eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-09-22

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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

File	Version	Author	Date	Message
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html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
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html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
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html	4fcd066	jens-daniel-mueller	2021-06-24	Build site.
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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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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	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

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

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
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
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
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
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
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
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]	0.9148740	0.9047506	0.9249974
aou + nitrate	Atlantic	(26,26.5]	0.9593466	0.9570878	0.9616053
aou + nitrate	Atlantic	(26.5,26.75]	0.9521166	0.9417451	0.9624880
aou + nitrate	Atlantic	(26.75,27]	0.8859837	0.8806660	0.8913014
aou + nitrate	Atlantic	(27,27.25]	0.7979946	0.7948430	0.8011462
aou + nitrate	Atlantic	(27.25,27.5]	0.7449720	0.7198533	0.7700907
aou + nitrate	Atlantic	(27.5,27.75]	0.8486677	0.8460454	0.8512900
aou + nitrate	Atlantic	(27.75,27.85]	0.9082207	0.8947103	0.9217311
aou + nitrate	Atlantic	(27.85,27.95]	0.9136588	0.9005593	0.9267583
aou + nitrate	Atlantic	(27.95,28.05]	0.9204720	0.9184314	0.9225126
aou + nitrate	Atlantic	(28.05,28.1]	0.9527444	0.9517728	0.9537161
aou + nitrate	Atlantic	(28.1,28.15]	0.9703230	0.9650107	0.9756354
aou + nitrate	Atlantic	(28.15,28.2]	0.9854551	0.9821595	0.9887508
aou + nitrate	Atlantic	(28.2, Inf]	0.8888679	0.8794107	0.8983252
aou + nitrate	Indian	(-Inf,26]	0.9917389	0.9891263	0.9943515
aou + nitrate	Indian	(26,26.5]	0.9841237	0.9791999	0.9890476
aou + nitrate	Indian	(26.5,26.75]	0.9512156	0.9448534	0.9575779
aou + nitrate	Indian	(26.75,27]	0.8848740	0.8529704	0.9167776
aou + nitrate	Indian	(27,27.25]	0.8105253	0.7598589	0.8611917
aou + nitrate	Indian	(27.25,27.5]	0.8993244	0.8806757	0.9179731
aou + nitrate	Indian	(27.5,27.75]	0.9343227	0.9111115	0.9575339
aou + nitrate	Indian	(27.75,27.85]	0.8977825	0.8667999	0.9287651
aou + nitrate	Indian	(27.85,27.95]	0.8608584	0.8271502	0.8945666
aou + nitrate	Indian	(27.95,28.05]	0.7836830	0.7066536	0.8607124
aou + nitrate	Indian	(28.05,28.1]	0.8876828	0.8310117	0.9443539
aou + nitrate	Indian	(28.1, Inf]	0.5958323	0.5040755	0.6875891
aou + nitrate	Pacific	(-Inf,26]	0.8695878	0.8437628	0.8954129
aou + nitrate	Pacific	(26,26.5]	0.8576928	0.8544036	0.8609819
aou + nitrate	Pacific	(26.5,26.75]	0.8165234	0.7702504	0.8627965
aou + nitrate	Pacific	(26.75,27]	0.9192754	0.9048533	0.9336974
aou + nitrate	Pacific	(27,27.25]	0.9722002	0.9707737	0.9736268
aou + nitrate	Pacific	(27.25,27.5]	0.9788302	0.9777703	0.9798901
aou + nitrate	Pacific	(27.5,27.75]	0.9818673	0.9811802	0.9825543
aou + nitrate	Pacific	(27.75,27.85]	0.9889427	0.9886537	0.9892317
aou + nitrate	Pacific	(27.85,27.95]	0.9878192	0.9864793	0.9891590
aou + nitrate	Pacific	(27.95,28.05]	0.9772763	0.9723752	0.9821774
aou + nitrate	Pacific	(28.05,28.1]	0.9764591	0.9660825	0.9868357
aou + nitrate	Pacific	(28.1, Inf]	0.9606552	0.9548306	0.9664798
aou + oxygen	Atlantic	(-Inf,26]	-0.9420952	-0.9523152	-0.9318752
aou + oxygen	Atlantic	(26,26.5]	-0.9597385	-0.9638835	-0.9555935
aou + oxygen	Atlantic	(26.5,26.75]	-0.9633506	-0.9679311	-0.9587701
aou + oxygen	Atlantic	(26.75,27]	-0.9516701	-0.9569190	-0.9464212
aou + oxygen	Atlantic	(27,27.25]	-0.9578697	-0.9646816	-0.9510577
aou + oxygen	Atlantic	(27.25,27.5]	-0.9421866	-0.9485619	-0.9358112
aou + oxygen	Atlantic	(27.5,27.75]	-0.9249217	-0.9282777	-0.9215658
aou + oxygen	Atlantic	(27.75,27.85]	-0.9416991	-0.9513575	-0.9320407
aou + oxygen	Atlantic	(27.85,27.95]	-0.9605585	-0.9671006	-0.9540164
aou + oxygen	Atlantic	(27.95,28.05]	-0.9605396	-0.9605732	-0.9605059
aou + oxygen	Atlantic	(28.05,28.1]	-0.9787478	-0.9815083	-0.9759873
aou + oxygen	Atlantic	(28.1,28.15]	-0.9881479	-0.9898014	-0.9864945
aou + oxygen	Atlantic	(28.15,28.2]	-0.9947432	-0.9959612	-0.9935252
aou + oxygen	Atlantic	(28.2, Inf]	-0.9792397	-0.9800659	-0.9784135
aou + oxygen	Indian	(-Inf,26]	-0.9925917	-0.9946284	-0.9905549
aou + oxygen	Indian	(26,26.5]	-0.9970837	-0.9972788	-0.9968886
aou + oxygen	Indian	(26.5,26.75]	-0.9956099	-0.9969195	-0.9943004
aou + oxygen	Indian	(26.75,27]	-0.9914157	-0.9954997	-0.9873316
aou + oxygen	Indian	(27,27.25]	-0.9939379	-0.9959807	-0.9918951
aou + oxygen	Indian	(27.25,27.5]	-0.9962907	-0.9972565	-0.9953250
aou + oxygen	Indian	(27.5,27.75]	-0.9968604	-0.9974472	-0.9962736
aou + oxygen	Indian	(27.75,27.85]	-0.9972840	-0.9977525	-0.9968156
aou + oxygen	Indian	(27.85,27.95]	-0.9958979	-0.9959710	-0.9958248
aou + oxygen	Indian	(27.95,28.05]	-0.9901655	-0.9918898	-0.9884413
aou + oxygen	Indian	(28.05,28.1]	-0.9896861	-0.9946004	-0.9847717
aou + oxygen	Indian	(28.1, Inf]	-0.9850635	-0.9880416	-0.9820855
aou + oxygen	Pacific	(-Inf,26]	-0.8358132	-0.8429920	-0.8286345
aou + oxygen	Pacific	(26,26.5]	-0.9698038	-0.9718657	-0.9677418
aou + oxygen	Pacific	(26.5,26.75]	-0.9759086	-0.9783919	-0.9734252
aou + oxygen	Pacific	(26.75,27]	-0.9801204	-0.9837896	-0.9764512
aou + oxygen	Pacific	(27,27.25]	-0.9941276	-0.9942963	-0.9939588
aou + oxygen	Pacific	(27.25,27.5]	-0.9959982	-0.9960179	-0.9959785
aou + oxygen	Pacific	(27.5,27.75]	-0.9953519	-0.9964106	-0.9942933
aou + oxygen	Pacific	(27.75,27.85]	-0.9967764	-0.9978938	-0.9956590
aou + oxygen	Pacific	(27.85,27.95]	-0.9969788	-0.9983456	-0.9956119
aou + oxygen	Pacific	(27.95,28.05]	-0.9977676	-0.9987201	-0.9968150
aou + oxygen	Pacific	(28.05,28.1]	-0.9989881	-0.9991597	-0.9988165
aou + oxygen	Pacific	(28.1, Inf]	-0.9957722	-0.9966377	-0.9949066
aou + phosphate	Atlantic	(-Inf,26]	0.6860121	0.6234132	0.7486109
aou + phosphate	Atlantic	(26,26.5]	0.8743058	0.8675919	0.8810197
aou + phosphate	Atlantic	(26.5,26.75]	0.8854503	0.8635490	0.9073516
aou + phosphate	Atlantic	(26.75,27]	0.8081166	0.7912707	0.8249624
aou + phosphate	Atlantic	(27,27.25]	0.7135267	0.6998167	0.7272367
aou + phosphate	Atlantic	(27.25,27.5]	0.6742965	0.6380441	0.7105489
aou + phosphate	Atlantic	(27.5,27.75]	0.8149646	0.8125246	0.8174047
aou + phosphate	Atlantic	(27.75,27.85]	0.8869279	0.8700131	0.9038427
aou + phosphate	Atlantic	(27.85,27.95]	0.9038863	0.8909752	0.9167973
aou + phosphate	Atlantic	(27.95,28.05]	0.9161440	0.9157584	0.9165296
aou + phosphate	Atlantic	(28.05,28.1]	0.9492662	0.9490067	0.9495257
aou + phosphate	Atlantic	(28.1,28.15]	0.9666071	0.9631990	0.9700153
aou + phosphate	Atlantic	(28.15,28.2]	0.9852805	0.9825869	0.9879741
aou + phosphate	Atlantic	(28.2, Inf]	0.8859098	0.8776120	0.8942076
aou + phosphate	Indian	(-Inf,26]	0.9945481	0.9932259	0.9958702
aou + phosphate	Indian	(26,26.5]	0.9936342	0.9913939	0.9958744
aou + phosphate	Indian	(26.5,26.75]	0.9616565	0.9487391	0.9745740
aou + phosphate	Indian	(26.75,27]	0.9057988	0.8649633	0.9466342
aou + phosphate	Indian	(27,27.25]	0.8557072	0.7918731	0.9195413
aou + phosphate	Indian	(27.25,27.5]	0.9298317	0.9084020	0.9512615
aou + phosphate	Indian	(27.5,27.75]	0.9560121	0.9484896	0.9635346
aou + phosphate	Indian	(27.75,27.85]	0.9240103	0.9101823	0.9378383
aou + phosphate	Indian	(27.85,27.95]	0.8673185	0.8383456	0.8962914
aou + phosphate	Indian	(27.95,28.05]	0.8010663	0.7355335	0.8665990
aou + phosphate	Indian	(28.05,28.1]	0.8952959	0.8432030	0.9473889
aou + phosphate	Indian	(28.1, Inf]	0.5858756	0.5028064	0.6689449
aou + phosphate	Pacific	(-Inf,26]	0.8543714	0.8243299	0.8844129
aou + phosphate	Pacific	(26,26.5]	0.8870800	0.8750259	0.8991340
aou + phosphate	Pacific	(26.5,26.75]	0.8349210	0.7911482	0.8786937
aou + phosphate	Pacific	(26.75,27]	0.9281265	0.9072302	0.9490227
aou + phosphate	Pacific	(27,27.25]	0.9799396	0.9792442	0.9806351
aou + phosphate	Pacific	(27.25,27.5]	0.9829815	0.9829373	0.9830257
aou + phosphate	Pacific	(27.5,27.75]	0.9808808	0.9796484	0.9821132
aou + phosphate	Pacific	(27.75,27.85]	0.9862213	0.9859742	0.9864684
aou + phosphate	Pacific	(27.85,27.95]	0.9854684	0.9849246	0.9860121
aou + phosphate	Pacific	(27.95,28.05]	0.9798378	0.9785186	0.9811569
aou + phosphate	Pacific	(28.05,28.1]	0.9762920	0.9701303	0.9824536
aou + phosphate	Pacific	(28.1, Inf]	0.9567533	0.9549181	0.9585885
aou + silicate	Atlantic	(-Inf,26]	0.4818069	0.4180918	0.5455220
aou + silicate	Atlantic	(26,26.5]	0.8244639	0.8114381	0.8374896
aou + silicate	Atlantic	(26.5,26.75]	0.8693903	0.8692902	0.8694903
aou + silicate	Atlantic	(26.75,27]	0.8229491	0.8089466	0.8369516
aou + silicate	Atlantic	(27,27.25]	0.6647733	0.6591492	0.6703974
aou + silicate	Atlantic	(27.25,27.5]	0.4442105	0.3976007	0.4908203
aou + silicate	Atlantic	(27.5,27.75]	0.5713568	0.5624789	0.5802346
aou + silicate	Atlantic	(27.75,27.85]	0.7717888	0.7667820	0.7767955
aou + silicate	Atlantic	(27.85,27.95]	0.8289832	0.8181531	0.8398133
aou + silicate	Atlantic	(27.95,28.05]	0.8963007	0.8919019	0.9006994
aou + silicate	Atlantic	(28.05,28.1]	0.9564812	0.9548215	0.9581410
aou + silicate	Atlantic	(28.1,28.15]	0.9701790	0.9695198	0.9708382
aou + silicate	Atlantic	(28.15,28.2]	0.9856083	0.9852280	0.9859886
aou + silicate	Atlantic	(28.2, Inf]	0.8879963	0.8846011	0.8913914
aou + silicate	Indian	(-Inf,26]	0.9090781	0.8697114	0.9484447
aou + silicate	Indian	(26,26.5]	0.9457970	0.9329248	0.9586692
aou + silicate	Indian	(26.5,26.75]	0.9644018	0.9593523	0.9694512
aou + silicate	Indian	(26.75,27]	0.9687869	0.9662059	0.9713678
aou + silicate	Indian	(27,27.25]	0.8945736	0.8859863	0.9031609
aou + silicate	Indian	(27.25,27.5]	0.8711979	0.8594901	0.8829056
aou + silicate	Indian	(27.5,27.75]	0.8347022	0.8341415	0.8352630
aou + silicate	Indian	(27.75,27.85]	0.8337661	0.7778031	0.8897290
aou + silicate	Indian	(27.85,27.95]	0.8284305	0.7897234	0.8671377
aou + silicate	Indian	(27.95,28.05]	0.8549423	0.8202183	0.8896662
aou + silicate	Indian	(28.05,28.1]	0.9443113	0.9310379	0.9575848
aou + silicate	Indian	(28.1, Inf]	0.3767961	0.3648716	0.3887207
aou + silicate	Pacific	(-Inf,26]	0.6205783	0.5484940	0.6926625
aou + silicate	Pacific	(26,26.5]	0.5505221	0.5494472	0.5515971
aou + silicate	Pacific	(26.5,26.75]	0.3888904	0.3313370	0.4464437
aou + silicate	Pacific	(26.75,27]	0.6825788	0.6633912	0.7017664
aou + silicate	Pacific	(27,27.25]	0.8902272	0.8850168	0.8954375
aou + silicate	Pacific	(27.25,27.5]	0.9213853	0.9194901	0.9232806
aou + silicate	Pacific	(27.5,27.75]	0.9284153	0.9182221	0.9386086
aou + silicate	Pacific	(27.75,27.85]	0.9669507	0.9658137	0.9680877
aou + silicate	Pacific	(27.85,27.95]	0.9649133	0.9640245	0.9658022
aou + silicate	Pacific	(27.95,28.05]	0.9520651	0.9430197	0.9611105
aou + silicate	Pacific	(28.05,28.1]	0.9612262	0.9536904	0.9687620
aou + silicate	Pacific	(28.1, Inf]	0.8381496	0.8074669	0.8688323
nitrate + silicate	Atlantic	(-Inf,26]	0.6594958	0.5988232	0.7201685
nitrate + silicate	Atlantic	(26,26.5]	0.8985355	0.8841871	0.9128839
nitrate + silicate	Atlantic	(26.5,26.75]	0.9232807	0.9168850	0.9296764
nitrate + silicate	Atlantic	(26.75,27]	0.8957664	0.8797961	0.9117367
nitrate + silicate	Atlantic	(27,27.25]	0.8992617	0.8902813	0.9082420
nitrate + silicate	Atlantic	(27.25,27.5]	0.8545848	0.8399426	0.8692270
nitrate + silicate	Atlantic	(27.5,27.75]	0.8674470	0.8599135	0.8749805
nitrate + silicate	Atlantic	(27.75,27.85]	0.9401939	0.9381477	0.9422401
nitrate + silicate	Atlantic	(27.85,27.95]	0.9683657	0.9662121	0.9705193
nitrate + silicate	Atlantic	(27.95,28.05]	0.9826256	0.9815594	0.9836918
nitrate + silicate	Atlantic	(28.05,28.1]	0.9898008	0.9892946	0.9903070
nitrate + silicate	Atlantic	(28.1,28.15]	0.9907651	0.9904226	0.9911077
nitrate + silicate	Atlantic	(28.15,28.2]	0.9917985	0.9915450	0.9920519
nitrate + silicate	Atlantic	(28.2, Inf]	0.9829979	0.9799616	0.9860341
nitrate + silicate	Indian	(-Inf,26]	0.9308888	0.9015623	0.9602153
nitrate + silicate	Indian	(26,26.5]	0.9568850	0.9517348	0.9620351
nitrate + silicate	Indian	(26.5,26.75]	0.9459927	0.9426201	0.9493652
nitrate + silicate	Indian	(26.75,27]	0.9196225	0.9010323	0.9382126
nitrate + silicate	Indian	(27,27.25]	0.9212945	0.9132166	0.9293724
nitrate + silicate	Indian	(27.25,27.5]	0.9207691	0.9161054	0.9254328
nitrate + silicate	Indian	(27.5,27.75]	0.8081949	0.7876410	0.8287487
nitrate + silicate	Indian	(27.75,27.85]	0.7729685	0.7151225	0.8308145
nitrate + silicate	Indian	(27.85,27.95]	0.8480839	0.8409609	0.8552069
nitrate + silicate	Indian	(27.95,28.05]	0.8916972	0.8786852	0.9047091
nitrate + silicate	Indian	(28.05,28.1]	0.9454970	0.9286017	0.9623923
nitrate + silicate	Indian	(28.1, Inf]	0.8175396	0.8018594	0.8332197
nitrate + silicate	Pacific	(-Inf,26]	0.8389525	0.8353056	0.8425994
nitrate + silicate	Pacific	(26,26.5]	0.8049543	0.8043704	0.8055381
nitrate + silicate	Pacific	(26.5,26.75]	0.7353721	0.7217006	0.7490435
nitrate + silicate	Pacific	(26.75,27]	0.8202207	0.8080982	0.8323433
nitrate + silicate	Pacific	(27,27.25]	0.9007443	0.8937278	0.9077609
nitrate + silicate	Pacific	(27.25,27.5]	0.8954959	0.8936999	0.8972919
nitrate + silicate	Pacific	(27.5,27.75]	0.8984209	0.8918880	0.9049539
nitrate + silicate	Pacific	(27.75,27.85]	0.9474931	0.9460205	0.9489657
nitrate + silicate	Pacific	(27.85,27.95]	0.9605344	0.9558345	0.9652342
nitrate + silicate	Pacific	(27.95,28.05]	0.9416746	0.9129946	0.9703546
nitrate + silicate	Pacific	(28.05,28.1]	0.9454038	0.9203150	0.9704925
nitrate + silicate	Pacific	(28.1, Inf]	0.9074613	0.8964531	0.9184695
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8274632	-0.8520990	-0.8028274
oxygen + nitrate	Atlantic	(26,26.5]	-0.8569772	-0.8579474	-0.8560070
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8526502	-0.8782191	-0.8270812
oxygen + nitrate	Atlantic	(26.75,27]	-0.7518087	-0.7543918	-0.7492255
oxygen + nitrate	Atlantic	(27,27.25]	-0.6344656	-0.6394968	-0.6294344
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5096912	-0.5347412	-0.4846411
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6078087	-0.6183922	-0.5972253
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7238913	-0.7646448	-0.6831378
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7724944	-0.8072095	-0.7377793
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7856286	-0.7884414	-0.7828157
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8782191	-0.8865780	-0.8698603
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9276022	-0.9397050	-0.9154994
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9726365	-0.9776796	-0.9675934
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7989625	-0.8073353	-0.7905897
oxygen + nitrate	Indian	(-Inf,26]	-0.9766223	-0.9829765	-0.9702681
oxygen + nitrate	Indian	(26,26.5]	-0.9705231	-0.9771410	-0.9639053
oxygen + nitrate	Indian	(26.5,26.75]	-0.9200052	-0.9333031	-0.9067072
oxygen + nitrate	Indian	(26.75,27]	-0.8183776	-0.8761194	-0.7606358
oxygen + nitrate	Indian	(27,27.25]	-0.7437563	-0.8145429	-0.6729697
oxygen + nitrate	Indian	(27.25,27.5]	-0.8623513	-0.8892907	-0.8354119
oxygen + nitrate	Indian	(27.5,27.75]	-0.9191683	-0.9444037	-0.8939328
oxygen + nitrate	Indian	(27.75,27.85]	-0.8825721	-0.9144566	-0.8506876
oxygen + nitrate	Indian	(27.85,27.95]	-0.8234681	-0.8602711	-0.7866650
oxygen + nitrate	Indian	(27.95,28.05]	-0.6985199	-0.7948786	-0.6021613
oxygen + nitrate	Indian	(28.05,28.1]	-0.8211883	-0.9093428	-0.7330338
oxygen + nitrate	Indian	(28.1, Inf]	-0.4621645	-0.5724382	-0.3518907
oxygen + nitrate	Pacific	(-Inf,26]	-0.5329998	-0.5901367	-0.4758629
oxygen + nitrate	Pacific	(26,26.5]	-0.7183621	-0.7222076	-0.7145167
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6839548	-0.7514056	-0.6165041
oxygen + nitrate	Pacific	(26.75,27]	-0.8339066	-0.8653182	-0.8024950
oxygen + nitrate	Pacific	(27,27.25]	-0.9486662	-0.9509256	-0.9464069
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9678507	-0.9693908	-0.9663106
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9734755	-0.9764040	-0.9705469
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9841411	-0.9867550	-0.9815272
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9813727	-0.9837489	-0.9789965
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9694849	-0.9701155	-0.9688542
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9709156	-0.9814164	-0.9604149
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9364252	-0.9483599	-0.9244905
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5194755	-0.6122769	-0.4266742
oxygen + phosphate	Atlantic	(26,26.5]	-0.7168474	-0.7183472	-0.7153477
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7442387	-0.7861632	-0.7023142
oxygen + phosphate	Atlantic	(26.75,27]	-0.6325102	-0.6458270	-0.6191934
oxygen + phosphate	Atlantic	(27,27.25]	-0.5194127	-0.5227698	-0.5160556
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4138653	-0.4484954	-0.3792352
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5528097	-0.5631598	-0.5424596
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6882075	-0.7345767	-0.6418383
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7560986	-0.7908055	-0.7213917
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7778387	-0.7784455	-0.7772319
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8715662	-0.8783896	-0.8647428
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9203934	-0.9299907	-0.9107961
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9715678	-0.9756576	-0.9674779
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7946028	-0.8015856	-0.7876201
oxygen + phosphate	Indian	(-Inf,26]	-0.9833423	-0.9848745	-0.9818102
oxygen + phosphate	Indian	(26,26.5]	-0.9853890	-0.9909885	-0.9797895
oxygen + phosphate	Indian	(26.5,26.75]	-0.9343074	-0.9572524	-0.9113625
oxygen + phosphate	Indian	(26.75,27]	-0.8455578	-0.9150983	-0.7760173
oxygen + phosphate	Indian	(27,27.25]	-0.7978567	-0.8853536	-0.7103597
oxygen + phosphate	Indian	(27.25,27.5]	-0.9004553	-0.9326727	-0.8682379
oxygen + phosphate	Indian	(27.5,27.75]	-0.9436755	-0.9542402	-0.9331108
oxygen + phosphate	Indian	(27.75,27.85]	-0.9039124	-0.9197728	-0.8880519
oxygen + phosphate	Indian	(27.85,27.95]	-0.8254973	-0.8578381	-0.7931566
oxygen + phosphate	Indian	(27.95,28.05]	-0.7171518	-0.8016638	-0.6326398
oxygen + phosphate	Indian	(28.05,28.1]	-0.8310306	-0.9150386	-0.7470226
oxygen + phosphate	Indian	(28.1, Inf]	-0.4513611	-0.5550842	-0.3476380
oxygen + phosphate	Pacific	(-Inf,26]	-0.5503639	-0.6148355	-0.4858922
oxygen + phosphate	Pacific	(26,26.5]	-0.7553553	-0.7785411	-0.7321694
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7032388	-0.7681937	-0.6382840
oxygen + phosphate	Pacific	(26.75,27]	-0.8428841	-0.8834214	-0.8023467
oxygen + phosphate	Pacific	(27,27.25]	-0.9579588	-0.9589378	-0.9569797
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9728913	-0.9733363	-0.9724463
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9727572	-0.9765440	-0.9689704
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9815080	-0.9840217	-0.9789943
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9788534	-0.9819945	-0.9757124
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9721093	-0.9748168	-0.9694017
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9710466	-0.9764763	-0.9656169
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9330650	-0.9400161	-0.9261139
oxygen + silicate	Atlantic	(-Inf,26]	-0.3214448	-0.3839235	-0.2589661
oxygen + silicate	Atlantic	(26,26.5]	-0.6819201	-0.7044055	-0.6594348
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7399876	-0.7514517	-0.7285235
oxygen + silicate	Atlantic	(26.75,27]	-0.6544163	-0.6847591	-0.6240735
oxygen + silicate	Atlantic	(27,27.25]	-0.4716351	-0.4931086	-0.4501615
oxygen + silicate	Atlantic	(27.25,27.5]	-0.1641536	-0.2034434	-0.1248637
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2678198	-0.2723447	-0.2632950
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5484306	-0.5723180	-0.5245432
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6546668	-0.6857026	-0.6236310
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7452494	-0.7520957	-0.7384031
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8819213	-0.8854957	-0.8783469
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9270661	-0.9322010	-0.9219312
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9765025	-0.9771852	-0.9758199
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8013580	-0.8109273	-0.7917886
oxygen + silicate	Indian	(-Inf,26]	-0.8711912	-0.9266106	-0.8157718
oxygen + silicate	Indian	(26,26.5]	-0.9309141	-0.9479716	-0.9138566
oxygen + silicate	Indian	(26.5,26.75]	-0.9510700	-0.9555095	-0.9466305
oxygen + silicate	Indian	(26.75,27]	-0.9426341	-0.9549836	-0.9302846
oxygen + silicate	Indian	(27,27.25]	-0.8494461	-0.8694306	-0.8294617
oxygen + silicate	Indian	(27.25,27.5]	-0.8339023	-0.8418784	-0.8259262
oxygen + silicate	Indian	(27.5,27.75]	-0.8000386	-0.8040681	-0.7960090
oxygen + silicate	Indian	(27.75,27.85]	-0.8064772	-0.8700810	-0.7428734
oxygen + silicate	Indian	(27.85,27.95]	-0.7869979	-0.8318269	-0.7421690
oxygen + silicate	Indian	(27.95,28.05]	-0.7877590	-0.8385278	-0.7369901
oxygen + silicate	Indian	(28.05,28.1]	-0.9013663	-0.9346941	-0.8680385
oxygen + silicate	Indian	(28.1, Inf]	-0.2338527	-0.2602302	-0.2074752
oxygen + silicate	Pacific	(-Inf,26]	-0.2323522	-0.3561380	-0.1085664
oxygen + silicate	Pacific	(26,26.5]	-0.3658486	-0.3736859	-0.3580113
oxygen + silicate	Pacific	(26.5,26.75]	-0.2044698	-0.2795170	-0.1294225
oxygen + silicate	Pacific	(26.75,27]	-0.5409746	-0.5800893	-0.5018600
oxygen + silicate	Pacific	(27,27.25]	-0.8438073	-0.8500946	-0.8375199
oxygen + silicate	Pacific	(27.25,27.5]	-0.8895963	-0.8916491	-0.8875435
oxygen + silicate	Pacific	(27.5,27.75]	-0.8968495	-0.9135213	-0.8801778
oxygen + silicate	Pacific	(27.75,27.85]	-0.9520714	-0.9570950	-0.9470477
oxygen + silicate	Pacific	(27.85,27.95]	-0.9508071	-0.9539032	-0.9477110
oxygen + silicate	Pacific	(27.95,28.05]	-0.9374216	-0.9445629	-0.9302802
oxygen + silicate	Pacific	(28.05,28.1]	-0.9526919	-0.9599256	-0.9454581
oxygen + silicate	Pacific	(28.1, Inf]	-0.7924049	-0.8296035	-0.7552064
phosphate + nitrate	Atlantic	(-Inf,26]	0.8430860	0.8035878	0.8825841
phosphate + nitrate	Atlantic	(26,26.5]	0.9583225	0.9559076	0.9607374
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9769580	0.9737914	0.9801246
phosphate + nitrate	Atlantic	(26.75,27]	0.9792827	0.9774457	0.9811196
phosphate + nitrate	Atlantic	(27,27.25]	0.9841949	0.9832747	0.9851150
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9902481	0.9896645	0.9908317
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9942816	0.9939301	0.9946330
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9956460	0.9946599	0.9966321
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9957226	0.9950587	0.9963865
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9949917	0.9941874	0.9957960
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9946380	0.9940934	0.9951826
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9956556	0.9950250	0.9962863
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9975950	0.9974442	0.9977458
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9955944	0.9952963	0.9958925
phosphate + nitrate	Indian	(-Inf,26]	0.9923613	0.9872950	0.9974276
phosphate + nitrate	Indian	(26,26.5]	0.9868711	0.9769113	0.9968309
phosphate + nitrate	Indian	(26.5,26.75]	0.9886210	0.9804134	0.9968287
phosphate + nitrate	Indian	(26.75,27]	0.9846039	0.9739029	0.9953049
phosphate + nitrate	Indian	(27,27.25]	0.9704561	0.9527706	0.9881417
phosphate + nitrate	Indian	(27.25,27.5]	0.9694998	0.9601492	0.9788504
phosphate + nitrate	Indian	(27.5,27.75]	0.9538694	0.9377024	0.9700363
phosphate + nitrate	Indian	(27.75,27.85]	0.9457318	0.9202443	0.9712193
phosphate + nitrate	Indian	(27.85,27.95]	0.9626868	0.9518379	0.9735357
phosphate + nitrate	Indian	(27.95,28.05]	0.9795177	0.9724282	0.9866073
phosphate + nitrate	Indian	(28.05,28.1]	0.9820073	0.9735033	0.9905113
phosphate + nitrate	Indian	(28.1, Inf]	0.9442278	0.9155408	0.9729149
phosphate + nitrate	Pacific	(-Inf,26]	0.9587182	0.9568146	0.9606217
phosphate + nitrate	Pacific	(26,26.5]	0.9651935	0.9538408	0.9765461
phosphate + nitrate	Pacific	(26.5,26.75]	0.9550936	0.9506017	0.9595856
phosphate + nitrate	Pacific	(26.75,27]	0.9787472	0.9786260	0.9788683
phosphate + nitrate	Pacific	(27,27.25]	0.9877858	0.9871836	0.9883879
phosphate + nitrate	Pacific	(27.25,27.5]	0.9912524	0.9908342	0.9916706
phosphate + nitrate	Pacific	(27.5,27.75]	0.9930607	0.9930209	0.9931005
phosphate + nitrate	Pacific	(27.75,27.85]	0.9922399	0.9913770	0.9931028
phosphate + nitrate	Pacific	(27.85,27.95]	0.9905236	0.9876920	0.9933552
phosphate + nitrate	Pacific	(27.95,28.05]	0.9785553	0.9655991	0.9915115
phosphate + nitrate	Pacific	(28.05,28.1]	0.9694138	0.9523569	0.9864707
phosphate + nitrate	Pacific	(28.1, Inf]	0.9754373	0.9707465	0.9801282
phosphate + silicate	Atlantic	(-Inf,26]	0.7743952	0.7574236	0.7913668
phosphate + silicate	Atlantic	(26,26.5]	0.9280600	0.9156355	0.9404845
phosphate + silicate	Atlantic	(26.5,26.75]	0.9316496	0.9296147	0.9336845
phosphate + silicate	Atlantic	(26.75,27]	0.9075727	0.9027643	0.9123812
phosphate + silicate	Atlantic	(27,27.25]	0.9198485	0.9126129	0.9270840
phosphate + silicate	Atlantic	(27.25,27.5]	0.8899987	0.8798318	0.9001655
phosphate + silicate	Atlantic	(27.5,27.75]	0.8887771	0.8826609	0.8948933
phosphate + silicate	Atlantic	(27.75,27.85]	0.9477353	0.9462854	0.9491852
phosphate + silicate	Atlantic	(27.85,27.95]	0.9722986	0.9706159	0.9739813
phosphate + silicate	Atlantic	(27.95,28.05]	0.9838977	0.9829994	0.9847961
phosphate + silicate	Atlantic	(28.05,28.1]	0.9905826	0.9904860	0.9906792
phosphate + silicate	Atlantic	(28.1,28.15]	0.9918141	0.9918046	0.9918236
phosphate + silicate	Atlantic	(28.15,28.2]	0.9914129	0.9913089	0.9915168
phosphate + silicate	Atlantic	(28.2, Inf]	0.9832497	0.9804615	0.9860379
phosphate + silicate	Indian	(-Inf,26]	0.9147361	0.8701483	0.9593239
phosphate + silicate	Indian	(26,26.5]	0.9523838	0.9402261	0.9645416
phosphate + silicate	Indian	(26.5,26.75]	0.9487658	0.9462539	0.9512778
phosphate + silicate	Indian	(26.75,27]	0.9315973	0.9133563	0.9498382
phosphate + silicate	Indian	(27,27.25]	0.9274708	0.9240404	0.9309011
phosphate + silicate	Indian	(27.25,27.5]	0.9095498	0.8825614	0.9365383
phosphate + silicate	Indian	(27.5,27.75]	0.8408521	0.8169007	0.8648035
phosphate + silicate	Indian	(27.75,27.85]	0.8655551	0.8515098	0.8796003
phosphate + silicate	Indian	(27.85,27.95]	0.9038887	0.9017942	0.9059831
phosphate + silicate	Indian	(27.95,28.05]	0.9121253	0.9066694	0.9175813
phosphate + silicate	Indian	(28.05,28.1]	0.9478790	0.9341799	0.9615782
phosphate + silicate	Indian	(28.1, Inf]	0.8083885	0.8013318	0.8154452
phosphate + silicate	Pacific	(-Inf,26]	0.7758086	0.7697103	0.7819069
phosphate + silicate	Pacific	(26,26.5]	0.7611234	0.7546717	0.7675751
phosphate + silicate	Pacific	(26.5,26.75]	0.6945839	0.6786092	0.7105586
phosphate + silicate	Pacific	(26.75,27]	0.8159467	0.7989178	0.8329756
phosphate + silicate	Pacific	(27,27.25]	0.9066931	0.8974497	0.9159365
phosphate + silicate	Pacific	(27.25,27.5]	0.9000641	0.8943779	0.9057503
phosphate + silicate	Pacific	(27.5,27.75]	0.8975618	0.8887979	0.9063258
phosphate + silicate	Pacific	(27.75,27.85]	0.9499840	0.9472630	0.9527050
phosphate + silicate	Pacific	(27.85,27.95]	0.9651811	0.9619276	0.9684346
phosphate + silicate	Pacific	(27.95,28.05]	0.9591337	0.9482132	0.9700543
phosphate + silicate	Pacific	(28.05,28.1]	0.9586229	0.9479244	0.9693215
phosphate + silicate	Pacific	(28.1, Inf]	0.8971397	0.8805730	0.9137063
sal + aou	Atlantic	(-Inf,26]	-0.0870110	-0.0911877	-0.0828343
sal + aou	Atlantic	(26,26.5]	-0.2195038	-0.2442889	-0.1947187
sal + aou	Atlantic	(26.5,26.75]	-0.2388033	-0.2865963	-0.1910103
sal + aou	Atlantic	(26.75,27]	-0.0506457	-0.0939250	-0.0073663
sal + aou	Atlantic	(27,27.25]	0.0702392	0.0246766	0.1158019
sal + aou	Atlantic	(27.25,27.5]	-0.0027673	-0.0678319	0.0622973
sal + aou	Atlantic	(27.5,27.75]	-0.2996029	-0.3070405	-0.2921653
sal + aou	Atlantic	(27.75,27.85]	-0.3599891	-0.4447694	-0.2752087
sal + aou	Atlantic	(27.85,27.95]	-0.4120355	-0.4825770	-0.3414939
sal + aou	Atlantic	(27.95,28.05]	-0.5482140	-0.5841953	-0.5122327
sal + aou	Atlantic	(28.05,28.1]	-0.7149993	-0.7316226	-0.6983760
sal + aou	Atlantic	(28.1,28.15]	-0.7757596	-0.8018966	-0.7496226
sal + aou	Atlantic	(28.15,28.2]	-0.9035378	-0.9182479	-0.8888278
sal + aou	Atlantic	(28.2, Inf]	-0.6621483	-0.7122176	-0.6120789
sal + aou	Indian	(-Inf,26]	-0.5796029	-0.8174374	-0.3417684
sal + aou	Indian	(26,26.5]	-0.6532834	-0.7935024	-0.5130643
sal + aou	Indian	(26.5,26.75]	-0.0383825	-0.2118279	0.1350629
sal + aou	Indian	(26.75,27]	0.4886744	0.3392347	0.6381140
sal + aou	Indian	(27,27.25]	0.8858823	0.8705260	0.9012386
sal + aou	Indian	(27.25,27.5]	0.9541394	0.9397174	0.9685614
sal + aou	Indian	(27.5,27.75]	0.9588781	0.9549256	0.9628306
sal + aou	Indian	(27.75,27.85]	0.9545860	0.9450173	0.9641547
sal + aou	Indian	(27.85,27.95]	0.9274761	0.9256721	0.9292802
sal + aou	Indian	(27.95,28.05]	0.7229434	0.7097933	0.7360936
sal + aou	Indian	(28.05,28.1]	0.2842109	0.2082082	0.3602136
sal + aou	Indian	(28.1, Inf]	0.6498653	0.5977330	0.7019975
sal + aou	Pacific	(-Inf,26]	-0.1205569	-0.1916945	-0.0494193
sal + aou	Pacific	(26,26.5]	-0.0243576	-0.0428152	-0.0059000
sal + aou	Pacific	(26.5,26.75]	0.2219892	0.1995450	0.2444333
sal + aou	Pacific	(26.75,27]	-0.0991658	-0.1108691	-0.0874625
sal + aou	Pacific	(27,27.25]	-0.1901795	-0.1957984	-0.1845607
sal + aou	Pacific	(27.25,27.5]	0.0451392	0.0311792	0.0590993
sal + aou	Pacific	(27.5,27.75]	0.1680562	0.0382789	0.2978335
sal + aou	Pacific	(27.75,27.85]	0.0206787	-0.2095482	0.2509056
sal + aou	Pacific	(27.85,27.95]	-0.1466392	-0.4417277	0.1484494
sal + aou	Pacific	(27.95,28.05]	-0.5803395	-0.7562960	-0.4043830
sal + aou	Pacific	(28.05,28.1]	-0.8794505	-0.8857466	-0.8731545
sal + aou	Pacific	(28.1, Inf]	-0.6181397	-0.7501167	-0.4861627
sal + nitrate	Atlantic	(-Inf,26]	-0.2348773	-0.2412951	-0.2284595
sal + nitrate	Atlantic	(26,26.5]	-0.4188622	-0.4191133	-0.4186111
sal + nitrate	Atlantic	(26.5,26.75]	-0.4823637	-0.4991075	-0.4656199
sal + nitrate	Atlantic	(26.75,27]	-0.4131844	-0.4318970	-0.3944718
sal + nitrate	Atlantic	(27,27.25]	-0.4457366	-0.4636948	-0.4277783
sal + nitrate	Atlantic	(27.25,27.5]	-0.6014681	-0.6050466	-0.5978896
sal + nitrate	Atlantic	(27.5,27.75]	-0.6985245	-0.7038224	-0.6932266
sal + nitrate	Atlantic	(27.75,27.85]	-0.6709125	-0.7192844	-0.6225407
sal + nitrate	Atlantic	(27.85,27.95]	-0.6999464	-0.7394544	-0.6604383
sal + nitrate	Atlantic	(27.95,28.05]	-0.7984450	-0.8245372	-0.7723529
sal + nitrate	Atlantic	(28.05,28.1]	-0.8640902	-0.8759792	-0.8522012
sal + nitrate	Atlantic	(28.1,28.15]	-0.8779230	-0.8912171	-0.8646289
sal + nitrate	Atlantic	(28.15,28.2]	-0.9417587	-0.9441205	-0.9393969
sal + nitrate	Atlantic	(28.2, Inf]	-0.9153061	-0.9322659	-0.8983464
sal + nitrate	Indian	(-Inf,26]	-0.6016204	-0.8325220	-0.3707188
sal + nitrate	Indian	(26,26.5]	-0.7608805	-0.8586319	-0.6631292
sal + nitrate	Indian	(26.5,26.75]	-0.3212388	-0.4999552	-0.1425224
sal + nitrate	Indian	(26.75,27]	0.0468020	-0.1931164	0.2867204
sal + nitrate	Indian	(27,27.25]	0.4664127	0.3546423	0.5781831
sal + nitrate	Indian	(27.25,27.5]	0.7647844	0.7612468	0.7683220
sal + nitrate	Indian	(27.5,27.75]	0.8561075	0.8256437	0.8865712
sal + nitrate	Indian	(27.75,27.85]	0.7684583	0.7052357	0.8316808
sal + nitrate	Indian	(27.85,27.95]	0.6419498	0.5890760	0.6948236
sal + nitrate	Indian	(27.95,28.05]	0.1739392	0.0351383	0.3127402
sal + nitrate	Indian	(28.05,28.1]	-0.1253481	-0.3213047	0.0706084
sal + nitrate	Indian	(28.1, Inf]	-0.1310372	-0.2799739	0.0178996
sal + nitrate	Pacific	(-Inf,26]	-0.4448911	-0.4577874	-0.4319948
sal + nitrate	Pacific	(26,26.5]	-0.4542151	-0.4733854	-0.4350449
sal + nitrate	Pacific	(26.5,26.75]	-0.2976274	-0.3502654	-0.2449895
sal + nitrate	Pacific	(26.75,27]	-0.4016526	-0.4308704	-0.3724348
sal + nitrate	Pacific	(27,27.25]	-0.3133780	-0.3166795	-0.3100765
sal + nitrate	Pacific	(27.25,27.5]	0.0165694	0.0059230	0.0272158
sal + nitrate	Pacific	(27.5,27.75]	0.1428200	0.0283516	0.2572884
sal + nitrate	Pacific	(27.75,27.85]	0.0029569	-0.2050532	0.2109669
sal + nitrate	Pacific	(27.85,27.95]	-0.1890383	-0.4556861	0.0776094
sal + nitrate	Pacific	(27.95,28.05]	-0.6453713	-0.7835722	-0.5071704
sal + nitrate	Pacific	(28.05,28.1]	-0.9116614	-0.9168740	-0.9064488
sal + nitrate	Pacific	(28.1, Inf]	-0.7446546	-0.8336293	-0.6556799
sal + oxygen	Atlantic	(-Inf,26]	-0.1904735	-0.2266531	-0.1542939
sal + oxygen	Atlantic	(26,26.5]	-0.0521328	-0.0645195	-0.0397461
sal + oxygen	Atlantic	(26.5,26.75]	-0.0156817	-0.0801430	0.0487796
sal + oxygen	Atlantic	(26.75,27]	-0.2405572	-0.2666245	-0.2144899
sal + oxygen	Atlantic	(27,27.25]	-0.3434818	-0.3644907	-0.3224729
sal + oxygen	Atlantic	(27.25,27.5]	-0.3224574	-0.3658599	-0.2790549
sal + oxygen	Atlantic	(27.5,27.75]	-0.0713973	-0.0876742	-0.0551204
sal + oxygen	Atlantic	(27.75,27.85]	0.0386768	-0.0809152	0.1582687
sal + oxygen	Atlantic	(27.85,27.95]	0.1579469	0.0592785	0.2566153
sal + oxygen	Atlantic	(27.95,28.05]	0.3083998	0.2684016	0.3483980
sal + oxygen	Atlantic	(28.05,28.1]	0.5625702	0.5315895	0.5935510
sal + oxygen	Atlantic	(28.1,28.15]	0.6725767	0.6343419	0.7108115
sal + oxygen	Atlantic	(28.15,28.2]	0.8656034	0.8492502	0.8819565
sal + oxygen	Atlantic	(28.2, Inf]	0.5279645	0.4796448	0.5762842
sal + oxygen	Indian	(-Inf,26]	0.5674170	0.3129788	0.8218553
sal + oxygen	Indian	(26,26.5]	0.6048109	0.4577797	0.7518421
sal + oxygen	Indian	(26.5,26.75]	-0.0497842	-0.2089307	0.1093623
sal + oxygen	Indian	(26.75,27]	-0.5939166	-0.7054133	-0.4824199
sal + oxygen	Indian	(27,27.25]	-0.9272952	-0.9311929	-0.9233975
sal + oxygen	Indian	(27.25,27.5]	-0.9692979	-0.9835220	-0.9550738
sal + oxygen	Indian	(27.5,27.75]	-0.9604782	-0.9608578	-0.9600986
sal + oxygen	Indian	(27.75,27.85]	-0.9590271	-0.9676282	-0.9504260
sal + oxygen	Indian	(27.85,27.95]	-0.9451942	-0.9460823	-0.9443062
sal + oxygen	Indian	(27.95,28.05]	-0.8013153	-0.8038129	-0.7988177
sal + oxygen	Indian	(28.05,28.1]	-0.4086426	-0.4476359	-0.3696493
sal + oxygen	Indian	(28.1, Inf]	-0.7583781	-0.7946139	-0.7221423
sal + oxygen	Pacific	(-Inf,26]	-0.3210937	-0.4124899	-0.2296974
sal + oxygen	Pacific	(26,26.5]	-0.2060369	-0.2175100	-0.1945638
sal + oxygen	Pacific	(26.5,26.75]	-0.4219013	-0.4531302	-0.3906725
sal + oxygen	Pacific	(26.75,27]	-0.0934429	-0.1236304	-0.0632554
sal + oxygen	Pacific	(27,27.25]	0.0894151	0.0825132	0.0963170
sal + oxygen	Pacific	(27.25,27.5]	-0.1176650	-0.1311136	-0.1042165
sal + oxygen	Pacific	(27.5,27.75]	-0.2282382	-0.3683881	-0.0880882
sal + oxygen	Pacific	(27.75,27.85]	-0.0844052	-0.3294640	0.1606535
sal + oxygen	Pacific	(27.85,27.95]	0.0918621	-0.2273607	0.4110849
sal + oxygen	Pacific	(27.95,28.05]	0.5506411	0.3492865	0.7519957
sal + oxygen	Pacific	(28.05,28.1]	0.8681586	0.8571865	0.8791308
sal + oxygen	Pacific	(28.1, Inf]	0.5591930	0.4120028	0.7063833
sal + phosphate	Atlantic	(-Inf,26]	-0.5246800	-0.5368908	-0.5124691
sal + phosphate	Atlantic	(26,26.5]	-0.6314300	-0.6372515	-0.6256085
sal + phosphate	Atlantic	(26.5,26.75]	-0.6426651	-0.6447699	-0.6405602
sal + phosphate	Atlantic	(26.75,27]	-0.5701804	-0.5777056	-0.5626552
sal + phosphate	Atlantic	(27,27.25]	-0.5777559	-0.5884316	-0.5670802
sal + phosphate	Atlantic	(27.25,27.5]	-0.6874989	-0.6893644	-0.6856334
sal + phosphate	Atlantic	(27.5,27.75]	-0.7469868	-0.7521100	-0.7418637
sal + phosphate	Atlantic	(27.75,27.85]	-0.7075789	-0.7503974	-0.6647604
sal + phosphate	Atlantic	(27.85,27.95]	-0.7205758	-0.7586049	-0.6825466
sal + phosphate	Atlantic	(27.95,28.05]	-0.8071397	-0.8340147	-0.7802647
sal + phosphate	Atlantic	(28.05,28.1]	-0.8747898	-0.8875448	-0.8620349
sal + phosphate	Atlantic	(28.1,28.15]	-0.8906547	-0.9048010	-0.8765084
sal + phosphate	Atlantic	(28.15,28.2]	-0.9466452	-0.9499616	-0.9433289
sal + phosphate	Atlantic	(28.2, Inf]	-0.9199823	-0.9376531	-0.9023115
sal + phosphate	Indian	(-Inf,26]	-0.5531729	-0.8235854	-0.2827605
sal + phosphate	Indian	(26,26.5]	-0.6854494	-0.8527771	-0.5181217
sal + phosphate	Indian	(26.5,26.75]	-0.2604427	-0.4945461	-0.0263392
sal + phosphate	Indian	(26.75,27]	0.1193648	-0.1694048	0.4081343
sal + phosphate	Indian	(27,27.25]	0.5671790	0.4038827	0.7304754
sal + phosphate	Indian	(27.25,27.5]	0.8405848	0.8029998	0.8781698
sal + phosphate	Indian	(27.5,27.75]	0.9123531	0.8901048	0.9346015
sal + phosphate	Indian	(27.75,27.85]	0.8383775	0.8006048	0.8761502
sal + phosphate	Indian	(27.85,27.95]	0.6767761	0.6200169	0.7335353
sal + phosphate	Indian	(27.95,28.05]	0.2127283	0.0799787	0.3454778
sal + phosphate	Indian	(28.05,28.1]	-0.1031938	-0.3069329	0.1005452
sal + phosphate	Indian	(28.1, Inf]	-0.1458379	-0.3002606	0.0085847
sal + phosphate	Pacific	(-Inf,26]	-0.3793323	-0.3953452	-0.3633194
sal + phosphate	Pacific	(26,26.5]	-0.4147981	-0.4527901	-0.3768062
sal + phosphate	Pacific	(26.5,26.75]	-0.2797869	-0.3279857	-0.2315880
sal + phosphate	Pacific	(26.75,27]	-0.4053931	-0.4448039	-0.3659822
sal + phosphate	Pacific	(27,27.25]	-0.3113911	-0.3223091	-0.3004730
sal + phosphate	Pacific	(27.25,27.5]	0.0164003	-0.0026620	0.0354627
sal + phosphate	Pacific	(27.5,27.75]	0.1451668	0.0317402	0.2585934
sal + phosphate	Pacific	(27.75,27.85]	0.0113918	-0.1975030	0.2202865
sal + phosphate	Pacific	(27.85,27.95]	-0.1927422	-0.4620877	0.0766033
sal + phosphate	Pacific	(27.95,28.05]	-0.6487843	-0.7905431	-0.5070256
sal + phosphate	Pacific	(28.05,28.1]	-0.9155947	-0.9180417	-0.9131477
sal + phosphate	Pacific	(28.1, Inf]	-0.7452230	-0.8328307	-0.6576153
sal + silicate	Atlantic	(-Inf,26]	-0.5684222	-0.6094469	-0.5273975
sal + silicate	Atlantic	(26,26.5]	-0.5744163	-0.5867797	-0.5620529
sal + silicate	Atlantic	(26.5,26.75]	-0.5565289	-0.5837878	-0.5292700
sal + silicate	Atlantic	(26.75,27]	-0.4766973	-0.5295097	-0.4238850
sal + silicate	Atlantic	(27,27.25]	-0.5423545	-0.5725784	-0.5121306
sal + silicate	Atlantic	(27.25,27.5]	-0.7324359	-0.7367599	-0.7281118
sal + silicate	Atlantic	(27.5,27.75]	-0.7626245	-0.7717195	-0.7535295
sal + silicate	Atlantic	(27.75,27.85]	-0.7084101	-0.7709725	-0.6458477
sal + silicate	Atlantic	(27.85,27.95]	-0.7657766	-0.8073414	-0.7242118
sal + silicate	Atlantic	(27.95,28.05]	-0.8298730	-0.8592010	-0.8005450
sal + silicate	Atlantic	(28.05,28.1]	-0.8700049	-0.8856826	-0.8543273
sal + silicate	Atlantic	(28.1,28.15]	-0.8823886	-0.9008484	-0.8639289
sal + silicate	Atlantic	(28.15,28.2]	-0.9223559	-0.9316430	-0.9130688
sal + silicate	Atlantic	(28.2, Inf]	-0.8868986	-0.9246767	-0.8491204
sal + silicate	Indian	(-Inf,26]	-0.7259792	-0.8649354	-0.5870229
sal + silicate	Indian	(26,26.5]	-0.7789196	-0.8561064	-0.7017328
sal + silicate	Indian	(26.5,26.75]	-0.1543407	-0.2924544	-0.0162271
sal + silicate	Indian	(26.75,27]	0.3526866	0.1857201	0.5196531
sal + silicate	Indian	(27,27.25]	0.6341980	0.5901232	0.6782728
sal + silicate	Indian	(27.25,27.5]	0.7292679	0.6841383	0.7743975
sal + silicate	Indian	(27.5,27.75]	0.7770559	0.7287139	0.8253979
sal + silicate	Indian	(27.75,27.85]	0.8139198	0.7621853	0.8656544
sal + silicate	Indian	(27.85,27.95]	0.7168058	0.6478072	0.7858044
sal + silicate	Indian	(27.95,28.05]	0.4193014	0.3210932	0.5175096
sal + silicate	Indian	(28.05,28.1]	0.0879846	-0.0517152	0.2276844
sal + silicate	Indian	(28.1, Inf]	-0.2206017	-0.2484989	-0.1927045
sal + silicate	Pacific	(-Inf,26]	-0.6573914	-0.6929610	-0.6218217
sal + silicate	Pacific	(26,26.5]	-0.6836726	-0.6906507	-0.6766944
sal + silicate	Pacific	(26.5,26.75]	-0.7012851	-0.7395578	-0.6630125
sal + silicate	Pacific	(26.75,27]	-0.7156491	-0.7373147	-0.6939835
sal + silicate	Pacific	(27,27.25]	-0.5409411	-0.5437497	-0.5381325
sal + silicate	Pacific	(27.25,27.5]	-0.2166384	-0.2303018	-0.2029749
sal + silicate	Pacific	(27.5,27.75]	0.0508235	-0.0324520	0.1340990
sal + silicate	Pacific	(27.75,27.85]	-0.0428610	-0.2413637	0.1556416
sal + silicate	Pacific	(27.85,27.95]	-0.1757870	-0.4243855	0.0728115
sal + silicate	Pacific	(27.95,28.05]	-0.5477255	-0.6663972	-0.4290538
sal + silicate	Pacific	(28.05,28.1]	-0.8488024	-0.8669265	-0.8306783
sal + silicate	Pacific	(28.1, Inf]	-0.7421360	-0.8470242	-0.6372479
sal + temp	Atlantic	(-Inf,26]	0.7751594	0.7485489	0.8017700
sal + temp	Atlantic	(26,26.5]	0.9642255	0.9638317	0.9646192
sal + temp	Atlantic	(26.5,26.75]	0.9764775	0.9752951	0.9776600
sal + temp	Atlantic	(26.75,27]	0.9680063	0.9670686	0.9689439
sal + temp	Atlantic	(27,27.25]	0.9753597	0.9744227	0.9762968
sal + temp	Atlantic	(27.25,27.5]	0.9750690	0.9738246	0.9763134
sal + temp	Atlantic	(27.5,27.75]	0.9667436	0.9649457	0.9685414
sal + temp	Atlantic	(27.75,27.85]	0.9791818	0.9759531	0.9824106
sal + temp	Atlantic	(27.85,27.95]	0.9600561	0.9583347	0.9617774
sal + temp	Atlantic	(27.95,28.05]	0.9491860	0.9482976	0.9500744
sal + temp	Atlantic	(28.05,28.1]	0.9688460	0.9682843	0.9694077
sal + temp	Atlantic	(28.1,28.15]	0.9645428	0.9558689	0.9732168
sal + temp	Atlantic	(28.15,28.2]	0.7917988	0.6568510	0.9267465
sal + temp	Atlantic	(28.2, Inf]	0.5039346	0.4944709	0.5133982
sal + temp	Indian	(-Inf,26]	0.1671122	0.1431902	0.1910342
sal + temp	Indian	(26,26.5]	0.8565530	0.8537111	0.8593949
sal + temp	Indian	(26.5,26.75]	0.9604351	0.9539163	0.9669538
sal + temp	Indian	(26.75,27]	0.9753419	0.9676100	0.9830739
sal + temp	Indian	(27,27.25]	0.9660428	0.9660357	0.9660500
sal + temp	Indian	(27.25,27.5]	0.9488369	0.9318499	0.9658239
sal + temp	Indian	(27.5,27.75]	0.9078598	0.8774582	0.9382614
sal + temp	Indian	(27.75,27.85]	0.9430649	0.9326293	0.9535006
sal + temp	Indian	(27.85,27.95]	0.9546921	0.9462773	0.9631070
sal + temp	Indian	(27.95,28.05]	0.9521935	0.9438462	0.9605407
sal + temp	Indian	(28.05,28.1]	0.9378197	0.9248748	0.9507645
sal + temp	Indian	(28.1, Inf]	0.9454728	0.9330308	0.9579148
sal + temp	Pacific	(-Inf,26]	0.7148739	0.6856460	0.7441019
sal + temp	Pacific	(26,26.5]	0.9469916	0.9440606	0.9499225
sal + temp	Pacific	(26.5,26.75]	0.9768545	0.9742924	0.9794166
sal + temp	Pacific	(26.75,27]	0.9709319	0.9668654	0.9749984
sal + temp	Pacific	(27,27.25]	0.9339759	0.9311238	0.9368280
sal + temp	Pacific	(27.25,27.5]	0.8011690	0.7940625	0.8082756
sal + temp	Pacific	(27.5,27.75]	0.6513471	0.5732635	0.7294307
sal + temp	Pacific	(27.75,27.85]	0.8176319	0.7482787	0.8869851
sal + temp	Pacific	(27.85,27.95]	0.7054844	0.5680550	0.8429138
sal + temp	Pacific	(27.95,28.05]	0.4331180	0.2764205	0.5898155
sal + temp	Pacific	(28.05,28.1]	0.0983525	0.0269927	0.1697123
sal + temp	Pacific	(28.1, Inf]	-0.1973315	-0.3520089	-0.0426542
temp + aou	Atlantic	(-Inf,26]	-0.1363313	-0.1615823	-0.1110802
temp + aou	Atlantic	(26,26.5]	-0.2547655	-0.2562221	-0.2533088
temp + aou	Atlantic	(26.5,26.75]	-0.2179262	-0.2619992	-0.1738531
temp + aou	Atlantic	(26.75,27]	0.0139060	-0.0071957	0.0350077
temp + aou	Atlantic	(27,27.25]	0.1446879	0.1002371	0.1891386
temp + aou	Atlantic	(27.25,27.5]	0.0549263	-0.0044747	0.1143274
temp + aou	Atlantic	(27.5,27.75]	-0.2322609	-0.2334126	-0.2311092
temp + aou	Atlantic	(27.75,27.85]	-0.3206191	-0.3825221	-0.2587161
temp + aou	Atlantic	(27.85,27.95]	-0.3342322	-0.3944703	-0.2739941
temp + aou	Atlantic	(27.95,28.05]	-0.4335366	-0.4431244	-0.4239488
temp + aou	Atlantic	(28.05,28.1]	-0.5896650	-0.6145387	-0.5647912
temp + aou	Atlantic	(28.1,28.15]	-0.6214186	-0.6784853	-0.5643518
temp + aou	Atlantic	(28.15,28.2]	-0.6079525	-0.7657891	-0.4501158
temp + aou	Atlantic	(28.2, Inf]	0.0678529	0.0352964	0.1004095
temp + aou	Indian	(-Inf,26]	-0.2557633	-0.3139055	-0.1976211
temp + aou	Indian	(26,26.5]	-0.4860951	-0.5756375	-0.3965527
temp + aou	Indian	(26.5,26.75]	0.0030958	-0.1459705	0.1521621
temp + aou	Indian	(26.75,27]	0.3814976	0.2380211	0.5249742
temp + aou	Indian	(27,27.25]	0.7962076	0.7543732	0.8380420
temp + aou	Indian	(27.25,27.5]	0.8826793	0.8509193	0.9144393
temp + aou	Indian	(27.5,27.75]	0.9171707	0.8985513	0.9357901
temp + aou	Indian	(27.75,27.85]	0.9475454	0.9402399	0.9548508
temp + aou	Indian	(27.85,27.95]	0.9257833	0.9213131	0.9302536
temp + aou	Indian	(27.95,28.05]	0.7684340	0.7661466	0.7707214
temp + aou	Indian	(28.05,28.1]	0.4889020	0.4204348	0.5573693
temp + aou	Indian	(28.1, Inf]	0.7819099	0.7586260	0.8051937
temp + aou	Pacific	(-Inf,26]	-0.2396106	-0.2679464	-0.2112748
temp + aou	Pacific	(26,26.5]	-0.0705988	-0.0756521	-0.0655456
temp + aou	Pacific	(26.5,26.75]	0.2391358	0.2037739	0.2744977
temp + aou	Pacific	(26.75,27]	-0.0952113	-0.1079274	-0.0824952
temp + aou	Pacific	(27,27.25]	-0.2343666	-0.2434294	-0.2253039
temp + aou	Pacific	(27.25,27.5]	-0.0388006	-0.0505746	-0.0270266
temp + aou	Pacific	(27.5,27.75]	0.2113035	0.0506858	0.3719211
temp + aou	Pacific	(27.75,27.85]	0.1795967	-0.0179517	0.3771452
temp + aou	Pacific	(27.85,27.95]	0.1353215	-0.1130532	0.3836963
temp + aou	Pacific	(27.95,28.05]	-0.0112229	-0.2229904	0.2005445
temp + aou	Pacific	(28.05,28.1]	0.0125549	-0.1603189	0.1854287
temp + aou	Pacific	(28.1, Inf]	0.8066448	0.7960076	0.8172819
temp + nitrate	Atlantic	(-Inf,26]	-0.2175385	-0.2316080	-0.2034691
temp + nitrate	Atlantic	(26,26.5]	-0.4679252	-0.4864424	-0.4494081
temp + nitrate	Atlantic	(26.5,26.75]	-0.4571127	-0.4697680	-0.4444573
temp + nitrate	Atlantic	(26.75,27]	-0.3176488	-0.3219267	-0.3133709
temp + nitrate	Atlantic	(27,27.25]	-0.3532585	-0.3658027	-0.3407143
temp + nitrate	Atlantic	(27.25,27.5]	-0.5376276	-0.5414287	-0.5338265
temp + nitrate	Atlantic	(27.5,27.75]	-0.6444129	-0.6485026	-0.6403231
temp + nitrate	Atlantic	(27.75,27.85]	-0.6560943	-0.6850610	-0.6271275
temp + nitrate	Atlantic	(27.85,27.95]	-0.6584687	-0.6849499	-0.6319874
temp + nitrate	Atlantic	(27.95,28.05]	-0.7174974	-0.7232817	-0.7117132
temp + nitrate	Atlantic	(28.05,28.1]	-0.7744492	-0.7899143	-0.7589842
temp + nitrate	Atlantic	(28.1,28.15]	-0.7554400	-0.7916865	-0.7191935
temp + nitrate	Atlantic	(28.15,28.2]	-0.6423096	-0.7930330	-0.4915862
temp + nitrate	Atlantic	(28.2, Inf]	-0.2530807	-0.2758361	-0.2303253
temp + nitrate	Indian	(-Inf,26]	-0.3121167	-0.3645706	-0.2596629
temp + nitrate	Indian	(26,26.5]	-0.6013520	-0.6592088	-0.5434952
temp + nitrate	Indian	(26.5,26.75]	-0.2819192	-0.4411687	-0.1226697
temp + nitrate	Indian	(26.75,27]	-0.0719482	-0.2955559	0.1516595
temp + nitrate	Indian	(27,27.25]	0.3075939	0.1572379	0.4579499
temp + nitrate	Indian	(27.25,27.5]	0.6107539	0.5256544	0.6958534
temp + nitrate	Indian	(27.5,27.75]	0.7912279	0.7414647	0.8409912
temp + nitrate	Indian	(27.75,27.85]	0.7861635	0.7467331	0.8255938
temp + nitrate	Indian	(27.85,27.95]	0.6499676	0.6145552	0.6853801
temp + nitrate	Indian	(27.95,28.05]	0.2486940	0.1372753	0.3601127
temp + nitrate	Indian	(28.05,28.1]	0.1000082	-0.0932737	0.2932901
temp + nitrate	Indian	(28.1, Inf]	0.0380960	-0.0843295	0.1605214
temp + nitrate	Pacific	(-Inf,26]	-0.5156105	-0.5288353	-0.5023857
temp + nitrate	Pacific	(26,26.5]	-0.5230701	-0.5327312	-0.5134091
temp + nitrate	Pacific	(26.5,26.75]	-0.3034133	-0.3448317	-0.2619950
temp + nitrate	Pacific	(26.75,27]	-0.4230974	-0.4492873	-0.3969074
temp + nitrate	Pacific	(27,27.25]	-0.3887723	-0.4003667	-0.3771778
temp + nitrate	Pacific	(27.25,27.5]	-0.1180450	-0.1241789	-0.1119112
temp + nitrate	Pacific	(27.5,27.75]	0.1694558	0.0191131	0.3197985
temp + nitrate	Pacific	(27.75,27.85]	0.1595354	-0.0237816	0.3428523
temp + nitrate	Pacific	(27.85,27.95]	0.0975029	-0.1281921	0.3231979
temp + nitrate	Pacific	(27.95,28.05]	-0.0746073	-0.2483738	0.0991591
temp + nitrate	Pacific	(28.05,28.1]	-0.0309215	-0.2068632	0.1450202
temp + nitrate	Pacific	(28.1, Inf]	0.6653697	0.6531857	0.6775537
temp + oxygen	Atlantic	(-Inf,26]	-0.2010019	-0.2557765	-0.1462274
temp + oxygen	Atlantic	(26,26.5]	-0.0258647	-0.0415334	-0.0101959
temp + oxygen	Atlantic	(26.5,26.75]	-0.0487558	-0.1105903	0.0130787
temp + oxygen	Atlantic	(26.75,27]	-0.3178782	-0.3217250	-0.3140314
temp + oxygen	Atlantic	(27,27.25]	-0.4212286	-0.4405014	-0.4019558
temp + oxygen	Atlantic	(27.25,27.5]	-0.3852610	-0.4226494	-0.3478726
temp + oxygen	Atlantic	(27.5,27.75]	-0.1541347	-0.1616325	-0.1466370
temp + oxygen	Atlantic	(27.75,27.85]	-0.0140544	-0.1080525	0.0799437
temp + oxygen	Atlantic	(27.85,27.95]	0.0609348	-0.0262708	0.1481404
temp + oxygen	Atlantic	(27.95,28.05]	0.1660477	0.1554737	0.1766216
temp + oxygen	Atlantic	(28.05,28.1]	0.4124874	0.3721179	0.4528570
temp + oxygen	Atlantic	(28.1,28.15]	0.4964395	0.4235933	0.5692857
temp + oxygen	Atlantic	(28.15,28.2]	0.5275303	0.3475865	0.7074740
temp + oxygen	Atlantic	(28.2, Inf]	-0.2630051	-0.2915722	-0.2344380
temp + oxygen	Indian	(-Inf,26]	0.1380050	0.0618210	0.2141891
temp + oxygen	Indian	(26,26.5]	0.4186742	0.3278767	0.5094717
temp + oxygen	Indian	(26.5,26.75]	-0.0944964	-0.2290465	0.0400538
temp + oxygen	Indian	(26.75,27]	-0.4959882	-0.6030861	-0.3888903
temp + oxygen	Indian	(27,27.25]	-0.8573983	-0.8832917	-0.8315049
temp + oxygen	Indian	(27.25,27.5]	-0.9195698	-0.9416523	-0.8974874
temp + oxygen	Indian	(27.5,27.75]	-0.9455079	-0.9583166	-0.9326991
temp + oxygen	Indian	(27.75,27.85]	-0.9682287	-0.9723476	-0.9641097
temp + oxygen	Indian	(27.85,27.95]	-0.9558941	-0.9596361	-0.9521522
temp + oxygen	Indian	(27.95,28.05]	-0.8494463	-0.8578848	-0.8410079
temp + oxygen	Indian	(28.05,28.1]	-0.6041936	-0.6384972	-0.5698901
temp + oxygen	Indian	(28.1, Inf]	-0.8727080	-0.8828329	-0.8625830
temp + oxygen	Pacific	(-Inf,26]	-0.3264396	-0.3659496	-0.2869296
temp + oxygen	Pacific	(26,26.5]	-0.1739204	-0.1771652	-0.1706755
temp + oxygen	Pacific	(26.5,26.75]	-0.4441256	-0.4869169	-0.4013342
temp + oxygen	Pacific	(26.75,27]	-0.1030223	-0.1341456	-0.0718991
temp + oxygen	Pacific	(27,27.25]	0.1278667	0.1201708	0.1355626
temp + oxygen	Pacific	(27.25,27.5]	-0.0505954	-0.0625796	-0.0386112
temp + oxygen	Pacific	(27.5,27.75]	-0.3018275	-0.4686947	-0.1349602
temp + oxygen	Pacific	(27.75,27.85]	-0.2542350	-0.4616092	-0.0468607
temp + oxygen	Pacific	(27.85,27.95]	-0.2061559	-0.4682074	0.0558955
temp + oxygen	Pacific	(27.95,28.05]	-0.0506541	-0.2765207	0.1752125
temp + oxygen	Pacific	(28.05,28.1]	-0.0436083	-0.2208564	0.1336398
temp + oxygen	Pacific	(28.1, Inf]	-0.8509722	-0.8648693	-0.8370752
temp + phosphate	Atlantic	(-Inf,26]	-0.4511288	-0.4788112	-0.4234463
temp + phosphate	Atlantic	(26,26.5]	-0.6477764	-0.6596460	-0.6359067
temp + phosphate	Atlantic	(26.5,26.75]	-0.6093491	-0.6098369	-0.6088613
temp + phosphate	Atlantic	(26.75,27]	-0.4706796	-0.4834000	-0.4579592
temp + phosphate	Atlantic	(27,27.25]	-0.4850252	-0.4912938	-0.4787566
temp + phosphate	Atlantic	(27.25,27.5]	-0.6296778	-0.6386783	-0.6206773
temp + phosphate	Atlantic	(27.5,27.75]	-0.6978730	-0.7008343	-0.6949118
temp + phosphate	Atlantic	(27.75,27.85]	-0.6938504	-0.7178609	-0.6698400
temp + phosphate	Atlantic	(27.85,27.95]	-0.6795412	-0.7057695	-0.6533130
temp + phosphate	Atlantic	(27.95,28.05]	-0.7277908	-0.7346176	-0.7209639
temp + phosphate	Atlantic	(28.05,28.1]	-0.7864401	-0.8027400	-0.7701402
temp + phosphate	Atlantic	(28.1,28.15]	-0.7727844	-0.8100417	-0.7355271
temp + phosphate	Atlantic	(28.15,28.2]	-0.6502293	-0.8023017	-0.4981570
temp + phosphate	Atlantic	(28.2, Inf]	-0.2617460	-0.2866169	-0.2368752
temp + phosphate	Indian	(-Inf,26]	-0.2872870	-0.3621641	-0.2124099
temp + phosphate	Indian	(26,26.5]	-0.5404507	-0.6581607	-0.4227407
temp + phosphate	Indian	(26.5,26.75]	-0.2303059	-0.4334153	-0.0271965
temp + phosphate	Indian	(26.75,27]	-0.0063051	-0.2698537	0.2572434
temp + phosphate	Indian	(27,27.25]	0.4025924	0.2114958	0.5936890
temp + phosphate	Indian	(27.25,27.5]	0.6855240	0.5799601	0.7910880
temp + phosphate	Indian	(27.5,27.75]	0.8340872	0.7943270	0.8738474
temp + phosphate	Indian	(27.75,27.85]	0.7997734	0.7734785	0.8260683
temp + phosphate	Indian	(27.85,27.95]	0.6449705	0.6127128	0.6772282
temp + phosphate	Indian	(27.95,28.05]	0.2737689	0.1724645	0.3750732
temp + phosphate	Indian	(28.05,28.1]	0.1224306	-0.0733052	0.3181663
temp + phosphate	Indian	(28.1, Inf]	0.0240164	-0.1005111	0.1485439
temp + phosphate	Pacific	(-Inf,26]	-0.4482636	-0.4667998	-0.4297274
temp + phosphate	Pacific	(26,26.5]	-0.4848544	-0.5130720	-0.4566368
temp + phosphate	Pacific	(26.5,26.75]	-0.2889578	-0.3286077	-0.2493079
temp + phosphate	Pacific	(26.75,27]	-0.4200222	-0.4588856	-0.3811589
temp + phosphate	Pacific	(27,27.25]	-0.3765822	-0.3790847	-0.3740798
temp + phosphate	Pacific	(27.25,27.5]	-0.1075328	-0.1246824	-0.0903832
temp + phosphate	Pacific	(27.5,27.75]	0.1737167	0.0265286	0.3209048
temp + phosphate	Pacific	(27.75,27.85]	0.1615757	-0.0220719	0.3452232
temp + phosphate	Pacific	(27.85,27.95]	0.0963230	-0.1300557	0.3227017
temp + phosphate	Pacific	(27.95,28.05]	-0.0745943	-0.2541890	0.1050003
temp + phosphate	Pacific	(28.05,28.1]	-0.0133609	-0.1774541	0.1507323
temp + phosphate	Pacific	(28.1, Inf]	0.6690145	0.6638223	0.6742066
temp + silicate	Atlantic	(-Inf,26]	-0.4358248	-0.4927483	-0.3789013
temp + silicate	Atlantic	(26,26.5]	-0.5858801	-0.5870949	-0.5846653
temp + silicate	Atlantic	(26.5,26.75]	-0.5483666	-0.5742849	-0.5224483
temp + silicate	Atlantic	(26.75,27]	-0.4231434	-0.4580221	-0.3882647
temp + silicate	Atlantic	(27,27.25]	-0.4877696	-0.5162823	-0.4592568
temp + silicate	Atlantic	(27.25,27.5]	-0.7361589	-0.7460766	-0.7262412
temp + silicate	Atlantic	(27.5,27.75]	-0.7831062	-0.7912438	-0.7749687
temp + silicate	Atlantic	(27.75,27.85]	-0.7352595	-0.7837737	-0.6867453
temp + silicate	Atlantic	(27.85,27.95]	-0.7543389	-0.7859122	-0.7227657
temp + silicate	Atlantic	(27.95,28.05]	-0.7649284	-0.7784719	-0.7513849
temp + silicate	Atlantic	(28.05,28.1]	-0.7781574	-0.8004224	-0.7558923
temp + silicate	Atlantic	(28.1,28.15]	-0.7591485	-0.8030804	-0.7152166
temp + silicate	Atlantic	(28.15,28.2]	-0.6110685	-0.7744530	-0.4476840
temp + silicate	Atlantic	(28.2, Inf]	-0.2264466	-0.2742818	-0.1786115
temp + silicate	Indian	(-Inf,26]	-0.4570413	-0.4756144	-0.4384683
temp + silicate	Indian	(26,26.5]	-0.5950752	-0.6238500	-0.5663003
temp + silicate	Indian	(26.5,26.75]	-0.0997246	-0.2198405	0.0203912
temp + silicate	Indian	(26.75,27]	0.2429043	0.0867327	0.3990759
temp + silicate	Indian	(27,27.25]	0.4911862	0.4144968	0.5678755
temp + silicate	Indian	(27.25,27.5]	0.5812152	0.5509756	0.6114548
temp + silicate	Indian	(27.5,27.75]	0.6068741	0.5787944	0.6349537
temp + silicate	Indian	(27.75,27.85]	0.6908849	0.6036893	0.7780804
temp + silicate	Indian	(27.85,27.95]	0.6180106	0.5635847	0.6724365
temp + silicate	Indian	(27.95,28.05]	0.4051174	0.3342806	0.4759542
temp + silicate	Indian	(28.05,28.1]	0.2938164	0.1611579	0.4264749
temp + silicate	Indian	(28.1, Inf]	-0.1252575	-0.1631737	-0.0873414
temp + silicate	Pacific	(-Inf,26]	-0.6010957	-0.6628762	-0.5393153
temp + silicate	Pacific	(26,26.5]	-0.7209219	-0.7232776	-0.7185661
temp + silicate	Pacific	(26.5,26.75]	-0.6907329	-0.7232477	-0.6582181
temp + silicate	Pacific	(26.75,27]	-0.7074008	-0.7289757	-0.6858258
temp + silicate	Pacific	(27,27.25]	-0.5776281	-0.5872169	-0.5680393
temp + silicate	Pacific	(27.25,27.5]	-0.3506328	-0.3606154	-0.3406503
temp + silicate	Pacific	(27.5,27.75]	-0.0797919	-0.2115351	0.0519514
temp + silicate	Pacific	(27.75,27.85]	0.0339414	-0.1532286	0.2211114
temp + silicate	Pacific	(27.85,27.95]	-0.0032625	-0.2483657	0.2418407
temp + silicate	Pacific	(27.95,28.05]	-0.1692490	-0.3984934	0.0599953
temp + silicate	Pacific	(28.05,28.1]	-0.0361481	-0.2064822	0.1341860
temp + silicate	Pacific	(28.1, Inf]	0.4518463	0.4370836	0.4666090

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
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]	0.5765954	0.5656359	0.5875549
aou	Atlantic	(26,26.5]	-0.1520720	-0.2119035	-0.0922404
aou	Atlantic	(26.5,26.75]	-0.3805003	-0.3944454	-0.3665552
aou	Atlantic	(26.75,27]	-0.2670647	-0.3260556	-0.2080737
aou	Atlantic	(27,27.25]	-0.2297405	-0.2925538	-0.1669272
aou	Atlantic	(27.25,27.5]	-0.3943162	-0.4613683	-0.3272641
aou	Atlantic	(27.5,27.75]	-0.7366605	-0.7527194	-0.7206016
aou	Atlantic	(27.75,27.85]	-0.8533013	-0.8865438	-0.8200588
aou	Atlantic	(27.85,27.95]	-0.8653213	-0.8825227	-0.8481199
aou	Atlantic	(27.95,28.05]	-0.8332611	-0.8533405	-0.8131816
aou	Atlantic	(28.05,28.1]	-0.8380481	-0.8580783	-0.8180179
aou	Atlantic	(28.1,28.15]	-0.8735007	-0.8948049	-0.8521964
aou	Atlantic	(28.15,28.2]	-0.9256571	-0.9322294	-0.9190849
aou	Atlantic	(28.2, Inf]	-0.7720262	-0.7730659	-0.7709865
aou	Indian	(-Inf,26]	-0.7125032	-0.7367104	-0.6882961
aou	Indian	(26,26.5]	-0.9242607	-0.9563806	-0.8921408
aou	Indian	(26.5,26.75]	-0.7280707	-0.8191457	-0.6369958
aou	Indian	(26.75,27]	-0.4058859	-0.5514436	-0.2603281
aou	Indian	(27,27.25]	0.1560246	-0.0574657	0.3695149
aou	Indian	(27.25,27.5]	0.5227619	0.4474951	0.5980287
aou	Indian	(27.5,27.75]	0.4104520	0.3115433	0.5093606
aou	Indian	(27.75,27.85]	0.1406813	0.0574943	0.2238682
aou	Indian	(27.85,27.95]	0.2059272	0.0486391	0.3632153
aou	Indian	(27.95,28.05]	0.0704755	-0.0685129	0.2094640
aou	Indian	(28.05,28.1]	0.0105270	-0.0163091	0.0373631
aou	Indian	(28.1, Inf]	0.4257716	0.3608209	0.4907222
aou	Pacific	(-Inf,26]	0.0012516	-0.0899579	0.0924611
aou	Pacific	(26,26.5]	-0.5152707	-0.5339514	-0.4965901
aou	Pacific	(26.5,26.75]	-0.3190357	-0.4829941	-0.1550773
aou	Pacific	(26.75,27]	-0.5675479	-0.6946658	-0.4404301
aou	Pacific	(27,27.25]	0.0813557	-0.0070346	0.1697461
aou	Pacific	(27.25,27.5]	0.6098730	0.5938225	0.6259235
aou	Pacific	(27.5,27.75]	0.7258895	0.6967469	0.7550322
aou	Pacific	(27.75,27.85]	0.7877298	0.7657174	0.8097422
aou	Pacific	(27.85,27.95]	0.7555538	0.7299252	0.7811823
aou	Pacific	(27.95,28.05]	0.5757447	0.5756999	0.5757894
aou	Pacific	(28.05,28.1]	0.3256192	0.3157282	0.3355102
aou	Pacific	(28.1, Inf]	0.3821428	0.3334219	0.4308637
nitrate	Atlantic	(-Inf,26]	0.3815228	0.3565826	0.4064630
nitrate	Atlantic	(26,26.5]	-0.3433201	-0.4233550	-0.2632852
nitrate	Atlantic	(26.5,26.75]	-0.5974041	-0.6205475	-0.5742607
nitrate	Atlantic	(26.75,27]	-0.6452859	-0.6772590	-0.6133127
nitrate	Atlantic	(27,27.25]	-0.7413218	-0.7793184	-0.7033252
nitrate	Atlantic	(27.25,27.5]	-0.8879058	-0.9041225	-0.8716892
nitrate	Atlantic	(27.5,27.75]	-0.9642197	-0.9675725	-0.9608669
nitrate	Atlantic	(27.75,27.85]	-0.9644563	-0.9651993	-0.9637133
nitrate	Atlantic	(27.85,27.95]	-0.9450927	-0.9515885	-0.9385969
nitrate	Atlantic	(27.95,28.05]	-0.9095288	-0.9278679	-0.8911897
nitrate	Atlantic	(28.05,28.1]	-0.8896257	-0.9141308	-0.8651206
nitrate	Atlantic	(28.1,28.15]	-0.9046310	-0.9308397	-0.8784223
nitrate	Atlantic	(28.15,28.2]	-0.9499754	-0.9641165	-0.9358342
nitrate	Atlantic	(28.2, Inf]	-0.9501324	-0.9562452	-0.9440196
nitrate	Indian	(-Inf,26]	-0.6904089	-0.7112554	-0.6695625
nitrate	Indian	(26,26.5]	-0.9210454	-0.9410116	-0.9010793
nitrate	Indian	(26.5,26.75]	-0.8572403	-0.8962353	-0.8182453
nitrate	Indian	(26.75,27]	-0.7257837	-0.7625808	-0.6889866
nitrate	Indian	(27,27.25]	-0.3012294	-0.3519816	-0.2504773
nitrate	Indian	(27.25,27.5]	0.3538621	0.3372299	0.3704942
nitrate	Indian	(27.5,27.75]	0.3586111	0.2901607	0.4270616
nitrate	Indian	(27.75,27.85]	0.0140106	-0.0733028	0.1013241
nitrate	Indian	(27.85,27.95]	-0.0372973	-0.1621218	0.0875273
nitrate	Indian	(27.95,28.05]	-0.3242915	-0.3505030	-0.2980801
nitrate	Indian	(28.05,28.1]	-0.2147053	-0.2842658	-0.1451448
nitrate	Indian	(28.1, Inf]	-0.0710987	-0.2077831	0.0655857
nitrate	Pacific	(-Inf,26]	-0.0789029	-0.1313832	-0.0264225
nitrate	Pacific	(26,26.5]	-0.7818315	-0.8200466	-0.7436164
nitrate	Pacific	(26.5,26.75]	-0.6910716	-0.7519851	-0.6301581
nitrate	Pacific	(26.75,27]	-0.7113834	-0.7761140	-0.6466528
nitrate	Pacific	(27,27.25]	0.0362332	-0.0487505	0.1212170
nitrate	Pacific	(27.25,27.5]	0.5393675	0.5196457	0.5590894
nitrate	Pacific	(27.5,27.75]	0.6667162	0.6458344	0.6875979
nitrate	Pacific	(27.75,27.85]	0.7513377	0.7345664	0.7681090
nitrate	Pacific	(27.85,27.95]	0.7268862	0.7115143	0.7422580
nitrate	Pacific	(27.95,28.05]	0.5341758	0.5327082	0.5356433
nitrate	Pacific	(28.05,28.1]	0.2980866	0.2887636	0.3074097
nitrate	Pacific	(28.1, Inf]	0.3289087	0.2691456	0.3886718
oxygen	Atlantic	(-Inf,26]	-0.4390203	-0.4586988	-0.4193417
oxygen	Atlantic	(26,26.5]	-0.0179673	-0.0566173	0.0206826
oxygen	Atlantic	(26.5,26.75]	0.2194614	0.1787652	0.2601575
oxygen	Atlantic	(26.75,27]	0.1008880	0.0395777	0.1621983
oxygen	Atlantic	(27,27.25]	0.0237096	-0.0326273	0.0800465
oxygen	Atlantic	(27.25,27.5]	0.1148957	0.0478830	0.1819083
oxygen	Atlantic	(27.5,27.75]	0.4662336	0.4389972	0.4934700
oxygen	Atlantic	(27.75,27.85]	0.6571993	0.5844471	0.7299515
oxygen	Atlantic	(27.85,27.95]	0.7305767	0.6848023	0.7763511
oxygen	Atlantic	(27.95,28.05]	0.7124621	0.6950666	0.7298576
oxygen	Atlantic	(28.05,28.1]	0.7783936	0.7683763	0.7884109
oxygen	Atlantic	(28.1,28.15]	0.8435740	0.8289620	0.8581860
oxygen	Atlantic	(28.15,28.2]	0.9226108	0.9181386	0.9270829
oxygen	Atlantic	(28.2, Inf]	0.6664267	0.6641933	0.6686602
oxygen	Indian	(-Inf,26]	0.7699027	0.7385288	0.8012767
oxygen	Indian	(26,26.5]	0.9238042	0.8933875	0.9542208
oxygen	Indian	(26.5,26.75]	0.6765731	0.5681865	0.7849597
oxygen	Indian	(26.75,27]	0.2995808	0.1163880	0.4827737
oxygen	Indian	(27,27.25]	-0.2365489	-0.4698712	-0.0032266
oxygen	Indian	(27.25,27.5]	-0.5386280	-0.6284565	-0.4487995
oxygen	Indian	(27.5,27.75]	-0.3826837	-0.4827962	-0.2825713
oxygen	Indian	(27.75,27.85]	-0.1353624	-0.2137962	-0.0569286
oxygen	Indian	(27.85,27.95]	-0.2280493	-0.3819882	-0.0741105
oxygen	Indian	(27.95,28.05]	-0.1340908	-0.2839268	0.0157452
oxygen	Indian	(28.05,28.1]	-0.0551367	-0.1116476	0.0013743
oxygen	Indian	(28.1, Inf]	-0.4792894	-0.5287062	-0.4298726
oxygen	Pacific	(-Inf,26]	0.2427972	0.1271650	0.3584294
oxygen	Pacific	(26,26.5]	0.3394688	0.3342461	0.3446916
oxygen	Pacific	(26.5,26.75]	0.1506245	-0.0333769	0.3346259
oxygen	Pacific	(26.75,27]	0.4826787	0.3248438	0.6405137
oxygen	Pacific	(27,27.25]	-0.0538403	-0.1440340	0.0363534
oxygen	Pacific	(27.25,27.5]	-0.5692223	-0.5841928	-0.5542518
oxygen	Pacific	(27.5,27.75]	-0.6814636	-0.7176897	-0.6452375
oxygen	Pacific	(27.75,27.85]	-0.7575441	-0.7851406	-0.7299476
oxygen	Pacific	(27.85,27.95]	-0.7310222	-0.7637993	-0.6982451
oxygen	Pacific	(27.95,28.05]	-0.5676309	-0.5687059	-0.5665559
oxygen	Pacific	(28.05,28.1]	-0.3297440	-0.3396976	-0.3197904
oxygen	Pacific	(28.1, Inf]	-0.3892058	-0.4355577	-0.3428540
phosphate	Atlantic	(-Inf,26]	0.2534422	0.2118356	0.2950489
phosphate	Atlantic	(26,26.5]	-0.5084252	-0.5951286	-0.4217218
phosphate	Atlantic	(26.5,26.75]	-0.7002027	-0.7315789	-0.6688264
phosphate	Atlantic	(26.75,27]	-0.7371720	-0.7545766	-0.7197674
phosphate	Atlantic	(27,27.25]	-0.8210505	-0.8453993	-0.7967017
phosphate	Atlantic	(27.25,27.5]	-0.9288171	-0.9375521	-0.9200821
phosphate	Atlantic	(27.5,27.75]	-0.9768443	-0.9784684	-0.9752202
phosphate	Atlantic	(27.75,27.85]	-0.9723820	-0.9748193	-0.9699447
phosphate	Atlantic	(27.85,27.95]	-0.9509035	-0.9593989	-0.9424080
phosphate	Atlantic	(27.95,28.05]	-0.9177818	-0.9375407	-0.8980228
phosphate	Atlantic	(28.05,28.1]	-0.8957301	-0.9210910	-0.8703693
phosphate	Atlantic	(28.1,28.15]	-0.9085778	-0.9345297	-0.8826259
phosphate	Atlantic	(28.15,28.2]	-0.9531755	-0.9662620	-0.9400889
phosphate	Atlantic	(28.2, Inf]	-0.9580403	-0.9650364	-0.9510443
phosphate	Indian	(-Inf,26]	-0.7109023	-0.7438563	-0.6779483
phosphate	Indian	(26,26.5]	-0.9342426	-0.9681406	-0.9003447
phosphate	Indian	(26.5,26.75]	-0.8685619	-0.9143034	-0.8228205
phosphate	Indian	(26.75,27]	-0.7319163	-0.7756671	-0.6881656
phosphate	Indian	(27,27.25]	-0.3136877	-0.3934180	-0.2339574
phosphate	Indian	(27.25,27.5]	0.3029341	0.2810222	0.3248459
phosphate	Indian	(27.5,27.75]	0.3009399	0.2114550	0.3904249
phosphate	Indian	(27.75,27.85]	-0.0344586	-0.1113545	0.0424374
phosphate	Indian	(27.85,27.95]	-0.0915929	-0.2129384	0.0297527
phosphate	Indian	(27.95,28.05]	-0.3556770	-0.3844045	-0.3269494
phosphate	Indian	(28.05,28.1]	-0.2680210	-0.3486970	-0.1873450
phosphate	Indian	(28.1, Inf]	-0.1752531	-0.3319014	-0.0186048
phosphate	Pacific	(-Inf,26]	-0.1446785	-0.1976391	-0.0917179
phosphate	Pacific	(26,26.5]	-0.8066282	-0.8364616	-0.7767947
phosphate	Pacific	(26.5,26.75]	-0.7413123	-0.7977417	-0.6848829
phosphate	Pacific	(26.75,27]	-0.7479680	-0.8039675	-0.6919685
phosphate	Pacific	(27,27.25]	0.0110416	-0.0773404	0.0994236
phosphate	Pacific	(27.25,27.5]	0.5318189	0.5098419	0.5537960
phosphate	Pacific	(27.5,27.75]	0.6463962	0.6246711	0.6681214
phosphate	Pacific	(27.75,27.85]	0.7223786	0.7045420	0.7402151
phosphate	Pacific	(27.85,27.95]	0.6901549	0.6768376	0.7034721
phosphate	Pacific	(27.95,28.05]	0.4654815	0.4468135	0.4841495
phosphate	Pacific	(28.05,28.1]	0.1843174	0.1439127	0.2247221
phosphate	Pacific	(28.1, Inf]	0.2278717	0.1504751	0.3052683
sal	Atlantic	(-Inf,26]	-0.0276002	-0.0335325	-0.0216679
sal	Atlantic	(26,26.5]	0.6840155	0.5830117	0.7850192
sal	Atlantic	(26.5,26.75]	0.7506981	0.7060943	0.7953018
sal	Atlantic	(26.75,27]	0.7057539	0.6765904	0.7349174
sal	Atlantic	(27,27.25]	0.7726046	0.7456838	0.7995255
sal	Atlantic	(27.25,27.5]	0.8128682	0.7862959	0.8394405
sal	Atlantic	(27.5,27.75]	0.7735308	0.7720698	0.7749918
sal	Atlantic	(27.75,27.85]	0.7061791	0.6916669	0.7206912
sal	Atlantic	(27.85,27.95]	0.6488070	0.6401997	0.6574143
sal	Atlantic	(27.95,28.05]	0.6797876	0.6701357	0.6894395
sal	Atlantic	(28.05,28.1]	0.7178516	0.7035671	0.7321361
sal	Atlantic	(28.1,28.15]	0.7436993	0.7338755	0.7535230
sal	Atlantic	(28.15,28.2]	0.8732240	0.8501570	0.8962911
sal	Atlantic	(28.2, Inf]	0.9243988	0.9208464	0.9279512
sal	Indian	(-Inf,26]	0.5362883	0.3091294	0.7634471
sal	Indian	(26,26.5]	0.6422556	0.5182139	0.7662974
sal	Indian	(26.5,26.75]	0.5104155	0.2635591	0.7572719
sal	Indian	(26.75,27]	0.4357498	0.1219971	0.7495024
sal	Indian	(27,27.25]	0.4039785	0.0957171	0.7122398
sal	Indian	(27.25,27.5]	0.4857275	0.3073708	0.6640841
sal	Indian	(27.5,27.75]	0.3816863	0.1914611	0.5719115
sal	Indian	(27.75,27.85]	0.1878008	0.0746708	0.3009308
sal	Indian	(27.85,27.95]	0.3268744	0.1657251	0.4880236
sal	Indian	(27.95,28.05]	0.4210406	0.2624035	0.5796777
sal	Indian	(28.05,28.1]	0.3187986	0.1388188	0.4987784
sal	Indian	(28.1, Inf]	0.5207464	0.5114908	0.5300021
sal	Pacific	(-Inf,26]	-0.0135336	-0.0263290	-0.0007383
sal	Pacific	(26,26.5]	0.6376379	0.6024690	0.6728068
sal	Pacific	(26.5,26.75]	0.5967417	0.5133555	0.6801280
sal	Pacific	(26.75,27]	0.3767880	0.2764677	0.4771084
sal	Pacific	(27,27.25]	-0.3909807	-0.3912593	-0.3907022
sal	Pacific	(27.25,27.5]	-0.4708556	-0.4909068	-0.4508044
sal	Pacific	(27.5,27.75]	-0.2020793	-0.2795044	-0.1246542
sal	Pacific	(27.75,27.85]	-0.2834355	-0.4654393	-0.1014317
sal	Pacific	(27.85,27.95]	-0.2766922	-0.4566084	-0.0967760
sal	Pacific	(27.95,28.05]	-0.2445270	-0.3144973	-0.1745567
sal	Pacific	(28.05,28.1]	-0.1847750	-0.2082565	-0.1612934
sal	Pacific	(28.1, Inf]	-0.1817213	-0.1955549	-0.1678877
silicate	Atlantic	(-Inf,26]	0.1411666	0.1109760	0.1713572
silicate	Atlantic	(26,26.5]	-0.4774193	-0.5568625	-0.3979761
silicate	Atlantic	(26.5,26.75]	-0.5907148	-0.6098724	-0.5715572
silicate	Atlantic	(26.75,27]	-0.5551680	-0.5808703	-0.5294656
silicate	Atlantic	(27,27.25]	-0.7365707	-0.7541970	-0.7189443
silicate	Atlantic	(27.25,27.5]	-0.8806259	-0.8875949	-0.8736568
silicate	Atlantic	(27.5,27.75]	-0.8711531	-0.8808468	-0.8614594
silicate	Atlantic	(27.75,27.85]	-0.8870572	-0.8973033	-0.8768111
silicate	Atlantic	(27.85,27.95]	-0.8874779	-0.9046102	-0.8703455
silicate	Atlantic	(27.95,28.05]	-0.8700879	-0.8930683	-0.8471075
silicate	Atlantic	(28.05,28.1]	-0.8626853	-0.8894714	-0.8358992
silicate	Atlantic	(28.1,28.15]	-0.8887648	-0.9151616	-0.8623681
silicate	Atlantic	(28.15,28.2]	-0.9417311	-0.9576363	-0.9258259
silicate	Atlantic	(28.2, Inf]	-0.9350697	-0.9360249	-0.9341144
silicate	Indian	(-Inf,26]	-0.6164321	-0.6503121	-0.5825521
silicate	Indian	(26,26.5]	-0.9103990	-0.9290412	-0.8917569
silicate	Indian	(26.5,26.75]	-0.7593427	-0.8379746	-0.6807107
silicate	Indian	(26.75,27]	-0.4997623	-0.6127162	-0.3868083
silicate	Indian	(27,27.25]	-0.1052446	-0.2378036	0.0273145
silicate	Indian	(27.25,27.5]	0.4762886	0.4571768	0.4954004
silicate	Indian	(27.5,27.75]	0.5899173	0.5781973	0.6016373
silicate	Indian	(27.75,27.85]	0.2214801	0.1738075	0.2691527
silicate	Indian	(27.85,27.95]	0.1018945	0.0048320	0.1989570
silicate	Indian	(27.95,28.05]	-0.1321497	-0.1917281	-0.0725713
silicate	Indian	(28.05,28.1]	-0.1131150	-0.1204304	-0.1057996
silicate	Indian	(28.1, Inf]	-0.1975836	-0.2820892	-0.1130780
silicate	Pacific	(-Inf,26]	-0.0995158	-0.1421192	-0.0569123
silicate	Pacific	(26,26.5]	-0.7447140	-0.7750021	-0.7144259
silicate	Pacific	(26.5,26.75]	-0.6475985	-0.6606662	-0.6345309
silicate	Pacific	(26.75,27]	-0.5110233	-0.5184371	-0.5036095
silicate	Pacific	(27,27.25]	0.3245036	0.2718267	0.3771805
silicate	Pacific	(27.25,27.5]	0.8023340	0.7926030	0.8120650
silicate	Pacific	(27.5,27.75]	0.8645056	0.8565749	0.8724364
silicate	Pacific	(27.75,27.85]	0.8393073	0.8296240	0.8489906
silicate	Pacific	(27.85,27.95]	0.7641952	0.7446563	0.7837341
silicate	Pacific	(27.95,28.05]	0.5459787	0.5424329	0.5495245
silicate	Pacific	(28.05,28.1]	0.2820674	0.2699661	0.2941687
silicate	Pacific	(28.1, Inf]	0.2498514	0.2398624	0.2598403
temp	Atlantic	(-Inf,26]	-0.4237904	-0.4564761	-0.3911046
temp	Atlantic	(26,26.5]	0.6277770	0.5368836	0.7186704
temp	Atlantic	(26.5,26.75]	0.6730272	0.6213816	0.7246727
temp	Atlantic	(26.75,27]	0.5690681	0.5235674	0.6145689
temp	Atlantic	(27,27.25]	0.6800920	0.6412260	0.7189580
temp	Atlantic	(27.25,27.5]	0.7529669	0.7156025	0.7903313
temp	Atlantic	(27.5,27.75]	0.7156545	0.7055628	0.7257461
temp	Atlantic	(27.75,27.85]	0.6834848	0.6781856	0.6887839
temp	Atlantic	(27.85,27.95]	0.6225214	0.6204512	0.6245915
temp	Atlantic	(27.95,28.05]	0.6390970	0.6311626	0.6470315
temp	Atlantic	(28.05,28.1]	0.6452758	0.6336863	0.6568653
temp	Atlantic	(28.1,28.15]	0.6118624	0.5971788	0.6265460
temp	Atlantic	(28.15,28.2]	0.5168794	0.3790239	0.6547349
temp	Atlantic	(28.2, Inf]	0.3418148	0.3139099	0.3697197
temp	Indian	(-Inf,26]	-0.3413668	-0.3846932	-0.2980403
temp	Indian	(26,26.5]	0.4165229	0.3702594	0.4627863
temp	Indian	(26.5,26.75]	0.4728084	0.2589532	0.6866637
temp	Indian	(26.75,27]	0.5433721	0.2924737	0.7942706
temp	Indian	(27,27.25]	0.5568908	0.3009731	0.8128084
temp	Indian	(27.25,27.5]	0.5479237	0.4020437	0.6938038
temp	Indian	(27.5,27.75]	0.2410958	0.1449510	0.3372407
temp	Indian	(27.75,27.85]	0.1120210	0.0503816	0.1736604
temp	Indian	(27.85,27.95]	0.2854053	0.1506265	0.4201841
temp	Indian	(27.95,28.05]	0.3427459	0.2017732	0.4837186
temp	Indian	(28.05,28.1]	0.2447460	0.0865251	0.4029669
temp	Indian	(28.1, Inf]	0.5281254	0.5044360	0.5518148
temp	Pacific	(-Inf,26]	-0.5304026	-0.5758013	-0.4850039
temp	Pacific	(26,26.5]	0.6736764	0.6430115	0.7043414
temp	Pacific	(26.5,26.75]	0.6284639	0.5427527	0.7141751
temp	Pacific	(26.75,27]	0.4177477	0.3178024	0.5176930
temp	Pacific	(27,27.25]	-0.2488257	-0.2516887	-0.2459627
temp	Pacific	(27.25,27.5]	-0.4470011	-0.4682451	-0.4257570
temp	Pacific	(27.5,27.75]	-0.2656418	-0.3725003	-0.1587833
temp	Pacific	(27.75,27.85]	-0.2034981	-0.3696213	-0.0373748
temp	Pacific	(27.85,27.95]	-0.1909891	-0.3723684	-0.0096098
temp	Pacific	(27.95,28.05]	-0.1393031	-0.2649055	-0.0137007
temp	Pacific	(28.05,28.1]	-0.0559618	-0.0945176	-0.0174059
temp	Pacific	(28.1, Inf]	0.3301633	0.2921553	0.3681713

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