eMLR - assumption testing

workflowr

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• Past versions

Last updated: 2021-10-20

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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File	Version	Author	Date	Message
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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	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
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html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
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html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
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html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
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Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
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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Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
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
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26.5]	0.9425821	0.9383359	0.9468282
aou + nitrate	Atlantic	(26.5,26.75]	0.9544794	0.9497433	0.9592156
aou + nitrate	Atlantic	(26.75,27]	0.8955299	0.8544114	0.9366485
aou + nitrate	Atlantic	(27,27.25]	0.8194312	0.7293966	0.9094658
aou + nitrate	Atlantic	(27.25,27.5]	0.8567913	0.8083356	0.9052470
aou + nitrate	Atlantic	(27.5,27.75]	0.8892402	0.8762418	0.9022387
aou + nitrate	Atlantic	(27.75,27.85]	0.9146587	0.9039478	0.9253697
aou + nitrate	Atlantic	(27.85,27.95]	0.9343270	0.9192184	0.9494356
aou + nitrate	Atlantic	(27.95,28.05]	0.9413930	0.9277664	0.9550196
aou + nitrate	Atlantic	(28.05,28.1]	0.9626872	0.9408837	0.9844908
aou + nitrate	Atlantic	(28.1,28.15]	0.9720148	0.9543820	0.9896477
aou + nitrate	Atlantic	(28.15,28.2]	0.9767779	0.9586250	0.9949308
aou + nitrate	Atlantic	(28.2, Inf]	0.9182633	0.8645445	0.9719821
aou + nitrate	Indian	(-Inf,26]	0.9930775	0.9912707	0.9948842
aou + nitrate	Indian	(26,26.5]	0.9858305	0.9824786	0.9891824
aou + nitrate	Indian	(26.5,26.75]	0.9624273	0.9470958	0.9777588
aou + nitrate	Indian	(26.75,27]	0.9175567	0.8921672	0.9429462
aou + nitrate	Indian	(27,27.25]	0.8384581	0.8003100	0.8766062
aou + nitrate	Indian	(27.25,27.5]	0.8755680	0.8514555	0.8996805
aou + nitrate	Indian	(27.5,27.75]	0.9101105	0.9061836	0.9140374
aou + nitrate	Indian	(27.75,27.85]	0.8825454	0.8502198	0.9148711
aou + nitrate	Indian	(27.85,27.95]	0.8591127	0.8153257	0.9028996
aou + nitrate	Indian	(27.95,28.05]	0.8179972	0.7367112	0.8992832
aou + nitrate	Indian	(28.05,28.1]	0.8966944	0.8502651	0.9431238
aou + nitrate	Indian	(28.1, Inf]	0.6336382	0.5384971	0.7287793
aou + nitrate	Pacific	(-Inf,26]	0.8762633	0.8406984	0.9118281
aou + nitrate	Pacific	(26,26.5]	0.8625938	0.8611122	0.8640754
aou + nitrate	Pacific	(26.5,26.75]	0.7983512	0.7737816	0.8229209
aou + nitrate	Pacific	(26.75,27]	0.8925421	0.8769621	0.9081221
aou + nitrate	Pacific	(27,27.25]	0.9735484	0.9716031	0.9754937
aou + nitrate	Pacific	(27.25,27.5]	0.9760524	0.9693759	0.9827289
aou + nitrate	Pacific	(27.5,27.75]	0.9771550	0.9697412	0.9845689
aou + nitrate	Pacific	(27.75,27.85]	0.9852726	0.9804497	0.9900955
aou + nitrate	Pacific	(27.85,27.95]	0.9839339	0.9801849	0.9876830
aou + nitrate	Pacific	(27.95,28.05]	0.9678869	0.9612445	0.9745293
aou + nitrate	Pacific	(28.05,28.1]	0.9536804	0.9411276	0.9662332
aou + nitrate	Pacific	(28.1, Inf]	0.9431061	0.9220193	0.9641928
aou + oxygen	Atlantic	(-Inf,26.5]	-0.9031947	-0.9155141	-0.8908753
aou + oxygen	Atlantic	(26.5,26.75]	-0.9516601	-0.9580942	-0.9452261
aou + oxygen	Atlantic	(26.75,27]	-0.9552182	-0.9599107	-0.9505257
aou + oxygen	Atlantic	(27,27.25]	-0.9582845	-0.9608157	-0.9557534
aou + oxygen	Atlantic	(27.25,27.5]	-0.9534949	-0.9651089	-0.9418809
aou + oxygen	Atlantic	(27.5,27.75]	-0.9460783	-0.9513295	-0.9408270
aou + oxygen	Atlantic	(27.75,27.85]	-0.9594973	-0.9631774	-0.9558172
aou + oxygen	Atlantic	(27.85,27.95]	-0.9774199	-0.9819239	-0.9729159
aou + oxygen	Atlantic	(27.95,28.05]	-0.9787714	-0.9909614	-0.9665814
aou + oxygen	Atlantic	(28.05,28.1]	-0.9853187	-0.9955432	-0.9750942
aou + oxygen	Atlantic	(28.1,28.15]	-0.9901097	-0.9961233	-0.9840961
aou + oxygen	Atlantic	(28.15,28.2]	-0.9933521	-0.9987038	-0.9880004
aou + oxygen	Atlantic	(28.2, Inf]	-0.9855194	-0.9862766	-0.9847622
aou + oxygen	Indian	(-Inf,26]	-0.9948019	-0.9949936	-0.9946102
aou + oxygen	Indian	(26,26.5]	-0.9969670	-0.9970396	-0.9968944
aou + oxygen	Indian	(26.5,26.75]	-0.9962079	-0.9979048	-0.9945110
aou + oxygen	Indian	(26.75,27]	-0.9938201	-0.9969278	-0.9907124
aou + oxygen	Indian	(27,27.25]	-0.9943058	-0.9957904	-0.9928213
aou + oxygen	Indian	(27.25,27.5]	-0.9955533	-0.9959367	-0.9951698
aou + oxygen	Indian	(27.5,27.75]	-0.9961984	-0.9966246	-0.9957721
aou + oxygen	Indian	(27.75,27.85]	-0.9971694	-0.9979697	-0.9963692
aou + oxygen	Indian	(27.85,27.95]	-0.9949683	-0.9957224	-0.9942142
aou + oxygen	Indian	(27.95,28.05]	-0.9900164	-0.9926031	-0.9874298
aou + oxygen	Indian	(28.05,28.1]	-0.9912621	-0.9963785	-0.9861456
aou + oxygen	Indian	(28.1, Inf]	-0.9849453	-0.9880925	-0.9817982
aou + oxygen	Pacific	(-Inf,26]	-0.8579845	-0.8908576	-0.8251113
aou + oxygen	Pacific	(26,26.5]	-0.9782681	-0.9865453	-0.9699909
aou + oxygen	Pacific	(26.5,26.75]	-0.9777077	-0.9846494	-0.9707661
aou + oxygen	Pacific	(26.75,27]	-0.9740844	-0.9763486	-0.9718202
aou + oxygen	Pacific	(27,27.25]	-0.9933003	-0.9949735	-0.9916271
aou + oxygen	Pacific	(27.25,27.5]	-0.9953112	-0.9964965	-0.9941260
aou + oxygen	Pacific	(27.5,27.75]	-0.9956244	-0.9969865	-0.9942623
aou + oxygen	Pacific	(27.75,27.85]	-0.9977589	-0.9978455	-0.9976723
aou + oxygen	Pacific	(27.85,27.95]	-0.9972472	-0.9983203	-0.9961741
aou + oxygen	Pacific	(27.95,28.05]	-0.9969857	-0.9987511	-0.9952204
aou + oxygen	Pacific	(28.05,28.1]	-0.9967491	-0.9991148	-0.9943834
aou + oxygen	Pacific	(28.1, Inf]	-0.9945151	-0.9962190	-0.9928112
aou + phosphate	Atlantic	(-Inf,26.5]	0.8431165	0.8430708	0.8431622
aou + phosphate	Atlantic	(26.5,26.75]	0.8945348	0.8810065	0.9080630
aou + phosphate	Atlantic	(26.75,27]	0.8207632	0.7621515	0.8793749
aou + phosphate	Atlantic	(27,27.25]	0.7532144	0.6422614	0.8641673
aou + phosphate	Atlantic	(27.25,27.5]	0.8201109	0.7634334	0.8767883
aou + phosphate	Atlantic	(27.5,27.75]	0.8624937	0.8496628	0.8753247
aou + phosphate	Atlantic	(27.75,27.85]	0.8919189	0.8832725	0.9005653
aou + phosphate	Atlantic	(27.85,27.95]	0.9271384	0.9131487	0.9411282
aou + phosphate	Atlantic	(27.95,28.05]	0.9386828	0.9251974	0.9521682
aou + phosphate	Atlantic	(28.05,28.1]	0.9549388	0.9341686	0.9757089
aou + phosphate	Atlantic	(28.1,28.15]	0.9639526	0.9509986	0.9769067
aou + phosphate	Atlantic	(28.15,28.2]	0.9757123	0.9562686	0.9951559
aou + phosphate	Atlantic	(28.2, Inf]	0.9161180	0.8587606	0.9734754
aou + phosphate	Indian	(-Inf,26]	0.9952815	0.9943871	0.9961760
aou + phosphate	Indian	(26,26.5]	0.9945037	0.9919329	0.9970745
aou + phosphate	Indian	(26.5,26.75]	0.9730455	0.9526604	0.9934306
aou + phosphate	Indian	(26.75,27]	0.9377878	0.9031629	0.9724128
aou + phosphate	Indian	(27,27.25]	0.8932681	0.8256574	0.9608788
aou + phosphate	Indian	(27.25,27.5]	0.9401635	0.9235378	0.9567891
aou + phosphate	Indian	(27.5,27.75]	0.9570956	0.9482778	0.9659134
aou + phosphate	Indian	(27.75,27.85]	0.9312493	0.9039798	0.9585188
aou + phosphate	Indian	(27.85,27.95]	0.8806238	0.8330727	0.9281748
aou + phosphate	Indian	(27.95,28.05]	0.8452671	0.7685419	0.9219923
aou + phosphate	Indian	(28.05,28.1]	0.9098752	0.8633277	0.9564226
aou + phosphate	Indian	(28.1, Inf]	0.6414962	0.5449014	0.7380911
aou + phosphate	Pacific	(-Inf,26]	0.8737714	0.8415985	0.9059443
aou + phosphate	Pacific	(26,26.5]	0.9159681	0.9133341	0.9186021
aou + phosphate	Pacific	(26.5,26.75]	0.8315239	0.7989849	0.8640628
aou + phosphate	Pacific	(26.75,27]	0.8967835	0.8836732	0.9098938
aou + phosphate	Pacific	(27,27.25]	0.9795988	0.9794468	0.9797509
aou + phosphate	Pacific	(27.25,27.5]	0.9806996	0.9768317	0.9845675
aou + phosphate	Pacific	(27.5,27.75]	0.9767161	0.9694082	0.9840241
aou + phosphate	Pacific	(27.75,27.85]	0.9802657	0.9732739	0.9872575
aou + phosphate	Pacific	(27.85,27.95]	0.9815615	0.9766430	0.9864800
aou + phosphate	Pacific	(27.95,28.05]	0.9718922	0.9645553	0.9792291
aou + phosphate	Pacific	(28.05,28.1]	0.9562761	0.9418723	0.9706800
aou + phosphate	Pacific	(28.1, Inf]	0.9184889	0.8810802	0.9558977
aou + silicate	Atlantic	(-Inf,26.5]	0.7082208	0.6340750	0.7823666
aou + silicate	Atlantic	(26.5,26.75]	0.8591117	0.8252332	0.8929901
aou + silicate	Atlantic	(26.75,27]	0.8089613	0.7458364	0.8720862
aou + silicate	Atlantic	(27,27.25]	0.6983684	0.5482120	0.8485249
aou + silicate	Atlantic	(27.25,27.5]	0.6881997	0.5826556	0.7937437
aou + silicate	Atlantic	(27.5,27.75]	0.6690527	0.6506358	0.6874697
aou + silicate	Atlantic	(27.75,27.85]	0.7674682	0.7565621	0.7783744
aou + silicate	Atlantic	(27.85,27.95]	0.8424139	0.8324145	0.8524134
aou + silicate	Atlantic	(27.95,28.05]	0.9187804	0.9129224	0.9246385
aou + silicate	Atlantic	(28.05,28.1]	0.9614495	0.9470225	0.9758765
aou + silicate	Atlantic	(28.1,28.15]	0.9683532	0.9621377	0.9745688
aou + silicate	Atlantic	(28.15,28.2]	0.9876762	0.9797169	0.9956355
aou + silicate	Atlantic	(28.2, Inf]	0.9214120	0.8821507	0.9606733
aou + silicate	Indian	(-Inf,26]	0.9336333	0.9145938	0.9526728
aou + silicate	Indian	(26,26.5]	0.9441570	0.9291452	0.9591688
aou + silicate	Indian	(26.5,26.75]	0.9638993	0.9559045	0.9718940
aou + silicate	Indian	(26.75,27]	0.9748650	0.9732810	0.9764490
aou + silicate	Indian	(27,27.25]	0.9182071	0.9096011	0.9268132
aou + silicate	Indian	(27.25,27.5]	0.8762975	0.8510538	0.9015411
aou + silicate	Indian	(27.5,27.75]	0.8379059	0.7947597	0.8810520
aou + silicate	Indian	(27.75,27.85]	0.8594649	0.8280712	0.8908585
aou + silicate	Indian	(27.85,27.95]	0.8393545	0.8004671	0.8782418
aou + silicate	Indian	(27.95,28.05]	0.8624541	0.8207590	0.9041492
aou + silicate	Indian	(28.05,28.1]	0.9463256	0.9403621	0.9522892
aou + silicate	Indian	(28.1, Inf]	0.4917244	0.4338461	0.5496028
aou + silicate	Pacific	(-Inf,26]	0.5751730	0.5631478	0.5871982
aou + silicate	Pacific	(26,26.5]	0.4737843	0.3570043	0.5905643
aou + silicate	Pacific	(26.5,26.75]	0.2635029	0.1467232	0.3802825
aou + silicate	Pacific	(26.75,27]	0.5301328	0.3640743	0.6961914
aou + silicate	Pacific	(27,27.25]	0.8636385	0.8103929	0.9168840
aou + silicate	Pacific	(27.25,27.5]	0.8916203	0.8495666	0.9336740
aou + silicate	Pacific	(27.5,27.75]	0.9163835	0.8865624	0.9462045
aou + silicate	Pacific	(27.75,27.85]	0.9689940	0.9689405	0.9690474
aou + silicate	Pacific	(27.85,27.95]	0.9610750	0.9559385	0.9662114
aou + silicate	Pacific	(27.95,28.05]	0.9445077	0.9440635	0.9449519
aou + silicate	Pacific	(28.05,28.1]	0.9449424	0.9422144	0.9476704
aou + silicate	Pacific	(28.1, Inf]	0.8974062	0.8590609	0.9357515
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8145740	0.7630035	0.8661445
nitrate + silicate	Atlantic	(26.5,26.75]	0.9064200	0.8769431	0.9358969
nitrate + silicate	Atlantic	(26.75,27]	0.8914075	0.8409797	0.9418354
nitrate + silicate	Atlantic	(27,27.25]	0.9026037	0.8595184	0.9456890
nitrate + silicate	Atlantic	(27.25,27.5]	0.9208550	0.8972087	0.9445013
nitrate + silicate	Atlantic	(27.5,27.75]	0.8966692	0.8956109	0.8977274
nitrate + silicate	Atlantic	(27.75,27.85]	0.9333303	0.9208049	0.9458558
nitrate + silicate	Atlantic	(27.85,27.95]	0.9608153	0.9542439	0.9673867
nitrate + silicate	Atlantic	(27.95,28.05]	0.9772742	0.9706227	0.9839257
nitrate + silicate	Atlantic	(28.05,28.1]	0.9870474	0.9848597	0.9892352
nitrate + silicate	Atlantic	(28.1,28.15]	0.9892068	0.9887154	0.9896983
nitrate + silicate	Atlantic	(28.15,28.2]	0.9936242	0.9899617	0.9972868
nitrate + silicate	Atlantic	(28.2, Inf]	0.9830855	0.9780230	0.9881480
nitrate + silicate	Indian	(-Inf,26]	0.9504957	0.9387343	0.9622572
nitrate + silicate	Indian	(26,26.5]	0.9575229	0.9539285	0.9611173
nitrate + silicate	Indian	(26.5,26.75]	0.9543285	0.9432989	0.9653581
nitrate + silicate	Indian	(26.75,27]	0.9345599	0.9166073	0.9525125
nitrate + silicate	Indian	(27,27.25]	0.9272463	0.9230341	0.9314586
nitrate + silicate	Indian	(27.25,27.5]	0.9264063	0.9199321	0.9328805
nitrate + silicate	Indian	(27.5,27.75]	0.8425349	0.8319910	0.8530788
nitrate + silicate	Indian	(27.75,27.85]	0.7805303	0.7495372	0.8115235
nitrate + silicate	Indian	(27.85,27.95]	0.8452260	0.8256842	0.8647678
nitrate + silicate	Indian	(27.95,28.05]	0.9024504	0.8854065	0.9194943
nitrate + silicate	Indian	(28.05,28.1]	0.9547702	0.9387658	0.9707745
nitrate + silicate	Indian	(28.1, Inf]	0.8381664	0.8215952	0.8547376
nitrate + silicate	Pacific	(-Inf,26]	0.8185742	0.7868388	0.8503095
nitrate + silicate	Pacific	(26,26.5]	0.7377330	0.6422556	0.8332104
nitrate + silicate	Pacific	(26.5,26.75]	0.6701854	0.5553487	0.7850221
nitrate + silicate	Pacific	(26.75,27]	0.7656472	0.6741203	0.8571741
nitrate + silicate	Pacific	(27,27.25]	0.8824610	0.8346484	0.9302735
nitrate + silicate	Pacific	(27.25,27.5]	0.8545701	0.7948537	0.9142865
nitrate + silicate	Pacific	(27.5,27.75]	0.8667493	0.8166274	0.9168712
nitrate + silicate	Pacific	(27.75,27.85]	0.9436841	0.9343349	0.9530333
nitrate + silicate	Pacific	(27.85,27.95]	0.9496276	0.9405917	0.9586636
nitrate + silicate	Pacific	(27.95,28.05]	0.9263679	0.9208232	0.9319125
nitrate + silicate	Pacific	(28.05,28.1]	0.9102315	0.9015606	0.9189024
nitrate + silicate	Pacific	(28.1, Inf]	0.9055018	0.8928799	0.9181236
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.7701246	-0.7736123	-0.7666369
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8407057	-0.8408714	-0.8405400
oxygen + nitrate	Atlantic	(26.75,27]	-0.7604213	-0.8243642	-0.6964784
oxygen + nitrate	Atlantic	(27,27.25]	-0.6576192	-0.7902788	-0.5249597
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6823699	-0.7733630	-0.5913768
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7133409	-0.7449671	-0.6817148
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7718694	-0.7960405	-0.7476982
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8453435	-0.8782348	-0.8124522
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8685758	-0.9247775	-0.8123742
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9128543	-0.9748138	-0.8508947
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9370474	-0.9801045	-0.8939904
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9546689	-0.9933183	-0.9160195
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.8712459	-0.9544316	-0.7880602
oxygen + nitrate	Indian	(-Inf,26]	-0.9826675	-0.9842990	-0.9810360
oxygen + nitrate	Indian	(26,26.5]	-0.9721755	-0.9773893	-0.9669617
oxygen + nitrate	Indian	(26.5,26.75]	-0.9368223	-0.9631803	-0.9104644
oxygen + nitrate	Indian	(26.75,27]	-0.8694010	-0.9152788	-0.8235233
oxygen + nitrate	Indian	(27,27.25]	-0.7785975	-0.8327841	-0.7244110
oxygen + nitrate	Indian	(27.25,27.5]	-0.8304526	-0.8604396	-0.8004656
oxygen + nitrate	Indian	(27.5,27.75]	-0.8844501	-0.8937748	-0.8751254
oxygen + nitrate	Indian	(27.75,27.85]	-0.8627195	-0.8991238	-0.8263151
oxygen + nitrate	Indian	(27.85,27.95]	-0.8157418	-0.8687488	-0.7627349
oxygen + nitrate	Indian	(27.95,28.05]	-0.7394498	-0.8475885	-0.6313112
oxygen + nitrate	Indian	(28.05,28.1]	-0.8400449	-0.9190293	-0.7610605
oxygen + nitrate	Indian	(28.1, Inf]	-0.5069726	-0.6278481	-0.3860971
oxygen + nitrate	Pacific	(-Inf,26]	-0.5732290	-0.6927468	-0.4537111
oxygen + nitrate	Pacific	(26,26.5]	-0.7577808	-0.7917738	-0.7237877
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6695717	-0.7287079	-0.6104355
oxygen + nitrate	Pacific	(26.75,27]	-0.7797025	-0.8055349	-0.7538700
oxygen + nitrate	Pacific	(27,27.25]	-0.9494859	-0.9537930	-0.9451787
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9658422	-0.9728276	-0.9588568
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9722339	-0.9792996	-0.9651682
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9826549	-0.9869858	-0.9783240
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9811975	-0.9843882	-0.9780068
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9592003	-0.9711620	-0.9472385
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9423306	-0.9604069	-0.9242543
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9145117	-0.9431013	-0.8859220
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.6141021	-0.6146227	-0.6135814
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7351029	-0.7457776	-0.7244282
oxygen + phosphate	Atlantic	(26.75,27]	-0.6472105	-0.7316617	-0.5627592
oxygen + phosphate	Atlantic	(27,27.25]	-0.5652238	-0.7171844	-0.4132631
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.6285335	-0.7295945	-0.5274724
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6714891	-0.7014674	-0.6415108
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7367161	-0.7575698	-0.7158625
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8345801	-0.8660812	-0.8030789
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8641578	-0.9205636	-0.8077521
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9018955	-0.9633593	-0.8404317
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9247857	-0.9621103	-0.8874610
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9522861	-0.9929236	-0.9116485
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.8658863	-0.9518230	-0.7799496
oxygen + phosphate	Indian	(-Inf,26]	-0.9880140	-0.9902266	-0.9858013
oxygen + phosphate	Indian	(26,26.5]	-0.9859592	-0.9915026	-0.9804157
oxygen + phosphate	Indian	(26.5,26.75]	-0.9521561	-0.9869664	-0.9173459
oxygen + phosphate	Indian	(26.75,27]	-0.8964415	-0.9548189	-0.8380642
oxygen + phosphate	Indian	(27,27.25]	-0.8458829	-0.9367322	-0.7550336
oxygen + phosphate	Indian	(27.25,27.5]	-0.9099320	-0.9302733	-0.8895906
oxygen + phosphate	Indian	(27.5,27.75]	-0.9426372	-0.9508443	-0.9344302
oxygen + phosphate	Indian	(27.75,27.85]	-0.9120873	-0.9446996	-0.8794749
oxygen + phosphate	Indian	(27.85,27.95]	-0.8364150	-0.8950706	-0.7777595
oxygen + phosphate	Indian	(27.95,28.05]	-0.7711933	-0.8751180	-0.6672687
oxygen + phosphate	Indian	(28.05,28.1]	-0.8566688	-0.9347803	-0.7785574
oxygen + phosphate	Indian	(28.1, Inf]	-0.5181038	-0.6402891	-0.3959185
oxygen + phosphate	Pacific	(-Inf,26]	-0.6234651	-0.7341326	-0.5127976
oxygen + phosphate	Pacific	(26,26.5]	-0.8203587	-0.8467645	-0.7939529
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7037623	-0.7681881	-0.6393365
oxygen + phosphate	Pacific	(26.75,27]	-0.7799749	-0.8051226	-0.7548272
oxygen + phosphate	Pacific	(27,27.25]	-0.9555006	-0.9582720	-0.9527292
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9692490	-0.9744954	-0.9640026
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9725064	-0.9794352	-0.9655775
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9777247	-0.9842759	-0.9711734
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9766343	-0.9831169	-0.9701518
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9616439	-0.9758139	-0.9474740
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9411011	-0.9660501	-0.9161521
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8818685	-0.9344077	-0.8293294
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.4705374	-0.5529154	-0.3881594
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6983990	-0.7240771	-0.6727210
oxygen + silicate	Atlantic	(26.75,27]	-0.6442114	-0.7266836	-0.5617392
oxygen + silicate	Atlantic	(27,27.25]	-0.5133894	-0.6992197	-0.3275591
oxygen + silicate	Atlantic	(27.25,27.5]	-0.4722760	-0.6269785	-0.3175735
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4348956	-0.4704342	-0.3993569
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5858025	-0.5893026	-0.5823024
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7212526	-0.7481677	-0.6943375
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8291582	-0.8725999	-0.7857165
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9066127	-0.9554084	-0.8578170
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9292790	-0.9541617	-0.9043962
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9711152	-0.9920874	-0.9501431
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8704842	-0.9284169	-0.8125515
oxygen + silicate	Indian	(-Inf,26]	-0.9104314	-0.9326906	-0.8881722
oxygen + silicate	Indian	(26,26.5]	-0.9284932	-0.9485122	-0.9084741
oxygen + silicate	Indian	(26.5,26.75]	-0.9506623	-0.9589235	-0.9424011
oxygen + silicate	Indian	(26.75,27]	-0.9572957	-0.9612605	-0.9533309
oxygen + silicate	Indian	(27,27.25]	-0.8794815	-0.8968387	-0.8621242
oxygen + silicate	Indian	(27.25,27.5]	-0.8345945	-0.8663610	-0.8028279
oxygen + silicate	Indian	(27.5,27.75]	-0.7969126	-0.8481615	-0.7456637
oxygen + silicate	Indian	(27.75,27.85]	-0.8335412	-0.8732942	-0.7937881
oxygen + silicate	Indian	(27.85,27.95]	-0.7951150	-0.8470925	-0.7431376
oxygen + silicate	Indian	(27.95,28.05]	-0.7972461	-0.8612817	-0.7332105
oxygen + silicate	Indian	(28.05,28.1]	-0.9086713	-0.9342409	-0.8831017
oxygen + silicate	Indian	(28.1, Inf]	-0.3551868	-0.4286868	-0.2816868
oxygen + silicate	Pacific	(-Inf,26]	-0.1990837	-0.2730246	-0.1251428
oxygen + silicate	Pacific	(26,26.5]	-0.3118619	-0.4056977	-0.2180261
oxygen + silicate	Pacific	(26.5,26.75]	-0.0790021	-0.1687725	0.0107684
oxygen + silicate	Pacific	(26.75,27]	-0.3438188	-0.5382201	-0.1494175
oxygen + silicate	Pacific	(27,27.25]	-0.8070797	-0.8785017	-0.7356576
oxygen + silicate	Pacific	(27.25,27.5]	-0.8508000	-0.9056655	-0.7959346
oxygen + silicate	Pacific	(27.5,27.75]	-0.8828004	-0.9244700	-0.8411307
oxygen + silicate	Pacific	(27.75,27.85]	-0.9577186	-0.9583910	-0.9570463
oxygen + silicate	Pacific	(27.85,27.95]	-0.9466955	-0.9561090	-0.9372820
oxygen + silicate	Pacific	(27.95,28.05]	-0.9263444	-0.9312362	-0.9214527
oxygen + silicate	Pacific	(28.05,28.1]	-0.9265255	-0.9383263	-0.9147247
oxygen + silicate	Pacific	(28.1, Inf]	-0.8682272	-0.9199437	-0.8165107
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9348643	0.9207732	0.9489554
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9770612	0.9753018	0.9788206
phosphate + nitrate	Atlantic	(26.75,27]	0.9800703	0.9762312	0.9839093
phosphate + nitrate	Atlantic	(27,27.25]	0.9872061	0.9842139	0.9901982
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9946884	0.9935708	0.9958060
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9948844	0.9945582	0.9952106
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9941642	0.9936274	0.9947010
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9932698	0.9928826	0.9936569
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9920187	0.9901537	0.9938837
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9904991	0.9887487	0.9922496
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9924214	0.9913574	0.9934855
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970945	0.9969193	0.9972696
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9930771	0.9903102	0.9958440
phosphate + nitrate	Indian	(-Inf,26]	0.9941961	0.9908225	0.9975697
phosphate + nitrate	Indian	(26,26.5]	0.9900363	0.9835178	0.9965547
phosphate + nitrate	Indian	(26.5,26.75]	0.9907699	0.9844708	0.9970689
phosphate + nitrate	Indian	(26.75,27]	0.9860406	0.9767151	0.9953661
phosphate + nitrate	Indian	(27,27.25]	0.9587643	0.9296289	0.9878997
phosphate + nitrate	Indian	(27.25,27.5]	0.9510495	0.9221666	0.9799325
phosphate + nitrate	Indian	(27.5,27.75]	0.9414762	0.9369897	0.9459627
phosphate + nitrate	Indian	(27.75,27.85]	0.9352068	0.9206026	0.9498110
phosphate + nitrate	Indian	(27.85,27.95]	0.9569665	0.9533225	0.9606106
phosphate + nitrate	Indian	(27.95,28.05]	0.9755538	0.9736629	0.9774446
phosphate + nitrate	Indian	(28.05,28.1]	0.9805516	0.9753644	0.9857387
phosphate + nitrate	Indian	(28.1, Inf]	0.9244054	0.9228368	0.9259740
phosphate + nitrate	Pacific	(-Inf,26]	0.9525683	0.9512349	0.9539018
phosphate + nitrate	Pacific	(26,26.5]	0.9328328	0.9087543	0.9569113
phosphate + nitrate	Pacific	(26.5,26.75]	0.9385586	0.9231283	0.9539890
phosphate + nitrate	Pacific	(26.75,27]	0.9730467	0.9643480	0.9817453
phosphate + nitrate	Pacific	(27,27.25]	0.9872408	0.9832533	0.9912282
phosphate + nitrate	Pacific	(27.25,27.5]	0.9886796	0.9842775	0.9930817
phosphate + nitrate	Pacific	(27.5,27.75]	0.9878934	0.9818085	0.9939783
phosphate + nitrate	Pacific	(27.75,27.85]	0.9848315	0.9774957	0.9921673
phosphate + nitrate	Pacific	(27.85,27.95]	0.9812773	0.9733477	0.9892069
phosphate + nitrate	Pacific	(27.95,28.05]	0.9612185	0.9522563	0.9701807
phosphate + nitrate	Pacific	(28.05,28.1]	0.9359665	0.9161164	0.9558166
phosphate + nitrate	Pacific	(28.1, Inf]	0.9473826	0.9210556	0.9737097
phosphate + silicate	Atlantic	(-Inf,26.5]	0.9102008	0.8753639	0.9450377
phosphate + silicate	Atlantic	(26.5,26.75]	0.9302044	0.9050438	0.9553649
phosphate + silicate	Atlantic	(26.75,27]	0.9116736	0.8685729	0.9547742
phosphate + silicate	Atlantic	(27,27.25]	0.9184329	0.8808195	0.9560464
phosphate + silicate	Atlantic	(27.25,27.5]	0.9363005	0.9163265	0.9562745
phosphate + silicate	Atlantic	(27.5,27.75]	0.9112775	0.9087888	0.9137662
phosphate + silicate	Atlantic	(27.75,27.85]	0.9395736	0.9291147	0.9500326
phosphate + silicate	Atlantic	(27.85,27.95]	0.9626584	0.9565816	0.9687352
phosphate + silicate	Atlantic	(27.95,28.05]	0.9773452	0.9713332	0.9833571
phosphate + silicate	Atlantic	(28.05,28.1]	0.9862792	0.9849662	0.9875922
phosphate + silicate	Atlantic	(28.1,28.15]	0.9905067	0.9894697	0.9915437
phosphate + silicate	Atlantic	(28.15,28.2]	0.9926098	0.9883197	0.9968999
phosphate + silicate	Atlantic	(28.2, Inf]	0.9840706	0.9776703	0.9904708
phosphate + silicate	Indian	(-Inf,26]	0.9392195	0.9159899	0.9624490
phosphate + silicate	Indian	(26,26.5]	0.9511317	0.9372428	0.9650205
phosphate + silicate	Indian	(26.5,26.75]	0.9544023	0.9491786	0.9596259
phosphate + silicate	Indian	(26.75,27]	0.9461376	0.9297018	0.9625735
phosphate + silicate	Indian	(27,27.25]	0.9395440	0.9374655	0.9416226
phosphate + silicate	Indian	(27.25,27.5]	0.9161969	0.8918143	0.9405796
phosphate + silicate	Indian	(27.5,27.75]	0.8461226	0.7976041	0.8946412
phosphate + silicate	Indian	(27.75,27.85]	0.8712563	0.8646666	0.8778460
phosphate + silicate	Indian	(27.85,27.95]	0.9032170	0.9013192	0.9051149
phosphate + silicate	Indian	(27.95,28.05]	0.9241399	0.9137835	0.9344962
phosphate + silicate	Indian	(28.05,28.1]	0.9599272	0.9450602	0.9747941
phosphate + silicate	Indian	(28.1, Inf]	0.8207305	0.8125449	0.8289160
phosphate + silicate	Pacific	(-Inf,26]	0.7202916	0.6780942	0.7624889
phosphate + silicate	Pacific	(26,26.5]	0.7071317	0.6249643	0.7892991
phosphate + silicate	Pacific	(26.5,26.75]	0.6352878	0.5236186	0.7469570
phosphate + silicate	Pacific	(26.75,27]	0.7689382	0.6776629	0.8602135
phosphate + silicate	Pacific	(27,27.25]	0.8933659	0.8500499	0.9366819
phosphate + silicate	Pacific	(27.25,27.5]	0.8695502	0.8177124	0.9213880
phosphate + silicate	Pacific	(27.5,27.75]	0.8663657	0.8154791	0.9172523
phosphate + silicate	Pacific	(27.75,27.85]	0.9431492	0.9308228	0.9554756
phosphate + silicate	Pacific	(27.85,27.95]	0.9572569	0.9488045	0.9657093
phosphate + silicate	Pacific	(27.95,28.05]	0.9460789	0.9440622	0.9480955
phosphate + silicate	Pacific	(28.05,28.1]	0.9377340	0.9337822	0.9416859
phosphate + silicate	Pacific	(28.1, Inf]	0.8876157	0.8631604	0.9120711
sal + aou	Atlantic	(-Inf,26.5]	-0.3405701	-0.4035544	-0.2775858
sal + aou	Atlantic	(26.5,26.75]	-0.3544352	-0.4602940	-0.2485764
sal + aou	Atlantic	(26.75,27]	-0.1653238	-0.3359644	0.0053168
sal + aou	Atlantic	(27,27.25]	-0.1034310	-0.3524191	0.1455572
sal + aou	Atlantic	(27.25,27.5]	-0.3500095	-0.5099880	-0.1900309
sal + aou	Atlantic	(27.5,27.75]	-0.3580338	-0.3715810	-0.3444866
sal + aou	Atlantic	(27.75,27.85]	-0.1927478	-0.2375501	-0.1479455
sal + aou	Atlantic	(27.85,27.95]	-0.2171459	-0.3365894	-0.0977024
sal + aou	Atlantic	(27.95,28.05]	-0.3137857	-0.5256375	-0.1019340
sal + aou	Atlantic	(28.05,28.1]	-0.6616472	-0.6951596	-0.6281348
sal + aou	Atlantic	(28.1,28.15]	-0.7354081	-0.7838862	-0.6869299
sal + aou	Atlantic	(28.15,28.2]	-0.8519162	-0.9466559	-0.7571766
sal + aou	Atlantic	(28.2, Inf]	-0.7513950	-0.9157930	-0.5869970
sal + aou	Indian	(-Inf,26]	-0.6959472	-0.8362846	-0.5556097
sal + aou	Indian	(26,26.5]	-0.6188708	-0.7921855	-0.4455561
sal + aou	Indian	(26.5,26.75]	-0.1261781	-0.2510727	-0.0012836
sal + aou	Indian	(26.75,27]	0.4829200	0.3392553	0.6265847
sal + aou	Indian	(27,27.25]	0.8503667	0.8222821	0.8784514
sal + aou	Indian	(27.25,27.5]	0.9077540	0.8426913	0.9728168
sal + aou	Indian	(27.5,27.75]	0.9218135	0.8755229	0.9681041
sal + aou	Indian	(27.75,27.85]	0.9469998	0.9353180	0.9586816
sal + aou	Indian	(27.85,27.95]	0.8990986	0.8919201	0.9062771
sal + aou	Indian	(27.95,28.05]	0.6339144	0.5893059	0.6785230
sal + aou	Indian	(28.05,28.1]	0.0586515	-0.0491471	0.1664501
sal + aou	Indian	(28.1, Inf]	0.5731494	0.5657342	0.5805645
sal + aou	Pacific	(-Inf,26]	-0.1154307	-0.1159390	-0.1149224
sal + aou	Pacific	(26,26.5]	0.1474675	-0.1436924	0.4386274
sal + aou	Pacific	(26.5,26.75]	0.3285047	0.1442270	0.5127823
sal + aou	Pacific	(26.75,27]	0.0351066	-0.1663201	0.2365333
sal + aou	Pacific	(27,27.25]	-0.1769502	-0.2676728	-0.0862277
sal + aou	Pacific	(27.25,27.5]	0.1146422	0.0342603	0.1950242
sal + aou	Pacific	(27.5,27.75]	0.0002491	-0.0144744	0.0149726
sal + aou	Pacific	(27.75,27.85]	-0.2144308	-0.2430465	-0.1858152
sal + aou	Pacific	(27.85,27.95]	-0.3450855	-0.4264007	-0.2637703
sal + aou	Pacific	(27.95,28.05]	-0.5407290	-0.7712875	-0.3101706
sal + aou	Pacific	(28.05,28.1]	-0.5745755	-0.8855775	-0.2635735
sal + aou	Pacific	(28.1, Inf]	-0.2750803	-0.7181624	0.1680017
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5051090	-0.5385371	-0.4716809
sal + nitrate	Atlantic	(26.5,26.75]	-0.5689209	-0.6501362	-0.4877056
sal + nitrate	Atlantic	(26.75,27]	-0.5138801	-0.6014479	-0.4263124
sal + nitrate	Atlantic	(27,27.25]	-0.5673728	-0.6392178	-0.4955278
sal + nitrate	Atlantic	(27.25,27.5]	-0.7351609	-0.8004304	-0.6698915
sal + nitrate	Atlantic	(27.5,27.75]	-0.6940295	-0.7187234	-0.6693357
sal + nitrate	Atlantic	(27.75,27.85]	-0.5274327	-0.5758548	-0.4790106
sal + nitrate	Atlantic	(27.85,27.95]	-0.5046281	-0.6328941	-0.3763620
sal + nitrate	Atlantic	(27.95,28.05]	-0.5505241	-0.7679867	-0.3330615
sal + nitrate	Atlantic	(28.05,28.1]	-0.7801767	-0.8206219	-0.7397315
sal + nitrate	Atlantic	(28.1,28.15]	-0.8253942	-0.8366449	-0.8141434
sal + nitrate	Atlantic	(28.15,28.2]	-0.9191425	-0.9437874	-0.8944976
sal + nitrate	Atlantic	(28.2, Inf]	-0.9259246	-0.9498236	-0.9020256
sal + nitrate	Indian	(-Inf,26]	-0.7311153	-0.8512201	-0.6110104
sal + nitrate	Indian	(26,26.5]	-0.7252753	-0.8574409	-0.5931097
sal + nitrate	Indian	(26.5,26.75]	-0.3613544	-0.5285247	-0.1941842
sal + nitrate	Indian	(26.75,27]	0.1185780	-0.1148420	0.3519979
sal + nitrate	Indian	(27,27.25]	0.4561280	0.4269375	0.4853185
sal + nitrate	Indian	(27.25,27.5]	0.6436156	0.4901699	0.7970612
sal + nitrate	Indian	(27.5,27.75]	0.7411337	0.6450053	0.8372621
sal + nitrate	Indian	(27.75,27.85]	0.7254736	0.6538189	0.7971283
sal + nitrate	Indian	(27.85,27.95]	0.5819269	0.4944916	0.6693622
sal + nitrate	Indian	(27.95,28.05]	0.1188466	0.0322058	0.2054873
sal + nitrate	Indian	(28.05,28.1]	-0.3305965	-0.3364071	-0.3247858
sal + nitrate	Indian	(28.1, Inf]	-0.1713859	-0.2919660	-0.0508058
sal + nitrate	Pacific	(-Inf,26]	-0.4303865	-0.4941083	-0.3666647
sal + nitrate	Pacific	(26,26.5]	-0.2392603	-0.5528530	0.0743325
sal + nitrate	Pacific	(26.5,26.75]	-0.2050612	-0.4455596	0.0354373
sal + nitrate	Pacific	(26.75,27]	-0.3447372	-0.5009407	-0.1885337
sal + nitrate	Pacific	(27,27.25]	-0.2962376	-0.3935317	-0.1989435
sal + nitrate	Pacific	(27.25,27.5]	0.0989739	0.0025447	0.1954030
sal + nitrate	Pacific	(27.5,27.75]	0.0066012	0.0047858	0.0084165
sal + nitrate	Pacific	(27.75,27.85]	-0.2129341	-0.2352614	-0.1906069
sal + nitrate	Pacific	(27.85,27.95]	-0.3477873	-0.4497007	-0.2458739
sal + nitrate	Pacific	(27.95,28.05]	-0.5948555	-0.7936974	-0.3960136
sal + nitrate	Pacific	(28.05,28.1]	-0.6416906	-0.9162907	-0.3670906
sal + nitrate	Pacific	(28.1, Inf]	-0.3441525	-0.8234045	0.1350995
sal + oxygen	Atlantic	(-Inf,26.5]	-0.0421431	-0.0842641	-0.0000221
sal + oxygen	Atlantic	(26.5,26.75]	0.0671453	-0.0304082	0.1646988
sal + oxygen	Atlantic	(26.75,27]	-0.1146849	-0.3001094	0.0707396
sal + oxygen	Atlantic	(27,27.25]	-0.1673576	-0.4218885	0.0871732
sal + oxygen	Atlantic	(27.25,27.5]	0.0649750	-0.1428725	0.2728225
sal + oxygen	Atlantic	(27.5,27.75]	0.0512146	0.0501834	0.0522459
sal + oxygen	Atlantic	(27.75,27.85]	-0.0812274	-0.1155787	-0.0468762
sal + oxygen	Atlantic	(27.85,27.95]	0.0201883	-0.0826504	0.1230270
sal + oxygen	Atlantic	(27.95,28.05]	0.1472822	-0.0119834	0.3065478
sal + oxygen	Atlantic	(28.05,28.1]	0.5398897	0.4465182	0.6332612
sal + oxygen	Atlantic	(28.1,28.15]	0.6407814	0.5507365	0.7308263
sal + oxygen	Atlantic	(28.15,28.2]	0.7975188	0.6645919	0.9304456
sal + oxygen	Atlantic	(28.2, Inf]	0.6702125	0.4736482	0.8667768
sal + oxygen	Indian	(-Inf,26]	0.6875658	0.5367208	0.8384108
sal + oxygen	Indian	(26,26.5]	0.5673004	0.3839967	0.7506042
sal + oxygen	Indian	(26.5,26.75]	0.0454886	-0.0602027	0.1511800
sal + oxygen	Indian	(26.75,27]	-0.5722415	-0.6821761	-0.4623069
sal + oxygen	Indian	(27,27.25]	-0.8956362	-0.9270504	-0.8642220
sal + oxygen	Indian	(27.25,27.5]	-0.9340463	-0.9857184	-0.8823742
sal + oxygen	Indian	(27.5,27.75]	-0.9339248	-0.9667384	-0.9011111
sal + oxygen	Indian	(27.75,27.85]	-0.9536380	-0.9639494	-0.9433267
sal + oxygen	Indian	(27.85,27.95]	-0.9230694	-0.9252989	-0.9208399
sal + oxygen	Indian	(27.95,28.05]	-0.7217546	-0.7756791	-0.6678300
sal + oxygen	Indian	(28.05,28.1]	-0.1751618	-0.3223872	-0.0279364
sal + oxygen	Indian	(28.1, Inf]	-0.6926616	-0.6972080	-0.6881151
sal + oxygen	Pacific	(-Inf,26]	-0.3191499	-0.3663652	-0.2719346
sal + oxygen	Pacific	(26,26.5]	-0.3306492	-0.5721577	-0.0891407
sal + oxygen	Pacific	(26.5,26.75]	-0.5097145	-0.6491481	-0.3702809
sal + oxygen	Pacific	(26.75,27]	-0.2495873	-0.4540363	-0.0451383
sal + oxygen	Pacific	(27,27.25]	0.0687046	-0.0381503	0.1755595
sal + oxygen	Pacific	(27.25,27.5]	-0.1943358	-0.2864857	-0.1021858
sal + oxygen	Pacific	(27.5,27.75]	-0.0597567	-0.0608873	-0.0586261
sal + oxygen	Pacific	(27.75,27.85]	0.1630602	0.1355845	0.1905359
sal + oxygen	Pacific	(27.85,27.95]	0.2955650	0.1970433	0.3940867
sal + oxygen	Pacific	(27.95,28.05]	0.5035815	0.2377354	0.7694277
sal + oxygen	Pacific	(28.05,28.1]	0.5235981	0.1675727	0.8796234
sal + oxygen	Pacific	(28.1, Inf]	0.2202297	-0.2255187	0.6659782
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7072250	-0.7379668	-0.6764831
sal + phosphate	Atlantic	(26.5,26.75]	-0.7103128	-0.7703901	-0.6502356
sal + phosphate	Atlantic	(26.75,27]	-0.6529266	-0.7177335	-0.5881197
sal + phosphate	Atlantic	(27,27.25]	-0.6694883	-0.7265924	-0.6123841
sal + phosphate	Atlantic	(27.25,27.5]	-0.7813105	-0.8392061	-0.7234148
sal + phosphate	Atlantic	(27.5,27.75]	-0.7336063	-0.7514016	-0.7158109
sal + phosphate	Atlantic	(27.75,27.85]	-0.5711671	-0.6116328	-0.5307015
sal + phosphate	Atlantic	(27.85,27.95]	-0.5196696	-0.6437101	-0.3956291
sal + phosphate	Atlantic	(27.95,28.05]	-0.5549855	-0.7721087	-0.3378624
sal + phosphate	Atlantic	(28.05,28.1]	-0.7950034	-0.8308186	-0.7591882
sal + phosphate	Atlantic	(28.1,28.15]	-0.8446410	-0.8468081	-0.8424740
sal + phosphate	Atlantic	(28.15,28.2]	-0.9240059	-0.9480816	-0.8999301
sal + phosphate	Atlantic	(28.2, Inf]	-0.9360198	-0.9633732	-0.9086663
sal + phosphate	Indian	(-Inf,26]	-0.6883863	-0.8409778	-0.5357948
sal + phosphate	Indian	(26,26.5]	-0.6548790	-0.8499037	-0.4598544
sal + phosphate	Indian	(26.5,26.75]	-0.2852470	-0.5176396	-0.0528545
sal + phosphate	Indian	(26.75,27]	0.2046968	-0.0866057	0.4959994
sal + phosphate	Indian	(27,27.25]	0.5917284	0.4708176	0.7126392
sal + phosphate	Indian	(27.25,27.5]	0.7846847	0.7340676	0.8353018
sal + phosphate	Indian	(27.5,27.75]	0.8549274	0.8148259	0.8950289
sal + phosphate	Indian	(27.75,27.85]	0.8372040	0.7799763	0.8944318
sal + phosphate	Indian	(27.85,27.95]	0.6523489	0.5535607	0.7511371
sal + phosphate	Indian	(27.95,28.05]	0.1851156	0.0897783	0.2804530
sal + phosphate	Indian	(28.05,28.1]	-0.2928582	-0.3031226	-0.2825939
sal + phosphate	Indian	(28.1, Inf]	-0.1514078	-0.2748189	-0.0279966
sal + phosphate	Pacific	(-Inf,26]	-0.3087899	-0.3719102	-0.2456695
sal + phosphate	Pacific	(26,26.5]	-0.1899768	-0.4775287	0.0975752
sal + phosphate	Pacific	(26.5,26.75]	-0.1775064	-0.4118910	0.0568782
sal + phosphate	Pacific	(26.75,27]	-0.3593315	-0.5137496	-0.2049133
sal + phosphate	Pacific	(27,27.25]	-0.3038524	-0.3972529	-0.2104519
sal + phosphate	Pacific	(27.25,27.5]	0.0819990	-0.0066671	0.1706651
sal + phosphate	Pacific	(27.5,27.75]	0.0106450	0.0088730	0.0124171
sal + phosphate	Pacific	(27.75,27.85]	-0.2055869	-0.2287478	-0.1824261
sal + phosphate	Pacific	(27.85,27.95]	-0.3698068	-0.4512944	-0.2883192
sal + phosphate	Pacific	(27.95,28.05]	-0.6156796	-0.7999467	-0.4314125
sal + phosphate	Pacific	(28.05,28.1]	-0.6785398	-0.9186154	-0.4384643
sal + phosphate	Pacific	(28.1, Inf]	-0.4210991	-0.8248922	-0.0173061
sal + silicate	Atlantic	(-Inf,26.5]	-0.7369390	-0.7514398	-0.7224382
sal + silicate	Atlantic	(26.5,26.75]	-0.6669211	-0.7328322	-0.6010100
sal + silicate	Atlantic	(26.75,27]	-0.5745758	-0.6637186	-0.4854330
sal + silicate	Atlantic	(27,27.25]	-0.6319045	-0.6977699	-0.5660391
sal + silicate	Atlantic	(27.25,27.5]	-0.8035326	-0.8377033	-0.7693618
sal + silicate	Atlantic	(27.5,27.75]	-0.7689164	-0.7738763	-0.7639565
sal + silicate	Atlantic	(27.75,27.85]	-0.6150842	-0.6252652	-0.6049031
sal + silicate	Atlantic	(27.85,27.95]	-0.6221396	-0.7186626	-0.5256166
sal + silicate	Atlantic	(27.95,28.05]	-0.6112537	-0.7934889	-0.4290185
sal + silicate	Atlantic	(28.05,28.1]	-0.8145750	-0.8233766	-0.8057733
sal + silicate	Atlantic	(28.1,28.15]	-0.8527903	-0.8740730	-0.8315077
sal + silicate	Atlantic	(28.15,28.2]	-0.8998188	-0.9545167	-0.8451209
sal + silicate	Atlantic	(28.2, Inf]	-0.9116452	-0.9777482	-0.8455421
sal + silicate	Indian	(-Inf,26]	-0.8081901	-0.8767033	-0.7396768
sal + silicate	Indian	(26,26.5]	-0.7467493	-0.8553647	-0.6381338
sal + silicate	Indian	(26.5,26.75]	-0.2576399	-0.3262336	-0.1890461
sal + silicate	Indian	(26.75,27]	0.3713183	0.2307537	0.5118829
sal + silicate	Indian	(27,27.25]	0.6288720	0.6140107	0.6437332
sal + silicate	Indian	(27.25,27.5]	0.6622376	0.5202903	0.8041849
sal + silicate	Indian	(27.5,27.75]	0.6922690	0.5327913	0.8517468
sal + silicate	Indian	(27.75,27.85]	0.8123423	0.7932853	0.8313994
sal + silicate	Indian	(27.85,27.95]	0.6919689	0.6228630	0.7610749
sal + silicate	Indian	(27.95,28.05]	0.3339876	0.2861582	0.3818170
sal + silicate	Indian	(28.05,28.1]	-0.1445061	-0.2068736	-0.0821386
sal + silicate	Indian	(28.1, Inf]	-0.1994956	-0.2160092	-0.1829820
sal + silicate	Pacific	(-Inf,26]	-0.6821702	-0.7069402	-0.6574002
sal + silicate	Pacific	(26,26.5]	-0.6513250	-0.7514790	-0.5511711
sal + silicate	Pacific	(26.5,26.75]	-0.7336519	-0.7730436	-0.6942603
sal + silicate	Pacific	(26.75,27]	-0.7681119	-0.7713155	-0.7649083
sal + silicate	Pacific	(27,27.25]	-0.5856865	-0.5980758	-0.5732971
sal + silicate	Pacific	(27.25,27.5]	-0.2263004	-0.2410391	-0.2115616
sal + silicate	Pacific	(27.5,27.75]	-0.1288556	-0.2125295	-0.0451817
sal + silicate	Pacific	(27.75,27.85]	-0.2534979	-0.2741436	-0.2328521
sal + silicate	Pacific	(27.85,27.95]	-0.3589042	-0.4169758	-0.3008325
sal + silicate	Pacific	(27.95,28.05]	-0.5074223	-0.6747428	-0.3401018
sal + silicate	Pacific	(28.05,28.1]	-0.6001321	-0.8203913	-0.3798729
sal + silicate	Pacific	(28.1, Inf]	-0.3611696	-0.8491933	0.1268540
sal + temp	Atlantic	(-Inf,26.5]	0.8554383	0.8432194	0.8676572
sal + temp	Atlantic	(26.5,26.75]	0.9795176	0.9730597	0.9859755
sal + temp	Atlantic	(26.75,27]	0.9735465	0.9729432	0.9741497
sal + temp	Atlantic	(27,27.25]	0.9766296	0.9744586	0.9788006
sal + temp	Atlantic	(27.25,27.5]	0.9774859	0.9768521	0.9781197
sal + temp	Atlantic	(27.5,27.75]	0.9605115	0.9583919	0.9626310
sal + temp	Atlantic	(27.75,27.85]	0.9752887	0.9751214	0.9754560
sal + temp	Atlantic	(27.85,27.95]	0.9530397	0.9514542	0.9546251
sal + temp	Atlantic	(27.95,28.05]	0.9014207	0.8624782	0.9403631
sal + temp	Atlantic	(28.05,28.1]	0.9498925	0.9405599	0.9592252
sal + temp	Atlantic	(28.1,28.15]	0.9375109	0.9363479	0.9386739
sal + temp	Atlantic	(28.15,28.2]	0.7726921	0.6746970	0.8706872
sal + temp	Atlantic	(28.2, Inf]	0.3908949	0.2560408	0.5257489
sal + temp	Indian	(-Inf,26]	0.2583190	0.1720211	0.3446169
sal + temp	Indian	(26,26.5]	0.8649015	0.8468300	0.8829731
sal + temp	Indian	(26.5,26.75]	0.9565079	0.9476431	0.9653727
sal + temp	Indian	(26.75,27]	0.9704037	0.9619474	0.9788601
sal + temp	Indian	(27,27.25]	0.9626161	0.9600937	0.9651384
sal + temp	Indian	(27.25,27.5]	0.9485260	0.9354303	0.9616217
sal + temp	Indian	(27.5,27.75]	0.9072763	0.8774274	0.9371253
sal + temp	Indian	(27.75,27.85]	0.9341653	0.9212659	0.9470647
sal + temp	Indian	(27.85,27.95]	0.9320539	0.9189911	0.9451167
sal + temp	Indian	(27.95,28.05]	0.9341896	0.9125506	0.9558287
sal + temp	Indian	(28.05,28.1]	0.9075164	0.8703790	0.9446537
sal + temp	Indian	(28.1, Inf]	0.9258711	0.9194295	0.9323127
sal + temp	Pacific	(-Inf,26]	0.7733610	0.7674363	0.7792858
sal + temp	Pacific	(26,26.5]	0.9520152	0.9501750	0.9538554
sal + temp	Pacific	(26.5,26.75]	0.9795012	0.9786529	0.9803495
sal + temp	Pacific	(26.75,27]	0.9791100	0.9761608	0.9820593
sal + temp	Pacific	(27,27.25]	0.9475856	0.9396282	0.9555430
sal + temp	Pacific	(27.25,27.5]	0.8362378	0.8010621	0.8714134
sal + temp	Pacific	(27.5,27.75]	0.6171724	0.5453088	0.6890360
sal + temp	Pacific	(27.75,27.85]	0.7684024	0.7546129	0.7821919
sal + temp	Pacific	(27.85,27.95]	0.6533706	0.5907438	0.7159973
sal + temp	Pacific	(27.95,28.05]	0.4593232	0.2523319	0.6663144
sal + temp	Pacific	(28.05,28.1]	0.4146704	0.1486433	0.6806975
sal + temp	Pacific	(28.1, Inf]	0.0468302	-0.2865755	0.3802358
temp + aou	Atlantic	(-Inf,26.5]	-0.3946748	-0.4610770	-0.3282725
temp + aou	Atlantic	(26.5,26.75]	-0.3178792	-0.4005400	-0.2352184
temp + aou	Atlantic	(26.75,27]	-0.1145761	-0.2759771	0.0468249
temp + aou	Atlantic	(27,27.25]	-0.0264844	-0.2485892	0.1956203
temp + aou	Atlantic	(27.25,27.5]	-0.3003319	-0.4645767	-0.1360871
temp + aou	Atlantic	(27.5,27.75]	-0.3112425	-0.3360966	-0.2863883
temp + aou	Atlantic	(27.75,27.85]	-0.1403703	-0.2068289	-0.0739117
temp + aou	Atlantic	(27.85,27.95]	-0.1376226	-0.2724381	-0.0028071
temp + aou	Atlantic	(27.95,28.05]	-0.3300699	-0.4257569	-0.2343830
temp + aou	Atlantic	(28.05,28.1]	-0.5344994	-0.6075857	-0.4614131
temp + aou	Atlantic	(28.1,28.15]	-0.5086769	-0.5704922	-0.4468616
temp + aou	Atlantic	(28.15,28.2]	-0.4625987	-0.6925497	-0.2326477
temp + aou	Atlantic	(28.2, Inf]	0.0048347	-0.3882873	0.3979568
temp + aou	Indian	(-Inf,26]	-0.3926293	-0.4743054	-0.3109532
temp + aou	Indian	(26,26.5]	-0.4787634	-0.5623986	-0.3951283
temp + aou	Indian	(26.5,26.75]	-0.0801709	-0.1729276	0.0125859
temp + aou	Indian	(26.75,27]	0.3803238	0.2165548	0.5440928
temp + aou	Indian	(27,27.25]	0.7640134	0.7589225	0.7691043
temp + aou	Indian	(27.25,27.5]	0.8512686	0.8394184	0.8631187
temp + aou	Indian	(27.5,27.75]	0.8880698	0.8829832	0.8931564
temp + aou	Indian	(27.75,27.85]	0.9307265	0.9196961	0.9417569
temp + aou	Indian	(27.85,27.95]	0.8792740	0.8678267	0.8907213
temp + aou	Indian	(27.95,28.05]	0.6809094	0.6201191	0.7416996
temp + aou	Indian	(28.05,28.1]	0.3320065	0.2705742	0.3934388
temp + aou	Indian	(28.1, Inf]	0.7611485	0.7396708	0.7826261
temp + aou	Pacific	(-Inf,26]	-0.2900081	-0.2952007	-0.2848154
temp + aou	Pacific	(26,26.5]	0.0668806	-0.1877103	0.3214714
temp + aou	Pacific	(26.5,26.75]	0.3440764	0.1864243	0.5017285
temp + aou	Pacific	(26.75,27]	0.0275521	-0.1497325	0.2048366
temp + aou	Pacific	(27,27.25]	-0.2171905	-0.2867972	-0.1475837
temp + aou	Pacific	(27.25,27.5]	0.0556263	-0.0572521	0.1685047
temp + aou	Pacific	(27.5,27.75]	0.0457906	0.0357838	0.0557974
temp + aou	Pacific	(27.75,27.85]	-0.0422616	-0.0979843	0.0134611
temp + aou	Pacific	(27.85,27.95]	0.0041846	-0.1077513	0.1161205
temp + aou	Pacific	(27.95,28.05]	-0.0088009	-0.2417095	0.2241076
temp + aou	Pacific	(28.05,28.1]	0.1411598	-0.1484071	0.4307268
temp + aou	Pacific	(28.1, Inf]	0.8249166	0.7939466	0.8558865
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5439791	-0.5661809	-0.5217774
temp + nitrate	Atlantic	(26.5,26.75]	-0.5280783	-0.5871202	-0.4690364
temp + nitrate	Atlantic	(26.75,27]	-0.4463429	-0.5334186	-0.3592672
temp + nitrate	Atlantic	(27,27.25]	-0.4865746	-0.5334265	-0.4397228
temp + nitrate	Atlantic	(27.25,27.5]	-0.6853887	-0.7590979	-0.6116794
temp + nitrate	Atlantic	(27.5,27.75]	-0.6459680	-0.6846292	-0.6073068
temp + nitrate	Atlantic	(27.75,27.85]	-0.4935759	-0.5680815	-0.4190703
temp + nitrate	Atlantic	(27.85,27.95]	-0.4397903	-0.5903617	-0.2892190
temp + nitrate	Atlantic	(27.95,28.05]	-0.5402000	-0.6922220	-0.3881780
temp + nitrate	Atlantic	(28.05,28.1]	-0.6722714	-0.6984240	-0.6461189
temp + nitrate	Atlantic	(28.1,28.15]	-0.6291360	-0.6451712	-0.6131007
temp + nitrate	Atlantic	(28.15,28.2]	-0.5413450	-0.6863953	-0.3962946
temp + nitrate	Atlantic	(28.2, Inf]	-0.1481522	-0.3553640	0.0590595
temp + nitrate	Indian	(-Inf,26]	-0.4323787	-0.5046648	-0.3600926
temp + nitrate	Indian	(26,26.5]	-0.5915058	-0.6461347	-0.5368769
temp + nitrate	Indian	(26.5,26.75]	-0.3197190	-0.4582315	-0.1812066
temp + nitrate	Indian	(26.75,27]	0.0040073	-0.2400244	0.2480389
temp + nitrate	Indian	(27,27.25]	0.3097779	0.2263783	0.3931776
temp + nitrate	Indian	(27.25,27.5]	0.5164526	0.4551710	0.5777342
temp + nitrate	Indian	(27.5,27.75]	0.6879666	0.6547344	0.7211987
temp + nitrate	Indian	(27.75,27.85]	0.7282245	0.6741913	0.7822576
temp + nitrate	Indian	(27.85,27.95]	0.5660554	0.5160620	0.6160489
temp + nitrate	Indian	(27.95,28.05]	0.1997219	0.1350030	0.2644407
temp + nitrate	Indian	(28.05,28.1]	-0.0324162	-0.0927673	0.0279349
temp + nitrate	Indian	(28.1, Inf]	0.0651659	-0.0841666	0.2144985
temp + nitrate	Pacific	(-Inf,26]	-0.5534681	-0.6129909	-0.4939453
temp + nitrate	Pacific	(26,26.5]	-0.3412452	-0.6112049	-0.0712856
temp + nitrate	Pacific	(26.5,26.75]	-0.2101455	-0.4293456	0.0090546
temp + nitrate	Pacific	(26.75,27]	-0.3694331	-0.5076905	-0.2311757
temp + nitrate	Pacific	(27,27.25]	-0.3635827	-0.4416374	-0.2855279
temp + nitrate	Pacific	(27.25,27.5]	-0.0072298	-0.1339960	0.1195363
temp + nitrate	Pacific	(27.5,27.75]	0.0354320	0.0058610	0.0650030
temp + nitrate	Pacific	(27.75,27.85]	-0.0470618	-0.0927074	-0.0014162
temp + nitrate	Pacific	(27.85,27.95]	0.0008121	-0.1324529	0.1340771
temp + nitrate	Pacific	(27.95,28.05]	-0.0663865	-0.2630549	0.1302819
temp + nitrate	Pacific	(28.05,28.1]	0.0665173	-0.1930539	0.3260885
temp + nitrate	Pacific	(28.1, Inf]	0.6645008	0.6631095	0.6658922
temp + oxygen	Atlantic	(-Inf,26.5]	-0.0294539	-0.0744381	0.0155303
temp + oxygen	Atlantic	(26.5,26.75]	0.0156020	-0.0514040	0.0826081
temp + oxygen	Atlantic	(26.75,27]	-0.1779176	-0.3529009	-0.0029342
temp + oxygen	Atlantic	(27,27.25]	-0.2518408	-0.4747930	-0.0288885
temp + oxygen	Atlantic	(27.25,27.5]	0.0062123	-0.2042809	0.2167054
temp + oxygen	Atlantic	(27.5,27.75]	-0.0122364	-0.0222282	-0.0022445
temp + oxygen	Atlantic	(27.75,27.85]	-0.1428559	-0.1966030	-0.0891087
temp + oxygen	Atlantic	(27.85,27.95]	-0.0714370	-0.1861296	0.0432556
temp + oxygen	Atlantic	(27.95,28.05]	0.1410560	0.1022532	0.1798588
temp + oxygen	Atlantic	(28.05,28.1]	0.3925711	0.2539066	0.5312356
temp + oxygen	Atlantic	(28.1,28.15]	0.3920908	0.2833575	0.5008242
temp + oxygen	Atlantic	(28.15,28.2]	0.3691681	0.0817750	0.6565612
temp + oxygen	Atlantic	(28.2, Inf]	-0.1548396	-0.5468653	0.2371860
temp + oxygen	Indian	(-Inf,26]	0.2977409	0.2146174	0.3808644
temp + oxygen	Indian	(26,26.5]	0.4095158	0.3234190	0.4956126
temp + oxygen	Indian	(26.5,26.75]	-0.0040261	-0.0772081	0.0691560
temp + oxygen	Indian	(26.75,27]	-0.4775774	-0.6080443	-0.3471104
temp + oxygen	Indian	(27,27.25]	-0.8276907	-0.8312051	-0.8241763
temp + oxygen	Indian	(27.25,27.5]	-0.8966732	-0.9049165	-0.8884300
temp + oxygen	Indian	(27.5,27.75]	-0.9244663	-0.9269045	-0.9220281
temp + oxygen	Indian	(27.75,27.85]	-0.9552691	-0.9610658	-0.9494725
temp + oxygen	Indian	(27.85,27.95]	-0.9218978	-0.9341099	-0.9096858
temp + oxygen	Indian	(27.95,28.05]	-0.7740012	-0.8378930	-0.7101094
temp + oxygen	Indian	(28.05,28.1]	-0.4440135	-0.5387318	-0.3492951
temp + oxygen	Indian	(28.1, Inf]	-0.8565495	-0.8650317	-0.8480672
temp + oxygen	Pacific	(-Inf,26]	-0.2338693	-0.3007905	-0.1669481
temp + oxygen	Pacific	(26,26.5]	-0.2637364	-0.4714078	-0.0560651
temp + oxygen	Pacific	(26.5,26.75]	-0.5304253	-0.6445801	-0.4162704
temp + oxygen	Pacific	(26.75,27]	-0.2483687	-0.4294772	-0.0672601
temp + oxygen	Pacific	(27,27.25]	0.1041036	0.0187239	0.1894833
temp + oxygen	Pacific	(27.25,27.5]	-0.1502568	-0.2741184	-0.0263952
temp + oxygen	Pacific	(27.5,27.75]	-0.1376415	-0.1621662	-0.1131168
temp + oxygen	Pacific	(27.75,27.85]	-0.0244813	-0.0789501	0.0299875
temp + oxygen	Pacific	(27.85,27.95]	-0.0760901	-0.2023115	0.0501313
temp + oxygen	Pacific	(27.95,28.05]	-0.0610183	-0.3170072	0.1949707
temp + oxygen	Pacific	(28.05,28.1]	-0.1994137	-0.5206787	0.1218512
temp + oxygen	Pacific	(28.1, Inf]	-0.8736800	-0.9097551	-0.8376049
temp + phosphate	Atlantic	(-Inf,26.5]	-0.6263412	-0.6285264	-0.6241560
temp + phosphate	Atlantic	(26.5,26.75]	-0.6650614	-0.7033495	-0.6267732
temp + phosphate	Atlantic	(26.75,27]	-0.5822435	-0.6487766	-0.5157104
temp + phosphate	Atlantic	(27,27.25]	-0.5891978	-0.6254894	-0.5529063
temp + phosphate	Atlantic	(27.25,27.5]	-0.7352211	-0.8009376	-0.6695045
temp + phosphate	Atlantic	(27.5,27.75]	-0.6866936	-0.7177264	-0.6556607
temp + phosphate	Atlantic	(27.75,27.85]	-0.5381809	-0.6043204	-0.4720413
temp + phosphate	Atlantic	(27.85,27.95]	-0.4566411	-0.6026451	-0.3106370
temp + phosphate	Atlantic	(27.95,28.05]	-0.5482799	-0.6991202	-0.3974395
temp + phosphate	Atlantic	(28.05,28.1]	-0.6882045	-0.7121531	-0.6642559
temp + phosphate	Atlantic	(28.1,28.15]	-0.6586941	-0.6602837	-0.6571044
temp + phosphate	Atlantic	(28.15,28.2]	-0.5522949	-0.6951996	-0.4093901
temp + phosphate	Atlantic	(28.2, Inf]	-0.1745197	-0.3915755	0.0425361
temp + phosphate	Indian	(-Inf,26]	-0.4092727	-0.4593629	-0.3591824
temp + phosphate	Indian	(26,26.5]	-0.5355988	-0.6456492	-0.4255484
temp + phosphate	Indian	(26.5,26.75]	-0.2499225	-0.4456419	-0.0542031
temp + phosphate	Indian	(26.75,27]	0.0832879	-0.2099456	0.3765214
temp + phosphate	Indian	(27,27.25]	0.4413127	0.2765179	0.6061075
temp + phosphate	Indian	(27.25,27.5]	0.6594173	0.6305395	0.6882951
temp + phosphate	Indian	(27.5,27.75]	0.7960123	0.7921800	0.7998446
temp + phosphate	Indian	(27.75,27.85]	0.7887874	0.7351027	0.8424722
temp + phosphate	Indian	(27.85,27.95]	0.5915539	0.5297464	0.6533613
temp + phosphate	Indian	(27.95,28.05]	0.2508717	0.1838021	0.3179413
temp + phosphate	Indian	(28.05,28.1]	0.0053171	-0.0555842	0.0662184
temp + phosphate	Indian	(28.1, Inf]	0.0892703	-0.0613431	0.2398836
temp + phosphate	Pacific	(-Inf,26]	-0.4448129	-0.5021585	-0.3874673
temp + phosphate	Pacific	(26,26.5]	-0.2898638	-0.5374568	-0.0422708
temp + phosphate	Pacific	(26.5,26.75]	-0.1866824	-0.4017610	0.0283962
temp + phosphate	Pacific	(26.75,27]	-0.3824278	-0.5156589	-0.2491966
temp + phosphate	Pacific	(27,27.25]	-0.3634298	-0.4374956	-0.2893640
temp + phosphate	Pacific	(27.25,27.5]	-0.0173152	-0.1356268	0.1009965
temp + phosphate	Pacific	(27.5,27.75]	0.0440899	0.0152465	0.0729333
temp + phosphate	Pacific	(27.75,27.85]	-0.0447495	-0.0912525	0.0017534
temp + phosphate	Pacific	(27.85,27.95]	-0.0230872	-0.1319930	0.0858186
temp + phosphate	Pacific	(27.95,28.05]	-0.0863360	-0.2668016	0.0941295
temp + phosphate	Pacific	(28.05,28.1]	0.0382754	-0.1608970	0.2374478
temp + phosphate	Pacific	(28.1, Inf]	0.6124542	0.5634580	0.6614504
temp + silicate	Atlantic	(-Inf,26.5]	-0.6143346	-0.6293440	-0.5993251
temp + silicate	Atlantic	(26.5,26.75]	-0.6465089	-0.6976765	-0.5953413
temp + silicate	Atlantic	(26.75,27]	-0.5411527	-0.6279664	-0.4543390
temp + silicate	Atlantic	(27,27.25]	-0.5893391	-0.6277326	-0.5509456
temp + silicate	Atlantic	(27.25,27.5]	-0.7979102	-0.8370714	-0.7587489
temp + silicate	Atlantic	(27.5,27.75]	-0.7729218	-0.7922177	-0.7536259
temp + silicate	Atlantic	(27.75,27.85]	-0.6221535	-0.6575717	-0.5867353
temp + silicate	Atlantic	(27.85,27.95]	-0.5876765	-0.7057681	-0.4695850
temp + silicate	Atlantic	(27.95,28.05]	-0.6347073	-0.7321095	-0.5373052
temp + silicate	Atlantic	(28.05,28.1]	-0.7154870	-0.7311506	-0.6998235
temp + silicate	Atlantic	(28.1,28.15]	-0.6680686	-0.6992071	-0.6369301
temp + silicate	Atlantic	(28.15,28.2]	-0.5170267	-0.7115364	-0.3225170
temp + silicate	Atlantic	(28.2, Inf]	-0.1620808	-0.4350569	0.1108952
temp + silicate	Indian	(-Inf,26]	-0.5119731	-0.5940730	-0.4298733
temp + silicate	Indian	(26,26.5]	-0.5916289	-0.6122157	-0.5710421
temp + silicate	Indian	(26.5,26.75]	-0.2007090	-0.2395086	-0.1619095
temp + silicate	Indian	(26.75,27]	0.2706892	0.1112681	0.4301104
temp + silicate	Indian	(27,27.25]	0.4970022	0.4675757	0.5264287
temp + silicate	Indian	(27.25,27.5]	0.5346206	0.4694986	0.5997426
temp + silicate	Indian	(27.5,27.75]	0.5478886	0.4693741	0.6264031
temp + silicate	Indian	(27.75,27.85]	0.6927082	0.6282578	0.7571587
temp + silicate	Indian	(27.85,27.95]	0.5629520	0.5003626	0.6255415
temp + silicate	Indian	(27.95,28.05]	0.3187898	0.2933068	0.3442728
temp + silicate	Indian	(28.05,28.1]	0.1381319	0.1295268	0.1467369
temp + silicate	Indian	(28.1, Inf]	-0.0364263	-0.1000383	0.0271857
temp + silicate	Pacific	(-Inf,26]	-0.6686249	-0.6852320	-0.6520179
temp + silicate	Pacific	(26,26.5]	-0.7189133	-0.7801613	-0.6576653
temp + silicate	Pacific	(26.5,26.75]	-0.7271461	-0.7524426	-0.7018496
temp + silicate	Pacific	(26.75,27]	-0.7651753	-0.7789703	-0.7513803
temp + silicate	Pacific	(27,27.25]	-0.6122980	-0.6401785	-0.5844175
temp + silicate	Pacific	(27.25,27.5]	-0.3260379	-0.3493333	-0.3027425
temp + silicate	Pacific	(27.5,27.75]	-0.2714533	-0.3308462	-0.2120604
temp + silicate	Pacific	(27.75,27.85]	-0.1749660	-0.2155018	-0.1344303
temp + silicate	Pacific	(27.85,27.95]	-0.1469538	-0.2415842	-0.0523234
temp + silicate	Pacific	(27.95,28.05]	-0.1862388	-0.4182097	0.0457320
temp + silicate	Pacific	(28.05,28.1]	0.0288247	-0.1899200	0.2475695
temp + silicate	Pacific	(28.1, Inf]	0.6164425	0.4551521	0.7777329

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
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26.5]	0.3408361	0.2489049	0.4327672
aou	Atlantic	(26.5,26.75]	-0.3123824	-0.4336149	-0.1911498
aou	Atlantic	(26.75,27]	-0.2960957	-0.4445339	-0.1476574
aou	Atlantic	(27,27.25]	-0.3561828	-0.5426541	-0.1697115
aou	Atlantic	(27.25,27.5]	-0.6207628	-0.6947727	-0.5467528
aou	Atlantic	(27.5,27.75]	-0.7631540	-0.7785674	-0.7477406
aou	Atlantic	(27.75,27.85]	-0.8327630	-0.8398235	-0.8257025
aou	Atlantic	(27.85,27.95]	-0.8868065	-0.8936208	-0.8799922
aou	Atlantic	(27.95,28.05]	-0.8701420	-0.8851315	-0.8551526
aou	Atlantic	(28.05,28.1]	-0.8428591	-0.8432494	-0.8424688
aou	Atlantic	(28.1,28.15]	-0.8689319	-0.8711942	-0.8666696
aou	Atlantic	(28.15,28.2]	-0.9335740	-0.9643439	-0.9028042
aou	Atlantic	(28.2, Inf]	-0.8432160	-0.9396030	-0.7468290
aou	Indian	(-Inf,26]	-0.6691800	-0.7178513	-0.6205088
aou	Indian	(26,26.5]	-0.9341653	-0.9535485	-0.9147820
aou	Indian	(26.5,26.75]	-0.8122185	-0.9200180	-0.7044190
aou	Indian	(26.75,27]	-0.4958354	-0.6174333	-0.3742376
aou	Indian	(27,27.25]	0.0880797	-0.1492071	0.3253666
aou	Indian	(27.25,27.5]	0.5112511	0.4357786	0.5867237
aou	Indian	(27.5,27.75]	0.4194107	0.2559190	0.5829024
aou	Indian	(27.75,27.85]	0.1118863	-0.1482588	0.3720313
aou	Indian	(27.85,27.95]	0.1400454	-0.1184220	0.3985127
aou	Indian	(27.95,28.05]	0.0001688	-0.1889421	0.1892797
aou	Indian	(28.05,28.1]	0.0421185	0.0062741	0.0779629
aou	Indian	(28.1, Inf]	0.3191163	0.1986403	0.4395923
aou	Pacific	(-Inf,26]	0.1100147	0.0979990	0.1220304
aou	Pacific	(26,26.5]	-0.4560841	-0.5619742	-0.3501941
aou	Pacific	(26.5,26.75]	-0.1700334	-0.1980612	-0.1420056
aou	Pacific	(26.75,27]	-0.3664149	-0.4656467	-0.2671831
aou	Pacific	(27,27.25]	0.1778808	0.1574433	0.1983183
aou	Pacific	(27.25,27.5]	0.5914111	0.5182194	0.6646027
aou	Pacific	(27.5,27.75]	0.7270735	0.6703729	0.7837741
aou	Pacific	(27.75,27.85]	0.7999099	0.7812027	0.8186172
aou	Pacific	(27.85,27.95]	0.7645310	0.7308269	0.7982350
aou	Pacific	(27.95,28.05]	0.5372645	0.5093881	0.5651410
aou	Pacific	(28.05,28.1]	0.3350726	0.2993967	0.3707484
aou	Pacific	(28.1, Inf]	0.4112153	0.2949114	0.5275192
nitrate	Atlantic	(-Inf,26.5]	0.1677096	0.0632076	0.2722116
nitrate	Atlantic	(26.5,26.75]	-0.5157291	-0.6185029	-0.4129552
nitrate	Atlantic	(26.75,27]	-0.6456237	-0.6968886	-0.5943587
nitrate	Atlantic	(27,27.25]	-0.7905969	-0.8212182	-0.7599756
nitrate	Atlantic	(27.25,27.5]	-0.9218984	-0.9247388	-0.9190581
nitrate	Atlantic	(27.5,27.75]	-0.9575186	-0.9603587	-0.9546786
nitrate	Atlantic	(27.75,27.85]	-0.9587775	-0.9631152	-0.9544397
nitrate	Atlantic	(27.85,27.95]	-0.9356574	-0.9481840	-0.9231308
nitrate	Atlantic	(27.95,28.05]	-0.9130554	-0.9286392	-0.8974716
nitrate	Atlantic	(28.05,28.1]	-0.8948668	-0.9107553	-0.8789782
nitrate	Atlantic	(28.1,28.15]	-0.9082606	-0.9194680	-0.8970533
nitrate	Atlantic	(28.15,28.2]	-0.9699122	-0.9701399	-0.9696845
nitrate	Atlantic	(28.2, Inf]	-0.9574632	-0.9639950	-0.9509314
nitrate	Indian	(-Inf,26]	-0.6642696	-0.7009938	-0.6275454
nitrate	Indian	(26,26.5]	-0.9351747	-0.9511445	-0.9192049
nitrate	Indian	(26.5,26.75]	-0.9051944	-0.9437196	-0.8666692
nitrate	Indian	(26.75,27]	-0.7426275	-0.7668245	-0.7184305
nitrate	Indian	(27,27.25]	-0.2875088	-0.3464743	-0.2285433
nitrate	Indian	(27.25,27.5]	0.3335470	0.3041300	0.3629641
nitrate	Indian	(27.5,27.75]	0.3761548	0.2577280	0.4945816
nitrate	Indian	(27.75,27.85]	-0.0167882	-0.2119405	0.1783641
nitrate	Indian	(27.85,27.95]	-0.1022293	-0.2381717	0.0337131
nitrate	Indian	(27.95,28.05]	-0.3168904	-0.3699294	-0.2638514
nitrate	Indian	(28.05,28.1]	-0.1905096	-0.2087605	-0.1722587
nitrate	Indian	(28.1, Inf]	-0.1092881	-0.1290409	-0.0895352
nitrate	Pacific	(-Inf,26]	0.0184390	-0.0170937	0.0539717
nitrate	Pacific	(26,26.5]	-0.6386105	-0.7769995	-0.5002216
nitrate	Pacific	(26.5,26.75]	-0.5632091	-0.6590787	-0.4673395
nitrate	Pacific	(26.75,27]	-0.5819970	-0.6773816	-0.4866124
nitrate	Pacific	(27,27.25]	0.1368897	0.1367231	0.1370564
nitrate	Pacific	(27.25,27.5]	0.5094160	0.4103884	0.6084436
nitrate	Pacific	(27.5,27.75]	0.6436924	0.5643834	0.7230014
nitrate	Pacific	(27.75,27.85]	0.7496514	0.7170883	0.7822145
nitrate	Pacific	(27.85,27.95]	0.7223028	0.6801664	0.7644391
nitrate	Pacific	(27.95,28.05]	0.4904322	0.4609746	0.5198898
nitrate	Pacific	(28.05,28.1]	0.2912203	0.2677207	0.3147199
nitrate	Pacific	(28.1, Inf]	0.3466801	0.2185806	0.4747797
oxygen	Atlantic	(-Inf,26.5]	-0.2828979	-0.3640102	-0.2017857
oxygen	Atlantic	(26.5,26.75]	0.1625862	0.0528798	0.2722926
oxygen	Atlantic	(26.75,27]	0.1138970	-0.0457907	0.2735847
oxygen	Atlantic	(27,27.25]	0.1504922	-0.0696592	0.3706436
oxygen	Atlantic	(27.25,27.5]	0.3958777	0.2850890	0.5066663
oxygen	Atlantic	(27.5,27.75]	0.5560434	0.5258045	0.5862823
oxygen	Atlantic	(27.75,27.85]	0.6676077	0.6478520	0.6873635
oxygen	Atlantic	(27.85,27.95]	0.8068899	0.7808382	0.8329415
oxygen	Atlantic	(27.95,28.05]	0.8129768	0.7487783	0.8771752
oxygen	Atlantic	(28.05,28.1]	0.8022899	0.7632280	0.8413519
oxygen	Atlantic	(28.1,28.15]	0.8398239	0.8231282	0.8565197
oxygen	Atlantic	(28.15,28.2]	0.9148191	0.8623539	0.9672844
oxygen	Atlantic	(28.2, Inf]	0.7919824	0.6510360	0.9329287
oxygen	Indian	(-Inf,26]	0.7194825	0.6758597	0.7631052
oxygen	Indian	(26,26.5]	0.9331792	0.9169895	0.9493688
oxygen	Indian	(26.5,26.75]	0.7730999	0.6409239	0.9052760
oxygen	Indian	(26.75,27]	0.4130473	0.2565681	0.5695265
oxygen	Indian	(27,27.25]	-0.1623565	-0.4196366	0.0949237
oxygen	Indian	(27.25,27.5]	-0.5304351	-0.6134816	-0.4473886
oxygen	Indian	(27.5,27.75]	-0.3920672	-0.5618248	-0.2223096
oxygen	Indian	(27.75,27.85]	-0.1092732	-0.3673373	0.1487908
oxygen	Indian	(27.85,27.95]	-0.1656430	-0.4276547	0.0963687
oxygen	Indian	(27.95,28.05]	-0.0524531	-0.2576091	0.1527029
oxygen	Indian	(28.05,28.1]	-0.0814403	-0.1409946	-0.0218861
oxygen	Indian	(28.1, Inf]	-0.3699606	-0.4981814	-0.2417397
oxygen	Pacific	(-Inf,26]	0.0982578	0.0980029	0.0985128
oxygen	Pacific	(26,26.5]	0.3217142	0.2433758	0.4000527
oxygen	Pacific	(26.5,26.75]	0.0040453	-0.0023456	0.0104362
oxygen	Pacific	(26.75,27]	0.2406128	0.1409964	0.3402291
oxygen	Pacific	(27,27.25]	-0.1446436	-0.1856795	-0.1036078
oxygen	Pacific	(27.25,27.5]	-0.5450885	-0.6278023	-0.4623747
oxygen	Pacific	(27.5,27.75]	-0.6827578	-0.7512319	-0.6142837
oxygen	Pacific	(27.75,27.85]	-0.7790404	-0.7937858	-0.7642949
oxygen	Pacific	(27.85,27.95]	-0.7463204	-0.7810401	-0.7116007
oxygen	Pacific	(27.95,28.05]	-0.5318402	-0.5574434	-0.5062371
oxygen	Pacific	(28.05,28.1]	-0.3390368	-0.3745701	-0.3035034
oxygen	Pacific	(28.1, Inf]	-0.4086106	-0.5093118	-0.3079094
phosphate	Atlantic	(-Inf,26.5]	-0.0033969	-0.1533162	0.1465224
phosphate	Atlantic	(26.5,26.75]	-0.6117174	-0.7070141	-0.5164208
phosphate	Atlantic	(26.75,27]	-0.7424299	-0.7798217	-0.7050381
phosphate	Atlantic	(27,27.25]	-0.8533936	-0.8701772	-0.8366100
phosphate	Atlantic	(27.25,27.5]	-0.9456622	-0.9476042	-0.9437201
phosphate	Atlantic	(27.5,27.75]	-0.9727337	-0.9756246	-0.9698428
phosphate	Atlantic	(27.75,27.85]	-0.9740465	-0.9755154	-0.9725775
phosphate	Atlantic	(27.85,27.95]	-0.9516135	-0.9599981	-0.9432288
phosphate	Atlantic	(27.95,28.05]	-0.9310609	-0.9408347	-0.9212870
phosphate	Atlantic	(28.05,28.1]	-0.9165130	-0.9244198	-0.9086062
phosphate	Atlantic	(28.1,28.15]	-0.9269608	-0.9307576	-0.9231640
phosphate	Atlantic	(28.15,28.2]	-0.9745548	-0.9767481	-0.9723615
phosphate	Atlantic	(28.2, Inf]	-0.9695859	-0.9711107	-0.9680611
phosphate	Indian	(-Inf,26]	-0.6777384	-0.7090630	-0.6464137
phosphate	Indian	(26,26.5]	-0.9383164	-0.9587194	-0.9179135
phosphate	Indian	(26.5,26.75]	-0.9070767	-0.9472589	-0.8668945
phosphate	Indian	(26.75,27]	-0.7404281	-0.7628206	-0.7180357
phosphate	Indian	(27,27.25]	-0.3010092	-0.3755443	-0.2264742
phosphate	Indian	(27.25,27.5]	0.3040928	0.2676553	0.3405303
phosphate	Indian	(27.5,27.75]	0.2925050	0.1483977	0.4366122
phosphate	Indian	(27.75,27.85]	-0.0829155	-0.2881288	0.1222978
phosphate	Indian	(27.85,27.95]	-0.1670463	-0.3265828	-0.0075099
phosphate	Indian	(27.95,28.05]	-0.3595618	-0.4229875	-0.2961360
phosphate	Indian	(28.05,28.1]	-0.2379794	-0.2818495	-0.1941093
phosphate	Indian	(28.1, Inf]	-0.2554938	-0.2569073	-0.2540804
phosphate	Pacific	(-Inf,26]	-0.0523075	-0.0781851	-0.0264299
phosphate	Pacific	(26,26.5]	-0.7165391	-0.8044897	-0.6285885
phosphate	Pacific	(26.5,26.75]	-0.6351145	-0.7117812	-0.5584479
phosphate	Pacific	(26.75,27]	-0.6364145	-0.7197509	-0.5530780
phosphate	Pacific	(27,27.25]	0.1168763	0.1151244	0.1186281
phosphate	Pacific	(27.25,27.5]	0.5078861	0.4140649	0.6017074
phosphate	Pacific	(27.5,27.75]	0.6169430	0.5291509	0.7047351
phosphate	Pacific	(27.75,27.85]	0.7081735	0.6611868	0.7551601
phosphate	Pacific	(27.85,27.95]	0.6755371	0.6214832	0.7295910
phosphate	Pacific	(27.95,28.05]	0.3996936	0.3607171	0.4386701
phosphate	Pacific	(28.05,28.1]	0.1469865	0.1298542	0.1641188
phosphate	Pacific	(28.1, Inf]	0.2334122	0.1020894	0.3647350
sal	Atlantic	(-Inf,26.5]	0.1060265	0.0284287	0.1836243
sal	Atlantic	(26.5,26.75]	0.6672714	0.5840705	0.7504724
sal	Atlantic	(26.75,27]	0.7771196	0.7507363	0.8035029
sal	Atlantic	(27,27.25]	0.8052046	0.7948686	0.8155405
sal	Atlantic	(27.25,27.5]	0.8651647	0.8132588	0.9170707
sal	Atlantic	(27.5,27.75]	0.7801153	0.7760438	0.7841867
sal	Atlantic	(27.75,27.85]	0.6101635	0.5721602	0.6481669
sal	Atlantic	(27.85,27.95]	0.4360482	0.3026728	0.5694236
sal	Atlantic	(27.95,28.05]	0.4059002	0.1440783	0.6677221
sal	Atlantic	(28.05,28.1]	0.6509646	0.5898317	0.7120976
sal	Atlantic	(28.1,28.15]	0.7114936	0.6994712	0.7235161
sal	Atlantic	(28.15,28.2]	0.8832085	0.8790246	0.8873925
sal	Atlantic	(28.2, Inf]	0.9254882	0.9078463	0.9431301
sal	Indian	(-Inf,26]	0.6600871	0.5443297	0.7758446
sal	Indian	(26,26.5]	0.6329654	0.4958159	0.7701149
sal	Indian	(26.5,26.75]	0.4684936	0.1919018	0.7450855
sal	Indian	(26.75,27]	0.3279292	-0.0110422	0.6669007
sal	Indian	(27,27.25]	0.3541014	0.0432851	0.6649178
sal	Indian	(27.25,27.5]	0.5045763	0.3683498	0.6408029
sal	Indian	(27.5,27.75]	0.3899146	0.1524374	0.6273917
sal	Indian	(27.75,27.85]	0.1597030	-0.1188333	0.4382393
sal	Indian	(27.85,27.95]	0.2775154	-0.0158919	0.5709227
sal	Indian	(27.95,28.05]	0.3729450	0.1928937	0.5529963
sal	Indian	(28.05,28.1]	0.3875552	0.3081540	0.4669565
sal	Indian	(28.1, Inf]	0.4339359	0.3322351	0.5356367
sal	Pacific	(-Inf,26]	-0.0871569	-0.2000702	0.0257565
sal	Pacific	(26,26.5]	0.5134383	0.3742935	0.6525831
sal	Pacific	(26.5,26.75]	0.6242713	0.5332598	0.7152827
sal	Pacific	(26.75,27]	0.4771337	0.3926177	0.5616497
sal	Pacific	(27,27.25]	-0.4072919	-0.5102801	-0.3043036
sal	Pacific	(27.25,27.5]	-0.4588638	-0.4604066	-0.4573210
sal	Pacific	(27.5,27.75]	-0.3342774	-0.3950007	-0.2735542
sal	Pacific	(27.75,27.85]	-0.3989681	-0.4451769	-0.3527594
sal	Pacific	(27.85,27.95]	-0.3657480	-0.4593153	-0.2721806
sal	Pacific	(27.95,28.05]	-0.1781889	-0.3133644	-0.0430134
sal	Pacific	(28.05,28.1]	-0.0730040	-0.1417986	-0.0042094
sal	Pacific	(28.1, Inf]	0.0059159	-0.0854972	0.0973290
silicate	Atlantic	(-Inf,26.5]	-0.0596194	-0.1676699	0.0484311
silicate	Atlantic	(26.5,26.75]	-0.4885510	-0.5980559	-0.3790460
silicate	Atlantic	(26.75,27]	-0.5972245	-0.6777774	-0.5166716
silicate	Atlantic	(27,27.25]	-0.7675613	-0.7981291	-0.7369935
silicate	Atlantic	(27.25,27.5]	-0.9118981	-0.9228280	-0.9009682
silicate	Atlantic	(27.5,27.75]	-0.9046673	-0.9101493	-0.8991853
silicate	Atlantic	(27.75,27.85]	-0.8974799	-0.9157591	-0.8792008
silicate	Atlantic	(27.85,27.95]	-0.8753737	-0.8984807	-0.8522667
silicate	Atlantic	(27.95,28.05]	-0.8682819	-0.8926938	-0.8438699
silicate	Atlantic	(28.05,28.1]	-0.8692507	-0.8868488	-0.8516525
silicate	Atlantic	(28.1,28.15]	-0.8982412	-0.9041110	-0.8923715
silicate	Atlantic	(28.15,28.2]	-0.9585570	-0.9646088	-0.9525052
silicate	Atlantic	(28.2, Inf]	-0.9402926	-0.9411881	-0.9393972
silicate	Indian	(-Inf,26]	-0.6344943	-0.6900186	-0.5789700
silicate	Indian	(26,26.5]	-0.9198855	-0.9288923	-0.9108787
silicate	Indian	(26.5,26.75]	-0.8266186	-0.9190293	-0.7342078
silicate	Indian	(26.75,27]	-0.5521265	-0.6458740	-0.4583791
silicate	Indian	(27,27.25]	-0.1204034	-0.2677523	0.0269454
silicate	Indian	(27.25,27.5]	0.4373089	0.4078050	0.4668127
silicate	Indian	(27.5,27.75]	0.5669744	0.5148421	0.6191068
silicate	Indian	(27.75,27.85]	0.1452231	-0.0313774	0.3218235
silicate	Indian	(27.85,27.95]	-0.0102195	-0.2224939	0.2020550
silicate	Indian	(27.95,28.05]	-0.1828649	-0.3259125	-0.0398173
silicate	Indian	(28.05,28.1]	-0.1210231	-0.1745242	-0.0675221
silicate	Indian	(28.1, Inf]	-0.1758699	-0.1828426	-0.1688972
silicate	Pacific	(-Inf,26]	-0.0212691	-0.0993659	0.0568278
silicate	Pacific	(26,26.5]	-0.7097893	-0.7714392	-0.6481394
silicate	Pacific	(26.5,26.75]	-0.6514579	-0.6905879	-0.6123279
silicate	Pacific	(26.75,27]	-0.5012112	-0.5814291	-0.4209933
silicate	Pacific	(27,27.25]	0.4077284	0.3513039	0.4641530
silicate	Pacific	(27.25,27.5]	0.8097614	0.7917222	0.8278006
silicate	Pacific	(27.5,27.75]	0.8710977	0.8547584	0.8874369
silicate	Pacific	(27.75,27.85]	0.8364187	0.8120611	0.8607764
silicate	Pacific	(27.85,27.95]	0.7639421	0.7285706	0.7993135
silicate	Pacific	(27.95,28.05]	0.5157349	0.4924616	0.5390082
silicate	Pacific	(28.05,28.1]	0.3025709	0.2588133	0.3463285
silicate	Pacific	(28.1, Inf]	0.3241732	0.1838022	0.4645442
temp	Atlantic	(-Inf,26.5]	-0.2355170	-0.2595166	-0.2115174
temp	Atlantic	(26.5,26.75]	0.5771151	0.5252774	0.6289528
temp	Atlantic	(26.75,27]	0.6739086	0.6487206	0.6990966
temp	Atlantic	(27,27.25]	0.7215280	0.6903409	0.7527151
temp	Atlantic	(27.25,27.5]	0.8129478	0.7514940	0.8744016
temp	Atlantic	(27.5,27.75]	0.7177960	0.6993689	0.7362231
temp	Atlantic	(27.75,27.85]	0.5751834	0.5133590	0.6370078
temp	Atlantic	(27.85,27.95]	0.3928028	0.2381038	0.5475017
temp	Atlantic	(27.95,28.05]	0.4213820	0.2108321	0.6319318
temp	Atlantic	(28.05,28.1]	0.5508165	0.4936329	0.6080001
temp	Atlantic	(28.1,28.15]	0.5262848	0.5255401	0.5270295
temp	Atlantic	(28.15,28.2]	0.4726981	0.3526911	0.5927052
temp	Atlantic	(28.2, Inf]	0.2026118	0.0861713	0.3190522
temp	Indian	(-Inf,26]	-0.2477251	-0.2593513	-0.2360989
temp	Indian	(26,26.5]	0.4192202	0.3857503	0.4526900
temp	Indian	(26.5,26.75]	0.4250040	0.1803334	0.6696746
temp	Indian	(26.75,27]	0.4389670	0.1448001	0.7331339
temp	Indian	(27,27.25]	0.5035308	0.2344851	0.7725765
temp	Indian	(27.25,27.5]	0.5508891	0.4293048	0.6724733
temp	Indian	(27.5,27.75]	0.2409373	0.0639236	0.4179510
temp	Indian	(27.75,27.85]	0.0878890	-0.1506314	0.3264094
temp	Indian	(27.85,27.95]	0.2411073	-0.0060454	0.4882599
temp	Indian	(27.95,28.05]	0.2616969	0.0810172	0.4423767
temp	Indian	(28.05,28.1]	0.2470123	0.1094885	0.3845361
temp	Indian	(28.1, Inf]	0.4039890	0.2730957	0.5348824
temp	Pacific	(-Inf,26]	-0.4911211	-0.5484656	-0.4337765
temp	Pacific	(26,26.5]	0.5626923	0.4510328	0.6743518
temp	Pacific	(26.5,26.75]	0.6509490	0.5578826	0.7440155
temp	Pacific	(26.75,27]	0.5124318	0.4355813	0.5892824
temp	Pacific	(27,27.25]	-0.2869158	-0.4186791	-0.1551526
temp	Pacific	(27.25,27.5]	-0.4215146	-0.4470570	-0.3959722
temp	Pacific	(27.5,27.75]	-0.4091568	-0.4551718	-0.3631419
temp	Pacific	(27.75,27.85]	-0.3218227	-0.3430172	-0.3006283
temp	Pacific	(27.85,27.95]	-0.2360134	-0.3640049	-0.1080218
temp	Pacific	(27.95,28.05]	-0.0847708	-0.2918649	0.1223234
temp	Pacific	(28.05,28.1]	0.0636741	-0.0995354	0.2268836
temp	Pacific	(28.1, Inf]	0.3325791	0.2761906	0.3889676

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