eMLR - assumption testing

workflowr

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• Past versions

Last updated: 2021-10-20

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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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	1772903	jens-daniel-mueller	2021-06-07	Build site.
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	c98be84	jens-daniel-mueller	2021-04-13	Build site.
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html	338dd3c	jens-daniel-mueller	2021-04-09	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	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
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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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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
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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
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Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
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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
1ba14cf	jens-daniel-mueller	2021-10-20
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
1ba14cf	jens-daniel-mueller	2021-10-20
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
1ba14cf	jens-daniel-mueller	2021-10-20
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
1ba14cf	jens-daniel-mueller	2021-10-20
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
1ba14cf	jens-daniel-mueller	2021-10-20
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
1ba14cf	jens-daniel-mueller	2021-10-20
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
1ba14cf	jens-daniel-mueller	2021-10-20
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]	0.9042572	0.8884069	0.9201075
aou + nitrate	Atlantic	(26,26.5]	0.9301108	0.9245556	0.9356660
aou + nitrate	Atlantic	(26.5,26.75]	0.9653580	0.9616565	0.9690594
aou + nitrate	Atlantic	(26.75,27]	0.9336250	0.9175052	0.9497448
aou + nitrate	Atlantic	(27,27.25]	0.8728551	0.8281015	0.9176087
aou + nitrate	Atlantic	(27.25,27.5]	0.8103464	0.7657251	0.8549677
aou + nitrate	Atlantic	(27.5,27.75]	0.8862050	0.8703855	0.9020245
aou + nitrate	Atlantic	(27.75,27.85]	0.9353372	0.9339685	0.9367060
aou + nitrate	Atlantic	(27.85,27.95]	0.9424486	0.9416323	0.9432650
aou + nitrate	Atlantic	(27.95,28.05]	0.9271199	0.9174850	0.9367547
aou + nitrate	Atlantic	(28.05,28.1]	0.9572113	0.9545645	0.9598581
aou + nitrate	Atlantic	(28.1,28.15]	0.9798642	0.9790700	0.9806583
aou + nitrate	Atlantic	(28.15,28.2]	0.9845104	0.9841217	0.9848992
aou + nitrate	Atlantic	(28.2, Inf]	0.7750466	0.6954331	0.8546600
aou + nitrate	Indian	(-Inf,26]	0.9912636	0.9885469	0.9939804
aou + nitrate	Indian	(26,26.5]	0.9848834	0.9813647	0.9884020
aou + nitrate	Indian	(26.5,26.75]	0.9739057	0.9712516	0.9765598
aou + nitrate	Indian	(26.75,27]	0.9300834	0.9146854	0.9454815
aou + nitrate	Indian	(27,27.25]	0.8333748	0.7930033	0.8737463
aou + nitrate	Indian	(27.25,27.5]	0.8680643	0.8566567	0.8794720
aou + nitrate	Indian	(27.5,27.75]	0.8928144	0.8847722	0.9008567
aou + nitrate	Indian	(27.75,27.85]	0.8465991	0.7936754	0.8995228
aou + nitrate	Indian	(27.85,27.95]	0.8369131	0.8044699	0.8693562
aou + nitrate	Indian	(27.95,28.05]	0.7846056	0.6990498	0.8701614
aou + nitrate	Indian	(28.05,28.1]	0.8805103	0.8328128	0.9282078
aou + nitrate	Indian	(28.1, Inf]	0.5412038	0.4163175	0.6660902
aou + nitrate	Pacific	(-Inf,26]	0.8845871	0.8710704	0.8981039
aou + nitrate	Pacific	(26,26.5]	0.8970592	0.8821427	0.9119756
aou + nitrate	Pacific	(26.5,26.75]	0.8842381	0.8721061	0.8963702
aou + nitrate	Pacific	(26.75,27]	0.9137502	0.9035245	0.9239759
aou + nitrate	Pacific	(27,27.25]	0.9740326	0.9729191	0.9751461
aou + nitrate	Pacific	(27.25,27.5]	0.9779119	0.9738594	0.9819644
aou + nitrate	Pacific	(27.5,27.75]	0.9795710	0.9744154	0.9847266
aou + nitrate	Pacific	(27.75,27.85]	0.9869932	0.9834351	0.9905513
aou + nitrate	Pacific	(27.85,27.95]	0.9853434	0.9810780	0.9896089
aou + nitrate	Pacific	(27.95,28.05]	0.9725109	0.9668664	0.9781553
aou + nitrate	Pacific	(28.05,28.1]	0.9624121	0.9488529	0.9759713
aou + nitrate	Pacific	(28.1, Inf]	0.9388426	0.9164924	0.9611928
aou + oxygen	Atlantic	(-Inf,26]	-0.9263805	-0.9633183	-0.8894427
aou + oxygen	Atlantic	(26,26.5]	-0.9333426	-0.9360733	-0.9306119
aou + oxygen	Atlantic	(26.5,26.75]	-0.9734359	-0.9764602	-0.9704115
aou + oxygen	Atlantic	(26.75,27]	-0.9771439	-0.9790717	-0.9752160
aou + oxygen	Atlantic	(27,27.25]	-0.9682438	-0.9710731	-0.9654145
aou + oxygen	Atlantic	(27.25,27.5]	-0.9468329	-0.9498772	-0.9437886
aou + oxygen	Atlantic	(27.5,27.75]	-0.9363251	-0.9453277	-0.9273224
aou + oxygen	Atlantic	(27.75,27.85]	-0.9608655	-0.9621838	-0.9595471
aou + oxygen	Atlantic	(27.85,27.95]	-0.9762073	-0.9773064	-0.9751083
aou + oxygen	Atlantic	(27.95,28.05]	-0.9737914	-0.9740214	-0.9735613
aou + oxygen	Atlantic	(28.05,28.1]	-0.9798098	-0.9805261	-0.9790935
aou + oxygen	Atlantic	(28.1,28.15]	-0.9904610	-0.9905691	-0.9903529
aou + oxygen	Atlantic	(28.15,28.2]	-0.9949328	-0.9959921	-0.9938735
aou + oxygen	Atlantic	(28.2, Inf]	-0.9778127	-0.9813115	-0.9743139
aou + oxygen	Indian	(-Inf,26]	-0.9958034	-0.9964948	-0.9951119
aou + oxygen	Indian	(26,26.5]	-0.9968861	-0.9969679	-0.9968044
aou + oxygen	Indian	(26.5,26.75]	-0.9974153	-0.9976246	-0.9972060
aou + oxygen	Indian	(26.75,27]	-0.9946652	-0.9968604	-0.9924701
aou + oxygen	Indian	(27,27.25]	-0.9939874	-0.9957291	-0.9922456
aou + oxygen	Indian	(27.25,27.5]	-0.9955914	-0.9958233	-0.9953596
aou + oxygen	Indian	(27.5,27.75]	-0.9963148	-0.9965659	-0.9960638
aou + oxygen	Indian	(27.75,27.85]	-0.9972486	-0.9979660	-0.9965313
aou + oxygen	Indian	(27.85,27.95]	-0.9948064	-0.9952591	-0.9943536
aou + oxygen	Indian	(27.95,28.05]	-0.9897427	-0.9910342	-0.9884513
aou + oxygen	Indian	(28.05,28.1]	-0.9898966	-0.9948558	-0.9849375
aou + oxygen	Indian	(28.1, Inf]	-0.9857295	-0.9873590	-0.9840999
aou + oxygen	Pacific	(-Inf,26]	-0.8875732	-0.8987847	-0.8763617
aou + oxygen	Pacific	(26,26.5]	-0.9811688	-0.9890829	-0.9732547
aou + oxygen	Pacific	(26.5,26.75]	-0.9839746	-0.9897059	-0.9782434
aou + oxygen	Pacific	(26.75,27]	-0.9747359	-0.9770303	-0.9724415
aou + oxygen	Pacific	(27,27.25]	-0.9926677	-0.9943880	-0.9909474
aou + oxygen	Pacific	(27.25,27.5]	-0.9953405	-0.9962596	-0.9944214
aou + oxygen	Pacific	(27.5,27.75]	-0.9959302	-0.9965267	-0.9953337
aou + oxygen	Pacific	(27.75,27.85]	-0.9984651	-0.9988515	-0.9980788
aou + oxygen	Pacific	(27.85,27.95]	-0.9985657	-0.9987702	-0.9983611
aou + oxygen	Pacific	(27.95,28.05]	-0.9978675	-0.9983339	-0.9974012
aou + oxygen	Pacific	(28.05,28.1]	-0.9980794	-0.9989614	-0.9971975
aou + oxygen	Pacific	(28.1, Inf]	-0.9938766	-0.9955466	-0.9922066
aou + phosphate	Atlantic	(-Inf,26]	0.4905535	0.3190955	0.6620114
aou + phosphate	Atlantic	(26,26.5]	0.7989365	0.7786191	0.8192540
aou + phosphate	Atlantic	(26.5,26.75]	0.9109882	0.9010376	0.9209388
aou + phosphate	Atlantic	(26.75,27]	0.8757317	0.8499076	0.9015559
aou + phosphate	Atlantic	(27,27.25]	0.8139287	0.7523585	0.8754989
aou + phosphate	Atlantic	(27.25,27.5]	0.7564985	0.7026266	0.8103703
aou + phosphate	Atlantic	(27.5,27.75]	0.8578882	0.8416849	0.8740915
aou + phosphate	Atlantic	(27.75,27.85]	0.9168423	0.9125290	0.9211556
aou + phosphate	Atlantic	(27.85,27.95]	0.9348529	0.9330794	0.9366263
aou + phosphate	Atlantic	(27.95,28.05]	0.9254681	0.9164092	0.9345271
aou + phosphate	Atlantic	(28.05,28.1]	0.9524260	0.9490803	0.9557717
aou + phosphate	Atlantic	(28.1,28.15]	0.9748135	0.9734272	0.9761998
aou + phosphate	Atlantic	(28.15,28.2]	0.9843325	0.9841109	0.9845542
aou + phosphate	Atlantic	(28.2, Inf]	0.7737978	0.6949565	0.8526392
aou + phosphate	Indian	(-Inf,26]	0.9961074	0.9959055	0.9963093
aou + phosphate	Indian	(26,26.5]	0.9942008	0.9920545	0.9963472
aou + phosphate	Indian	(26.5,26.75]	0.9849468	0.9775486	0.9923450
aou + phosphate	Indian	(26.75,27]	0.9510152	0.9290894	0.9729409
aou + phosphate	Indian	(27,27.25]	0.8859644	0.8200331	0.9518957
aou + phosphate	Indian	(27.25,27.5]	0.9295748	0.9071250	0.9520247
aou + phosphate	Indian	(27.5,27.75]	0.9545387	0.9483497	0.9607276
aou + phosphate	Indian	(27.75,27.85]	0.9202868	0.8946001	0.9459734
aou + phosphate	Indian	(27.85,27.95]	0.8730439	0.8294923	0.9165956
aou + phosphate	Indian	(27.95,28.05]	0.8119211	0.7274850	0.8963572
aou + phosphate	Indian	(28.05,28.1]	0.8934202	0.8419468	0.9448936
aou + phosphate	Indian	(28.1, Inf]	0.5571774	0.4247180	0.6896367
aou + phosphate	Pacific	(-Inf,26]	0.9160630	0.9106125	0.9215136
aou + phosphate	Pacific	(26,26.5]	0.9490255	0.9387599	0.9592911
aou + phosphate	Pacific	(26.5,26.75]	0.9237568	0.9059470	0.9415666
aou + phosphate	Pacific	(26.75,27]	0.9172725	0.9094442	0.9251009
aou + phosphate	Pacific	(27,27.25]	0.9788380	0.9782105	0.9794655
aou + phosphate	Pacific	(27.25,27.5]	0.9827030	0.9802123	0.9851937
aou + phosphate	Pacific	(27.5,27.75]	0.9791586	0.9739830	0.9843342
aou + phosphate	Pacific	(27.75,27.85]	0.9834475	0.9793415	0.9875535
aou + phosphate	Pacific	(27.85,27.95]	0.9833616	0.9796715	0.9870518
aou + phosphate	Pacific	(27.95,28.05]	0.9747027	0.9686398	0.9807657
aou + phosphate	Pacific	(28.05,28.1]	0.9634907	0.9513864	0.9755950
aou + phosphate	Pacific	(28.1, Inf]	0.9189903	0.8822761	0.9557045
aou + silicate	Atlantic	(-Inf,26]	0.2717261	0.1111117	0.4323405
aou + silicate	Atlantic	(26,26.5]	0.7485053	0.7219882	0.7750225
aou + silicate	Atlantic	(26.5,26.75]	0.9090989	0.9029722	0.9152257
aou + silicate	Atlantic	(26.75,27]	0.8707405	0.8514991	0.8899820
aou + silicate	Atlantic	(27,27.25]	0.7780909	0.7147409	0.8414410
aou + silicate	Atlantic	(27.25,27.5]	0.5845546	0.4787111	0.6903981
aou + silicate	Atlantic	(27.5,27.75]	0.6662695	0.6215225	0.7110165
aou + silicate	Atlantic	(27.75,27.85]	0.8217803	0.8111821	0.8323785
aou + silicate	Atlantic	(27.85,27.95]	0.8679805	0.8596118	0.8763492
aou + silicate	Atlantic	(27.95,28.05]	0.9064250	0.8949790	0.9178709
aou + silicate	Atlantic	(28.05,28.1]	0.9587403	0.9562750	0.9612056
aou + silicate	Atlantic	(28.1,28.15]	0.9773298	0.9772622	0.9773973
aou + silicate	Atlantic	(28.15,28.2]	0.9845492	0.9844612	0.9846372
aou + silicate	Atlantic	(28.2, Inf]	0.8120952	0.7661199	0.8580706
aou + silicate	Indian	(-Inf,26]	0.9182411	0.8782788	0.9582035
aou + silicate	Indian	(26,26.5]	0.9396046	0.9200013	0.9592078
aou + silicate	Indian	(26.5,26.75]	0.9545186	0.9386475	0.9703896
aou + silicate	Indian	(26.75,27]	0.9695686	0.9614776	0.9776596
aou + silicate	Indian	(27,27.25]	0.9103214	0.9057441	0.9148988
aou + silicate	Indian	(27.25,27.5]	0.8863831	0.8691485	0.9036178
aou + silicate	Indian	(27.5,27.75]	0.8611928	0.8260158	0.8963698
aou + silicate	Indian	(27.75,27.85]	0.8640876	0.8596075	0.8685676
aou + silicate	Indian	(27.85,27.95]	0.8266064	0.7855934	0.8676194
aou + silicate	Indian	(27.95,28.05]	0.8430624	0.7947298	0.8913951
aou + silicate	Indian	(28.05,28.1]	0.9397998	0.9278406	0.9517589
aou + silicate	Indian	(28.1, Inf]	0.3874427	0.2684873	0.5063981
aou + silicate	Pacific	(-Inf,26]	0.5518951	0.5434172	0.5603730
aou + silicate	Pacific	(26,26.5]	0.5605072	0.5462617	0.5747527
aou + silicate	Pacific	(26.5,26.75]	0.3791553	0.2917807	0.4665300
aou + silicate	Pacific	(26.75,27]	0.5678536	0.4511130	0.6845943
aou + silicate	Pacific	(27,27.25]	0.8708390	0.8313640	0.9103141
aou + silicate	Pacific	(27.25,27.5]	0.9018501	0.8701922	0.9335081
aou + silicate	Pacific	(27.5,27.75]	0.9226797	0.9027492	0.9426103
aou + silicate	Pacific	(27.75,27.85]	0.9731633	0.9722340	0.9740926
aou + silicate	Pacific	(27.85,27.95]	0.9664590	0.9657753	0.9671427
aou + silicate	Pacific	(27.95,28.05]	0.9506366	0.9503220	0.9509513
aou + silicate	Pacific	(28.05,28.1]	0.9565762	0.9552054	0.9579470
aou + silicate	Pacific	(28.1, Inf]	0.8763634	0.8387330	0.9139939
nitrate + silicate	Atlantic	(-Inf,26]	0.4658536	0.3361728	0.5955344
nitrate + silicate	Atlantic	(26,26.5]	0.8636984	0.8586668	0.8687301
nitrate + silicate	Atlantic	(26.5,26.75]	0.9604133	0.9543043	0.9665224
nitrate + silicate	Atlantic	(26.75,27]	0.9473789	0.9331337	0.9616240
nitrate + silicate	Atlantic	(27,27.25]	0.9370382	0.9229466	0.9511297
nitrate + silicate	Atlantic	(27.25,27.5]	0.8924149	0.8664871	0.9183427
nitrate + silicate	Atlantic	(27.5,27.75]	0.8912593	0.8785236	0.9039950
nitrate + silicate	Atlantic	(27.75,27.85]	0.9456032	0.9407357	0.9504707
nitrate + silicate	Atlantic	(27.85,27.95]	0.9673229	0.9615638	0.9730820
nitrate + silicate	Atlantic	(27.95,28.05]	0.9816577	0.9779894	0.9853259
nitrate + silicate	Atlantic	(28.05,28.1]	0.9907528	0.9897971	0.9917084
nitrate + silicate	Atlantic	(28.1,28.15]	0.9921607	0.9920683	0.9922531
nitrate + silicate	Atlantic	(28.15,28.2]	0.9912445	0.9906773	0.9918117
nitrate + silicate	Atlantic	(28.2, Inf]	0.9498196	0.9209471	0.9786921
nitrate + silicate	Indian	(-Inf,26]	0.9433593	0.9217743	0.9649443
nitrate + silicate	Indian	(26,26.5]	0.9557563	0.9487236	0.9627891
nitrate + silicate	Indian	(26.5,26.75]	0.9587949	0.9561233	0.9614665
nitrate + silicate	Indian	(26.75,27]	0.9386138	0.9251373	0.9520903
nitrate + silicate	Indian	(27,27.25]	0.9252628	0.9216597	0.9288660
nitrate + silicate	Indian	(27.25,27.5]	0.9307418	0.9262642	0.9352194
nitrate + silicate	Indian	(27.5,27.75]	0.8462596	0.8371915	0.8553277
nitrate + silicate	Indian	(27.75,27.85]	0.7647413	0.7287719	0.8007106
nitrate + silicate	Indian	(27.85,27.95]	0.8201481	0.7985732	0.8417229
nitrate + silicate	Indian	(27.95,28.05]	0.8804272	0.8493577	0.9114966
nitrate + silicate	Indian	(28.05,28.1]	0.9392013	0.9187171	0.9596855
nitrate + silicate	Indian	(28.1, Inf]	0.8029108	0.7803578	0.8254638
nitrate + silicate	Pacific	(-Inf,26]	0.8023450	0.7847553	0.8199347
nitrate + silicate	Pacific	(26,26.5]	0.7658730	0.7256788	0.8060671
nitrate + silicate	Pacific	(26.5,26.75]	0.6534048	0.5610560	0.7457536
nitrate + silicate	Pacific	(26.75,27]	0.7669299	0.7070819	0.8267779
nitrate + silicate	Pacific	(27,27.25]	0.8877599	0.8539085	0.9216113
nitrate + silicate	Pacific	(27.25,27.5]	0.8659671	0.8195841	0.9123500
nitrate + silicate	Pacific	(27.5,27.75]	0.8762334	0.8388149	0.9136518
nitrate + silicate	Pacific	(27.75,27.85]	0.9483764	0.9441348	0.9526179
nitrate + silicate	Pacific	(27.85,27.95]	0.9568173	0.9530717	0.9605628
nitrate + silicate	Pacific	(27.95,28.05]	0.9415247	0.9408789	0.9421704
nitrate + silicate	Pacific	(28.05,28.1]	0.9322685	0.9191707	0.9453664
nitrate + silicate	Pacific	(28.1, Inf]	0.8944913	0.8824031	0.9065796
oxygen + nitrate	Atlantic	(-Inf,26]	-0.7975199	-0.8321648	-0.7628750
oxygen + nitrate	Atlantic	(26,26.5]	-0.7590499	-0.7657148	-0.7523850
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8847092	-0.8962715	-0.8731469
oxygen + nitrate	Atlantic	(26.75,27]	-0.8402627	-0.8697091	-0.8108163
oxygen + nitrate	Atlantic	(27,27.25]	-0.7373730	-0.8097178	-0.6650282
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5984597	-0.6667796	-0.5301398
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6919369	-0.7394900	-0.6443838
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.8089786	-0.8101171	-0.8078401
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8538605	-0.8552298	-0.8524911
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8289684	-0.8410501	-0.8168867
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8872887	-0.8930640	-0.8815135
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9478760	-0.9486334	-0.9471185
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9702020	-0.9708921	-0.9695120
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6461503	-0.7643236	-0.5279770
oxygen + nitrate	Indian	(-Inf,26]	-0.9783796	-0.9839868	-0.9727723
oxygen + nitrate	Indian	(26,26.5]	-0.9701617	-0.9757463	-0.9645770
oxygen + nitrate	Indian	(26.5,26.75]	-0.9568499	-0.9607227	-0.9529771
oxygen + nitrate	Indian	(26.75,27]	-0.8887009	-0.9180618	-0.8593400
oxygen + nitrate	Indian	(27,27.25]	-0.7705078	-0.8285147	-0.7125009
oxygen + nitrate	Indian	(27.25,27.5]	-0.8218425	-0.8332391	-0.8104459
oxygen + nitrate	Indian	(27.5,27.75]	-0.8651033	-0.8779993	-0.8522072
oxygen + nitrate	Indian	(27.75,27.85]	-0.8237973	-0.8843588	-0.7632358
oxygen + nitrate	Indian	(27.85,27.95]	-0.7909517	-0.8295260	-0.7523773
oxygen + nitrate	Indian	(27.95,28.05]	-0.6999748	-0.8059765	-0.5939730
oxygen + nitrate	Indian	(28.05,28.1]	-0.8151978	-0.8945388	-0.7358567
oxygen + nitrate	Indian	(28.1, Inf]	-0.4111997	-0.5558486	-0.2665509
oxygen + nitrate	Pacific	(-Inf,26]	-0.6164348	-0.6609558	-0.5719138
oxygen + nitrate	Pacific	(26,26.5]	-0.8115413	-0.8589694	-0.7641132
oxygen + nitrate	Pacific	(26.5,26.75]	-0.8017704	-0.8395950	-0.7639459
oxygen + nitrate	Pacific	(26.75,27]	-0.8114643	-0.8314698	-0.7914587
oxygen + nitrate	Pacific	(27,27.25]	-0.9486713	-0.9521086	-0.9452339
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9684229	-0.9715851	-0.9652608
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9757093	-0.9788272	-0.9725914
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9860699	-0.9886029	-0.9835370
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9843124	-0.9874804	-0.9811445
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9658794	-0.9734877	-0.9582711
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9534356	-0.9701209	-0.9367502
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9058043	-0.9363091	-0.8752995
oxygen + phosphate	Atlantic	(-Inf,26]	-0.2469621	-0.3574397	-0.1364845
oxygen + phosphate	Atlantic	(26,26.5]	-0.5448128	-0.5673567	-0.5222689
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7958121	-0.8172180	-0.7744062
oxygen + phosphate	Atlantic	(26.75,27]	-0.7573025	-0.7985180	-0.7160870
oxygen + phosphate	Atlantic	(27,27.25]	-0.6556524	-0.7463496	-0.5649553
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5225594	-0.6005473	-0.4445714
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6442109	-0.6916049	-0.5968169
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7780403	-0.7810920	-0.7749886
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8415289	-0.8416313	-0.8414264
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8255349	-0.8365695	-0.8145003
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8795466	-0.8855456	-0.8735476
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9395753	-0.9412009	-0.9379497
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9695312	-0.9705772	-0.9684853
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6440520	-0.7617340	-0.5263700
oxygen + phosphate	Indian	(-Inf,26]	-0.9875798	-0.9876177	-0.9875420
oxygen + phosphate	Indian	(26,26.5]	-0.9850451	-0.9895741	-0.9805162
oxygen + phosphate	Indian	(26.5,26.75]	-0.9727020	-0.9845608	-0.9608432
oxygen + phosphate	Indian	(26.75,27]	-0.9168237	-0.9552578	-0.8783896
oxygen + phosphate	Indian	(27,27.25]	-0.8350107	-0.9251127	-0.7449087
oxygen + phosphate	Indian	(27.25,27.5]	-0.8970338	-0.9270427	-0.8670248
oxygen + phosphate	Indian	(27.5,27.75]	-0.9404297	-0.9464728	-0.9343866
oxygen + phosphate	Indian	(27.75,27.85]	-0.9002795	-0.9309312	-0.8696278
oxygen + phosphate	Indian	(27.85,27.95]	-0.8271835	-0.8795149	-0.7748521
oxygen + phosphate	Indian	(27.95,28.05]	-0.7298033	-0.8355497	-0.6240569
oxygen + phosphate	Indian	(28.05,28.1]	-0.8302525	-0.9139264	-0.7465785
oxygen + phosphate	Indian	(28.1, Inf]	-0.4280420	-0.5819243	-0.2741597
oxygen + phosphate	Pacific	(-Inf,26]	-0.7087578	-0.7433988	-0.6741168
oxygen + phosphate	Pacific	(26,26.5]	-0.8767698	-0.9115680	-0.8419716
oxygen + phosphate	Pacific	(26.5,26.75]	-0.8467958	-0.8879029	-0.8056887
oxygen + phosphate	Pacific	(26.75,27]	-0.8113719	-0.8292001	-0.7935437
oxygen + phosphate	Pacific	(27,27.25]	-0.9528673	-0.9570027	-0.9487318
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9731557	-0.9758393	-0.9704722
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9770332	-0.9804558	-0.9736106
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9836791	-0.9869239	-0.9804344
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9824511	-0.9855467	-0.9793555
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9686490	-0.9764734	-0.9608246
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9553715	-0.9704769	-0.9402661
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8829121	-0.9320501	-0.8337742
oxygen + silicate	Atlantic	(-Inf,26]	-0.0349268	-0.1520176	0.0821641
oxygen + silicate	Atlantic	(26,26.5]	-0.5235448	-0.5535215	-0.4935680
oxygen + silicate	Atlantic	(26.5,26.75]	-0.8094505	-0.8238520	-0.7950491
oxygen + silicate	Atlantic	(26.75,27]	-0.7671464	-0.7940811	-0.7402117
oxygen + silicate	Atlantic	(27,27.25]	-0.6219568	-0.7100270	-0.5338866
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3271543	-0.4583130	-0.1959955
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4130594	-0.4953657	-0.3307531
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6626873	-0.6723617	-0.6530130
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7514499	-0.7585708	-0.7443289
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7941202	-0.8092694	-0.7789710
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8877908	-0.8931798	-0.8824017
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9443994	-0.9444289	-0.9443698
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9752228	-0.9758881	-0.9745576
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6999962	-0.7727728	-0.6272196
oxygen + silicate	Indian	(-Inf,26]	-0.8931227	-0.9445481	-0.8416973
oxygen + silicate	Indian	(26,26.5]	-0.9222648	-0.9476345	-0.8968951
oxygen + silicate	Indian	(26.5,26.75]	-0.9417258	-0.9621712	-0.9212805
oxygen + silicate	Indian	(26.75,27]	-0.9536304	-0.9608337	-0.9464270
oxygen + silicate	Indian	(27,27.25]	-0.8689133	-0.8828119	-0.8550147
oxygen + silicate	Indian	(27.25,27.5]	-0.8463567	-0.8658647	-0.8268486
oxygen + silicate	Indian	(27.5,27.75]	-0.8243279	-0.8660126	-0.7826431
oxygen + silicate	Indian	(27.75,27.85]	-0.8397728	-0.8467380	-0.8328077
oxygen + silicate	Indian	(27.85,27.95]	-0.7807028	-0.8315006	-0.7299049
oxygen + silicate	Indian	(27.95,28.05]	-0.7734907	-0.8376758	-0.7093055
oxygen + silicate	Indian	(28.05,28.1]	-0.8975100	-0.9288261	-0.8661938
oxygen + silicate	Indian	(28.1, Inf]	-0.2493600	-0.3797115	-0.1190086
oxygen + silicate	Pacific	(-Inf,26]	-0.2102489	-0.2231933	-0.1973045
oxygen + silicate	Pacific	(26,26.5]	-0.4248293	-0.4399036	-0.4097551
oxygen + silicate	Pacific	(26.5,26.75]	-0.2315510	-0.2957199	-0.1673821
oxygen + silicate	Pacific	(26.75,27]	-0.3886892	-0.5303068	-0.2470716
oxygen + silicate	Pacific	(27,27.25]	-0.8136694	-0.8689195	-0.7584193
oxygen + silicate	Pacific	(27.25,27.5]	-0.8628848	-0.9050604	-0.8207092
oxygen + silicate	Pacific	(27.5,27.75]	-0.8917520	-0.9191076	-0.8643965
oxygen + silicate	Pacific	(27.75,27.85]	-0.9660935	-0.9684543	-0.9637326
oxygen + silicate	Pacific	(27.85,27.95]	-0.9584878	-0.9590006	-0.9579751
oxygen + silicate	Pacific	(27.95,28.05]	-0.9361497	-0.9382364	-0.9340630
oxygen + silicate	Pacific	(28.05,28.1]	-0.9448467	-0.9487830	-0.9409104
oxygen + silicate	Pacific	(28.1, Inf]	-0.8420035	-0.8925180	-0.7914890
phosphate + nitrate	Atlantic	(-Inf,26]	0.6177326	0.5386156	0.6968496
phosphate + nitrate	Atlantic	(26,26.5]	0.9264313	0.9255447	0.9273178
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9816279	0.9804798	0.9827760
phosphate + nitrate	Atlantic	(26.75,27]	0.9860664	0.9845741	0.9875588
phosphate + nitrate	Atlantic	(27,27.25]	0.9899106	0.9879720	0.9918492
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9929185	0.9923692	0.9934677
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9952392	0.9948206	0.9956578
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9954757	0.9943071	0.9966442
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9946936	0.9929383	0.9964489
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9941885	0.9919969	0.9963800
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9942168	0.9929955	0.9954381
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9955638	0.9947302	0.9963975
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9976632	0.9973947	0.9979316
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9900334	0.9841414	0.9959254
phosphate + nitrate	Indian	(-Inf,26]	0.9940071	0.9903468	0.9976673
phosphate + nitrate	Indian	(26,26.5]	0.9906384	0.9841816	0.9970952
phosphate + nitrate	Indian	(26.5,26.75]	0.9911648	0.9850526	0.9972771
phosphate + nitrate	Indian	(26.75,27]	0.9865367	0.9776366	0.9954368
phosphate + nitrate	Indian	(27,27.25]	0.9624473	0.9354532	0.9894415
phosphate + nitrate	Indian	(27.25,27.5]	0.9539362	0.9284760	0.9793965
phosphate + nitrate	Indian	(27.5,27.75]	0.9338003	0.9283712	0.9392294
phosphate + nitrate	Indian	(27.75,27.85]	0.9205806	0.9052059	0.9359552
phosphate + nitrate	Indian	(27.85,27.95]	0.9486089	0.9470739	0.9501438
phosphate + nitrate	Indian	(27.95,28.05]	0.9716551	0.9710874	0.9722228
phosphate + nitrate	Indian	(28.05,28.1]	0.9762771	0.9735050	0.9790491
phosphate + nitrate	Indian	(28.1, Inf]	0.9076207	0.9024923	0.9127491
phosphate + nitrate	Pacific	(-Inf,26]	0.9466223	0.9367590	0.9564856
phosphate + nitrate	Pacific	(26,26.5]	0.9469022	0.9362365	0.9575679
phosphate + nitrate	Pacific	(26.5,26.75]	0.9442052	0.9321645	0.9562459
phosphate + nitrate	Pacific	(26.75,27]	0.9766502	0.9704813	0.9828191
phosphate + nitrate	Pacific	(27,27.25]	0.9877263	0.9840876	0.9913649
phosphate + nitrate	Pacific	(27.25,27.5]	0.9889209	0.9853549	0.9924868
phosphate + nitrate	Pacific	(27.5,27.75]	0.9872867	0.9815902	0.9929831
phosphate + nitrate	Pacific	(27.75,27.85]	0.9855953	0.9796255	0.9915651
phosphate + nitrate	Pacific	(27.85,27.95]	0.9821976	0.9748508	0.9895444
phosphate + nitrate	Pacific	(27.95,28.05]	0.9686880	0.9590411	0.9783350
phosphate + nitrate	Pacific	(28.05,28.1]	0.9493846	0.9280309	0.9707382
phosphate + nitrate	Pacific	(28.1, Inf]	0.9417868	0.9093314	0.9742421
phosphate + silicate	Atlantic	(-Inf,26]	0.6235965	0.6117200	0.6354731
phosphate + silicate	Atlantic	(26,26.5]	0.9122274	0.9093413	0.9151134
phosphate + silicate	Atlantic	(26.5,26.75]	0.9631111	0.9552618	0.9709604
phosphate + silicate	Atlantic	(26.75,27]	0.9503432	0.9359270	0.9647593
phosphate + silicate	Atlantic	(27,27.25]	0.9499591	0.9383758	0.9615423
phosphate + silicate	Atlantic	(27.25,27.5]	0.9181197	0.8997164	0.9365231
phosphate + silicate	Atlantic	(27.5,27.75]	0.9089236	0.8979531	0.9198940
phosphate + silicate	Atlantic	(27.75,27.85]	0.9518336	0.9472945	0.9563728
phosphate + silicate	Atlantic	(27.85,27.95]	0.9705138	0.9648133	0.9762144
phosphate + silicate	Atlantic	(27.95,28.05]	0.9834910	0.9801285	0.9868534
phosphate + silicate	Atlantic	(28.05,28.1]	0.9912969	0.9900407	0.9925531
phosphate + silicate	Atlantic	(28.1,28.15]	0.9930288	0.9926373	0.9934203
phosphate + silicate	Atlantic	(28.15,28.2]	0.9914001	0.9909964	0.9918037
phosphate + silicate	Atlantic	(28.2, Inf]	0.9536739	0.9283281	0.9790196
phosphate + silicate	Indian	(-Inf,26]	0.9297358	0.8942882	0.9651835
phosphate + silicate	Indian	(26,26.5]	0.9486270	0.9320474	0.9652066
phosphate + silicate	Indian	(26.5,26.75]	0.9580519	0.9489584	0.9671454
phosphate + silicate	Indian	(26.75,27]	0.9491931	0.9406345	0.9577518
phosphate + silicate	Indian	(27,27.25]	0.9357629	0.9339059	0.9376198
phosphate + silicate	Indian	(27.25,27.5]	0.9225241	0.9029279	0.9421203
phosphate + silicate	Indian	(27.5,27.75]	0.8612992	0.8200469	0.9025514
phosphate + silicate	Indian	(27.75,27.85]	0.8724544	0.8705636	0.8743452
phosphate + silicate	Indian	(27.85,27.95]	0.8940132	0.8869787	0.9010477
phosphate + silicate	Indian	(27.95,28.05]	0.9099338	0.8864031	0.9334646
phosphate + silicate	Indian	(28.05,28.1]	0.9460670	0.9244884	0.9676456
phosphate + silicate	Indian	(28.1, Inf]	0.7945554	0.7779671	0.8111438
phosphate + silicate	Pacific	(-Inf,26]	0.6583316	0.6262621	0.6904011
phosphate + silicate	Pacific	(26,26.5]	0.7077953	0.6883678	0.7272228
phosphate + silicate	Pacific	(26.5,26.75]	0.6031715	0.5129511	0.6933920
phosphate + silicate	Pacific	(26.75,27]	0.7676622	0.7040943	0.8312302
phosphate + silicate	Pacific	(27,27.25]	0.8968956	0.8660746	0.9277165
phosphate + silicate	Pacific	(27.25,27.5]	0.8764115	0.8366601	0.9161630
phosphate + silicate	Pacific	(27.5,27.75]	0.8740578	0.8383699	0.9097457
phosphate + silicate	Pacific	(27.75,27.85]	0.9474340	0.9426646	0.9522034
phosphate + silicate	Pacific	(27.85,27.95]	0.9586150	0.9535705	0.9636596
phosphate + silicate	Pacific	(27.95,28.05]	0.9485690	0.9406466	0.9564915
phosphate + silicate	Pacific	(28.05,28.1]	0.9415735	0.9279567	0.9551902
phosphate + silicate	Pacific	(28.1, Inf]	0.8767296	0.8546444	0.8988148
sal + aou	Atlantic	(-Inf,26]	0.0528311	-0.2553465	0.3610088
sal + aou	Atlantic	(26,26.5]	-0.2145271	-0.2626157	-0.1664385
sal + aou	Atlantic	(26.5,26.75]	-0.3888292	-0.4301572	-0.3475012
sal + aou	Atlantic	(26.75,27]	-0.3066819	-0.4040410	-0.2093228
sal + aou	Atlantic	(27,27.25]	-0.2499300	-0.4304224	-0.0694375
sal + aou	Atlantic	(27.25,27.5]	-0.2388492	-0.3744042	-0.1032941
sal + aou	Atlantic	(27.5,27.75]	-0.4175451	-0.4222303	-0.4128599
sal + aou	Atlantic	(27.75,27.85]	-0.3417897	-0.4007573	-0.2828220
sal + aou	Atlantic	(27.85,27.95]	-0.3515926	-0.4690313	-0.2341538
sal + aou	Atlantic	(27.95,28.05]	-0.4582315	-0.5879776	-0.3284854
sal + aou	Atlantic	(28.05,28.1]	-0.6999683	-0.7311163	-0.6688204
sal + aou	Atlantic	(28.1,28.15]	-0.8113746	-0.8173571	-0.8053921
sal + aou	Atlantic	(28.15,28.2]	-0.8919490	-0.8974018	-0.8864962
sal + aou	Atlantic	(28.2, Inf]	-0.3636627	-0.5752061	-0.1521192
sal + aou	Indian	(-Inf,26]	-0.7168839	-0.8447509	-0.5890170
sal + aou	Indian	(26,26.5]	-0.6422554	-0.8058186	-0.4786922
sal + aou	Indian	(26.5,26.75]	-0.2389760	-0.4271325	-0.0508196
sal + aou	Indian	(26.75,27]	0.4577330	0.3115521	0.6039139
sal + aou	Indian	(27,27.25]	0.8468281	0.8280154	0.8656408
sal + aou	Indian	(27.25,27.5]	0.9177471	0.8672709	0.9682232
sal + aou	Indian	(27.5,27.75]	0.9193144	0.8717180	0.9669107
sal + aou	Indian	(27.75,27.85]	0.9355555	0.9138503	0.9572608
sal + aou	Indian	(27.85,27.95]	0.8838451	0.8813419	0.8863483
sal + aou	Indian	(27.95,28.05]	0.6603979	0.6044837	0.7163120
sal + aou	Indian	(28.05,28.1]	0.1178151	0.0154633	0.2201669
sal + aou	Indian	(28.1, Inf]	0.6313767	0.5848387	0.6779147
sal + aou	Pacific	(-Inf,26]	-0.0175530	-0.0345781	-0.0005279
sal + aou	Pacific	(26,26.5]	0.0817315	-0.1007108	0.2641738
sal + aou	Pacific	(26.5,26.75]	0.2402252	0.0561032	0.4243472
sal + aou	Pacific	(26.75,27]	-0.0304859	-0.1618150	0.1008432
sal + aou	Pacific	(27,27.25]	-0.2173809	-0.2613962	-0.1733655
sal + aou	Pacific	(27.25,27.5]	-0.0174710	-0.0518373	0.0168954
sal + aou	Pacific	(27.5,27.75]	-0.0980761	-0.1429996	-0.0531526
sal + aou	Pacific	(27.75,27.85]	-0.3561135	-0.4392874	-0.2729395
sal + aou	Pacific	(27.85,27.95]	-0.5397007	-0.6466920	-0.4327094
sal + aou	Pacific	(27.95,28.05]	-0.6521505	-0.6620086	-0.6422923
sal + aou	Pacific	(28.05,28.1]	-0.7522361	-0.8726137	-0.6318585
sal + aou	Pacific	(28.1, Inf]	-0.2998163	-0.5610955	-0.0385371
sal + nitrate	Atlantic	(-Inf,26]	-0.1113515	-0.3470148	0.1243117
sal + nitrate	Atlantic	(26,26.5]	-0.4607102	-0.4816687	-0.4397518
sal + nitrate	Atlantic	(26.5,26.75]	-0.5928463	-0.6182501	-0.5674426
sal + nitrate	Atlantic	(26.75,27]	-0.6073002	-0.6537305	-0.5608699
sal + nitrate	Atlantic	(27,27.25]	-0.6502917	-0.7187784	-0.5818051
sal + nitrate	Atlantic	(27.25,27.5]	-0.7197968	-0.7640960	-0.6754975
sal + nitrate	Atlantic	(27.5,27.75]	-0.7341858	-0.7605705	-0.7078012
sal + nitrate	Atlantic	(27.75,27.85]	-0.6125140	-0.6596515	-0.5653766
sal + nitrate	Atlantic	(27.85,27.95]	-0.6013868	-0.6971103	-0.5056634
sal + nitrate	Atlantic	(27.95,28.05]	-0.7184367	-0.8014654	-0.6354081
sal + nitrate	Atlantic	(28.05,28.1]	-0.8486955	-0.8659162	-0.8314748
sal + nitrate	Atlantic	(28.1,28.15]	-0.8891829	-0.8933291	-0.8850368
sal + nitrate	Atlantic	(28.15,28.2]	-0.9364329	-0.9393176	-0.9335482
sal + nitrate	Atlantic	(28.2, Inf]	-0.8375031	-0.8983566	-0.7766496
sal + nitrate	Indian	(-Inf,26]	-0.7781065	-0.8755994	-0.6806136
sal + nitrate	Indian	(26,26.5]	-0.7503375	-0.8757095	-0.6249654
sal + nitrate	Indian	(26.5,26.75]	-0.4240099	-0.6034316	-0.2445882
sal + nitrate	Indian	(26.75,27]	0.1216995	-0.0899900	0.3333889
sal + nitrate	Indian	(27,27.25]	0.4402951	0.3919625	0.4886278
sal + nitrate	Indian	(27.25,27.5]	0.6508913	0.5463478	0.7554347
sal + nitrate	Indian	(27.5,27.75]	0.7161279	0.6147847	0.8174711
sal + nitrate	Indian	(27.75,27.85]	0.6604795	0.5355077	0.7854513
sal + nitrate	Indian	(27.85,27.95]	0.5209543	0.4722366	0.5696720
sal + nitrate	Indian	(27.95,28.05]	0.0991027	0.0318631	0.1663423
sal + nitrate	Indian	(28.05,28.1]	-0.3047021	-0.3092281	-0.3001762
sal + nitrate	Indian	(28.1, Inf]	-0.1963814	-0.2705443	-0.1222185
sal + nitrate	Pacific	(-Inf,26]	-0.3417223	-0.3445854	-0.3388593
sal + nitrate	Pacific	(26,26.5]	-0.2429383	-0.4689994	-0.0168772
sal + nitrate	Pacific	(26.5,26.75]	-0.1348306	-0.3616606	0.0919994
sal + nitrate	Pacific	(26.75,27]	-0.3611559	-0.4521932	-0.2701186
sal + nitrate	Pacific	(27,27.25]	-0.3331015	-0.3826020	-0.2836011
sal + nitrate	Pacific	(27.25,27.5]	-0.0241706	-0.0800747	0.0317335
sal + nitrate	Pacific	(27.5,27.75]	-0.0806194	-0.1021692	-0.0590696
sal + nitrate	Pacific	(27.75,27.85]	-0.3426188	-0.4160765	-0.2691610
sal + nitrate	Pacific	(27.85,27.95]	-0.5317752	-0.6226679	-0.4408824
sal + nitrate	Pacific	(27.95,28.05]	-0.6971281	-0.7005355	-0.6937208
sal + nitrate	Pacific	(28.05,28.1]	-0.8090260	-0.9088426	-0.7092093
sal + nitrate	Pacific	(28.1, Inf]	-0.4190875	-0.7041122	-0.1340628
sal + oxygen	Atlantic	(-Inf,26]	-0.3748728	-0.5851243	-0.1646213
sal + oxygen	Atlantic	(26,26.5]	-0.1367853	-0.1786495	-0.0949211
sal + oxygen	Atlantic	(26.5,26.75]	0.1713546	0.1143962	0.2283129
sal + oxygen	Atlantic	(26.75,27]	0.1034844	-0.0071428	0.2141116
sal + oxygen	Atlantic	(27,27.25]	0.0108423	-0.1869602	0.2086447
sal + oxygen	Atlantic	(27.25,27.5]	-0.0749651	-0.2232701	0.0733400
sal + oxygen	Atlantic	(27.5,27.75]	0.0860000	0.0559690	0.1160311
sal + oxygen	Atlantic	(27.75,27.85]	0.0758432	0.0181240	0.1335624
sal + oxygen	Atlantic	(27.85,27.95]	0.1533035	0.0342411	0.2723658
sal + oxygen	Atlantic	(27.95,28.05]	0.2640495	0.1267963	0.4013027
sal + oxygen	Atlantic	(28.05,28.1]	0.5491376	0.5098741	0.5884012
sal + oxygen	Atlantic	(28.1,28.15]	0.7256054	0.7178090	0.7334018
sal + oxygen	Atlantic	(28.15,28.2]	0.8507295	0.8432830	0.8581759
sal + oxygen	Atlantic	(28.2, Inf]	0.1909884	-0.0630715	0.4450484
sal + oxygen	Indian	(-Inf,26]	0.6841730	0.5383121	0.8300338
sal + oxygen	Indian	(26,26.5]	0.5906802	0.4156802	0.7656802
sal + oxygen	Indian	(26.5,26.75]	0.1734006	-0.0147132	0.3615145
sal + oxygen	Indian	(26.75,27]	-0.5426218	-0.6613768	-0.4238668
sal + oxygen	Indian	(27,27.25]	-0.8942846	-0.9188641	-0.8697050
sal + oxygen	Indian	(27.25,27.5]	-0.9420099	-0.9839110	-0.9001088
sal + oxygen	Indian	(27.5,27.75]	-0.9320121	-0.9664238	-0.8976004
sal + oxygen	Indian	(27.75,27.85]	-0.9430616	-0.9612869	-0.9248364
sal + oxygen	Indian	(27.85,27.95]	-0.9103412	-0.9142787	-0.9064038
sal + oxygen	Indian	(27.95,28.05]	-0.7472685	-0.8027074	-0.6918296
sal + oxygen	Indian	(28.05,28.1]	-0.2446282	-0.3795810	-0.1096754
sal + oxygen	Indian	(28.1, Inf]	-0.7385558	-0.7822546	-0.6948570
sal + oxygen	Pacific	(-Inf,26]	-0.3681357	-0.3824478	-0.3538236
sal + oxygen	Pacific	(26,26.5]	-0.2552190	-0.3960308	-0.1144073
sal + oxygen	Pacific	(26.5,26.75]	-0.4010416	-0.5461649	-0.2559184
sal + oxygen	Pacific	(26.75,27]	-0.1845620	-0.3239265	-0.0451975
sal + oxygen	Pacific	(27,27.25]	0.1050517	0.0455081	0.1645954
sal + oxygen	Pacific	(27.25,27.5]	-0.0626704	-0.1074064	-0.0179344
sal + oxygen	Pacific	(27.5,27.75]	0.0460011	0.0093256	0.0826767
sal + oxygen	Pacific	(27.75,27.85]	0.3198598	0.2294211	0.4102985
sal + oxygen	Pacific	(27.85,27.95]	0.5171922	0.4022129	0.6321716
sal + oxygen	Pacific	(27.95,28.05]	0.6278660	0.6107242	0.6450077
sal + oxygen	Pacific	(28.05,28.1]	0.7221234	0.5828745	0.8613723
sal + oxygen	Pacific	(28.1, Inf]	0.2319953	-0.0317432	0.4957339
sal + phosphate	Atlantic	(-Inf,26]	-0.6617841	-0.7615834	-0.5619848
sal + phosphate	Atlantic	(26,26.5]	-0.7297935	-0.7414262	-0.7181607
sal + phosphate	Atlantic	(26.5,26.75]	-0.7238828	-0.7391568	-0.7086089
sal + phosphate	Atlantic	(26.75,27]	-0.7164811	-0.7504027	-0.6825595
sal + phosphate	Atlantic	(27,27.25]	-0.7376169	-0.7894967	-0.6857370
sal + phosphate	Atlantic	(27.25,27.5]	-0.7816651	-0.8174174	-0.7459129
sal + phosphate	Atlantic	(27.5,27.75]	-0.7760514	-0.7978912	-0.7542115
sal + phosphate	Atlantic	(27.75,27.85]	-0.6508757	-0.6912954	-0.6104560
sal + phosphate	Atlantic	(27.85,27.95]	-0.6214778	-0.7131859	-0.5297697
sal + phosphate	Atlantic	(27.95,28.05]	-0.7228417	-0.8075748	-0.6381086
sal + phosphate	Atlantic	(28.05,28.1]	-0.8587124	-0.8778796	-0.8395453
sal + phosphate	Atlantic	(28.1,28.15]	-0.9006965	-0.9052662	-0.8961268
sal + phosphate	Atlantic	(28.15,28.2]	-0.9394238	-0.9442335	-0.9346141
sal + phosphate	Atlantic	(28.2, Inf]	-0.8419089	-0.9019314	-0.7818863
sal + phosphate	Indian	(-Inf,26]	-0.7338179	-0.8634043	-0.6042314
sal + phosphate	Indian	(26,26.5]	-0.6815785	-0.8608530	-0.5023040
sal + phosphate	Indian	(26.5,26.75]	-0.3495758	-0.5859390	-0.1132126
sal + phosphate	Indian	(26.75,27]	0.2121934	-0.0498693	0.4742561
sal + phosphate	Indian	(27,27.25]	0.5698409	0.4387486	0.7009331
sal + phosphate	Indian	(27.25,27.5]	0.7824487	0.7662261	0.7986713
sal + phosphate	Indian	(27.5,27.75]	0.8445370	0.8002010	0.8888730
sal + phosphate	Indian	(27.75,27.85]	0.8081872	0.7283648	0.8880096
sal + phosphate	Indian	(27.85,27.95]	0.6129796	0.5433299	0.6826293
sal + phosphate	Indian	(27.95,28.05]	0.1563162	0.0798623	0.2327700
sal + phosphate	Indian	(28.05,28.1]	-0.2774221	-0.2949639	-0.2598803
sal + phosphate	Indian	(28.1, Inf]	-0.1826616	-0.2746236	-0.0906996
sal + phosphate	Pacific	(-Inf,26]	-0.1555510	-0.1558346	-0.1552675
sal + phosphate	Pacific	(26,26.5]	-0.1756930	-0.3747180	0.0233320
sal + phosphate	Pacific	(26.5,26.75]	-0.0919903	-0.3140589	0.1300784
sal + phosphate	Pacific	(26.75,27]	-0.3755305	-0.4732005	-0.2778604
sal + phosphate	Pacific	(27,27.25]	-0.3437052	-0.3875557	-0.2998546
sal + phosphate	Pacific	(27.25,27.5]	-0.0331893	-0.0794305	0.0130519
sal + phosphate	Pacific	(27.5,27.75]	-0.0698508	-0.0952276	-0.0444740
sal + phosphate	Pacific	(27.75,27.85]	-0.3195477	-0.3940160	-0.2450794
sal + phosphate	Pacific	(27.85,27.95]	-0.5294350	-0.6263274	-0.4325427
sal + phosphate	Pacific	(27.95,28.05]	-0.6994949	-0.7000005	-0.6989893
sal + phosphate	Pacific	(28.05,28.1]	-0.8033322	-0.9072569	-0.6994075
sal + phosphate	Pacific	(28.1, Inf]	-0.4522174	-0.6891011	-0.2153336
sal + silicate	Atlantic	(-Inf,26]	-0.6851890	-0.6971291	-0.6732490
sal + silicate	Atlantic	(26,26.5]	-0.6548366	-0.6584799	-0.6511932
sal + silicate	Atlantic	(26.5,26.75]	-0.6513160	-0.6802060	-0.6224261
sal + silicate	Atlantic	(26.75,27]	-0.6298455	-0.6952400	-0.5644510
sal + silicate	Atlantic	(27,27.25]	-0.7008313	-0.7654549	-0.6362076
sal + silicate	Atlantic	(27.25,27.5]	-0.7998921	-0.8127904	-0.7869939
sal + silicate	Atlantic	(27.5,27.75]	-0.7777319	-0.8005577	-0.7549062
sal + silicate	Atlantic	(27.75,27.85]	-0.6670452	-0.6965531	-0.6375372
sal + silicate	Atlantic	(27.85,27.95]	-0.6889086	-0.7634214	-0.6143959
sal + silicate	Atlantic	(27.95,28.05]	-0.7557474	-0.8300092	-0.6814856
sal + silicate	Atlantic	(28.05,28.1]	-0.8567477	-0.8742800	-0.8392154
sal + silicate	Atlantic	(28.1,28.15]	-0.8929986	-0.8976712	-0.8883261
sal + silicate	Atlantic	(28.15,28.2]	-0.9112892	-0.9171129	-0.9054656
sal + silicate	Atlantic	(28.2, Inf]	-0.7437344	-0.8566653	-0.6308035
sal + silicate	Indian	(-Inf,26]	-0.8812390	-0.9174080	-0.8450700
sal + silicate	Indian	(26,26.5]	-0.7787599	-0.8714025	-0.6861173
sal + silicate	Indian	(26.5,26.75]	-0.3873266	-0.4988729	-0.2757803
sal + silicate	Indian	(26.75,27]	0.3393012	0.2267476	0.4518547
sal + silicate	Indian	(27,27.25]	0.6068113	0.5968061	0.6168165
sal + silicate	Indian	(27.25,27.5]	0.6870012	0.5811998	0.7928026
sal + silicate	Indian	(27.5,27.75]	0.7190606	0.5760344	0.8620868
sal + silicate	Indian	(27.75,27.85]	0.8173076	0.8158542	0.8187609
sal + silicate	Indian	(27.85,27.95]	0.6678681	0.6225018	0.7132344
sal + silicate	Indian	(27.95,28.05]	0.3372105	0.3212352	0.3531858
sal + silicate	Indian	(28.05,28.1]	-0.0876100	-0.1466171	-0.0286028
sal + silicate	Indian	(28.1, Inf]	-0.2209233	-0.2382115	-0.2036351
sal + silicate	Pacific	(-Inf,26]	-0.6587760	-0.6658105	-0.6517416
sal + silicate	Pacific	(26,26.5]	-0.5987073	-0.7022286	-0.4951860
sal + silicate	Pacific	(26.5,26.75]	-0.6926709	-0.7471839	-0.6381578
sal + silicate	Pacific	(26.75,27]	-0.7725092	-0.7852283	-0.7597900
sal + silicate	Pacific	(27,27.25]	-0.5977684	-0.6294007	-0.5661361
sal + silicate	Pacific	(27.25,27.5]	-0.3154287	-0.3561721	-0.2746853
sal + silicate	Pacific	(27.5,27.75]	-0.1798378	-0.2786060	-0.0810696
sal + silicate	Pacific	(27.75,27.85]	-0.3401182	-0.4181557	-0.2620806
sal + silicate	Pacific	(27.85,27.95]	-0.4790342	-0.5740635	-0.3840050
sal + silicate	Pacific	(27.95,28.05]	-0.5968411	-0.5982766	-0.5954056
sal + silicate	Pacific	(28.05,28.1]	-0.7333975	-0.8357194	-0.6310757
sal + silicate	Pacific	(28.1, Inf]	-0.3955228	-0.7058031	-0.0852424
sal + temp	Atlantic	(-Inf,26]	0.9033924	0.8708875	0.9358973
sal + temp	Atlantic	(26,26.5]	0.9600099	0.9579104	0.9621094
sal + temp	Atlantic	(26.5,26.75]	0.9880577	0.9872272	0.9888881
sal + temp	Atlantic	(26.75,27]	0.9819027	0.9814415	0.9823639
sal + temp	Atlantic	(27,27.25]	0.9781856	0.9770693	0.9793018
sal + temp	Atlantic	(27.25,27.5]	0.9768961	0.9761727	0.9776194
sal + temp	Atlantic	(27.5,27.75]	0.9665156	0.9661331	0.9668981
sal + temp	Atlantic	(27.75,27.85]	0.9811783	0.9784803	0.9838763
sal + temp	Atlantic	(27.85,27.95]	0.9575260	0.9528362	0.9622158
sal + temp	Atlantic	(27.95,28.05]	0.9358644	0.9252648	0.9464640
sal + temp	Atlantic	(28.05,28.1]	0.9718851	0.9708244	0.9729459
sal + temp	Atlantic	(28.1,28.15]	0.9702353	0.9670730	0.9733977
sal + temp	Atlantic	(28.15,28.2]	0.8410656	0.7294476	0.9526836
sal + temp	Atlantic	(28.2, Inf]	0.6055977	0.3910449	0.8201505
sal + temp	Indian	(-Inf,26]	0.6392648	0.5956122	0.6829174
sal + temp	Indian	(26,26.5]	0.8704668	0.8519233	0.8890103
sal + temp	Indian	(26.5,26.75]	0.9472114	0.9449294	0.9494934
sal + temp	Indian	(26.75,27]	0.9669065	0.9589939	0.9748190
sal + temp	Indian	(27,27.25]	0.9610346	0.9592901	0.9627790
sal + temp	Indian	(27.25,27.5]	0.9449863	0.9289791	0.9609935
sal + temp	Indian	(27.5,27.75]	0.9048910	0.8718324	0.9379497
sal + temp	Indian	(27.75,27.85]	0.9268227	0.9096560	0.9439895
sal + temp	Indian	(27.85,27.95]	0.9286653	0.9185822	0.9387484
sal + temp	Indian	(27.95,28.05]	0.9428797	0.9311053	0.9546541
sal + temp	Indian	(28.05,28.1]	0.9247967	0.9023616	0.9472319
sal + temp	Indian	(28.1, Inf]	0.9322266	0.9222528	0.9422003
sal + temp	Pacific	(-Inf,26]	0.7961604	0.7501623	0.8421584
sal + temp	Pacific	(26,26.5]	0.9289626	0.9244300	0.9334952
sal + temp	Pacific	(26.5,26.75]	0.9769742	0.9749948	0.9789536
sal + temp	Pacific	(26.75,27]	0.9734589	0.9691673	0.9777504
sal + temp	Pacific	(27,27.25]	0.9426060	0.9323862	0.9528259
sal + temp	Pacific	(27.25,27.5]	0.8196472	0.7912328	0.8480615
sal + temp	Pacific	(27.5,27.75]	0.5624502	0.5073297	0.6175707
sal + temp	Pacific	(27.75,27.85]	0.7099521	0.7062401	0.7136640
sal + temp	Pacific	(27.85,27.95]	0.5103191	0.4577564	0.5628819
sal + temp	Pacific	(27.95,28.05]	0.3909930	0.3219374	0.4600487
sal + temp	Pacific	(28.05,28.1]	0.2233562	-0.0135047	0.4602171
sal + temp	Pacific	(28.1, Inf]	0.0724147	-0.1264554	0.2712849
temp + aou	Atlantic	(-Inf,26]	-0.0285558	-0.3194405	0.2623289
temp + aou	Atlantic	(26,26.5]	-0.2522364	-0.3014263	-0.2030465
temp + aou	Atlantic	(26.5,26.75]	-0.3912663	-0.4332406	-0.3492920
temp + aou	Atlantic	(26.75,27]	-0.2800778	-0.3782977	-0.1818579
temp + aou	Atlantic	(27,27.25]	-0.1769485	-0.3483364	-0.0055607
temp + aou	Atlantic	(27.25,27.5]	-0.1915737	-0.3387923	-0.0443550
temp + aou	Atlantic	(27.5,27.75]	-0.3709347	-0.3800419	-0.3618274
temp + aou	Atlantic	(27.75,27.85]	-0.3019343	-0.3813362	-0.2225325
temp + aou	Atlantic	(27.85,27.95]	-0.2727096	-0.4061576	-0.1392617
temp + aou	Atlantic	(27.95,28.05]	-0.4148109	-0.4904808	-0.3391410
temp + aou	Atlantic	(28.05,28.1]	-0.5895703	-0.6127183	-0.5664223
temp + aou	Atlantic	(28.1,28.15]	-0.6826958	-0.6845471	-0.6808445
temp + aou	Atlantic	(28.15,28.2]	-0.6426145	-0.7510478	-0.5341812
temp + aou	Atlantic	(28.2, Inf]	0.2910571	0.2573182	0.3247959
temp + aou	Indian	(-Inf,26]	-0.5826532	-0.6065970	-0.5587094
temp + aou	Indian	(26,26.5]	-0.5062082	-0.5772155	-0.4352008
temp + aou	Indian	(26.5,26.75]	-0.1658400	-0.2896257	-0.0420544
temp + aou	Indian	(26.75,27]	0.3449541	0.1718946	0.5180136
temp + aou	Indian	(27,27.25]	0.7515497	0.7352536	0.7678459
temp + aou	Indian	(27.25,27.5]	0.8500808	0.8415669	0.8585948
temp + aou	Indian	(27.5,27.75]	0.8830368	0.8822370	0.8838367
temp + aou	Indian	(27.75,27.85]	0.9259985	0.9051843	0.9468127
temp + aou	Indian	(27.85,27.95]	0.8713604	0.8513622	0.8913587
temp + aou	Indian	(27.95,28.05]	0.7142697	0.6481955	0.7803439
temp + aou	Indian	(28.05,28.1]	0.3694347	0.3072483	0.4316211
temp + aou	Indian	(28.1, Inf]	0.7903014	0.7831435	0.7974594
temp + aou	Pacific	(-Inf,26]	-0.1833385	-0.2040902	-0.1625868
temp + aou	Pacific	(26,26.5]	-0.0495513	-0.2001610	0.1010584
temp + aou	Pacific	(26.5,26.75]	0.2432838	0.0657003	0.4208674
temp + aou	Pacific	(26.75,27]	-0.0314535	-0.1523079	0.0894009
temp + aou	Pacific	(27,27.25]	-0.2560582	-0.2883736	-0.2237429
temp + aou	Pacific	(27.25,27.5]	-0.1026125	-0.1518457	-0.0533793
temp + aou	Pacific	(27.5,27.75]	-0.0709630	-0.1195802	-0.0223458
temp + aou	Pacific	(27.75,27.85]	-0.2148573	-0.3362088	-0.0935057
temp + aou	Pacific	(27.85,27.95]	-0.1859887	-0.2890291	-0.0829484
temp + aou	Pacific	(27.95,28.05]	-0.0150841	-0.0207032	-0.0094650
temp + aou	Pacific	(28.05,28.1]	0.1680884	0.1182387	0.2179381
temp + aou	Pacific	(28.1, Inf]	0.8160916	0.8135677	0.8186154
temp + nitrate	Atlantic	(-Inf,26]	-0.1389485	-0.3270565	0.0491595
temp + nitrate	Atlantic	(26,26.5]	-0.5327289	-0.5583738	-0.5070839
temp + nitrate	Atlantic	(26.5,26.75]	-0.6002599	-0.6284743	-0.5720455
temp + nitrate	Atlantic	(26.75,27]	-0.5887099	-0.6357142	-0.5417057
temp + nitrate	Atlantic	(27,27.25]	-0.5862156	-0.6471756	-0.5252556
temp + nitrate	Atlantic	(27.25,27.5]	-0.6725330	-0.7279515	-0.6171145
temp + nitrate	Atlantic	(27.5,27.75]	-0.6877723	-0.7149375	-0.6606071
temp + nitrate	Atlantic	(27.75,27.85]	-0.5867858	-0.6523061	-0.5212656
temp + nitrate	Atlantic	(27.85,27.95]	-0.5456595	-0.6581810	-0.4331380
temp + nitrate	Atlantic	(27.95,28.05]	-0.6806216	-0.7295360	-0.6317072
temp + nitrate	Atlantic	(28.05,28.1]	-0.7680461	-0.7800879	-0.7560044
temp + nitrate	Atlantic	(28.1,28.15]	-0.7848162	-0.7853611	-0.7842713
temp + nitrate	Atlantic	(28.15,28.2]	-0.6878307	-0.8106083	-0.5650532
temp + nitrate	Atlantic	(28.2, Inf]	-0.2386063	-0.3758585	-0.1013542
temp + nitrate	Indian	(-Inf,26]	-0.6503695	-0.6623331	-0.6384059
temp + nitrate	Indian	(26,26.5]	-0.6249569	-0.6705931	-0.5793206
temp + nitrate	Indian	(26.5,26.75]	-0.3582412	-0.4795871	-0.2368953
temp + nitrate	Indian	(26.75,27]	-0.0029938	-0.2318612	0.2258735
temp + nitrate	Indian	(27,27.25]	0.2809159	0.1790046	0.3828272
temp + nitrate	Indian	(27.25,27.5]	0.5012072	0.4971777	0.5052367
temp + nitrate	Indian	(27.5,27.75]	0.6539127	0.6226171	0.6852083
temp + nitrate	Indian	(27.75,27.85]	0.6710245	0.5646812	0.7773679
temp + nitrate	Indian	(27.85,27.95]	0.5230023	0.5056128	0.5403919
temp + nitrate	Indian	(27.95,28.05]	0.1902396	0.1413858	0.2390934
temp + nitrate	Indian	(28.05,28.1]	-0.0306644	-0.0792974	0.0179685
temp + nitrate	Indian	(28.1, Inf]	0.0059661	-0.1256096	0.1375417
temp + nitrate	Pacific	(-Inf,26]	-0.5085347	-0.5199990	-0.4970703
temp + nitrate	Pacific	(26,26.5]	-0.3890660	-0.5795527	-0.1985792
temp + nitrate	Pacific	(26.5,26.75]	-0.1466468	-0.3704147	0.0771211
temp + nitrate	Pacific	(26.75,27]	-0.3828885	-0.4714353	-0.2943417
temp + nitrate	Pacific	(27,27.25]	-0.3994784	-0.4411293	-0.3578275
temp + nitrate	Pacific	(27.25,27.5]	-0.1549999	-0.2269581	-0.0830417
temp + nitrate	Pacific	(27.5,27.75]	-0.0708303	-0.0891851	-0.0524756
temp + nitrate	Pacific	(27.75,27.85]	-0.2008647	-0.3076668	-0.0940625
temp + nitrate	Pacific	(27.85,27.95]	-0.1722500	-0.2556434	-0.0888566
temp + nitrate	Pacific	(27.95,28.05]	-0.0650731	-0.0894620	-0.0406842
temp + nitrate	Pacific	(28.05,28.1]	0.1057571	0.0912950	0.1202191
temp + nitrate	Pacific	(28.1, Inf]	0.6413019	0.6048137	0.6777901
temp + oxygen	Atlantic	(-Inf,26]	-0.3297639	-0.5113607	-0.1481672
temp + oxygen	Atlantic	(26,26.5]	-0.1109665	-0.1537512	-0.0681818
temp + oxygen	Atlantic	(26.5,26.75]	0.1708976	0.1130775	0.2287177
temp + oxygen	Atlantic	(26.75,27]	0.0712825	-0.0398264	0.1823914
temp + oxygen	Atlantic	(27,27.25]	-0.0700110	-0.2549445	0.1149225
temp + oxygen	Atlantic	(27.25,27.5]	-0.1300724	-0.2880710	0.0279262
temp + oxygen	Atlantic	(27.5,27.75]	0.0226523	-0.0127891	0.0580937
temp + oxygen	Atlantic	(27.75,27.85]	0.0274666	-0.0510974	0.1060306
temp + oxygen	Atlantic	(27.85,27.95]	0.0603206	-0.0732126	0.1938538
temp + oxygen	Atlantic	(27.95,28.05]	0.1981610	0.1176213	0.2787007
temp + oxygen	Atlantic	(28.05,28.1]	0.4169447	0.3876512	0.4462381
temp + oxygen	Atlantic	(28.1,28.15]	0.5775732	0.5747724	0.5803739
temp + oxygen	Atlantic	(28.15,28.2]	0.5652904	0.4396184	0.6909624
temp + oxygen	Atlantic	(28.2, Inf]	-0.4782082	-0.5236817	-0.4327346
temp + oxygen	Indian	(-Inf,26]	0.5063208	0.4744736	0.5381680
temp + oxygen	Indian	(26,26.5]	0.4369930	0.3619890	0.5119970
temp + oxygen	Indian	(26.5,26.75]	0.0952714	-0.0268083	0.2173511
temp + oxygen	Indian	(26.75,27]	-0.4375851	-0.5840331	-0.2911370
temp + oxygen	Indian	(27,27.25]	-0.8185620	-0.8234796	-0.8136443
temp + oxygen	Indian	(27.25,27.5]	-0.8955269	-0.9015539	-0.8894998
temp + oxygen	Indian	(27.5,27.75]	-0.9198415	-0.9202349	-0.9194481
temp + oxygen	Indian	(27.75,27.85]	-0.9510985	-0.9651594	-0.9370375
temp + oxygen	Indian	(27.85,27.95]	-0.9160029	-0.9340631	-0.8979426
temp + oxygen	Indian	(27.95,28.05]	-0.8044724	-0.8654777	-0.7434671
temp + oxygen	Indian	(28.05,28.1]	-0.4893751	-0.5787890	-0.3999611
temp + oxygen	Indian	(28.1, Inf]	-0.8771464	-0.8864248	-0.8678680
temp + oxygen	Pacific	(-Inf,26]	-0.2869781	-0.3305158	-0.2434403
temp + oxygen	Pacific	(26,26.5]	-0.1381267	-0.2462827	-0.0299708
temp + oxygen	Pacific	(26.5,26.75]	-0.4086166	-0.5462090	-0.2710242
temp + oxygen	Pacific	(26.75,27]	-0.1901784	-0.3188232	-0.0615337
temp + oxygen	Pacific	(27,27.25]	0.1382641	0.0910132	0.1855149
temp + oxygen	Pacific	(27.25,27.5]	0.0068577	-0.0521908	0.0659061
temp + oxygen	Pacific	(27.5,27.75]	-0.0188129	-0.0608850	0.0232593
temp + oxygen	Pacific	(27.75,27.85]	0.1612394	0.0317303	0.2907485
temp + oxygen	Pacific	(27.85,27.95]	0.1337346	0.0259972	0.2414719
temp + oxygen	Pacific	(27.95,28.05]	-0.0478507	-0.0496963	-0.0460051
temp + oxygen	Pacific	(28.05,28.1]	-0.2155650	-0.2842703	-0.1468598
temp + oxygen	Pacific	(28.1, Inf]	-0.8697915	-0.8809603	-0.8586227
temp + phosphate	Atlantic	(-Inf,26]	-0.5949074	-0.6734910	-0.5163238
temp + phosphate	Atlantic	(26,26.5]	-0.7440285	-0.7529628	-0.7350942
temp + phosphate	Atlantic	(26.5,26.75]	-0.7237910	-0.7414894	-0.7060927
temp + phosphate	Atlantic	(26.75,27]	-0.6928026	-0.7271947	-0.6584104
temp + phosphate	Atlantic	(27,27.25]	-0.6748123	-0.7206533	-0.6289712
temp + phosphate	Atlantic	(27.25,27.5]	-0.7389961	-0.7847352	-0.6932569
temp + phosphate	Atlantic	(27.5,27.75]	-0.7335538	-0.7565815	-0.7105262
temp + phosphate	Atlantic	(27.75,27.85]	-0.6267601	-0.6851193	-0.5684009
temp + phosphate	Atlantic	(27.85,27.95]	-0.5658993	-0.6745803	-0.4572182
temp + phosphate	Atlantic	(27.95,28.05]	-0.6873653	-0.7376209	-0.6371097
temp + phosphate	Atlantic	(28.05,28.1]	-0.7788151	-0.7931006	-0.7645296
temp + phosphate	Atlantic	(28.1,28.15]	-0.8004582	-0.8014194	-0.7994970
temp + phosphate	Atlantic	(28.15,28.2]	-0.6922246	-0.8114257	-0.5730235
temp + phosphate	Atlantic	(28.2, Inf]	-0.2414792	-0.3775344	-0.1054239
temp + phosphate	Indian	(-Inf,26]	-0.6181553	-0.6520820	-0.5842286
temp + phosphate	Indian	(26,26.5]	-0.5679684	-0.6617815	-0.4741554
temp + phosphate	Indian	(26.5,26.75]	-0.2903604	-0.4614884	-0.1192324
temp + phosphate	Indian	(26.75,27]	0.0795997	-0.1904434	0.3496429
temp + phosphate	Indian	(27,27.25]	0.4058226	0.2306074	0.5810378
temp + phosphate	Indian	(27.25,27.5]	0.6359985	0.5652264	0.7067706
temp + phosphate	Indian	(27.5,27.75]	0.7877289	0.7812668	0.7941909
temp + phosphate	Indian	(27.75,27.85]	0.7665775	0.7002582	0.8328967
temp + phosphate	Indian	(27.85,27.95]	0.5676092	0.5278103	0.6074081
temp + phosphate	Indian	(27.95,28.05]	0.2308511	0.1780887	0.2836135
temp + phosphate	Indian	(28.05,28.1]	-0.0029892	-0.0602419	0.0542636
temp + phosphate	Indian	(28.1, Inf]	0.0228443	-0.1219556	0.1676442
temp + phosphate	Pacific	(-Inf,26]	-0.3748088	-0.3885619	-0.3610556
temp + phosphate	Pacific	(26,26.5]	-0.3223257	-0.4924004	-0.1522510
temp + phosphate	Pacific	(26.5,26.75]	-0.1024782	-0.3244160	0.1194595
temp + phosphate	Pacific	(26.75,27]	-0.3956580	-0.4857382	-0.3055779
temp + phosphate	Pacific	(27,27.25]	-0.4031265	-0.4370801	-0.3691728
temp + phosphate	Pacific	(27.25,27.5]	-0.1542497	-0.2154897	-0.0930097
temp + phosphate	Pacific	(27.5,27.75]	-0.0506798	-0.0737787	-0.0275808
temp + phosphate	Pacific	(27.75,27.85]	-0.1791099	-0.2866022	-0.0716176
temp + phosphate	Pacific	(27.85,27.95]	-0.1689317	-0.2616129	-0.0762505
temp + phosphate	Pacific	(27.95,28.05]	-0.0612335	-0.0881395	-0.0343276
temp + phosphate	Pacific	(28.05,28.1]	0.1125141	0.1122611	0.1127671
temp + phosphate	Pacific	(28.1, Inf]	0.6142518	0.5407467	0.6877568
temp + silicate	Atlantic	(-Inf,26]	-0.6143545	-0.6340381	-0.5946709
temp + silicate	Atlantic	(26,26.5]	-0.6611613	-0.6673019	-0.6550207
temp + silicate	Atlantic	(26.5,26.75]	-0.6580774	-0.6877474	-0.6284074
temp + silicate	Atlantic	(26.75,27]	-0.6235516	-0.6895657	-0.5575375
temp + silicate	Atlantic	(27,27.25]	-0.6645310	-0.7205987	-0.6084633
temp + silicate	Atlantic	(27.25,27.5]	-0.8101463	-0.8270077	-0.7932850
temp + silicate	Atlantic	(27.5,27.75]	-0.7895224	-0.8216228	-0.7574220
temp + silicate	Atlantic	(27.75,27.85]	-0.6725061	-0.7196194	-0.6253928
temp + silicate	Atlantic	(27.85,27.95]	-0.6572726	-0.7491731	-0.5653721
temp + silicate	Atlantic	(27.95,28.05]	-0.7330083	-0.7737557	-0.6922609
temp + silicate	Atlantic	(28.05,28.1]	-0.7744170	-0.7877800	-0.7610539
temp + silicate	Atlantic	(28.1,28.15]	-0.7879027	-0.7898307	-0.7859747
temp + silicate	Atlantic	(28.15,28.2]	-0.6467685	-0.7659626	-0.5275744
temp + silicate	Atlantic	(28.2, Inf]	-0.1295110	-0.1962787	-0.0627432
temp + silicate	Indian	(-Inf,26]	-0.7019678	-0.7377525	-0.6661831
temp + silicate	Indian	(26,26.5]	-0.6264632	-0.6366279	-0.6162984
temp + silicate	Indian	(26.5,26.75]	-0.3006740	-0.3493406	-0.2520074
temp + silicate	Indian	(26.75,27]	0.2293281	0.0923374	0.3663188
temp + silicate	Indian	(27,27.25]	0.4655629	0.4282237	0.5029021
temp + silicate	Indian	(27.25,27.5]	0.5494415	0.5281876	0.5706954
temp + silicate	Indian	(27.5,27.75]	0.5796820	0.5190664	0.6402976
temp + silicate	Indian	(27.75,27.85]	0.6977850	0.6701234	0.7254467
temp + silicate	Indian	(27.85,27.95]	0.5372566	0.4953658	0.5791474
temp + silicate	Indian	(27.95,28.05]	0.3275520	0.3220099	0.3330940
temp + silicate	Indian	(28.05,28.1]	0.1698226	0.1565301	0.1831151
temp + silicate	Indian	(28.1, Inf]	-0.0994961	-0.1850309	-0.0139613
temp + silicate	Pacific	(-Inf,26]	-0.6698966	-0.6762624	-0.6635308
temp + silicate	Pacific	(26,26.5]	-0.6839232	-0.7492661	-0.6185804
temp + silicate	Pacific	(26.5,26.75]	-0.6931984	-0.7418220	-0.6445748
temp + silicate	Pacific	(26.75,27]	-0.7647599	-0.7819369	-0.7475830
temp + silicate	Pacific	(27,27.25]	-0.6263342	-0.6627560	-0.5899123
temp + silicate	Pacific	(27.25,27.5]	-0.4486075	-0.4699489	-0.4272662
temp + silicate	Pacific	(27.5,27.75]	-0.3636135	-0.4601125	-0.2671146
temp + silicate	Pacific	(27.75,27.85]	-0.3047601	-0.4137784	-0.1957418
temp + silicate	Pacific	(27.85,27.95]	-0.2890982	-0.3946689	-0.1835276
temp + silicate	Pacific	(27.95,28.05]	-0.1684611	-0.1810186	-0.1559035
temp + silicate	Pacific	(28.05,28.1]	0.0947632	0.0795455	0.1099808
temp + silicate	Pacific	(28.1, Inf]	0.5810551	0.4616222	0.7004879

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
1ba14cf	jens-daniel-mueller	2021-10-20
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]	0.6228471	0.4844963	0.7611978
aou	Atlantic	(26,26.5]	-0.0889278	-0.1473049	-0.0305506
aou	Atlantic	(26.5,26.75]	-0.4308228	-0.4712994	-0.3903461
aou	Atlantic	(26.75,27]	-0.3386937	-0.3555107	-0.3218767
aou	Atlantic	(27,27.25]	-0.3873373	-0.5078341	-0.2668405
aou	Atlantic	(27.25,27.5]	-0.4793050	-0.5416908	-0.4169192
aou	Atlantic	(27.5,27.75]	-0.7611360	-0.7626125	-0.7596594
aou	Atlantic	(27.75,27.85]	-0.8765126	-0.8969639	-0.8560613
aou	Atlantic	(27.85,27.95]	-0.8917234	-0.9091842	-0.8742627
aou	Atlantic	(27.95,28.05]	-0.8548392	-0.8652431	-0.8444353
aou	Atlantic	(28.05,28.1]	-0.8562560	-0.8613320	-0.8511799
aou	Atlantic	(28.1,28.15]	-0.8935749	-0.8999473	-0.8872026
aou	Atlantic	(28.15,28.2]	-0.9285211	-0.9321395	-0.9249028
aou	Atlantic	(28.2, Inf]	-0.5282990	-0.7236869	-0.3329111
aou	Indian	(-Inf,26]	-0.7792732	-0.8009218	-0.7576246
aou	Indian	(26,26.5]	-0.9270439	-0.9395521	-0.9145356
aou	Indian	(26.5,26.75]	-0.8538458	-0.8974419	-0.8102497
aou	Indian	(26.75,27]	-0.5531991	-0.6266871	-0.4797112
aou	Indian	(27,27.25]	0.1155356	-0.0475814	0.2786526
aou	Indian	(27.25,27.5]	0.5292446	0.4942570	0.5642322
aou	Indian	(27.5,27.75]	0.4222028	0.2884342	0.5559714
aou	Indian	(27.75,27.85]	0.1068741	-0.0550236	0.2687719
aou	Indian	(27.85,27.95]	0.0632327	-0.1435387	0.2700040
aou	Indian	(27.95,28.05]	0.0194373	-0.1748836	0.2137581
aou	Indian	(28.05,28.1]	0.0030839	-0.0685934	0.0747612
aou	Indian	(28.1, Inf]	0.3359117	0.2144623	0.4573612
aou	Pacific	(-Inf,26]	-0.0680641	-0.1139677	-0.0221605
aou	Pacific	(26,26.5]	-0.6282128	-0.6664426	-0.5899830
aou	Pacific	(26.5,26.75]	-0.4928584	-0.5148069	-0.4709100
aou	Pacific	(26.75,27]	-0.4818400	-0.5807104	-0.3829696
aou	Pacific	(27,27.25]	0.1913762	0.1636786	0.2190738
aou	Pacific	(27.25,27.5]	0.5999114	0.5421430	0.6576799
aou	Pacific	(27.5,27.75]	0.7405839	0.7067519	0.7744160
aou	Pacific	(27.75,27.85]	0.8165155	0.8101380	0.8228930
aou	Pacific	(27.85,27.95]	0.7722073	0.7565159	0.7878987
aou	Pacific	(27.95,28.05]	0.5587582	0.5375983	0.5799182
aou	Pacific	(28.05,28.1]	0.3381306	0.2817970	0.3944643
aou	Pacific	(28.1, Inf]	0.4700866	0.3911118	0.5490615
nitrate	Atlantic	(-Inf,26]	0.4245861	0.2802891	0.5688831
nitrate	Atlantic	(26,26.5]	-0.3544389	-0.3839320	-0.3249459
nitrate	Atlantic	(26.5,26.75]	-0.6115568	-0.6555232	-0.5675903
nitrate	Atlantic	(26.75,27]	-0.6203400	-0.6427383	-0.5979418
nitrate	Atlantic	(27,27.25]	-0.7615840	-0.7865977	-0.7365702
nitrate	Atlantic	(27.25,27.5]	-0.8871386	-0.8881782	-0.8860990
nitrate	Atlantic	(27.5,27.75]	-0.9589328	-0.9663333	-0.9515324
nitrate	Atlantic	(27.75,27.85]	-0.9637355	-0.9714812	-0.9559899
nitrate	Atlantic	(27.85,27.95]	-0.9389246	-0.9512012	-0.9266480
nitrate	Atlantic	(27.95,28.05]	-0.9208401	-0.9253900	-0.9162903
nitrate	Atlantic	(28.05,28.1]	-0.9121805	-0.9201889	-0.9041721
nitrate	Atlantic	(28.1,28.15]	-0.9244165	-0.9342493	-0.9145836
nitrate	Atlantic	(28.15,28.2]	-0.9586610	-0.9620329	-0.9552892
nitrate	Atlantic	(28.2, Inf]	-0.8944913	-0.9478443	-0.8411383
nitrate	Indian	(-Inf,26]	-0.7701509	-0.8015798	-0.7387220
nitrate	Indian	(26,26.5]	-0.9296518	-0.9403563	-0.9189473
nitrate	Indian	(26.5,26.75]	-0.9066106	-0.9269375	-0.8862837
nitrate	Indian	(26.75,27]	-0.7558966	-0.7618111	-0.7499822
nitrate	Indian	(27,27.25]	-0.2840322	-0.2896851	-0.2783793
nitrate	Indian	(27.25,27.5]	0.3152336	0.2937253	0.3367419
nitrate	Indian	(27.5,27.75]	0.3734038	0.2631050	0.4837025
nitrate	Indian	(27.75,27.85]	-0.0129886	-0.1191582	0.0931811
nitrate	Indian	(27.85,27.95]	-0.1528525	-0.2745036	-0.0312013
nitrate	Indian	(27.95,28.05]	-0.3244319	-0.3830459	-0.2658179
nitrate	Indian	(28.05,28.1]	-0.2369938	-0.2410066	-0.2329810
nitrate	Indian	(28.1, Inf]	-0.1683569	-0.2002623	-0.1364516
nitrate	Pacific	(-Inf,26]	-0.1020418	-0.1300923	-0.0739912
nitrate	Pacific	(26,26.5]	-0.7200109	-0.8039559	-0.6360658
nitrate	Pacific	(26.5,26.75]	-0.6528749	-0.7275051	-0.5782447
nitrate	Pacific	(26.75,27]	-0.6255482	-0.7191113	-0.5319850
nitrate	Pacific	(27,27.25]	0.1535833	0.1346498	0.1725168
nitrate	Pacific	(27.25,27.5]	0.5238104	0.4442845	0.6033362
nitrate	Pacific	(27.5,27.75]	0.6649532	0.6116281	0.7182783
nitrate	Pacific	(27.75,27.85]	0.7703188	0.7577469	0.7828907
nitrate	Pacific	(27.85,27.95]	0.7337024	0.7129747	0.7544302
nitrate	Pacific	(27.95,28.05]	0.5100543	0.4866523	0.5334563
nitrate	Pacific	(28.05,28.1]	0.3019727	0.2528529	0.3510924
nitrate	Pacific	(28.1, Inf]	0.4191103	0.3352189	0.5030017
oxygen	Atlantic	(-Inf,26]	-0.6392082	-0.7628126	-0.5156038
oxygen	Atlantic	(26,26.5]	-0.1755241	-0.2075072	-0.1435410
oxygen	Atlantic	(26.5,26.75]	0.2582692	0.2136185	0.3029198
oxygen	Atlantic	(26.75,27]	0.1574776	0.1279512	0.1870039
oxygen	Atlantic	(27,27.25]	0.1828727	0.0379657	0.3277797
oxygen	Atlantic	(27.25,27.5]	0.2080305	0.1298686	0.2861925
oxygen	Atlantic	(27.5,27.75]	0.5351846	0.5081583	0.5622110
oxygen	Atlantic	(27.75,27.85]	0.7355921	0.7111208	0.7600634
oxygen	Atlantic	(27.85,27.95]	0.8092183	0.7896718	0.8287648
oxygen	Atlantic	(27.95,28.05]	0.7665494	0.7531512	0.7799476
oxygen	Atlantic	(28.05,28.1]	0.7926593	0.7919074	0.7934112
oxygen	Atlantic	(28.1,28.15]	0.8647213	0.8622571	0.8671854
oxygen	Atlantic	(28.15,28.2]	0.9196395	0.9175948	0.9216842
oxygen	Atlantic	(28.2, Inf]	0.3822790	0.1464670	0.6180910
oxygen	Indian	(-Inf,26]	0.8017312	0.7873690	0.8160935
oxygen	Indian	(26,26.5]	0.9228324	0.9126826	0.9329821
oxygen	Indian	(26.5,26.75]	0.8327010	0.7850942	0.8803077
oxygen	Indian	(26.75,27]	0.4821615	0.3837213	0.5806018
oxygen	Indian	(27,27.25]	-0.1940369	-0.3806539	-0.0074199
oxygen	Indian	(27.25,27.5]	-0.5536163	-0.6001249	-0.5071076
oxygen	Indian	(27.5,27.75]	-0.3965075	-0.5338815	-0.2591334
oxygen	Indian	(27.75,27.85]	-0.1067558	-0.2656239	0.0521123
oxygen	Indian	(27.85,27.95]	-0.0860317	-0.2917742	0.1197107
oxygen	Indian	(27.95,28.05]	-0.0786770	-0.2806790	0.1233251
oxygen	Indian	(28.05,28.1]	-0.0499628	-0.1442223	0.0442968
oxygen	Indian	(28.1, Inf]	-0.3913751	-0.5159536	-0.2667966
oxygen	Pacific	(-Inf,26]	0.2184505	0.1429544	0.2939467
oxygen	Pacific	(26,26.5]	0.5398718	0.5267597	0.5529840
oxygen	Pacific	(26.5,26.75]	0.3887084	0.3849999	0.3924169
oxygen	Pacific	(26.75,27]	0.3822696	0.2758096	0.4887296
oxygen	Pacific	(27,27.25]	-0.1546756	-0.1941482	-0.1152031
oxygen	Pacific	(27.25,27.5]	-0.5517304	-0.6175859	-0.4858750
oxygen	Pacific	(27.5,27.75]	-0.6978402	-0.7389543	-0.6567260
oxygen	Pacific	(27.75,27.85]	-0.7997124	-0.8029080	-0.7965169
oxygen	Pacific	(27.85,27.95]	-0.7591928	-0.7721647	-0.7462209
oxygen	Pacific	(27.95,28.05]	-0.5515308	-0.5700678	-0.5329939
oxygen	Pacific	(28.05,28.1]	-0.3385926	-0.3930197	-0.2841655
oxygen	Pacific	(28.1, Inf]	-0.4644662	-0.5307272	-0.3982052
phosphate	Atlantic	(-Inf,26]	-0.0796945	-0.0831893	-0.0761998
phosphate	Atlantic	(26,26.5]	-0.5803829	-0.6206014	-0.5401643
phosphate	Atlantic	(26.5,26.75]	-0.7154621	-0.7504490	-0.6804752
phosphate	Atlantic	(26.75,27]	-0.7238380	-0.7472768	-0.7003992
phosphate	Atlantic	(27,27.25]	-0.8294233	-0.8442117	-0.8146349
phosphate	Atlantic	(27.25,27.5]	-0.9232413	-0.9247930	-0.9216897
phosphate	Atlantic	(27.5,27.75]	-0.9718764	-0.9765922	-0.9671606
phosphate	Atlantic	(27.75,27.85]	-0.9744781	-0.9769954	-0.9719608
phosphate	Atlantic	(27.85,27.95]	-0.9503246	-0.9564452	-0.9442041
phosphate	Atlantic	(27.95,28.05]	-0.9326812	-0.9332563	-0.9321062
phosphate	Atlantic	(28.05,28.1]	-0.9216996	-0.9341058	-0.9092935
phosphate	Atlantic	(28.1,28.15]	-0.9334051	-0.9478944	-0.9189158
phosphate	Atlantic	(28.15,28.2]	-0.9623265	-0.9679281	-0.9567250
phosphate	Atlantic	(28.2, Inf]	-0.9110831	-0.9545425	-0.8676237
phosphate	Indian	(-Inf,26]	-0.7810992	-0.8105780	-0.7516204
phosphate	Indian	(26,26.5]	-0.9360364	-0.9487551	-0.9233177
phosphate	Indian	(26.5,26.75]	-0.9080599	-0.9306537	-0.8854661
phosphate	Indian	(26.75,27]	-0.7543254	-0.7633272	-0.7453236
phosphate	Indian	(27,27.25]	-0.2891723	-0.2981149	-0.2802298
phosphate	Indian	(27.25,27.5]	0.2933917	0.2746260	0.3121574
phosphate	Indian	(27.5,27.75]	0.2951868	0.1660360	0.4243377
phosphate	Indian	(27.75,27.85]	-0.0862531	-0.2035682	0.0310619
phosphate	Indian	(27.85,27.95]	-0.2161695	-0.3535145	-0.0788246
phosphate	Indian	(27.95,28.05]	-0.3708091	-0.4412365	-0.3003817
phosphate	Indian	(28.05,28.1]	-0.2902897	-0.3027120	-0.2778674
phosphate	Indian	(28.1, Inf]	-0.2989406	-0.3087153	-0.2891660
phosphate	Pacific	(-Inf,26]	-0.1181185	-0.1328403	-0.1033966
phosphate	Pacific	(26,26.5]	-0.7682715	-0.8146450	-0.7218980
phosphate	Pacific	(26.5,26.75]	-0.7191437	-0.7704520	-0.6678355
phosphate	Pacific	(26.75,27]	-0.6725402	-0.7502436	-0.5948368
phosphate	Pacific	(27,27.25]	0.1328089	0.1107864	0.1548313
phosphate	Pacific	(27.25,27.5]	0.5169816	0.4406944	0.5932688
phosphate	Pacific	(27.5,27.75]	0.6342339	0.5762069	0.6922610
phosphate	Pacific	(27.75,27.85]	0.7286304	0.7088956	0.7483651
phosphate	Pacific	(27.85,27.95]	0.6830190	0.6530878	0.7129502
phosphate	Pacific	(27.95,28.05]	0.4256540	0.3871616	0.4641463
phosphate	Pacific	(28.05,28.1]	0.1677916	0.1391771	0.1964061
phosphate	Pacific	(28.1, Inf]	0.2836486	0.2220087	0.3452886
sal	Atlantic	(-Inf,26]	0.3626681	0.2531536	0.4721826
sal	Atlantic	(26,26.5]	0.7537015	0.6945982	0.8128047
sal	Atlantic	(26.5,26.75]	0.8440910	0.8022401	0.8859419
sal	Atlantic	(26.75,27]	0.9122528	0.9084842	0.9160214
sal	Atlantic	(27,27.25]	0.8971111	0.8951784	0.8990438
sal	Atlantic	(27.25,27.5]	0.8884951	0.8673342	0.9096560
sal	Atlantic	(27.5,27.75]	0.8035146	0.7886252	0.8184041
sal	Atlantic	(27.75,27.85]	0.6607353	0.6339018	0.6875688
sal	Atlantic	(27.85,27.95]	0.5476302	0.4707087	0.6245518
sal	Atlantic	(27.95,28.05]	0.6076971	0.5282782	0.6871161
sal	Atlantic	(28.05,28.1]	0.7490503	0.7463792	0.7517214
sal	Atlantic	(28.1,28.15]	0.8040082	0.7880146	0.8200017
sal	Atlantic	(28.15,28.2]	0.8824024	0.8804496	0.8843552
sal	Atlantic	(28.2, Inf]	0.8887434	0.8608516	0.9166352
sal	Indian	(-Inf,26]	0.6971698	0.6364221	0.7579175
sal	Indian	(26,26.5]	0.6745564	0.5491983	0.7999144
sal	Indian	(26.5,26.75]	0.4504032	0.2567791	0.6440272
sal	Indian	(26.75,27]	0.2746248	-0.0187220	0.5679717
sal	Indian	(27,27.25]	0.3915710	0.1356836	0.6474584
sal	Indian	(27.25,27.5]	0.5273858	0.4200524	0.6347192
sal	Indian	(27.5,27.75]	0.3991930	0.1969583	0.6014277
sal	Indian	(27.75,27.85]	0.1573401	-0.0326180	0.3472981
sal	Indian	(27.85,27.95]	0.2260058	0.0132141	0.4387974
sal	Indian	(27.95,28.05]	0.3999820	0.2436563	0.5563076
sal	Indian	(28.05,28.1]	0.4018052	0.3236169	0.4799934
sal	Indian	(28.1, Inf]	0.4759450	0.3929204	0.5589696
sal	Pacific	(-Inf,26]	-0.1055950	-0.1298435	-0.0813465
sal	Pacific	(26,26.5]	0.3660790	0.2282595	0.5038986
sal	Pacific	(26.5,26.75]	0.3881914	0.2674491	0.5089336
sal	Pacific	(26.75,27]	0.3708883	0.3347343	0.4070423
sal	Pacific	(27,27.25]	-0.4337248	-0.4668324	-0.4006173
sal	Pacific	(27.25,27.5]	-0.5347147	-0.5493455	-0.5200840
sal	Pacific	(27.5,27.75]	-0.3815145	-0.4468279	-0.3162012
sal	Pacific	(27.75,27.85]	-0.4813810	-0.5141873	-0.4485747
sal	Pacific	(27.85,27.95]	-0.4753901	-0.5042800	-0.4465003
sal	Pacific	(27.95,28.05]	-0.2671981	-0.3050645	-0.2293317
sal	Pacific	(28.05,28.1]	-0.1811910	-0.1937000	-0.1686820
sal	Pacific	(28.1, Inf]	-0.1133052	-0.2104715	-0.0161389
silicate	Atlantic	(-Inf,26]	-0.0967388	-0.1009102	-0.0925675
silicate	Atlantic	(26,26.5]	-0.5315576	-0.5610220	-0.5020933
silicate	Atlantic	(26.5,26.75]	-0.6527553	-0.6724517	-0.6330589
silicate	Atlantic	(26.75,27]	-0.6405765	-0.6474210	-0.6337320
silicate	Atlantic	(27,27.25]	-0.7818405	-0.8073523	-0.7563287
silicate	Atlantic	(27.25,27.5]	-0.8928253	-0.8932568	-0.8923938
silicate	Atlantic	(27.5,27.75]	-0.8958273	-0.9066994	-0.8849551
silicate	Atlantic	(27.75,27.85]	-0.9029302	-0.9072430	-0.8986173
silicate	Atlantic	(27.85,27.95]	-0.8858063	-0.9012103	-0.8704023
silicate	Atlantic	(27.95,28.05]	-0.8859020	-0.8926375	-0.8791664
silicate	Atlantic	(28.05,28.1]	-0.8924491	-0.9006551	-0.8842431
silicate	Atlantic	(28.1,28.15]	-0.9186520	-0.9293133	-0.9079907
silicate	Atlantic	(28.15,28.2]	-0.9545259	-0.9580958	-0.9509559
silicate	Atlantic	(28.2, Inf]	-0.8304207	-0.9287323	-0.7321091
silicate	Indian	(-Inf,26]	-0.7581012	-0.7693708	-0.7468315
silicate	Indian	(26,26.5]	-0.9205028	-0.9237236	-0.9172820
silicate	Indian	(26.5,26.75]	-0.8716351	-0.9093737	-0.8338965
silicate	Indian	(26.75,27]	-0.5991820	-0.6616992	-0.5366648
silicate	Indian	(27,27.25]	-0.1040436	-0.1736475	-0.0344397
silicate	Indian	(27.25,27.5]	0.4276883	0.4066674	0.4487092
silicate	Indian	(27.5,27.75]	0.5477974	0.4978663	0.5977286
silicate	Indian	(27.75,27.85]	0.1313479	0.0115295	0.2511662
silicate	Indian	(27.85,27.95]	-0.0420735	-0.2163591	0.1322121
silicate	Indian	(27.95,28.05]	-0.1780764	-0.3273962	-0.0287566
silicate	Indian	(28.05,28.1]	-0.1511890	-0.2316337	-0.0707442
silicate	Indian	(28.1, Inf]	-0.2346559	-0.2599923	-0.2093196
silicate	Pacific	(-Inf,26]	-0.0768102	-0.1002186	-0.0534018
silicate	Pacific	(26,26.5]	-0.6610882	-0.7228863	-0.5992900
silicate	Pacific	(26.5,26.75]	-0.5780519	-0.6386841	-0.5174197
silicate	Pacific	(26.75,27]	-0.4700128	-0.5365271	-0.4034985
silicate	Pacific	(27,27.25]	0.4275494	0.4162709	0.4388280
silicate	Pacific	(27.25,27.5]	0.8106332	0.7934233	0.8278431
silicate	Pacific	(27.5,27.75]	0.8739906	0.8652411	0.8827401
silicate	Pacific	(27.75,27.85]	0.8466622	0.8351264	0.8581980
silicate	Pacific	(27.85,27.95]	0.7700076	0.7537409	0.7862743
silicate	Pacific	(27.95,28.05]	0.5411298	0.5307411	0.5515185
silicate	Pacific	(28.05,28.1]	0.3206602	0.2448957	0.3964246
silicate	Pacific	(28.1, Inf]	0.3654170	0.2544025	0.4764315
temp	Atlantic	(-Inf,26]	0.1432071	-0.0112714	0.2976857
temp	Atlantic	(26,26.5]	0.7243812	0.6745285	0.7742339
temp	Atlantic	(26.5,26.75]	0.8200220	0.7748251	0.8652190
temp	Atlantic	(26.75,27]	0.8830123	0.8758627	0.8901619
temp	Atlantic	(27,27.25]	0.8469349	0.8411272	0.8527425
temp	Atlantic	(27.25,27.5]	0.8442863	0.8167353	0.8718372
temp	Atlantic	(27.5,27.75]	0.7458811	0.7265675	0.7651947
temp	Atlantic	(27.75,27.85]	0.6314642	0.5909565	0.6719719
temp	Atlantic	(27.85,27.95]	0.5102920	0.4194510	0.6011331
temp	Atlantic	(27.95,28.05]	0.6122521	0.5689131	0.6555911
temp	Atlantic	(28.05,28.1]	0.6825922	0.6816423	0.6835422
temp	Atlantic	(28.1,28.15]	0.7000739	0.6717157	0.7284322
temp	Atlantic	(28.15,28.2]	0.5912645	0.4387264	0.7438025
temp	Atlantic	(28.2, Inf]	0.4056250	0.2103549	0.6008951
temp	Indian	(-Inf,26]	0.1910466	0.1293697	0.2527236
temp	Indian	(26,26.5]	0.4766297	0.4416033	0.5116561
temp	Indian	(26.5,26.75]	0.3852210	0.2481929	0.5222492
temp	Indian	(26.75,27]	0.3979608	0.1412304	0.6546912
temp	Indian	(27,27.25]	0.5454365	0.3194281	0.7714450
temp	Indian	(27.25,27.5]	0.5924312	0.4931842	0.6916782
temp	Indian	(27.5,27.75]	0.2445759	0.1104068	0.3787450
temp	Indian	(27.75,27.85]	0.0908411	-0.0452440	0.2269262
temp	Indian	(27.85,27.95]	0.1654453	-0.0088222	0.3397129
temp	Indian	(27.95,28.05]	0.3043569	0.1547732	0.4539407
temp	Indian	(28.05,28.1]	0.2751118	0.1535444	0.3966792
temp	Indian	(28.1, Inf]	0.4513114	0.3374726	0.5651501
temp	Pacific	(-Inf,26]	-0.3675463	-0.4237169	-0.3113756
temp	Pacific	(26,26.5]	0.4238580	0.3113233	0.5363927
temp	Pacific	(26.5,26.75]	0.3954778	0.2626888	0.5282668
temp	Pacific	(26.75,27]	0.4136658	0.3780377	0.4492938
temp	Pacific	(27,27.25]	-0.3183806	-0.3710900	-0.2656711
temp	Pacific	(27.25,27.5]	-0.5275603	-0.5306841	-0.5244366
temp	Pacific	(27.5,27.75]	-0.4882156	-0.5641163	-0.4123149
temp	Pacific	(27.75,27.85]	-0.4474387	-0.5194513	-0.3754261
temp	Pacific	(27.85,27.95]	-0.3634482	-0.4047550	-0.3221413
temp	Pacific	(27.95,28.05]	-0.1221826	-0.1985020	-0.0458633
temp	Pacific	(28.05,28.1]	0.0169217	-0.0619171	0.0957604
temp	Pacific	(28.1, Inf]	0.3557599	0.3348284	0.3766915

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