eMLR - assumption testing

workflowr

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Last updated: 2021-10-07

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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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	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
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html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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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
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
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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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html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
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Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
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
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
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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
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
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
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
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
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
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]	0.9143888	0.9036603	0.9251174
aou + nitrate	Atlantic	(26,26.5]	0.9640025	0.9564553	0.9715497
aou + nitrate	Atlantic	(26.5,26.75]	0.9646979	0.9619991	0.9673967
aou + nitrate	Atlantic	(26.75,27]	0.9259330	0.9086206	0.9432453
aou + nitrate	Atlantic	(27,27.25]	0.8685931	0.8271445	0.9100416
aou + nitrate	Atlantic	(27.25,27.5]	0.8340008	0.7882549	0.8797467
aou + nitrate	Atlantic	(27.5,27.75]	0.8711097	0.8512527	0.8909667
aou + nitrate	Atlantic	(27.75,27.85]	0.8989095	0.8963785	0.9014405
aou + nitrate	Atlantic	(27.85,27.95]	0.9071987	0.9062576	0.9081397
aou + nitrate	Atlantic	(27.95,28.05]	0.9139124	0.9060260	0.9217988
aou + nitrate	Atlantic	(28.05,28.1]	0.9504339	0.9487865	0.9520813
aou + nitrate	Atlantic	(28.1,28.15]	0.9737446	0.9700559	0.9774333
aou + nitrate	Atlantic	(28.15,28.2]	0.9843872	0.9810916	0.9876828
aou + nitrate	Atlantic	(28.2, Inf]	0.8212730	0.7701831	0.8723629
aou + nitrate	Indian	(-Inf,26]	0.9930818	0.9914736	0.9946900
aou + nitrate	Indian	(26,26.5]	0.9846400	0.9810772	0.9882028
aou + nitrate	Indian	(26.5,26.75]	0.9556469	0.9409514	0.9703424
aou + nitrate	Indian	(26.75,27]	0.8933448	0.8600884	0.9266012
aou + nitrate	Indian	(27,27.25]	0.8074080	0.7525723	0.8622437
aou + nitrate	Indian	(27.25,27.5]	0.8765662	0.8676332	0.8854992
aou + nitrate	Indian	(27.5,27.75]	0.9113340	0.9095599	0.9131081
aou + nitrate	Indian	(27.75,27.85]	0.8906815	0.8680908	0.9132721
aou + nitrate	Indian	(27.85,27.95]	0.8458469	0.8293187	0.8623750
aou + nitrate	Indian	(27.95,28.05]	0.7741700	0.6928808	0.8554592
aou + nitrate	Indian	(28.05,28.1]	0.8763096	0.8242170	0.9284023
aou + nitrate	Indian	(28.1, Inf]	0.5777185	0.4840477	0.6713894
aou + nitrate	Pacific	(-Inf,26]	0.8865652	0.8552111	0.9179193
aou + nitrate	Pacific	(26,26.5]	0.8726682	0.8592878	0.8860487
aou + nitrate	Pacific	(26.5,26.75]	0.8143076	0.7775033	0.8511119
aou + nitrate	Pacific	(26.75,27]	0.9096941	0.9093170	0.9100711
aou + nitrate	Pacific	(27,27.25]	0.9756205	0.9746276	0.9766135
aou + nitrate	Pacific	(27.25,27.5]	0.9783701	0.9757340	0.9810062
aou + nitrate	Pacific	(27.5,27.75]	0.9790639	0.9753708	0.9827570
aou + nitrate	Pacific	(27.75,27.85]	0.9855544	0.9816685	0.9894403
aou + nitrate	Pacific	(27.85,27.95]	0.9840313	0.9809199	0.9871427
aou + nitrate	Pacific	(27.95,28.05]	0.9707811	0.9673972	0.9741650
aou + nitrate	Pacific	(28.05,28.1]	0.9602124	0.9548486	0.9655763
aou + nitrate	Pacific	(28.1, Inf]	0.9294372	0.8941901	0.9646842
aou + oxygen	Atlantic	(-Inf,26]	-0.9402995	-0.9541462	-0.9264527
aou + oxygen	Atlantic	(26,26.5]	-0.9525062	-0.9629544	-0.9420579
aou + oxygen	Atlantic	(26.5,26.75]	-0.9628985	-0.9704328	-0.9553642
aou + oxygen	Atlantic	(26.75,27]	-0.9562248	-0.9586101	-0.9538395
aou + oxygen	Atlantic	(27,27.25]	-0.9521754	-0.9527254	-0.9516255
aou + oxygen	Atlantic	(27.25,27.5]	-0.9403177	-0.9485968	-0.9320386
aou + oxygen	Atlantic	(27.5,27.75]	-0.9328058	-0.9461034	-0.9195082
aou + oxygen	Atlantic	(27.75,27.85]	-0.9455499	-0.9525969	-0.9385029
aou + oxygen	Atlantic	(27.85,27.95]	-0.9616835	-0.9648556	-0.9585115
aou + oxygen	Atlantic	(27.95,28.05]	-0.9645029	-0.9648961	-0.9641097
aou + oxygen	Atlantic	(28.05,28.1]	-0.9739036	-0.9762634	-0.9715438
aou + oxygen	Atlantic	(28.1,28.15]	-0.9878305	-0.9878539	-0.9878072
aou + oxygen	Atlantic	(28.15,28.2]	-0.9946911	-0.9957939	-0.9935883
aou + oxygen	Atlantic	(28.2, Inf]	-0.9782496	-0.9818495	-0.9746497
aou + oxygen	Indian	(-Inf,26]	-0.9947157	-0.9949094	-0.9945220
aou + oxygen	Indian	(26,26.5]	-0.9967728	-0.9968574	-0.9966882
aou + oxygen	Indian	(26.5,26.75]	-0.9956213	-0.9973486	-0.9938941
aou + oxygen	Indian	(26.75,27]	-0.9918928	-0.9959366	-0.9878491
aou + oxygen	Indian	(27,27.25]	-0.9939806	-0.9956893	-0.9922720
aou + oxygen	Indian	(27.25,27.5]	-0.9959493	-0.9962550	-0.9956435
aou + oxygen	Indian	(27.5,27.75]	-0.9965651	-0.9966560	-0.9964741
aou + oxygen	Indian	(27.75,27.85]	-0.9973630	-0.9979192	-0.9968069
aou + oxygen	Indian	(27.85,27.95]	-0.9956357	-0.9958630	-0.9954084
aou + oxygen	Indian	(27.95,28.05]	-0.9900117	-0.9909179	-0.9891056
aou + oxygen	Indian	(28.05,28.1]	-0.9897790	-0.9948368	-0.9847212
aou + oxygen	Indian	(28.1, Inf]	-0.9856539	-0.9875823	-0.9837254
aou + oxygen	Pacific	(-Inf,26]	-0.8655112	-0.9021298	-0.8288927
aou + oxygen	Pacific	(26,26.5]	-0.9780888	-0.9858333	-0.9703443
aou + oxygen	Pacific	(26.5,26.75]	-0.9783034	-0.9845954	-0.9720115
aou + oxygen	Pacific	(26.75,27]	-0.9755757	-0.9760338	-0.9751176
aou + oxygen	Pacific	(27,27.25]	-0.9940651	-0.9945789	-0.9935514
aou + oxygen	Pacific	(27.25,27.5]	-0.9955384	-0.9960814	-0.9949954
aou + oxygen	Pacific	(27.5,27.75]	-0.9952656	-0.9965280	-0.9940033
aou + oxygen	Pacific	(27.75,27.85]	-0.9975397	-0.9979401	-0.9971393
aou + oxygen	Pacific	(27.85,27.95]	-0.9974334	-0.9984181	-0.9964488
aou + oxygen	Pacific	(27.95,28.05]	-0.9968623	-0.9987518	-0.9949728
aou + oxygen	Pacific	(28.05,28.1]	-0.9968552	-0.9991292	-0.9945813
aou + oxygen	Pacific	(28.1, Inf]	-0.9939686	-0.9963378	-0.9915995
aou + phosphate	Atlantic	(-Inf,26]	0.7446370	0.7269724	0.7623015
aou + phosphate	Atlantic	(26,26.5]	0.8951980	0.8776380	0.9127580
aou + phosphate	Atlantic	(26.5,26.75]	0.9185607	0.9162508	0.9208706
aou + phosphate	Atlantic	(26.75,27]	0.8756054	0.8542870	0.8969238
aou + phosphate	Atlantic	(27,27.25]	0.8165318	0.7631164	0.8699471
aou + phosphate	Atlantic	(27.25,27.5]	0.7890481	0.7354068	0.8426893
aou + phosphate	Atlantic	(27.5,27.75]	0.8384154	0.8188950	0.8579358
aou + phosphate	Atlantic	(27.75,27.85]	0.8684143	0.8673651	0.8694636
aou + phosphate	Atlantic	(27.85,27.95]	0.8944773	0.8912182	0.8977363
aou + phosphate	Atlantic	(27.95,28.05]	0.9103370	0.9028101	0.9178638
aou + phosphate	Atlantic	(28.05,28.1]	0.9452663	0.9423428	0.9481898
aou + phosphate	Atlantic	(28.1,28.15]	0.9691359	0.9678429	0.9704290
aou + phosphate	Atlantic	(28.15,28.2]	0.9838295	0.9806796	0.9869793
aou + phosphate	Atlantic	(28.2, Inf]	0.8207210	0.7712839	0.8701582
aou + phosphate	Indian	(-Inf,26]	0.9951647	0.9945796	0.9957498
aou + phosphate	Indian	(26,26.5]	0.9934820	0.9912040	0.9957601
aou + phosphate	Indian	(26.5,26.75]	0.9663001	0.9467005	0.9858996
aou + phosphate	Indian	(26.75,27]	0.9147605	0.8732131	0.9563078
aou + phosphate	Indian	(27,27.25]	0.8628670	0.7861742	0.9395598
aou + phosphate	Indian	(27.25,27.5]	0.9318834	0.9117786	0.9519882
aou + phosphate	Indian	(27.5,27.75]	0.9566281	0.9488508	0.9644055
aou + phosphate	Indian	(27.75,27.85]	0.9259612	0.9082809	0.9436416
aou + phosphate	Indian	(27.85,27.95]	0.8680692	0.8367058	0.8994325
aou + phosphate	Indian	(27.95,28.05]	0.8024336	0.7214601	0.8834071
aou + phosphate	Indian	(28.05,28.1]	0.8903348	0.8338407	0.9468290
aou + phosphate	Indian	(28.1, Inf]	0.5930207	0.4860063	0.7000350
aou + phosphate	Pacific	(-Inf,26]	0.8683528	0.8386082	0.8980975
aou + phosphate	Pacific	(26,26.5]	0.9140064	0.9025390	0.9254737
aou + phosphate	Pacific	(26.5,26.75]	0.8357853	0.7927687	0.8788019
aou + phosphate	Pacific	(26.75,27]	0.9080204	0.9069450	0.9090958
aou + phosphate	Pacific	(27,27.25]	0.9798343	0.9785027	0.9811659
aou + phosphate	Pacific	(27.25,27.5]	0.9816179	0.9798294	0.9834063
aou + phosphate	Pacific	(27.5,27.75]	0.9786443	0.9746721	0.9826165
aou + phosphate	Pacific	(27.75,27.85]	0.9821219	0.9774775	0.9867662
aou + phosphate	Pacific	(27.85,27.95]	0.9822114	0.9790174	0.9854054
aou + phosphate	Pacific	(27.95,28.05]	0.9722634	0.9662804	0.9782464
aou + phosphate	Pacific	(28.05,28.1]	0.9596740	0.9493460	0.9700019
aou + phosphate	Pacific	(28.1, Inf]	0.9151952	0.8732785	0.9571118
aou + silicate	Atlantic	(-Inf,26]	0.5449875	0.4270982	0.6628767
aou + silicate	Atlantic	(26,26.5]	0.8347546	0.8326317	0.8368775
aou + silicate	Atlantic	(26.5,26.75]	0.8883814	0.8816781	0.8950847
aou + silicate	Atlantic	(26.75,27]	0.8606436	0.8388663	0.8824210
aou + silicate	Atlantic	(27,27.25]	0.7778796	0.7023752	0.8533841
aou + silicate	Atlantic	(27.25,27.5]	0.6389427	0.5399332	0.7379522
aou + silicate	Atlantic	(27.5,27.75]	0.6345736	0.6134064	0.6557407
aou + silicate	Atlantic	(27.75,27.85]	0.7484262	0.7217753	0.7750770
aou + silicate	Atlantic	(27.85,27.95]	0.8098895	0.7874367	0.8323424
aou + silicate	Atlantic	(27.95,28.05]	0.8951720	0.8824236	0.9079204
aou + silicate	Atlantic	(28.05,28.1]	0.9558510	0.9530938	0.9586083
aou + silicate	Atlantic	(28.1,28.15]	0.9749015	0.9740611	0.9757419
aou + silicate	Atlantic	(28.15,28.2]	0.9866201	0.9855298	0.9877104
aou + silicate	Atlantic	(28.2, Inf]	0.8338961	0.7887162	0.8790760
aou + silicate	Indian	(-Inf,26]	0.9336684	0.9167390	0.9505978
aou + silicate	Indian	(26,26.5]	0.9470443	0.9362834	0.9578053
aou + silicate	Indian	(26.5,26.75]	0.9651036	0.9614873	0.9687199
aou + silicate	Indian	(26.75,27]	0.9705334	0.9689272	0.9721396
aou + silicate	Indian	(27,27.25]	0.9088659	0.8864936	0.9312383
aou + silicate	Indian	(27.25,27.5]	0.8797418	0.8697433	0.8897403
aou + silicate	Indian	(27.5,27.75]	0.8275592	0.8127925	0.8423259
aou + silicate	Indian	(27.75,27.85]	0.8175436	0.7797991	0.8552881
aou + silicate	Indian	(27.85,27.95]	0.8181127	0.7875296	0.8486959
aou + silicate	Indian	(27.95,28.05]	0.8465449	0.8081788	0.8849110
aou + silicate	Indian	(28.05,28.1]	0.9414039	0.9309458	0.9518619
aou + silicate	Indian	(28.1, Inf]	0.4360028	0.3540504	0.5179553
aou + silicate	Pacific	(-Inf,26]	0.5880315	0.5601802	0.6158828
aou + silicate	Pacific	(26,26.5]	0.5098038	0.4565431	0.5630644
aou + silicate	Pacific	(26.5,26.75]	0.2964200	0.2406130	0.3522270
aou + silicate	Pacific	(26.75,27]	0.5991762	0.5141420	0.6842104
aou + silicate	Pacific	(27,27.25]	0.8856974	0.8618897	0.9095051
aou + silicate	Pacific	(27.25,27.5]	0.9045362	0.8811665	0.9279058
aou + silicate	Pacific	(27.5,27.75]	0.9173034	0.8942004	0.9404065
aou + silicate	Pacific	(27.75,27.85]	0.9686517	0.9686005	0.9687030
aou + silicate	Pacific	(27.85,27.95]	0.9640832	0.9632170	0.9649494
aou + silicate	Pacific	(27.95,28.05]	0.9481365	0.9438337	0.9524394
aou + silicate	Pacific	(28.05,28.1]	0.9520648	0.9481069	0.9560226
aou + silicate	Pacific	(28.1, Inf]	0.8650030	0.8609735	0.8690326
nitrate + silicate	Atlantic	(-Inf,26]	0.6783374	0.5989756	0.7576993
nitrate + silicate	Atlantic	(26,26.5]	0.9013367	0.8951077	0.9075657
nitrate + silicate	Atlantic	(26.5,26.75]	0.9356388	0.9230000	0.9482777
nitrate + silicate	Atlantic	(26.75,27]	0.9222662	0.9023493	0.9421830
nitrate + silicate	Atlantic	(27,27.25]	0.9253757	0.9052206	0.9455308
nitrate + silicate	Atlantic	(27.25,27.5]	0.9086604	0.8865518	0.9307690
nitrate + silicate	Atlantic	(27.5,27.75]	0.8873882	0.8857656	0.8890108
nitrate + silicate	Atlantic	(27.75,27.85]	0.9319656	0.9177521	0.9461791
nitrate + silicate	Atlantic	(27.85,27.95]	0.9621744	0.9511191	0.9732297
nitrate + silicate	Atlantic	(27.95,28.05]	0.9819177	0.9784923	0.9853431
nitrate + silicate	Atlantic	(28.05,28.1]	0.9903847	0.9897692	0.9910002
nitrate + silicate	Atlantic	(28.1,28.15]	0.9919294	0.9918487	0.9920102
nitrate + silicate	Atlantic	(28.15,28.2]	0.9919436	0.9918467	0.9920405
nitrate + silicate	Atlantic	(28.2, Inf]	0.9660211	0.9509567	0.9810855
nitrate + silicate	Indian	(-Inf,26]	0.9507064	0.9402656	0.9611473
nitrate + silicate	Indian	(26,26.5]	0.9585589	0.9577423	0.9593754
nitrate + silicate	Indian	(26.5,26.75]	0.9508694	0.9388183	0.9629205
nitrate + silicate	Indian	(26.75,27]	0.9238780	0.9020056	0.9457504
nitrate + silicate	Indian	(27,27.25]	0.9201229	0.9120294	0.9282165
nitrate + silicate	Indian	(27.25,27.5]	0.9251122	0.9243277	0.9258967
nitrate + silicate	Indian	(27.5,27.75]	0.8033548	0.7907807	0.8159289
nitrate + silicate	Indian	(27.75,27.85]	0.7510884	0.7110249	0.7911520
nitrate + silicate	Indian	(27.85,27.95]	0.8319710	0.8252251	0.8387169
nitrate + silicate	Indian	(27.95,28.05]	0.8882034	0.8698531	0.9065538
nitrate + silicate	Indian	(28.05,28.1]	0.9425189	0.9250115	0.9600262
nitrate + silicate	Indian	(28.1, Inf]	0.8106095	0.7890130	0.8322061
nitrate + silicate	Pacific	(-Inf,26]	0.8094253	0.7873226	0.8315280
nitrate + silicate	Pacific	(26,26.5]	0.7589626	0.7011283	0.8167968
nitrate + silicate	Pacific	(26.5,26.75]	0.6773468	0.5907265	0.7639672
nitrate + silicate	Pacific	(26.75,27]	0.7940713	0.7409256	0.8472171
nitrate + silicate	Pacific	(27,27.25]	0.8988371	0.8753557	0.9223185
nitrate + silicate	Pacific	(27.25,27.5]	0.8734960	0.8418069	0.9051851
nitrate + silicate	Pacific	(27.5,27.75]	0.8795711	0.8522396	0.9069026
nitrate + silicate	Pacific	(27.75,27.85]	0.9485045	0.9468969	0.9501120
nitrate + silicate	Pacific	(27.85,27.95]	0.9550783	0.9531611	0.9569955
nitrate + silicate	Pacific	(27.95,28.05]	0.9339135	0.9181887	0.9496383
nitrate + silicate	Pacific	(28.05,28.1]	0.9258290	0.9160793	0.9355786
nitrate + silicate	Pacific	(28.1, Inf]	0.8831643	0.8486258	0.9177028
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8573793	-0.8605463	-0.8542123
oxygen + nitrate	Atlantic	(26,26.5]	-0.8607920	-0.8891386	-0.8324454
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8742006	-0.8914067	-0.8569946
oxygen + nitrate	Atlantic	(26.75,27]	-0.8115745	-0.8378540	-0.7852951
oxygen + nitrate	Atlantic	(27,27.25]	-0.7205049	-0.7830482	-0.6579616
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6346110	-0.7201713	-0.5490507
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6644760	-0.7275612	-0.6013908
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7187909	-0.7381711	-0.6994108
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7659470	-0.7711511	-0.7607429
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7874729	-0.7966943	-0.7782514
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8631747	-0.8707664	-0.8555831
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9321261	-0.9378577	-0.9263946
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9697317	-0.9752429	-0.9642206
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7068554	-0.7883106	-0.6254001
oxygen + nitrate	Indian	(-Inf,26]	-0.9823782	-0.9838572	-0.9808992
oxygen + nitrate	Indian	(26,26.5]	-0.9699531	-0.9755074	-0.9643987
oxygen + nitrate	Indian	(26.5,26.75]	-0.9258807	-0.9514132	-0.9003482
oxygen + nitrate	Indian	(26.75,27]	-0.8309942	-0.8903864	-0.7716020
oxygen + nitrate	Indian	(27,27.25]	-0.7409144	-0.8150611	-0.6667677
oxygen + nitrate	Indian	(27.25,27.5]	-0.8342735	-0.8426662	-0.8258807
oxygen + nitrate	Indian	(27.5,27.75]	-0.8910898	-0.8966493	-0.8855303
oxygen + nitrate	Indian	(27.75,27.85]	-0.8765157	-0.9010357	-0.8519957
oxygen + nitrate	Indian	(27.85,27.95]	-0.8056990	-0.8223993	-0.7889987
oxygen + nitrate	Indian	(27.95,28.05]	-0.6886245	-0.7872592	-0.5899897
oxygen + nitrate	Indian	(28.05,28.1]	-0.8092062	-0.8941980	-0.7242145
oxygen + nitrate	Indian	(28.1, Inf]	-0.4500248	-0.5614265	-0.3386231
oxygen + nitrate	Pacific	(-Inf,26]	-0.6091146	-0.7174801	-0.5007491
oxygen + nitrate	Pacific	(26,26.5]	-0.7681403	-0.8127747	-0.7235058
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6905802	-0.7614286	-0.6197319
oxygen + nitrate	Pacific	(26.75,27]	-0.8073699	-0.8078173	-0.8069225
oxygen + nitrate	Pacific	(27,27.25]	-0.9536607	-0.9552548	-0.9520665
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9677716	-0.9702459	-0.9652973
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9712197	-0.9767575	-0.9656819
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9814232	-0.9869298	-0.9759165
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9799383	-0.9844461	-0.9754306
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9612019	-0.9708776	-0.9515261
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9473717	-0.9598340	-0.9349094
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8939454	-0.9444932	-0.8433977
oxygen + phosphate	Atlantic	(-Inf,26]	-0.6060606	-0.6315775	-0.5805437
oxygen + phosphate	Atlantic	(26,26.5]	-0.7378812	-0.7824436	-0.6933189
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7929816	-0.8119910	-0.7739721
oxygen + phosphate	Atlantic	(26.75,27]	-0.7261456	-0.7566886	-0.6956026
oxygen + phosphate	Atlantic	(27,27.25]	-0.6376492	-0.7114510	-0.5638474
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5640193	-0.6573231	-0.4707154
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6104348	-0.6724524	-0.5484172
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6706857	-0.6858144	-0.6555569
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7458938	-0.7483224	-0.7434653
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7809440	-0.7898286	-0.7720593
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8542614	-0.8634671	-0.8450558
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9242493	-0.9270929	-0.9214058
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9685102	-0.9739791	-0.9630413
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7052270	-0.7852115	-0.6252424
oxygen + phosphate	Indian	(-Inf,26]	-0.9875813	-0.9900897	-0.9850729
oxygen + phosphate	Indian	(26,26.5]	-0.9839368	-0.9889881	-0.9788855
oxygen + phosphate	Indian	(26.5,26.75]	-0.9409720	-0.9745912	-0.9073529
oxygen + phosphate	Indian	(26.75,27]	-0.8592370	-0.9298417	-0.7886322
oxygen + phosphate	Indian	(27,27.25]	-0.8076953	-0.9091781	-0.7062126
oxygen + phosphate	Indian	(27.25,27.5]	-0.9011624	-0.9283776	-0.8739471
oxygen + phosphate	Indian	(27.5,27.75]	-0.9429959	-0.9514959	-0.9344959
oxygen + phosphate	Indian	(27.75,27.85]	-0.9066285	-0.9271601	-0.8860969
oxygen + phosphate	Indian	(27.85,27.95]	-0.8252072	-0.8586566	-0.7917578
oxygen + phosphate	Indian	(27.95,28.05]	-0.7193081	-0.8183747	-0.6202416
oxygen + phosphate	Indian	(28.05,28.1]	-0.8255951	-0.9157709	-0.7354193
oxygen + phosphate	Indian	(28.1, Inf]	-0.4662652	-0.5935489	-0.3389815
oxygen + phosphate	Pacific	(-Inf,26]	-0.6251826	-0.7243250	-0.5260402
oxygen + phosphate	Pacific	(26,26.5]	-0.8165972	-0.8537365	-0.7794580
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7112620	-0.7871442	-0.6353797
oxygen + phosphate	Pacific	(26.75,27]	-0.8003962	-0.8032923	-0.7975001
oxygen + phosphate	Pacific	(27,27.25]	-0.9573576	-0.9586635	-0.9560517
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9702279	-0.9724634	-0.9679924
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9713825	-0.9772931	-0.9654718
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9784502	-0.9844007	-0.9724997
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9772775	-0.9826500	-0.9719049
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9619849	-0.9748646	-0.9491051
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9457769	-0.9653581	-0.9261958
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8778585	-0.9367371	-0.8189800
oxygen + silicate	Atlantic	(-Inf,26]	-0.4120998	-0.5548115	-0.2693881
oxygen + silicate	Atlantic	(26,26.5]	-0.6762942	-0.7055603	-0.6470280
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7619903	-0.7735097	-0.7504709
oxygen + silicate	Atlantic	(26.75,27]	-0.7081333	-0.7399996	-0.6762671
oxygen + silicate	Atlantic	(27,27.25]	-0.5952420	-0.6920262	-0.4984578
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3881242	-0.5287041	-0.2475442
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3711635	-0.4328620	-0.3094649
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5322035	-0.5495649	-0.5148421
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6337490	-0.6555821	-0.6119159
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7540692	-0.7715160	-0.7366223
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8697267	-0.8792847	-0.8601687
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9343582	-0.9362491	-0.9324673
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9774956	-0.9800426	-0.9749486
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7300851	-0.8013813	-0.6587889
oxygen + silicate	Indian	(-Inf,26]	-0.9102482	-0.9298746	-0.8906218
oxygen + silicate	Indian	(26,26.5]	-0.9316915	-0.9470846	-0.9162983
oxygen + silicate	Indian	(26.5,26.75]	-0.9514408	-0.9545593	-0.9483223
oxygen + silicate	Indian	(26.75,27]	-0.9463692	-0.9567402	-0.9359981
oxygen + silicate	Indian	(27,27.25]	-0.8664587	-0.9016258	-0.8312915
oxygen + silicate	Indian	(27.25,27.5]	-0.8408595	-0.8514943	-0.8302247
oxygen + silicate	Indian	(27.5,27.75]	-0.7896963	-0.8063060	-0.7730867
oxygen + silicate	Indian	(27.75,27.85]	-0.7890064	-0.8330391	-0.7449737
oxygen + silicate	Indian	(27.85,27.95]	-0.7747418	-0.8092641	-0.7402195
oxygen + silicate	Indian	(27.95,28.05]	-0.7774203	-0.8290793	-0.7257613
oxygen + silicate	Indian	(28.05,28.1]	-0.8982331	-0.9288513	-0.8676149
oxygen + silicate	Indian	(28.1, Inf]	-0.3004242	-0.3938853	-0.2069630
oxygen + silicate	Pacific	(-Inf,26]	-0.2346031	-0.3378985	-0.1313077
oxygen + silicate	Pacific	(26,26.5]	-0.3516977	-0.3785943	-0.3248011
oxygen + silicate	Pacific	(26.5,26.75]	-0.1164047	-0.1444600	-0.0883493
oxygen + silicate	Pacific	(26.75,27]	-0.4263214	-0.5236410	-0.3290019
oxygen + silicate	Pacific	(27,27.25]	-0.8378294	-0.8682345	-0.8074242
oxygen + silicate	Pacific	(27.25,27.5]	-0.8673132	-0.8974659	-0.8371605
oxygen + silicate	Pacific	(27.5,27.75]	-0.8824026	-0.9161513	-0.8486540
oxygen + silicate	Pacific	(27.75,27.85]	-0.9561460	-0.9577947	-0.9544973
oxygen + silicate	Pacific	(27.85,27.95]	-0.9509601	-0.9552975	-0.9466226
oxygen + silicate	Pacific	(27.95,28.05]	-0.9299508	-0.9310661	-0.9288356
oxygen + silicate	Pacific	(28.05,28.1]	-0.9351988	-0.9389869	-0.9314106
oxygen + silicate	Pacific	(28.1, Inf]	-0.8299078	-0.8406124	-0.8192031
phosphate + nitrate	Atlantic	(-Inf,26]	0.8449406	0.8016251	0.8882562
phosphate + nitrate	Atlantic	(26,26.5]	0.9600113	0.9538476	0.9661750
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9828277	0.9825473	0.9831081
phosphate + nitrate	Atlantic	(26.75,27]	0.9853340	0.9846900	0.9859780
phosphate + nitrate	Atlantic	(27,27.25]	0.9884985	0.9873420	0.9896550
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9922076	0.9917426	0.9926725
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9932993	0.9930329	0.9935658
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9925021	0.9910150	0.9939891
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9920248	0.9899862	0.9940634
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9921067	0.9903752	0.9938382
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9929405	0.9920594	0.9938216
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9948102	0.9944172	0.9952032
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9974670	0.9972470	0.9976871
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9926068	0.9895322	0.9956814
phosphate + nitrate	Indian	(-Inf,26]	0.9940574	0.9908956	0.9972192
phosphate + nitrate	Indian	(26,26.5]	0.9901486	0.9839102	0.9963871
phosphate + nitrate	Indian	(26.5,26.75]	0.9909700	0.9854514	0.9964886
phosphate + nitrate	Indian	(26.75,27]	0.9862053	0.9773426	0.9950681
phosphate + nitrate	Indian	(27,27.25]	0.9606145	0.9349418	0.9862872
phosphate + nitrate	Indian	(27.25,27.5]	0.9559978	0.9329139	0.9790818
phosphate + nitrate	Indian	(27.5,27.75]	0.9382473	0.9375454	0.9389492
phosphate + nitrate	Indian	(27.75,27.85]	0.9322130	0.9226934	0.9417325
phosphate + nitrate	Indian	(27.85,27.95]	0.9510322	0.9504302	0.9516342
phosphate + nitrate	Indian	(27.95,28.05]	0.9725543	0.9711980	0.9739106
phosphate + nitrate	Indian	(28.05,28.1]	0.9773054	0.9713026	0.9833083
phosphate + nitrate	Indian	(28.1, Inf]	0.9149395	0.9099694	0.9199096
phosphate + nitrate	Pacific	(-Inf,26]	0.9547133	0.9539982	0.9554285
phosphate + nitrate	Pacific	(26,26.5]	0.9473325	0.9380944	0.9565706
phosphate + nitrate	Pacific	(26.5,26.75]	0.9475021	0.9404695	0.9545347
phosphate + nitrate	Pacific	(26.75,27]	0.9771124	0.9733886	0.9808362
phosphate + nitrate	Pacific	(27,27.25]	0.9890393	0.9876513	0.9904272
phosphate + nitrate	Pacific	(27.25,27.5]	0.9900492	0.9877211	0.9923772
phosphate + nitrate	Pacific	(27.5,27.75]	0.9889114	0.9846768	0.9931460
phosphate + nitrate	Pacific	(27.75,27.85]	0.9863101	0.9810349	0.9915854
phosphate + nitrate	Pacific	(27.85,27.95]	0.9827927	0.9774994	0.9880859
phosphate + nitrate	Pacific	(27.95,28.05]	0.9660169	0.9644780	0.9675558
phosphate + nitrate	Pacific	(28.05,28.1]	0.9482663	0.9427584	0.9537743
phosphate + nitrate	Pacific	(28.1, Inf]	0.9409047	0.9091701	0.9726394
phosphate + silicate	Atlantic	(-Inf,26]	0.8276146	0.7584715	0.8967578
phosphate + silicate	Atlantic	(26,26.5]	0.9379145	0.9284109	0.9474182
phosphate + silicate	Atlantic	(26.5,26.75]	0.9487571	0.9360342	0.9614800
phosphate + silicate	Atlantic	(26.75,27]	0.9374851	0.9206560	0.9543142
phosphate + silicate	Atlantic	(27,27.25]	0.9404612	0.9236969	0.9572255
phosphate + silicate	Atlantic	(27.25,27.5]	0.9299081	0.9118404	0.9479757
phosphate + silicate	Atlantic	(27.5,27.75]	0.9042866	0.9042505	0.9043227
phosphate + silicate	Atlantic	(27.75,27.85]	0.9407676	0.9302465	0.9512886
phosphate + silicate	Atlantic	(27.85,27.95]	0.9663333	0.9573761	0.9752905
phosphate + silicate	Atlantic	(27.95,28.05]	0.9830151	0.9808106	0.9852196
phosphate + silicate	Atlantic	(28.05,28.1]	0.9903114	0.9900369	0.9905859
phosphate + silicate	Atlantic	(28.1,28.15]	0.9920884	0.9918990	0.9922778
phosphate + silicate	Atlantic	(28.15,28.2]	0.9916934	0.9910858	0.9923010
phosphate + silicate	Atlantic	(28.2, Inf]	0.9680133	0.9546830	0.9813437
phosphate + silicate	Indian	(-Inf,26]	0.9393135	0.9178219	0.9608051
phosphate + silicate	Indian	(26,26.5]	0.9530422	0.9423815	0.9637029
phosphate + silicate	Indian	(26.5,26.75]	0.9518448	0.9443618	0.9593277
phosphate + silicate	Indian	(26.75,27]	0.9363762	0.9161460	0.9566063
phosphate + silicate	Indian	(27,27.25]	0.9358693	0.9293034	0.9424352
phosphate + silicate	Indian	(27.25,27.5]	0.9219099	0.9074258	0.9363939
phosphate + silicate	Indian	(27.5,27.75]	0.8443895	0.8207363	0.8680426
phosphate + silicate	Indian	(27.75,27.85]	0.8618478	0.8492691	0.8744265
phosphate + silicate	Indian	(27.85,27.95]	0.8999065	0.8967280	0.9030851
phosphate + silicate	Indian	(27.95,28.05]	0.9160010	0.9003465	0.9316556
phosphate + silicate	Indian	(28.05,28.1]	0.9491683	0.9290449	0.9692918
phosphate + silicate	Indian	(28.1, Inf]	0.8037692	0.7870516	0.8204867
phosphate + silicate	Pacific	(-Inf,26]	0.7248918	0.6985256	0.7512579
phosphate + silicate	Pacific	(26,26.5]	0.7206715	0.6730094	0.7683336
phosphate + silicate	Pacific	(26.5,26.75]	0.6456143	0.5607913	0.7304372
phosphate + silicate	Pacific	(26.75,27]	0.7962627	0.7418122	0.8507133
phosphate + silicate	Pacific	(27,27.25]	0.9084720	0.8873563	0.9295876
phosphate + silicate	Pacific	(27.25,27.5]	0.8848788	0.8567465	0.9130112
phosphate + silicate	Pacific	(27.5,27.75]	0.8803687	0.8522768	0.9084606
phosphate + silicate	Pacific	(27.75,27.85]	0.9492855	0.9450831	0.9534880
phosphate + silicate	Pacific	(27.85,27.95]	0.9597463	0.9570048	0.9624878
phosphate + silicate	Pacific	(27.95,28.05]	0.9484769	0.9475385	0.9494154
phosphate + silicate	Pacific	(28.05,28.1]	0.9420845	0.9419612	0.9422077
phosphate + silicate	Pacific	(28.1, Inf]	0.8678398	0.8245190	0.9111607
sal + aou	Atlantic	(-Inf,26]	-0.2706359	-0.4097651	-0.1315066
sal + aou	Atlantic	(26,26.5]	-0.3726154	-0.3747553	-0.3704755
sal + aou	Atlantic	(26.5,26.75]	-0.4212743	-0.4956226	-0.3469260
sal + aou	Atlantic	(26.75,27]	-0.3001099	-0.4190072	-0.1812126
sal + aou	Atlantic	(27,27.25]	-0.2296176	-0.3838288	-0.0754063
sal + aou	Atlantic	(27.25,27.5]	-0.2536742	-0.3678444	-0.1395041
sal + aou	Atlantic	(27.5,27.75]	-0.2833520	-0.2927909	-0.2739131
sal + aou	Atlantic	(27.75,27.85]	-0.1561007	-0.2240293	-0.0881720
sal + aou	Atlantic	(27.85,27.95]	-0.2020233	-0.3038313	-0.1002154
sal + aou	Atlantic	(27.95,28.05]	-0.4144026	-0.5102078	-0.3185974
sal + aou	Atlantic	(28.05,28.1]	-0.6675197	-0.6879968	-0.6470426
sal + aou	Atlantic	(28.1,28.15]	-0.7783329	-0.7874886	-0.7691772
sal + aou	Atlantic	(28.15,28.2]	-0.8884254	-0.8983685	-0.8784822
sal + aou	Atlantic	(28.2, Inf]	-0.4816355	-0.6216420	-0.3416291
sal + aou	Indian	(-Inf,26]	-0.6928165	-0.8361068	-0.5495263
sal + aou	Indian	(26,26.5]	-0.6054420	-0.7898876	-0.4209964
sal + aou	Indian	(26.5,26.75]	-0.0791759	-0.2244813	0.0661295
sal + aou	Indian	(26.75,27]	0.4744672	0.3271291	0.6218054
sal + aou	Indian	(27,27.25]	0.8665851	0.8524355	0.8807346
sal + aou	Indian	(27.25,27.5]	0.9255885	0.8798957	0.9712812
sal + aou	Indian	(27.5,27.75]	0.9232140	0.8817771	0.9646510
sal + aou	Indian	(27.75,27.85]	0.9538153	0.9438227	0.9638079
sal + aou	Indian	(27.85,27.95]	0.9166091	0.9091349	0.9240833
sal + aou	Indian	(27.95,28.05]	0.6956884	0.6544012	0.7369757
sal + aou	Indian	(28.05,28.1]	0.1370411	0.0272218	0.2468604
sal + aou	Indian	(28.1, Inf]	0.6192295	0.5934134	0.6450456
sal + aou	Pacific	(-Inf,26]	-0.0555333	-0.0639741	-0.0470925
sal + aou	Pacific	(26,26.5]	0.1286416	-0.0647947	0.3220780
sal + aou	Pacific	(26.5,26.75]	0.3367768	0.2061878	0.4673657
sal + aou	Pacific	(26.75,27]	-0.0122561	-0.1397780	0.1152657
sal + aou	Pacific	(27,27.25]	-0.1747751	-0.2205758	-0.1289745
sal + aou	Pacific	(27.25,27.5]	0.1197872	0.0348282	0.2047461
sal + aou	Pacific	(27.5,27.75]	0.1394446	0.0068461	0.2720431
sal + aou	Pacific	(27.75,27.85]	-0.1083536	-0.2374522	0.0207449
sal + aou	Pacific	(27.85,27.95]	-0.3000173	-0.4635596	-0.1364750
sal + aou	Pacific	(27.95,28.05]	-0.5209506	-0.7719142	-0.2699871
sal + aou	Pacific	(28.05,28.1]	-0.6066718	-0.8865590	-0.3267847
sal + aou	Pacific	(28.1, Inf]	-0.3319459	-0.7262937	0.0624019
sal + nitrate	Atlantic	(-Inf,26]	-0.3280610	-0.3859385	-0.2701835
sal + nitrate	Atlantic	(26,26.5]	-0.5245152	-0.5401131	-0.5089173
sal + nitrate	Atlantic	(26.5,26.75]	-0.6102092	-0.6814910	-0.5389273
sal + nitrate	Atlantic	(26.75,27]	-0.5689578	-0.6474724	-0.4904432
sal + nitrate	Atlantic	(27,27.25]	-0.5868028	-0.6453217	-0.5282839
sal + nitrate	Atlantic	(27.25,27.5]	-0.6635513	-0.6853636	-0.6417390
sal + nitrate	Atlantic	(27.5,27.75]	-0.6414035	-0.6877439	-0.5950631
sal + nitrate	Atlantic	(27.75,27.85]	-0.5154255	-0.5778613	-0.4529897
sal + nitrate	Atlantic	(27.85,27.95]	-0.5377090	-0.6158536	-0.4595644
sal + nitrate	Atlantic	(27.95,28.05]	-0.7061446	-0.7643411	-0.6479481
sal + nitrate	Atlantic	(28.05,28.1]	-0.8355735	-0.8449250	-0.8262220
sal + nitrate	Atlantic	(28.1,28.15]	-0.8743867	-0.8784015	-0.8703719
sal + nitrate	Atlantic	(28.15,28.2]	-0.9366758	-0.9373556	-0.9359961
sal + nitrate	Atlantic	(28.2, Inf]	-0.8719464	-0.9108655	-0.8330273
sal + nitrate	Indian	(-Inf,26]	-0.7273242	-0.8514418	-0.6032066
sal + nitrate	Indian	(26,26.5]	-0.7158936	-0.8572086	-0.5745787
sal + nitrate	Indian	(26.5,26.75]	-0.3376970	-0.5188571	-0.1565368
sal + nitrate	Indian	(26.75,27]	0.0543396	-0.1925981	0.3012772
sal + nitrate	Indian	(27,27.25]	0.4359741	0.3631905	0.5087578
sal + nitrate	Indian	(27.25,27.5]	0.6794907	0.5853179	0.7736636
sal + nitrate	Indian	(27.5,27.75]	0.7480518	0.6676218	0.8284819
sal + nitrate	Indian	(27.75,27.85]	0.7591702	0.7014659	0.8168745
sal + nitrate	Indian	(27.85,27.95]	0.5983964	0.5853937	0.6113991
sal + nitrate	Indian	(27.95,28.05]	0.1263859	0.0551287	0.1976431
sal + nitrate	Indian	(28.05,28.1]	-0.2961421	-0.2971348	-0.2951493
sal + nitrate	Indian	(28.1, Inf]	-0.1734160	-0.2346386	-0.1121934
sal + nitrate	Pacific	(-Inf,26]	-0.3507119	-0.4182672	-0.2831565
sal + nitrate	Pacific	(26,26.5]	-0.2598148	-0.4837205	-0.0359091
sal + nitrate	Pacific	(26.5,26.75]	-0.1793945	-0.3824679	0.0236789
sal + nitrate	Pacific	(26.75,27]	-0.3587734	-0.4727877	-0.2447592
sal + nitrate	Pacific	(27,27.25]	-0.2892671	-0.3465734	-0.2319609
sal + nitrate	Pacific	(27.25,27.5]	0.0987042	0.0020741	0.1953342
sal + nitrate	Pacific	(27.5,27.75]	0.1210521	-0.0036104	0.2457145
sal + nitrate	Pacific	(27.75,27.85]	-0.1270893	-0.2336029	-0.0205757
sal + nitrate	Pacific	(27.85,27.95]	-0.3249876	-0.4776914	-0.1722837
sal + nitrate	Pacific	(27.95,28.05]	-0.5855668	-0.7942474	-0.3768862
sal + nitrate	Pacific	(28.05,28.1]	-0.6863594	-0.9161582	-0.4565606
sal + nitrate	Pacific	(28.1, Inf]	-0.4476615	-0.8228163	-0.0725066
sal + oxygen	Atlantic	(-Inf,26]	0.0012732	-0.1203932	0.1229395
sal + oxygen	Atlantic	(26,26.5]	0.0921397	0.0611517	0.1231278
sal + oxygen	Atlantic	(26.5,26.75]	0.1769114	0.1216798	0.2321431
sal + oxygen	Atlantic	(26.75,27]	0.0243375	-0.1067689	0.1554439
sal + oxygen	Atlantic	(27,27.25]	-0.0660285	-0.2256189	0.0935619
sal + oxygen	Atlantic	(27.25,27.5]	-0.0784460	-0.2196970	0.0628049
sal + oxygen	Atlantic	(27.5,27.75]	-0.0652867	-0.0918987	-0.0386747
sal + oxygen	Atlantic	(27.75,27.85]	-0.1621394	-0.2082017	-0.1160771
sal + oxygen	Atlantic	(27.85,27.95]	-0.0582923	-0.1507915	0.0342070
sal + oxygen	Atlantic	(27.95,28.05]	0.1788836	0.0785801	0.2791871
sal + oxygen	Atlantic	(28.05,28.1]	0.4876027	0.4544995	0.5207060
sal + oxygen	Atlantic	(28.1,28.15]	0.6740659	0.6634304	0.6847014
sal + oxygen	Atlantic	(28.15,28.2]	0.8471805	0.8345879	0.8597732
sal + oxygen	Atlantic	(28.2, Inf]	0.3203744	0.1410949	0.4996538
sal + oxygen	Indian	(-Inf,26]	0.6849420	0.5321394	0.8377447
sal + oxygen	Indian	(26,26.5]	0.5515889	0.3563935	0.7467844
sal + oxygen	Indian	(26.5,26.75]	-0.0081751	-0.1351084	0.1187582
sal + oxygen	Indian	(26.75,27]	-0.5772668	-0.6862807	-0.4682528
sal + oxygen	Indian	(27,27.25]	-0.9101980	-0.9301109	-0.8902851
sal + oxygen	Indian	(27.25,27.5]	-0.9466740	-0.9849716	-0.9083764
sal + oxygen	Indian	(27.5,27.75]	-0.9321617	-0.9626551	-0.9016683
sal + oxygen	Indian	(27.75,27.85]	-0.9575589	-0.9659086	-0.9492093
sal + oxygen	Indian	(27.85,27.95]	-0.9366855	-0.9442363	-0.9291347
sal + oxygen	Indian	(27.95,28.05]	-0.7784402	-0.8191622	-0.7377181
sal + oxygen	Indian	(28.05,28.1]	-0.2640772	-0.4065975	-0.1215569
sal + oxygen	Indian	(28.1, Inf]	-0.7281499	-0.7550145	-0.7012853
sal + oxygen	Pacific	(-Inf,26]	-0.3374296	-0.3815499	-0.2933093
sal + oxygen	Pacific	(26,26.5]	-0.3172288	-0.4685117	-0.1659459
sal + oxygen	Pacific	(26.5,26.75]	-0.5161005	-0.6087912	-0.4234099
sal + oxygen	Pacific	(26.75,27]	-0.2000700	-0.3268537	-0.0732862
sal + oxygen	Pacific	(27,27.25]	0.0725150	0.0210835	0.1239466
sal + oxygen	Pacific	(27.25,27.5]	-0.1973503	-0.2870842	-0.1076164
sal + oxygen	Pacific	(27.5,27.75]	-0.2029743	-0.3503189	-0.0556298
sal + oxygen	Pacific	(27.75,27.85]	0.0528099	-0.0840470	0.1896668
sal + oxygen	Pacific	(27.85,27.95]	0.2523477	0.0696625	0.4350329
sal + oxygen	Pacific	(27.95,28.05]	0.4810856	0.1923629	0.7698084
sal + oxygen	Pacific	(28.05,28.1]	0.5573686	0.2342279	0.8805093
sal + oxygen	Pacific	(28.1, Inf]	0.2727386	-0.1314776	0.6769547
sal + phosphate	Atlantic	(-Inf,26]	-0.6003321	-0.6790519	-0.5216123
sal + phosphate	Atlantic	(26,26.5]	-0.7070330	-0.7280541	-0.6860118
sal + phosphate	Atlantic	(26.5,26.75]	-0.7268248	-0.7862437	-0.6674059
sal + phosphate	Atlantic	(26.75,27]	-0.6820644	-0.7499898	-0.6141390
sal + phosphate	Atlantic	(27,27.25]	-0.6837737	-0.7323945	-0.6351530
sal + phosphate	Atlantic	(27.25,27.5]	-0.7317639	-0.7515280	-0.7119998
sal + phosphate	Atlantic	(27.5,27.75]	-0.6962689	-0.7345371	-0.6580007
sal + phosphate	Atlantic	(27.75,27.85]	-0.5709747	-0.6249943	-0.5169551
sal + phosphate	Atlantic	(27.85,27.95]	-0.5666349	-0.6401594	-0.4931103
sal + phosphate	Atlantic	(27.95,28.05]	-0.7137039	-0.7720018	-0.6554061
sal + phosphate	Atlantic	(28.05,28.1]	-0.8467395	-0.8563405	-0.8371385
sal + phosphate	Atlantic	(28.1,28.15]	-0.8855996	-0.8897016	-0.8814977
sal + phosphate	Atlantic	(28.15,28.2]	-0.9386194	-0.9391641	-0.9380746
sal + phosphate	Atlantic	(28.2, Inf]	-0.8752349	-0.9140537	-0.8364161
sal + phosphate	Indian	(-Inf,26]	-0.6852191	-0.8410679	-0.5293703
sal + phosphate	Indian	(26,26.5]	-0.6465247	-0.8498650	-0.4431843
sal + phosphate	Indian	(26.5,26.75]	-0.2709087	-0.5098565	-0.0319608
sal + phosphate	Indian	(26.75,27]	0.1328309	-0.1647638	0.4304257
sal + phosphate	Indian	(27,27.25]	0.5611416	0.4150834	0.7071999
sal + phosphate	Indian	(27.25,27.5]	0.7986293	0.7835565	0.8137020
sal + phosphate	Indian	(27.5,27.75]	0.8582170	0.8220529	0.8943811
sal + phosphate	Indian	(27.75,27.85]	0.8469201	0.7972707	0.8965695
sal + phosphate	Indian	(27.85,27.95]	0.6591027	0.6163583	0.7018471
sal + phosphate	Indian	(27.95,28.05]	0.1828051	0.1008534	0.2647567
sal + phosphate	Indian	(28.05,28.1]	-0.2659835	-0.2840397	-0.2479272
sal + phosphate	Indian	(28.1, Inf]	-0.1590101	-0.2479031	-0.0701171
sal + phosphate	Pacific	(-Inf,26]	-0.2540706	-0.3149928	-0.1931485
sal + phosphate	Pacific	(26,26.5]	-0.2185141	-0.4232993	-0.0137289
sal + phosphate	Pacific	(26.5,26.75]	-0.1641362	-0.3646312	0.0363589
sal + phosphate	Pacific	(26.75,27]	-0.3790296	-0.4904646	-0.2675947
sal + phosphate	Pacific	(27,27.25]	-0.3003213	-0.3541774	-0.2464652
sal + phosphate	Pacific	(27.25,27.5]	0.0850013	-0.0068268	0.1768294
sal + phosphate	Pacific	(27.5,27.75]	0.1234611	-0.0006519	0.2475740
sal + phosphate	Pacific	(27.75,27.85]	-0.1149920	-0.2252723	-0.0047116
sal + phosphate	Pacific	(27.85,27.95]	-0.3320350	-0.4809691	-0.1831009
sal + phosphate	Pacific	(27.95,28.05]	-0.5989642	-0.8021941	-0.3957343
sal + phosphate	Pacific	(28.05,28.1]	-0.7013723	-0.9184674	-0.4842773
sal + phosphate	Pacific	(28.1, Inf]	-0.4801961	-0.8231725	-0.1372197
sal + silicate	Atlantic	(-Inf,26]	-0.6236249	-0.6249586	-0.6222912
sal + silicate	Atlantic	(26,26.5]	-0.6887492	-0.7101200	-0.6673784
sal + silicate	Atlantic	(26.5,26.75]	-0.6864728	-0.7537332	-0.6192124
sal + silicate	Atlantic	(26.75,27]	-0.6423127	-0.7146143	-0.5700111
sal + silicate	Atlantic	(27,27.25]	-0.6638513	-0.7107713	-0.6169312
sal + silicate	Atlantic	(27.25,27.5]	-0.7606034	-0.7655480	-0.7556588
sal + silicate	Atlantic	(27.5,27.75]	-0.7149240	-0.7387546	-0.6910934
sal + silicate	Atlantic	(27.75,27.85]	-0.5833755	-0.6079366	-0.5588143
sal + silicate	Atlantic	(27.85,27.95]	-0.6384350	-0.6818040	-0.5950659
sal + silicate	Atlantic	(27.95,28.05]	-0.7444669	-0.7910683	-0.6978655
sal + silicate	Atlantic	(28.05,28.1]	-0.8389607	-0.8469208	-0.8310007
sal + silicate	Atlantic	(28.1,28.15]	-0.8738269	-0.8792150	-0.8684387
sal + silicate	Atlantic	(28.15,28.2]	-0.9100749	-0.9127551	-0.9073946
sal + silicate	Atlantic	(28.2, Inf]	-0.8088897	-0.8697748	-0.7480045
sal + silicate	Indian	(-Inf,26]	-0.8039944	-0.8784343	-0.7295545
sal + silicate	Indian	(26,26.5]	-0.7278714	-0.8510241	-0.6047187
sal + silicate	Indian	(26.5,26.75]	-0.1986219	-0.3017062	-0.0955376
sal + silicate	Indian	(26.75,27]	0.3424994	0.1865484	0.4984503
sal + silicate	Indian	(27,27.25]	0.6337050	0.6070044	0.6604055
sal + silicate	Indian	(27.25,27.5]	0.7019877	0.6139145	0.7900609
sal + silicate	Indian	(27.5,27.75]	0.7218017	0.6068885	0.8367148
sal + silicate	Indian	(27.75,27.85]	0.7998565	0.7662945	0.8334186
sal + silicate	Indian	(27.85,27.95]	0.6891819	0.6527340	0.7256298
sal + silicate	Indian	(27.95,28.05]	0.3678326	0.3418635	0.3938017
sal + silicate	Indian	(28.05,28.1]	-0.0746406	-0.1347326	-0.0145486
sal + silicate	Indian	(28.1, Inf]	-0.1781941	-0.1806748	-0.1757134
sal + silicate	Pacific	(-Inf,26]	-0.6346230	-0.6896768	-0.5795691
sal + silicate	Pacific	(26,26.5]	-0.6259187	-0.7163963	-0.5354410
sal + silicate	Pacific	(26.5,26.75]	-0.7011719	-0.7545095	-0.6478343
sal + silicate	Pacific	(26.75,27]	-0.7436644	-0.7561695	-0.7311592
sal + silicate	Pacific	(27,27.25]	-0.5469881	-0.5516044	-0.5423718
sal + silicate	Pacific	(27.25,27.5]	-0.1946366	-0.2175878	-0.1716854
sal + silicate	Pacific	(27.5,27.75]	-0.0145062	-0.0581320	0.0291197
sal + silicate	Pacific	(27.75,27.85]	-0.1620125	-0.2682442	-0.0557807
sal + silicate	Pacific	(27.85,27.95]	-0.3105679	-0.4390907	-0.1820451
sal + silicate	Pacific	(27.95,28.05]	-0.4975965	-0.6776468	-0.3175462
sal + silicate	Pacific	(28.05,28.1]	-0.6256578	-0.8214746	-0.4298411
sal + silicate	Pacific	(28.1, Inf]	-0.4211810	-0.8486386	0.0062766
sal + temp	Atlantic	(-Inf,26]	0.7703786	0.7491888	0.7915684
sal + temp	Atlantic	(26,26.5]	0.9592261	0.9551005	0.9633518
sal + temp	Atlantic	(26.5,26.75]	0.9772161	0.9765045	0.9779277
sal + temp	Atlantic	(26.75,27]	0.9715708	0.9679877	0.9751539
sal + temp	Atlantic	(27,27.25]	0.9769202	0.9766228	0.9772175
sal + temp	Atlantic	(27.25,27.5]	0.9763864	0.9755433	0.9772296
sal + temp	Atlantic	(27.5,27.75]	0.9661445	0.9624170	0.9698719
sal + temp	Atlantic	(27.75,27.85]	0.9783755	0.9742097	0.9825414
sal + temp	Atlantic	(27.85,27.95]	0.9600304	0.9570663	0.9629945
sal + temp	Atlantic	(27.95,28.05]	0.9429643	0.9376821	0.9482465
sal + temp	Atlantic	(28.05,28.1]	0.9726431	0.9687726	0.9765137
sal + temp	Atlantic	(28.1,28.15]	0.9674318	0.9604154	0.9744481
sal + temp	Atlantic	(28.15,28.2]	0.8064110	0.7023480	0.9104740
sal + temp	Atlantic	(28.2, Inf]	0.5762015	0.3945464	0.7578566
sal + temp	Indian	(-Inf,26]	0.2439154	0.1685032	0.3193276
sal + temp	Indian	(26,26.5]	0.8653972	0.8449383	0.8858560
sal + temp	Indian	(26.5,26.75]	0.9596619	0.9544370	0.9648867
sal + temp	Indian	(26.75,27]	0.9746410	0.9669613	0.9823207
sal + temp	Indian	(27,27.25]	0.9648762	0.9617574	0.9679950
sal + temp	Indian	(27.25,27.5]	0.9483830	0.9353272	0.9614387
sal + temp	Indian	(27.5,27.75]	0.9086574	0.8817255	0.9355894
sal + temp	Indian	(27.75,27.85]	0.9384490	0.9315609	0.9453372
sal + temp	Indian	(27.85,27.95]	0.9475817	0.9335505	0.9616130
sal + temp	Indian	(27.95,28.05]	0.9517948	0.9414023	0.9621873
sal + temp	Indian	(28.05,28.1]	0.9279701	0.9029362	0.9530039
sal + temp	Indian	(28.1, Inf]	0.9294218	0.9236711	0.9351724
sal + temp	Pacific	(-Inf,26]	0.7118498	0.7105276	0.7131719
sal + temp	Pacific	(26,26.5]	0.9507499	0.9501752	0.9513246
sal + temp	Pacific	(26.5,26.75]	0.9790863	0.9785460	0.9796267
sal + temp	Pacific	(26.75,27]	0.9771839	0.9757988	0.9785691
sal + temp	Pacific	(27,27.25]	0.9429690	0.9379963	0.9479417
sal + temp	Pacific	(27.25,27.5]	0.8313921	0.8125552	0.8502290
sal + temp	Pacific	(27.5,27.75]	0.6689521	0.5686039	0.7693002
sal + temp	Pacific	(27.75,27.85]	0.7867732	0.7443548	0.8291916
sal + temp	Pacific	(27.85,27.95]	0.6540178	0.5566339	0.7514018
sal + temp	Pacific	(27.95,28.05]	0.4700681	0.2583152	0.6818210
sal + temp	Pacific	(28.05,28.1]	0.3932917	0.1560796	0.6305038
sal + temp	Pacific	(28.1, Inf]	0.0051237	-0.3068160	0.3170634
temp + aou	Atlantic	(-Inf,26]	-0.3423900	-0.4922026	-0.1925773
temp + aou	Atlantic	(26,26.5]	-0.3630481	-0.3668716	-0.3592246
temp + aou	Atlantic	(26.5,26.75]	-0.3788193	-0.4453469	-0.3122917
temp + aou	Atlantic	(26.75,27]	-0.2160323	-0.3462140	-0.0858506
temp + aou	Atlantic	(27,27.25]	-0.1406288	-0.2858545	0.0045968
temp + aou	Atlantic	(27.25,27.5]	-0.1938984	-0.3085121	-0.0792848
temp + aou	Atlantic	(27.5,27.75]	-0.2313900	-0.2508132	-0.2119668
temp + aou	Atlantic	(27.75,27.85]	-0.1193574	-0.2083347	-0.0303802
temp + aou	Atlantic	(27.85,27.95]	-0.1461372	-0.2564711	-0.0358034
temp + aou	Atlantic	(27.95,28.05]	-0.3874880	-0.4272775	-0.3476985
temp + aou	Atlantic	(28.05,28.1]	-0.5544926	-0.5580900	-0.5508951
temp + aou	Atlantic	(28.1,28.15]	-0.6309676	-0.6623665	-0.5995687
temp + aou	Atlantic	(28.15,28.2]	-0.6018894	-0.7285822	-0.4751967
temp + aou	Atlantic	(28.2, Inf]	0.1826148	0.1728688	0.1923608
temp + aou	Indian	(-Inf,26]	-0.3809465	-0.4597363	-0.3021566
temp + aou	Indian	(26,26.5]	-0.4630568	-0.5593001	-0.3668135
temp + aou	Indian	(26.5,26.75]	-0.0387342	-0.1575655	0.0800971
temp + aou	Indian	(26.75,27]	0.3793895	0.2205258	0.5382532
temp + aou	Indian	(27,27.25]	0.7860699	0.7734212	0.7987185
temp + aou	Indian	(27.25,27.5]	0.8685895	0.8605929	0.8765861
temp + aou	Indian	(27.5,27.75]	0.9043103	0.9022124	0.9064082
temp + aou	Indian	(27.75,27.85]	0.9466056	0.9400533	0.9531580
temp + aou	Indian	(27.85,27.95]	0.9100001	0.8893321	0.9306680
temp + aou	Indian	(27.95,28.05]	0.7424226	0.6905245	0.7943208
temp + aou	Indian	(28.05,28.1]	0.3835400	0.3181902	0.4488898
temp + aou	Indian	(28.1, Inf]	0.7828926	0.7795628	0.7862223
temp + aou	Pacific	(-Inf,26]	-0.2384065	-0.2415625	-0.2352505
temp + aou	Pacific	(26,26.5]	0.0555394	-0.1155922	0.2266711
temp + aou	Pacific	(26.5,26.75]	0.3497857	0.2417528	0.4578185
temp + aou	Pacific	(26.75,27]	-0.0110354	-0.1296082	0.1075373
temp + aou	Pacific	(27,27.25]	-0.2211590	-0.2505360	-0.1917820
temp + aou	Pacific	(27.25,27.5]	0.0456873	-0.0501073	0.1414819
temp + aou	Pacific	(27.5,27.75]	0.1730414	0.0257864	0.3202964
temp + aou	Pacific	(27.75,27.85]	0.0688374	-0.0427574	0.1804322
temp + aou	Pacific	(27.85,27.95]	0.0234833	-0.1385870	0.1855536
temp + aou	Pacific	(27.95,28.05]	0.0099125	-0.2474131	0.2672380
temp + aou	Pacific	(28.05,28.1]	0.1322294	-0.1497255	0.4141843
temp + aou	Pacific	(28.1, Inf]	0.8213790	0.7926465	0.8501114
temp + nitrate	Atlantic	(-Inf,26]	-0.3211851	-0.3808380	-0.2615323
temp + nitrate	Atlantic	(26,26.5]	-0.5344625	-0.5463726	-0.5225524
temp + nitrate	Atlantic	(26.5,26.75]	-0.5656338	-0.6308929	-0.5003748
temp + nitrate	Atlantic	(26.75,27]	-0.4696727	-0.5652274	-0.3741179
temp + nitrate	Atlantic	(27,27.25]	-0.4876513	-0.5420530	-0.4332495
temp + nitrate	Atlantic	(27.25,27.5]	-0.5973655	-0.6186976	-0.5760334
temp + nitrate	Atlantic	(27.5,27.75]	-0.5938393	-0.6542478	-0.5334308
temp + nitrate	Atlantic	(27.75,27.85]	-0.5003522	-0.5823912	-0.4183131
temp + nitrate	Atlantic	(27.85,27.95]	-0.5115426	-0.6009861	-0.4220992
temp + nitrate	Atlantic	(27.95,28.05]	-0.6826924	-0.7064470	-0.6589378
temp + nitrate	Atlantic	(28.05,28.1]	-0.7552181	-0.7564271	-0.7540092
temp + nitrate	Atlantic	(28.1,28.15]	-0.7572609	-0.7783315	-0.7361903
temp + nitrate	Atlantic	(28.15,28.2]	-0.6516079	-0.7710093	-0.5322066
temp + nitrate	Atlantic	(28.2, Inf]	-0.2595664	-0.3812076	-0.1379252
temp + nitrate	Indian	(-Inf,26]	-0.4226169	-0.4927369	-0.3524969
temp + nitrate	Indian	(26,26.5]	-0.5821094	-0.6470303	-0.5171884
temp + nitrate	Indian	(26.5,26.75]	-0.3021915	-0.4591902	-0.1451928
temp + nitrate	Indian	(26.75,27]	-0.0522613	-0.2998061	0.1952834
temp + nitrate	Indian	(27,27.25]	0.2902598	0.1743986	0.4061210
temp + nitrate	Indian	(27.25,27.5]	0.5476857	0.5459239	0.5494475
temp + nitrate	Indian	(27.5,27.75]	0.7280267	0.7068251	0.7492282
temp + nitrate	Indian	(27.75,27.85]	0.7808829	0.7475475	0.8142184
temp + nitrate	Indian	(27.85,27.95]	0.6023180	0.5880657	0.6165703
temp + nitrate	Indian	(27.95,28.05]	0.2079232	0.1539992	0.2618473
temp + nitrate	Indian	(28.05,28.1]	-0.0262206	-0.0762769	0.0238357
temp + nitrate	Indian	(28.1, Inf]	0.0354052	-0.0720469	0.1428574
temp + nitrate	Pacific	(-Inf,26]	-0.4842456	-0.5244802	-0.4440111
temp + nitrate	Pacific	(26,26.5]	-0.3509187	-0.5518652	-0.1499722
temp + nitrate	Pacific	(26.5,26.75]	-0.1851508	-0.3708586	0.0005571
temp + nitrate	Pacific	(26.75,27]	-0.3741889	-0.4854363	-0.2629416
temp + nitrate	Pacific	(27,27.25]	-0.3635097	-0.4062067	-0.3208127
temp + nitrate	Pacific	(27.25,27.5]	-0.0225079	-0.1280083	0.0829924
temp + nitrate	Pacific	(27.5,27.75]	0.1376740	-0.0054724	0.2808204
temp + nitrate	Pacific	(27.75,27.85]	0.0444576	-0.0495354	0.1384506
temp + nitrate	Pacific	(27.85,27.95]	0.0024767	-0.1547386	0.1596921
temp + nitrate	Pacific	(27.95,28.05]	-0.0526305	-0.2672717	0.1620107
temp + nitrate	Pacific	(28.05,28.1]	0.0454414	-0.1961929	0.2870756
temp + nitrate	Pacific	(28.1, Inf]	0.6296494	0.5948044	0.6644943
temp + oxygen	Atlantic	(-Inf,26]	0.0103375	-0.1090987	0.1297736
temp + oxygen	Atlantic	(26,26.5]	0.0664464	0.0289881	0.1039046
temp + oxygen	Atlantic	(26.5,26.75]	0.1195736	0.0756117	0.1635355
temp + oxygen	Atlantic	(26.75,27]	-0.0744330	-0.2154093	0.0665432
temp + oxygen	Atlantic	(27,27.25]	-0.1643951	-0.3108587	-0.0179316
temp + oxygen	Atlantic	(27.25,27.5]	-0.1474319	-0.2868594	-0.0080044
temp + oxygen	Atlantic	(27.5,27.75]	-0.1321784	-0.1490549	-0.1153018
temp + oxygen	Atlantic	(27.75,27.85]	-0.2079650	-0.2745210	-0.1414090
temp + oxygen	Atlantic	(27.85,27.95]	-0.1282788	-0.2275091	-0.0290484
temp + oxygen	Atlantic	(27.95,28.05]	0.1308761	0.0895882	0.1721639
temp + oxygen	Atlantic	(28.05,28.1]	0.3520308	0.3382629	0.3657988
temp + oxygen	Atlantic	(28.1,28.15]	0.5048462	0.4697674	0.5399249
temp + oxygen	Atlantic	(28.15,28.2]	0.5194981	0.3745103	0.6644860
temp + oxygen	Atlantic	(28.2, Inf]	-0.3763429	-0.3827211	-0.3699646
temp + oxygen	Indian	(-Inf,26]	0.2847799	0.2047646	0.3647951
temp + oxygen	Indian	(26,26.5]	0.3911087	0.2921018	0.4901157
temp + oxygen	Indian	(26.5,26.75]	-0.0521257	-0.1522794	0.0480279
temp + oxygen	Indian	(26.75,27]	-0.4904938	-0.6117754	-0.3692123
temp + oxygen	Indian	(27,27.25]	-0.8483530	-0.8507614	-0.8459446
temp + oxygen	Indian	(27.25,27.5]	-0.9093712	-0.9145954	-0.9041470
temp + oxygen	Indian	(27.5,27.75]	-0.9361756	-0.9374707	-0.9348805
temp + oxygen	Indian	(27.75,27.85]	-0.9672146	-0.9704426	-0.9639867
temp + oxygen	Indian	(27.85,27.95]	-0.9442489	-0.9598170	-0.9286808
temp + oxygen	Indian	(27.95,28.05]	-0.8277455	-0.8745878	-0.7809031
temp + oxygen	Indian	(28.05,28.1]	-0.5032163	-0.5957795	-0.4106531
temp + oxygen	Indian	(28.1, Inf]	-0.8716729	-0.8738050	-0.8695408
temp + oxygen	Pacific	(-Inf,26]	-0.2697532	-0.3428135	-0.1966929
temp + oxygen	Pacific	(26,26.5]	-0.2567857	-0.3862873	-0.1272840
temp + oxygen	Pacific	(26.5,26.75]	-0.5341008	-0.6057507	-0.4624509
temp + oxygen	Pacific	(26.75,27]	-0.2069333	-0.3248894	-0.0889772
temp + oxygen	Pacific	(27,27.25]	0.1139818	0.0793935	0.1485702
temp + oxygen	Pacific	(27.25,27.5]	-0.1389874	-0.2396083	-0.0383664
temp + oxygen	Pacific	(27.5,27.75]	-0.2653390	-0.4218340	-0.1088439
temp + oxygen	Pacific	(27.75,27.85]	-0.1377488	-0.2541567	-0.0213410
temp + oxygen	Pacific	(27.85,27.95]	-0.0922859	-0.2674204	0.0828486
temp + oxygen	Pacific	(27.95,28.05]	-0.0802635	-0.3612253	0.2006982
temp + oxygen	Pacific	(28.05,28.1]	-0.1897892	-0.5025672	0.1229888
temp + oxygen	Pacific	(28.1, Inf]	-0.8719281	-0.9081658	-0.8356904
temp + phosphate	Atlantic	(-Inf,26]	-0.4911856	-0.5425670	-0.4398042
temp + phosphate	Atlantic	(26,26.5]	-0.6865603	-0.6997253	-0.6733953
temp + phosphate	Atlantic	(26.5,26.75]	-0.6790123	-0.7335062	-0.6245185
temp + phosphate	Atlantic	(26.75,27]	-0.5842801	-0.6708257	-0.4977346
temp + phosphate	Atlantic	(27,27.25]	-0.5886198	-0.6351047	-0.5421348
temp + phosphate	Atlantic	(27.25,27.5]	-0.6713249	-0.6904577	-0.6521920
temp + phosphate	Atlantic	(27.5,27.75]	-0.6510905	-0.7035781	-0.5986028
temp + phosphate	Atlantic	(27.75,27.85]	-0.5564724	-0.6298821	-0.4830626
temp + phosphate	Atlantic	(27.85,27.95]	-0.5389160	-0.6237794	-0.4540525
temp + phosphate	Atlantic	(27.95,28.05]	-0.6924633	-0.7157453	-0.6691813
temp + phosphate	Atlantic	(28.05,28.1]	-0.7677666	-0.7687733	-0.7667599
temp + phosphate	Atlantic	(28.1,28.15]	-0.7725658	-0.7935143	-0.7516174
temp + phosphate	Atlantic	(28.15,28.2]	-0.6567534	-0.7739537	-0.5395530
temp + phosphate	Atlantic	(28.2, Inf]	-0.2644060	-0.3853100	-0.1435019
temp + phosphate	Indian	(-Inf,26]	-0.3996322	-0.4472561	-0.3520083
temp + phosphate	Indian	(26,26.5]	-0.5264410	-0.6456580	-0.4072240
temp + phosphate	Indian	(26.5,26.75]	-0.2418088	-0.4476256	-0.0359920
temp + phosphate	Indian	(26.75,27]	0.0195438	-0.2699935	0.3090812
temp + phosphate	Indian	(27,27.25]	0.4107118	0.2325549	0.5888687
temp + phosphate	Indian	(27.25,27.5]	0.6663825	0.6021448	0.7306202
temp + phosphate	Indian	(27.5,27.75]	0.8144945	0.8020434	0.8269456
temp + phosphate	Indian	(27.75,27.85]	0.8026320	0.7711963	0.8340677
temp + phosphate	Indian	(27.85,27.95]	0.6200705	0.6119751	0.6281660
temp + phosphate	Indian	(27.95,28.05]	0.2486044	0.1900899	0.3071189
temp + phosphate	Indian	(28.05,28.1]	0.0043391	-0.0582078	0.0668861
temp + phosphate	Indian	(28.1, Inf]	0.0526847	-0.0787826	0.1841519
temp + phosphate	Pacific	(-Inf,26]	-0.4091009	-0.4420036	-0.3761982
temp + phosphate	Pacific	(26,26.5]	-0.3095918	-0.4940563	-0.1251274
temp + phosphate	Pacific	(26.5,26.75]	-0.1751753	-0.3594178	0.0090672
temp + phosphate	Pacific	(26.75,27]	-0.3950025	-0.4990104	-0.2909947
temp + phosphate	Pacific	(27,27.25]	-0.3675536	-0.4058778	-0.3292295
temp + phosphate	Pacific	(27.25,27.5]	-0.0294545	-0.1296374	0.0707283
temp + phosphate	Pacific	(27.5,27.75]	0.1446731	0.0033094	0.2860367
temp + phosphate	Pacific	(27.75,27.85]	0.0515579	-0.0460532	0.1491690
temp + phosphate	Pacific	(27.85,27.95]	-0.0060111	-0.1540757	0.1420534
temp + phosphate	Pacific	(27.95,28.05]	-0.0637473	-0.2720239	0.1445292
temp + phosphate	Pacific	(28.05,28.1]	0.0405699	-0.1684245	0.2495643
temp + phosphate	Pacific	(28.1, Inf]	0.6138232	0.5625410	0.6651053
temp + silicate	Atlantic	(-Inf,26]	-0.4707803	-0.5119151	-0.4296455
temp + silicate	Atlantic	(26,26.5]	-0.6703967	-0.6851644	-0.6556291
temp + silicate	Atlantic	(26.5,26.75]	-0.6608520	-0.7221385	-0.5995654
temp + silicate	Atlantic	(26.75,27]	-0.5792243	-0.6636154	-0.4948332
temp + silicate	Atlantic	(27,27.25]	-0.5994687	-0.6379497	-0.5609877
temp + silicate	Atlantic	(27.25,27.5]	-0.7440195	-0.7442377	-0.7438013
temp + silicate	Atlantic	(27.5,27.75]	-0.7247584	-0.7623781	-0.6871386
temp + silicate	Atlantic	(27.75,27.85]	-0.6095228	-0.6471806	-0.5718650
temp + silicate	Atlantic	(27.85,27.95]	-0.6384976	-0.6907695	-0.5862258
temp + silicate	Atlantic	(27.95,28.05]	-0.7316442	-0.7431125	-0.7201759
temp + silicate	Atlantic	(28.05,28.1]	-0.7549112	-0.7584424	-0.7513801
temp + silicate	Atlantic	(28.1,28.15]	-0.7537851	-0.7767997	-0.7307704
temp + silicate	Atlantic	(28.15,28.2]	-0.6087047	-0.7325296	-0.4848797
temp + silicate	Atlantic	(28.2, Inf]	-0.1913796	-0.2889457	-0.0938136
temp + silicate	Indian	(-Inf,26]	-0.5023940	-0.5787457	-0.4260423
temp + silicate	Indian	(26,26.5]	-0.5701665	-0.6048060	-0.5355270
temp + silicate	Indian	(26.5,26.75]	-0.1470102	-0.2262393	-0.0677812
temp + silicate	Indian	(26.75,27]	0.2481820	0.0828891	0.4134749
temp + silicate	Indian	(27,27.25]	0.5064612	0.4396699	0.5732525
temp + silicate	Indian	(27.25,27.5]	0.5695867	0.5611288	0.5780447
temp + silicate	Indian	(27.5,27.75]	0.5738150	0.5510162	0.5966137
temp + silicate	Indian	(27.75,27.85]	0.6656566	0.6063549	0.7249584
temp + silicate	Indian	(27.85,27.95]	0.5803575	0.5640745	0.5966405
temp + silicate	Indian	(27.95,28.05]	0.3598330	0.3506568	0.3690092
temp + silicate	Indian	(28.05,28.1]	0.1787863	0.1674329	0.1901398
temp + silicate	Indian	(28.1, Inf]	-0.0594689	-0.1250635	0.0061257
temp + silicate	Pacific	(-Inf,26]	-0.6214717	-0.6540007	-0.5889427
temp + silicate	Pacific	(26,26.5]	-0.6839229	-0.7499760	-0.6178697
temp + silicate	Pacific	(26.5,26.75]	-0.6932367	-0.7356717	-0.6508016
temp + silicate	Pacific	(26.75,27]	-0.7342543	-0.7456987	-0.7228098
temp + silicate	Pacific	(27,27.25]	-0.5773350	-0.5897822	-0.5648878
temp + silicate	Pacific	(27.25,27.5]	-0.3100567	-0.3498909	-0.2702225
temp + silicate	Pacific	(27.5,27.75]	-0.1482224	-0.2304354	-0.0660093
temp + silicate	Pacific	(27.75,27.85]	-0.0742460	-0.1782027	0.0297107
temp + silicate	Pacific	(27.85,27.95]	-0.1178769	-0.2685022	0.0327484
temp + silicate	Pacific	(27.95,28.05]	-0.1641890	-0.4233879	0.0950099
temp + silicate	Pacific	(28.05,28.1]	0.0300215	-0.1954937	0.2555367
temp + silicate	Pacific	(28.1, Inf]	0.5628130	0.4555268	0.6700991

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
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]	0.5956585	0.5563276	0.6349893
aou	Atlantic	(26,26.5]	-0.1729064	-0.2089781	-0.1368347
aou	Atlantic	(26.5,26.75]	-0.4639027	-0.4840189	-0.4437866
aou	Atlantic	(26.75,27]	-0.4595558	-0.5002144	-0.4188972
aou	Atlantic	(27,27.25]	-0.4803975	-0.5952226	-0.3655724
aou	Atlantic	(27.25,27.5]	-0.5697106	-0.6316600	-0.5077612
aou	Atlantic	(27.5,27.75]	-0.7290450	-0.7342580	-0.7238319
aou	Atlantic	(27.75,27.85]	-0.7986443	-0.8152378	-0.7820508
aou	Atlantic	(27.85,27.95]	-0.8442266	-0.8562671	-0.8321860
aou	Atlantic	(27.95,28.05]	-0.8437630	-0.8507992	-0.8367268
aou	Atlantic	(28.05,28.1]	-0.8622068	-0.8641874	-0.8602261
aou	Atlantic	(28.1,28.15]	-0.9001404	-0.9064897	-0.8937910
aou	Atlantic	(28.15,28.2]	-0.9373528	-0.9467173	-0.9279884
aou	Atlantic	(28.2, Inf]	-0.6380821	-0.7599975	-0.5161667
aou	Indian	(-Inf,26]	-0.6706885	-0.7174210	-0.6239561
aou	Indian	(26,26.5]	-0.9215112	-0.9498237	-0.8931988
aou	Indian	(26.5,26.75]	-0.7441114	-0.8436088	-0.6446140
aou	Indian	(26.75,27]	-0.3834696	-0.4696540	-0.2972852
aou	Indian	(27,27.25]	0.2398523	0.0809880	0.3987165
aou	Indian	(27.25,27.5]	0.5654504	0.5277120	0.6031888
aou	Indian	(27.5,27.75]	0.4106496	0.2816402	0.5396590
aou	Indian	(27.75,27.85]	0.0875096	-0.0639907	0.2390098
aou	Indian	(27.85,27.95]	0.1857706	-0.0229764	0.3945176
aou	Indian	(27.95,28.05]	0.0816478	-0.1144079	0.2777034
aou	Indian	(28.05,28.1]	0.0198009	-0.0564043	0.0960061
aou	Indian	(28.1, Inf]	0.3173604	0.2112100	0.4235107
aou	Pacific	(-Inf,26]	0.0838795	0.0594912	0.1082677
aou	Pacific	(26,26.5]	-0.4748081	-0.5226519	-0.4269643
aou	Pacific	(26.5,26.75]	-0.1861246	-0.2005108	-0.1717384
aou	Pacific	(26.75,27]	-0.3966383	-0.4711655	-0.3221110
aou	Pacific	(27,27.25]	0.1440203	0.1107459	0.1772947
aou	Pacific	(27.25,27.5]	0.5965947	0.5473739	0.6458156
aou	Pacific	(27.5,27.75]	0.7196151	0.6699318	0.7692983
aou	Pacific	(27.75,27.85]	0.8011641	0.7855869	0.8167413
aou	Pacific	(27.85,27.95]	0.7583444	0.7284604	0.7882285
aou	Pacific	(27.95,28.05]	0.5438668	0.5205257	0.5672080
aou	Pacific	(28.05,28.1]	0.3307489	0.3028115	0.3586863
aou	Pacific	(28.1, Inf]	0.3042898	0.2926512	0.3159284
nitrate	Atlantic	(-Inf,26]	0.3838417	0.3650538	0.4026295
nitrate	Atlantic	(26,26.5]	-0.3381627	-0.3975237	-0.2788017
nitrate	Atlantic	(26.5,26.75]	-0.6302176	-0.6560229	-0.6044123
nitrate	Atlantic	(26.75,27]	-0.7230771	-0.7248341	-0.7213200
nitrate	Atlantic	(27,27.25]	-0.8263993	-0.8527716	-0.8000270
nitrate	Atlantic	(27.25,27.5]	-0.9130883	-0.9144659	-0.9117108
nitrate	Atlantic	(27.5,27.75]	-0.9512710	-0.9582917	-0.9442502
nitrate	Atlantic	(27.75,27.85]	-0.9491264	-0.9597953	-0.9384574
nitrate	Atlantic	(27.85,27.95]	-0.9339171	-0.9482511	-0.9195831
nitrate	Atlantic	(27.95,28.05]	-0.9217685	-0.9267737	-0.9167634
nitrate	Atlantic	(28.05,28.1]	-0.9207479	-0.9256335	-0.9158623
nitrate	Atlantic	(28.1,28.15]	-0.9332380	-0.9408175	-0.9256584
nitrate	Atlantic	(28.15,28.2]	-0.9666010	-0.9703000	-0.9629020
nitrate	Atlantic	(28.2, Inf]	-0.9307786	-0.9565543	-0.9050028
nitrate	Indian	(-Inf,26]	-0.6639324	-0.7001318	-0.6277331
nitrate	Indian	(26,26.5]	-0.9247444	-0.9498298	-0.8996589
nitrate	Indian	(26.5,26.75]	-0.8668595	-0.9067071	-0.8270120
nitrate	Indian	(26.75,27]	-0.6969641	-0.7050535	-0.6888747
nitrate	Indian	(27,27.25]	-0.2192372	-0.2219450	-0.2165293
nitrate	Indian	(27.25,27.5]	0.3624307	0.3511336	0.3737278
nitrate	Indian	(27.5,27.75]	0.3499217	0.2538481	0.4459953
nitrate	Indian	(27.75,27.85]	-0.0130143	-0.1263494	0.1003207
nitrate	Indian	(27.85,27.95]	-0.0388109	-0.1781317	0.1005098
nitrate	Indian	(27.95,28.05]	-0.2937420	-0.3547034	-0.2327807
nitrate	Indian	(28.05,28.1]	-0.2286158	-0.2352096	-0.2220221
nitrate	Indian	(28.1, Inf]	-0.1520761	-0.1754582	-0.1286939
nitrate	Pacific	(-Inf,26]	0.0018416	-0.0057522	0.0094354
nitrate	Pacific	(26,26.5]	-0.6809251	-0.7565352	-0.6053150
nitrate	Pacific	(26.5,26.75]	-0.5719722	-0.6390892	-0.5048552
nitrate	Pacific	(26.75,27]	-0.5934288	-0.6748935	-0.5119642
nitrate	Pacific	(27,27.25]	0.0888442	0.0600753	0.1176132
nitrate	Pacific	(27.25,27.5]	0.5221917	0.4586448	0.5857386
nitrate	Pacific	(27.5,27.75]	0.6512300	0.5980450	0.7044150
nitrate	Pacific	(27.75,27.85]	0.7588671	0.7414638	0.7762705
nitrate	Pacific	(27.85,27.95]	0.7184376	0.6850542	0.7518210
nitrate	Pacific	(27.95,28.05]	0.4967882	0.4671406	0.5264359
nitrate	Pacific	(28.05,28.1]	0.2890974	0.2714242	0.3067706
nitrate	Pacific	(28.1, Inf]	0.2723850	0.2220024	0.3227675
oxygen	Atlantic	(-Inf,26]	-0.4776293	-0.5154022	-0.4398565
oxygen	Atlantic	(26,26.5]	0.0118481	0.0094210	0.0142753
oxygen	Atlantic	(26.5,26.75]	0.3213762	0.3199832	0.3227692
oxygen	Atlantic	(26.75,27]	0.3005959	0.2575902	0.3436015
oxygen	Atlantic	(27,27.25]	0.2834231	0.1480054	0.4188408
oxygen	Atlantic	(27.25,27.5]	0.3223172	0.2231145	0.4215199
oxygen	Atlantic	(27.5,27.75]	0.4898073	0.4410324	0.5385821
oxygen	Atlantic	(27.75,27.85]	0.5915814	0.5888480	0.5943148
oxygen	Atlantic	(27.85,27.95]	0.7042589	0.6994247	0.7090930
oxygen	Atlantic	(27.95,28.05]	0.7283634	0.7212872	0.7354397
oxygen	Atlantic	(28.05,28.1]	0.7826270	0.7752335	0.7900206
oxygen	Atlantic	(28.1,28.15]	0.8646050	0.8627084	0.8665017
oxygen	Atlantic	(28.15,28.2]	0.9271259	0.9174559	0.9367959
oxygen	Atlantic	(28.2, Inf]	0.5030088	0.3448143	0.6612034
oxygen	Indian	(-Inf,26]	0.7212862	0.6799377	0.7626348
oxygen	Indian	(26,26.5]	0.9196407	0.8950315	0.9442498
oxygen	Indian	(26.5,26.75]	0.6958419	0.5752058	0.8164779
oxygen	Indian	(26.75,27]	0.2811551	0.1584342	0.4038760
oxygen	Indian	(27,27.25]	-0.3185061	-0.4936416	-0.1433706
oxygen	Indian	(27.25,27.5]	-0.5861119	-0.6319686	-0.5402551
oxygen	Indian	(27.5,27.75]	-0.3844728	-0.5148397	-0.2541058
oxygen	Indian	(27.75,27.85]	-0.0866333	-0.2304090	0.0571425
oxygen	Indian	(27.85,27.95]	-0.2093670	-0.4144010	-0.0043330
oxygen	Indian	(27.95,28.05]	-0.1422108	-0.3446153	0.0601936
oxygen	Indian	(28.05,28.1]	-0.0671448	-0.1685444	0.0342548
oxygen	Indian	(28.1, Inf]	-0.3718824	-0.4840431	-0.2597218
oxygen	Pacific	(-Inf,26]	0.1467352	0.1432344	0.1502360
oxygen	Pacific	(26,26.5]	0.3380414	0.3175440	0.3585388
oxygen	Pacific	(26.5,26.75]	0.0244555	-0.0227621	0.0716730
oxygen	Pacific	(26.75,27]	0.2767759	0.2046655	0.3488863
oxygen	Pacific	(27,27.25]	-0.1203845	-0.1609371	-0.0798319
oxygen	Pacific	(27.25,27.5]	-0.5525597	-0.6052742	-0.4998453
oxygen	Pacific	(27.5,27.75]	-0.6734426	-0.7332342	-0.6136510
oxygen	Pacific	(27.75,27.85]	-0.7778058	-0.7928300	-0.7627815
oxygen	Pacific	(27.85,27.95]	-0.7406452	-0.7717165	-0.7095740
oxygen	Pacific	(27.95,28.05]	-0.5362302	-0.5599313	-0.5125292
oxygen	Pacific	(28.05,28.1]	-0.3328129	-0.3583700	-0.3072558
oxygen	Pacific	(28.1, Inf]	-0.2981316	-0.3041662	-0.2920971
phosphate	Atlantic	(-Inf,26]	0.2565647	0.2541503	0.2589792
phosphate	Atlantic	(26,26.5]	-0.4812248	-0.5627650	-0.3996846
phosphate	Atlantic	(26.5,26.75]	-0.7083678	-0.7344059	-0.6823298
phosphate	Atlantic	(26.75,27]	-0.7894768	-0.7911504	-0.7878031
phosphate	Atlantic	(27,27.25]	-0.8756198	-0.8925847	-0.8586549
phosphate	Atlantic	(27.25,27.5]	-0.9402680	-0.9432769	-0.9372591
phosphate	Atlantic	(27.5,27.75]	-0.9688506	-0.9736576	-0.9640436
phosphate	Atlantic	(27.75,27.85]	-0.9682680	-0.9734304	-0.9631055
phosphate	Atlantic	(27.85,27.95]	-0.9503594	-0.9592206	-0.9414983
phosphate	Atlantic	(27.95,28.05]	-0.9372500	-0.9387954	-0.9357046
phosphate	Atlantic	(28.05,28.1]	-0.9323578	-0.9405772	-0.9241385
phosphate	Atlantic	(28.1,28.15]	-0.9427617	-0.9545104	-0.9310130
phosphate	Atlantic	(28.15,28.2]	-0.9710086	-0.9755411	-0.9664761
phosphate	Atlantic	(28.2, Inf]	-0.9440756	-0.9651226	-0.9230286
phosphate	Indian	(-Inf,26]	-0.6782099	-0.7094577	-0.6469622
phosphate	Indian	(26,26.5]	-0.9282174	-0.9566899	-0.8997448
phosphate	Indian	(26.5,26.75]	-0.8686427	-0.9078904	-0.8293949
phosphate	Indian	(26.75,27]	-0.6939623	-0.7039961	-0.6839286
phosphate	Indian	(27,27.25]	-0.2172638	-0.2231645	-0.2113630
phosphate	Indian	(27.25,27.5]	0.3432959	0.3367282	0.3498635
phosphate	Indian	(27.5,27.75]	0.2973788	0.1793519	0.4154057
phosphate	Indian	(27.75,27.85]	-0.0809392	-0.2076011	0.0457227
phosphate	Indian	(27.85,27.95]	-0.1097611	-0.2655412	0.0460191
phosphate	Indian	(27.95,28.05]	-0.3346936	-0.4065777	-0.2628095
phosphate	Indian	(28.05,28.1]	-0.2792183	-0.3003856	-0.2580509
phosphate	Indian	(28.1, Inf]	-0.2846784	-0.2975845	-0.2717723
phosphate	Pacific	(-Inf,26]	-0.0621117	-0.0678453	-0.0563782
phosphate	Pacific	(26,26.5]	-0.7347819	-0.7895274	-0.6800364
phosphate	Pacific	(26.5,26.75]	-0.6386259	-0.6957649	-0.5814868
phosphate	Pacific	(26.75,27]	-0.6481456	-0.7189073	-0.5773840
phosphate	Pacific	(27,27.25]	0.0724866	0.0478684	0.0971048
phosphate	Pacific	(27.25,27.5]	0.5169649	0.4537903	0.5801395
phosphate	Pacific	(27.5,27.75]	0.6255473	0.5653433	0.6857512
phosphate	Pacific	(27.75,27.85]	0.7188886	0.6889945	0.7487828
phosphate	Pacific	(27.85,27.95]	0.6704638	0.6282009	0.7127268
phosphate	Pacific	(27.95,28.05]	0.4042006	0.3735188	0.4348824
phosphate	Pacific	(28.05,28.1]	0.1483210	0.1313789	0.1652632
phosphate	Pacific	(28.1, Inf]	0.1227511	0.1061078	0.1393944
sal	Atlantic	(-Inf,26]	-0.0708625	-0.0772969	-0.0644282
sal	Atlantic	(26,26.5]	0.6272856	0.5266377	0.7279335
sal	Atlantic	(26.5,26.75]	0.7427840	0.6937106	0.7918573
sal	Atlantic	(26.75,27]	0.7463397	0.7091806	0.7834988
sal	Atlantic	(27,27.25]	0.7736927	0.7717792	0.7756062
sal	Atlantic	(27.25,27.5]	0.8017323	0.7988372	0.8046275
sal	Atlantic	(27.5,27.75]	0.7360415	0.7014993	0.7705838
sal	Atlantic	(27.75,27.85]	0.6120374	0.5700478	0.6540270
sal	Atlantic	(27.85,27.95]	0.5187424	0.4417603	0.5957245
sal	Atlantic	(27.95,28.05]	0.6058379	0.5484164	0.6632594
sal	Atlantic	(28.05,28.1]	0.7414109	0.7294500	0.7533719
sal	Atlantic	(28.1,28.15]	0.7851409	0.7507188	0.8195629
sal	Atlantic	(28.15,28.2]	0.8944419	0.8929004	0.8959834
sal	Atlantic	(28.2, Inf]	0.9162606	0.9002467	0.9322746
sal	Indian	(-Inf,26]	0.6604497	0.5509202	0.7699791
sal	Indian	(26,26.5]	0.6200129	0.4817901	0.7582357
sal	Indian	(26.5,26.75]	0.5020049	0.2541961	0.7498138
sal	Indian	(26.75,27]	0.4599565	0.1901359	0.7297770
sal	Indian	(27,27.25]	0.4916941	0.2649714	0.7184168
sal	Indian	(27.25,27.5]	0.5664008	0.4674086	0.6653929
sal	Indian	(27.5,27.75]	0.4135972	0.2235225	0.6036719
sal	Indian	(27.75,27.85]	0.1472665	-0.0286306	0.3231637
sal	Indian	(27.85,27.95]	0.3142238	0.0991908	0.5292569
sal	Indian	(27.95,28.05]	0.4333316	0.2651649	0.6014983
sal	Indian	(28.05,28.1]	0.4019665	0.3043373	0.4995958
sal	Indian	(28.1, Inf]	0.4517412	0.3687638	0.5347186
sal	Pacific	(-Inf,26]	-0.0710920	-0.1191044	-0.0230797
sal	Pacific	(26,26.5]	0.5257890	0.4312443	0.6203336
sal	Pacific	(26.5,26.75]	0.6024831	0.5099257	0.6950406
sal	Pacific	(26.75,27]	0.4714076	0.4139879	0.5288274
sal	Pacific	(27,27.25]	-0.3601179	-0.3979511	-0.3222846
sal	Pacific	(27.25,27.5]	-0.4434764	-0.4730671	-0.4138858
sal	Pacific	(27.5,27.75]	-0.2414455	-0.2886530	-0.1942381
sal	Pacific	(27.75,27.85]	-0.3438488	-0.4795889	-0.2081088
sal	Pacific	(27.85,27.95]	-0.3325838	-0.4713530	-0.1938147
sal	Pacific	(27.95,28.05]	-0.1850096	-0.3126473	-0.0573719
sal	Pacific	(28.05,28.1]	-0.0980067	-0.1491263	-0.0468871
sal	Pacific	(28.1, Inf]	-0.0316579	-0.1146295	0.0513137
silicate	Atlantic	(-Inf,26]	0.1560371	0.1391869	0.1728874
silicate	Atlantic	(26,26.5]	-0.4662530	-0.5330961	-0.3994098
silicate	Atlantic	(26.5,26.75]	-0.6333150	-0.6654599	-0.6011701
silicate	Atlantic	(26.75,27]	-0.6678005	-0.6930916	-0.6425095
silicate	Atlantic	(27,27.25]	-0.8007068	-0.8228930	-0.7785206
silicate	Atlantic	(27.25,27.5]	-0.9036593	-0.9101858	-0.8971328
silicate	Atlantic	(27.5,27.75]	-0.8883776	-0.8926903	-0.8840650
silicate	Atlantic	(27.75,27.85]	-0.8864347	-0.8975555	-0.8753139
silicate	Atlantic	(27.85,27.95]	-0.8820240	-0.9051760	-0.8588719
silicate	Atlantic	(27.95,28.05]	-0.8882179	-0.8946899	-0.8817459
silicate	Atlantic	(28.05,28.1]	-0.9002504	-0.9075234	-0.8929775
silicate	Atlantic	(28.1,28.15]	-0.9235954	-0.9353356	-0.9118552
silicate	Atlantic	(28.15,28.2]	-0.9607830	-0.9652635	-0.9563025
silicate	Atlantic	(28.2, Inf]	-0.8929237	-0.9392847	-0.8465628
silicate	Indian	(-Inf,26]	-0.6326591	-0.6841635	-0.5811547
silicate	Indian	(26,26.5]	-0.9104536	-0.9273115	-0.8935957
silicate	Indian	(26.5,26.75]	-0.7693384	-0.8499972	-0.6886796
silicate	Indian	(26.75,27]	-0.4697244	-0.5254408	-0.4140079
silicate	Indian	(27,27.25]	-0.0090996	-0.0772542	0.0590550
silicate	Indian	(27.25,27.5]	0.4756243	0.4706504	0.4805983
silicate	Indian	(27.5,27.75]	0.5668301	0.5131575	0.6205028
silicate	Indian	(27.75,27.85]	0.1398764	-0.0007104	0.2804631
silicate	Indian	(27.85,27.95]	0.0459777	-0.1450151	0.2369705
silicate	Indian	(27.95,28.05]	-0.1413646	-0.2967195	0.0139904
silicate	Indian	(28.05,28.1]	-0.1434056	-0.2285965	-0.0582147
silicate	Indian	(28.1, Inf]	-0.2187263	-0.2369613	-0.2004914
silicate	Pacific	(-Inf,26]	-0.0107152	-0.0172139	-0.0042164
silicate	Pacific	(26,26.5]	-0.7011629	-0.7385105	-0.6638153
silicate	Pacific	(26.5,26.75]	-0.6304752	-0.6783022	-0.5826483
silicate	Pacific	(26.75,27]	-0.5006940	-0.5699581	-0.4314299
silicate	Pacific	(27,27.25]	0.3537203	0.3479458	0.3594948
silicate	Pacific	(27.25,27.5]	0.8020429	0.7831710	0.8209149
silicate	Pacific	(27.5,27.75]	0.8664734	0.8516488	0.8812979
silicate	Pacific	(27.75,27.85]	0.8379106	0.8205533	0.8552678
silicate	Pacific	(27.85,27.95]	0.7587292	0.7280248	0.7894336
silicate	Pacific	(27.95,28.05]	0.5230747	0.5096624	0.5364869
silicate	Pacific	(28.05,28.1]	0.3068096	0.2605294	0.3530899
silicate	Pacific	(28.1, Inf]	0.2323623	0.1914871	0.2732375
temp	Atlantic	(-Inf,26]	-0.4794928	-0.5205326	-0.4384529
temp	Atlantic	(26,26.5]	0.5675607	0.4925817	0.6425398
temp	Atlantic	(26.5,26.75]	0.6545023	0.6101209	0.6988838
temp	Atlantic	(26.75,27]	0.6190596	0.5657295	0.6723896
temp	Atlantic	(27,27.25]	0.6719398	0.6667367	0.6771429
temp	Atlantic	(27.25,27.5]	0.7334423	0.7326404	0.7342443
temp	Atlantic	(27.5,27.75]	0.6759446	0.6231863	0.7287029
temp	Atlantic	(27.75,27.85]	0.5923358	0.5337512	0.6509205
temp	Atlantic	(27.85,27.95]	0.5049914	0.4182382	0.5917446
temp	Atlantic	(27.95,28.05]	0.6193099	0.5928816	0.6457382
temp	Atlantic	(28.05,28.1]	0.6767927	0.6569932	0.6965922
temp	Atlantic	(28.1,28.15]	0.6665453	0.6066760	0.7264147
temp	Atlantic	(28.15,28.2]	0.5723721	0.4403049	0.7044393
temp	Atlantic	(28.2, Inf]	0.3933041	0.2288918	0.5577164
temp	Indian	(-Inf,26]	-0.2563503	-0.2632561	-0.2494446
temp	Indian	(26,26.5]	0.4060015	0.3698463	0.4421567
temp	Indian	(26.5,26.75]	0.4667901	0.2576377	0.6759426
temp	Indian	(26.75,27]	0.5530291	0.3276479	0.7784103
temp	Indian	(27,27.25]	0.6267814	0.4444848	0.8090779
temp	Indian	(27.25,27.5]	0.6122453	0.5304489	0.6940417
temp	Indian	(27.5,27.75]	0.2500906	0.1252007	0.3749804
temp	Indian	(27.75,27.85]	0.0794675	-0.0362724	0.1952075
temp	Indian	(27.85,27.95]	0.2757856	0.0955826	0.4559886
temp	Indian	(27.95,28.05]	0.3482351	0.1848689	0.5116013
temp	Indian	(28.05,28.1]	0.2740235	0.1254201	0.4226269
temp	Indian	(28.1, Inf]	0.4251645	0.3109248	0.5394041
temp	Pacific	(-Inf,26]	-0.5427084	-0.5427452	-0.5426716
temp	Pacific	(26,26.5]	0.5668490	0.4812116	0.6524863
temp	Pacific	(26.5,26.75]	0.6305354	0.5358101	0.7252606
temp	Pacific	(26.75,27]	0.5078016	0.4536775	0.5619257
temp	Pacific	(27,27.25]	-0.2237964	-0.2726740	-0.1749188
temp	Pacific	(27.25,27.5]	-0.4137681	-0.4589220	-0.3686142
temp	Pacific	(27.5,27.75]	-0.3145091	-0.3832903	-0.2457279
temp	Pacific	(27.75,27.85]	-0.2560531	-0.3832443	-0.1288620
temp	Pacific	(27.85,27.95]	-0.2221688	-0.3836802	-0.0606575
temp	Pacific	(27.95,28.05]	-0.0963920	-0.2850975	0.0923136
temp	Pacific	(28.05,28.1]	0.0395210	-0.0747286	0.1537706
temp	Pacific	(28.1, Inf]	0.2160397	0.1661445	0.2659349

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