	Indian	(26,26.5]	-0.4793329	-0.6642847	-0.2943811
sal + phosphate	Indian	(26.5,26.75]	-0.2803237	-0.5399284	-0.0207190
sal + phosphate	Indian	(26.75,27]	0.0424795	-0.2815136	0.3664726
sal + phosphate	Indian	(27,27.25]	0.5649533	0.4255896	0.7043171
sal + phosphate	Indian	(27.25,27.5]	0.8229823	0.8127638	0.8332008
sal + phosphate	Indian	(27.5,27.75]	0.8900871	0.8560091	0.9241651
sal + phosphate	Indian	(27.75,27.85]	0.8865418	0.8663973	0.9066864
sal + phosphate	Indian	(27.85,27.95]	0.7015800	0.6715058	0.7316542
sal + phosphate	Indian	(27.95,28.05]	0.1949744	0.1215160	0.2684329
sal + phosphate	Indian	(28.05,28.1]	-0.2659814	-0.2840355	-0.2479272
sal + phosphate	Indian	(28.1, Inf]	-0.1565064	-0.2449062	-0.0681066
sal + phosphate	Pacific	(-Inf,26]	-0.3689953	-0.4630926	-0.2748980
sal + phosphate	Pacific	(26,26.5]	-0.2768548	-0.4815285	-0.0721812
sal + phosphate	Pacific	(26.5,26.75]	-0.1888675	-0.3705540	-0.0071810
sal + phosphate	Pacific	(26.75,27]	-0.3580953	-0.4685861	-0.2476045
sal + phosphate	Pacific	(27,27.25]	-0.2777682	-0.3321163	-0.2234200
sal + phosphate	Pacific	(27.25,27.5]	0.1780097	0.0513303	0.3046891
sal + phosphate	Pacific	(27.5,27.75]	0.2359518	0.1217432	0.3501605
sal + phosphate	Pacific	(27.75,27.85]	0.0696066	-0.1116262	0.2508393
sal + phosphate	Pacific	(27.85,27.95]	-0.2380668	-0.4638971	-0.0122365
sal + phosphate	Pacific	(27.95,28.05]	-0.4817237	-0.8019197	-0.1615276
sal + phosphate	Pacific	(28.05,28.1]	-0.6585359	-0.9183001	-0.3987717
sal + phosphate	Pacific	(28.1, Inf]	-0.4513818	-0.8234369	-0.0793266
sal + silicate	Atlantic	(-Inf,26]	-0.5136621	-0.5374564	-0.4898678
sal + silicate	Atlantic	(26,26.5]	-0.6263174	-0.6974301	-0.5552047
sal + silicate	Atlantic	(26.5,26.75]	-0.5518914	-0.6620519	-0.4417309
sal + silicate	Atlantic	(26.75,27]	-0.5352098	-0.6198981	-0.4505215
sal + silicate	Atlantic	(27,27.25]	-0.6085170	-0.6546484	-0.5623857
sal + silicate	Atlantic	(27.25,27.5]	-0.7285672	-0.7298469	-0.7272875
sal + silicate	Atlantic	(27.5,27.75]	-0.7178835	-0.7367310	-0.6990360
sal + silicate	Atlantic	(27.75,27.85]	-0.6502201	-0.6594064	-0.6410338
sal + silicate	Atlantic	(27.85,27.95]	-0.7153254	-0.7379071	-0.6927437
sal + silicate	Atlantic	(27.95,28.05]	-0.7866984	-0.8063600	-0.7670368
sal + silicate	Atlantic	(28.05,28.1]	-0.8253140	-0.8268464	-0.8237816
sal + silicate	Atlantic	(28.1,28.15]	-0.8688758	-0.8742058	-0.8635458
sal + silicate	Atlantic	(28.15,28.2]	-0.9070650	-0.9110986	-0.9030314
sal + silicate	Atlantic	(28.2, Inf]	-0.8107312	-0.8597255	-0.7617369
sal + silicate	Indian	(-Inf,26]	-0.4435911	-0.5320958	-0.3550864
sal + silicate	Indian	(26,26.5]	-0.3822851	-0.4657768	-0.2987933
sal + silicate	Indian	(26.5,26.75]	0.0092251	-0.0674968	0.0859470
sal + silicate	Indian	(26.75,27]	0.3348031	0.1827743	0.4868320
sal + silicate	Indian	(27,27.25]	0.6287995	0.5879498	0.6696492
sal + silicate	Indian	(27.25,27.5]	0.6737849	0.6176927	0.7298771
sal + silicate	Indian	(27.5,27.75]	0.7225143	0.6561939	0.7888347
sal + silicate	Indian	(27.75,27.85]	0.8143198	0.7863342	0.8423053
sal + silicate	Indian	(27.85,27.95]	0.7132392	0.6846977	0.7417807
sal + silicate	Indian	(27.95,28.05]	0.3784730	0.3584593	0.3984867
sal + silicate	Indian	(28.05,28.1]	-0.0747090	-0.1341494	-0.0152686
sal + silicate	Indian	(28.1, Inf]	-0.1727003	-0.1782473	-0.1671533
sal + silicate	Pacific	(-Inf,26]	-0.6586107	-0.7029461	-0.6142753
sal + silicate	Pacific	(26,26.5]	-0.6804904	-0.7498037	-0.6111771
sal + silicate	Pacific	(26.5,26.75]	-0.6805359	-0.7203345	-0.6407373
sal + silicate	Pacific	(26.75,27]	-0.7032893	-0.7217112	-0.6848674
sal + silicate	Pacific	(27,27.25]	-0.5204456	-0.5229275	-0.5179636
sal + silicate	Pacific	(27.25,27.5]	-0.1065217	-0.1653560	-0.0476874
sal + silicate	Pacific	(27.5,27.75]	0.0614830	0.0183816	0.1045843
sal + silicate	Pacific	(27.75,27.85]	-0.0229389	-0.1794626	0.1335848
sal + silicate	Pacific	(27.85,27.95]	-0.2354155	-0.4227593	-0.0480717
sal + silicate	Pacific	(27.95,28.05]	-0.4027801	-0.6773063	-0.1282539
sal + silicate	Pacific	(28.05,28.1]	-0.5878841	-0.8209523	-0.3548159
sal + silicate	Pacific	(28.1, Inf]	-0.3911295	-0.8465780	0.0643189
sal + temp	Atlantic	(-Inf,26]	0.5462845	0.4054530	0.6871161
sal + temp	Atlantic	(26,26.5]	0.9640998	0.9596415	0.9685581
sal + temp	Atlantic	(26.5,26.75]	0.9708710	0.9699054	0.9718366
sal + temp	Atlantic	(26.75,27]	0.9730333	0.9728368	0.9732298
sal + temp	Atlantic	(27,27.25]	0.9775272	0.9765456	0.9785087
sal + temp	Atlantic	(27.25,27.5]	0.9742989	0.9722327	0.9763651
sal + temp	Atlantic	(27.5,27.75]	0.9641877	0.9605202	0.9678552
sal + temp	Atlantic	(27.75,27.85]	0.9675194	0.9665058	0.9685329
sal + temp	Atlantic	(27.85,27.95]	0.9628210	0.9619829	0.9636592
sal + temp	Atlantic	(27.95,28.05]	0.9622230	0.9612938	0.9631522
sal + temp	Atlantic	(28.05,28.1]	0.9746119	0.9702922	0.9789315
sal + temp	Atlantic	(28.1,28.15]	0.9675000	0.9607849	0.9742151
sal + temp	Atlantic	(28.15,28.2]	0.8081479	0.7055759	0.9107200
sal + temp	Atlantic	(28.2, Inf]	0.5778569	0.4013406	0.7543732
sal + temp	Indian	(-Inf,26]	-0.2598497	-0.4498513	-0.0698481
sal + temp	Indian	(26,26.5]	0.9221623	0.9209049	0.9234198
sal + temp	Indian	(26.5,26.75]	0.9798390	0.9738046	0.9858735
sal + temp	Indian	(26.75,27]	0.9792031	0.9711757	0.9872306
sal + temp	Indian	(27,27.25]	0.9672828	0.9642114	0.9703541
sal + temp	Indian	(27.25,27.5]	0.9474317	0.9376481	0.9572153
sal + temp	Indian	(27.5,27.75]	0.9244376	0.9105296	0.9383456
sal + temp	Indian	(27.75,27.85]	0.9539350	0.9500752	0.9577947
sal + temp	Indian	(27.85,27.95]	0.9581899	0.9475600	0.9688198
sal + temp	Indian	(27.95,28.05]	0.9542208	0.9435859	0.9648557
sal + temp	Indian	(28.05,28.1]	0.9280311	0.9029362	0.9531261
sal + temp	Indian	(28.1, Inf]	0.9299880	0.9233135	0.9366625
sal + temp	Pacific	(-Inf,26]	0.6551948	0.6373137	0.6730759
sal + temp	Pacific	(26,26.5]	0.9633054	0.9624357	0.9641750
sal + temp	Pacific	(26.5,26.75]	0.9809555	0.9798875	0.9820235
sal + temp	Pacific	(26.75,27]	0.9763614	0.9755590	0.9771638
sal + temp	Pacific	(27,27.25]	0.9434769	0.9390268	0.9479270
sal + temp	Pacific	(27.25,27.5]	0.8521606	0.8256051	0.8787162
sal + temp	Pacific	(27.5,27.75]	0.7394606	0.6606001	0.8183211
sal + temp	Pacific	(27.75,27.85]	0.8521586	0.7982939	0.9060233
sal + temp	Pacific	(27.85,27.95]	0.7012922	0.5721111	0.8304733
sal + temp	Pacific	(27.95,28.05]	0.5216551	0.2576433	0.7856669
sal + temp	Pacific	(28.05,28.1]	0.4194950	0.1566985	0.6822915
sal + temp	Pacific	(28.1, Inf]	0.0334134	-0.3021441	0.3689708
temp + aou	Atlantic	(-Inf,26]	-0.3436486	-0.3574478	-0.3298493
temp + aou	Atlantic	(26,26.5]	-0.1587988	-0.1861274	-0.1314701
temp + aou	Atlantic	(26.5,26.75]	-0.0808354	-0.1404712	-0.0211996
temp + aou	Atlantic	(26.75,27]	-0.0506095	-0.1756406	0.0744217
temp + aou	Atlantic	(27,27.25]	-0.0458090	-0.2007376	0.1091196
temp + aou	Atlantic	(27.25,27.5]	-0.0898208	-0.1807671	0.0011255
temp + aou	Atlantic	(27.5,27.75]	-0.0743659	-0.1132462	-0.0354856
temp + aou	Atlantic	(27.75,27.85]	-0.0097849	-0.0753529	0.0557831
temp + aou	Atlantic	(27.85,27.95]	-0.0812549	-0.1510316	-0.0114782
temp + aou	Atlantic	(27.95,28.05]	-0.3291868	-0.3465591	-0.3118146
temp + aou	Atlantic	(28.05,28.1]	-0.4702268	-0.4966696	-0.4437840
temp + aou	Atlantic	(28.1,28.15]	-0.6147977	-0.6501672	-0.5794281
temp + aou	Atlantic	(28.15,28.2]	-0.5942900	-0.7245351	-0.4640448
temp + aou	Atlantic	(28.2, Inf]	0.1791513	0.1634950	0.1948077
temp + aou	Indian	(-Inf,26]	-0.3201259	-0.4601142	-0.1801376
temp + aou	Indian	(26,26.5]	-0.1741618	-0.2711046	-0.0772189
temp + aou	Indian	(26.5,26.75]	0.1576971	0.0853270	0.2300671
temp + aou	Indian	(26.75,27]	0.4201246	0.3091859	0.5310633
temp + aou	Indian	(27,27.25]	0.8127390	0.7999702	0.8255077
temp + aou	Indian	(27.25,27.5]	0.8851254	0.8766262	0.8936246
temp + aou	Indian	(27.5,27.75]	0.9307558	0.9284194	0.9330922
temp + aou	Indian	(27.75,27.85]	0.9630927	0.9609960	0.9651894
temp + aou	Indian	(27.85,27.95]	0.9310568	0.9164512	0.9456623
temp + aou	Indian	(27.95,28.05]	0.7529952	0.6980508	0.8079396
temp + aou	Indian	(28.05,28.1]	0.3832792	0.3181902	0.4483683
temp + aou	Indian	(28.1, Inf]	0.7830070	0.7776533	0.7883607
temp + aou	Pacific	(-Inf,26]	-0.2367637	-0.2411571	-0.2323702
temp + aou	Pacific	(26,26.5]	0.2523203	0.1255953	0.3790453
temp + aou	Pacific	(26.5,26.75]	0.4291287	0.3448367	0.5134207
temp + aou	Pacific	(26.75,27]	0.0119747	-0.0971498	0.1210991
temp + aou	Pacific	(27,27.25]	-0.1829059	-0.2172420	-0.1485699
temp + aou	Pacific	(27.25,27.5]	0.1931979	0.0438445	0.3425514
temp + aou	Pacific	(27.5,27.75]	0.3162019	0.1949251	0.4374788
temp + aou	Pacific	(27.75,27.85]	0.2661943	0.1034250	0.4289636
temp + aou	Pacific	(27.85,27.95]	0.1069739	-0.1128306	0.3267785
temp + aou	Pacific	(27.95,28.05]	0.0949677	-0.2471164	0.4370518
temp + aou	Pacific	(28.05,28.1]	0.1590921	-0.1501443	0.4683285
temp + aou	Pacific	(28.1, Inf]	0.8229334	0.7924344	0.8534325
temp + nitrate	Atlantic	(-Inf,26]	-0.3689952	-0.3882420	-0.3497485
temp + nitrate	Atlantic	(26,26.5]	-0.3445203	-0.3666252	-0.3224153
temp + nitrate	Atlantic	(26.5,26.75]	-0.3271704	-0.3439006	-0.3104403
temp + nitrate	Atlantic	(26.75,27]	-0.3353596	-0.3823811	-0.2883380
temp + nitrate	Atlantic	(27,27.25]	-0.3979343	-0.4507441	-0.3451245
temp + nitrate	Atlantic	(27.25,27.5]	-0.5126338	-0.5202828	-0.5049847
temp + nitrate	Atlantic	(27.5,27.75]	-0.5258549	-0.5972260	-0.4544838
temp + nitrate	Atlantic	(27.75,27.85]	-0.5255716	-0.5879994	-0.4631438
temp + nitrate	Atlantic	(27.85,27.95]	-0.5798655	-0.6354031	-0.5243279
temp + nitrate	Atlantic	(27.95,28.05]	-0.7238077	-0.7271804	-0.7204350
temp + nitrate	Atlantic	(28.05,28.1]	-0.7435859	-0.7523822	-0.7347896
temp + nitrate	Atlantic	(28.1,28.15]	-0.7515805	-0.7718178	-0.7313431
temp + nitrate	Atlantic	(28.15,28.2]	-0.6481103	-0.7684328	-0.5277879
temp + nitrate	Atlantic	(28.2, Inf]	-0.2599350	-0.3818505	-0.1380194
temp + nitrate	Indian	(-Inf,26]	-0.3636248	-0.4831348	-0.2441147
temp + nitrate	Indian	(26,26.5]	-0.4501855	-0.5580516	-0.3423194
temp + nitrate	Indian	(26.5,26.75]	-0.3238192	-0.5371703	-0.1104682
temp + nitrate	Indian	(26.75,27]	-0.1264788	-0.3925700	0.1396123
temp + nitrate	Indian	(27,27.25]	0.3057839	0.1985581	0.4130098
temp + nitrate	Indian	(27.25,27.5]	0.6215435	0.6154505	0.6276364
temp + nitrate	Indian	(27.5,27.75]	0.8305671	0.7940870	0.8670472
temp + nitrate	Indian	(27.75,27.85]	0.8603037	0.8545047	0.8661026
temp + nitrate	Indian	(27.85,27.95]	0.6706651	0.6589838	0.6823464
temp + nitrate	Indian	(27.95,28.05]	0.2199064	0.1728118	0.2670009
temp + nitrate	Indian	(28.05,28.1]	-0.0281343	-0.0766080	0.0203393
temp + nitrate	Indian	(28.1, Inf]	0.0378781	-0.0702110	0.1459672
temp + nitrate	Pacific	(-Inf,26]	-0.5450036	-0.5938510	-0.4961562
temp + nitrate	Pacific	(26,26.5]	-0.3345868	-0.5260456	-0.1431280
temp + nitrate	Pacific	(26.5,26.75]	-0.1733997	-0.3496692	0.0028698
temp + nitrate	Pacific	(26.75,27]	-0.3440683	-0.4618420	-0.2262946
temp + nitrate	Pacific	(27,27.25]	-0.3324081	-0.3781980	-0.2866182
temp + nitrate	Pacific	(27.25,27.5]	0.1095541	-0.0418937	0.2610019
temp + nitrate	Pacific	(27.5,27.75]	0.2823992	0.1685396	0.3962587
temp + nitrate	Pacific	(27.75,27.85]	0.2408539	0.0837866	0.3979211
temp + nitrate	Pacific	(27.85,27.95]	0.0817241	-0.1325182	0.2959665
temp + nitrate	Pacific	(27.95,28.05]	0.0390328	-0.2658431	0.3439088
temp + nitrate	Pacific	(28.05,28.1]	0.0778267	-0.1964770	0.3521305
temp + nitrate	Pacific	(28.1, Inf]	0.6375340	0.6128578	0.6622102
temp + oxygen	Atlantic	(-Inf,26]	-0.1320257	-0.1407180	-0.1233335
temp + oxygen	Atlantic	(26,26.5]	-0.2898259	-0.3113897	-0.2682620
temp + oxygen	Atlantic	(26.5,26.75]	-0.3207345	-0.3219770	-0.3194920
temp + oxygen	Atlantic	(26.75,27]	-0.2946098	-0.4092211	-0.1799985
temp + oxygen	Atlantic	(27,27.25]	-0.2731830	-0.4213505	-0.1250155
temp + oxygen	Atlantic	(27.25,27.5]	-0.2550931	-0.3619380	-0.1482483
temp + oxygen	Atlantic	(27.5,27.75]	-0.2958729	-0.3083083	-0.2834375
temp + oxygen	Atlantic	(27.75,27.85]	-0.3657814	-0.4098120	-0.3217507
temp + oxygen	Atlantic	(27.85,27.95]	-0.2798347	-0.3297847	-0.2298846
temp + oxygen	Atlantic	(27.95,28.05]	-0.0492141	-0.0773587	-0.0210696
temp + oxygen	Atlantic	(28.05,28.1]	0.1928699	0.1678930	0.2178469
temp + oxygen	Atlantic	(28.1,28.15]	0.4792768	0.4387820	0.5197715
temp + oxygen	Atlantic	(28.15,28.2]	0.5100255	0.3607479	0.6593032
temp + oxygen	Atlantic	(28.2, Inf]	-0.3718884	-0.3732893	-0.3704874
temp + oxygen	Indian	(-Inf,26]	0.1705311	0.0196374	0.3214248
temp + oxygen	Indian	(26,26.5]	0.0519804	-0.0262197	0.1301806
temp + oxygen	Indian	(26.5,26.75]	-0.3056045	-0.3233389	-0.2878700
temp + oxygen	Indian	(26.75,27]	-0.5518836	-0.6137598	-0.4900075
temp + oxygen	Indian	(27,27.25]	-0.8713443	-0.8745133	-0.8681752
temp + oxygen	Indian	(27.25,27.5]	-0.9236543	-0.9282416	-0.9190671
temp + oxygen	Indian	(27.5,27.75]	-0.9559829	-0.9586659	-0.9532999
temp + oxygen	Indian	(27.75,27.85]	-0.9781176	-0.9800220	-0.9762132
temp + oxygen	Indian	(27.85,27.95]	-0.9583731	-0.9687812	-0.9479650
temp + oxygen	Indian	(27.95,28.05]	-0.8356652	-0.8838300	-0.7875005
temp + oxygen	Indian	(28.05,28.1]	-0.5029792	-0.5953053	-0.4106531
temp + oxygen	Indian	(28.1, Inf]	-0.8716295	-0.8723086	-0.8709504
temp + oxygen	Pacific	(-Inf,26]	-0.3627513	-0.4280911	-0.2974116
temp + oxygen	Pacific	(26,26.5]	-0.4778335	-0.5533675	-0.4022995
temp + oxygen	Pacific	(26.5,26.75]	-0.6109334	-0.6665479	-0.5553189
temp + oxygen	Pacific	(26.75,27]	-0.2231439	-0.3326123	-0.1136756
temp + oxygen	Pacific	(27,27.25]	0.0734059	0.0323456	0.1144662
temp + oxygen	Pacific	(27.25,27.5]	-0.2886048	-0.4427939	-0.1344157
temp + oxygen	Pacific	(27.5,27.75]	-0.4118793	-0.5364823	-0.2872763
temp + oxygen	Pacific	(27.75,27.85]	-0.3478098	-0.5181751	-0.1774445
temp + oxygen	Pacific	(27.85,27.95]	-0.1812443	-0.4179894	0.0555009
temp + oxygen	Pacific	(27.95,28.05]	-0.1671330	-0.5347810	0.2005149
temp + oxygen	Pacific	(28.05,28.1]	-0.2181831	-0.5598354	0.1234692
temp + oxygen	Pacific	(28.1, Inf]	-0.8729148	-0.9098601	-0.8359695
temp + phosphate	Atlantic	(-Inf,26]	-0.4864602	-0.5447390	-0.4281814
temp + phosphate	Atlantic	(26,26.5]	-0.5420353	-0.5743321	-0.5097386
temp + phosphate	Atlantic	(26.5,26.75]	-0.4933770	-0.5243557	-0.4623982
temp + phosphate	Atlantic	(26.75,27]	-0.4738552	-0.5232306	-0.4244798
temp + phosphate	Atlantic	(27,27.25]	-0.5104821	-0.5591847	-0.4617795
temp + phosphate	Atlantic	(27.25,27.5]	-0.5954172	-0.6033787	-0.5874558
temp + phosphate	Atlantic	(27.5,27.75]	-0.5928704	-0.6559945	-0.5297463
temp + phosphate	Atlantic	(27.75,27.85]	-0.5834776	-0.6373267	-0.5296285
temp + phosphate	Atlantic	(27.85,27.95]	-0.6113837	-0.6612110	-0.5615563
temp + phosphate	Atlantic	(27.95,28.05]	-0.7353958	-0.7395697	-0.7312219
temp + phosphate	Atlantic	(28.05,28.1]	-0.7574076	-0.7659127	-0.7489024
temp + phosphate	Atlantic	(28.1,28.15]	-0.7671440	-0.7871067	-0.7471813
temp + phosphate	Atlantic	(28.15,28.2]	-0.6533951	-0.7711814	-0.5356088
temp + phosphate	Atlantic	(28.2, Inf]	-0.2652556	-0.3873614	-0.1431498
temp + phosphate	Indian	(-Inf,26]	-0.3393356	-0.4434101	-0.2352611
temp + phosphate	Indian	(26,26.5]	-0.4067338	-0.5621777	-0.2512898
temp + phosphate	Indian	(26.5,26.75]	-0.2756695	-0.5226067	-0.0287323
temp + phosphate	Indian	(26.75,27]	-0.0550067	-0.3570393	0.2470259
temp + phosphate	Indian	(27,27.25]	0.4236371	0.2606492	0.5866250
temp + phosphate	Indian	(27.25,27.5]	0.7088728	0.6497834	0.7679622
temp + phosphate	Indian	(27.5,27.75]	0.8692866	0.8664453	0.8721280
temp + phosphate	Indian	(27.75,27.85]	0.8542090	0.8505897	0.8578283
temp + phosphate	Indian	(27.85,27.95]	0.6681193	0.6676283	0.6686102
temp + phosphate	Indian	(27.95,28.05]	0.2587846	0.2072645	0.3103047
temp + phosphate	Indian	(28.05,28.1]	0.0043427	-0.0582008	0.0668861
temp + phosphate	Indian	(28.1, Inf]	0.0538274	-0.0786861	0.1863409
temp + phosphate	Pacific	(-Inf,26]	-0.5299052	-0.5824693	-0.4773411
temp + phosphate	Pacific	(26,26.5]	-0.3426989	-0.5281590	-0.1572389
temp + phosphate	Pacific	(26.5,26.75]	-0.2022518	-0.3693714	-0.0351322
temp + phosphate	Pacific	(26.75,27]	-0.3740331	-0.4772397	-0.2708264
temp + phosphate	Pacific	(27,27.25]	-0.3385053	-0.3800425	-0.2969680
temp + phosphate	Pacific	(27.25,27.5]	0.0962719	-0.0508406	0.2433843
temp + phosphate	Pacific	(27.5,27.75]	0.2764227	0.1605392	0.3923063
temp + phosphate	Pacific	(27.75,27.85]	0.2278302	0.0737613	0.3818992
temp + phosphate	Pacific	(27.85,27.95]	0.0651089	-0.1349507	0.2651685
temp + phosphate	Pacific	(27.95,28.05]	0.0095879	-0.2715257	0.2907016
temp + phosphate	Pacific	(28.05,28.1]	0.0605036	-0.1686646	0.2896718
temp + phosphate	Pacific	(28.1, Inf]	0.6186652	0.5746019	0.6627284
temp + silicate	Atlantic	(-Inf,26]	-0.3567623	-0.4954162	-0.2181085
temp + silicate	Atlantic	(26,26.5]	-0.5879008	-0.6515350	-0.5242665
temp + silicate	Atlantic	(26.5,26.75]	-0.4958975	-0.5920798	-0.3997153
temp + silicate	Atlantic	(26.75,27]	-0.4651137	-0.5447913	-0.3854361
temp + silicate	Atlantic	(27,27.25]	-0.5537631	-0.5893273	-0.5181988
temp + silicate	Atlantic	(27.25,27.5]	-0.7166225	-0.7192362	-0.7140088
temp + silicate	Atlantic	(27.5,27.75]	-0.7398715	-0.7686455	-0.7110974
temp + silicate	Atlantic	(27.75,27.85]	-0.6907662	-0.7050700	-0.6764625
temp + silicate	Atlantic	(27.85,27.95]	-0.7153123	-0.7374885	-0.6931361
temp + silicate	Atlantic	(27.95,28.05]	-0.7602967	-0.7691193	-0.7514741
temp + silicate	Atlantic	(28.05,28.1]	-0.7321505	-0.7468147	-0.7174864
temp + silicate	Atlantic	(28.1,28.15]	-0.7456253	-0.7678417	-0.7234089
temp + silicate	Atlantic	(28.15,28.2]	-0.6046411	-0.7301192	-0.4791629
temp + silicate	Atlantic	(28.2, Inf]	-0.1944161	-0.2997537	-0.0890785
temp + silicate	Indian	(-Inf,26]	-0.4017425	-0.5159714	-0.2875135
temp + silicate	Indian	(26,26.5]	-0.2814731	-0.3373326	-0.2256135
temp + silicate	Indian	(26.5,26.75]	0.0280967	-0.0453330	0.1015264
temp + silicate	Indian	(26.75,27]	0.2539996	0.1049927	0.4030065
temp + silicate	Indian	(27,27.25]	0.5054077	0.4277121	0.5831034
temp + silicate	Indian	(27.25,27.5]	0.5259820	0.5027453	0.5492188
temp + silicate	Indian	(27.5,27.75]	0.5802446	0.5547659	0.6057234
temp + silicate	Indian	(27.75,27.85]	0.7025425	0.6679639	0.7371210
temp + silicate	Indian	(27.85,27.95]	0.6183731	0.6094605	0.6272856
temp + silicate	Indian	(27.95,28.05]	0.3707607	0.3658695	0.3756520
temp + silicate	Indian	(28.05,28.1]	0.1786792	0.1679466	0.1894119
temp + silicate	Indian	(28.1, Inf]	-0.0587845	-0.1297325	0.0121634
temp + silicate	Pacific	(-Inf,26]	-0.6873125	-0.7075643	-0.6670607
temp + silicate	Pacific	(26,26.5]	-0.7238535	-0.7753437	-0.6723633
temp + silicate	Pacific	(26.5,26.75]	-0.6684856	-0.7035464	-0.6334247
temp + silicate	Pacific	(26.75,27]	-0.6907986	-0.7103354	-0.6712619
temp + silicate	Pacific	(27,27.25]	-0.5439418	-0.5507241	-0.5371595
temp + silicate	Pacific	(27.25,27.5]	-0.1857833	-0.2774135	-0.0941531
temp + silicate	Pacific	(27.5,27.75]	-0.0322332	-0.0977605	0.0332940
temp + silicate	Pacific	(27.75,27.85]	0.0748534	-0.0695997	0.2193065
temp + silicate	Pacific	(27.85,27.95]	-0.0529134	-0.2478342	0.1420073
temp + silicate	Pacific	(27.95,28.05]	-0.0979666	-0.4223875	0.2264543
temp + silicate	Pacific	(28.05,28.1]	0.0460644	-0.1950944	0.2872232
temp + silicate	Pacific	(28.1, Inf]	0.5634828	0.4532120	0.6737537

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
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]	0.5427484	0.5338509	0.5516460
aou	Atlantic	(26,26.5]	-0.1266431	-0.1973409	-0.0559454
aou	Atlantic	(26.5,26.75]	-0.3428481	-0.4487797	-0.2369166
aou	Atlantic	(26.75,27]	-0.4045114	-0.5024168	-0.3066060
aou	Atlantic	(27,27.25]	-0.4679284	-0.5849689	-0.3508880
aou	Atlantic	(27.25,27.5]	-0.5600719	-0.6163085	-0.5038353
aou	Atlantic	(27.5,27.75]	-0.6591195	-0.6608739	-0.6573652
aou	Atlantic	(27.75,27.85]	-0.6850849	-0.7032910	-0.6668787
aou	Atlantic	(27.85,27.95]	-0.7461931	-0.7612178	-0.7311684
aou	Atlantic	(27.95,28.05]	-0.7854560	-0.7938062	-0.7771059
aou	Atlantic	(28.05,28.1]	-0.8319582	-0.8429045	-0.8210119
aou	Atlantic	(28.1,28.15]	-0.8978203	-0.9050752	-0.8905654
aou	Atlantic	(28.15,28.2]	-0.9359101	-0.9457903	-0.9260300
aou	Atlantic	(28.2, Inf]	-0.6368296	-0.7566222	-0.5170369
aou	Indian	(-Inf,26]	-0.2608595	-0.3861387	-0.1355803
aou	Indian	(26,26.5]	-0.6976025	-0.7647785	-0.6304264
aou	Indian	(26.5,26.75]	-0.4147477	-0.5772894	-0.2522060
aou	Indian	(26.75,27]	-0.2230616	-0.3569169	-0.0892063
aou	Indian	(27,27.25]	0.3288048	0.2128773	0.4447324
aou	Indian	(27.25,27.5]	0.4331511	0.3669441	0.4993582
aou	Indian	(27.5,27.75]	0.3211466	0.2578380	0.3844551
aou	Indian	(27.75,27.85]	0.1391821	0.0115112	0.2668531
aou	Indian	(27.85,27.95]	0.2688678	0.1030864	0.4346492
aou	Indian	(27.95,28.05]	0.0964636	-0.0939754	0.2869026
aou	Indian	(28.05,28.1]	0.0172496	-0.0593532	0.0938523
aou	Indian	(28.1, Inf]	0.3221352	0.2176744	0.4265960
aou	Pacific	(-Inf,26]	0.2518435	0.2481337	0.2555533
aou	Pacific	(26,26.5]	-0.1022691	-0.1193488	-0.0851894
aou	Pacific	(26.5,26.75]	0.0224345	0.0025357	0.0423334
aou	Pacific	(26.75,27]	-0.3084011	-0.3777870	-0.2390152
aou	Pacific	(27,27.25]	0.1594248	0.1235860	0.1952636
aou	Pacific	(27.25,27.5]	0.5969225	0.5479440	0.6459010
aou	Pacific	(27.5,27.75]	0.6953435	0.6519402	0.7387467
aou	Pacific	(27.75,27.85]	0.7831597	0.7643007	0.8020186
aou	Pacific	(27.85,27.95]	0.7571559	0.7270048	0.7873070
aou	Pacific	(27.95,28.05]	0.5440083	0.5245206	0.5634959
aou	Pacific	(28.05,28.1]	0.3359277	0.2986542	0.3732013
aou	Pacific	(28.1, Inf]	0.3120965	0.3022358	0.3219572
nitrate	Atlantic	(-Inf,26]	0.4157561	0.3970257	0.4344864
nitrate	Atlantic	(26,26.5]	-0.3042753	-0.3666577	-0.2418929
nitrate	Atlantic	(26.5,26.75]	-0.5998563	-0.6429809	-0.5567317
nitrate	Atlantic	(26.75,27]	-0.7274154	-0.7383892	-0.7164415
nitrate	Atlantic	(27,27.25]	-0.8299942	-0.8489611	-0.8110273
nitrate	Atlantic	(27.25,27.5]	-0.9108290	-0.9138341	-0.9078240
nitrate	Atlantic	(27.5,27.75]	-0.9424833	-0.9513793	-0.9335873
nitrate	Atlantic	(27.75,27.85]	-0.9427691	-0.9555466	-0.9299916
nitrate	Atlantic	(27.85,27.95]	-0.9358406	-0.9492331	-0.9224481
nitrate	Atlantic	(27.95,28.05]	-0.9323008	-0.9345735	-0.9300281
nitrate	Atlantic	(28.05,28.1]	-0.9248681	-0.9292835	-0.9204526
nitrate	Atlantic	(28.1,28.15]	-0.9341648	-0.9406062	-0.9277233
nitrate	Atlantic	(28.15,28.2]	-0.9660438	-0.9689389	-0.9631488
nitrate	Atlantic	(28.2, Inf]	-0.9298114	-0.9563439	-0.9032788
nitrate	Indian	(-Inf,26]	-0.2524416	-0.3516005	-0.1532828
nitrate	Indian	(26,26.5]	-0.8418635	-0.8717948	-0.8119322
nitrate	Indian	(26.5,26.75]	-0.7752434	-0.7836208	-0.7668659
nitrate	Indian	(26.75,27]	-0.6697544	-0.6946055	-0.6449033
nitrate	Indian	(27,27.25]	-0.1604797	-0.1799092	-0.1410503
nitrate	Indian	(27.25,27.5]	0.2552980	0.2309062	0.2796898
nitrate	Indian	(27.5,27.75]	0.2510880	0.2252218	0.2769541
nitrate	Indian	(27.75,27.85]	0.0647521	-0.0452853	0.1747894
nitrate	Indian	(27.85,27.95]	0.0538704	-0.0631812	0.1709221
nitrate	Indian	(27.95,28.05]	-0.2839535	-0.3451013	-0.2228058
nitrate	Indian	(28.05,28.1]	-0.2316327	-0.2375139	-0.2257515
nitrate	Indian	(28.1, Inf]	-0.1474369	-0.1710688	-0.1238051
nitrate	Pacific	(-Inf,26]	0.0867764	0.0758487	0.0977042
nitrate	Pacific	(26,26.5]	-0.5719979	-0.6560706	-0.4879252
nitrate	Pacific	(26.5,26.75]	-0.4926199	-0.5602340	-0.4250058
nitrate	Pacific	(26.75,27]	-0.5282410	-0.6130126	-0.4434694
nitrate	Pacific	(27,27.25]	0.0980494	0.0648521	0.1312467
nitrate	Pacific	(27.25,27.5]	0.5284684	0.4687824	0.5881545
nitrate	Pacific	(27.5,27.75]	0.6316299	0.5871482	0.6761116
nitrate	Pacific	(27.75,27.85]	0.7459108	0.7259009	0.7659207
nitrate	Pacific	(27.85,27.95]	0.7184887	0.6856591	0.7513183
nitrate	Pacific	(27.95,28.05]	0.4981934	0.4747944	0.5215923
nitrate	Pacific	(28.05,28.1]	0.2972983	0.2692509	0.3253457
nitrate	Pacific	(28.1, Inf]	0.2772417	0.2306459	0.3238375
oxygen	Atlantic	(-Inf,26]	-0.2720180	-0.3024089	-0.2416271
oxygen	Atlantic	(26,26.5]	0.0316290	0.0000941	0.0631639
oxygen	Atlantic	(26.5,26.75]	0.2258284	0.1142988	0.3373580
oxygen	Atlantic	(26.75,27]	0.2515796	0.1379971	0.3651621
oxygen	Atlantic	(27,27.25]	0.2763177	0.1384206	0.4142148
oxygen	Atlantic	(27.25,27.5]	0.3165574	0.2289733	0.4041414
oxygen	Atlantic	(27.5,27.75]	0.3887030	0.3584166	0.4189895
oxygen	Atlantic	(27.75,27.85]	0.3909004	0.3866452	0.3951556
oxygen	Atlantic	(27.85,27.95]	0.4947571	0.4936187	0.4958955
oxygen	Atlantic	(27.95,28.05]	0.5496310	0.5310134	0.5682487
oxygen	Atlantic	(28.05,28.1]	0.6928533	0.6839575	0.7017491
oxygen	Atlantic	(28.1,28.15]	0.8571949	0.8527690	0.8616208
oxygen	Atlantic	(28.15,28.2]	0.9245207	0.9134160	0.9356253
oxygen	Atlantic	(28.2, Inf]	0.5023441	0.3467966	0.6578915
oxygen	Indian	(-Inf,26]	0.3792009	0.2522679	0.5061339
oxygen	Indian	(26,26.5]	0.6342321	0.5509010	0.7175633
oxygen	Indian	(26.5,26.75]	0.2851394	0.0617275	0.5085513
oxygen	Indian	(26.75,27]	0.0889631	-0.0970547	0.2749808
oxygen	Indian	(27,27.25]	-0.4031747	-0.5301520	-0.2761974
oxygen	Indian	(27.25,27.5]	-0.4430084	-0.5138076	-0.3722092
oxygen	Indian	(27.5,27.75]	-0.2959382	-0.3568213	-0.2350550
oxygen	Indian	(27.75,27.85]	-0.1424162	-0.2639740	-0.0208584
oxygen	Indian	(27.85,27.95]	-0.2922185	-0.4525120	-0.1319251
oxygen	Indian	(27.95,28.05]	-0.1566037	-0.3508639	0.0376564
oxygen	Indian	(28.05,28.1]	-0.0645872	-0.1662895	0.0371151
oxygen	Indian	(28.1, Inf]	-0.3760388	-0.4860122	-0.2660654
oxygen	Pacific	(-Inf,26]	-0.0087667	-0.0144071	-0.0031262
oxygen	Pacific	(26,26.5]	-0.0974675	-0.1240846	-0.0708504
oxygen	Pacific	(26.5,26.75]	-0.1923084	-0.2377701	-0.1468466
oxygen	Pacific	(26.75,27]	0.1946123	0.1310078	0.2582168
oxygen	Pacific	(27,27.25]	-0.1389668	-0.1816473	-0.0962862
oxygen	Pacific	(27.25,27.5]	-0.5530758	-0.6057496	-0.5004020
oxygen	Pacific	(27.5,27.75]	-0.6429236	-0.6935462	-0.5923010
oxygen	Pacific	(27.75,27.85]	-0.7498260	-0.7720385	-0.7276135
oxygen	Pacific	(27.85,27.95]	-0.7370052	-0.7703394	-0.7036710
oxygen	Pacific	(27.95,28.05]	-0.5338942	-0.5561892	-0.5115992
oxygen	Pacific	(28.05,28.1]	-0.3382950	-0.3739048	-0.3026853
oxygen	Pacific	(28.1, Inf]	-0.3071061	-0.3143403	-0.2998719
phosphate	Atlantic	(-Inf,26]	0.3697875	0.3307096	0.4088655
phosphate	Atlantic	(26,26.5]	-0.4086154	-0.4914722	-0.3257585
phosphate	Atlantic	(26.5,26.75]	-0.6484170	-0.6815654	-0.6152686
phosphate	Atlantic	(26.75,27]	-0.7831320	-0.7878049	-0.7784591
phosphate	Atlantic	(27,27.25]	-0.8761482	-0.8869027	-0.8653938
phosphate	Atlantic	(27.25,27.5]	-0.9390289	-0.9429295	-0.9351283
phosphate	Atlantic	(27.5,27.75]	-0.9640411	-0.9698553	-0.9582270
phosphate	Atlantic	(27.75,27.85]	-0.9649313	-0.9712107	-0.9586519
phosphate	Atlantic	(27.85,27.95]	-0.9534655	-0.9613285	-0.9456025
phosphate	Atlantic	(27.95,28.05]	-0.9461026	-0.9469063	-0.9452990
phosphate	Atlantic	(28.05,28.1]	-0.9365438	-0.9443403	-0.9287473
phosphate	Atlantic	(28.1,28.15]	-0.9437467	-0.9544885	-0.9330050
phosphate	Atlantic	(28.15,28.2]	-0.9706366	-0.9744680	-0.9668051
phosphate	Atlantic	(28.2, Inf]	-0.9430278	-0.9650255	-0.9210300
phosphate	Indian	(-Inf,26]	-0.2697487	-0.3575644	-0.1819330
phosphate	Indian	(26,26.5]	-0.8460745	-0.8762137	-0.8159353
phosphate	Indian	(26.5,26.75]	-0.7736588	-0.7814490	-0.7658686
phosphate	Indian	(26.75,27]	-0.6592092	-0.6852083	-0.6332102
phosphate	Indian	(27,27.25]	-0.1509244	-0.1705266	-0.1313222
phosphate	Indian	(27.25,27.5]	0.2386221	0.2110234	0.2662207
phosphate	Indian	(27.5,27.75]	0.2277375	0.1693526	0.2861223
phosphate	Indian	(27.75,27.85]	-0.0136847	-0.1361861	0.1088168
phosphate	Indian	(27.85,27.95]	-0.0282856	-0.1687924	0.1122211
phosphate	Indian	(27.95,28.05]	-0.3255123	-0.3965107	-0.2545139
phosphate	Indian	(28.05,28.1]	-0.2809751	-0.3012928	-0.2606574
phosphate	Indian	(28.1, Inf]	-0.2834640	-0.2943628	-0.2725651
phosphate	Pacific	(-Inf,26]	0.0117026	-0.0019420	0.0253472
phosphate	Pacific	(26,26.5]	-0.6426169	-0.7158112	-0.5694226
phosphate	Pacific	(26.5,26.75]	-0.5752581	-0.6349386	-0.5155777
phosphate	Pacific	(26.75,27]	-0.5815698	-0.6574548	-0.5056848
phosphate	Pacific	(27,27.25]	0.0819129	0.0541023	0.1097235
phosphate	Pacific	(27.25,27.5]	0.5227923	0.4637833	0.5818012
phosphate	Pacific	(27.5,27.75]	0.6105486	0.5578230	0.6632743
phosphate	Pacific	(27.75,27.85]	0.7122442	0.6824563	0.7420321
phosphate	Pacific	(27.85,27.95]	0.6733520	0.6338870	0.7128169
phosphate	Pacific	(27.95,28.05]	0.4107101	0.3901758	0.4312443
phosphate	Pacific	(28.05,28.1]	0.1548706	0.1296210	0.1801203
phosphate	Pacific	(28.1, Inf]	0.1298139	0.1132067	0.1464211
sal	Atlantic	(-Inf,26]	-0.0518791	-0.1624209	0.0586628
sal	Atlantic	(26,26.5]	0.3727903	0.2765511	0.4690295
sal	Atlantic	(26.5,26.75]	0.4793768	0.4511772	0.5075765
sal	Atlantic	(26.75,27]	0.5939803	0.5917128	0.5962479
sal	Atlantic	(27,27.25]	0.6862053	0.6837989	0.6886118
sal	Atlantic	(27.25,27.5]	0.7431957	0.7418005	0.7445910
sal	Atlantic	(27.5,27.75]	0.7113107	0.6744950	0.7481264
sal	Atlantic	(27.75,27.85]	0.6576849	0.6298224	0.6855474
sal	Atlantic	(27.85,27.95]	0.6192648	0.5735171	0.6650126
sal	Atlantic	(27.95,28.05]	0.7003542	0.6734095	0.7272988
sal	Atlantic	(28.05,28.1]	0.7582376	0.7446498	0.7718254
sal	Atlantic	(28.1,28.15]	0.7852996	0.7523807	0.8182186
sal	Atlantic	(28.15,28.2]	0.8939534	0.8908426	0.8970641
sal	Atlantic	(28.2, Inf]	0.9158468	0.9024448	0.9292489
sal	Indian	(-Inf,26]	0.6530055	0.5004586	0.8055524
sal	Indian	(26,26.5]	0.6712325	0.5342393	0.8082256
sal	Indian	(26.5,26.75]	0.7003758	0.5045845	0.8961671
sal	Indian	(26.75,27]	0.5894597	0.3424907	0.8364286
sal	Indian	(27,27.25]	0.5522731	0.3812910	0.7232553
sal	Indian	(27.25,27.5]	0.4519501	0.3462383	0.5576619
sal	Indian	(27.5,27.75]	0.3463192	0.2234598	0.4691785
sal	Indian	(27.75,27.85]	0.1941322	0.0430209	0.3452436
sal	Indian	(27.85,27.95]	0.3794626	0.2057381	0.5531871
sal	Indian	(27.95,28.05]	0.4392598	0.2825863	0.5959333
sal	Indian	(28.05,28.1]	0.4013710	0.3044773	0.4982647
sal	Indian	(28.1, Inf]	0.4538779	0.3759381	0.5318178
sal	Pacific	(-Inf,26]	0.1150311	0.0739518	0.1561104
sal	Pacific	(26,26.5]	0.6928302	0.6344152	0.7512452
sal	Pacific	(26.5,26.75]	0.6904563	0.6250363	0.7558763
sal	Pacific	(26.75,27]	0.4692386	0.4123933	0.5260839
sal	Pacific	(27,27.25]	-0.3246834	-0.3550749	-0.2942919
sal	Pacific	(27.25,27.5]	-0.3480822	-0.4122536	-0.2839108
sal	Pacific	(27.5,27.75]	-0.1843128	-0.2388508	-0.1297748
sal	Pacific	(27.75,27.85]	-0.2327676	-0.4092274	-0.0563078
sal	Pacific	(27.85,27.95]	-0.2693478	-0.4572983	-0.0813973
sal	Pacific	(27.95,28.05]	-0.1409435	-0.3093882	0.0275012
sal	Pacific	(28.05,28.1]	-0.0749574	-0.1457701	-0.0041446
sal	Pacific	(28.1, Inf]	-0.0223100	-0.1183493	0.0737293
silicate	Atlantic	(-Inf,26]	0.2167911	0.1361620	0.2974203
silicate	Atlantic	(26,26.5]	-0.3153679	-0.4308331	-0.1999027
silicate	Atlantic	(26.5,26.75]	-0.4354044	-0.5179497	-0.3528591
silicate	Atlantic	(26.75,27]	-0.6041290	-0.6464316	-0.5618263
silicate	Atlantic	(27,27.25]	-0.7859100	-0.8015333	-0.7702867
silicate	Atlantic	(27.25,27.5]	-0.8775516	-0.8797832	-0.8753201
silicate	Atlantic	(27.5,27.75]	-0.8741208	-0.8750444	-0.8731972
silicate	Atlantic	(27.75,27.85]	-0.8957283	-0.9057518	-0.8857048
silicate	Atlantic	(27.85,27.95]	-0.8998571	-0.9167742	-0.8829400
silicate	Atlantic	(27.95,28.05]	-0.9049028	-0.9061559	-0.9036498
silicate	Atlantic	(28.05,28.1]	-0.9037799	-0.9115325	-0.8960274
silicate	Atlantic	(28.1,28.15]	-0.9241842	-0.9348620	-0.9135064
silicate	Atlantic	(28.15,28.2]	-0.9597461	-0.9638092	-0.9556830
silicate	Atlantic	(28.2, Inf]	-0.8927289	-0.9360674	-0.8493903
silicate	Indian	(-Inf,26]	-0.2428935	-0.3503519	-0.1354351
silicate	Indian	(26,26.5]	-0.7152197	-0.7565803	-0.6738592
silicate	Indian	(26.5,26.75]	-0.4905177	-0.6109120	-0.3701234
silicate	Indian	(26.75,27]	-0.3524355	-0.4277391	-0.2771318
silicate	Indian	(27,27.25]	0.0684311	0.0348412	0.1020210
silicate	Indian	(27.25,27.5]	0.4470506	0.4324587	0.4616425
silicate	Indian	(27.5,27.75]	0.5380879	0.4917191	0.5844567
silicate	Indian	(27.75,27.85]	0.1790231	0.0490581	0.3089880
silicate	Indian	(27.85,27.95]	0.1128704	-0.0549884	0.2807292
silicate	Indian	(27.95,28.05]	-0.1319705	-0.2853366	0.0213957
silicate	Indian	(28.05,28.1]	-0.1454021	-0.2305975	-0.0602068
silicate	Indian	(28.1, Inf]	-0.2119652	-0.2299297	-0.1940006
silicate	Pacific	(-Inf,26]	-0.0057211	-0.0350164	0.0235741
silicate	Pacific	(26,26.5]	-0.7205587	-0.7504570	-0.6906604
silicate	Pacific	(26.5,26.75]	-0.6150597	-0.6381240	-0.5919953
silicate	Pacific	(26.75,27]	-0.4345632	-0.5000287	-0.3690976
silicate	Pacific	(27,27.25]	0.3545454	0.3543272	0.3547636
silicate	Pacific	(27.25,27.5]	0.8000647	0.7811584	0.8189711
silicate	Pacific	(27.5,27.75]	0.8602545	0.8471654	0.8733436
silicate	Pacific	(27.75,27.85]	0.8362963	0.8199909	0.8526018
silicate	Pacific	(27.85,27.95]	0.7603062	0.7312868	0.7893255
silicate	Pacific	(27.95,28.05]	0.5262355	0.5186311	0.5338399
silicate	Pacific	(28.05,28.1]	0.3107960	0.2591278	0.3624643
silicate	Pacific	(28.1, Inf]	0.2377993	0.1962508	0.2793477
temp	Atlantic	(-Inf,26]	-0.6584461	-0.6960087	-0.6208835
temp	Atlantic	(26,26.5]	0.2603825	0.1948555	0.3259095
temp	Atlantic	(26.5,26.75]	0.3297710	0.2718000	0.3877420
temp	Atlantic	(26.75,27]	0.4533357	0.4404358	0.4662357
temp	Atlantic	(27,27.25]	0.5798744	0.5729742	0.5867746
temp	Atlantic	(27.25,27.5]	0.6636324	0.6584603	0.6688044
temp	Atlantic	(27.5,27.75]	0.6498332	0.5965580	0.7031083
temp	Atlantic	(27.75,27.85]	0.6467679	0.6109692	0.6825667
temp	Atlantic	(27.85,27.95]	0.6149295	0.5690758	0.6607833
temp	Atlantic	(27.95,28.05]	0.7022936	0.6987779	0.7058093
temp	Atlantic	(28.05,28.1]	0.6933118	0.6708549	0.7157687
temp	Atlantic	(28.1,28.15]	0.6656947	0.6095249	0.7218645
temp	Atlantic	(28.15,28.2]	0.5717086	0.4421762	0.7012410
temp	Atlantic	(28.2, Inf]	0.3970126	0.2341055	0.5599198
temp	Indian	(-Inf,26]	-0.6964489	-0.7166039	-0.6762938
temp	Indian	(26,26.5]	0.5356916	0.4458986	0.6254846
temp	Indian	(26.5,26.75]	0.6893121	0.5090124	0.8696118
temp	Indian	(26.75,27]	0.6626140	0.4636545	0.8615735
temp	Indian	(27,27.25]	0.6640469	0.5390966	0.7889972
temp	Indian	(27.25,27.5]	0.4506706	0.3650873	0.5362539
temp	Indian	(27.5,27.75]	0.1922044	0.1350963	0.2493125
temp	Indian	(27.75,27.85]	0.1493659	0.0467164	0.2520154
temp	Indian	(27.85,27.95]	0.3524629	0.2143895	0.4905362
temp	Indian	(27.95,28.05]	0.3578068	0.2069656	0.5086479
temp	Indian	(28.05,28.1]	0.2731253	0.1251410	0.4211096
temp	Indian	(28.1, Inf]	0.4268755	0.3168834	0.5368676
temp	Pacific	(-Inf,26]	-0.5143328	-0.5455473	-0.4831183
temp	Pacific	(26,26.5]	0.7331181	0.6720273	0.7942089
temp	Pacific	(26.5,26.75]	0.7153672	0.6455007	0.7852337
temp	Pacific	(26.75,27]	0.5026925	0.4439123	0.5614727
temp	Pacific	(27,27.25]	-0.1908168	-0.2332872	-0.1483464
temp	Pacific	(27.25,27.5]	-0.2925400	-0.3830616	-0.2020183
temp	Pacific	(27.5,27.75]	-0.2273131	-0.2916591	-0.1629671
temp	Pacific	(27.75,27.85]	-0.1284980	-0.2889376	0.0319415
temp	Pacific	(27.85,27.95]	-0.1609020	-0.3642121	0.0424082
temp	Pacific	(27.95,28.05]	-0.0644200	-0.2854613	0.1566213
temp	Pacific	(28.05,28.1]	0.0548995	-0.0814441	0.1912430
temp	Pacific	(28.1, Inf]	0.2286225	0.1785608	0.2786842

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