eMLR - assumption testing

workflowr

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Last updated: 2021-08-19

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	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
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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	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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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
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
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50290e8	jens-daniel-mueller	2021-04-16
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b6fe355	jens-daniel-mueller	2021-04-16
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ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
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338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
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03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
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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
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
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
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
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
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
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.8866048	0.8789383	0.8942713
aou + nitrate	Atlantic	(26.5,26.75]	0.9495209	0.9388053	0.9602366
aou + nitrate	Atlantic	(26.75,27]	0.9192240	0.9053004	0.9331476
aou + nitrate	Atlantic	(27,27.25]	0.8130942	0.8065922	0.8195962
aou + nitrate	Atlantic	(27.25,27.5]	0.7407406	0.7144840	0.7669972
aou + nitrate	Atlantic	(27.5,27.75]	0.8564331	0.8480482	0.8648180
aou + nitrate	Atlantic	(27.75,27.85]	0.9287427	0.9118351	0.9456503
aou + nitrate	Atlantic	(27.85,27.95]	0.9435186	0.9369803	0.9500569
aou + nitrate	Atlantic	(27.95,28.05]	0.9436218	0.9411228	0.9461207
aou + nitrate	Atlantic	(28.05,28.1]	0.9639240	0.9587906	0.9690573
aou + nitrate	Atlantic	(28.1,28.15]	0.9790348	0.9768119	0.9812576
aou + nitrate	Atlantic	(28.15,28.2]	0.9872480	0.9850216	0.9894743
aou + nitrate	Atlantic	(28.2, Inf]	0.8900831	0.8811305	0.8990357
aou + nitrate	Indian	(-Inf,26.5]	0.9815453	0.9782699	0.9848208
aou + nitrate	Indian	(26.5,26.75]	0.9757067	0.9751896	0.9762237
aou + nitrate	Indian	(26.75,27]	0.9317409	0.9171492	0.9463325
aou + nitrate	Indian	(27,27.25]	0.8420595	0.8016160	0.8825031
aou + nitrate	Indian	(27.25,27.5]	0.8960831	0.8834685	0.9086978
aou + nitrate	Indian	(27.5,27.75]	0.9304774	0.9095911	0.9513637
aou + nitrate	Indian	(27.75,27.85]	0.8809503	0.8333663	0.9285344
aou + nitrate	Indian	(27.85,27.95]	0.8594807	0.8206993	0.8982622
aou + nitrate	Indian	(27.95,28.05]	0.7939357	0.7188080	0.8690635
aou + nitrate	Indian	(28.05,28.1]	0.8918936	0.8391685	0.9446187
aou + nitrate	Indian	(28.1, Inf]	0.6057763	0.5193121	0.6922404
aou + nitrate	Pacific	(-Inf,26.5]	0.8980002	0.8855933	0.9104071
aou + nitrate	Pacific	(26.5,26.75]	0.8891601	0.8715737	0.9067466
aou + nitrate	Pacific	(26.75,27]	0.9266428	0.9154879	0.9377976
aou + nitrate	Pacific	(27,27.25]	0.9730485	0.9722774	0.9738196
aou + nitrate	Pacific	(27.25,27.5]	0.9797307	0.9784580	0.9810034
aou + nitrate	Pacific	(27.5,27.75]	0.9835162	0.9832479	0.9837845
aou + nitrate	Pacific	(27.75,27.85]	0.9894618	0.9891991	0.9897246
aou + nitrate	Pacific	(27.85,27.95]	0.9891978	0.9877433	0.9906523
aou + nitrate	Pacific	(27.95,28.05]	0.9799577	0.9750087	0.9849067
aou + nitrate	Pacific	(28.05,28.1]	0.9800107	0.9727139	0.9873075
aou + nitrate	Pacific	(28.1, Inf]	0.9613906	0.9556409	0.9671403
aou + oxygen	Atlantic	(-Inf,26.5]	-0.8923546	-0.9029111	-0.8817982
aou + oxygen	Atlantic	(26.5,26.75]	-0.9629771	-0.9669766	-0.9589775
aou + oxygen	Atlantic	(26.75,27]	-0.9738103	-0.9768787	-0.9707420
aou + oxygen	Atlantic	(27,27.25]	-0.9637985	-0.9677550	-0.9598420
aou + oxygen	Atlantic	(27.25,27.5]	-0.9403176	-0.9459536	-0.9346817
aou + oxygen	Atlantic	(27.5,27.75]	-0.9201117	-0.9222340	-0.9179895
aou + oxygen	Atlantic	(27.75,27.85]	-0.9487995	-0.9611271	-0.9364718
aou + oxygen	Atlantic	(27.85,27.95]	-0.9726182	-0.9763086	-0.9689278
aou + oxygen	Atlantic	(27.95,28.05]	-0.9745103	-0.9750896	-0.9739311
aou + oxygen	Atlantic	(28.05,28.1]	-0.9838662	-0.9841600	-0.9835724
aou + oxygen	Atlantic	(28.1,28.15]	-0.9907071	-0.9912096	-0.9902046
aou + oxygen	Atlantic	(28.15,28.2]	-0.9948074	-0.9959745	-0.9936403
aou + oxygen	Atlantic	(28.2, Inf]	-0.9793267	-0.9802180	-0.9784354
aou + oxygen	Indian	(-Inf,26.5]	-0.9915130	-0.9928589	-0.9901670
aou + oxygen	Indian	(26.5,26.75]	-0.9979489	-0.9983964	-0.9975014
aou + oxygen	Indian	(26.75,27]	-0.9948686	-0.9971654	-0.9925719
aou + oxygen	Indian	(27,27.25]	-0.9940348	-0.9960558	-0.9920139
aou + oxygen	Indian	(27.25,27.5]	-0.9959677	-0.9968358	-0.9950995
aou + oxygen	Indian	(27.5,27.75]	-0.9967882	-0.9972491	-0.9963273
aou + oxygen	Indian	(27.75,27.85]	-0.9973556	-0.9981347	-0.9965764
aou + oxygen	Indian	(27.85,27.95]	-0.9950308	-0.9956691	-0.9943925
aou + oxygen	Indian	(27.95,28.05]	-0.9900498	-0.9919200	-0.9881795
aou + oxygen	Indian	(28.05,28.1]	-0.9897773	-0.9945395	-0.9850151
aou + oxygen	Indian	(28.1, Inf]	-0.9853595	-0.9885934	-0.9821257
aou + oxygen	Pacific	(-Inf,26.5]	-0.9323032	-0.9392480	-0.9253583
aou + oxygen	Pacific	(26.5,26.75]	-0.9811532	-0.9824722	-0.9798343
aou + oxygen	Pacific	(26.75,27]	-0.9808953	-0.9842264	-0.9775642
aou + oxygen	Pacific	(27,27.25]	-0.9941050	-0.9941901	-0.9940199
aou + oxygen	Pacific	(27.25,27.5]	-0.9961670	-0.9961755	-0.9961584
aou + oxygen	Pacific	(27.5,27.75]	-0.9964493	-0.9970289	-0.9958696
aou + oxygen	Pacific	(27.75,27.85]	-0.9982735	-0.9990479	-0.9974992
aou + oxygen	Pacific	(27.85,27.95]	-0.9985956	-0.9991435	-0.9980477
aou + oxygen	Pacific	(27.95,28.05]	-0.9980462	-0.9987584	-0.9973341
aou + oxygen	Pacific	(28.05,28.1]	-0.9989866	-0.9991650	-0.9988082
aou + oxygen	Pacific	(28.1, Inf]	-0.9957426	-0.9966310	-0.9948543
aou + phosphate	Atlantic	(-Inf,26.5]	0.6850942	0.6651525	0.7050359
aou + phosphate	Atlantic	(26.5,26.75]	0.8648662	0.8423070	0.8874254
aou + phosphate	Atlantic	(26.75,27]	0.8482826	0.8203094	0.8762558
aou + phosphate	Atlantic	(27,27.25]	0.7295423	0.7116749	0.7474097
aou + phosphate	Atlantic	(27.25,27.5]	0.6704868	0.6311968	0.7097767
aou + phosphate	Atlantic	(27.5,27.75]	0.8256992	0.8179185	0.8334798
aou + phosphate	Atlantic	(27.75,27.85]	0.9107067	0.8893047	0.9321086
aou + phosphate	Atlantic	(27.85,27.95]	0.9329688	0.9247124	0.9412252
aou + phosphate	Atlantic	(27.95,28.05]	0.9386206	0.9360388	0.9412024
aou + phosphate	Atlantic	(28.05,28.1]	0.9586162	0.9528752	0.9643571
aou + phosphate	Atlantic	(28.1,28.15]	0.9743827	0.9714841	0.9772813
aou + phosphate	Atlantic	(28.15,28.2]	0.9858002	0.9831537	0.9884467
aou + phosphate	Atlantic	(28.2, Inf]	0.8863585	0.8785030	0.8942140
aou + phosphate	Indian	(-Inf,26.5]	0.9903892	0.9872502	0.9935283
aou + phosphate	Indian	(26.5,26.75]	0.9862946	0.9794870	0.9931022
aou + phosphate	Indian	(26.75,27]	0.9506878	0.9288086	0.9725670
aou + phosphate	Indian	(27,27.25]	0.8815550	0.8234585	0.9396515
aou + phosphate	Indian	(27.25,27.5]	0.9294141	0.9073340	0.9514943
aou + phosphate	Indian	(27.5,27.75]	0.9525585	0.9432487	0.9618683
aou + phosphate	Indian	(27.75,27.85]	0.9203453	0.8937184	0.9469722
aou + phosphate	Indian	(27.85,27.95]	0.8692854	0.8317068	0.9068639
aou + phosphate	Indian	(27.95,28.05]	0.8076951	0.7401323	0.8752580
aou + phosphate	Indian	(28.05,28.1]	0.8969730	0.8461458	0.9478002
aou + phosphate	Indian	(28.1, Inf]	0.5822250	0.4945998	0.6698501
aou + phosphate	Pacific	(-Inf,26.5]	0.9324327	0.9273232	0.9375421
aou + phosphate	Pacific	(26.5,26.75]	0.9183581	0.9058224	0.9308937
aou + phosphate	Pacific	(26.75,27]	0.9360632	0.9211113	0.9510151
aou + phosphate	Pacific	(27,27.25]	0.9807941	0.9792925	0.9822957
aou + phosphate	Pacific	(27.25,27.5]	0.9838764	0.9837369	0.9840159
aou + phosphate	Pacific	(27.5,27.75]	0.9819877	0.9811904	0.9827849
aou + phosphate	Pacific	(27.75,27.85]	0.9861430	0.9857874	0.9864986
aou + phosphate	Pacific	(27.85,27.95]	0.9867049	0.9857227	0.9876871
aou + phosphate	Pacific	(27.95,28.05]	0.9802771	0.9779474	0.9826068
aou + phosphate	Pacific	(28.05,28.1]	0.9763657	0.9704271	0.9823043
aou + phosphate	Pacific	(28.1, Inf]	0.9565500	0.9546251	0.9584748
aou + silicate	Atlantic	(-Inf,26.5]	0.5942153	0.5259408	0.6624898
aou + silicate	Atlantic	(26.5,26.75]	0.8405284	0.8115022	0.8695546
aou + silicate	Atlantic	(26.75,27]	0.8378428	0.8333880	0.8422975
aou + silicate	Atlantic	(27,27.25]	0.7024928	0.6956051	0.7093804
aou + silicate	Atlantic	(27.25,27.5]	0.4421943	0.3771687	0.5072200
aou + silicate	Atlantic	(27.5,27.75]	0.5941929	0.5660980	0.6222878
aou + silicate	Atlantic	(27.75,27.85]	0.8206247	0.8040305	0.8372190
aou + silicate	Atlantic	(27.85,27.95]	0.8707797	0.8654691	0.8760903
aou + silicate	Atlantic	(27.95,28.05]	0.9188006	0.9172307	0.9203706
aou + silicate	Atlantic	(28.05,28.1]	0.9623022	0.9558720	0.9687325
aou + silicate	Atlantic	(28.1,28.15]	0.9739442	0.9702858	0.9776026
aou + silicate	Atlantic	(28.15,28.2]	0.9844090	0.9835828	0.9852352
aou + silicate	Atlantic	(28.2, Inf]	0.8881789	0.8874538	0.8889040
aou + silicate	Indian	(-Inf,26.5]	0.9347927	0.9149831	0.9546024
aou + silicate	Indian	(26.5,26.75]	0.9624070	0.9547094	0.9701045
aou + silicate	Indian	(26.75,27]	0.9736365	0.9727325	0.9745406
aou + silicate	Indian	(27,27.25]	0.9085214	0.9080868	0.9089559
aou + silicate	Indian	(27.25,27.5]	0.8788031	0.8549184	0.9026879
aou + silicate	Indian	(27.5,27.75]	0.8644404	0.8338832	0.8949976
aou + silicate	Indian	(27.75,27.85]	0.8662134	0.8394284	0.8929984
aou + silicate	Indian	(27.85,27.95]	0.8277691	0.7877552	0.8677830
aou + silicate	Indian	(27.95,28.05]	0.8554142	0.8162989	0.8945294
aou + silicate	Indian	(28.05,28.1]	0.9457389	0.9325254	0.9589525
aou + silicate	Indian	(28.1, Inf]	0.3606319	0.3340337	0.3872302
aou + silicate	Pacific	(-Inf,26.5]	0.7060114	0.6908260	0.7211968
aou + silicate	Pacific	(26.5,26.75]	0.4793667	0.4644664	0.4942670
aou + silicate	Pacific	(26.75,27]	0.6796747	0.6651101	0.6942394
aou + silicate	Pacific	(27,27.25]	0.8902084	0.8849197	0.8954972
aou + silicate	Pacific	(27.25,27.5]	0.9223237	0.9208152	0.9238323
aou + silicate	Pacific	(27.5,27.75]	0.9353876	0.9287179	0.9420572
aou + silicate	Pacific	(27.75,27.85]	0.9721403	0.9697669	0.9745137
aou + silicate	Pacific	(27.85,27.95]	0.9683105	0.9663262	0.9702948
aou + silicate	Pacific	(27.95,28.05]	0.9523640	0.9434328	0.9612952
aou + silicate	Pacific	(28.05,28.1]	0.9602480	0.9515488	0.9689471
aou + silicate	Pacific	(28.1, Inf]	0.8362668	0.8064023	0.8661314
nitrate + silicate	Atlantic	(-Inf,26.5]	0.7915933	0.7241180	0.8590687
nitrate + silicate	Atlantic	(26.5,26.75]	0.9125827	0.8687483	0.9564172
nitrate + silicate	Atlantic	(26.75,27]	0.9279062	0.9164911	0.9393212
nitrate + silicate	Atlantic	(27,27.25]	0.9176961	0.9160618	0.9193305
nitrate + silicate	Atlantic	(27.25,27.5]	0.8453093	0.8138148	0.8768037
nitrate + silicate	Atlantic	(27.5,27.75]	0.8703993	0.8587201	0.8820784
nitrate + silicate	Atlantic	(27.75,27.85]	0.9472062	0.9466082	0.9478042
nitrate + silicate	Atlantic	(27.85,27.95]	0.9690203	0.9660963	0.9719443
nitrate + silicate	Atlantic	(27.95,28.05]	0.9812587	0.9797125	0.9828049
nitrate + silicate	Atlantic	(28.05,28.1]	0.9893218	0.9886622	0.9899815
nitrate + silicate	Atlantic	(28.1,28.15]	0.9907770	0.9898906	0.9916635
nitrate + silicate	Atlantic	(28.15,28.2]	0.9915127	0.9913940	0.9916315
nitrate + silicate	Atlantic	(28.2, Inf]	0.9827170	0.9800540	0.9853800
nitrate + silicate	Indian	(-Inf,26.5]	0.9503420	0.9429664	0.9577176
nitrate + silicate	Indian	(26.5,26.75]	0.9617658	0.9601344	0.9633971
nitrate + silicate	Indian	(26.75,27]	0.9392534	0.9248204	0.9536865
nitrate + silicate	Indian	(27,27.25]	0.9261926	0.9217497	0.9306354
nitrate + silicate	Indian	(27.25,27.5]	0.9299312	0.9224958	0.9373666
nitrate + silicate	Indian	(27.5,27.75]	0.8493323	0.8352397	0.8634249
nitrate + silicate	Indian	(27.75,27.85]	0.7871199	0.7387222	0.8355176
nitrate + silicate	Indian	(27.85,27.95]	0.8535235	0.8408089	0.8662382
nitrate + silicate	Indian	(27.95,28.05]	0.8981969	0.8874534	0.9089404
nitrate + silicate	Indian	(28.05,28.1]	0.9476064	0.9331058	0.9621070
nitrate + silicate	Indian	(28.1, Inf]	0.8041865	0.7929804	0.8153926
nitrate + silicate	Pacific	(-Inf,26.5]	0.8539108	0.8435461	0.8642755
nitrate + silicate	Pacific	(26.5,26.75]	0.7258843	0.7120089	0.7397597
nitrate + silicate	Pacific	(26.75,27]	0.8119195	0.8002998	0.8235392
nitrate + silicate	Pacific	(27,27.25]	0.9013236	0.8940042	0.9086430
nitrate + silicate	Pacific	(27.25,27.5]	0.8948915	0.8941966	0.8955865
nitrate + silicate	Pacific	(27.5,27.75]	0.9004112	0.8956449	0.9051774
nitrate + silicate	Pacific	(27.75,27.85]	0.9494703	0.9476831	0.9512576
nitrate + silicate	Pacific	(27.85,27.95]	0.9598966	0.9553388	0.9644544
nitrate + silicate	Pacific	(27.95,28.05]	0.9447201	0.9190964	0.9703439
nitrate + silicate	Pacific	(28.05,28.1]	0.9499515	0.9286215	0.9712816
nitrate + silicate	Pacific	(28.1, Inf]	0.9063367	0.8962201	0.9164534
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.6101654	-0.6313207	-0.5890101
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8356733	-0.8653553	-0.8059912
oxygen + nitrate	Atlantic	(26.75,27]	-0.8132085	-0.8395270	-0.7868899
oxygen + nitrate	Atlantic	(27,27.25]	-0.6425724	-0.6428078	-0.6423370
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4906855	-0.5174447	-0.4639263
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6079977	-0.6255446	-0.5904508
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7725508	-0.8254294	-0.7196722
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8476524	-0.8659380	-0.8293668
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8545624	-0.8597042	-0.8494206
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9076410	-0.9165064	-0.8987756
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9470645	-0.9522835	-0.9418455
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9751546	-0.9783375	-0.9719717
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8012396	-0.8080010	-0.7944781
oxygen + nitrate	Indian	(-Inf,26.5]	-0.9527517	-0.9544702	-0.9510333
oxygen + nitrate	Indian	(26.5,26.75]	-0.9612768	-0.9637406	-0.9588129
oxygen + nitrate	Indian	(26.75,27]	-0.8915917	-0.9203930	-0.8627905
oxygen + nitrate	Indian	(27,27.25]	-0.7801925	-0.8395484	-0.7208367
oxygen + nitrate	Indian	(27.25,27.5]	-0.8554516	-0.8752117	-0.8356915
oxygen + nitrate	Indian	(27.5,27.75]	-0.9103707	-0.9347243	-0.8860171
oxygen + nitrate	Indian	(27.75,27.85]	-0.8598211	-0.9149616	-0.8046806
oxygen + nitrate	Indian	(27.85,27.95]	-0.8148397	-0.8611596	-0.7685198
oxygen + nitrate	Indian	(27.95,28.05]	-0.7085263	-0.8046102	-0.6124424
oxygen + nitrate	Indian	(28.05,28.1]	-0.8252417	-0.9090869	-0.7413965
oxygen + nitrate	Indian	(28.1, Inf]	-0.4728215	-0.5807046	-0.3649384
oxygen + nitrate	Pacific	(-Inf,26.5]	-0.6986201	-0.7306532	-0.6665871
oxygen + nitrate	Pacific	(26.5,26.75]	-0.7961361	-0.8229907	-0.7692815
oxygen + nitrate	Pacific	(26.75,27]	-0.8465642	-0.8720442	-0.8210842
oxygen + nitrate	Pacific	(27,27.25]	-0.9495604	-0.9505772	-0.9485435
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9695432	-0.9715682	-0.9675182
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9779978	-0.9796563	-0.9763393
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9873236	-0.9899013	-0.9847459
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9871229	-0.9874779	-0.9867679
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9735141	-0.9754311	-0.9715971
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9746144	-0.9818449	-0.9673840
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9370581	-0.9490101	-0.9251060
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.3170570	-0.3634518	-0.2706622
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7023896	-0.7472369	-0.6575423
oxygen + phosphate	Atlantic	(26.75,27]	-0.7138365	-0.7583411	-0.6693319
oxygen + phosphate	Atlantic	(27,27.25]	-0.5343774	-0.5462769	-0.5224779
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.3979147	-0.4373931	-0.3584362
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5593273	-0.5758700	-0.5427846
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7425027	-0.8021474	-0.6828579
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8313877	-0.8518345	-0.8109409
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8475048	-0.8525456	-0.8424641
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8995832	-0.9090472	-0.8901192
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9393512	-0.9453402	-0.9333621
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9725878	-0.9762506	-0.9689250
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7963482	-0.8018165	-0.7908799
oxygen + phosphate	Indian	(-Inf,26.5]	-0.9680240	-0.9782091	-0.9578388
oxygen + phosphate	Indian	(26.5,26.75]	-0.9763124	-0.9881324	-0.9644923
oxygen + phosphate	Indian	(26.75,27]	-0.9171304	-0.9555622	-0.8786985
oxygen + phosphate	Indian	(27,27.25]	-0.8292314	-0.9106066	-0.7478563
oxygen + phosphate	Indian	(27.25,27.5]	-0.8989051	-0.9313878	-0.8664224
oxygen + phosphate	Indian	(27.5,27.75]	-0.9411030	-0.9538644	-0.9283416
oxygen + phosphate	Indian	(27.75,27.85]	-0.9015934	-0.9335872	-0.8695995
oxygen + phosphate	Indian	(27.85,27.95]	-0.8230359	-0.8689001	-0.7771717
oxygen + phosphate	Indian	(27.95,28.05]	-0.7248395	-0.8124205	-0.6372585
oxygen + phosphate	Indian	(28.05,28.1]	-0.8334786	-0.9151519	-0.7518053
oxygen + phosphate	Indian	(28.1, Inf]	-0.4505118	-0.5592777	-0.3417459
oxygen + phosphate	Pacific	(-Inf,26.5]	-0.7597837	-0.7805059	-0.7390614
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8319794	-0.8532751	-0.8106837
oxygen + phosphate	Pacific	(26.75,27]	-0.8567506	-0.8879826	-0.8255186
oxygen + phosphate	Pacific	(27,27.25]	-0.9592814	-0.9617791	-0.9567836
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9750859	-0.9752868	-0.9748849
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9780041	-0.9794852	-0.9765230
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9855507	-0.9876602	-0.9834412
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9853659	-0.9857705	-0.9849614
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9738596	-0.9745153	-0.9732038
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9711770	-0.9763385	-0.9660154
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9327422	-0.9399475	-0.9255369
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.2711762	-0.3584471	-0.1839052
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6976372	-0.7203390	-0.6749354
oxygen + silicate	Atlantic	(26.75,27]	-0.7220630	-0.7271026	-0.7170235
oxygen + silicate	Atlantic	(27,27.25]	-0.5185365	-0.5200556	-0.5170173
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1561944	-0.2127655	-0.0996232
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2868554	-0.3275700	-0.2461409
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6367522	-0.6834244	-0.5900799
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7478806	-0.7640588	-0.7317025
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8152124	-0.8164367	-0.8139881
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9045182	-0.9158418	-0.8931946
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9403331	-0.9476199	-0.9330463
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9755648	-0.9760242	-0.9751053
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8033071	-0.8105612	-0.7960531
oxygen + silicate	Indian	(-Inf,26.5]	-0.9082280	-0.9326343	-0.8838217
oxygen + silicate	Indian	(26.5,26.75]	-0.9529007	-0.9620470	-0.9437544
oxygen + silicate	Indian	(26.75,27]	-0.9593822	-0.9613058	-0.9574587
oxygen + silicate	Indian	(27,27.25]	-0.8675063	-0.8773742	-0.8576385
oxygen + silicate	Indian	(27.25,27.5]	-0.8405086	-0.8637322	-0.8172850
oxygen + silicate	Indian	(27.5,27.75]	-0.8314139	-0.8636571	-0.7991707
oxygen + silicate	Indian	(27.75,27.85]	-0.8434852	-0.8755149	-0.8114554
oxygen + silicate	Indian	(27.85,27.95]	-0.7807819	-0.8307521	-0.7308117
oxygen + silicate	Indian	(27.95,28.05]	-0.7879806	-0.8447069	-0.7312543
oxygen + silicate	Indian	(28.05,28.1]	-0.9037478	-0.9361302	-0.8713654
oxygen + silicate	Indian	(28.1, Inf]	-0.2210466	-0.2646251	-0.1774680
oxygen + silicate	Pacific	(-Inf,26.5]	-0.4838082	-0.5270964	-0.4405200
oxygen + silicate	Pacific	(26.5,26.75]	-0.3239562	-0.3496326	-0.2982799
oxygen + silicate	Pacific	(26.75,27]	-0.5410166	-0.5736452	-0.5083880
oxygen + silicate	Pacific	(27,27.25]	-0.8436832	-0.8497961	-0.8375702
oxygen + silicate	Pacific	(27.25,27.5]	-0.8915359	-0.8931597	-0.8899121
oxygen + silicate	Pacific	(27.5,27.75]	-0.9099368	-0.9204222	-0.8994515
oxygen + silicate	Pacific	(27.75,27.85]	-0.9644184	-0.9700616	-0.9587753
oxygen + silicate	Pacific	(27.85,27.95]	-0.9609680	-0.9620211	-0.9599148
oxygen + silicate	Pacific	(27.95,28.05]	-0.9384880	-0.9459957	-0.9309803
oxygen + silicate	Pacific	(28.05,28.1]	-0.9517915	-0.9600700	-0.9435129
oxygen + silicate	Pacific	(28.1, Inf]	-0.7908188	-0.8267782	-0.7548595
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.8942018	0.8750164	0.9133872
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9692671	0.9679871	0.9705470
phosphate + nitrate	Atlantic	(26.75,27]	0.9826774	0.9797335	0.9856212
phosphate + nitrate	Atlantic	(27,27.25]	0.9855738	0.9836702	0.9874774
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9904414	0.9898241	0.9910588
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9945932	0.9938017	0.9953847
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9954730	0.9943283	0.9966176
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9950603	0.9938934	0.9962273
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9944431	0.9934173	0.9954688
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9946570	0.9941038	0.9952101
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9959399	0.9954176	0.9964622
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9977116	0.9976008	0.9978223
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9964056	0.9963454	0.9964659
phosphate + nitrate	Indian	(-Inf,26.5]	0.9886921	0.9798543	0.9975300
phosphate + nitrate	Indian	(26.5,26.75]	0.9878105	0.9782464	0.9973745
phosphate + nitrate	Indian	(26.75,27]	0.9846406	0.9742985	0.9949827
phosphate + nitrate	Indian	(27,27.25]	0.9704294	0.9515008	0.9893580
phosphate + nitrate	Indian	(27.25,27.5]	0.9691299	0.9580107	0.9802491
phosphate + nitrate	Indian	(27.5,27.75]	0.9581657	0.9444729	0.9718585
phosphate + nitrate	Indian	(27.75,27.85]	0.9447013	0.9153350	0.9740676
phosphate + nitrate	Indian	(27.85,27.95]	0.9660204	0.9589444	0.9730965
phosphate + nitrate	Indian	(27.95,28.05]	0.9806764	0.9753975	0.9859553
phosphate + nitrate	Indian	(28.05,28.1]	0.9837921	0.9777204	0.9898637
phosphate + nitrate	Indian	(28.1, Inf]	0.9446116	0.9171923	0.9720309
phosphate + nitrate	Pacific	(-Inf,26.5]	0.9738376	0.9679914	0.9796838
phosphate + nitrate	Pacific	(26.5,26.75]	0.9546280	0.9477234	0.9615327
phosphate + nitrate	Pacific	(26.75,27]	0.9781269	0.9772111	0.9790426
phosphate + nitrate	Pacific	(27,27.25]	0.9879992	0.9872336	0.9887647
phosphate + nitrate	Pacific	(27.25,27.5]	0.9913122	0.9911316	0.9914928
phosphate + nitrate	Pacific	(27.5,27.75]	0.9928773	0.9927761	0.9929785
phosphate + nitrate	Pacific	(27.75,27.85]	0.9918143	0.9906044	0.9930242
phosphate + nitrate	Pacific	(27.85,27.95]	0.9900129	0.9869085	0.9931174
phosphate + nitrate	Pacific	(27.95,28.05]	0.9801572	0.9681029	0.9922115
phosphate + nitrate	Pacific	(28.05,28.1]	0.9732697	0.9603950	0.9861443
phosphate + nitrate	Pacific	(28.1, Inf]	0.9758593	0.9706431	0.9810756
phosphate + silicate	Atlantic	(-Inf,26.5]	0.8781027	0.8382248	0.9179806
phosphate + silicate	Atlantic	(26.5,26.75]	0.9295960	0.9054188	0.9537731
phosphate + silicate	Atlantic	(26.75,27]	0.9321142	0.9259558	0.9382726
phosphate + silicate	Atlantic	(27,27.25]	0.9319961	0.9305307	0.9334615
phosphate + silicate	Atlantic	(27.25,27.5]	0.8771022	0.8519075	0.9022969
phosphate + silicate	Atlantic	(27.5,27.75]	0.8872472	0.8775475	0.8969470
phosphate + silicate	Atlantic	(27.75,27.85]	0.9502203	0.9492807	0.9511599
phosphate + silicate	Atlantic	(27.85,27.95]	0.9705118	0.9685210	0.9725025
phosphate + silicate	Atlantic	(27.95,28.05]	0.9807685	0.9802306	0.9813064
phosphate + silicate	Atlantic	(28.05,28.1]	0.9890120	0.9888876	0.9891364
phosphate + silicate	Atlantic	(28.1,28.15]	0.9912383	0.9910490	0.9914276
phosphate + silicate	Atlantic	(28.15,28.2]	0.9905765	0.9903768	0.9907763
phosphate + silicate	Atlantic	(28.2, Inf]	0.9821440	0.9789017	0.9853863
phosphate + silicate	Indian	(-Inf,26.5]	0.9384090	0.9194966	0.9573215
phosphate + silicate	Indian	(26.5,26.75]	0.9637533	0.9598634	0.9676431
phosphate + silicate	Indian	(26.75,27]	0.9509025	0.9392131	0.9625919
phosphate + silicate	Indian	(27,27.25]	0.9296929	0.9233614	0.9360244
phosphate + silicate	Indian	(27.25,27.5]	0.9104618	0.8789720	0.9419516
phosphate + silicate	Indian	(27.5,27.75]	0.8525415	0.8046624	0.9004206
phosphate + silicate	Indian	(27.75,27.85]	0.8728237	0.8699642	0.8756831
phosphate + silicate	Indian	(27.85,27.95]	0.9050901	0.9038787	0.9063014
phosphate + silicate	Indian	(27.95,28.05]	0.9127873	0.9045302	0.9210445
phosphate + silicate	Indian	(28.05,28.1]	0.9472177	0.9331750	0.9612605
phosphate + silicate	Indian	(28.1, Inf]	0.7856141	0.7773053	0.7939229
phosphate + silicate	Pacific	(-Inf,26.5]	0.8099839	0.8029451	0.8170228
phosphate + silicate	Pacific	(26.5,26.75]	0.6766793	0.6564940	0.6968646
phosphate + silicate	Pacific	(26.75,27]	0.8060121	0.7882715	0.8237528
phosphate + silicate	Pacific	(27,27.25]	0.9059235	0.8963312	0.9155159
phosphate + silicate	Pacific	(27.25,27.5]	0.8982207	0.8932024	0.9032390
phosphate + silicate	Pacific	(27.5,27.75]	0.8965773	0.8873631	0.9057914
phosphate + silicate	Pacific	(27.75,27.85]	0.9486231	0.9451893	0.9520569
phosphate + silicate	Pacific	(27.85,27.95]	0.9636063	0.9608986	0.9663141
phosphate + silicate	Pacific	(27.95,28.05]	0.9583686	0.9476070	0.9691301
phosphate + silicate	Pacific	(28.05,28.1]	0.9579085	0.9461910	0.9696260
phosphate + silicate	Pacific	(28.1, Inf]	0.8945617	0.8769331	0.9121903
sal + aou	Atlantic	(-Inf,26.5]	-0.0873909	-0.0928563	-0.0819256
sal + aou	Atlantic	(26.5,26.75]	-0.2704128	-0.3113151	-0.2295104
sal + aou	Atlantic	(26.75,27]	-0.2025108	-0.2931235	-0.1118981
sal + aou	Atlantic	(27,27.25]	-0.0320563	-0.0886320	0.0245193
sal + aou	Atlantic	(27.25,27.5]	-0.0519167	-0.1269441	0.0231106
sal + aou	Atlantic	(27.5,27.75]	-0.3642970	-0.3702733	-0.3583207
sal + aou	Atlantic	(27.75,27.85]	-0.3984043	-0.5009299	-0.2958787
sal + aou	Atlantic	(27.85,27.95]	-0.4622739	-0.5380619	-0.3864860
sal + aou	Atlantic	(27.95,28.05]	-0.6037348	-0.6576057	-0.5498639
sal + aou	Atlantic	(28.05,28.1]	-0.7425452	-0.7431267	-0.7419637
sal + aou	Atlantic	(28.1,28.15]	-0.8063217	-0.8070210	-0.8056225
sal + aou	Atlantic	(28.15,28.2]	-0.9071635	-0.9188635	-0.8954635
sal + aou	Atlantic	(28.2, Inf]	-0.6690273	-0.7155595	-0.6224951
sal + aou	Indian	(-Inf,26.5]	-0.6386417	-0.7998163	-0.4774671
sal + aou	Indian	(26.5,26.75]	-0.2267354	-0.4456284	-0.0078424
sal + aou	Indian	(26.75,27]	0.4796795	0.3009665	0.6583926
sal + aou	Indian	(27,27.25]	0.8700406	0.8565662	0.8835150
sal + aou	Indian	(27.25,27.5]	0.9479729	0.9308281	0.9651177
sal + aou	Indian	(27.5,27.75]	0.9570029	0.9506712	0.9633347
sal + aou	Indian	(27.75,27.85]	0.9399212	0.9177745	0.9620679
sal + aou	Indian	(27.85,27.95]	0.9076873	0.8934060	0.9219685
sal + aou	Indian	(27.95,28.05]	0.7114551	0.6984492	0.7244610
sal + aou	Indian	(28.05,28.1]	0.2780256	0.1956368	0.3604144
sal + aou	Indian	(28.1, Inf]	0.6574670	0.6024946	0.7124393
sal + aou	Pacific	(-Inf,26.5]	-0.1856185	-0.1995098	-0.1717272
sal + aou	Pacific	(26.5,26.75]	0.0857756	0.0587993	0.1127520
sal + aou	Pacific	(26.75,27]	-0.1126703	-0.1214262	-0.1039144
sal + aou	Pacific	(27,27.25]	-0.2115660	-0.2123296	-0.2108024
sal + aou	Pacific	(27.25,27.5]	0.0029098	-0.0160638	0.0218835
sal + aou	Pacific	(27.5,27.75]	0.0136677	-0.0278627	0.0551981
sal + aou	Pacific	(27.75,27.85]	-0.2371918	-0.4308109	-0.0435727
sal + aou	Pacific	(27.85,27.95]	-0.4435328	-0.6276128	-0.2594528
sal + aou	Pacific	(27.95,28.05]	-0.6492795	-0.7685813	-0.5299778
sal + aou	Pacific	(28.05,28.1]	-0.8795203	-0.8862464	-0.8727941
sal + aou	Pacific	(28.1, Inf]	-0.6144119	-0.7593774	-0.4694463
sal + nitrate	Atlantic	(-Inf,26.5]	-0.4421893	-0.4698093	-0.4145694
sal + nitrate	Atlantic	(26.5,26.75]	-0.5316827	-0.5366091	-0.5267562
sal + nitrate	Atlantic	(26.75,27]	-0.5454239	-0.5982110	-0.4926369
sal + nitrate	Atlantic	(27,27.25]	-0.5688455	-0.6015064	-0.5361847
sal + nitrate	Atlantic	(27.25,27.5]	-0.6631177	-0.6762325	-0.6500029
sal + nitrate	Atlantic	(27.5,27.75]	-0.7428069	-0.7599773	-0.7256364
sal + nitrate	Atlantic	(27.75,27.85]	-0.6727540	-0.7266350	-0.6188729
sal + nitrate	Atlantic	(27.85,27.95]	-0.6898017	-0.7423464	-0.6372569
sal + nitrate	Atlantic	(27.95,28.05]	-0.7995342	-0.8368775	-0.7621910
sal + nitrate	Atlantic	(28.05,28.1]	-0.8676159	-0.8787610	-0.8564708
sal + nitrate	Atlantic	(28.1,28.15]	-0.8868871	-0.8956097	-0.8781645
sal + nitrate	Atlantic	(28.15,28.2]	-0.9432075	-0.9456603	-0.9407547
sal + nitrate	Atlantic	(28.2, Inf]	-0.9194393	-0.9346987	-0.9041799
sal + nitrate	Indian	(-Inf,26.5]	-0.7394745	-0.8624635	-0.6164855
sal + nitrate	Indian	(26.5,26.75]	-0.4095054	-0.6119427	-0.2070681
sal + nitrate	Indian	(26.75,27]	0.1467578	-0.0955769	0.3890925
sal + nitrate	Indian	(27,27.25]	0.4836144	0.3879239	0.5793049
sal + nitrate	Indian	(27.25,27.5]	0.7439911	0.7357874	0.7521947
sal + nitrate	Indian	(27.5,27.75]	0.8450970	0.8170545	0.8731395
sal + nitrate	Indian	(27.75,27.85]	0.7089235	0.5878520	0.8299951
sal + nitrate	Indian	(27.85,27.95]	0.5956802	0.5051639	0.6861964
sal + nitrate	Indian	(27.95,28.05]	0.1697406	0.0293557	0.3101255
sal + nitrate	Indian	(28.05,28.1]	-0.1330026	-0.3338242	0.0678189
sal + nitrate	Indian	(28.1, Inf]	-0.1192908	-0.2741713	0.0355897
sal + nitrate	Pacific	(-Inf,26.5]	-0.4833552	-0.4937500	-0.4729603
sal + nitrate	Pacific	(26.5,26.75]	-0.2993514	-0.3562015	-0.2425013
sal + nitrate	Pacific	(26.75,27]	-0.3965841	-0.4355748	-0.3575934
sal + nitrate	Pacific	(27,27.25]	-0.3324403	-0.3345379	-0.3303427
sal + nitrate	Pacific	(27.25,27.5]	-0.0187932	-0.0332413	-0.0043451
sal + nitrate	Pacific	(27.5,27.75]	0.0111810	-0.0218364	0.0441985
sal + nitrate	Pacific	(27.75,27.85]	-0.2387886	-0.4016761	-0.0759012
sal + nitrate	Pacific	(27.85,27.95]	-0.4600172	-0.6168201	-0.3032144
sal + nitrate	Pacific	(27.95,28.05]	-0.7025349	-0.7937139	-0.6113559
sal + nitrate	Pacific	(28.05,28.1]	-0.9122823	-0.9176656	-0.9068990
sal + nitrate	Pacific	(28.1, Inf]	-0.7422629	-0.8411863	-0.6433396
sal + oxygen	Atlantic	(-Inf,26.5]	-0.3486607	-0.3719965	-0.3253249
sal + oxygen	Atlantic	(26.5,26.75]	0.0053957	-0.0522085	0.0629998
sal + oxygen	Atlantic	(26.75,27]	-0.0172007	-0.1214453	0.0870439
sal + oxygen	Atlantic	(27,27.25]	-0.2282825	-0.2687130	-0.1878520
sal + oxygen	Atlantic	(27.25,27.5]	-0.2811701	-0.3369330	-0.2254073
sal + oxygen	Atlantic	(27.5,27.75]	-0.0155437	-0.0168890	-0.0141983
sal + oxygen	Atlantic	(27.75,27.85]	0.0992427	-0.0501324	0.2486178
sal + oxygen	Atlantic	(27.85,27.95]	0.2552768	0.1566990	0.3538546
sal + oxygen	Atlantic	(27.95,28.05]	0.4243266	0.3617452	0.4869080
sal + oxygen	Atlantic	(28.05,28.1]	0.6167065	0.6162204	0.6171927
sal + oxygen	Atlantic	(28.1,28.15]	0.7210664	0.7189017	0.7232310
sal + oxygen	Atlantic	(28.15,28.2]	0.8703402	0.8579304	0.8827499
sal + oxygen	Atlantic	(28.2, Inf]	0.5372348	0.4941339	0.5803356
sal + oxygen	Indian	(-Inf,26.5]	0.5848733	0.4155572	0.7541894
sal + oxygen	Indian	(26.5,26.75]	0.1700668	-0.0443041	0.3844377
sal + oxygen	Indian	(26.75,27]	-0.5615693	-0.7101275	-0.4130112
sal + oxygen	Indian	(27,27.25]	-0.9144131	-0.9163621	-0.9124641
sal + oxygen	Indian	(27.25,27.5]	-0.9658952	-0.9820676	-0.9497228
sal + oxygen	Indian	(27.5,27.75]	-0.9607192	-0.9624500	-0.9589884
sal + oxygen	Indian	(27.75,27.85]	-0.9465390	-0.9658259	-0.9272522
sal + oxygen	Indian	(27.85,27.95]	-0.9294935	-0.9379708	-0.9210163
sal + oxygen	Indian	(27.95,28.05]	-0.7914774	-0.7931461	-0.7898086
sal + oxygen	Indian	(28.05,28.1]	-0.4023009	-0.4482108	-0.3563909
sal + oxygen	Indian	(28.1, Inf]	-0.7633790	-0.8016072	-0.7251509
sal + oxygen	Pacific	(-Inf,26.5]	-0.1208796	-0.1579750	-0.0837842
sal + oxygen	Pacific	(26.5,26.75]	-0.2710477	-0.2900449	-0.2520505
sal + oxygen	Pacific	(26.75,27]	-0.0759101	-0.0841353	-0.0676848
sal + oxygen	Pacific	(27,27.25]	0.1109609	0.1097600	0.1121619
sal + oxygen	Pacific	(27.25,27.5]	-0.0737736	-0.0923630	-0.0551842
sal + oxygen	Pacific	(27.5,27.75]	-0.0603228	-0.1072830	-0.0133626
sal + oxygen	Pacific	(27.75,27.85]	0.1977740	-0.0120696	0.4076176
sal + oxygen	Pacific	(27.85,27.95]	0.4192909	0.2186584	0.6199235
sal + oxygen	Pacific	(27.95,28.05]	0.6267056	0.4874515	0.7659598
sal + oxygen	Pacific	(28.05,28.1]	0.8681559	0.8567230	0.8795888
sal + oxygen	Pacific	(28.1, Inf]	0.5551441	0.3937416	0.7165466
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7426382	-0.7509446	-0.7343319
sal + phosphate	Atlantic	(26.5,26.75]	-0.7016783	-0.7065257	-0.6968309
sal + phosphate	Atlantic	(26.75,27]	-0.6720471	-0.7035099	-0.6405842
sal + phosphate	Atlantic	(27,27.25]	-0.6778828	-0.6969461	-0.6588196
sal + phosphate	Atlantic	(27.25,27.5]	-0.7365491	-0.7406865	-0.7324117
sal + phosphate	Atlantic	(27.5,27.75]	-0.7783010	-0.7933361	-0.7632659
sal + phosphate	Atlantic	(27.75,27.85]	-0.7030489	-0.7520129	-0.6540849
sal + phosphate	Atlantic	(27.85,27.95]	-0.7090743	-0.7595418	-0.6586067
sal + phosphate	Atlantic	(27.95,28.05]	-0.8038280	-0.8417850	-0.7658709
sal + phosphate	Atlantic	(28.05,28.1]	-0.8760904	-0.8874764	-0.8647044
sal + phosphate	Atlantic	(28.1,28.15]	-0.8973844	-0.9055073	-0.8892615
sal + phosphate	Atlantic	(28.15,28.2]	-0.9475901	-0.9503222	-0.9448580
sal + phosphate	Atlantic	(28.2, Inf]	-0.9227498	-0.9389349	-0.9065648
sal + phosphate	Indian	(-Inf,26.5]	-0.6668513	-0.8496762	-0.4840263
sal + phosphate	Indian	(26.5,26.75]	-0.3195978	-0.5953306	-0.0438649
sal + phosphate	Indian	(26.75,27]	0.2338697	-0.0588457	0.5265851
sal + phosphate	Indian	(27,27.25]	0.5864919	0.4296181	0.7433657
sal + phosphate	Indian	(27.25,27.5]	0.8293701	0.7941382	0.8646021
sal + phosphate	Indian	(27.5,27.75]	0.9010756	0.8757809	0.9263704
sal + phosphate	Indian	(27.75,27.85]	0.8135510	0.7402441	0.8868578
sal + phosphate	Indian	(27.85,27.95]	0.6492822	0.5558886	0.7426759
sal + phosphate	Indian	(27.95,28.05]	0.2101183	0.0734756	0.3467610
sal + phosphate	Indian	(28.05,28.1]	-0.1051450	-0.3114337	0.1011437
sal + phosphate	Indian	(28.1, Inf]	-0.1345917	-0.2912276	0.0220443
sal + phosphate	Pacific	(-Inf,26.5]	-0.4067471	-0.4077817	-0.4057126
sal + phosphate	Pacific	(26.5,26.75]	-0.2589319	-0.3098344	-0.2080293
sal + phosphate	Pacific	(26.75,27]	-0.3973141	-0.4437120	-0.3509162
sal + phosphate	Pacific	(27,27.25]	-0.3272947	-0.3372126	-0.3173768
sal + phosphate	Pacific	(27.25,27.5]	-0.0149977	-0.0382558	0.0082603
sal + phosphate	Pacific	(27.5,27.75]	0.0226031	-0.0179147	0.0631209
sal + phosphate	Pacific	(27.75,27.85]	-0.2118668	-0.3829397	-0.0407939
sal + phosphate	Pacific	(27.85,27.95]	-0.4499560	-0.6159636	-0.2839485
sal + phosphate	Pacific	(27.95,28.05]	-0.7067553	-0.7996696	-0.6138410
sal + phosphate	Pacific	(28.05,28.1]	-0.9153645	-0.9182153	-0.9125136
sal + phosphate	Pacific	(28.1, Inf]	-0.7421988	-0.8389041	-0.6454934
sal + silicate	Atlantic	(-Inf,26.5]	-0.6679661	-0.6720024	-0.6639298
sal + silicate	Atlantic	(26.5,26.75]	-0.6066541	-0.6315234	-0.5817847
sal + silicate	Atlantic	(26.75,27]	-0.5678069	-0.6274001	-0.5082138
sal + silicate	Atlantic	(27,27.25]	-0.6141294	-0.6472331	-0.5810256
sal + silicate	Atlantic	(27.25,27.5]	-0.7512781	-0.7704092	-0.7321469
sal + silicate	Atlantic	(27.5,27.75]	-0.7750152	-0.7898424	-0.7601880
sal + silicate	Atlantic	(27.75,27.85]	-0.6895488	-0.7554153	-0.6236823
sal + silicate	Atlantic	(27.85,27.95]	-0.7441058	-0.7960484	-0.6921632
sal + silicate	Atlantic	(27.95,28.05]	-0.8280219	-0.8667105	-0.7893332
sal + silicate	Atlantic	(28.05,28.1]	-0.8742838	-0.8878389	-0.8607288
sal + silicate	Atlantic	(28.1,28.15]	-0.8920089	-0.9019243	-0.8820934
sal + silicate	Atlantic	(28.15,28.2]	-0.9238915	-0.9311189	-0.9166641
sal + silicate	Atlantic	(28.2, Inf]	-0.8885623	-0.9232594	-0.8538653
sal + silicate	Indian	(-Inf,26.5]	-0.7902908	-0.8675201	-0.7130614
sal + silicate	Indian	(26.5,26.75]	-0.3579871	-0.5207385	-0.1952358
sal + silicate	Indian	(26.75,27]	0.3810025	0.2118463	0.5501588
sal + silicate	Indian	(27,27.25]	0.6361872	0.6100849	0.6622896
sal + silicate	Indian	(27.25,27.5]	0.7177191	0.6504508	0.7849875
sal + silicate	Indian	(27.5,27.75]	0.7760765	0.6960268	0.8561263
sal + silicate	Indian	(27.75,27.85]	0.8304117	0.8039870	0.8568364
sal + silicate	Indian	(27.85,27.95]	0.6913546	0.6110207	0.7716884
sal + silicate	Indian	(27.95,28.05]	0.4080104	0.3033428	0.5126780
sal + silicate	Indian	(28.05,28.1]	0.0862134	-0.0578863	0.2303132
sal + silicate	Indian	(28.1, Inf]	-0.2078824	-0.2527413	-0.1630235
sal + silicate	Pacific	(-Inf,26.5]	-0.6259790	-0.6469639	-0.6049942
sal + silicate	Pacific	(26.5,26.75]	-0.7109041	-0.7499692	-0.6718390
sal + silicate	Pacific	(26.75,27]	-0.7246045	-0.7546588	-0.6945502
sal + silicate	Pacific	(27,27.25]	-0.5589875	-0.5604695	-0.5575055
sal + silicate	Pacific	(27.25,27.5]	-0.2506323	-0.2671249	-0.2341396
sal + silicate	Pacific	(27.5,27.75]	-0.0471232	-0.0699651	-0.0242813
sal + silicate	Pacific	(27.75,27.85]	-0.2272057	-0.3847791	-0.0696323
sal + silicate	Pacific	(27.85,27.95]	-0.3950639	-0.5552343	-0.2348935
sal + silicate	Pacific	(27.95,28.05]	-0.6064678	-0.6742224	-0.5387131
sal + silicate	Pacific	(28.05,28.1]	-0.8475457	-0.8677836	-0.8273078
sal + silicate	Pacific	(28.1, Inf]	-0.7383856	-0.8542754	-0.6224957
sal + temp	Atlantic	(-Inf,26.5]	0.9376262	0.9314514	0.9438011
sal + temp	Atlantic	(26.5,26.75]	0.9881872	0.9879796	0.9883949
sal + temp	Atlantic	(26.75,27]	0.9787944	0.9768839	0.9807048
sal + temp	Atlantic	(27,27.25]	0.9784556	0.9764224	0.9804888
sal + temp	Atlantic	(27.25,27.5]	0.9759000	0.9741610	0.9776389
sal + temp	Atlantic	(27.5,27.75]	0.9683070	0.9669861	0.9696279
sal + temp	Atlantic	(27.75,27.85]	0.9856803	0.9849394	0.9864212
sal + temp	Atlantic	(27.85,27.95]	0.9651578	0.9611890	0.9691266
sal + temp	Atlantic	(27.95,28.05]	0.9428117	0.9416435	0.9439799
sal + temp	Atlantic	(28.05,28.1]	0.9684332	0.9681533	0.9687131
sal + temp	Atlantic	(28.1,28.15]	0.9645763	0.9555608	0.9735917
sal + temp	Atlantic	(28.15,28.2]	0.7858069	0.6461084	0.9255053
sal + temp	Atlantic	(28.2, Inf]	0.4940111	0.4765204	0.5115018
sal + temp	Indian	(-Inf,26.5]	0.5561550	0.5351349	0.5771751
sal + temp	Indian	(26.5,26.75]	0.9294821	0.9138073	0.9451568
sal + temp	Indian	(26.75,27]	0.9652536	0.9551897	0.9753174
sal + temp	Indian	(27,27.25]	0.9609164	0.9600783	0.9617546
sal + temp	Indian	(27.25,27.5]	0.9443631	0.9244890	0.9642372
sal + temp	Indian	(27.5,27.75]	0.8987724	0.8614452	0.9360996
sal + temp	Indian	(27.75,27.85]	0.9302995	0.9086546	0.9519444
sal + temp	Indian	(27.85,27.95]	0.9378763	0.9326153	0.9431374
sal + temp	Indian	(27.95,28.05]	0.9487494	0.9397349	0.9577640
sal + temp	Indian	(28.05,28.1]	0.9367958	0.9244373	0.9491544
sal + temp	Indian	(28.1, Inf]	0.9466244	0.9319532	0.9612956
sal + temp	Pacific	(-Inf,26.5]	0.7960194	0.7776377	0.8144011
sal + temp	Pacific	(26.5,26.75]	0.9752300	0.9720485	0.9784116
sal + temp	Pacific	(26.75,27]	0.9690370	0.9656713	0.9724027
sal + temp	Pacific	(27,27.25]	0.9337914	0.9302256	0.9373573
sal + temp	Pacific	(27.25,27.5]	0.7944949	0.7891130	0.7998768
sal + temp	Pacific	(27.5,27.75]	0.5393318	0.5152474	0.5634163
sal + temp	Pacific	(27.75,27.85]	0.7016318	0.6294079	0.7738557
sal + temp	Pacific	(27.85,27.95]	0.5105630	0.3928260	0.6283000
sal + temp	Pacific	(27.95,28.05]	0.3766734	0.2575845	0.4957623
sal + temp	Pacific	(28.05,28.1]	0.0984087	0.0249215	0.1718959
sal + temp	Pacific	(28.1, Inf]	-0.1920217	-0.3659320	-0.0181114
temp + aou	Atlantic	(-Inf,26.5]	-0.1676824	-0.1876997	-0.1476650
temp + aou	Atlantic	(26.5,26.75]	-0.2849699	-0.3209813	-0.2489585
temp + aou	Atlantic	(26.75,27]	-0.1758623	-0.2518955	-0.0998290
temp + aou	Atlantic	(27,27.25]	0.0315293	-0.0266477	0.0897064
temp + aou	Atlantic	(27.25,27.5]	-0.0080017	-0.0783084	0.0623050
temp + aou	Atlantic	(27.5,27.75]	-0.3112565	-0.3136058	-0.3089073
temp + aou	Atlantic	(27.75,27.85]	-0.3828737	-0.4732462	-0.2925012
temp + aou	Atlantic	(27.85,27.95]	-0.4159780	-0.4816154	-0.3503407
temp + aou	Atlantic	(27.95,28.05]	-0.5086641	-0.5388785	-0.4784496
temp + aou	Atlantic	(28.05,28.1]	-0.6291782	-0.6305785	-0.6277778
temp + aou	Atlantic	(28.1,28.15]	-0.6642164	-0.6861822	-0.6422506
temp + aou	Atlantic	(28.15,28.2]	-0.6060990	-0.7639967	-0.4482013
temp + aou	Atlantic	(28.2, Inf]	0.0657419	0.0341759	0.0973079
temp + aou	Indian	(-Inf,26.5]	-0.3529910	-0.3888864	-0.3170955
temp + aou	Indian	(26.5,26.75]	-0.1455957	-0.3118155	0.0206241
temp + aou	Indian	(26.75,27]	0.3480688	0.1655923	0.5305452
temp + aou	Indian	(27,27.25]	0.7631332	0.7162380	0.8100285
temp + aou	Indian	(27.25,27.5]	0.8642503	0.8301610	0.8983395
temp + aou	Indian	(27.5,27.75]	0.8983910	0.8764588	0.9203233
temp + aou	Indian	(27.75,27.85]	0.9316922	0.9100735	0.9533109
temp + aou	Indian	(27.85,27.95]	0.8969467	0.8941977	0.8996957
temp + aou	Indian	(27.95,28.05]	0.7570290	0.7525917	0.7614663
temp + aou	Indian	(28.05,28.1]	0.4844167	0.4127448	0.5560885
temp + aou	Indian	(28.1, Inf]	0.7835104	0.7580409	0.8089798
temp + aou	Pacific	(-Inf,26.5]	-0.3831504	-0.3938619	-0.3724389
temp + aou	Pacific	(26.5,26.75]	0.0882376	0.0732012	0.1032739
temp + aou	Pacific	(26.75,27]	-0.1019599	-0.1102832	-0.0936365
temp + aou	Pacific	(27,27.25]	-0.2582178	-0.2768377	-0.2395980
temp + aou	Pacific	(27.25,27.5]	-0.0938713	-0.1107225	-0.0770202
temp + aou	Pacific	(27.5,27.75]	0.0339336	-0.0513501	0.1192173
temp + aou	Pacific	(27.75,27.85]	-0.0952526	-0.3144194	0.1239142
temp + aou	Pacific	(27.85,27.95]	-0.1350233	-0.3468013	0.0767548
temp + aou	Pacific	(27.95,28.05]	-0.0545541	-0.2396563	0.1305482
temp + aou	Pacific	(28.05,28.1]	0.0138773	-0.1600536	0.1878081
temp + aou	Pacific	(28.1, Inf]	0.8065307	0.7965289	0.8165325
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5455107	-0.5686658	-0.5223556
temp + nitrate	Atlantic	(26.5,26.75]	-0.5511758	-0.5551391	-0.5472125
temp + nitrate	Atlantic	(26.75,27]	-0.5223749	-0.5638071	-0.4809427
temp + nitrate	Atlantic	(27,27.25]	-0.5110004	-0.5423800	-0.4796209
temp + nitrate	Atlantic	(27.25,27.5]	-0.6153867	-0.6217395	-0.6090340
temp + nitrate	Atlantic	(27.5,27.75]	-0.6977419	-0.7105888	-0.6848950
temp + nitrate	Atlantic	(27.75,27.85]	-0.6693775	-0.7108017	-0.6279532
temp + nitrate	Atlantic	(27.85,27.95]	-0.6638582	-0.7053410	-0.6223755
temp + nitrate	Atlantic	(27.95,28.05]	-0.7286723	-0.7479332	-0.7094114
temp + nitrate	Atlantic	(28.05,28.1]	-0.7825556	-0.7926560	-0.7724552
temp + nitrate	Atlantic	(28.1,28.15]	-0.7697418	-0.7984193	-0.7410644
temp + nitrate	Atlantic	(28.15,28.2]	-0.6372348	-0.7931018	-0.4813677
temp + nitrate	Atlantic	(28.2, Inf]	-0.2513299	-0.2788182	-0.2238415
temp + nitrate	Indian	(-Inf,26.5]	-0.4909902	-0.5160559	-0.4659244
temp + nitrate	Indian	(26.5,26.75]	-0.3318316	-0.4913065	-0.1723567
temp + nitrate	Indian	(26.75,27]	0.0032262	-0.2327046	0.2391570
temp + nitrate	Indian	(27,27.25]	0.3086592	0.1640958	0.4532225
temp + nitrate	Indian	(27.25,27.5]	0.5690629	0.4897889	0.6483368
temp + nitrate	Indian	(27.5,27.75]	0.7408928	0.6782211	0.8035644
temp + nitrate	Indian	(27.75,27.85]	0.7185960	0.6163235	0.8208686
temp + nitrate	Indian	(27.85,27.95]	0.5869080	0.5263958	0.6474201
temp + nitrate	Indian	(27.95,28.05]	0.2429349	0.1314813	0.3543885
temp + nitrate	Indian	(28.05,28.1]	0.0940807	-0.1006210	0.2887824
temp + nitrate	Indian	(28.1, Inf]	0.0461342	-0.0815425	0.1738109
temp + nitrate	Pacific	(-Inf,26.5]	-0.6861470	-0.6917140	-0.6805800
temp + nitrate	Pacific	(26.5,26.75]	-0.3130891	-0.3576208	-0.2685574
temp + nitrate	Pacific	(26.75,27]	-0.4130144	-0.4500932	-0.3759356
temp + nitrate	Pacific	(27,27.25]	-0.4103619	-0.4275656	-0.3931583
temp + nitrate	Pacific	(27.25,27.5]	-0.1664615	-0.1743201	-0.1586029
temp + nitrate	Pacific	(27.5,27.75]	0.0091055	-0.0664563	0.0846673
temp + nitrate	Pacific	(27.75,27.85]	-0.0979034	-0.2886575	0.0928507
temp + nitrate	Pacific	(27.85,27.95]	-0.1409594	-0.3281313	0.0462125
temp + nitrate	Pacific	(27.95,28.05]	-0.1073091	-0.2639078	0.0492897
temp + nitrate	Pacific	(28.05,28.1]	-0.0275019	-0.2023755	0.1473717
temp + nitrate	Pacific	(28.1, Inf]	0.6636287	0.6507593	0.6764981
temp + oxygen	Atlantic	(-Inf,26.5]	-0.2934382	-0.3347266	-0.2521499
temp + oxygen	Atlantic	(26.5,26.75]	0.0168904	-0.0357007	0.0694814
temp + oxygen	Atlantic	(26.75,27]	-0.0507550	-0.1411748	0.0396647
temp + oxygen	Atlantic	(27,27.25]	-0.2958458	-0.3373337	-0.2543579
temp + oxygen	Atlantic	(27.25,27.5]	-0.3315874	-0.3823412	-0.2808335
temp + oxygen	Atlantic	(27.5,27.75]	-0.0851442	-0.0880981	-0.0821903
temp + oxygen	Atlantic	(27.75,27.85]	0.0754872	-0.0609487	0.2119231
temp + oxygen	Atlantic	(27.85,27.95]	0.1945698	0.1082266	0.2809129
temp + oxygen	Atlantic	(27.95,28.05]	0.3029479	0.2670749	0.3388209
temp + oxygen	Atlantic	(28.05,28.1]	0.4806797	0.4776719	0.4836875
temp + oxygen	Atlantic	(28.1,28.15]	0.5587804	0.5372835	0.5802773
temp + oxygen	Atlantic	(28.15,28.2]	0.5260522	0.3465256	0.7055788
temp + oxygen	Atlantic	(28.2, Inf]	-0.2605703	-0.2878515	-0.2332891
temp + oxygen	Indian	(-Inf,26.5]	0.2292145	0.2019711	0.2564580
temp + oxygen	Indian	(26.5,26.75]	0.0835169	-0.0771622	0.2441960
temp + oxygen	Indian	(26.75,27]	-0.4384723	-0.5927353	-0.2842094
temp + oxygen	Indian	(27,27.25]	-0.8285104	-0.8586363	-0.7983845
temp + oxygen	Indian	(27.25,27.5]	-0.9056412	-0.9302175	-0.8810650
temp + oxygen	Indian	(27.5,27.75]	-0.9303022	-0.9467048	-0.9138996
temp + oxygen	Indian	(27.75,27.85]	-0.9552646	-0.9697085	-0.9408208
temp + oxygen	Indian	(27.85,27.95]	-0.9360977	-0.9362085	-0.9359868
temp + oxygen	Indian	(27.95,28.05]	-0.8403598	-0.8513085	-0.8294112
temp + oxygen	Indian	(28.05,28.1]	-0.5997636	-0.6377878	-0.5617394
temp + oxygen	Indian	(28.1, Inf]	-0.8730449	-0.8842326	-0.8618572
temp + oxygen	Pacific	(-Inf,26.5]	0.0256536	-0.0049527	0.0562600
temp + oxygen	Pacific	(26.5,26.75]	-0.2786958	-0.2866369	-0.2707547
temp + oxygen	Pacific	(26.75,27]	-0.0925171	-0.1012623	-0.0837718
temp + oxygen	Pacific	(27,27.25]	0.1520367	0.1337652	0.1703082
temp + oxygen	Pacific	(27.25,27.5]	0.0064801	-0.0105443	0.0235045
temp + oxygen	Pacific	(27.5,27.75]	-0.1172136	-0.2087484	-0.0256787
temp + oxygen	Pacific	(27.75,27.85]	0.0395735	-0.1936146	0.2727615
temp + oxygen	Pacific	(27.85,27.95]	0.0846757	-0.1385358	0.3078872
temp + oxygen	Pacific	(27.95,28.05]	-0.0040340	-0.2008255	0.1927576
temp + oxygen	Pacific	(28.05,28.1]	-0.0449452	-0.2234435	0.1335531
temp + oxygen	Pacific	(28.1, Inf]	-0.8512760	-0.8647933	-0.8377587
temp + phosphate	Atlantic	(-Inf,26.5]	-0.7494584	-0.7496400	-0.7492767
temp + phosphate	Atlantic	(26.5,26.75]	-0.7110802	-0.7224441	-0.6997162
temp + phosphate	Atlantic	(26.75,27]	-0.6433197	-0.6660660	-0.6205734
temp + phosphate	Atlantic	(27,27.25]	-0.6190849	-0.6381083	-0.6000615
temp + phosphate	Atlantic	(27.25,27.5]	-0.6943542	-0.6969317	-0.6917767
temp + phosphate	Atlantic	(27.5,27.75]	-0.7374295	-0.7488905	-0.7259684
temp + phosphate	Atlantic	(27.75,27.85]	-0.7006779	-0.7372489	-0.6641069
temp + phosphate	Atlantic	(27.85,27.95]	-0.6832431	-0.7234144	-0.6430718
temp + phosphate	Atlantic	(27.95,28.05]	-0.7347196	-0.7544860	-0.7149532
temp + phosphate	Atlantic	(28.05,28.1]	-0.7926391	-0.8022994	-0.7829787
temp + phosphate	Atlantic	(28.1,28.15]	-0.7850383	-0.8122738	-0.7578027
temp + phosphate	Atlantic	(28.15,28.2]	-0.6459422	-0.8007639	-0.4911205
temp + phosphate	Atlantic	(28.2, Inf]	-0.2586504	-0.2874394	-0.2298614
temp + phosphate	Indian	(-Inf,26.5]	-0.4466961	-0.5115344	-0.3818578
temp + phosphate	Indian	(26.5,26.75]	-0.2566947	-0.4741814	-0.0392081
temp + phosphate	Indian	(26.75,27]	0.0820985	-0.1950723	0.3592693
temp + phosphate	Indian	(27,27.25]	0.4062884	0.2107784	0.6017984
temp + phosphate	Indian	(27.25,27.5]	0.6597375	0.5508318	0.7686432
temp + phosphate	Indian	(27.5,27.75]	0.8130526	0.7648088	0.8612963
temp + phosphate	Indian	(27.75,27.85]	0.7780522	0.7090557	0.8470487
temp + phosphate	Indian	(27.85,27.95]	0.5972056	0.5340831	0.6603280
temp + phosphate	Indian	(27.95,28.05]	0.2705641	0.1677447	0.3733834
temp + phosphate	Indian	(28.05,28.1]	0.1201492	-0.0749971	0.3152955
temp + phosphate	Indian	(28.1, Inf]	0.0280543	-0.1006327	0.1567414
temp + phosphate	Pacific	(-Inf,26.5]	-0.6249328	-0.6263362	-0.6235295
temp + phosphate	Pacific	(26.5,26.75]	-0.2717425	-0.3136245	-0.2298606
temp + phosphate	Pacific	(26.75,27]	-0.4067496	-0.4535818	-0.3599174
temp + phosphate	Pacific	(27,27.25]	-0.3947350	-0.4019819	-0.3874880
temp + phosphate	Pacific	(27.25,27.5]	-0.1504845	-0.1708131	-0.1301559
temp + phosphate	Pacific	(27.5,27.75]	0.0273826	-0.0555043	0.1102695
temp + phosphate	Pacific	(27.75,27.85]	-0.0711705	-0.2659475	0.1236066
temp + phosphate	Pacific	(27.85,27.95]	-0.1252755	-0.3184114	0.0678605
temp + phosphate	Pacific	(27.95,28.05]	-0.1066138	-0.2657589	0.0525313
temp + phosphate	Pacific	(28.05,28.1]	-0.0118162	-0.1770140	0.1533815
temp + phosphate	Pacific	(28.1, Inf]	0.6672768	0.6607649	0.6737887
temp + silicate	Atlantic	(-Inf,26.5]	-0.6547397	-0.6647861	-0.6446933
temp + silicate	Atlantic	(26.5,26.75]	-0.6293076	-0.6548296	-0.6037856
temp + silicate	Atlantic	(26.75,27]	-0.5577303	-0.6057503	-0.5097104
temp + silicate	Atlantic	(27,27.25]	-0.5803381	-0.6106844	-0.5499917
temp + silicate	Atlantic	(27.25,27.5]	-0.7692444	-0.7714226	-0.7670663
temp + silicate	Atlantic	(27.5,27.75]	-0.7986237	-0.8165340	-0.7807135
temp + silicate	Atlantic	(27.75,27.85]	-0.7176022	-0.7719757	-0.6632287
temp + silicate	Atlantic	(27.85,27.95]	-0.7459949	-0.7891644	-0.7028254
temp + silicate	Atlantic	(27.95,28.05]	-0.7762304	-0.8010286	-0.7514322
temp + silicate	Atlantic	(28.05,28.1]	-0.7894364	-0.8036128	-0.7752600
temp + silicate	Atlantic	(28.1,28.15]	-0.7764180	-0.8063642	-0.7464717
temp + silicate	Atlantic	(28.15,28.2]	-0.6075600	-0.7721685	-0.4429516
temp + silicate	Atlantic	(28.2, Inf]	-0.2219888	-0.2711766	-0.1728011
temp + silicate	Indian	(-Inf,26.5]	-0.4574030	-0.4701311	-0.4446750
temp + silicate	Indian	(26.5,26.75]	-0.2589147	-0.3758508	-0.1419787
temp + silicate	Indian	(26.75,27]	0.2486945	0.0818659	0.4155232
temp + silicate	Indian	(27,27.25]	0.4781680	0.4120496	0.5442864
temp + silicate	Indian	(27.25,27.5]	0.5616448	0.5531484	0.5701412
temp + silicate	Indian	(27.5,27.75]	0.6110884	0.5938566	0.6283202
temp + silicate	Indian	(27.75,27.85]	0.7141571	0.6496550	0.7786591
temp + silicate	Indian	(27.85,27.95]	0.5644130	0.4914838	0.6373422
temp + silicate	Indian	(27.95,28.05]	0.3916303	0.3145816	0.4686789
temp + silicate	Indian	(28.05,28.1]	0.2932971	0.1601110	0.4264831
temp + silicate	Indian	(28.1, Inf]	-0.1265307	-0.1820727	-0.0709887
temp + silicate	Pacific	(-Inf,26.5]	-0.6854848	-0.7142177	-0.6567520
temp + silicate	Pacific	(26.5,26.75]	-0.7100767	-0.7457552	-0.6743982
temp + silicate	Pacific	(26.75,27]	-0.7113368	-0.7421868	-0.6804868
temp + silicate	Pacific	(27,27.25]	-0.5962589	-0.6140696	-0.5784483
temp + silicate	Pacific	(27.25,27.5]	-0.3967974	-0.4112776	-0.3823173
temp + silicate	Pacific	(27.5,27.75]	-0.2325631	-0.2946516	-0.1704745
temp + silicate	Pacific	(27.75,27.85]	-0.1890072	-0.3806739	0.0026596
temp + silicate	Pacific	(27.85,27.95]	-0.2312373	-0.4497687	-0.0127059
temp + silicate	Pacific	(27.95,28.05]	-0.2118436	-0.4126501	-0.0110371
temp + silicate	Pacific	(28.05,28.1]	-0.0332379	-0.2026171	0.1361413
temp + silicate	Pacific	(28.1, Inf]	0.4504230	0.4368618	0.4639842

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	0.0716159	-0.0378240	0.1810558
aou	Atlantic	(26.5,26.75]	-0.3963810	-0.4029276	-0.3898344
aou	Atlantic	(26.75,27]	-0.3443365	-0.4315559	-0.2571172
aou	Atlantic	(27,27.25]	-0.2515323	-0.3090389	-0.1940258
aou	Atlantic	(27.25,27.5]	-0.3920927	-0.4594725	-0.3247130
aou	Atlantic	(27.5,27.75]	-0.7595455	-0.7630164	-0.7560746
aou	Atlantic	(27.75,27.85]	-0.8810422	-0.9164470	-0.8456374
aou	Atlantic	(27.85,27.95]	-0.8925137	-0.9064737	-0.8785536
aou	Atlantic	(27.95,28.05]	-0.8415897	-0.8501926	-0.8329869
aou	Atlantic	(28.05,28.1]	-0.8397109	-0.8485034	-0.8309184
aou	Atlantic	(28.1,28.15]	-0.8580501	-0.8731907	-0.8429096
aou	Atlantic	(28.15,28.2]	-0.9075701	-0.9114100	-0.9037303
aou	Atlantic	(28.2, Inf]	-0.7920408	-0.7922126	-0.7918689
aou	Indian	(-Inf,26.5]	-0.8316406	-0.9237153	-0.7395660
aou	Indian	(26.5,26.75]	-0.8715487	-0.9313986	-0.8116988
aou	Indian	(26.75,27]	-0.5802037	-0.7216732	-0.4387343
aou	Indian	(27,27.25]	0.0296293	-0.2129704	0.2722290
aou	Indian	(27.25,27.5]	0.4811207	0.3974413	0.5648002
aou	Indian	(27.5,27.75]	0.4494565	0.3336453	0.5652676
aou	Indian	(27.75,27.85]	0.1555997	-0.0244333	0.3356327
aou	Indian	(27.85,27.95]	0.1085883	-0.0594804	0.2766570
aou	Indian	(27.95,28.05]	0.0547657	-0.0843731	0.1939045
aou	Indian	(28.05,28.1]	-0.0341895	-0.0958511	0.0274721
aou	Indian	(28.1, Inf]	0.4091387	0.3549956	0.4632819
aou	Pacific	(-Inf,26.5]	-0.5208754	-0.6110835	-0.4306672
aou	Pacific	(26.5,26.75]	-0.5938355	-0.6904923	-0.4971787
aou	Pacific	(26.75,27]	-0.6093703	-0.6976041	-0.5211364
aou	Pacific	(27,27.25]	0.0574794	-0.0316100	0.1465688
aou	Pacific	(27.25,27.5]	0.5905788	0.5614733	0.6196842
aou	Pacific	(27.5,27.75]	0.7292978	0.7015630	0.7570325
aou	Pacific	(27.75,27.85]	0.8032969	0.7807303	0.8258634
aou	Pacific	(27.85,27.95]	0.7766889	0.7633433	0.7900345
aou	Pacific	(27.95,28.05]	0.5726236	0.5657044	0.5795429
aou	Pacific	(28.05,28.1]	0.3266864	0.3128200	0.3405528
aou	Pacific	(28.1, Inf]	0.3884147	0.3431274	0.4337021
nitrate	Atlantic	(-Inf,26.5]	-0.2445692	-0.3499437	-0.1391947
nitrate	Atlantic	(26.5,26.75]	-0.6070255	-0.6457584	-0.5682927
nitrate	Atlantic	(26.75,27]	-0.6517533	-0.6907407	-0.6127659
nitrate	Atlantic	(27,27.25]	-0.7400128	-0.7729676	-0.7070580
nitrate	Atlantic	(27.25,27.5]	-0.8900040	-0.9059273	-0.8740808
nitrate	Atlantic	(27.5,27.75]	-0.9661290	-0.9696736	-0.9625844
nitrate	Atlantic	(27.75,27.85]	-0.9599190	-0.9623972	-0.9574408
nitrate	Atlantic	(27.85,27.95]	-0.9332449	-0.9336292	-0.9328605
nitrate	Atlantic	(27.95,28.05]	-0.8862221	-0.8965901	-0.8758541
nitrate	Atlantic	(28.05,28.1]	-0.8807172	-0.8830602	-0.8783743
nitrate	Atlantic	(28.1,28.15]	-0.8783302	-0.8953651	-0.8612953
nitrate	Atlantic	(28.15,28.2]	-0.9318677	-0.9423131	-0.9214223
nitrate	Atlantic	(28.2, Inf]	-0.9616976	-0.9671026	-0.9562927
nitrate	Indian	(-Inf,26.5]	-0.7852465	-0.8843001	-0.6861928
nitrate	Indian	(26.5,26.75]	-0.9075077	-0.9316128	-0.8834025
nitrate	Indian	(26.75,27]	-0.7637601	-0.8182966	-0.7092236
nitrate	Indian	(27,27.25]	-0.3491452	-0.4303967	-0.2678938
nitrate	Indian	(27.25,27.5]	0.3189546	0.3047891	0.3331201
nitrate	Indian	(27.5,27.75]	0.3990915	0.3177210	0.4804619
nitrate	Indian	(27.75,27.85]	0.0063207	-0.1370183	0.1496598
nitrate	Indian	(27.85,27.95]	-0.1254353	-0.2313794	-0.0194912
nitrate	Indian	(27.95,28.05]	-0.3209478	-0.3507019	-0.2911937
nitrate	Indian	(28.05,28.1]	-0.2597248	-0.2913430	-0.2281066
nitrate	Indian	(28.1, Inf]	-0.1115597	-0.2020980	-0.0210214
nitrate	Pacific	(-Inf,26.5]	-0.5208848	-0.6173606	-0.4244089
nitrate	Pacific	(26.5,26.75]	-0.7605773	-0.8169109	-0.7042437
nitrate	Pacific	(26.75,27]	-0.7220364	-0.7692592	-0.6748136
nitrate	Pacific	(27,27.25]	0.0180834	-0.0628927	0.0990595
nitrate	Pacific	(27.25,27.5]	0.5205788	0.4878893	0.5532683
nitrate	Pacific	(27.5,27.75]	0.6589675	0.6307628	0.6871723
nitrate	Pacific	(27.75,27.85]	0.7581035	0.7378837	0.7783232
nitrate	Pacific	(27.85,27.95]	0.7378561	0.7275289	0.7481832
nitrate	Pacific	(27.95,28.05]	0.5309751	0.5271927	0.5347575
nitrate	Pacific	(28.05,28.1]	0.2990754	0.2846359	0.3135149
nitrate	Pacific	(28.1, Inf]	0.3353305	0.2744884	0.3961725
oxygen	Atlantic	(-Inf,26.5]	-0.3178458	-0.4007386	-0.2349530
oxygen	Atlantic	(26.5,26.75]	0.1925012	0.1660501	0.2189522
oxygen	Atlantic	(26.75,27]	0.1610189	0.0600050	0.2620328
oxygen	Atlantic	(27,27.25]	0.0199765	-0.0298909	0.0698439
oxygen	Atlantic	(27.25,27.5]	0.0963813	0.0286302	0.1641324
oxygen	Atlantic	(27.5,27.75]	0.4888626	0.4870160	0.4907091
oxygen	Atlantic	(27.75,27.85]	0.7195334	0.6386115	0.8004553
oxygen	Atlantic	(27.85,27.95]	0.8071885	0.7772943	0.8370826
oxygen	Atlantic	(27.95,28.05]	0.7721723	0.7608838	0.7834608
oxygen	Atlantic	(28.05,28.1]	0.7999071	0.7891889	0.8106254
oxygen	Atlantic	(28.1,28.15]	0.8416851	0.8298311	0.8535390
oxygen	Atlantic	(28.15,28.2]	0.9086005	0.9078519	0.9093490
oxygen	Atlantic	(28.2, Inf]	0.6916148	0.6899474	0.6932823
oxygen	Indian	(-Inf,26.5]	0.8686329	0.7952398	0.9420260
oxygen	Indian	(26.5,26.75]	0.8554014	0.7867906	0.9240122
oxygen	Indian	(26.75,27]	0.5135821	0.3437199	0.6834443
oxygen	Indian	(27,27.25]	-0.1073490	-0.3725805	0.1578825
oxygen	Indian	(27.25,27.5]	-0.4981920	-0.5987079	-0.3976760
oxygen	Indian	(27.5,27.75]	-0.4219240	-0.5433674	-0.3004806
oxygen	Indian	(27.75,27.85]	-0.1521492	-0.3376485	0.0333502
oxygen	Indian	(27.85,27.95]	-0.1293477	-0.2972070	0.0385115
oxygen	Indian	(27.95,28.05]	-0.1163446	-0.2664028	0.0337136
oxygen	Indian	(28.05,28.1]	-0.0134567	-0.1021785	0.0752652
oxygen	Indian	(28.1, Inf]	-0.4684148	-0.5150350	-0.4217946
oxygen	Pacific	(-Inf,26.5]	0.5243902	0.4451017	0.6036787
oxygen	Pacific	(26.5,26.75]	0.4813138	0.3700675	0.5925601
oxygen	Pacific	(26.75,27]	0.5360849	0.4230084	0.6491615
oxygen	Pacific	(27,27.25]	-0.0282842	-0.1215592	0.0649908
oxygen	Pacific	(27.25,27.5]	-0.5488953	-0.5771943	-0.5205962
oxygen	Pacific	(27.5,27.75]	-0.6911329	-0.7223668	-0.6598989
oxygen	Pacific	(27.75,27.85]	-0.7832453	-0.8106745	-0.7558160
oxygen	Pacific	(27.85,27.95]	-0.7616597	-0.7779062	-0.7454133
oxygen	Pacific	(27.95,28.05]	-0.5644604	-0.5703064	-0.5586145
oxygen	Pacific	(28.05,28.1]	-0.3309846	-0.3452800	-0.3166892
oxygen	Pacific	(28.1, Inf]	-0.3959415	-0.4372558	-0.3546271
phosphate	Atlantic	(-Inf,26.5]	-0.5058411	-0.6030613	-0.4086209
phosphate	Atlantic	(26.5,26.75]	-0.7358208	-0.7741211	-0.6975206
phosphate	Atlantic	(26.75,27]	-0.7575150	-0.7811018	-0.7339281
phosphate	Atlantic	(27,27.25]	-0.8258297	-0.8446323	-0.8070271
phosphate	Atlantic	(27.25,27.5]	-0.9308013	-0.9389680	-0.9226347
phosphate	Atlantic	(27.5,27.75]	-0.9775091	-0.9785006	-0.9765176
phosphate	Atlantic	(27.75,27.85]	-0.9690076	-0.9702587	-0.9677564
phosphate	Atlantic	(27.85,27.95]	-0.9421306	-0.9450004	-0.9392608
phosphate	Atlantic	(27.95,28.05]	-0.8979522	-0.9041925	-0.8917119
phosphate	Atlantic	(28.05,28.1]	-0.8879495	-0.8924103	-0.8834888
phosphate	Atlantic	(28.1,28.15]	-0.8835463	-0.9001576	-0.8669349
phosphate	Atlantic	(28.15,28.2]	-0.9345058	-0.9461492	-0.9228623
phosphate	Atlantic	(28.2, Inf]	-0.9690252	-0.9739200	-0.9641303
phosphate	Indian	(-Inf,26.5]	-0.8026387	-0.9134775	-0.6918000
phosphate	Indian	(26.5,26.75]	-0.9210532	-0.9554623	-0.8866440
phosphate	Indian	(26.75,27]	-0.7770833	-0.8409256	-0.7132410
phosphate	Indian	(27,27.25]	-0.3766655	-0.4859550	-0.2673759
phosphate	Indian	(27.25,27.5]	0.2566267	0.2349338	0.2783197
phosphate	Indian	(27.5,27.75]	0.3122669	0.2173292	0.4072047
phosphate	Indian	(27.75,27.85]	-0.0406661	-0.1704148	0.0890826
phosphate	Indian	(27.85,27.95]	-0.1748370	-0.2838475	-0.0658264
phosphate	Indian	(27.95,28.05]	-0.3599414	-0.3842584	-0.3356244
phosphate	Indian	(28.05,28.1]	-0.3140904	-0.3592117	-0.2689691
phosphate	Indian	(28.1, Inf]	-0.2368201	-0.3640103	-0.1096299
phosphate	Pacific	(-Inf,26.5]	-0.5536560	-0.6371981	-0.4701139
phosphate	Pacific	(26.5,26.75]	-0.8095488	-0.8539913	-0.7651064
phosphate	Pacific	(26.75,27]	-0.7583849	-0.7982354	-0.7185345
phosphate	Pacific	(27,27.25]	-0.0078424	-0.0921189	0.0764342
phosphate	Pacific	(27.25,27.5]	0.5074070	0.4688076	0.5460063
phosphate	Pacific	(27.5,27.75]	0.6322558	0.5978536	0.6666580
phosphate	Pacific	(27.75,27.85]	0.7209650	0.7000481	0.7418818
phosphate	Pacific	(27.85,27.95]	0.6965684	0.6890299	0.7041069
phosphate	Pacific	(27.95,28.05]	0.4591882	0.4329353	0.4854411
phosphate	Pacific	(28.05,28.1]	0.1856517	0.1438744	0.2274289
phosphate	Pacific	(28.1, Inf]	0.2334341	0.1548877	0.3119805
sal	Atlantic	(-Inf,26.5]	0.6466686	0.5490515	0.7442857
sal	Atlantic	(26.5,26.75]	0.8020094	0.7534101	0.8506087
sal	Atlantic	(26.75,27]	0.8779491	0.8767365	0.8791616
sal	Atlantic	(27,27.25]	0.8882494	0.8825761	0.8939226
sal	Atlantic	(27.25,27.5]	0.8558687	0.8365099	0.8752275
sal	Atlantic	(27.5,27.75]	0.7930572	0.7838847	0.8022296
sal	Atlantic	(27.75,27.85]	0.6914319	0.6647639	0.7180999
sal	Atlantic	(27.85,27.95]	0.6206271	0.5913053	0.6499489
sal	Atlantic	(27.95,28.05]	0.6374439	0.5994018	0.6754861
sal	Atlantic	(28.05,28.1]	0.7012343	0.6977259	0.7047427
sal	Atlantic	(28.1,28.15]	0.7176992	0.6948624	0.7405361
sal	Atlantic	(28.15,28.2]	0.8426166	0.8161251	0.8691082
sal	Atlantic	(28.2, Inf]	0.9253925	0.9230417	0.9277433
sal	Indian	(-Inf,26.5]	0.5585144	0.4710540	0.6459747
sal	Indian	(26.5,26.75]	0.3866463	0.0962917	0.6770009
sal	Indian	(26.75,27]	0.1969391	-0.1920581	0.5859364
sal	Indian	(27,27.25]	0.2880209	-0.0647499	0.6407917
sal	Indian	(27.25,27.5]	0.4331612	0.2357239	0.6305985
sal	Indian	(27.5,27.75]	0.3970020	0.1847962	0.6092078
sal	Indian	(27.75,27.85]	0.1907744	-0.0218102	0.4033590
sal	Indian	(27.85,27.95]	0.2347071	0.0336077	0.4358064
sal	Indian	(27.95,28.05]	0.4064645	0.2510116	0.5619173
sal	Indian	(28.05,28.1]	0.3176704	0.1368614	0.4984794
sal	Indian	(28.1, Inf]	0.5354779	0.5039241	0.5670318
sal	Pacific	(-Inf,26.5]	0.2128125	0.1629944	0.2626306
sal	Pacific	(26.5,26.75]	0.4494124	0.3740962	0.5247286
sal	Pacific	(26.75,27]	0.3319358	0.2419913	0.4218802
sal	Pacific	(27,27.25]	-0.4003279	-0.4166091	-0.3840468
sal	Pacific	(27.25,27.5]	-0.5190855	-0.5302962	-0.5078747
sal	Pacific	(27.5,27.75]	-0.3029372	-0.3232885	-0.2825859
sal	Pacific	(27.75,27.85]	-0.4359445	-0.5682187	-0.3036703
sal	Pacific	(27.85,27.95]	-0.4261566	-0.5417053	-0.3106079
sal	Pacific	(27.95,28.05]	-0.2687359	-0.3064669	-0.2310049
sal	Pacific	(28.05,28.1]	-0.1853613	-0.2130717	-0.1576509
sal	Pacific	(28.1, Inf]	-0.1785975	-0.1958702	-0.1613249
silicate	Atlantic	(-Inf,26.5]	-0.4784050	-0.5924383	-0.3643717
silicate	Atlantic	(26.5,26.75]	-0.6440503	-0.6998796	-0.5882211
silicate	Atlantic	(26.75,27]	-0.6608462	-0.7020694	-0.6196229
silicate	Atlantic	(27,27.25]	-0.7549645	-0.7721967	-0.7377323
silicate	Atlantic	(27.25,27.5]	-0.8634715	-0.8910627	-0.8358803
silicate	Atlantic	(27.5,27.75]	-0.8596134	-0.8754996	-0.8437272
silicate	Atlantic	(27.75,27.85]	-0.8778629	-0.8821305	-0.8735952
silicate	Atlantic	(27.85,27.95]	-0.8716688	-0.8825602	-0.8607774
silicate	Atlantic	(27.95,28.05]	-0.8414132	-0.8427368	-0.8400896
silicate	Atlantic	(28.05,28.1]	-0.8493347	-0.8578427	-0.8408267
silicate	Atlantic	(28.1,28.15]	-0.8626271	-0.8765505	-0.8487037
silicate	Atlantic	(28.15,28.2]	-0.9221230	-0.9362392	-0.9080069
silicate	Atlantic	(28.2, Inf]	-0.9432926	-0.9438924	-0.9426928
silicate	Indian	(-Inf,26.5]	-0.7980899	-0.8675532	-0.7286265
silicate	Indian	(26.5,26.75]	-0.8833530	-0.9340737	-0.8326324
silicate	Indian	(26.75,27]	-0.6249853	-0.7490627	-0.5009079
silicate	Indian	(27,27.25]	-0.1862657	-0.3508723	-0.0216590
silicate	Indian	(27.25,27.5]	0.4287274	0.4144841	0.4429706
silicate	Indian	(27.5,27.75]	0.5934002	0.5847593	0.6020412
silicate	Indian	(27.75,27.85]	0.2047262	0.1233407	0.2861117
silicate	Indian	(27.85,27.95]	0.0177944	-0.0870231	0.1226119
silicate	Indian	(27.95,28.05]	-0.1362161	-0.1956721	-0.0767601
silicate	Indian	(28.05,28.1]	-0.1524111	-0.1795307	-0.1252916
silicate	Indian	(28.1, Inf]	-0.2311021	-0.2702747	-0.1919296
silicate	Pacific	(-Inf,26.5]	-0.5033267	-0.5794922	-0.4271613
silicate	Pacific	(26.5,26.75]	-0.6296850	-0.6470395	-0.6123304
silicate	Pacific	(26.75,27]	-0.5078598	-0.5321410	-0.4835786
silicate	Pacific	(27,27.25]	0.3066676	0.2578899	0.3554452
silicate	Pacific	(27.25,27.5]	0.7924873	0.7766163	0.8083582
silicate	Pacific	(27.5,27.75]	0.8643804	0.8565941	0.8721667
silicate	Pacific	(27.75,27.85]	0.8452060	0.8397436	0.8506684
silicate	Pacific	(27.85,27.95]	0.7758224	0.7667497	0.7848952
silicate	Pacific	(27.95,28.05]	0.5492983	0.5375294	0.5610672
silicate	Pacific	(28.05,28.1]	0.2848466	0.2717939	0.2978994
silicate	Pacific	(28.1, Inf]	0.2575540	0.2407828	0.2743252
temp	Atlantic	(-Inf,26.5]	0.5398387	0.4695433	0.6101342
temp	Atlantic	(26.5,26.75]	0.7859606	0.7212664	0.8506548
temp	Atlantic	(26.75,27]	0.8372714	0.8355568	0.8389859
temp	Atlantic	(27,27.25]	0.8413959	0.8294263	0.8533654
temp	Atlantic	(27.25,27.5]	0.8107765	0.7823097	0.8392434
temp	Atlantic	(27.5,27.75]	0.7405048	0.7356279	0.7453816
temp	Atlantic	(27.75,27.85]	0.6780365	0.6646737	0.6913993
temp	Atlantic	(27.85,27.95]	0.6049122	0.5835436	0.6262808
temp	Atlantic	(27.95,28.05]	0.6049620	0.5859681	0.6239558
temp	Atlantic	(28.05,28.1]	0.6291337	0.6286318	0.6296356
temp	Atlantic	(28.1,28.15]	0.5875250	0.5461324	0.6289176
temp	Atlantic	(28.15,28.2]	0.4682093	0.3424583	0.5939602
temp	Atlantic	(28.2, Inf]	0.3105836	0.2847104	0.3364568
temp	Indian	(-Inf,26.5]	-0.0324135	-0.1472507	0.0824238
temp	Indian	(26.5,26.75]	0.3200616	0.0826219	0.5575012
temp	Indian	(26.75,27]	0.3404199	0.0154299	0.6654100
temp	Indian	(27,27.25]	0.4623109	0.1652543	0.7593675
temp	Indian	(27.25,27.5]	0.5094407	0.3432662	0.6756152
temp	Indian	(27.5,27.75]	0.2577813	0.1319309	0.3836317
temp	Indian	(27.75,27.85]	0.1232723	-0.0701290	0.3166735
temp	Indian	(27.85,27.95]	0.1874091	0.0326560	0.3421622
temp	Indian	(27.95,28.05]	0.3249046	0.1864613	0.4633480
temp	Indian	(28.05,28.1]	0.2443245	0.0824810	0.4061679
temp	Indian	(28.1, Inf]	0.5364234	0.4961252	0.5767217
temp	Pacific	(-Inf,26.5]	0.0504718	-0.0114097	0.1123534
temp	Pacific	(26.5,26.75]	0.4626934	0.3862916	0.5390952
temp	Pacific	(26.75,27]	0.3715956	0.2815500	0.4616411
temp	Pacific	(27,27.25]	-0.2567554	-0.2734075	-0.2401033
temp	Pacific	(27.25,27.5]	-0.4983652	-0.5198649	-0.4768656
temp	Pacific	(27.5,27.75]	-0.4004295	-0.4575874	-0.3432717
temp	Pacific	(27.75,27.85]	-0.3996738	-0.5700489	-0.2292987
temp	Pacific	(27.85,27.95]	-0.3772163	-0.5378880	-0.2165445
temp	Pacific	(27.95,28.05]	-0.1749791	-0.2770446	-0.0729135
temp	Pacific	(28.05,28.1]	-0.0516396	-0.0933199	-0.0099593
temp	Pacific	(28.1, Inf]	0.3452598	0.3227844	0.3677353

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.33      
 [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_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.10           rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.1          
[40] zip_2.1.1                car_3.0-10               magrittr_1.5            
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[70] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[73] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[76] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[79] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[82] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1