eMLR - assumption testing

workflowr

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Last updated: 2021-10-07

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

File	Version	Author	Date	Message
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html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
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html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
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html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
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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
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
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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
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439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

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

[[3]]

Past versions of predictor_correlation_per_basin-3.png

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

[[4]]

Past versions of predictor_correlation_per_basin-4.png

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

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

if (params_local$plot_all_figures == "y") {

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

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

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

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8771883	0.8651898	0.8891868
aou + nitrate	Atlantic	(26,26.5]	0.9553862	0.9441589	0.9666135
aou + nitrate	Atlantic	(26.5,26.75]	0.9758764	0.9736683	0.9780844
aou + nitrate	Atlantic	(26.75,27]	0.9632028	0.9545960	0.9718096
aou + nitrate	Atlantic	(27,27.25]	0.9415903	0.9375541	0.9456265
aou + nitrate	Atlantic	(27.25,27.5]	0.9038190	0.9008926	0.9067454
aou + nitrate	Atlantic	(27.5,27.75]	0.8902932	0.8860893	0.8944972
aou + nitrate	Atlantic	(27.75,27.85]	0.8960045	0.8910654	0.9009436
aou + nitrate	Atlantic	(27.85,27.95]	0.8957654	0.8920157	0.8995151
aou + nitrate	Atlantic	(27.95,28.05]	0.8951000	0.8947927	0.8954072
aou + nitrate	Atlantic	(28.05,28.1]	0.9528436	0.9450169	0.9606703
aou + nitrate	Atlantic	(28.1,28.15]	0.9738974	0.9653156	0.9824792
aou + nitrate	Atlantic	(28.15,28.2]	0.9842662	0.9790955	0.9894369
aou + nitrate	Atlantic	(28.2, Inf]	0.8196714	0.8065746	0.8327682
aou + nitrate	Indian	(-Inf,26]	0.9943906	0.9943852	0.9943961
aou + nitrate	Indian	(26,26.5]	0.9913011	0.9891495	0.9934528
aou + nitrate	Indian	(26.5,26.75]	0.9657824	0.9577129	0.9738518
aou + nitrate	Indian	(26.75,27]	0.8887362	0.8813554	0.8961171
aou + nitrate	Indian	(27,27.25]	0.7936437	0.7591109	0.8281765
aou + nitrate	Indian	(27.25,27.5]	0.8641217	0.8626432	0.8656002
aou + nitrate	Indian	(27.5,27.75]	0.9016416	0.8966841	0.9065990
aou + nitrate	Indian	(27.75,27.85]	0.7979096	0.7904247	0.8053946
aou + nitrate	Indian	(27.85,27.95]	0.7244101	0.7012520	0.7475683
aou + nitrate	Indian	(27.95,28.05]	0.6997573	0.6876239	0.7118908
aou + nitrate	Indian	(28.05,28.1]	0.8589473	0.8388713	0.8790233
aou + nitrate	Indian	(28.1, Inf]	0.4665419	0.4461200	0.4869639
aou + nitrate	Pacific	(-Inf,26]	0.8623378	0.8518506	0.8728249
aou + nitrate	Pacific	(26,26.5]	0.8813049	0.8799851	0.8826247
aou + nitrate	Pacific	(26.5,26.75]	0.8207799	0.8094193	0.8321405
aou + nitrate	Pacific	(26.75,27]	0.9154204	0.9084155	0.9224253
aou + nitrate	Pacific	(27,27.25]	0.9738069	0.9723598	0.9752541
aou + nitrate	Pacific	(27.25,27.5]	0.9768922	0.9764271	0.9773573
aou + nitrate	Pacific	(27.5,27.75]	0.9782873	0.9768786	0.9796960
aou + nitrate	Pacific	(27.75,27.85]	0.9878447	0.9856387	0.9900507
aou + nitrate	Pacific	(27.85,27.95]	0.9865268	0.9841300	0.9889237
aou + nitrate	Pacific	(27.95,28.05]	0.9742907	0.9678966	0.9806848
aou + nitrate	Pacific	(28.05,28.1]	0.9625498	0.9524408	0.9726588
aou + nitrate	Pacific	(28.1, Inf]	0.9501178	0.9392374	0.9609981
aou + oxygen	Atlantic	(-Inf,26]	-0.9647763	-0.9678893	-0.9616633
aou + oxygen	Atlantic	(26,26.5]	-0.9691029	-0.9755149	-0.9626909
aou + oxygen	Atlantic	(26.5,26.75]	-0.9671392	-0.9740682	-0.9602102
aou + oxygen	Atlantic	(26.75,27]	-0.9344441	-0.9413523	-0.9275359
aou + oxygen	Atlantic	(27,27.25]	-0.9358300	-0.9363887	-0.9352712
aou + oxygen	Atlantic	(27.25,27.5]	-0.9427712	-0.9466521	-0.9388903
aou + oxygen	Atlantic	(27.5,27.75]	-0.9475051	-0.9500124	-0.9449977
aou + oxygen	Atlantic	(27.75,27.85]	-0.9629838	-0.9660247	-0.9599429
aou + oxygen	Atlantic	(27.85,27.95]	-0.9623066	-0.9684736	-0.9561395
aou + oxygen	Atlantic	(27.95,28.05]	-0.9488928	-0.9571834	-0.9406022
aou + oxygen	Atlantic	(28.05,28.1]	-0.9716205	-0.9784182	-0.9648227
aou + oxygen	Atlantic	(28.1,28.15]	-0.9870991	-0.9891929	-0.9850053
aou + oxygen	Atlantic	(28.15,28.2]	-0.9957083	-0.9969233	-0.9944934
aou + oxygen	Atlantic	(28.2, Inf]	-0.9791771	-0.9794468	-0.9789073
aou + oxygen	Indian	(-Inf,26]	-0.9936871	-0.9944878	-0.9928864
aou + oxygen	Indian	(26,26.5]	-0.9971671	-0.9975618	-0.9967725
aou + oxygen	Indian	(26.5,26.75]	-0.9963289	-0.9969153	-0.9957424
aou + oxygen	Indian	(26.75,27]	-0.9911070	-0.9924447	-0.9897693
aou + oxygen	Indian	(27,27.25]	-0.9918207	-0.9918547	-0.9917866
aou + oxygen	Indian	(27.25,27.5]	-0.9953562	-0.9954956	-0.9952168
aou + oxygen	Indian	(27.5,27.75]	-0.9967161	-0.9967625	-0.9966697
aou + oxygen	Indian	(27.75,27.85]	-0.9968114	-0.9970937	-0.9965290
aou + oxygen	Indian	(27.85,27.95]	-0.9936174	-0.9940643	-0.9931706
aou + oxygen	Indian	(27.95,28.05]	-0.9848368	-0.9861486	-0.9835250
aou + oxygen	Indian	(28.05,28.1]	-0.9842236	-0.9850871	-0.9833601
aou + oxygen	Indian	(28.1, Inf]	-0.9813645	-0.9825635	-0.9801654
aou + oxygen	Pacific	(-Inf,26]	-0.8542642	-0.8679661	-0.8405623
aou + oxygen	Pacific	(26,26.5]	-0.9794006	-0.9806643	-0.9781370
aou + oxygen	Pacific	(26.5,26.75]	-0.9777195	-0.9800503	-0.9753886
aou + oxygen	Pacific	(26.75,27]	-0.9774547	-0.9790003	-0.9759091
aou + oxygen	Pacific	(27,27.25]	-0.9943156	-0.9943767	-0.9942545
aou + oxygen	Pacific	(27.25,27.5]	-0.9958847	-0.9959449	-0.9958245
aou + oxygen	Pacific	(27.5,27.75]	-0.9962755	-0.9968144	-0.9957366
aou + oxygen	Pacific	(27.75,27.85]	-0.9985184	-0.9988512	-0.9981857
aou + oxygen	Pacific	(27.85,27.95]	-0.9989027	-0.9991374	-0.9986680
aou + oxygen	Pacific	(27.95,28.05]	-0.9986823	-0.9987418	-0.9986228
aou + oxygen	Pacific	(28.05,28.1]	-0.9991876	-0.9992113	-0.9991638
aou + oxygen	Pacific	(28.1, Inf]	-0.9959474	-0.9962889	-0.9956058
aou + phosphate	Atlantic	(-Inf,26]	0.7011063	0.6435172	0.7586954
aou + phosphate	Atlantic	(26,26.5]	0.8895520	0.8740698	0.9050343
aou + phosphate	Atlantic	(26.5,26.75]	0.9414861	0.9380734	0.9448989
aou + phosphate	Atlantic	(26.75,27]	0.9230755	0.9064774	0.9396736
aou + phosphate	Atlantic	(27,27.25]	0.9101977	0.9052049	0.9151906
aou + phosphate	Atlantic	(27.25,27.5]	0.8670417	0.8632562	0.8708271
aou + phosphate	Atlantic	(27.5,27.75]	0.8508229	0.8433085	0.8583373
aou + phosphate	Atlantic	(27.75,27.85]	0.8560453	0.8546179	0.8574728
aou + phosphate	Atlantic	(27.85,27.95]	0.8754408	0.8675077	0.8833740
aou + phosphate	Atlantic	(27.95,28.05]	0.8893994	0.8880161	0.8907827
aou + phosphate	Atlantic	(28.05,28.1]	0.9478343	0.9395893	0.9560792
aou + phosphate	Atlantic	(28.1,28.15]	0.9708305	0.9634343	0.9782267
aou + phosphate	Atlantic	(28.15,28.2]	0.9837211	0.9788165	0.9886258
aou + phosphate	Atlantic	(28.2, Inf]	0.8175340	0.8017086	0.8333593
aou + phosphate	Indian	(-Inf,26]	0.9960357	0.9956238	0.9964477
aou + phosphate	Indian	(26,26.5]	0.9936792	0.9922467	0.9951118
aou + phosphate	Indian	(26.5,26.75]	0.9699749	0.9622881	0.9776618
aou + phosphate	Indian	(26.75,27]	0.9049295	0.8973986	0.9124605
aou + phosphate	Indian	(27,27.25]	0.8267143	0.7979144	0.8555142
aou + phosphate	Indian	(27.25,27.5]	0.9001274	0.9000903	0.9001644
aou + phosphate	Indian	(27.5,27.75]	0.9443407	0.9388126	0.9498689
aou + phosphate	Indian	(27.75,27.85]	0.8727010	0.8716909	0.8737111
aou + phosphate	Indian	(27.85,27.95]	0.7833873	0.7751491	0.7916255
aou + phosphate	Indian	(27.95,28.05]	0.7346547	0.7226081	0.7467013
aou + phosphate	Indian	(28.05,28.1]	0.8727621	0.8515545	0.8939697
aou + phosphate	Indian	(28.1, Inf]	0.4814119	0.4604520	0.5023718
aou + phosphate	Pacific	(-Inf,26]	0.8431254	0.8379159	0.8483349
aou + phosphate	Pacific	(26,26.5]	0.9258683	0.9238982	0.9278384
aou + phosphate	Pacific	(26.5,26.75]	0.8521068	0.8387193	0.8654943
aou + phosphate	Pacific	(26.75,27]	0.9299617	0.9279853	0.9319382
aou + phosphate	Pacific	(27,27.25]	0.9818633	0.9802914	0.9834351
aou + phosphate	Pacific	(27.25,27.5]	0.9833841	0.9820271	0.9847411
aou + phosphate	Pacific	(27.5,27.75]	0.9787025	0.9764377	0.9809673
aou + phosphate	Pacific	(27.75,27.85]	0.9843227	0.9808907	0.9877547
aou + phosphate	Pacific	(27.85,27.95]	0.9833575	0.9813561	0.9853589
aou + phosphate	Pacific	(27.95,28.05]	0.9728415	0.9682489	0.9774341
aou + phosphate	Pacific	(28.05,28.1]	0.9640003	0.9597876	0.9682130
aou + phosphate	Pacific	(28.1, Inf]	0.9396620	0.9273880	0.9519359
aou + silicate	Atlantic	(-Inf,26]	0.4610694	0.2770027	0.6451361
aou + silicate	Atlantic	(26,26.5]	0.8759352	0.8726572	0.8792132
aou + silicate	Atlantic	(26.5,26.75]	0.9122998	0.9032909	0.9213088
aou + silicate	Atlantic	(26.75,27]	0.8676562	0.8354795	0.8998329
aou + silicate	Atlantic	(27,27.25]	0.8682162	0.8608832	0.8755492
aou + silicate	Atlantic	(27.25,27.5]	0.7561571	0.7460174	0.7662968
aou + silicate	Atlantic	(27.5,27.75]	0.6476921	0.6123086	0.6830757
aou + silicate	Atlantic	(27.75,27.85]	0.7073340	0.7019988	0.7126693
aou + silicate	Atlantic	(27.85,27.95]	0.7751118	0.7480857	0.8021378
aou + silicate	Atlantic	(27.95,28.05]	0.8757572	0.8714272	0.8800871
aou + silicate	Atlantic	(28.05,28.1]	0.9573578	0.9503972	0.9643184
aou + silicate	Atlantic	(28.1,28.15]	0.9776944	0.9729078	0.9824811
aou + silicate	Atlantic	(28.15,28.2]	0.9887163	0.9877266	0.9897059
aou + silicate	Atlantic	(28.2, Inf]	0.7907256	0.7635656	0.8178856
aou + silicate	Indian	(-Inf,26]	0.9397032	0.9371100	0.9422964
aou + silicate	Indian	(26,26.5]	0.9529019	0.9486616	0.9571421
aou + silicate	Indian	(26.5,26.75]	0.9652690	0.9631140	0.9674239
aou + silicate	Indian	(26.75,27]	0.9704958	0.9704701	0.9705215
aou + silicate	Indian	(27,27.25]	0.9123074	0.8936510	0.9309638
aou + silicate	Indian	(27.25,27.5]	0.8928437	0.8867670	0.8989204
aou + silicate	Indian	(27.5,27.75]	0.8406937	0.8331311	0.8482562
aou + silicate	Indian	(27.75,27.85]	0.7482862	0.7241834	0.7723890
aou + silicate	Indian	(27.85,27.95]	0.7351439	0.7145810	0.7557069
aou + silicate	Indian	(27.95,28.05]	0.7977929	0.7952823	0.8003035
aou + silicate	Indian	(28.05,28.1]	0.9411211	0.9398790	0.9423632
aou + silicate	Indian	(28.1, Inf]	0.4125130	0.3883976	0.4366283
aou + silicate	Pacific	(-Inf,26]	0.5193396	0.5056979	0.5329813
aou + silicate	Pacific	(26,26.5]	0.5464614	0.5234555	0.5694674
aou + silicate	Pacific	(26.5,26.75]	0.3299280	0.3129119	0.3469441
aou + silicate	Pacific	(26.75,27]	0.6473961	0.6057358	0.6890565
aou + silicate	Pacific	(27,27.25]	0.8873487	0.8782297	0.8964676
aou + silicate	Pacific	(27.25,27.5]	0.9047645	0.8949481	0.9145809
aou + silicate	Pacific	(27.5,27.75]	0.9240483	0.9116995	0.9363971
aou + silicate	Pacific	(27.75,27.85]	0.9714724	0.9694436	0.9735013
aou + silicate	Pacific	(27.85,27.95]	0.9669488	0.9668234	0.9670742
aou + silicate	Pacific	(27.95,28.05]	0.9489510	0.9475340	0.9503679
aou + silicate	Pacific	(28.05,28.1]	0.9519641	0.9493631	0.9545651
aou + silicate	Pacific	(28.1, Inf]	0.8597514	0.8529995	0.8665033
nitrate + silicate	Atlantic	(-Inf,26]	0.6520743	0.5348567	0.7692918
nitrate + silicate	Atlantic	(26,26.5]	0.9447325	0.9401109	0.9493541
nitrate + silicate	Atlantic	(26.5,26.75]	0.9516065	0.9489106	0.9543024
nitrate + silicate	Atlantic	(26.75,27]	0.9229064	0.9080197	0.9377930
nitrate + silicate	Atlantic	(27,27.25]	0.9436583	0.9350170	0.9522996
nitrate + silicate	Atlantic	(27.25,27.5]	0.9290914	0.9262122	0.9319706
nitrate + silicate	Atlantic	(27.5,27.75]	0.8731679	0.8563952	0.8899407
nitrate + silicate	Atlantic	(27.75,27.85]	0.9095252	0.9040619	0.9149886
nitrate + silicate	Atlantic	(27.85,27.95]	0.9538162	0.9438311	0.9638012
nitrate + silicate	Atlantic	(27.95,28.05]	0.9829976	0.9807573	0.9852379
nitrate + silicate	Atlantic	(28.05,28.1]	0.9922857	0.9922447	0.9923268
nitrate + silicate	Atlantic	(28.1,28.15]	0.9936603	0.9932060	0.9941145
nitrate + silicate	Atlantic	(28.15,28.2]	0.9938024	0.9930558	0.9945489
nitrate + silicate	Atlantic	(28.2, Inf]	0.9686735	0.9630436	0.9743033
nitrate + silicate	Indian	(-Inf,26]	0.9525593	0.9523312	0.9527875
nitrate + silicate	Indian	(26,26.5]	0.9549586	0.9549130	0.9550042
nitrate + silicate	Indian	(26.5,26.75]	0.9487830	0.9469066	0.9506594
nitrate + silicate	Indian	(26.75,27]	0.9112617	0.9059498	0.9165737
nitrate + silicate	Indian	(27,27.25]	0.9120975	0.9093880	0.9148069
nitrate + silicate	Indian	(27.25,27.5]	0.9220347	0.9196867	0.9243827
nitrate + silicate	Indian	(27.5,27.75]	0.7759594	0.7659620	0.7859568
nitrate + silicate	Indian	(27.75,27.85]	0.6255159	0.5984910	0.6525407
nitrate + silicate	Indian	(27.85,27.95]	0.7287090	0.7080473	0.7493706
nitrate + silicate	Indian	(27.95,28.05]	0.8472922	0.8366925	0.8578918
nitrate + silicate	Indian	(28.05,28.1]	0.9249853	0.9240149	0.9259558
nitrate + silicate	Indian	(28.1, Inf]	0.7959690	0.7947570	0.7971810
nitrate + silicate	Pacific	(-Inf,26]	0.7915571	0.7714731	0.8116410
nitrate + silicate	Pacific	(26,26.5]	0.7819986	0.7690996	0.7948977
nitrate + silicate	Pacific	(26.5,26.75]	0.7090582	0.6854844	0.7326320
nitrate + silicate	Pacific	(26.75,27]	0.8190017	0.8007634	0.8372401
nitrate + silicate	Pacific	(27,27.25]	0.8993659	0.8913549	0.9073769
nitrate + silicate	Pacific	(27.25,27.5]	0.8638508	0.8509359	0.8767657
nitrate + silicate	Pacific	(27.5,27.75]	0.8748492	0.8585550	0.8911435
nitrate + silicate	Pacific	(27.75,27.85]	0.9479490	0.9431035	0.9527945
nitrate + silicate	Pacific	(27.85,27.95]	0.9569157	0.9526608	0.9611706
nitrate + silicate	Pacific	(27.95,28.05]	0.9404423	0.9338211	0.9470635
nitrate + silicate	Pacific	(28.05,28.1]	0.9251668	0.9192376	0.9310961
nitrate + silicate	Pacific	(28.1, Inf]	0.9091957	0.8968932	0.9214983
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8641129	-0.9022226	-0.8260032
oxygen + nitrate	Atlantic	(26,26.5]	-0.8712200	-0.9036786	-0.8387615
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.9011254	-0.9159404	-0.8863105
oxygen + nitrate	Atlantic	(26.75,27]	-0.8526693	-0.8781223	-0.8272164
oxygen + nitrate	Atlantic	(27,27.25]	-0.8303676	-0.8379643	-0.8227708
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.7651081	-0.7761088	-0.7541074
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7372025	-0.7429581	-0.7314468
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7578704	-0.7732380	-0.7425029
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7537401	-0.7629094	-0.7445708
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7260203	-0.7466078	-0.7054328
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8621727	-0.8906983	-0.8336470
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9301543	-0.9487848	-0.9115238
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9679938	-0.9777743	-0.9582134
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6985870	-0.7158271	-0.6813470
oxygen + nitrate	Indian	(-Inf,26]	-0.9817568	-0.9825893	-0.9809242
oxygen + nitrate	Indian	(26,26.5]	-0.9810100	-0.9849545	-0.9770655
oxygen + nitrate	Indian	(26.5,26.75]	-0.9421853	-0.9549203	-0.9294502
oxygen + nitrate	Indian	(26.75,27]	-0.8213400	-0.8363573	-0.8063227
oxygen + nitrate	Indian	(27,27.25]	-0.7120111	-0.7523333	-0.6716890
oxygen + nitrate	Indian	(27.25,27.5]	-0.8166741	-0.8171956	-0.8161526
oxygen + nitrate	Indian	(27.5,27.75]	-0.8829362	-0.8897578	-0.8761145
oxygen + nitrate	Indian	(27.75,27.85]	-0.7739410	-0.7833424	-0.7645396
oxygen + nitrate	Indian	(27.85,27.95]	-0.6613746	-0.6865090	-0.6362402
oxygen + nitrate	Indian	(27.95,28.05]	-0.5775179	-0.5856380	-0.5693978
oxygen + nitrate	Indian	(28.05,28.1]	-0.7655689	-0.7934975	-0.7376403
oxygen + nitrate	Indian	(28.1, Inf]	-0.3057808	-0.3226141	-0.2889475
oxygen + nitrate	Pacific	(-Inf,26]	-0.5505802	-0.5878849	-0.5132755
oxygen + nitrate	Pacific	(26,26.5]	-0.7817502	-0.7883915	-0.7751089
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6950854	-0.7179989	-0.6721719
oxygen + nitrate	Pacific	(26.75,27]	-0.8198658	-0.8339903	-0.8057414
oxygen + nitrate	Pacific	(27,27.25]	-0.9517185	-0.9541367	-0.9493003
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9685840	-0.9708150	-0.9663530
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9741526	-0.9751975	-0.9731077
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9865615	-0.9890912	-0.9840317
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9854466	-0.9864771	-0.9844162
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9709546	-0.9768635	-0.9650457
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9579198	-0.9681051	-0.9477345
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9290173	-0.9400334	-0.9180012
oxygen + phosphate	Atlantic	(-Inf,26]	-0.6486069	-0.7114031	-0.5858106
oxygen + phosphate	Atlantic	(26,26.5]	-0.7683163	-0.8061552	-0.7304774
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.8376464	-0.8576640	-0.8176288
oxygen + phosphate	Atlantic	(26.75,27]	-0.7631952	-0.8057451	-0.7206452
oxygen + phosphate	Atlantic	(27,27.25]	-0.7545938	-0.7591961	-0.7499915
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.6958684	-0.7079592	-0.6837776
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6707910	-0.6708605	-0.6707216
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6992307	-0.7050728	-0.6933886
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7230992	-0.7273222	-0.7188762
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7154158	-0.7375617	-0.6932700
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8529678	-0.8819936	-0.8239421
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9243316	-0.9413243	-0.9073390
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9672601	-0.9768769	-0.9576433
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6961460	-0.7167013	-0.6755906
oxygen + phosphate	Indian	(-Inf,26]	-0.9844577	-0.9850027	-0.9839127
oxygen + phosphate	Indian	(26,26.5]	-0.9838478	-0.9868247	-0.9808708
oxygen + phosphate	Indian	(26.5,26.75]	-0.9473956	-0.9595158	-0.9352753
oxygen + phosphate	Indian	(26.75,27]	-0.8423744	-0.8572746	-0.8274743
oxygen + phosphate	Indian	(27,27.25]	-0.7513660	-0.7857224	-0.7170096
oxygen + phosphate	Indian	(27.25,27.5]	-0.8587441	-0.8595497	-0.8579384
oxygen + phosphate	Indian	(27.5,27.75]	-0.9296135	-0.9360585	-0.9231685
oxygen + phosphate	Indian	(27.75,27.85]	-0.8464898	-0.8486169	-0.8443628
oxygen + phosphate	Indian	(27.85,27.95]	-0.7198050	-0.7283621	-0.7112478
oxygen + phosphate	Indian	(27.95,28.05]	-0.6144509	-0.6224332	-0.6064686
oxygen + phosphate	Indian	(28.05,28.1]	-0.7806778	-0.8104463	-0.7509094
oxygen + phosphate	Indian	(28.1, Inf]	-0.3197660	-0.3378865	-0.3016455
oxygen + phosphate	Pacific	(-Inf,26]	-0.5749992	-0.5976675	-0.5523310
oxygen + phosphate	Pacific	(26,26.5]	-0.8362022	-0.8363199	-0.8360845
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7289030	-0.7535391	-0.7042669
oxygen + phosphate	Pacific	(26.75,27]	-0.8374677	-0.8446510	-0.8302844
oxygen + phosphate	Pacific	(27,27.25]	-0.9614764	-0.9638699	-0.9590828
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9750996	-0.9778659	-0.9723332
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9757917	-0.9771618	-0.9744216
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9837823	-0.9874613	-0.9801033
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9822302	-0.9828051	-0.9816554
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9698383	-0.9737040	-0.9659725
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9603210	-0.9636744	-0.9569676
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9180291	-0.9309967	-0.9050615
oxygen + silicate	Atlantic	(-Inf,26]	-0.3905596	-0.6294469	-0.1516723
oxygen + silicate	Atlantic	(26,26.5]	-0.7676685	-0.7901693	-0.7451677
oxygen + silicate	Atlantic	(26.5,26.75]	-0.8035323	-0.8360439	-0.7710207
oxygen + silicate	Atlantic	(26.75,27]	-0.6657372	-0.7304527	-0.6010217
oxygen + silicate	Atlantic	(27,27.25]	-0.6828544	-0.6952232	-0.6704857
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5551313	-0.5738376	-0.5364250
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4405033	-0.4708849	-0.4101216
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5304876	-0.5517447	-0.5092304
oxygen + silicate	Atlantic	(27.85,27.95]	-0.5921042	-0.6091918	-0.5750165
oxygen + silicate	Atlantic	(27.95,28.05]	-0.6881012	-0.7010743	-0.6751280
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8666570	-0.8928947	-0.8404193
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9358745	-0.9489063	-0.9228426
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9778136	-0.9817858	-0.9738415
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6711924	-0.7041390	-0.6382457
oxygen + silicate	Indian	(-Inf,26]	-0.9196709	-0.9207455	-0.9185963
oxygen + silicate	Indian	(26,26.5]	-0.9429761	-0.9482694	-0.9376827
oxygen + silicate	Indian	(26.5,26.75]	-0.9552759	-0.9598582	-0.9506937
oxygen + silicate	Indian	(26.75,27]	-0.9483090	-0.9510527	-0.9455654
oxygen + silicate	Indian	(27,27.25]	-0.8640268	-0.8889021	-0.8391515
oxygen + silicate	Indian	(27.25,27.5]	-0.8530630	-0.8607609	-0.8453651
oxygen + silicate	Indian	(27.5,27.75]	-0.8077709	-0.8169356	-0.7986062
oxygen + silicate	Indian	(27.75,27.85]	-0.7146884	-0.7425104	-0.6868663
oxygen + silicate	Indian	(27.85,27.95]	-0.6739028	-0.6935180	-0.6542876
oxygen + silicate	Indian	(27.95,28.05]	-0.6984325	-0.7046676	-0.6921974
oxygen + silicate	Indian	(28.05,28.1]	-0.8802488	-0.8846455	-0.8758521
oxygen + silicate	Indian	(28.1, Inf]	-0.2584102	-0.2766116	-0.2402089
oxygen + silicate	Pacific	(-Inf,26]	-0.1424160	-0.1541770	-0.1306551
oxygen + silicate	Pacific	(26,26.5]	-0.3959004	-0.4171801	-0.3746207
oxygen + silicate	Pacific	(26.5,26.75]	-0.1435924	-0.1510228	-0.1361620
oxygen + silicate	Pacific	(26.75,27]	-0.4858124	-0.5400506	-0.4315743
oxygen + silicate	Pacific	(27,27.25]	-0.8402442	-0.8518147	-0.8286738
oxygen + silicate	Pacific	(27.25,27.5]	-0.8690208	-0.8814759	-0.8565657
oxygen + silicate	Pacific	(27.5,27.75]	-0.8948524	-0.9124662	-0.8772386
oxygen + silicate	Pacific	(27.75,27.85]	-0.9633775	-0.9672165	-0.9595385
oxygen + silicate	Pacific	(27.85,27.95]	-0.9592260	-0.9602737	-0.9581784
oxygen + silicate	Pacific	(27.95,28.05]	-0.9352758	-0.9365650	-0.9339865
oxygen + silicate	Pacific	(28.05,28.1]	-0.9428188	-0.9459352	-0.9397024
oxygen + silicate	Pacific	(28.1, Inf]	-0.8154996	-0.8255322	-0.8054669
phosphate + nitrate	Atlantic	(-Inf,26]	0.8411371	0.8392157	0.8430584
phosphate + nitrate	Atlantic	(26,26.5]	0.9622715	0.9613468	0.9631961
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9862796	0.9849922	0.9875670
phosphate + nitrate	Atlantic	(26.75,27]	0.9835968	0.9803474	0.9868463
phosphate + nitrate	Atlantic	(27,27.25]	0.9869244	0.9854492	0.9883996
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9909366	0.9905199	0.9913533
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9901450	0.9893284	0.9909617
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9882371	0.9871340	0.9893402
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9870736	0.9852506	0.9888965
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9916805	0.9910194	0.9923416
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9937404	0.9933417	0.9941392
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9963110	0.9962138	0.9964082
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9984716	0.9983782	0.9985650
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9941114	0.9933642	0.9948585
phosphate + nitrate	Indian	(-Inf,26]	0.9978765	0.9973215	0.9984314
phosphate + nitrate	Indian	(26,26.5]	0.9972696	0.9964249	0.9981144
phosphate + nitrate	Indian	(26.5,26.75]	0.9968913	0.9963493	0.9974333
phosphate + nitrate	Indian	(26.75,27]	0.9943343	0.9940347	0.9946339
phosphate + nitrate	Indian	(27,27.25]	0.9861415	0.9853603	0.9869227
phosphate + nitrate	Indian	(27.25,27.5]	0.9737051	0.9702405	0.9771697
phosphate + nitrate	Indian	(27.5,27.75]	0.9340762	0.9338887	0.9342638
phosphate + nitrate	Indian	(27.75,27.85]	0.8944267	0.8918005	0.8970530
phosphate + nitrate	Indian	(27.85,27.95]	0.9253747	0.9121218	0.9386276
phosphate + nitrate	Indian	(27.95,28.05]	0.9640881	0.9554442	0.9727321
phosphate + nitrate	Indian	(28.05,28.1]	0.9767976	0.9749386	0.9786565
phosphate + nitrate	Indian	(28.1, Inf]	0.9144521	0.9001386	0.9287655
phosphate + nitrate	Pacific	(-Inf,26]	0.9451596	0.9444068	0.9459123
phosphate + nitrate	Pacific	(26,26.5]	0.9517944	0.9506139	0.9529749
phosphate + nitrate	Pacific	(26.5,26.75]	0.9509571	0.9506566	0.9512577
phosphate + nitrate	Pacific	(26.75,27]	0.9778109	0.9755251	0.9800967
phosphate + nitrate	Pacific	(27,27.25]	0.9878432	0.9869779	0.9887085
phosphate + nitrate	Pacific	(27.25,27.5]	0.9893701	0.9866092	0.9921309
phosphate + nitrate	Pacific	(27.5,27.75]	0.9890500	0.9849160	0.9931841
phosphate + nitrate	Pacific	(27.75,27.85]	0.9885465	0.9845166	0.9925764
phosphate + nitrate	Pacific	(27.85,27.95]	0.9843933	0.9789745	0.9898121
phosphate + nitrate	Pacific	(27.95,28.05]	0.9677680	0.9566757	0.9788603
phosphate + nitrate	Pacific	(28.05,28.1]	0.9476979	0.9342690	0.9611268
phosphate + nitrate	Pacific	(28.1, Inf]	0.9458110	0.9214214	0.9702006
phosphate + silicate	Atlantic	(-Inf,26]	0.7775295	0.6429439	0.9121151
phosphate + silicate	Atlantic	(26,26.5]	0.9619460	0.9544115	0.9694804
phosphate + silicate	Atlantic	(26.5,26.75]	0.9618385	0.9582265	0.9654504
phosphate + silicate	Atlantic	(26.75,27]	0.9529135	0.9479951	0.9578319
phosphate + silicate	Atlantic	(27,27.25]	0.9676430	0.9644424	0.9708437
phosphate + silicate	Atlantic	(27.25,27.5]	0.9500833	0.9471659	0.9530007
phosphate + silicate	Atlantic	(27.5,27.75]	0.8958502	0.8829267	0.9087737
phosphate + silicate	Atlantic	(27.75,27.85]	0.9258486	0.9227039	0.9289934
phosphate + silicate	Atlantic	(27.85,27.95]	0.9609812	0.9536524	0.9683100
phosphate + silicate	Atlantic	(27.95,28.05]	0.9844558	0.9831981	0.9857135
phosphate + silicate	Atlantic	(28.05,28.1]	0.9924791	0.9921655	0.9927928
phosphate + silicate	Atlantic	(28.1,28.15]	0.9939479	0.9933790	0.9945167
phosphate + silicate	Atlantic	(28.15,28.2]	0.9938233	0.9931445	0.9945021
phosphate + silicate	Atlantic	(28.2, Inf]	0.9696710	0.9655064	0.9738356
phosphate + silicate	Indian	(-Inf,26]	0.9527495	0.9508932	0.9546058
phosphate + silicate	Indian	(26,26.5]	0.9603393	0.9589102	0.9617683
phosphate + silicate	Indian	(26.5,26.75]	0.9544866	0.9528818	0.9560914
phosphate + silicate	Indian	(26.75,27]	0.9281168	0.9236080	0.9326257
phosphate + silicate	Indian	(27,27.25]	0.9370544	0.9331492	0.9409596
phosphate + silicate	Indian	(27.25,27.5]	0.9437169	0.9388782	0.9485555
phosphate + silicate	Indian	(27.5,27.75]	0.8678143	0.8644690	0.8711596
phosphate + silicate	Indian	(27.75,27.85]	0.8149482	0.8044219	0.8254744
phosphate + silicate	Indian	(27.85,27.95]	0.8452568	0.8345568	0.8559569
phosphate + silicate	Indian	(27.95,28.05]	0.8916626	0.8881126	0.8952126
phosphate + silicate	Indian	(28.05,28.1]	0.9389261	0.9341807	0.9436715
phosphate + silicate	Indian	(28.1, Inf]	0.7944395	0.7925638	0.7963153
phosphate + silicate	Pacific	(-Inf,26]	0.6951387	0.6770866	0.7131909
phosphate + silicate	Pacific	(26,26.5]	0.7330257	0.7215940	0.7444573
phosphate + silicate	Pacific	(26.5,26.75]	0.6770510	0.6531879	0.7009141
phosphate + silicate	Pacific	(26.75,27]	0.8113383	0.7875967	0.8350799
phosphate + silicate	Pacific	(27,27.25]	0.9074988	0.9002687	0.9147289
phosphate + silicate	Pacific	(27.25,27.5]	0.8777219	0.8667136	0.8887303
phosphate + silicate	Pacific	(27.5,27.75]	0.8756313	0.8556927	0.8955698
phosphate + silicate	Pacific	(27.75,27.85]	0.9491012	0.9416950	0.9565075
phosphate + silicate	Pacific	(27.85,27.95]	0.9590323	0.9535944	0.9644702
phosphate + silicate	Pacific	(27.95,28.05]	0.9423259	0.9343713	0.9502806
phosphate + silicate	Pacific	(28.05,28.1]	0.9324478	0.9267767	0.9381189
phosphate + silicate	Pacific	(28.1, Inf]	0.8926834	0.8761650	0.9092018
sal + aou	Atlantic	(-Inf,26]	-0.2261798	-0.3319797	-0.1203799
sal + aou	Atlantic	(26,26.5]	-0.4560514	-0.4926549	-0.4194479
sal + aou	Atlantic	(26.5,26.75]	-0.5908508	-0.6219632	-0.5597384
sal + aou	Atlantic	(26.75,27]	-0.3876305	-0.3956649	-0.3795961
sal + aou	Atlantic	(27,27.25]	-0.3340614	-0.3386074	-0.3295154
sal + aou	Atlantic	(27.25,27.5]	-0.3017782	-0.3235999	-0.2799566
sal + aou	Atlantic	(27.5,27.75]	-0.1090559	-0.1737060	-0.0444057
sal + aou	Atlantic	(27.75,27.85]	0.0983688	0.0086176	0.1881200
sal + aou	Atlantic	(27.85,27.95]	0.0370781	-0.0964190	0.1705752
sal + aou	Atlantic	(27.95,28.05]	-0.3244329	-0.4100173	-0.2388485
sal + aou	Atlantic	(28.05,28.1]	-0.6559446	-0.6710774	-0.6408119
sal + aou	Atlantic	(28.1,28.15]	-0.7800163	-0.8117843	-0.7482482
sal + aou	Atlantic	(28.15,28.2]	-0.8904535	-0.9089965	-0.8719106
sal + aou	Atlantic	(28.2, Inf]	-0.4993473	-0.5576629	-0.4410317
sal + aou	Indian	(-Inf,26]	-0.8177534	-0.8315383	-0.8039686
sal + aou	Indian	(26,26.5]	-0.8474280	-0.8699322	-0.8249237
sal + aou	Indian	(26.5,26.75]	-0.3884486	-0.4337102	-0.3431869
sal + aou	Indian	(26.75,27]	0.3401677	0.2940925	0.3862429
sal + aou	Indian	(27,27.25]	0.8685541	0.8611751	0.8759330
sal + aou	Indian	(27.25,27.5]	0.9699460	0.9687978	0.9710943
sal + aou	Indian	(27.5,27.75]	0.9642141	0.9603116	0.9681166
sal + aou	Indian	(27.75,27.85]	0.9239164	0.9123092	0.9355237
sal + aou	Indian	(27.85,27.95]	0.8439292	0.8378797	0.8499787
sal + aou	Indian	(27.95,28.05]	0.6063918	0.5456508	0.6671327
sal + aou	Indian	(28.05,28.1]	0.0202609	-0.0829434	0.1234651
sal + aou	Indian	(28.1, Inf]	0.5883753	0.5407270	0.6360236
sal + aou	Pacific	(-Inf,26]	-0.0290921	-0.0497004	-0.0084838
sal + aou	Pacific	(26,26.5]	0.0523240	-0.0273784	0.1320265
sal + aou	Pacific	(26.5,26.75]	0.2693291	0.2143495	0.3243087
sal + aou	Pacific	(26.75,27]	-0.1142783	-0.1640593	-0.0644972
sal + aou	Pacific	(27,27.25]	-0.2542532	-0.2706922	-0.2378141
sal + aou	Pacific	(27.25,27.5]	0.0034999	-0.0205421	0.0275420
sal + aou	Pacific	(27.5,27.75]	-0.0782231	-0.1038718	-0.0525744
sal + aou	Pacific	(27.75,27.85]	-0.3846482	-0.4331119	-0.3361845
sal + aou	Pacific	(27.85,27.95]	-0.5944745	-0.6589314	-0.5300177
sal + aou	Pacific	(27.95,28.05]	-0.7711535	-0.7832240	-0.7590830
sal + aou	Pacific	(28.05,28.1]	-0.8797606	-0.8828337	-0.8766874
sal + aou	Pacific	(28.1, Inf]	-0.6915309	-0.7040383	-0.6790236
sal + nitrate	Atlantic	(-Inf,26]	-0.2690116	-0.2830677	-0.2549555
sal + nitrate	Atlantic	(26,26.5]	-0.6036398	-0.6064013	-0.6008783
sal + nitrate	Atlantic	(26.5,26.75]	-0.7287023	-0.7598940	-0.6975106
sal + nitrate	Atlantic	(26.75,27]	-0.5422984	-0.5725967	-0.5120002
sal + nitrate	Atlantic	(27,27.25]	-0.4920928	-0.5105645	-0.4736210
sal + nitrate	Atlantic	(27.25,27.5]	-0.5577133	-0.5676393	-0.5477872
sal + nitrate	Atlantic	(27.5,27.75]	-0.4415854	-0.5128655	-0.3703052
sal + nitrate	Atlantic	(27.75,27.85]	-0.2827163	-0.3773601	-0.1880726
sal + nitrate	Atlantic	(27.85,27.95]	-0.3445593	-0.4588761	-0.2302425
sal + nitrate	Atlantic	(27.95,28.05]	-0.6668311	-0.7315648	-0.6020974
sal + nitrate	Atlantic	(28.05,28.1]	-0.8220550	-0.8308761	-0.8132339
sal + nitrate	Atlantic	(28.1,28.15]	-0.8750593	-0.8868879	-0.8632307
sal + nitrate	Atlantic	(28.15,28.2]	-0.9449656	-0.9484679	-0.9414633
sal + nitrate	Atlantic	(28.2, Inf]	-0.8906916	-0.9105612	-0.8708220
sal + nitrate	Indian	(-Inf,26]	-0.8302087	-0.8451863	-0.8152311
sal + nitrate	Indian	(26,26.5]	-0.8969852	-0.9090780	-0.8848924
sal + nitrate	Indian	(26.5,26.75]	-0.5903843	-0.6034862	-0.5772824
sal + nitrate	Indian	(26.75,27]	-0.1157255	-0.1823435	-0.0491075
sal + nitrate	Indian	(27,27.25]	0.4024024	0.3629456	0.4418592
sal + nitrate	Indian	(27.25,27.5]	0.7429493	0.7411672	0.7447314
sal + nitrate	Indian	(27.5,27.75]	0.8152591	0.7994482	0.8310700
sal + nitrate	Indian	(27.75,27.85]	0.5669783	0.5350120	0.5989446
sal + nitrate	Indian	(27.85,27.95]	0.2910050	0.2543462	0.3276638
sal + nitrate	Indian	(27.95,28.05]	-0.1075468	-0.1626241	-0.0524695
sal + nitrate	Indian	(28.05,28.1]	-0.4495617	-0.5075950	-0.3915284
sal + nitrate	Indian	(28.1, Inf]	-0.3359213	-0.3672711	-0.3045714
sal + nitrate	Pacific	(-Inf,26]	-0.3694403	-0.4061693	-0.3327113
sal + nitrate	Pacific	(26,26.5]	-0.3356045	-0.4159090	-0.2553001
sal + nitrate	Pacific	(26.5,26.75]	-0.2533095	-0.3292224	-0.1773966
sal + nitrate	Pacific	(26.75,27]	-0.4401125	-0.4671859	-0.4130390
sal + nitrate	Pacific	(27,27.25]	-0.3677261	-0.3922503	-0.3432020
sal + nitrate	Pacific	(27.25,27.5]	0.0035510	-0.0371051	0.0442071
sal + nitrate	Pacific	(27.5,27.75]	-0.0651343	-0.0827774	-0.0474911
sal + nitrate	Pacific	(27.75,27.85]	-0.3728093	-0.4201974	-0.3254211
sal + nitrate	Pacific	(27.85,27.95]	-0.5929191	-0.6397190	-0.5461191
sal + nitrate	Pacific	(27.95,28.05]	-0.7886552	-0.7937401	-0.7835704
sal + nitrate	Pacific	(28.05,28.1]	-0.8989171	-0.9052039	-0.8926303
sal + nitrate	Pacific	(28.1, Inf]	-0.7844878	-0.7859070	-0.7830687
sal + oxygen	Atlantic	(-Inf,26]	0.0901432	-0.0123210	0.1926074
sal + oxygen	Atlantic	(26,26.5]	0.2347291	0.1697717	0.2996865
sal + oxygen	Atlantic	(26.5,26.75]	0.3806809	0.3687677	0.3925942
sal + oxygen	Atlantic	(26.75,27]	0.0498898	0.0399090	0.0598707
sal + oxygen	Atlantic	(27,27.25]	-0.0111434	-0.0180799	-0.0042069
sal + oxygen	Atlantic	(27.25,27.5]	-0.0242339	-0.0582677	0.0097999
sal + oxygen	Atlantic	(27.5,27.75]	-0.1997257	-0.2552265	-0.1442249
sal + oxygen	Atlantic	(27.75,27.85]	-0.3540063	-0.4290056	-0.2790069
sal + oxygen	Atlantic	(27.85,27.95]	-0.2909769	-0.3982013	-0.1837525
sal + oxygen	Atlantic	(27.95,28.05]	0.0314200	-0.0314539	0.0942938
sal + oxygen	Atlantic	(28.05,28.1]	0.4666904	0.4232102	0.5101707
sal + oxygen	Atlantic	(28.1,28.15]	0.6724729	0.6253941	0.7195518
sal + oxygen	Atlantic	(28.15,28.2]	0.8487889	0.8228447	0.8747332
sal + oxygen	Atlantic	(28.2, Inf]	0.3297915	0.2642744	0.3953087
sal + oxygen	Indian	(-Inf,26]	0.8289109	0.8266204	0.8312014
sal + oxygen	Indian	(26,26.5]	0.8143648	0.7876763	0.8410533
sal + oxygen	Indian	(26.5,26.75]	0.3116265	0.2590545	0.3641986
sal + oxygen	Indian	(26.75,27]	-0.4600953	-0.4947186	-0.4254720
sal + oxygen	Indian	(27,27.25]	-0.9218790	-0.9273950	-0.9163630
sal + oxygen	Indian	(27.25,27.5]	-0.9843796	-0.9849273	-0.9838319
sal + oxygen	Indian	(27.5,27.75]	-0.9624111	-0.9648702	-0.9599520
sal + oxygen	Indian	(27.75,27.85]	-0.9332930	-0.9423205	-0.9242655
sal + oxygen	Indian	(27.85,27.95]	-0.8802563	-0.8858266	-0.8746861
sal + oxygen	Indian	(27.95,28.05]	-0.7228698	-0.7705894	-0.6751503
sal + oxygen	Indian	(28.05,28.1]	-0.1893951	-0.2959252	-0.0828650
sal + oxygen	Indian	(28.1, Inf]	-0.7174628	-0.7524209	-0.6825047
sal + oxygen	Pacific	(-Inf,26]	-0.3899998	-0.4011796	-0.3788200
sal + oxygen	Pacific	(26,26.5]	-0.2437917	-0.3154252	-0.1721582
sal + oxygen	Pacific	(26.5,26.75]	-0.4593559	-0.4999255	-0.4187864
sal + oxygen	Pacific	(26.75,27]	-0.0927665	-0.1501255	-0.0354075
sal + oxygen	Pacific	(27,27.25]	0.1555319	0.1378594	0.1732045
sal + oxygen	Pacific	(27.25,27.5]	-0.0786966	-0.1040107	-0.0533824
sal + oxygen	Pacific	(27.5,27.75]	0.0276599	0.0077324	0.0475875
sal + oxygen	Pacific	(27.75,27.85]	0.3488125	0.2930778	0.4045472
sal + oxygen	Pacific	(27.85,27.95]	0.5812114	0.5098471	0.6525758
sal + oxygen	Pacific	(27.95,28.05]	0.7712175	0.7560597	0.7863752
sal + oxygen	Pacific	(28.05,28.1]	0.8750684	0.8720080	0.8781287
sal + oxygen	Pacific	(28.1, Inf]	0.6357870	0.6250956	0.6464783
sal + phosphate	Atlantic	(-Inf,26]	-0.4939436	-0.5181699	-0.4697174
sal + phosphate	Atlantic	(26,26.5]	-0.7510791	-0.7563945	-0.7457638
sal + phosphate	Atlantic	(26.5,26.75]	-0.8144244	-0.8432521	-0.7855967
sal + phosphate	Atlantic	(26.75,27]	-0.6668273	-0.7086781	-0.6249764
sal + phosphate	Atlantic	(27,27.25]	-0.6074070	-0.6163745	-0.5984394
sal + phosphate	Atlantic	(27.25,27.5]	-0.6449292	-0.6561124	-0.6337461
sal + phosphate	Atlantic	(27.5,27.75]	-0.5277727	-0.5858064	-0.4697391
sal + phosphate	Atlantic	(27.75,27.85]	-0.3624495	-0.4394364	-0.2854625
sal + phosphate	Atlantic	(27.85,27.95]	-0.3904433	-0.4972201	-0.2836666
sal + phosphate	Atlantic	(27.95,28.05]	-0.6786556	-0.7441598	-0.6131514
sal + phosphate	Atlantic	(28.05,28.1]	-0.8355878	-0.8421095	-0.8290661
sal + phosphate	Atlantic	(28.1,28.15]	-0.8848740	-0.8971210	-0.8726270
sal + phosphate	Atlantic	(28.15,28.2]	-0.9456800	-0.9484971	-0.9428628
sal + phosphate	Atlantic	(28.2, Inf]	-0.8928322	-0.9109438	-0.8747206
sal + phosphate	Indian	(-Inf,26]	-0.8251970	-0.8371432	-0.8132508
sal + phosphate	Indian	(26,26.5]	-0.8886081	-0.9039056	-0.8733105
sal + phosphate	Indian	(26.5,26.75]	-0.5820908	-0.5977729	-0.5664086
sal + phosphate	Indian	(26.75,27]	-0.0777683	-0.1451484	-0.0103883
sal + phosphate	Indian	(27,27.25]	0.4563060	0.4231508	0.4894612
sal + phosphate	Indian	(27.25,27.5]	0.7946561	0.7915341	0.7977780
sal + phosphate	Indian	(27.5,27.75]	0.8910824	0.8778407	0.9043240
sal + phosphate	Indian	(27.75,27.85]	0.7133703	0.7020428	0.7246978
sal + phosphate	Indian	(27.85,27.95]	0.4041031	0.3861689	0.4220373
sal + phosphate	Indian	(27.95,28.05]	-0.0514110	-0.1036260	0.0008041
sal + phosphate	Indian	(28.05,28.1]	-0.4327988	-0.4850547	-0.3805429
sal + phosphate	Indian	(28.1, Inf]	-0.3277656	-0.3554008	-0.3001303
sal + phosphate	Pacific	(-Inf,26]	-0.2526966	-0.2690663	-0.2363268
sal + phosphate	Pacific	(26,26.5]	-0.2830077	-0.3505111	-0.2155043
sal + phosphate	Pacific	(26.5,26.75]	-0.2241981	-0.3005305	-0.1478657
sal + phosphate	Pacific	(26.75,27]	-0.4284452	-0.4652632	-0.3916271
sal + phosphate	Pacific	(27,27.25]	-0.3625185	-0.3861909	-0.3388461
sal + phosphate	Pacific	(27.25,27.5]	-0.0049527	-0.0413028	0.0313973
sal + phosphate	Pacific	(27.5,27.75]	-0.0550347	-0.0667262	-0.0433433
sal + phosphate	Pacific	(27.75,27.85]	-0.3548409	-0.4014714	-0.3082105
sal + phosphate	Pacific	(27.85,27.95]	-0.5934198	-0.6393516	-0.5474880
sal + phosphate	Pacific	(27.95,28.05]	-0.8034756	-0.8084800	-0.7984712
sal + phosphate	Pacific	(28.05,28.1]	-0.9016301	-0.9170040	-0.8862561
sal + phosphate	Pacific	(28.1, Inf]	-0.7934955	-0.7985194	-0.7884716
sal + silicate	Atlantic	(-Inf,26]	-0.5715643	-0.6201079	-0.5230207
sal + silicate	Atlantic	(26,26.5]	-0.6985452	-0.7032241	-0.6938664
sal + silicate	Atlantic	(26.5,26.75]	-0.7831469	-0.8260521	-0.7402417
sal + silicate	Atlantic	(26.75,27]	-0.7215531	-0.7720948	-0.6710115
sal + silicate	Atlantic	(27,27.25]	-0.6623133	-0.6677702	-0.6568563
sal + silicate	Atlantic	(27.25,27.5]	-0.6917841	-0.7025001	-0.6810680
sal + silicate	Atlantic	(27.5,27.75]	-0.5643001	-0.6054734	-0.5231267
sal + silicate	Atlantic	(27.75,27.85]	-0.4242830	-0.5165371	-0.3320288
sal + silicate	Atlantic	(27.85,27.95]	-0.4937118	-0.5714740	-0.4159497
sal + silicate	Atlantic	(27.95,28.05]	-0.7139715	-0.7671912	-0.6607518
sal + silicate	Atlantic	(28.05,28.1]	-0.8292456	-0.8333797	-0.8251115
sal + silicate	Atlantic	(28.1,28.15]	-0.8726853	-0.8873058	-0.8580648
sal + silicate	Atlantic	(28.15,28.2]	-0.9201899	-0.9281985	-0.9121813
sal + silicate	Atlantic	(28.2, Inf]	-0.8625314	-0.8787691	-0.8462937
sal + silicate	Indian	(-Inf,26]	-0.8629815	-0.8753192	-0.8506437
sal + silicate	Indian	(26,26.5]	-0.8936652	-0.9223673	-0.8649632
sal + silicate	Indian	(26.5,26.75]	-0.4545165	-0.4785604	-0.4304726
sal + silicate	Indian	(26.75,27]	0.2317236	0.1801847	0.2832625
sal + silicate	Indian	(27,27.25]	0.6420417	0.6167221	0.6673613
sal + silicate	Indian	(27.25,27.5]	0.7907084	0.7812024	0.8002143
sal + silicate	Indian	(27.5,27.75]	0.8428530	0.8385937	0.8471124
sal + silicate	Indian	(27.75,27.85]	0.7336406	0.7145562	0.7527250
sal + silicate	Indian	(27.85,27.95]	0.5299157	0.5083144	0.5515170
sal + silicate	Indian	(27.95,28.05]	0.1930735	0.1371026	0.2490444
sal + silicate	Indian	(28.05,28.1]	-0.2017561	-0.2857910	-0.1177213
sal + silicate	Indian	(28.1, Inf]	-0.2024486	-0.2543387	-0.1505585
sal + silicate	Pacific	(-Inf,26]	-0.6528898	-0.6788870	-0.6268927
sal + silicate	Pacific	(26,26.5]	-0.6451446	-0.6788970	-0.6113923
sal + silicate	Pacific	(26.5,26.75]	-0.7314965	-0.7563258	-0.7066672
sal + silicate	Pacific	(26.75,27]	-0.7683684	-0.7697262	-0.7670107
sal + silicate	Pacific	(27,27.25]	-0.6106100	-0.6156118	-0.6056083
sal + silicate	Pacific	(27.25,27.5]	-0.2973231	-0.3009458	-0.2937003
sal + silicate	Pacific	(27.5,27.75]	-0.1723117	-0.2245760	-0.1200474
sal + silicate	Pacific	(27.75,27.85]	-0.3925496	-0.4166537	-0.3684455
sal + silicate	Pacific	(27.85,27.95]	-0.5336763	-0.5708463	-0.4965063
sal + silicate	Pacific	(27.95,28.05]	-0.6822525	-0.6833224	-0.6811825
sal + silicate	Pacific	(28.05,28.1]	-0.8124575	-0.8166692	-0.8082458
sal + silicate	Pacific	(28.1, Inf]	-0.8381099	-0.8521061	-0.8241137
sal + temp	Atlantic	(-Inf,26]	0.4756022	0.4098625	0.5413420
sal + temp	Atlantic	(26,26.5]	0.9491294	0.9490288	0.9492300
sal + temp	Atlantic	(26.5,26.75]	0.9772228	0.9770187	0.9774269
sal + temp	Atlantic	(26.75,27]	0.9676271	0.9640865	0.9711678
sal + temp	Atlantic	(27,27.25]	0.9770176	0.9755154	0.9785198
sal + temp	Atlantic	(27.25,27.5]	0.9750221	0.9741300	0.9759143
sal + temp	Atlantic	(27.5,27.75]	0.9608094	0.9596266	0.9619922
sal + temp	Atlantic	(27.75,27.85]	0.9776786	0.9760709	0.9792863
sal + temp	Atlantic	(27.85,27.95]	0.9604444	0.9603184	0.9605704
sal + temp	Atlantic	(27.95,28.05]	0.9469892	0.9368971	0.9570814
sal + temp	Atlantic	(28.05,28.1]	0.9800266	0.9785158	0.9815373
sal + temp	Atlantic	(28.1,28.15]	0.9782626	0.9758027	0.9807224
sal + temp	Atlantic	(28.15,28.2]	0.9237821	0.8862894	0.9612749
sal + temp	Atlantic	(28.2, Inf]	0.7373606	0.7013515	0.7733697
sal + temp	Indian	(-Inf,26]	0.0842825	0.0551793	0.1133856
sal + temp	Indian	(26,26.5]	0.8549449	0.8484897	0.8614000
sal + temp	Indian	(26.5,26.75]	0.9488410	0.9481264	0.9495555
sal + temp	Indian	(26.75,27]	0.9784256	0.9775117	0.9793395
sal + temp	Indian	(27,27.25]	0.9557390	0.9475354	0.9639427
sal + temp	Indian	(27.25,27.5]	0.9352796	0.9349259	0.9356332
sal + temp	Indian	(27.5,27.75]	0.8842688	0.8830252	0.8855124
sal + temp	Indian	(27.75,27.85]	0.9258620	0.9197751	0.9319490
sal + temp	Indian	(27.85,27.95]	0.9277943	0.9255871	0.9300015
sal + temp	Indian	(27.95,28.05]	0.9489000	0.9423342	0.9554658
sal + temp	Indian	(28.05,28.1]	0.9376342	0.9281936	0.9470749
sal + temp	Indian	(28.1, Inf]	0.9352260	0.9285396	0.9419123
sal + temp	Pacific	(-Inf,26]	0.7353504	0.7064060	0.7642947
sal + temp	Pacific	(26,26.5]	0.9563739	0.9560716	0.9566762
sal + temp	Pacific	(26.5,26.75]	0.9811649	0.9802679	0.9820619
sal + temp	Pacific	(26.75,27]	0.9778434	0.9764371	0.9792498
sal + temp	Pacific	(27,27.25]	0.9413229	0.9384097	0.9442361
sal + temp	Pacific	(27.25,27.5]	0.8141552	0.8064339	0.8218764
sal + temp	Pacific	(27.5,27.75]	0.5682687	0.5421669	0.5943706
sal + temp	Pacific	(27.75,27.85]	0.7170626	0.6855522	0.7485731
sal + temp	Pacific	(27.85,27.95]	0.4456490	0.3937551	0.4975428
sal + temp	Pacific	(27.95,28.05]	0.2520597	0.2228247	0.2812947
sal + temp	Pacific	(28.05,28.1]	0.2265597	0.2253104	0.2278089
sal + temp	Pacific	(28.1, Inf]	-0.2087094	-0.2186096	-0.1988093
temp + aou	Atlantic	(-Inf,26]	-0.4438720	-0.4952867	-0.3924574
temp + aou	Atlantic	(26,26.5]	-0.4695992	-0.5009399	-0.4382585
temp + aou	Atlantic	(26.5,26.75]	-0.5454428	-0.5821891	-0.5086965
temp + aou	Atlantic	(26.75,27]	-0.2556414	-0.2831633	-0.2281194
temp + aou	Atlantic	(27,27.25]	-0.2172121	-0.2188107	-0.2156134
temp + aou	Atlantic	(27.25,27.5]	-0.2333458	-0.2615087	-0.2051830
temp + aou	Atlantic	(27.5,27.75]	-0.0496345	-0.1168084	0.0175393
temp + aou	Atlantic	(27.75,27.85]	0.1464975	0.0403322	0.2526628
temp + aou	Atlantic	(27.85,27.95]	0.0488219	-0.0993614	0.1970052
temp + aou	Atlantic	(27.95,28.05]	-0.3679375	-0.3985098	-0.3373652
temp + aou	Atlantic	(28.05,28.1]	-0.5817830	-0.5990922	-0.5644739
temp + aou	Atlantic	(28.1,28.15]	-0.6577345	-0.7071912	-0.6082777
temp + aou	Atlantic	(28.15,28.2]	-0.7274018	-0.7953565	-0.6594470
temp + aou	Atlantic	(28.2, Inf]	0.0247931	-0.0136622	0.0632485
temp + aou	Indian	(-Inf,26]	-0.2980237	-0.3763897	-0.2196578
temp + aou	Indian	(26,26.5]	-0.6573604	-0.6776503	-0.6370705
temp + aou	Indian	(26.5,26.75]	-0.2697863	-0.2708407	-0.2687318
temp + aou	Indian	(26.75,27]	0.2306989	0.1704222	0.2909755
temp + aou	Indian	(27,27.25]	0.7249297	0.6917984	0.7580611
temp + aou	Indian	(27.25,27.5]	0.8584517	0.8560812	0.8608222
temp + aou	Indian	(27.5,27.75]	0.9050893	0.8991958	0.9109829
temp + aou	Indian	(27.75,27.85]	0.9305893	0.9182826	0.9428961
temp + aou	Indian	(27.85,27.95]	0.8815835	0.8733767	0.8897902
temp + aou	Indian	(27.95,28.05]	0.7051595	0.6658077	0.7445114
temp + aou	Indian	(28.05,28.1]	0.2853154	0.2139380	0.3566927
temp + aou	Indian	(28.1, Inf]	0.7482264	0.7330263	0.7634265
temp + aou	Pacific	(-Inf,26]	-0.1922349	-0.2281355	-0.1563344
temp + aou	Pacific	(26,26.5]	-0.0111959	-0.0808532	0.0584614
temp + aou	Pacific	(26.5,26.75]	0.2828007	0.2328421	0.3327592
temp + aou	Pacific	(26.75,27]	-0.1256385	-0.1688587	-0.0824183
temp + aou	Pacific	(27,27.25]	-0.3143037	-0.3343214	-0.2942861
temp + aou	Pacific	(27.25,27.5]	-0.1076102	-0.1211480	-0.0940724
temp + aou	Pacific	(27.5,27.75]	-0.0488401	-0.0508388	-0.0468414
temp + aou	Pacific	(27.75,27.85]	-0.2358142	-0.3025135	-0.1691150
temp + aou	Pacific	(27.85,27.95]	-0.3110499	-0.3746864	-0.2474135
temp + aou	Pacific	(27.95,28.05]	-0.2829888	-0.3110376	-0.2549400
temp + aou	Pacific	(28.05,28.1]	-0.2084171	-0.2128716	-0.2039627
temp + aou	Pacific	(28.1, Inf]	0.7610083	0.7478068	0.7742099
temp + nitrate	Atlantic	(-Inf,26]	-0.3165202	-0.3456516	-0.2873887
temp + nitrate	Atlantic	(26,26.5]	-0.6429442	-0.6471070	-0.6387814
temp + nitrate	Atlantic	(26.5,26.75]	-0.6838760	-0.7194323	-0.6483197
temp + nitrate	Atlantic	(26.75,27]	-0.3940041	-0.4426993	-0.3453089
temp + nitrate	Atlantic	(27,27.25]	-0.3621242	-0.3749565	-0.3492919
temp + nitrate	Atlantic	(27.25,27.5]	-0.4729347	-0.4916322	-0.4542371
temp + nitrate	Atlantic	(27.5,27.75]	-0.3744311	-0.4484330	-0.3004292
temp + nitrate	Atlantic	(27.75,27.85]	-0.2469648	-0.3616929	-0.1322367
temp + nitrate	Atlantic	(27.85,27.95]	-0.3495875	-0.4790015	-0.2201735
temp + nitrate	Atlantic	(27.95,28.05]	-0.6936265	-0.7239392	-0.6633138
temp + nitrate	Atlantic	(28.05,28.1]	-0.7720120	-0.7791120	-0.7649121
temp + nitrate	Atlantic	(28.1,28.15]	-0.7801071	-0.8015302	-0.7586841
temp + nitrate	Atlantic	(28.15,28.2]	-0.7959229	-0.8450857	-0.7467602
temp + nitrate	Atlantic	(28.2, Inf]	-0.4576078	-0.4598148	-0.4554007
temp + nitrate	Indian	(-Inf,26]	-0.3477283	-0.4205183	-0.2749383
temp + nitrate	Indian	(26,26.5]	-0.7249751	-0.7360997	-0.7138504
temp + nitrate	Indian	(26.5,26.75]	-0.4832134	-0.5085033	-0.4579234
temp + nitrate	Indian	(26.75,27]	-0.2292458	-0.3057693	-0.1527224
temp + nitrate	Indian	(27,27.25]	0.1722687	0.1605632	0.1839742
temp + nitrate	Indian	(27.25,27.5]	0.5112028	0.5074920	0.5149137
temp + nitrate	Indian	(27.5,27.75]	0.7279498	0.7074879	0.7484117
temp + nitrate	Indian	(27.75,27.85]	0.6301798	0.6019169	0.6584426
temp + nitrate	Indian	(27.85,27.95]	0.3840743	0.3613749	0.4067737
temp + nitrate	Indian	(27.95,28.05]	0.0319493	-0.0044519	0.0683504
temp + nitrate	Indian	(28.05,28.1]	-0.1932880	-0.2307908	-0.1557852
temp + nitrate	Indian	(28.1, Inf]	-0.1619288	-0.1621385	-0.1617190
temp + nitrate	Pacific	(-Inf,26]	-0.4807023	-0.5210866	-0.4403181
temp + nitrate	Pacific	(26,26.5]	-0.4114324	-0.4817570	-0.3411079
temp + nitrate	Pacific	(26.5,26.75]	-0.2557009	-0.3272508	-0.1841510
temp + nitrate	Pacific	(26.75,27]	-0.4678986	-0.4908981	-0.4448990
temp + nitrate	Pacific	(27,27.25]	-0.4552414	-0.4833407	-0.4271420
temp + nitrate	Pacific	(27.25,27.5]	-0.1535606	-0.1867997	-0.1203216
temp + nitrate	Pacific	(27.5,27.75]	-0.0536511	-0.0668055	-0.0404968
temp + nitrate	Pacific	(27.75,27.85]	-0.2300505	-0.2968967	-0.1632043
temp + nitrate	Pacific	(27.85,27.95]	-0.3027623	-0.3413845	-0.2641402
temp + nitrate	Pacific	(27.95,28.05]	-0.2999910	-0.3148898	-0.2850922
temp + nitrate	Pacific	(28.05,28.1]	-0.2367043	-0.2453344	-0.2280742
temp + nitrate	Pacific	(28.1, Inf]	0.6261928	0.6145549	0.6378306
temp + oxygen	Atlantic	(-Inf,26]	0.1941487	0.1261406	0.2621567
temp + oxygen	Atlantic	(26,26.5]	0.2389070	0.1791798	0.2986342
temp + oxygen	Atlantic	(26.5,26.75]	0.3184325	0.3025884	0.3342767
temp + oxygen	Atlantic	(26.75,27]	-0.1027582	-0.1120042	-0.0935122
temp + oxygen	Atlantic	(27,27.25]	-0.1397778	-0.1429057	-0.1366499
temp + oxygen	Atlantic	(27.25,27.5]	-0.1033333	-0.1437554	-0.0629112
temp + oxygen	Atlantic	(27.5,27.75]	-0.2710025	-0.3281485	-0.2138564
temp + oxygen	Atlantic	(27.75,27.85]	-0.4060027	-0.4938547	-0.3181507
temp + oxygen	Atlantic	(27.85,27.95]	-0.3152028	-0.4345801	-0.1958255
temp + oxygen	Atlantic	(27.95,28.05]	0.0572780	0.0508001	0.0637560
temp + oxygen	Atlantic	(28.05,28.1]	0.3749439	0.3283715	0.4215163
temp + oxygen	Atlantic	(28.1,28.15]	0.5309401	0.4642664	0.5976139
temp + oxygen	Atlantic	(28.15,28.2]	0.6625609	0.5783305	0.7467914
temp + oxygen	Atlantic	(28.2, Inf]	-0.2220166	-0.2583383	-0.1856949
temp + oxygen	Indian	(-Inf,26]	0.1900148	0.1163810	0.2636485
temp + oxygen	Indian	(26,26.5]	0.5989893	0.5732081	0.6247706
temp + oxygen	Indian	(26.5,26.75]	0.1866936	0.1788773	0.1945100
temp + oxygen	Indian	(26.75,27]	-0.3575549	-0.4060143	-0.3090954
temp + oxygen	Indian	(27,27.25]	-0.8065277	-0.8347817	-0.7782737
temp + oxygen	Indian	(27.25,27.5]	-0.9036578	-0.9050242	-0.9022914
temp + oxygen	Indian	(27.5,27.75]	-0.9362366	-0.9409477	-0.9315255
temp + oxygen	Indian	(27.75,27.85]	-0.9564708	-0.9652311	-0.9477104
temp + oxygen	Indian	(27.85,27.95]	-0.9287883	-0.9337815	-0.9237952
temp + oxygen	Indian	(27.95,28.05]	-0.8166704	-0.8443654	-0.7889754
temp + oxygen	Indian	(28.05,28.1]	-0.4474263	-0.5184542	-0.3763983
temp + oxygen	Indian	(28.1, Inf]	-0.8565184	-0.8649908	-0.8480461
temp + oxygen	Pacific	(-Inf,26]	-0.3398567	-0.3497655	-0.3299478
temp + oxygen	Pacific	(26,26.5]	-0.1899238	-0.2521552	-0.1276925
temp + oxygen	Pacific	(26.5,26.75]	-0.4771007	-0.5130885	-0.4411130
temp + oxygen	Pacific	(26.75,27]	-0.0860728	-0.1367741	-0.0353715
temp + oxygen	Pacific	(27,27.25]	0.2115215	0.1903485	0.2326945
temp + oxygen	Pacific	(27.25,27.5]	0.0171223	0.0028394	0.0314052
temp + oxygen	Pacific	(27.5,27.75]	-0.0371574	-0.0454147	-0.0289000
temp + oxygen	Pacific	(27.75,27.85]	0.1830529	0.1095374	0.2565685
temp + oxygen	Pacific	(27.85,27.95]	0.2666586	0.1972677	0.3360495
temp + oxygen	Pacific	(27.95,28.05]	0.2355380	0.2057702	0.2653057
temp + oxygen	Pacific	(28.05,28.1]	0.1803746	0.1756547	0.1850945
temp + oxygen	Pacific	(28.1, Inf]	-0.8090742	-0.8185008	-0.7996476
temp + phosphate	Atlantic	(-Inf,26]	-0.3770376	-0.4222348	-0.3318405
temp + phosphate	Atlantic	(26,26.5]	-0.7460106	-0.7489646	-0.7430566
temp + phosphate	Atlantic	(26.5,26.75]	-0.7673540	-0.8014449	-0.7332631
temp + phosphate	Atlantic	(26.75,27]	-0.5252105	-0.5884925	-0.4619284
temp + phosphate	Atlantic	(27,27.25]	-0.4832806	-0.4863550	-0.4802063
temp + phosphate	Atlantic	(27.25,27.5]	-0.5651941	-0.5845011	-0.5458871
temp + phosphate	Atlantic	(27.5,27.75]	-0.4630462	-0.5240956	-0.4019968
temp + phosphate	Atlantic	(27.75,27.85]	-0.3272770	-0.4233398	-0.2312143
temp + phosphate	Atlantic	(27.85,27.95]	-0.3927653	-0.5131659	-0.2723647
temp + phosphate	Atlantic	(27.95,28.05]	-0.7072150	-0.7372362	-0.6771937
temp + phosphate	Atlantic	(28.05,28.1]	-0.7853643	-0.7909679	-0.7797606
temp + phosphate	Atlantic	(28.1,28.15]	-0.7926646	-0.8150318	-0.7702975
temp + phosphate	Atlantic	(28.15,28.2]	-0.7967907	-0.8447635	-0.7488179
temp + phosphate	Atlantic	(28.2, Inf]	-0.4586751	-0.4597536	-0.4575966
temp + phosphate	Indian	(-Inf,26]	-0.3402611	-0.4059384	-0.2745839
temp + phosphate	Indian	(26,26.5]	-0.7226293	-0.7355638	-0.7096948
temp + phosphate	Indian	(26.5,26.75]	-0.4729207	-0.4963897	-0.4494517
temp + phosphate	Indian	(26.75,27]	-0.1881991	-0.2655233	-0.1108748
temp + phosphate	Indian	(27,27.25]	0.2323045	0.2259271	0.2386818
temp + phosphate	Indian	(27.25,27.5]	0.5776165	0.5730928	0.5821402
temp + phosphate	Indian	(27.5,27.75]	0.7964349	0.7807149	0.8121549
temp + phosphate	Indian	(27.75,27.85]	0.7042026	0.6975995	0.7108057
temp + phosphate	Indian	(27.85,27.95]	0.4457527	0.4435993	0.4479061
temp + phosphate	Indian	(27.95,28.05]	0.0741387	0.0374829	0.1107945
temp + phosphate	Indian	(28.05,28.1]	-0.1725432	-0.2053200	-0.1397665
temp + phosphate	Indian	(28.1, Inf]	-0.1501248	-0.1539223	-0.1463274
temp + phosphate	Pacific	(-Inf,26]	-0.3911735	-0.4181791	-0.3641679
temp + phosphate	Pacific	(26,26.5]	-0.3556344	-0.4138872	-0.2973817
temp + phosphate	Pacific	(26.5,26.75]	-0.2293131	-0.3018815	-0.1567447
temp + phosphate	Pacific	(26.75,27]	-0.4520593	-0.4841705	-0.4199481
temp + phosphate	Pacific	(27,27.25]	-0.4418576	-0.4686348	-0.4150805
temp + phosphate	Pacific	(27.25,27.5]	-0.1531186	-0.1824768	-0.1237603
temp + phosphate	Pacific	(27.5,27.75]	-0.0389933	-0.0574812	-0.0205053
temp + phosphate	Pacific	(27.75,27.85]	-0.2150697	-0.2820306	-0.1481088
temp + phosphate	Pacific	(27.85,27.95]	-0.3020812	-0.3407005	-0.2634619
temp + phosphate	Pacific	(27.95,28.05]	-0.3009571	-0.3180582	-0.2838560
temp + phosphate	Pacific	(28.05,28.1]	-0.2344879	-0.2390765	-0.2298993
temp + phosphate	Pacific	(28.1, Inf]	0.6108684	0.5818277	0.6399090
temp + silicate	Atlantic	(-Inf,26]	-0.3594062	-0.4574305	-0.2613819
temp + silicate	Atlantic	(26,26.5]	-0.6953531	-0.7013057	-0.6894005
temp + silicate	Atlantic	(26.5,26.75]	-0.7564393	-0.8062144	-0.7066641
temp + silicate	Atlantic	(26.75,27]	-0.6231371	-0.6949739	-0.5513003
temp + silicate	Atlantic	(27,27.25]	-0.5612541	-0.5711200	-0.5513881
temp + silicate	Atlantic	(27.25,27.5]	-0.6424673	-0.6599196	-0.6250150
temp + silicate	Atlantic	(27.5,27.75]	-0.5559254	-0.5930236	-0.5188272
temp + silicate	Atlantic	(27.75,27.85]	-0.4292207	-0.5418029	-0.3166385
temp + silicate	Atlantic	(27.85,27.95]	-0.5234796	-0.6116062	-0.4353529
temp + silicate	Atlantic	(27.95,28.05]	-0.7475845	-0.7649387	-0.7302303
temp + silicate	Atlantic	(28.05,28.1]	-0.7762564	-0.7785013	-0.7740114
temp + silicate	Atlantic	(28.1,28.15]	-0.7748848	-0.8015773	-0.7481923
temp + silicate	Atlantic	(28.15,28.2]	-0.7599803	-0.8168224	-0.7031383
temp + silicate	Atlantic	(28.2, Inf]	-0.4345717	-0.4413439	-0.4277994
temp + silicate	Indian	(-Inf,26]	-0.3911285	-0.4152146	-0.3670425
temp + silicate	Indian	(26,26.5]	-0.6912053	-0.7245030	-0.6579077
temp + silicate	Indian	(26.5,26.75]	-0.3299402	-0.3435928	-0.3162877
temp + silicate	Indian	(26.75,27]	0.1250626	0.0632463	0.1868790
temp + silicate	Indian	(27,27.25]	0.4426837	0.4368652	0.4485021
temp + silicate	Indian	(27.25,27.5]	0.5771702	0.5630221	0.5913184
temp + silicate	Indian	(27.5,27.75]	0.6107214	0.6039674	0.6174754
temp + silicate	Indian	(27.75,27.85]	0.5710719	0.5446110	0.5975328
temp + silicate	Indian	(27.85,27.95]	0.4279674	0.4204695	0.4354653
temp + silicate	Indian	(27.95,28.05]	0.2229714	0.1775927	0.2683501
temp + silicate	Indian	(28.05,28.1]	0.0450568	-0.0178674	0.1079810
temp + silicate	Indian	(28.1, Inf]	-0.1142101	-0.1204433	-0.1079768
temp + silicate	Pacific	(-Inf,26]	-0.6088902	-0.6311936	-0.5865869
temp + silicate	Pacific	(26,26.5]	-0.6914022	-0.7111167	-0.6716876
temp + silicate	Pacific	(26.5,26.75]	-0.7264971	-0.7467062	-0.7062879
temp + silicate	Pacific	(26.75,27]	-0.7709111	-0.7768778	-0.7649445
temp + silicate	Pacific	(27,27.25]	-0.6520683	-0.6537980	-0.6503387
temp + silicate	Pacific	(27.25,27.5]	-0.4488191	-0.4621056	-0.4355325
temp + silicate	Pacific	(27.5,27.75]	-0.3445392	-0.3766136	-0.3124648
temp + silicate	Pacific	(27.75,27.85]	-0.3455229	-0.3947994	-0.2962464
temp + silicate	Pacific	(27.85,27.95]	-0.4254166	-0.4778300	-0.3730032
temp + silicate	Pacific	(27.95,28.05]	-0.4696915	-0.4979693	-0.4414137
temp + silicate	Pacific	(28.05,28.1]	-0.2949901	-0.3138846	-0.2760955
temp + silicate	Pacific	(28.1, Inf]	0.4142531	0.3798138	0.4486925

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

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.7503326	0.7318354	0.7688297
aou	Atlantic	(26,26.5]	-0.0726281	-0.1071608	-0.0380953
aou	Atlantic	(26.5,26.75]	-0.6090149	-0.6563681	-0.5616617
aou	Atlantic	(26.75,27]	-0.6776292	-0.7648352	-0.5904232
aou	Atlantic	(27,27.25]	-0.7349577	-0.7402207	-0.7296947
aou	Atlantic	(27.25,27.5]	-0.6978452	-0.7185546	-0.6771359
aou	Atlantic	(27.5,27.75]	-0.7205423	-0.7625248	-0.6785598
aou	Atlantic	(27.75,27.85]	-0.7643922	-0.7970884	-0.7316960
aou	Atlantic	(27.85,27.95]	-0.8204384	-0.8459576	-0.7949191
aou	Atlantic	(27.95,28.05]	-0.8300705	-0.8327839	-0.8273571
aou	Atlantic	(28.05,28.1]	-0.8803611	-0.8864029	-0.8743194
aou	Atlantic	(28.1,28.15]	-0.9160576	-0.9336232	-0.8984921
aou	Atlantic	(28.15,28.2]	-0.9471981	-0.9595404	-0.9348557
aou	Atlantic	(28.2, Inf]	-0.6195907	-0.6752663	-0.5639151
aou	Indian	(-Inf,26]	-0.6773600	-0.7752892	-0.5794307
aou	Indian	(26,26.5]	-0.9107718	-0.9341808	-0.8873627
aou	Indian	(26.5,26.75]	-0.7550850	-0.8009679	-0.7092021
aou	Indian	(26.75,27]	-0.4022816	-0.4146667	-0.3898966
aou	Indian	(27,27.25]	0.2588803	0.1653499	0.3524108
aou	Indian	(27.25,27.5]	0.5769341	0.5591631	0.5947050
aou	Indian	(27.5,27.75]	0.4673469	0.3795068	0.5551869
aou	Indian	(27.75,27.85]	0.1776179	0.0685264	0.2867093
aou	Indian	(27.85,27.95]	0.1774198	0.0574303	0.2974093
aou	Indian	(27.95,28.05]	0.0865235	-0.0558462	0.2288931
aou	Indian	(28.05,28.1]	-0.1802804	-0.4030186	0.0424578
aou	Indian	(28.1, Inf]	0.3282461	0.1652755	0.4912166
aou	Pacific	(-Inf,26]	0.0674044	0.0384061	0.0964026
aou	Pacific	(26,26.5]	-0.5443179	-0.6008051	-0.4878306
aou	Pacific	(26.5,26.75]	-0.2926429	-0.3247348	-0.2605511
aou	Pacific	(26.75,27]	-0.4950781	-0.5815004	-0.4086558
aou	Pacific	(27,27.25]	0.1328330	0.0535568	0.2121092
aou	Pacific	(27.25,27.5]	0.5881851	0.5878094	0.5885608
aou	Pacific	(27.5,27.75]	0.7282561	0.7147349	0.7417774
aou	Pacific	(27.75,27.85]	0.8279134	0.8187415	0.8370853
aou	Pacific	(27.85,27.95]	0.7908926	0.7907321	0.7910530
aou	Pacific	(27.95,28.05]	0.5467947	0.5467102	0.5468792
aou	Pacific	(28.05,28.1]	0.3509622	0.2914421	0.4104823
aou	Pacific	(28.1, Inf]	0.3615797	0.2350592	0.4881003
nitrate	Atlantic	(-Inf,26]	0.5254300	0.5203102	0.5305497
nitrate	Atlantic	(26,26.5]	-0.2719623	-0.3342924	-0.2096321
nitrate	Atlantic	(26.5,26.75]	-0.7260827	-0.7644787	-0.6876868
nitrate	Atlantic	(26.75,27]	-0.8145245	-0.8643459	-0.7647031
nitrate	Atlantic	(27,27.25]	-0.8937998	-0.9003857	-0.8872140
nitrate	Atlantic	(27.25,27.5]	-0.9213291	-0.9350432	-0.9076150
nitrate	Atlantic	(27.5,27.75]	-0.9334874	-0.9511272	-0.9158477
nitrate	Atlantic	(27.75,27.85]	-0.9218006	-0.9397324	-0.9038689
nitrate	Atlantic	(27.85,27.95]	-0.9081202	-0.9265411	-0.8896994
nitrate	Atlantic	(27.95,28.05]	-0.9227251	-0.9276667	-0.9177836
nitrate	Atlantic	(28.05,28.1]	-0.9305261	-0.9401483	-0.9209039
nitrate	Atlantic	(28.1,28.15]	-0.9457623	-0.9561784	-0.9353462
nitrate	Atlantic	(28.15,28.2]	-0.9762109	-0.9803702	-0.9720516
nitrate	Atlantic	(28.2, Inf]	-0.9296800	-0.9428510	-0.9165089
nitrate	Indian	(-Inf,26]	-0.6680766	-0.7591366	-0.5770166
nitrate	Indian	(26,26.5]	-0.9175428	-0.9425300	-0.8925557
nitrate	Indian	(26.5,26.75]	-0.8663978	-0.8879296	-0.8448660
nitrate	Indian	(26.75,27]	-0.7247003	-0.7309181	-0.7184825
nitrate	Indian	(27,27.25]	-0.2866048	-0.3127235	-0.2604861
nitrate	Indian	(27.25,27.5]	0.2957222	0.2797720	0.3116723
nitrate	Indian	(27.5,27.75]	0.3664567	0.2978594	0.4350539
nitrate	Indian	(27.75,27.85]	-0.0306170	-0.1029045	0.0416705
nitrate	Indian	(27.85,27.95]	-0.1807601	-0.2336669	-0.1278533
nitrate	Indian	(27.95,28.05]	-0.3763126	-0.4218669	-0.3307584
nitrate	Indian	(28.05,28.1]	-0.4241205	-0.5517418	-0.2964991
nitrate	Indian	(28.1, Inf]	-0.2572549	-0.3370864	-0.1774234
nitrate	Pacific	(-Inf,26]	-0.0309238	-0.0591642	-0.0026833
nitrate	Pacific	(26,26.5]	-0.7320525	-0.7824273	-0.6816777
nitrate	Pacific	(26.5,26.75]	-0.6542322	-0.7052597	-0.6032048
nitrate	Pacific	(26.75,27]	-0.6477013	-0.7234113	-0.5719912
nitrate	Pacific	(27,27.25]	0.0786309	-0.0131596	0.1704215
nitrate	Pacific	(27.25,27.5]	0.5003070	0.4955693	0.5050447
nitrate	Pacific	(27.5,27.75]	0.6440992	0.6326037	0.6555948
nitrate	Pacific	(27.75,27.85]	0.7825541	0.7699558	0.7951524
nitrate	Pacific	(27.85,27.95]	0.7535600	0.7506210	0.7564989
nitrate	Pacific	(27.95,28.05]	0.4991872	0.4939440	0.5044303
nitrate	Pacific	(28.05,28.1]	0.3097302	0.2604621	0.3589983
nitrate	Pacific	(28.1, Inf]	0.2859696	0.1495226	0.4224165
oxygen	Atlantic	(-Inf,26]	-0.6638800	-0.6691061	-0.6586540
oxygen	Atlantic	(26,26.5]	-0.0851629	-0.0889697	-0.0813562
oxygen	Atlantic	(26.5,26.75]	0.4837488	0.4264083	0.5410892
oxygen	Atlantic	(26.75,27]	0.5642125	0.4639722	0.6644528
oxygen	Atlantic	(27,27.25]	0.6040192	0.5891409	0.6188974
oxygen	Atlantic	(27.25,27.5]	0.5205558	0.5082447	0.5328668
oxygen	Atlantic	(27.5,27.75]	0.5342212	0.5038431	0.5645993
oxygen	Atlantic	(27.75,27.85]	0.6053132	0.5719587	0.6386676
oxygen	Atlantic	(27.85,27.95]	0.6845146	0.6696497	0.6993795
oxygen	Atlantic	(27.95,28.05]	0.6767677	0.6512360	0.7022994
oxygen	Atlantic	(28.05,28.1]	0.7995636	0.7649708	0.8341565
oxygen	Atlantic	(28.1,28.15]	0.8812262	0.8585597	0.9038928
oxygen	Atlantic	(28.15,28.2]	0.9307512	0.9136505	0.9478519
oxygen	Atlantic	(28.2, Inf]	0.4719016	0.4076991	0.5361041
oxygen	Indian	(-Inf,26]	0.7333985	0.6505824	0.8162145
oxygen	Indian	(26,26.5]	0.9120875	0.8894635	0.9347115
oxygen	Indian	(26.5,26.75]	0.7153617	0.6620821	0.7686413
oxygen	Indian	(26.75,27]	0.2936022	0.2721286	0.3150757
oxygen	Indian	(27,27.25]	-0.3614022	-0.4536191	-0.2691853
oxygen	Indian	(27.25,27.5]	-0.6096796	-0.6264785	-0.5928808
oxygen	Indian	(27.5,27.75]	-0.4445845	-0.5365324	-0.3526366
oxygen	Indian	(27.75,27.85]	-0.1805207	-0.2852348	-0.0758065
oxygen	Indian	(27.85,27.95]	-0.2130045	-0.3328861	-0.0931230
oxygen	Indian	(27.95,28.05]	-0.1794293	-0.3199941	-0.0388646
oxygen	Indian	(28.05,28.1]	0.0964478	-0.1343705	0.3272661
oxygen	Indian	(28.1, Inf]	-0.4057499	-0.5559519	-0.2555478
oxygen	Pacific	(-Inf,26]	0.1530671	0.1492044	0.1569299
oxygen	Pacific	(26,26.5]	0.4139691	0.3611716	0.4667666
oxygen	Pacific	(26.5,26.75]	0.1247588	0.1066508	0.1428668
oxygen	Pacific	(26.75,27]	0.3954294	0.3055662	0.4852925
oxygen	Pacific	(27,27.25]	-0.1094165	-0.1815540	-0.0372789
oxygen	Pacific	(27.25,27.5]	-0.5432999	-0.5461167	-0.5404832
oxygen	Pacific	(27.5,27.75]	-0.6880539	-0.7069892	-0.6691186
oxygen	Pacific	(27.75,27.85]	-0.8115491	-0.8213882	-0.8017099
oxygen	Pacific	(27.85,27.95]	-0.7799687	-0.7825607	-0.7773766
oxygen	Pacific	(27.95,28.05]	-0.5390517	-0.5392844	-0.5388189
oxygen	Pacific	(28.05,28.1]	-0.3521675	-0.4084128	-0.2959223
oxygen	Pacific	(28.1, Inf]	-0.3677896	-0.4866672	-0.2489121
phosphate	Atlantic	(-Inf,26]	0.3698871	0.3325246	0.4072496
phosphate	Atlantic	(26,26.5]	-0.4106602	-0.4742789	-0.3470415
phosphate	Atlantic	(26.5,26.75]	-0.7856674	-0.8253791	-0.7459556
phosphate	Atlantic	(26.75,27]	-0.8487293	-0.8962915	-0.8011671
phosphate	Atlantic	(27,27.25]	-0.9173669	-0.9256564	-0.9090775
phosphate	Atlantic	(27.25,27.5]	-0.9448137	-0.9562098	-0.9334176
phosphate	Atlantic	(27.5,27.75]	-0.9582751	-0.9721537	-0.9443965
phosphate	Atlantic	(27.75,27.85]	-0.9516375	-0.9621879	-0.9410871
phosphate	Atlantic	(27.85,27.95]	-0.9344477	-0.9450388	-0.9238566
phosphate	Atlantic	(27.95,28.05]	-0.9383205	-0.9413389	-0.9353022
phosphate	Atlantic	(28.05,28.1]	-0.9395811	-0.9508482	-0.9283139
phosphate	Atlantic	(28.1,28.15]	-0.9507446	-0.9634427	-0.9380466
phosphate	Atlantic	(28.15,28.2]	-0.9794566	-0.9835765	-0.9753366
phosphate	Atlantic	(28.2, Inf]	-0.9418847	-0.9520577	-0.9317117
phosphate	Indian	(-Inf,26]	-0.6753477	-0.7665073	-0.5841881
phosphate	Indian	(26,26.5]	-0.9176171	-0.9386413	-0.8965928
phosphate	Indian	(26.5,26.75]	-0.8657346	-0.8845195	-0.8469498
phosphate	Indian	(26.75,27]	-0.7227399	-0.7300676	-0.7154121
phosphate	Indian	(27,27.25]	-0.2768060	-0.3148858	-0.2387261
phosphate	Indian	(27.25,27.5]	0.2839638	0.2636056	0.3043220
phosphate	Indian	(27.5,27.75]	0.3332895	0.2554126	0.4111664
phosphate	Indian	(27.75,27.85]	-0.0986318	-0.1888132	-0.0084504
phosphate	Indian	(27.85,27.95]	-0.2571461	-0.3634865	-0.1508058
phosphate	Indian	(27.95,28.05]	-0.4305453	-0.5169664	-0.3441241
phosphate	Indian	(28.05,28.1]	-0.4836922	-0.6294021	-0.3379822
phosphate	Indian	(28.1, Inf]	-0.3829438	-0.5022723	-0.2636152
phosphate	Pacific	(-Inf,26]	-0.0938902	-0.1169776	-0.0708028
phosphate	Pacific	(26,26.5]	-0.7713961	-0.8161003	-0.7266918
phosphate	Pacific	(26.5,26.75]	-0.7011418	-0.7520370	-0.6502466
phosphate	Pacific	(26.75,27]	-0.6853503	-0.7620717	-0.6086289
phosphate	Pacific	(27,27.25]	0.0586186	-0.0339635	0.1512008
phosphate	Pacific	(27.25,27.5]	0.4992426	0.4962881	0.5021971
phosphate	Pacific	(27.5,27.75]	0.6166831	0.5943049	0.6390612
phosphate	Pacific	(27.75,27.85]	0.7454657	0.7248338	0.7660975
phosphate	Pacific	(27.85,27.95]	0.7041469	0.6937628	0.7145311
phosphate	Pacific	(27.95,28.05]	0.3999578	0.3853145	0.4146011
phosphate	Pacific	(28.05,28.1]	0.1696207	0.1090029	0.2302386
phosphate	Pacific	(28.1, Inf]	0.1447046	0.0215696	0.2678395
sal	Atlantic	(-Inf,26]	0.1195117	0.0777242	0.1612992
sal	Atlantic	(26,26.5]	0.6277510	0.5450972	0.7104048
sal	Atlantic	(26.5,26.75]	0.8068107	0.7867003	0.8269210
sal	Atlantic	(26.75,27]	0.5881822	0.5717182	0.6046462
sal	Atlantic	(27,27.25]	0.5600896	0.5247981	0.5953811
sal	Atlantic	(27.25,27.5]	0.6699740	0.6648498	0.6750982
sal	Atlantic	(27.5,27.75]	0.5867473	0.5366561	0.6368385
sal	Atlantic	(27.75,27.85]	0.4107563	0.3808472	0.4406655
sal	Atlantic	(27.85,27.95]	0.3325252	0.2450600	0.4199905
sal	Atlantic	(27.95,28.05]	0.5642791	0.4946967	0.6338614
sal	Atlantic	(28.05,28.1]	0.7261210	0.6821299	0.7701121
sal	Atlantic	(28.1,28.15]	0.7825809	0.7423053	0.8228564
sal	Atlantic	(28.15,28.2]	0.9231822	0.9205056	0.9258587
sal	Atlantic	(28.2, Inf]	0.9385763	0.9341733	0.9429792
sal	Indian	(-Inf,26]	0.8114638	0.8087360	0.8141916
sal	Indian	(26,26.5]	0.8314914	0.7976196	0.8653632
sal	Indian	(26.5,26.75]	0.7335197	0.7256664	0.7413729
sal	Indian	(26.75,27]	0.6161463	0.5740879	0.6582047
sal	Indian	(27,27.25]	0.6243301	0.5563342	0.6923260
sal	Indian	(27.25,27.5]	0.6483895	0.6364238	0.6603552
sal	Indian	(27.5,27.75]	0.5356432	0.4476289	0.6236574
sal	Indian	(27.75,27.85]	0.2848161	0.1716796	0.3979526
sal	Indian	(27.85,27.95]	0.4098695	0.2768422	0.5428969
sal	Indian	(27.95,28.05]	0.5404612	0.4270540	0.6538684
sal	Indian	(28.05,28.1]	0.5104846	0.4449137	0.5760555
sal	Indian	(28.1, Inf]	0.5094821	0.4306351	0.5883292
sal	Pacific	(-Inf,26]	-0.0461738	-0.0809330	-0.0114146
sal	Pacific	(26,26.5]	0.5568057	0.5225097	0.5911016
sal	Pacific	(26.5,26.75]	0.6241994	0.5839870	0.6644118
sal	Pacific	(26.75,27]	0.4429281	0.4167085	0.4691477
sal	Pacific	(27,27.25]	-0.3726474	-0.4386052	-0.3066895
sal	Pacific	(27.25,27.5]	-0.5317023	-0.5350864	-0.5283182
sal	Pacific	(27.5,27.75]	-0.3709357	-0.4064933	-0.3353781
sal	Pacific	(27.75,27.85]	-0.5244120	-0.5812157	-0.4676083
sal	Pacific	(27.85,27.95]	-0.4934634	-0.5065694	-0.4803574
sal	Pacific	(27.95,28.05]	-0.2781178	-0.2906956	-0.2655400
sal	Pacific	(28.05,28.1]	-0.2078073	-0.2783978	-0.1372168
sal	Pacific	(28.1, Inf]	-0.1700733	-0.2973504	-0.0427963
silicate	Atlantic	(-Inf,26]	0.1497644	0.0530035	0.2465254
silicate	Atlantic	(26,26.5]	-0.3912490	-0.4424255	-0.3400726
silicate	Atlantic	(26.5,26.75]	-0.7376730	-0.7723866	-0.7029593
silicate	Atlantic	(26.75,27]	-0.7602800	-0.8151171	-0.7054428
silicate	Atlantic	(27,27.25]	-0.8724735	-0.8837812	-0.8611658
silicate	Atlantic	(27.25,27.5]	-0.9164750	-0.9255574	-0.9073926
silicate	Atlantic	(27.5,27.75]	-0.8745797	-0.8916132	-0.8575463
silicate	Atlantic	(27.75,27.85]	-0.8517892	-0.8629946	-0.8405838
silicate	Atlantic	(27.85,27.95]	-0.8543570	-0.8742675	-0.8344464
silicate	Atlantic	(27.95,28.05]	-0.8923722	-0.8983779	-0.8863666
silicate	Atlantic	(28.05,28.1]	-0.9137375	-0.9258913	-0.9015837
silicate	Atlantic	(28.1,28.15]	-0.9363526	-0.9495528	-0.9231523
silicate	Atlantic	(28.15,28.2]	-0.9687874	-0.9751392	-0.9624356
silicate	Atlantic	(28.2, Inf]	-0.9171121	-0.9251433	-0.9090809
silicate	Indian	(-Inf,26]	-0.6619009	-0.7313707	-0.5924310
silicate	Indian	(26,26.5]	-0.9050804	-0.9190616	-0.8910991
silicate	Indian	(26.5,26.75]	-0.7703650	-0.7910048	-0.7497252
silicate	Indian	(26.75,27]	-0.4770929	-0.4806728	-0.4735129
silicate	Indian	(27,27.25]	-0.0345348	-0.0866886	0.0176189
silicate	Indian	(27.25,27.5]	0.4212961	0.3981820	0.4444102
silicate	Indian	(27.5,27.75]	0.5654501	0.4990824	0.6318177
silicate	Indian	(27.75,27.85]	0.1513536	0.0440266	0.2586807
silicate	Indian	(27.85,27.95]	0.0049701	-0.1216402	0.1315804
silicate	Indian	(27.95,28.05]	-0.1837922	-0.3130274	-0.0545569
silicate	Indian	(28.05,28.1]	-0.3008072	-0.5015833	-0.1000312
silicate	Indian	(28.1, Inf]	-0.2833080	-0.3736187	-0.1929973
silicate	Pacific	(-Inf,26]	-0.0799802	-0.1055341	-0.0544263
silicate	Pacific	(26,26.5]	-0.7170727	-0.7490132	-0.6851323
silicate	Pacific	(26.5,26.75]	-0.6871343	-0.7226018	-0.6516668
silicate	Pacific	(26.75,27]	-0.5124480	-0.5789862	-0.4459098
silicate	Pacific	(27,27.25]	0.3390719	0.2525207	0.4256231
silicate	Pacific	(27.25,27.5]	0.8000332	0.7936544	0.8064120
silicate	Pacific	(27.5,27.75]	0.8664915	0.8649426	0.8680403
silicate	Pacific	(27.75,27.85]	0.8542401	0.8473091	0.8611711
silicate	Pacific	(27.85,27.95]	0.7875242	0.7872839	0.7877645
silicate	Pacific	(27.95,28.05]	0.5345410	0.5277515	0.5413305
silicate	Pacific	(28.05,28.1]	0.3360042	0.2546497	0.4173588
silicate	Pacific	(28.1, Inf]	0.2864107	0.1407619	0.4320594
temp	Atlantic	(-Inf,26]	-0.5728588	-0.5766750	-0.5690426
temp	Atlantic	(26,26.5]	0.5746220	0.5058651	0.6433790
temp	Atlantic	(26.5,26.75]	0.7218407	0.6957538	0.7479276
temp	Atlantic	(26.75,27]	0.4078359	0.3742630	0.4414089
temp	Atlantic	(27,27.25]	0.4190620	0.3883979	0.4497261
temp	Atlantic	(27.25,27.5]	0.5755690	0.5625574	0.5885806
temp	Atlantic	(27.5,27.75]	0.5013460	0.4411230	0.5615689
temp	Atlantic	(27.75,27.85]	0.3680521	0.3195466	0.4165575
temp	Atlantic	(27.85,27.95]	0.3436505	0.2361298	0.4511712
temp	Atlantic	(27.95,28.05]	0.6253423	0.5849447	0.6657399
temp	Atlantic	(28.05,28.1]	0.6888159	0.6450562	0.7325756
temp	Atlantic	(28.1,28.15]	0.6851501	0.6342814	0.7360188
temp	Atlantic	(28.15,28.2]	0.7558065	0.7056522	0.8059607
temp	Atlantic	(28.2, Inf]	0.6006648	0.5712743	0.6300554
temp	Indian	(-Inf,26]	-0.3285821	-0.3891016	-0.2680626
temp	Indian	(26,26.5]	0.5525190	0.5092272	0.5958107
temp	Indian	(26.5,26.75]	0.6086564	0.5743386	0.6429742
temp	Indian	(26.75,27]	0.6708209	0.6264304	0.7152114
temp	Indian	(27,27.25]	0.7515874	0.7039548	0.7992200
temp	Indian	(27.25,27.5]	0.6834722	0.6736182	0.6933262
temp	Indian	(27.5,27.75]	0.3144405	0.2148527	0.4140283
temp	Indian	(27.75,27.85]	0.1823364	0.0992690	0.2654038
temp	Indian	(27.85,27.95]	0.3095027	0.1960481	0.4229573
temp	Indian	(27.95,28.05]	0.4474488	0.3363406	0.5585571
temp	Indian	(28.05,28.1]	0.3962124	0.2861404	0.5062844
temp	Indian	(28.1, Inf]	0.5063690	0.3916870	0.6210511
temp	Pacific	(-Inf,26]	-0.5095859	-0.5394152	-0.4797567
temp	Pacific	(26,26.5]	0.5814103	0.5500086	0.6128120
temp	Pacific	(26.5,26.75]	0.6430063	0.6055738	0.6804388
temp	Pacific	(26.75,27]	0.4812416	0.4583477	0.5041355
temp	Pacific	(27,27.25]	-0.2294472	-0.3124806	-0.1464137
temp	Pacific	(27.25,27.5]	-0.5243142	-0.5479640	-0.5006643
temp	Pacific	(27.5,27.75]	-0.4718250	-0.4978706	-0.4457794
temp	Pacific	(27.75,27.85]	-0.4700602	-0.5450985	-0.3950220
temp	Pacific	(27.85,27.95]	-0.4503462	-0.4701933	-0.4304992
temp	Pacific	(27.95,28.05]	-0.2758385	-0.2766357	-0.2750412
temp	Pacific	(28.05,28.1]	-0.0585889	-0.0896771	-0.0275007
temp	Pacific	(28.1, Inf]	0.2862803	0.2217920	0.3507687

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

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

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

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

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

other attached packages:
 [1] corrr_0.4.3      broom_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1