eMLR - assumption testing

workflowr

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Last updated: 2021-11-08

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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File	Version	Author	Date	Message
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html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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,26.5]	0.9654495	0.9599226	0.9709764
aou + nitrate	Atlantic	(26.5,26.75]	0.9623102	0.9422538	0.9823665
aou + nitrate	Atlantic	(26.75,27]	0.9502729	0.9416057	0.9589402
aou + nitrate	Atlantic	(27,27.25]	0.9073973	0.8929102	0.9218844
aou + nitrate	Atlantic	(27.25,27.5]	0.8887550	0.8710983	0.9064117
aou + nitrate	Atlantic	(27.5,27.75]	0.8891572	0.8774019	0.9009126
aou + nitrate	Atlantic	(27.75,27.85]	0.8970357	0.8754470	0.9186244
aou + nitrate	Atlantic	(27.85,27.95]	0.8613270	0.8599344	0.8627197
aou + nitrate	Atlantic	(27.95,28.05]	0.8449247	0.8423871	0.8474623
aou + nitrate	Atlantic	(28.05,28.1]	0.8817636	0.8790308	0.8844963
aou + nitrate	Atlantic	(28.1,28.15]	0.9211975	0.9098581	0.9325369
aou + nitrate	Atlantic	(28.15,28.2]	0.8867339	0.8491183	0.9243494
aou + nitrate	Atlantic	(28.2, Inf]	0.7541477	0.6226743	0.8856211
aou + nitrate	Indian	(-Inf,26]	0.9915487	0.9888646	0.9942328
aou + nitrate	Indian	(26,26.5]	0.9836238	0.9808538	0.9863939
aou + nitrate	Indian	(26.5,26.75]	0.9381152	0.9134496	0.9627808
aou + nitrate	Indian	(26.75,27]	0.7997950	0.6897504	0.9098395
aou + nitrate	Indian	(27,27.25]	0.7009614	0.5525661	0.8493566
aou + nitrate	Indian	(27.25,27.5]	0.8207266	0.7998174	0.8416357
aou + nitrate	Indian	(27.5,27.75]	0.8069998	0.8058074	0.8081922
aou + nitrate	Indian	(27.75,27.85]	0.9031293	0.8713782	0.9348805
aou + nitrate	Indian	(27.85,27.95]	0.8798592	0.8627345	0.8969839
aou + nitrate	Indian	(27.95,28.05]	0.7552238	0.7060839	0.8043637
aou + nitrate	Indian	(28.05,28.1]	0.5989020	0.5312942	0.6665098
aou + nitrate	Indian	(28.1, Inf]	0.4895933	0.4767335	0.5024531
aou + nitrate	Pacific	(-Inf,26]	0.9080721	0.8775869	0.9385572
aou + nitrate	Pacific	(26,26.5]	0.8674300	0.8602067	0.8746533
aou + nitrate	Pacific	(26.5,26.75]	0.8149991	0.7706468	0.8593513
aou + nitrate	Pacific	(26.75,27]	0.8843561	0.8657573	0.9029549
aou + nitrate	Pacific	(27,27.25]	0.9696255	0.9680520	0.9711989
aou + nitrate	Pacific	(27.25,27.5]	0.9737122	0.9657491	0.9816753
aou + nitrate	Pacific	(27.5,27.75]	0.9781652	0.9709844	0.9853461
aou + nitrate	Pacific	(27.75,27.85]	0.9874867	0.9863941	0.9885794
aou + nitrate	Pacific	(27.85,27.95]	0.9842774	0.9811693	0.9873856
aou + nitrate	Pacific	(27.95,28.05]	0.9740121	0.9664495	0.9815747
aou + nitrate	Pacific	(28.05,28.1]	0.9513721	0.9166575	0.9860867
aou + nitrate	Pacific	(28.1, Inf]	0.8366322	0.7790186	0.8942457
aou + oxygen	Atlantic	(-Inf,26.5]	-0.9156624	-0.9482060	-0.8831188
aou + oxygen	Atlantic	(26.5,26.75]	-0.9401298	-0.9624511	-0.9178085
aou + oxygen	Atlantic	(26.75,27]	-0.9354128	-0.9485547	-0.9222709
aou + oxygen	Atlantic	(27,27.25]	-0.9383292	-0.9491126	-0.9275459
aou + oxygen	Atlantic	(27.25,27.5]	-0.9366128	-0.9374794	-0.9357461
aou + oxygen	Atlantic	(27.5,27.75]	-0.9372104	-0.9416786	-0.9327422
aou + oxygen	Atlantic	(27.75,27.85]	-0.9458884	-0.9596290	-0.9321477
aou + oxygen	Atlantic	(27.85,27.95]	-0.9372048	-0.9405910	-0.9338185
aou + oxygen	Atlantic	(27.95,28.05]	-0.9214468	-0.9266789	-0.9162147
aou + oxygen	Atlantic	(28.05,28.1]	-0.9486381	-0.9597918	-0.9374844
aou + oxygen	Atlantic	(28.1,28.15]	-0.9739419	-0.9828311	-0.9650528
aou + oxygen	Atlantic	(28.15,28.2]	-0.9888574	-0.9922639	-0.9854508
aou + oxygen	Atlantic	(28.2, Inf]	-0.9938564	-0.9943507	-0.9933621
aou + oxygen	Indian	(-Inf,26]	-0.9925313	-0.9933471	-0.9917156
aou + oxygen	Indian	(26,26.5]	-0.9964986	-0.9969443	-0.9960530
aou + oxygen	Indian	(26.5,26.75]	-0.9936956	-0.9964472	-0.9909439
aou + oxygen	Indian	(26.75,27]	-0.9833818	-0.9953889	-0.9713746
aou + oxygen	Indian	(27,27.25]	-0.9930559	-0.9951751	-0.9909368
aou + oxygen	Indian	(27.25,27.5]	-0.9947828	-0.9957844	-0.9937812
aou + oxygen	Indian	(27.5,27.75]	-0.9950411	-0.9954603	-0.9946218
aou + oxygen	Indian	(27.75,27.85]	-0.9980501	-0.9981293	-0.9979708
aou + oxygen	Indian	(27.85,27.95]	-0.9975848	-0.9980730	-0.9970965
aou + oxygen	Indian	(27.95,28.05]	-0.9958575	-0.9968554	-0.9948597
aou + oxygen	Indian	(28.05,28.1]	-0.9876933	-0.9895129	-0.9858737
aou + oxygen	Indian	(28.1, Inf]	-0.9926926	-0.9930951	-0.9922900
aou + oxygen	Pacific	(-Inf,26]	-0.8672669	-0.9221122	-0.8124216
aou + oxygen	Pacific	(26,26.5]	-0.9736776	-0.9866792	-0.9606759
aou + oxygen	Pacific	(26.5,26.75]	-0.9798382	-0.9887836	-0.9708928
aou + oxygen	Pacific	(26.75,27]	-0.9714148	-0.9725221	-0.9703074
aou + oxygen	Pacific	(27,27.25]	-0.9911753	-0.9940607	-0.9882899
aou + oxygen	Pacific	(27.25,27.5]	-0.9942090	-0.9957189	-0.9926991
aou + oxygen	Pacific	(27.5,27.75]	-0.9937478	-0.9960845	-0.9914110
aou + oxygen	Pacific	(27.75,27.85]	-0.9971646	-0.9975418	-0.9967875
aou + oxygen	Pacific	(27.85,27.95]	-0.9958313	-0.9974680	-0.9941945
aou + oxygen	Pacific	(27.95,28.05]	-0.9952650	-0.9986544	-0.9918756
aou + oxygen	Pacific	(28.05,28.1]	-0.9951041	-0.9995221	-0.9906861
aou + oxygen	Pacific	(28.1, Inf]	-0.9940719	-0.9966278	-0.9915159
aou + phosphate	Atlantic	(-Inf,26.5]	0.8980067	0.8746297	0.9213837
aou + phosphate	Atlantic	(26.5,26.75]	0.9160478	0.8831872	0.9489083
aou + phosphate	Atlantic	(26.75,27]	0.9089825	0.8904449	0.9275202
aou + phosphate	Atlantic	(27,27.25]	0.8688639	0.8482472	0.8894807
aou + phosphate	Atlantic	(27.25,27.5]	0.8568709	0.8343395	0.8794022
aou + phosphate	Atlantic	(27.5,27.75]	0.8579567	0.8478779	0.8680355
aou + phosphate	Atlantic	(27.75,27.85]	0.8635271	0.8332328	0.8938214
aou + phosphate	Atlantic	(27.85,27.95]	0.8465827	0.8445013	0.8486640
aou + phosphate	Atlantic	(27.95,28.05]	0.8413579	0.8408111	0.8419048
aou + phosphate	Atlantic	(28.05,28.1]	0.8801574	0.8744284	0.8858864
aou + phosphate	Atlantic	(28.1,28.15]	0.9207096	0.9066311	0.9347882
aou + phosphate	Atlantic	(28.15,28.2]	0.8907349	0.8588540	0.9226158
aou + phosphate	Atlantic	(28.2, Inf]	0.7640503	0.6448879	0.8832126
aou + phosphate	Indian	(-Inf,26]	0.9926959	0.9911328	0.9942590
aou + phosphate	Indian	(26,26.5]	0.9909310	0.9893213	0.9925408
aou + phosphate	Indian	(26.5,26.75]	0.9478080	0.9175110	0.9781050
aou + phosphate	Indian	(26.75,27]	0.8211780	0.7007170	0.9416390
aou + phosphate	Indian	(27,27.25]	0.7599895	0.5995701	0.9204089
aou + phosphate	Indian	(27.25,27.5]	0.8895832	0.8391990	0.9399675
aou + phosphate	Indian	(27.5,27.75]	0.9288916	0.9104626	0.9473205
aou + phosphate	Indian	(27.75,27.85]	0.9360002	0.9137778	0.9582225
aou + phosphate	Indian	(27.85,27.95]	0.8915263	0.8857792	0.8972734
aou + phosphate	Indian	(27.95,28.05]	0.7236790	0.6865012	0.7608568
aou + phosphate	Indian	(28.05,28.1]	0.5729127	0.5174680	0.6283574
aou + phosphate	Indian	(28.1, Inf]	0.4489850	0.3722959	0.5256741
aou + phosphate	Pacific	(-Inf,26]	0.8913803	0.8602689	0.9224918
aou + phosphate	Pacific	(26,26.5]	0.9043734	0.8913450	0.9174019
aou + phosphate	Pacific	(26.5,26.75]	0.8202823	0.7632674	0.8772972
aou + phosphate	Pacific	(26.75,27]	0.8679052	0.8397300	0.8960804
aou + phosphate	Pacific	(27,27.25]	0.9750822	0.9734703	0.9766942
aou + phosphate	Pacific	(27.25,27.5]	0.9782661	0.9752436	0.9812885
aou + phosphate	Pacific	(27.5,27.75]	0.9809952	0.9766929	0.9852976
aou + phosphate	Pacific	(27.75,27.85]	0.9840892	0.9827314	0.9854470
aou + phosphate	Pacific	(27.85,27.95]	0.9802576	0.9760799	0.9844354
aou + phosphate	Pacific	(27.95,28.05]	0.9630413	0.9540052	0.9720774
aou + phosphate	Pacific	(28.05,28.1]	0.9391826	0.8889027	0.9894626
aou + phosphate	Pacific	(28.1, Inf]	0.8207351	0.7945504	0.8469198
aou + silicate	Atlantic	(-Inf,26.5]	0.8325109	0.8165304	0.8484914
aou + silicate	Atlantic	(26.5,26.75]	0.8556266	0.8503802	0.8608730
aou + silicate	Atlantic	(26.75,27]	0.8483790	0.8442409	0.8525171
aou + silicate	Atlantic	(27,27.25]	0.8161584	0.7498142	0.8825027
aou + silicate	Atlantic	(27.25,27.5]	0.7226684	0.6413234	0.8040133
aou + silicate	Atlantic	(27.5,27.75]	0.6764980	0.6364723	0.7165238
aou + silicate	Atlantic	(27.75,27.85]	0.7511628	0.7304927	0.7718329
aou + silicate	Atlantic	(27.85,27.95]	0.7952931	0.7943781	0.7962081
aou + silicate	Atlantic	(27.95,28.05]	0.8489660	0.8484970	0.8494350
aou + silicate	Atlantic	(28.05,28.1]	0.9148257	0.9140135	0.9156378
aou + silicate	Atlantic	(28.1,28.15]	0.9526349	0.9468428	0.9584270
aou + silicate	Atlantic	(28.15,28.2]	0.9540755	0.9435884	0.9645627
aou + silicate	Atlantic	(28.2, Inf]	0.9119752	0.8776450	0.9463054
aou + silicate	Indian	(-Inf,26]	0.8810694	0.8238831	0.9382558
aou + silicate	Indian	(26,26.5]	0.9238522	0.8983639	0.9493406
aou + silicate	Indian	(26.5,26.75]	0.9267107	0.9021356	0.9512858
aou + silicate	Indian	(26.75,27]	0.9363785	0.9347907	0.9379663
aou + silicate	Indian	(27,27.25]	0.8598845	0.8213914	0.8983776
aou + silicate	Indian	(27.25,27.5]	0.8649314	0.8599646	0.8698981
aou + silicate	Indian	(27.5,27.75]	0.8052806	0.7591209	0.8514403
aou + silicate	Indian	(27.75,27.85]	0.7558994	0.6826227	0.8291760
aou + silicate	Indian	(27.85,27.95]	0.8042261	0.7887937	0.8196586
aou + silicate	Indian	(27.95,28.05]	0.7821042	0.7628133	0.8013952
aou + silicate	Indian	(28.05,28.1]	0.8303202	0.8284395	0.8322010
aou + silicate	Indian	(28.1, Inf]	0.6784991	0.6765773	0.6804210
aou + silicate	Pacific	(-Inf,26]	0.6057613	0.5746797	0.6368430
aou + silicate	Pacific	(26,26.5]	0.4725622	0.3034794	0.6416450
aou + silicate	Pacific	(26.5,26.75]	0.2304342	0.0250086	0.4358599
aou + silicate	Pacific	(26.75,27]	0.4603774	0.2002760	0.7204789
aou + silicate	Pacific	(27,27.25]	0.8517910	0.7743905	0.9291914
aou + silicate	Pacific	(27.25,27.5]	0.8807097	0.8125015	0.9489180
aou + silicate	Pacific	(27.5,27.75]	0.8912209	0.8333639	0.9490779
aou + silicate	Pacific	(27.75,27.85]	0.9682259	0.9608005	0.9756514
aou + silicate	Pacific	(27.85,27.95]	0.9530474	0.9524860	0.9536089
aou + silicate	Pacific	(27.95,28.05]	0.9591523	0.9455316	0.9727731
aou + silicate	Pacific	(28.05,28.1]	0.9335019	0.8916191	0.9753847
aou + silicate	Pacific	(28.1, Inf]	0.7087018	0.4680583	0.9493454
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8919121	0.8805596	0.9032646
nitrate + silicate	Atlantic	(26.5,26.75]	0.9061638	0.9035924	0.9087351
nitrate + silicate	Atlantic	(26.75,27]	0.8976832	0.8913646	0.9040019
nitrate + silicate	Atlantic	(27,27.25]	0.9190783	0.8982455	0.9399112
nitrate + silicate	Atlantic	(27.25,27.5]	0.9157767	0.8912261	0.9403272
nitrate + silicate	Atlantic	(27.5,27.75]	0.8922585	0.8803556	0.9041614
nitrate + silicate	Atlantic	(27.75,27.85]	0.9341425	0.9261255	0.9421594
nitrate + silicate	Atlantic	(27.85,27.95]	0.9769231	0.9738761	0.9799701
nitrate + silicate	Atlantic	(27.95,28.05]	0.9878482	0.9872894	0.9884070
nitrate + silicate	Atlantic	(28.05,28.1]	0.9900160	0.9893744	0.9906577
nitrate + silicate	Atlantic	(28.1,28.15]	0.9878495	0.9871731	0.9885260
nitrate + silicate	Atlantic	(28.15,28.2]	0.9746199	0.9644688	0.9847710
nitrate + silicate	Atlantic	(28.2, Inf]	0.9317248	0.8856090	0.9778405
nitrate + silicate	Indian	(-Inf,26]	0.9122274	0.8715777	0.9528770
nitrate + silicate	Indian	(26,26.5]	0.9394586	0.9326793	0.9462379
nitrate + silicate	Indian	(26.5,26.75]	0.9198072	0.9094611	0.9301533
nitrate + silicate	Indian	(26.75,27]	0.8770871	0.8213658	0.9328084
nitrate + silicate	Indian	(27,27.25]	0.8823565	0.8410128	0.9237003
nitrate + silicate	Indian	(27.25,27.5]	0.8952540	0.8858795	0.9046284
nitrate + silicate	Indian	(27.5,27.75]	0.7202059	0.6846708	0.7557411
nitrate + silicate	Indian	(27.75,27.85]	0.6748903	0.5765965	0.7731841
nitrate + silicate	Indian	(27.85,27.95]	0.8046778	0.7871424	0.8222132
nitrate + silicate	Indian	(27.95,28.05]	0.8194761	0.7660569	0.8728953
nitrate + silicate	Indian	(28.05,28.1]	0.8522131	0.8289069	0.8755194
nitrate + silicate	Indian	(28.1, Inf]	0.6878579	0.6430817	0.7326340
nitrate + silicate	Pacific	(-Inf,26]	0.8033840	0.7875362	0.8192317
nitrate + silicate	Pacific	(26,26.5]	0.7235992	0.5759270	0.8712715
nitrate + silicate	Pacific	(26.5,26.75]	0.5959046	0.3730729	0.8187363
nitrate + silicate	Pacific	(26.75,27]	0.7148661	0.5547029	0.8750294
nitrate + silicate	Pacific	(27,27.25]	0.8775866	0.8080577	0.9471156
nitrate + silicate	Pacific	(27.25,27.5]	0.8487725	0.7503677	0.9471774
nitrate + silicate	Pacific	(27.5,27.75]	0.8568179	0.7819729	0.9316628
nitrate + silicate	Pacific	(27.75,27.85]	0.9580227	0.9490376	0.9670078
nitrate + silicate	Pacific	(27.85,27.95]	0.9533421	0.9504965	0.9561877
nitrate + silicate	Pacific	(27.95,28.05]	0.9717901	0.9700382	0.9735420
nitrate + silicate	Pacific	(28.05,28.1]	0.9349925	0.9043449	0.9656401
nitrate + silicate	Pacific	(28.1, Inf]	0.7119491	0.6973259	0.7265722
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.8245358	-0.8643466	-0.7847249
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8474913	-0.9129030	-0.7820796
oxygen + nitrate	Atlantic	(26.75,27]	-0.8414164	-0.8722590	-0.8105737
oxygen + nitrate	Atlantic	(27,27.25]	-0.7838666	-0.7936704	-0.7740628
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.7371781	-0.7678201	-0.7065360
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.7192271	-0.7564483	-0.6820058
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7218747	-0.7837709	-0.6599785
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.6422214	-0.6470653	-0.6373775
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.5819233	-0.5964416	-0.5674051
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.6926916	-0.7226872	-0.6626960
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.8134137	-0.8540749	-0.7727524
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.8273684	-0.8813517	-0.7733851
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6944555	-0.8414599	-0.5474511
oxygen + nitrate	Indian	(-Inf,26]	-0.9758392	-0.9791667	-0.9725117
oxygen + nitrate	Indian	(26,26.5]	-0.9677680	-0.9715137	-0.9640223
oxygen + nitrate	Indian	(26.5,26.75]	-0.8959712	-0.9379479	-0.8539946
oxygen + nitrate	Indian	(26.75,27]	-0.6838033	-0.8674987	-0.5001080
oxygen + nitrate	Indian	(27,27.25]	-0.6175583	-0.7961578	-0.4389588
oxygen + nitrate	Indian	(27.25,27.5]	-0.7638761	-0.7928019	-0.7349504
oxygen + nitrate	Indian	(27.5,27.75]	-0.7696307	-0.7827455	-0.7565160
oxygen + nitrate	Indian	(27.75,27.85]	-0.8977977	-0.9341692	-0.8614263
oxygen + nitrate	Indian	(27.85,27.95]	-0.8591742	-0.8769673	-0.8413811
oxygen + nitrate	Indian	(27.95,28.05]	-0.7068506	-0.7527178	-0.6609835
oxygen + nitrate	Indian	(28.05,28.1]	-0.4844972	-0.5700107	-0.3989838
oxygen + nitrate	Indian	(28.1, Inf]	-0.4074803	-0.4153820	-0.3995786
oxygen + nitrate	Pacific	(-Inf,26]	-0.6535937	-0.7838234	-0.5233640
oxygen + nitrate	Pacific	(26,26.5]	-0.7527086	-0.8074731	-0.6979442
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6994421	-0.7923999	-0.6064842
oxygen + nitrate	Pacific	(26.75,27]	-0.7643745	-0.7895012	-0.7392477
oxygen + nitrate	Pacific	(27,27.25]	-0.9409180	-0.9446020	-0.9372341
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9602985	-0.9656726	-0.9549244
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9683482	-0.9753434	-0.9613530
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9812838	-0.9834622	-0.9791053
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9763314	-0.9781092	-0.9745536
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9541847	-0.9757047	-0.9326646
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9236962	-0.9827218	-0.8646705
oxygen + nitrate	Pacific	(28.1, Inf]	-0.7902719	-0.8426484	-0.7378954
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.7009333	-0.7722283	-0.6296382
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7548858	-0.8447262	-0.6650454
oxygen + phosphate	Atlantic	(26.75,27]	-0.7489523	-0.8010984	-0.6968062
oxygen + phosphate	Atlantic	(27,27.25]	-0.7041351	-0.7144648	-0.6938055
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.6735178	-0.7070165	-0.6400191
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6629655	-0.6954559	-0.6304751
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6691935	-0.7447992	-0.5935878
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.6192447	-0.6282516	-0.6102377
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.5757992	-0.5885091	-0.5630893
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.6901566	-0.7247308	-0.6555824
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.8123881	-0.8571761	-0.7676001
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.8307044	-0.8798035	-0.7816054
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7044695	-0.8386875	-0.5702516
oxygen + phosphate	Indian	(-Inf,26]	-0.9804534	-0.9819199	-0.9789868
oxygen + phosphate	Indian	(26,26.5]	-0.9789402	-0.9829674	-0.9749130
oxygen + phosphate	Indian	(26.5,26.75]	-0.9091555	-0.9601730	-0.8581379
oxygen + phosphate	Indian	(26.75,27]	-0.7110899	-0.9084416	-0.5137382
oxygen + phosphate	Indian	(27,27.25]	-0.6874177	-0.8834697	-0.4913657
oxygen + phosphate	Indian	(27.25,27.5]	-0.8459543	-0.9116311	-0.7802774
oxygen + phosphate	Indian	(27.5,27.75]	-0.9062895	-0.9217930	-0.8907860
oxygen + phosphate	Indian	(27.75,27.85]	-0.9241454	-0.9475639	-0.9007269
oxygen + phosphate	Indian	(27.85,27.95]	-0.8638994	-0.8656545	-0.8621444
oxygen + phosphate	Indian	(27.95,28.05]	-0.6689448	-0.6976236	-0.6402660
oxygen + phosphate	Indian	(28.05,28.1]	-0.4493282	-0.5164921	-0.3821643
oxygen + phosphate	Indian	(28.1, Inf]	-0.3563208	-0.4383836	-0.2742579
oxygen + phosphate	Pacific	(-Inf,26]	-0.6670189	-0.7836349	-0.5504029
oxygen + phosphate	Pacific	(26,26.5]	-0.7924554	-0.8453742	-0.7395366
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6976363	-0.8004358	-0.5948368
oxygen + phosphate	Pacific	(26.75,27]	-0.7318996	-0.7740407	-0.6897585
oxygen + phosphate	Pacific	(27,27.25]	-0.9430435	-0.9461390	-0.9399481
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9633284	-0.9651460	-0.9615108
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9715265	-0.9758941	-0.9671589
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9783403	-0.9786910	-0.9779896
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9694538	-0.9702150	-0.9686926
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9401279	-0.9661278	-0.9141279
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9072334	-0.9869225	-0.8275444
oxygen + phosphate	Pacific	(28.1, Inf]	-0.7687017	-0.8094795	-0.7279240
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.6318185	-0.6910660	-0.5725709
oxygen + silicate	Atlantic	(26.5,26.75]	-0.6639246	-0.7170076	-0.6108416
oxygen + silicate	Atlantic	(26.75,27]	-0.6459308	-0.6706592	-0.6212024
oxygen + silicate	Atlantic	(27,27.25]	-0.6296101	-0.6920446	-0.5671757
oxygen + silicate	Atlantic	(27.25,27.5]	-0.5089651	-0.6110588	-0.4068715
oxygen + silicate	Atlantic	(27.5,27.75]	-0.4500615	-0.5168646	-0.3832583
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5394511	-0.6039187	-0.4749835
oxygen + silicate	Atlantic	(27.85,27.95]	-0.5499211	-0.5568743	-0.5429680
oxygen + silicate	Atlantic	(27.95,28.05]	-0.5853789	-0.5964198	-0.5743379
oxygen + silicate	Atlantic	(28.05,28.1]	-0.7463808	-0.7691611	-0.7236005
oxygen + silicate	Atlantic	(28.1,28.15]	-0.8644731	-0.8946752	-0.8342710
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9170546	-0.9370994	-0.8970098
oxygen + silicate	Atlantic	(28.2, Inf]	-0.8754102	-0.9173760	-0.8334444
oxygen + silicate	Indian	(-Inf,26]	-0.8421408	-0.9105878	-0.7736937
oxygen + silicate	Indian	(26,26.5]	-0.9058244	-0.9387893	-0.8728596
oxygen + silicate	Indian	(26.5,26.75]	-0.9033579	-0.9309080	-0.8758078
oxygen + silicate	Indian	(26.75,27]	-0.8814499	-0.9125985	-0.8503012
oxygen + silicate	Indian	(27,27.25]	-0.8051927	-0.8613949	-0.7489906
oxygen + silicate	Indian	(27.25,27.5]	-0.8198945	-0.8216236	-0.8181653
oxygen + silicate	Indian	(27.5,27.75]	-0.7586711	-0.8138808	-0.7034613
oxygen + silicate	Indian	(27.75,27.85]	-0.7313465	-0.8068046	-0.6558885
oxygen + silicate	Indian	(27.85,27.95]	-0.7728169	-0.7845277	-0.7611061
oxygen + silicate	Indian	(27.95,28.05]	-0.7350383	-0.7471287	-0.7229479
oxygen + silicate	Indian	(28.05,28.1]	-0.7453919	-0.7490568	-0.7417271
oxygen + silicate	Indian	(28.1, Inf]	-0.6066857	-0.6120100	-0.6013615
oxygen + silicate	Pacific	(-Inf,26]	-0.2487529	-0.3818226	-0.1156832
oxygen + silicate	Pacific	(26,26.5]	-0.2981107	-0.4329187	-0.1633027
oxygen + silicate	Pacific	(26.5,26.75]	-0.0636221	-0.2303624	0.1031181
oxygen + silicate	Pacific	(26.75,27]	-0.2684366	-0.5556776	0.0188044
oxygen + silicate	Pacific	(27,27.25]	-0.7856803	-0.8904365	-0.6809240
oxygen + silicate	Pacific	(27.25,27.5]	-0.8337393	-0.9219472	-0.7455314
oxygen + silicate	Pacific	(27.5,27.75]	-0.8447309	-0.9264606	-0.7630012
oxygen + silicate	Pacific	(27.75,27.85]	-0.9540255	-0.9599949	-0.9480561
oxygen + silicate	Pacific	(27.85,27.95]	-0.9296281	-0.9394432	-0.9198131
oxygen + silicate	Pacific	(27.95,28.05]	-0.9326504	-0.9628382	-0.9024626
oxygen + silicate	Pacific	(28.05,28.1]	-0.9038316	-0.9726158	-0.8350475
oxygen + silicate	Pacific	(28.1, Inf]	-0.6533236	-0.9441237	-0.3625235
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9553831	0.9366538	0.9741125
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9795493	0.9738338	0.9852647
phosphate + nitrate	Atlantic	(26.75,27]	0.9827327	0.9790806	0.9863847
phosphate + nitrate	Atlantic	(27,27.25]	0.9875528	0.9869574	0.9881482
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9916916	0.9909532	0.9924300
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9913966	0.9908463	0.9919469
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9906360	0.9883189	0.9929532
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9901916	0.9884555	0.9919277
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9934384	0.9931890	0.9936879
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9965803	0.9961913	0.9969694
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9972980	0.9959972	0.9985988
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9956423	0.9929664	0.9983181
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9934432	0.9881356	0.9987508
phosphate + nitrate	Indian	(-Inf,26]	0.9943714	0.9917507	0.9969921
phosphate + nitrate	Indian	(26,26.5]	0.9923759	0.9890540	0.9956979
phosphate + nitrate	Indian	(26.5,26.75]	0.9923029	0.9897800	0.9948259
phosphate + nitrate	Indian	(26.75,27]	0.9887350	0.9845260	0.9929441
phosphate + nitrate	Indian	(27,27.25]	0.9639599	0.9543910	0.9735288
phosphate + nitrate	Indian	(27.25,27.5]	0.9512481	0.9380491	0.9644470
phosphate + nitrate	Indian	(27.5,27.75]	0.8921690	0.8853124	0.8990256
phosphate + nitrate	Indian	(27.75,27.85]	0.9303751	0.9263627	0.9343875
phosphate + nitrate	Indian	(27.85,27.95]	0.9392753	0.9286537	0.9498969
phosphate + nitrate	Indian	(27.95,28.05]	0.9372139	0.9313349	0.9430929
phosphate + nitrate	Indian	(28.05,28.1]	0.9179641	0.8971007	0.9388275
phosphate + nitrate	Indian	(28.1, Inf]	0.8184508	0.7732027	0.8636989
phosphate + nitrate	Pacific	(-Inf,26]	0.9615616	0.9604941	0.9626292
phosphate + nitrate	Pacific	(26,26.5]	0.9353228	0.9080344	0.9626113
phosphate + nitrate	Pacific	(26.5,26.75]	0.9379666	0.9181152	0.9578181
phosphate + nitrate	Pacific	(26.75,27]	0.9612950	0.9461850	0.9764050
phosphate + nitrate	Pacific	(27,27.25]	0.9812220	0.9733490	0.9890950
phosphate + nitrate	Pacific	(27.25,27.5]	0.9853402	0.9782950	0.9923853
phosphate + nitrate	Pacific	(27.5,27.75]	0.9845634	0.9768950	0.9922318
phosphate + nitrate	Pacific	(27.75,27.85]	0.9878654	0.9873785	0.9883523
phosphate + nitrate	Pacific	(27.85,27.95]	0.9839501	0.9823684	0.9855318
phosphate + nitrate	Pacific	(27.95,28.05]	0.9829241	0.9805664	0.9852818
phosphate + nitrate	Pacific	(28.05,28.1]	0.9636826	0.9382355	0.9891297
phosphate + nitrate	Pacific	(28.1, Inf]	0.8907433	0.8762628	0.9052239
phosphate + silicate	Atlantic	(-Inf,26.5]	0.9421748	0.9414922	0.9428575
phosphate + silicate	Atlantic	(26.5,26.75]	0.9365961	0.9317609	0.9414313
phosphate + silicate	Atlantic	(26.75,27]	0.9361992	0.9322747	0.9401238
phosphate + silicate	Atlantic	(27,27.25]	0.9420038	0.9256732	0.9583345
phosphate + silicate	Atlantic	(27.25,27.5]	0.9350536	0.9158055	0.9543018
phosphate + silicate	Atlantic	(27.5,27.75]	0.9098311	0.8985981	0.9210642
phosphate + silicate	Atlantic	(27.75,27.85]	0.9431396	0.9345604	0.9517189
phosphate + silicate	Atlantic	(27.85,27.95]	0.9787051	0.9766747	0.9807354
phosphate + silicate	Atlantic	(27.95,28.05]	0.9876361	0.9859903	0.9892820
phosphate + silicate	Atlantic	(28.05,28.1]	0.9891579	0.9881615	0.9901543
phosphate + silicate	Atlantic	(28.1,28.15]	0.9878761	0.9864795	0.9892727
phosphate + silicate	Atlantic	(28.15,28.2]	0.9743458	0.9642900	0.9844015
phosphate + silicate	Atlantic	(28.2, Inf]	0.9389195	0.9002938	0.9775451
phosphate + silicate	Indian	(-Inf,26]	0.8961744	0.8412734	0.9510753
phosphate + silicate	Indian	(26,26.5]	0.9327294	0.9123822	0.9530765
phosphate + silicate	Indian	(26.5,26.75]	0.9151577	0.9139804	0.9163350
phosphate + silicate	Indian	(26.75,27]	0.8843665	0.8332796	0.9354535
phosphate + silicate	Indian	(27,27.25]	0.8903574	0.8615560	0.9191589
phosphate + silicate	Indian	(27.25,27.5]	0.9003316	0.8981668	0.9024964
phosphate + silicate	Indian	(27.5,27.75]	0.8043825	0.7940239	0.8147411
phosphate + silicate	Indian	(27.75,27.85]	0.7862059	0.6932483	0.8791635
phosphate + silicate	Indian	(27.85,27.95]	0.8809415	0.8555709	0.9063120
phosphate + silicate	Indian	(27.95,28.05]	0.8445189	0.7908495	0.8981883
phosphate + silicate	Indian	(28.05,28.1]	0.8538886	0.8121919	0.8955854
phosphate + silicate	Indian	(28.1, Inf]	0.7272974	0.6831626	0.7714322
phosphate + silicate	Pacific	(-Inf,26]	0.7401601	0.7196913	0.7606289
phosphate + silicate	Pacific	(26,26.5]	0.7128824	0.5856175	0.8401473
phosphate + silicate	Pacific	(26.5,26.75]	0.5901558	0.3847656	0.7955460
phosphate + silicate	Pacific	(26.75,27]	0.7365068	0.5901583	0.8828553
phosphate + silicate	Pacific	(27,27.25]	0.8881399	0.8273941	0.9488856
phosphate + silicate	Pacific	(27.25,27.5]	0.8599078	0.7737474	0.9460683
phosphate + silicate	Pacific	(27.5,27.75]	0.8589707	0.7870245	0.9309169
phosphate + silicate	Pacific	(27.75,27.85]	0.9564937	0.9445396	0.9684478
phosphate + silicate	Pacific	(27.85,27.95]	0.9581559	0.9486379	0.9676739
phosphate + silicate	Pacific	(27.95,28.05]	0.9721523	0.9698803	0.9744242
phosphate + silicate	Pacific	(28.05,28.1]	0.9574762	0.9406760	0.9742763
phosphate + silicate	Pacific	(28.1, Inf]	0.8029415	0.7887201	0.8171628
sal + aou	Atlantic	(-Inf,26.5]	-0.3933423	-0.4480816	-0.3386029
sal + aou	Atlantic	(26.5,26.75]	-0.3496236	-0.4269610	-0.2722862
sal + aou	Atlantic	(26.75,27]	-0.2609566	-0.2960996	-0.2258135
sal + aou	Atlantic	(27,27.25]	-0.2330877	-0.3954238	-0.0707515
sal + aou	Atlantic	(27.25,27.5]	-0.3013417	-0.4221150	-0.1805684
sal + aou	Atlantic	(27.5,27.75]	-0.2013972	-0.2213075	-0.1814869
sal + aou	Atlantic	(27.75,27.85]	-0.0892043	-0.1714683	-0.0069403
sal + aou	Atlantic	(27.85,27.95]	-0.1875485	-0.2187043	-0.1563928
sal + aou	Atlantic	(27.95,28.05]	-0.4334561	-0.4571853	-0.4097269
sal + aou	Atlantic	(28.05,28.1]	-0.5777438	-0.6086198	-0.5468678
sal + aou	Atlantic	(28.1,28.15]	-0.6700865	-0.6770403	-0.6631326
sal + aou	Atlantic	(28.15,28.2]	-0.5333303	-0.6526468	-0.4140137
sal + aou	Atlantic	(28.2, Inf]	-0.3436687	-0.6479691	-0.0393684
sal + aou	Indian	(-Inf,26]	-0.6076873	-0.8457997	-0.3695748
sal + aou	Indian	(26,26.5]	-0.5817682	-0.7976239	-0.3659125
sal + aou	Indian	(26.5,26.75]	0.0324635	-0.1868844	0.2518113
sal + aou	Indian	(26.75,27]	0.4987007	0.3017047	0.6956966
sal + aou	Indian	(27,27.25]	0.8636234	0.8344500	0.8927968
sal + aou	Indian	(27.25,27.5]	0.8988977	0.8389542	0.9588413
sal + aou	Indian	(27.5,27.75]	0.8665697	0.7770940	0.9560454
sal + aou	Indian	(27.75,27.85]	0.9522974	0.9445668	0.9600280
sal + aou	Indian	(27.85,27.95]	0.9469115	0.9462572	0.9475658
sal + aou	Indian	(27.95,28.05]	0.9086722	0.8892096	0.9281348
sal + aou	Indian	(28.05,28.1]	0.7528421	0.7384539	0.7672303
sal + aou	Indian	(28.1, Inf]	0.8465565	0.8227003	0.8704128
sal + aou	Pacific	(-Inf,26]	-0.0262853	-0.0359221	-0.0166484
sal + aou	Pacific	(26,26.5]	0.1529049	-0.1775025	0.4833122
sal + aou	Pacific	(26.5,26.75]	0.4490001	0.1950085	0.7029916
sal + aou	Pacific	(26.75,27]	0.1212748	-0.1750708	0.4176203
sal + aou	Pacific	(27,27.25]	-0.1158401	-0.2165785	-0.0151017
sal + aou	Pacific	(27.25,27.5]	0.1356776	0.0556675	0.2156877
sal + aou	Pacific	(27.5,27.75]	0.1516226	-0.0355994	0.3388446
sal + aou	Pacific	(27.75,27.85]	0.0090302	-0.1908625	0.2089228
sal + aou	Pacific	(27.85,27.95]	0.1057270	-0.2328085	0.4442625
sal + aou	Pacific	(27.95,28.05]	-0.0568978	-0.6353001	0.5215045
sal + aou	Pacific	(28.05,28.1]	-0.1212786	-0.9387937	0.6962365
sal + aou	Pacific	(28.1, Inf]	0.0497069	-0.2435475	0.3429612
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5241600	-0.5856625	-0.4626576
sal + nitrate	Atlantic	(26.5,26.75]	-0.5275267	-0.5490475	-0.5060060
sal + nitrate	Atlantic	(26.75,27]	-0.4332531	-0.4901506	-0.3763557
sal + nitrate	Atlantic	(27,27.25]	-0.4607783	-0.5701576	-0.3513991
sal + nitrate	Atlantic	(27.25,27.5]	-0.5641506	-0.6299447	-0.4983566
sal + nitrate	Atlantic	(27.5,27.75]	-0.5140963	-0.5728297	-0.4553629
sal + nitrate	Atlantic	(27.75,27.85]	-0.4453277	-0.4828115	-0.4078438
sal + nitrate	Atlantic	(27.85,27.95]	-0.5846787	-0.6079062	-0.5614511
sal + nitrate	Atlantic	(27.95,28.05]	-0.8195542	-0.8298946	-0.8092137
sal + nitrate	Atlantic	(28.05,28.1]	-0.8788546	-0.9002630	-0.8574462
sal + nitrate	Atlantic	(28.1,28.15]	-0.8929265	-0.9110814	-0.8747716
sal + nitrate	Atlantic	(28.15,28.2]	-0.8452064	-0.8868014	-0.8036115
sal + nitrate	Atlantic	(28.2, Inf]	-0.8431820	-0.9234754	-0.7628885
sal + nitrate	Indian	(-Inf,26]	-0.6434564	-0.8562054	-0.4307073
sal + nitrate	Indian	(26,26.5]	-0.6953487	-0.8649296	-0.5257678
sal + nitrate	Indian	(26.5,26.75]	-0.2703322	-0.5426450	0.0019805
sal + nitrate	Indian	(26.75,27]	-0.0533453	-0.4715084	0.3648177
sal + nitrate	Indian	(27,27.25]	0.3081249	0.1396151	0.4766346
sal + nitrate	Indian	(27.25,27.5]	0.5477654	0.4689624	0.6265685
sal + nitrate	Indian	(27.5,27.75]	0.4933906	0.3068133	0.6799678
sal + nitrate	Indian	(27.75,27.85]	0.7789219	0.7056524	0.8521914
sal + nitrate	Indian	(27.85,27.95]	0.7202867	0.6952193	0.7453540
sal + nitrate	Indian	(27.95,28.05]	0.4619550	0.4368042	0.4871058
sal + nitrate	Indian	(28.05,28.1]	-0.0047376	-0.1165454	0.1070702
sal + nitrate	Indian	(28.1, Inf]	0.1724792	0.1371214	0.2078370
sal + nitrate	Pacific	(-Inf,26]	-0.2847018	-0.3358789	-0.2335246
sal + nitrate	Pacific	(26,26.5]	-0.2099911	-0.5752560	0.1552738
sal + nitrate	Pacific	(26.5,26.75]	-0.0319744	-0.4066708	0.3427219
sal + nitrate	Pacific	(26.75,27]	-0.2648387	-0.5105037	-0.0191737
sal + nitrate	Pacific	(27,27.25]	-0.2476289	-0.3654234	-0.1298345
sal + nitrate	Pacific	(27.25,27.5]	0.1019805	-0.0261176	0.2300786
sal + nitrate	Pacific	(27.5,27.75]	0.1152273	-0.0888076	0.3192621
sal + nitrate	Pacific	(27.75,27.85]	-0.0354945	-0.2221804	0.1511913
sal + nitrate	Pacific	(27.85,27.95]	0.0588731	-0.2828595	0.4006058
sal + nitrate	Pacific	(27.95,28.05]	-0.1880447	-0.7049154	0.3288259
sal + nitrate	Pacific	(28.05,28.1]	-0.2685668	-0.9450597	0.4079261
sal + nitrate	Pacific	(28.1, Inf]	-0.0324056	-0.5534930	0.4886818
sal + oxygen	Atlantic	(-Inf,26.5]	0.0338853	-0.0931543	0.1609249
sal + oxygen	Atlantic	(26.5,26.75]	0.0385373	-0.1030133	0.1800879
sal + oxygen	Atlantic	(26.75,27]	-0.0797927	-0.0820138	-0.0775716
sal + oxygen	Atlantic	(27,27.25]	-0.1026171	-0.2383369	0.0331027
sal + oxygen	Atlantic	(27.25,27.5]	-0.0403341	-0.1648177	0.0841494
sal + oxygen	Atlantic	(27.5,27.75]	-0.1381997	-0.1455982	-0.1308011
sal + oxygen	Atlantic	(27.75,27.85]	-0.2201636	-0.3391162	-0.1012111
sal + oxygen	Atlantic	(27.85,27.95]	-0.1474383	-0.1682738	-0.1266027
sal + oxygen	Atlantic	(27.95,28.05]	0.0624389	0.0257586	0.0991192
sal + oxygen	Atlantic	(28.05,28.1]	0.2954077	0.2933771	0.2974382
sal + oxygen	Atlantic	(28.1,28.15]	0.4895927	0.4625117	0.5166737
sal + oxygen	Atlantic	(28.15,28.2]	0.4234393	0.2766812	0.5701974
sal + oxygen	Atlantic	(28.2, Inf]	0.2658070	-0.0472651	0.5788791
sal + oxygen	Indian	(-Inf,26]	0.5908421	0.3448952	0.8367891
sal + oxygen	Indian	(26,26.5]	0.5261162	0.3005677	0.7516647
sal + oxygen	Indian	(26.5,26.75]	-0.1362219	-0.3295739	0.0571301
sal + oxygen	Indian	(26.75,27]	-0.6375993	-0.7579651	-0.5172334
sal + oxygen	Indian	(27,27.25]	-0.9091369	-0.9412804	-0.8769934
sal + oxygen	Indian	(27.25,27.5]	-0.9290108	-0.9803008	-0.8777209
sal + oxygen	Indian	(27.5,27.75]	-0.8906109	-0.9572116	-0.8240102
sal + oxygen	Indian	(27.75,27.85]	-0.9559042	-0.9624065	-0.9494019
sal + oxygen	Indian	(27.85,27.95]	-0.9570957	-0.9589023	-0.9552890
sal + oxygen	Indian	(27.95,28.05]	-0.9369491	-0.9493829	-0.9245152
sal + oxygen	Indian	(28.05,28.1]	-0.8433439	-0.8487298	-0.8379580
sal + oxygen	Indian	(28.1, Inf]	-0.8779410	-0.8974383	-0.8584438
sal + oxygen	Pacific	(-Inf,26]	-0.3447040	-0.4259001	-0.2635079
sal + oxygen	Pacific	(26,26.5]	-0.3502656	-0.6124102	-0.0881210
sal + oxygen	Pacific	(26.5,26.75]	-0.6060501	-0.7957106	-0.4163896
sal + oxygen	Pacific	(26.75,27]	-0.3351065	-0.6183519	-0.0518612
sal + oxygen	Pacific	(27,27.25]	-0.0081238	-0.1318032	0.1155557
sal + oxygen	Pacific	(27.25,27.5]	-0.2250735	-0.3178466	-0.1323005
sal + oxygen	Pacific	(27.5,27.75]	-0.2304280	-0.4422608	-0.0185952
sal + oxygen	Pacific	(27.75,27.85]	-0.0711398	-0.2780721	0.1357924
sal + oxygen	Pacific	(27.85,27.95]	-0.1728325	-0.5300340	0.1843691
sal + oxygen	Pacific	(27.95,28.05]	-0.0029016	-0.6184960	0.6126928
sal + oxygen	Pacific	(28.05,28.1]	0.0744649	-0.7857444	0.9346741
sal + oxygen	Pacific	(28.1, Inf]	-0.1001683	-0.3356123	0.1352757
sal + phosphate	Atlantic	(-Inf,26.5]	-0.6928357	-0.7252519	-0.6604196
sal + phosphate	Atlantic	(26.5,26.75]	-0.6639571	-0.6668045	-0.6611096
sal + phosphate	Atlantic	(26.75,27]	-0.5732727	-0.6430250	-0.5035203
sal + phosphate	Atlantic	(27,27.25]	-0.5751739	-0.6785239	-0.4718239
sal + phosphate	Atlantic	(27.25,27.5]	-0.6439757	-0.7079590	-0.5799923
sal + phosphate	Atlantic	(27.5,27.75]	-0.5848993	-0.6295886	-0.5402099
sal + phosphate	Atlantic	(27.75,27.85]	-0.5072389	-0.5293045	-0.4851732
sal + phosphate	Atlantic	(27.85,27.95]	-0.6141755	-0.6344813	-0.5938697
sal + phosphate	Atlantic	(27.95,28.05]	-0.8240739	-0.8337133	-0.8144345
sal + phosphate	Atlantic	(28.05,28.1]	-0.8801607	-0.9037340	-0.8565875
sal + phosphate	Atlantic	(28.1,28.15]	-0.8935069	-0.9148488	-0.8721650
sal + phosphate	Atlantic	(28.15,28.2]	-0.8439213	-0.8867176	-0.8011250
sal + phosphate	Atlantic	(28.2, Inf]	-0.8336132	-0.9253361	-0.7418903
sal + phosphate	Indian	(-Inf,26]	-0.6045651	-0.8448038	-0.3643263
sal + phosphate	Indian	(26,26.5]	-0.6422847	-0.8580629	-0.4265065
sal + phosphate	Indian	(26.5,26.75]	-0.2244182	-0.5452277	0.0963913
sal + phosphate	Indian	(26.75,27]	0.0058640	-0.4578690	0.4695971
sal + phosphate	Indian	(27,27.25]	0.4206561	0.1956467	0.6456654
sal + phosphate	Indian	(27.25,27.5]	0.6836308	0.6781341	0.6891275
sal + phosphate	Indian	(27.5,27.75]	0.7092853	0.6153008	0.8032699
sal + phosphate	Indian	(27.75,27.85]	0.8588129	0.7898526	0.9277732
sal + phosphate	Indian	(27.85,27.95]	0.7566142	0.7342903	0.7789381
sal + phosphate	Indian	(27.95,28.05]	0.4235315	0.4220377	0.4250254
sal + phosphate	Indian	(28.05,28.1]	-0.0632640	-0.1416895	0.0151615
sal + phosphate	Indian	(28.1, Inf]	0.1234610	0.0889665	0.1579555
sal + phosphate	Pacific	(-Inf,26]	-0.2121298	-0.2485385	-0.1757212
sal + phosphate	Pacific	(26,26.5]	-0.1955720	-0.5301874	0.1390434
sal + phosphate	Pacific	(26.5,26.75]	-0.0466564	-0.4109649	0.3176520
sal + phosphate	Pacific	(26.75,27]	-0.3231964	-0.5472989	-0.0990939
sal + phosphate	Pacific	(27,27.25]	-0.2736218	-0.3824204	-0.1648233
sal + phosphate	Pacific	(27.25,27.5]	0.0832932	-0.0367670	0.2033533
sal + phosphate	Pacific	(27.5,27.75]	0.1130796	-0.0948548	0.3210140
sal + phosphate	Pacific	(27.75,27.85]	-0.0246893	-0.2114917	0.1621131
sal + phosphate	Pacific	(27.85,27.95]	0.0341674	-0.2851238	0.3534586
sal + phosphate	Pacific	(27.95,28.05]	-0.2150053	-0.7078885	0.2778778
sal + phosphate	Pacific	(28.05,28.1]	-0.3093819	-0.9529508	0.3341871
sal + phosphate	Pacific	(28.1, Inf]	-0.1076925	-0.6457866	0.4304016
sal + silicate	Atlantic	(-Inf,26.5]	-0.6905922	-0.7397677	-0.6414168
sal + silicate	Atlantic	(26.5,26.75]	-0.6919463	-0.7462958	-0.6375969
sal + silicate	Atlantic	(26.75,27]	-0.6448328	-0.6706599	-0.6190057
sal + silicate	Atlantic	(27,27.25]	-0.6122624	-0.6819236	-0.5426011
sal + silicate	Atlantic	(27.25,27.5]	-0.6904392	-0.7123352	-0.6685432
sal + silicate	Atlantic	(27.5,27.75]	-0.6142288	-0.6600500	-0.5684076
sal + silicate	Atlantic	(27.75,27.85]	-0.5161765	-0.5368433	-0.4955097
sal + silicate	Atlantic	(27.85,27.95]	-0.6486198	-0.6638655	-0.6333741
sal + silicate	Atlantic	(27.95,28.05]	-0.8226107	-0.8345231	-0.8106982
sal + silicate	Atlantic	(28.05,28.1]	-0.8454348	-0.8657580	-0.8251115
sal + silicate	Atlantic	(28.1,28.15]	-0.8480949	-0.8659086	-0.8302811
sal + silicate	Atlantic	(28.15,28.2]	-0.7275709	-0.8079371	-0.6472047
sal + silicate	Atlantic	(28.2, Inf]	-0.6309882	-0.8362708	-0.4257056
sal + silicate	Indian	(-Inf,26]	-0.7929609	-0.8933007	-0.6926211
sal + silicate	Indian	(26,26.5]	-0.7403826	-0.8424621	-0.6383031
sal + silicate	Indian	(26.5,26.75]	-0.1695337	-0.2812967	-0.0577708
sal + silicate	Indian	(26.75,27]	0.2690467	0.0538483	0.4842451
sal + silicate	Indian	(27,27.25]	0.5550940	0.5349566	0.5752313
sal + silicate	Indian	(27.25,27.5]	0.6427731	0.5471477	0.7383985
sal + silicate	Indian	(27.5,27.75]	0.6142146	0.3942084	0.8342208
sal + silicate	Indian	(27.75,27.85]	0.7478224	0.7004958	0.7951489
sal + silicate	Indian	(27.85,27.95]	0.7289361	0.7151997	0.7426724
sal + silicate	Indian	(27.95,28.05]	0.5897155	0.5614509	0.6179801
sal + silicate	Indian	(28.05,28.1]	0.3396668	0.3233965	0.3559371
sal + silicate	Indian	(28.1, Inf]	0.4981138	0.4955410	0.5006866
sal + silicate	Pacific	(-Inf,26]	-0.6473267	-0.6929007	-0.6017528
sal + silicate	Pacific	(26,26.5]	-0.6532733	-0.7528950	-0.5536516
sal + silicate	Pacific	(26.5,26.75]	-0.6607191	-0.7069350	-0.6145033
sal + silicate	Pacific	(26.75,27]	-0.7450365	-0.7483939	-0.7416790
sal + silicate	Pacific	(27,27.25]	-0.5396343	-0.5823351	-0.4969334
sal + silicate	Pacific	(27.25,27.5]	-0.2176122	-0.2907258	-0.1444985
sal + silicate	Pacific	(27.5,27.75]	-0.0654614	-0.0730636	-0.0578591
sal + silicate	Pacific	(27.75,27.85]	-0.0615505	-0.2203327	0.0972317
sal + silicate	Pacific	(27.85,27.95]	0.0044430	-0.2375574	0.2464433
sal + silicate	Pacific	(27.95,28.05]	-0.1736926	-0.6375635	0.2901784
sal + silicate	Pacific	(28.05,28.1]	-0.2717106	-0.9247396	0.3813184
sal + silicate	Pacific	(28.1, Inf]	-0.2351092	-0.8240991	0.3538806
sal + temp	Atlantic	(-Inf,26.5]	0.9030827	0.8904587	0.9157068
sal + temp	Atlantic	(26.5,26.75]	0.9674041	0.9636570	0.9711513
sal + temp	Atlantic	(26.75,27]	0.9671453	0.9661209	0.9681696
sal + temp	Atlantic	(27,27.25]	0.9760663	0.9752567	0.9768759
sal + temp	Atlantic	(27.25,27.5]	0.9756047	0.9748355	0.9763739
sal + temp	Atlantic	(27.5,27.75]	0.9665575	0.9647988	0.9683162
sal + temp	Atlantic	(27.75,27.85]	0.9732572	0.9714041	0.9751103
sal + temp	Atlantic	(27.85,27.95]	0.9617354	0.9572410	0.9662299
sal + temp	Atlantic	(27.95,28.05]	0.9699848	0.9685833	0.9713863
sal + temp	Atlantic	(28.05,28.1]	0.9699156	0.9591449	0.9806864
sal + temp	Atlantic	(28.1,28.15]	0.9309785	0.8959157	0.9660412
sal + temp	Atlantic	(28.15,28.2]	0.4365984	0.2973877	0.5758091
sal + temp	Atlantic	(28.2, Inf]	0.1932769	-0.0140844	0.4006382
sal + temp	Indian	(-Inf,26]	0.2168948	0.1760993	0.2576904
sal + temp	Indian	(26,26.5]	0.8508868	0.8257185	0.8760551
sal + temp	Indian	(26.5,26.75]	0.9657211	0.9627592	0.9686830
sal + temp	Indian	(26.75,27]	0.9835946	0.9778117	0.9893775
sal + temp	Indian	(27,27.25]	0.9707302	0.9701675	0.9712928
sal + temp	Indian	(27.25,27.5]	0.9516670	0.9333433	0.9699907
sal + temp	Indian	(27.5,27.75]	0.9087511	0.8754759	0.9420264
sal + temp	Indian	(27.75,27.85]	0.9511396	0.9490593	0.9532199
sal + temp	Indian	(27.85,27.95]	0.9633513	0.9527692	0.9739334
sal + temp	Indian	(27.95,28.05]	0.9769337	0.9755280	0.9783394
sal + temp	Indian	(28.05,28.1]	0.9860769	0.9852375	0.9869163
sal + temp	Indian	(28.1, Inf]	0.9073703	0.9064632	0.9082774
sal + temp	Pacific	(-Inf,26]	0.6745735	0.6718627	0.6772844
sal + temp	Pacific	(26,26.5]	0.9508304	0.9501342	0.9515267
sal + temp	Pacific	(26.5,26.75]	0.9774748	0.9758949	0.9790548
sal + temp	Pacific	(26.75,27]	0.9764606	0.9727603	0.9801608
sal + temp	Pacific	(27,27.25]	0.9483541	0.9355629	0.9611452
sal + temp	Pacific	(27.25,27.5]	0.8520613	0.8225164	0.8816062
sal + temp	Pacific	(27.5,27.75]	0.7363235	0.5966769	0.8759702
sal + temp	Pacific	(27.75,27.85]	0.8303351	0.7784571	0.8822132
sal + temp	Pacific	(27.85,27.95]	0.7822841	0.6446063	0.9199620
sal + temp	Pacific	(27.95,28.05]	0.6692850	0.4113668	0.9272032
sal + temp	Pacific	(28.05,28.1]	0.4104448	-0.1442091	0.9650988
sal + temp	Pacific	(28.1, Inf]	0.1351758	-0.0262065	0.2965581
temp + aou	Atlantic	(-Inf,26.5]	-0.4069996	-0.4122581	-0.4017411
temp + aou	Atlantic	(26.5,26.75]	-0.2720755	-0.3410564	-0.2030947
temp + aou	Atlantic	(26.75,27]	-0.1251474	-0.1816227	-0.0686720
temp + aou	Atlantic	(27,27.25]	-0.1198438	-0.2710190	0.0313314
temp + aou	Atlantic	(27.25,27.5]	-0.2116519	-0.3326033	-0.0907005
temp + aou	Atlantic	(27.5,27.75]	-0.1785326	-0.1978536	-0.1592117
temp + aou	Atlantic	(27.75,27.85]	-0.0862819	-0.1768398	0.0042759
temp + aou	Atlantic	(27.85,27.95]	-0.1623951	-0.2092214	-0.1155689
temp + aou	Atlantic	(27.95,28.05]	-0.3736810	-0.3951217	-0.3522403
temp + aou	Atlantic	(28.05,28.1]	-0.3981668	-0.4725426	-0.3237911
temp + aou	Atlantic	(28.1,28.15]	-0.4066083	-0.4973008	-0.3159158
temp + aou	Atlantic	(28.15,28.2]	0.3400747	0.2956967	0.3844527
temp + aou	Atlantic	(28.2, Inf]	0.7348123	0.6732209	0.7964038
temp + aou	Indian	(-Inf,26]	-0.3534419	-0.5018904	-0.2049933
temp + aou	Indian	(26,26.5]	-0.4224974	-0.5370860	-0.3079089
temp + aou	Indian	(26.5,26.75]	0.0662549	-0.1087897	0.2412996
temp + aou	Indian	(26.75,27]	0.4477033	0.2409522	0.6544543
temp + aou	Indian	(27,27.25]	0.8174856	0.8128239	0.8221472
temp + aou	Indian	(27.25,27.5]	0.8526352	0.8295878	0.8756825
temp + aou	Indian	(27.5,27.75]	0.8778571	0.8702670	0.8854472
temp + aou	Indian	(27.75,27.85]	0.9677542	0.9656609	0.9698475
temp + aou	Indian	(27.85,27.95]	0.9581836	0.9466331	0.9697341
temp + aou	Indian	(27.95,28.05]	0.9341604	0.9134867	0.9548341
temp + aou	Indian	(28.05,28.1]	0.8124848	0.7940451	0.8309245
temp + aou	Indian	(28.1, Inf]	0.8930079	0.8915282	0.8944876
temp + aou	Pacific	(-Inf,26]	-0.2852100	-0.3130873	-0.2573326
temp + aou	Pacific	(26,26.5]	0.0681854	-0.2251292	0.3614999
temp + aou	Pacific	(26.5,26.75]	0.4615035	0.2544884	0.6685186
temp + aou	Pacific	(26.75,27]	0.1204874	-0.1410311	0.3820060
temp + aou	Pacific	(27,27.25]	-0.1511904	-0.2286441	-0.0737368
temp + aou	Pacific	(27.25,27.5]	0.0834636	-0.0070101	0.1739374
temp + aou	Pacific	(27.5,27.75]	0.1927345	-0.0219874	0.4074564
temp + aou	Pacific	(27.75,27.85]	0.2108472	0.0060112	0.4156833
temp + aou	Pacific	(27.85,27.95]	0.3640268	0.1048507	0.6232028
temp + aou	Pacific	(27.95,28.05]	0.3738733	0.0220259	0.7257207
temp + aou	Pacific	(28.05,28.1]	0.5199056	0.1946427	0.8451684
temp + aou	Pacific	(28.1, Inf]	0.8858486	0.8067665	0.9649308
temp + nitrate	Atlantic	(-Inf,26.5]	-0.5353746	-0.5672482	-0.5035010
temp + nitrate	Atlantic	(26.5,26.75]	-0.4398394	-0.4590357	-0.4206432
temp + nitrate	Atlantic	(26.75,27]	-0.2738406	-0.3464340	-0.2012471
temp + nitrate	Atlantic	(27,27.25]	-0.3258391	-0.4281154	-0.2235628
temp + nitrate	Atlantic	(27.25,27.5]	-0.4617608	-0.5246944	-0.3988272
temp + nitrate	Atlantic	(27.5,27.75]	-0.4777257	-0.5413988	-0.4140526
temp + nitrate	Atlantic	(27.75,27.85]	-0.4599035	-0.4995244	-0.4202825
temp + nitrate	Atlantic	(27.85,27.95]	-0.5990439	-0.6329658	-0.5651220
temp + nitrate	Atlantic	(27.95,28.05]	-0.7833085	-0.8004763	-0.7661407
temp + nitrate	Atlantic	(28.05,28.1]	-0.7654248	-0.8223206	-0.7085291
temp + nitrate	Atlantic	(28.1,28.15]	-0.7003582	-0.7955183	-0.6051981
temp + nitrate	Atlantic	(28.15,28.2]	0.0165791	-0.0726684	0.1058266
temp + nitrate	Atlantic	(28.2, Inf]	0.2477572	0.1489836	0.3465307
temp + nitrate	Indian	(-Inf,26]	-0.4083061	-0.5428530	-0.2737592
temp + nitrate	Indian	(26,26.5]	-0.5500594	-0.6325023	-0.4676165
temp + nitrate	Indian	(26.5,26.75]	-0.2451586	-0.4770911	-0.0132262
temp + nitrate	Indian	(26.75,27]	-0.1154732	-0.5279375	0.2969911
temp + nitrate	Indian	(27,27.25]	0.1979825	-0.0213309	0.4172958
temp + nitrate	Indian	(27.25,27.5]	0.4311304	0.3635130	0.4987478
temp + nitrate	Indian	(27.5,27.75]	0.5348567	0.4687163	0.6009970
temp + nitrate	Indian	(27.75,27.85]	0.8510046	0.8028803	0.8991290
temp + nitrate	Indian	(27.85,27.95]	0.7609717	0.7536051	0.7683383
temp + nitrate	Indian	(27.95,28.05]	0.5277536	0.5123942	0.5431130
temp + nitrate	Indian	(28.05,28.1]	0.0930924	-0.0279210	0.2141057
temp + nitrate	Indian	(28.1, Inf]	0.1593776	0.1581357	0.1606195
temp + nitrate	Pacific	(-Inf,26]	-0.4875147	-0.5042781	-0.4707513
temp + nitrate	Pacific	(26,26.5]	-0.3215899	-0.6437768	0.0005970
temp + nitrate	Pacific	(26.5,26.75]	-0.0419832	-0.3736972	0.2897307
temp + nitrate	Pacific	(26.75,27]	-0.2826307	-0.5044380	-0.0608234
temp + nitrate	Pacific	(27,27.25]	-0.3066031	-0.4096642	-0.2035420
temp + nitrate	Pacific	(27.25,27.5]	0.0009965	-0.1355077	0.1375006
temp + nitrate	Pacific	(27.5,27.75]	0.1484689	-0.0913939	0.3883316
temp + nitrate	Pacific	(27.75,27.85]	0.1652613	-0.0318063	0.3623288
temp + nitrate	Pacific	(27.85,27.95]	0.3191801	0.0487619	0.5895984
temp + nitrate	Pacific	(27.95,28.05]	0.2591853	-0.0435449	0.5619154
temp + nitrate	Pacific	(28.05,28.1]	0.3699508	0.1380887	0.6018129
temp + nitrate	Pacific	(28.1, Inf]	0.6209206	0.6192535	0.6225877
temp + oxygen	Atlantic	(-Inf,26.5]	0.0194909	-0.0660447	0.1050266
temp + oxygen	Atlantic	(26.5,26.75]	-0.0616220	-0.1984870	0.0752430
temp + oxygen	Atlantic	(26.75,27]	-0.2299050	-0.2493814	-0.2104286
temp + oxygen	Atlantic	(27,27.25]	-0.2255854	-0.3437305	-0.1074402
temp + oxygen	Atlantic	(27.25,27.5]	-0.1409490	-0.2610286	-0.0208695
temp + oxygen	Atlantic	(27.5,27.75]	-0.1748124	-0.1815560	-0.1680688
temp + oxygen	Atlantic	(27.75,27.85]	-0.2356883	-0.3649883	-0.1063883
temp + oxygen	Atlantic	(27.85,27.95]	-0.1906739	-0.2277066	-0.1536411
temp + oxygen	Atlantic	(27.95,28.05]	-0.0154125	-0.0250502	-0.0057748
temp + oxygen	Atlantic	(28.05,28.1]	0.0911858	0.0456864	0.1366853
temp + oxygen	Atlantic	(28.1,28.15]	0.1955920	0.1366915	0.2544926
temp + oxygen	Atlantic	(28.15,28.2]	-0.4738337	-0.4952952	-0.4523722
temp + oxygen	Atlantic	(28.2, Inf]	-0.8026906	-0.8592555	-0.7461257
temp + oxygen	Indian	(-Inf,26]	0.2392390	0.0911293	0.3873486
temp + oxygen	Indian	(26,26.5]	0.3465206	0.2328653	0.4601759
temp + oxygen	Indian	(26.5,26.75]	-0.1737080	-0.3220233	-0.0253928
temp + oxygen	Indian	(26.75,27]	-0.5940178	-0.7237219	-0.4643138
temp + oxygen	Indian	(27,27.25]	-0.8786062	-0.8835709	-0.8736416
temp + oxygen	Indian	(27.25,27.5]	-0.9012079	-0.9159734	-0.8864424
temp + oxygen	Indian	(27.5,27.75]	-0.9207015	-0.9253833	-0.9160198
temp + oxygen	Indian	(27.75,27.85]	-0.9813610	-0.9832040	-0.9795179
temp + oxygen	Indian	(27.85,27.95]	-0.9755362	-0.9828815	-0.9681909
temp + oxygen	Indian	(27.95,28.05]	-0.9624633	-0.9751910	-0.9497355
temp + oxygen	Indian	(28.05,28.1]	-0.8930371	-0.9020604	-0.8840138
temp + oxygen	Indian	(28.1, Inf]	-0.9380271	-0.9392079	-0.9368462
temp + oxygen	Pacific	(-Inf,26]	-0.2116972	-0.3486900	-0.0747044
temp + oxygen	Pacific	(26,26.5]	-0.2806783	-0.5078159	-0.0535406
temp + oxygen	Pacific	(26.5,26.75]	-0.6249165	-0.7716423	-0.4781907
temp + oxygen	Pacific	(26.75,27]	-0.3433548	-0.5937374	-0.0929721
temp + oxygen	Pacific	(27,27.25]	0.0211745	-0.0790698	0.1214189
temp + oxygen	Pacific	(27.25,27.5]	-0.1883695	-0.2913450	-0.0853939
temp + oxygen	Pacific	(27.5,27.75]	-0.2948299	-0.5232533	-0.0664066
temp + oxygen	Pacific	(27.75,27.85]	-0.2815326	-0.4870854	-0.0759799
temp + oxygen	Pacific	(27.85,27.95]	-0.4393676	-0.7036209	-0.1751142
temp + oxygen	Pacific	(27.95,28.05]	-0.4396999	-0.8072086	-0.0721912
temp + oxygen	Pacific	(28.05,28.1]	-0.5634308	-0.9095559	-0.2173057
temp + oxygen	Pacific	(28.1, Inf]	-0.9145121	-0.9827641	-0.8462600
temp + phosphate	Atlantic	(-Inf,26.5]	-0.6395267	-0.6654411	-0.6136122
temp + phosphate	Atlantic	(26.5,26.75]	-0.5737329	-0.5768701	-0.5705956
temp + phosphate	Atlantic	(26.75,27]	-0.4194062	-0.5073688	-0.3314435
temp + phosphate	Atlantic	(27,27.25]	-0.4453393	-0.5451422	-0.3455364
temp + phosphate	Atlantic	(27.25,27.5]	-0.5488223	-0.6105762	-0.4870683
temp + phosphate	Atlantic	(27.5,27.75]	-0.5485047	-0.6000254	-0.4969841
temp + phosphate	Atlantic	(27.75,27.85]	-0.5220241	-0.5477942	-0.4962539
temp + phosphate	Atlantic	(27.85,27.95]	-0.6243084	-0.6579629	-0.5906539
temp + phosphate	Atlantic	(27.95,28.05]	-0.7892088	-0.8068384	-0.7715793
temp + phosphate	Atlantic	(28.05,28.1]	-0.7676618	-0.8279704	-0.7073532
temp + phosphate	Atlantic	(28.1,28.15]	-0.7023080	-0.8019236	-0.6026924
temp + phosphate	Atlantic	(28.15,28.2]	0.0139895	-0.0792179	0.1071969
temp + phosphate	Atlantic	(28.2, Inf]	0.2571262	0.1706282	0.3436243
temp + phosphate	Indian	(-Inf,26]	-0.3878106	-0.4994361	-0.2761851
temp + phosphate	Indian	(26,26.5]	-0.5064872	-0.6302074	-0.3827670
temp + phosphate	Indian	(26.5,26.75]	-0.2008432	-0.4751448	0.0734584
temp + phosphate	Indian	(26.75,27]	-0.0584078	-0.5120056	0.3951900
temp + phosphate	Indian	(27,27.25]	0.3107603	0.0429691	0.5785514
temp + phosphate	Indian	(27.25,27.5]	0.5650180	0.4292721	0.7007638
temp + phosphate	Indian	(27.5,27.75]	0.7285253	0.7238863	0.7331643
temp + phosphate	Indian	(27.75,27.85]	0.8658603	0.8404394	0.8912813
temp + phosphate	Indian	(27.85,27.95]	0.7510170	0.7297391	0.7722948
temp + phosphate	Indian	(27.95,28.05]	0.4765263	0.4602769	0.4927758
temp + phosphate	Indian	(28.05,28.1]	0.0376177	-0.0467616	0.1219971
temp + phosphate	Indian	(28.1, Inf]	0.0903645	-0.0041875	0.1849165
temp + phosphate	Pacific	(-Inf,26]	-0.4201016	-0.4215486	-0.4186545
temp + phosphate	Pacific	(26,26.5]	-0.3041315	-0.6038280	-0.0044350
temp + phosphate	Pacific	(26.5,26.75]	-0.0659793	-0.3885180	0.2565595
temp + phosphate	Pacific	(26.75,27]	-0.3467942	-0.5384948	-0.1550935
temp + phosphate	Pacific	(27,27.25]	-0.3269857	-0.4163903	-0.2375812
temp + phosphate	Pacific	(27.25,27.5]	-0.0095840	-0.1365309	0.1173629
temp + phosphate	Pacific	(27.5,27.75]	0.1545482	-0.0841333	0.3932297
temp + phosphate	Pacific	(27.75,27.85]	0.1723116	-0.0250639	0.3696872
temp + phosphate	Pacific	(27.85,27.95]	0.3016415	0.0611468	0.5421361
temp + phosphate	Pacific	(27.95,28.05]	0.2387499	-0.0416741	0.5191739
temp + phosphate	Pacific	(28.05,28.1]	0.3600625	0.1759517	0.5441734
temp + phosphate	Pacific	(28.1, Inf]	0.6509833	0.5942410	0.7077256
temp + silicate	Atlantic	(-Inf,26.5]	-0.6219443	-0.6642892	-0.5795994
temp + silicate	Atlantic	(26.5,26.75]	-0.6437206	-0.6886101	-0.5988310
temp + silicate	Atlantic	(26.75,27]	-0.5339820	-0.5856544	-0.4823096
temp + silicate	Atlantic	(27,27.25]	-0.5137815	-0.5769421	-0.4506209
temp + silicate	Atlantic	(27.25,27.5]	-0.6318842	-0.6506007	-0.6131677
temp + silicate	Atlantic	(27.5,27.75]	-0.6219479	-0.6793448	-0.5645510
temp + silicate	Atlantic	(27.75,27.85]	-0.5699619	-0.5936758	-0.5462480
temp + silicate	Atlantic	(27.85,27.95]	-0.6752500	-0.7022186	-0.6482814
temp + silicate	Atlantic	(27.95,28.05]	-0.7889167	-0.8047012	-0.7731321
temp + silicate	Atlantic	(28.05,28.1]	-0.7178141	-0.7749027	-0.6607255
temp + silicate	Atlantic	(28.1,28.15]	-0.6382390	-0.7340529	-0.5424251
temp + silicate	Atlantic	(28.15,28.2]	0.1774376	0.1175937	0.2372815
temp + silicate	Atlantic	(28.2, Inf]	0.5107616	0.4974927	0.5240304
temp + silicate	Indian	(-Inf,26]	-0.5149403	-0.6664886	-0.3633921
temp + silicate	Indian	(26,26.5]	-0.5564492	-0.5664269	-0.5464716
temp + silicate	Indian	(26.5,26.75]	-0.1201738	-0.1910729	-0.0492746
temp + silicate	Indian	(26.75,27]	0.2181478	-0.0063976	0.4426932
temp + silicate	Indian	(27,27.25]	0.4667464	0.3884707	0.5450221
temp + silicate	Indian	(27.25,27.5]	0.5321145	0.5079508	0.5562782
temp + silicate	Indian	(27.5,27.75]	0.5129395	0.4289812	0.5968978
temp + silicate	Indian	(27.75,27.85]	0.6472235	0.5767399	0.7177070
temp + silicate	Indian	(27.85,27.95]	0.6585199	0.6469017	0.6701382
temp + silicate	Indian	(27.95,28.05]	0.5682100	0.5393798	0.5970402
temp + silicate	Indian	(28.05,28.1]	0.4092388	0.3889209	0.4295567
temp + silicate	Indian	(28.1, Inf]	0.4041775	0.3763281	0.4320269
temp + silicate	Pacific	(-Inf,26]	-0.6622147	-0.6738812	-0.6505482
temp + silicate	Pacific	(26,26.5]	-0.7249754	-0.7864467	-0.6635040
temp + silicate	Pacific	(26.5,26.75]	-0.6510800	-0.6714584	-0.6307015
temp + silicate	Pacific	(26.75,27]	-0.7348746	-0.7498531	-0.7198960
temp + silicate	Pacific	(27,27.25]	-0.5625219	-0.6160621	-0.5089817
temp + silicate	Pacific	(27.25,27.5]	-0.3080693	-0.3610746	-0.2550641
temp + silicate	Pacific	(27.5,27.75]	-0.1716949	-0.2364711	-0.1069187
temp + silicate	Pacific	(27.75,27.85]	0.0642017	-0.1380679	0.2664713
temp + silicate	Pacific	(27.85,27.95]	0.1728737	-0.0544316	0.4001791
temp + silicate	Pacific	(27.95,28.05]	0.1917689	-0.1144095	0.4979473
temp + silicate	Pacific	(28.05,28.1]	0.4036624	0.2286805	0.5786442
temp + silicate	Pacific	(28.1, Inf]	0.5605822	0.2026011	0.9185632

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
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
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,26.5]	0.1838523	0.1260871	0.2416176
aou	Atlantic	(26.5,26.75]	-0.4230549	-0.4698640	-0.3762458
aou	Atlantic	(26.75,27]	-0.5917374	-0.6342211	-0.5492538
aou	Atlantic	(27,27.25]	-0.5955720	-0.6648507	-0.5262933
aou	Atlantic	(27.25,27.5]	-0.6827484	-0.7052782	-0.6602186
aou	Atlantic	(27.5,27.75]	-0.7186373	-0.7297092	-0.7075653
aou	Atlantic	(27.75,27.85]	-0.7720202	-0.8316293	-0.7124111
aou	Atlantic	(27.85,27.95]	-0.7489956	-0.7601690	-0.7378222
aou	Atlantic	(27.95,28.05]	-0.7336803	-0.7343329	-0.7330277
aou	Atlantic	(28.05,28.1]	-0.7736465	-0.7777114	-0.7695816
aou	Atlantic	(28.1,28.15]	-0.8394097	-0.8612796	-0.8175398
aou	Atlantic	(28.15,28.2]	-0.7591536	-0.8333518	-0.6849554
aou	Atlantic	(28.2, Inf]	-0.5118435	-0.7944362	-0.2292507
aou	Indian	(-Inf,26]	-0.6452106	-0.7976880	-0.4927332
aou	Indian	(26,26.5]	-0.8751881	-0.9249297	-0.8254466
aou	Indian	(26.5,26.75]	-0.6121850	-0.7424689	-0.4819010
aou	Indian	(26.75,27]	-0.1982638	-0.3192178	-0.0773098
aou	Indian	(27,27.25]	0.4498767	0.3332578	0.5664957
aou	Indian	(27.25,27.5]	0.5778042	0.5714750	0.5841334
aou	Indian	(27.5,27.75]	0.3880351	0.2939111	0.4821590
aou	Indian	(27.75,27.85]	0.0698963	0.0334801	0.1063126
aou	Indian	(27.85,27.95]	0.3470581	0.2813857	0.4127306
aou	Indian	(27.95,28.05]	0.4775446	0.4325153	0.5225739
aou	Indian	(28.05,28.1]	0.4588836	0.3781298	0.5396374
aou	Indian	(28.1, Inf]	0.3211840	0.2432734	0.3990945
aou	Pacific	(-Inf,26]	0.1112496	0.0275241	0.1949750
aou	Pacific	(26,26.5]	-0.4001641	-0.4932720	-0.3070563
aou	Pacific	(26.5,26.75]	-0.0164297	-0.0341433	0.0012839
aou	Pacific	(26.75,27]	-0.2403559	-0.4160907	-0.0646211
aou	Pacific	(27,27.25]	0.1167075	0.0130376	0.2203774
aou	Pacific	(27.25,27.5]	0.5632491	0.4244482	0.7020499
aou	Pacific	(27.5,27.75]	0.6987115	0.6005097	0.7969133
aou	Pacific	(27.75,27.85]	0.8011115	0.7842811	0.8179420
aou	Pacific	(27.85,27.95]	0.7144871	0.7124736	0.7165007
aou	Pacific	(27.95,28.05]	0.5445308	0.4562446	0.6328171
aou	Pacific	(28.05,28.1]	0.3355057	0.0518374	0.6191741
aou	Pacific	(28.1, Inf]	0.1468835	0.0658981	0.2278688
nitrate	Atlantic	(-Inf,26.5]	0.0567403	-0.0021639	0.1156445
nitrate	Atlantic	(26.5,26.75]	-0.5826905	-0.5966810	-0.5687001
nitrate	Atlantic	(26.75,27]	-0.7767974	-0.7880835	-0.7655114
nitrate	Atlantic	(27,27.25]	-0.8542031	-0.8850855	-0.8233207
nitrate	Atlantic	(27.25,27.5]	-0.9262990	-0.9274911	-0.9251069
nitrate	Atlantic	(27.5,27.75]	-0.9303064	-0.9433449	-0.9172679
nitrate	Atlantic	(27.75,27.85]	-0.9344187	-0.9530620	-0.9157754
nitrate	Atlantic	(27.85,27.95]	-0.9288611	-0.9454281	-0.9122941
nitrate	Atlantic	(27.95,28.05]	-0.9406787	-0.9429101	-0.9384473
nitrate	Atlantic	(28.05,28.1]	-0.9542162	-0.9568923	-0.9515401
nitrate	Atlantic	(28.1,28.15]	-0.9581064	-0.9593435	-0.9568693
nitrate	Atlantic	(28.15,28.2]	-0.9517471	-0.9693866	-0.9341076
nitrate	Atlantic	(28.2, Inf]	-0.9161313	-0.9773179	-0.8549446
nitrate	Indian	(-Inf,26]	-0.6363974	-0.7688546	-0.5039402
nitrate	Indian	(26,26.5]	-0.8910033	-0.9443242	-0.8376824
nitrate	Indian	(26.5,26.75]	-0.8031088	-0.8624748	-0.7437429
nitrate	Indian	(26.75,27]	-0.6756576	-0.7363444	-0.6149709
nitrate	Indian	(27,27.25]	-0.1421355	-0.2654017	-0.0188692
nitrate	Indian	(27.25,27.5]	0.2712130	0.1882374	0.3541886
nitrate	Indian	(27.5,27.75]	0.2206834	0.1741435	0.2672234
nitrate	Indian	(27.75,27.85]	0.0007328	-0.0731376	0.0746032
nitrate	Indian	(27.85,27.95]	0.1647690	0.1138582	0.2156799
nitrate	Indian	(27.95,28.05]	0.0893968	0.0548763	0.1239173
nitrate	Indian	(28.05,28.1]	-0.0436247	-0.1840071	0.0967577
nitrate	Indian	(28.1, Inf]	-0.1152783	-0.1751525	-0.0554041
nitrate	Pacific	(-Inf,26]	0.0567517	-0.0245233	0.1380267
nitrate	Pacific	(26,26.5]	-0.5884821	-0.7277973	-0.4491670
nitrate	Pacific	(26.5,26.75]	-0.3983839	-0.5067607	-0.2900070
nitrate	Pacific	(26.75,27]	-0.4670855	-0.6333812	-0.3007898
nitrate	Pacific	(27,27.25]	0.0831332	0.0143368	0.1519297
nitrate	Pacific	(27.25,27.5]	0.4929895	0.3095986	0.6763803
nitrate	Pacific	(27.5,27.75]	0.6494104	0.5295527	0.7692680
nitrate	Pacific	(27.75,27.85]	0.7720826	0.7565641	0.7876012
nitrate	Pacific	(27.85,27.95]	0.6870940	0.6864186	0.6877694
nitrate	Pacific	(27.95,28.05]	0.4786993	0.3721679	0.5852307
nitrate	Pacific	(28.05,28.1]	0.2900134	-0.0059041	0.5859308
nitrate	Pacific	(28.1, Inf]	0.1420176	0.0639005	0.2201347
oxygen	Atlantic	(-Inf,26.5]	-0.1578307	-0.1670186	-0.1486429
oxygen	Atlantic	(26.5,26.75]	0.3286724	0.2271577	0.4301870
oxygen	Atlantic	(26.75,27]	0.4902817	0.4292584	0.5513049
oxygen	Atlantic	(27,27.25]	0.4466432	0.3792873	0.5139992
oxygen	Atlantic	(27.25,27.5]	0.4994695	0.4615859	0.5373531
oxygen	Atlantic	(27.5,27.75]	0.5241576	0.5049022	0.5434130
oxygen	Atlantic	(27.75,27.85]	0.5710117	0.4622950	0.6797284
oxygen	Atlantic	(27.85,27.95]	0.5135561	0.5114642	0.5156480
oxygen	Atlantic	(27.95,28.05]	0.4537833	0.4386974	0.4688691
oxygen	Atlantic	(28.05,28.1]	0.5622731	0.5255032	0.5990430
oxygen	Atlantic	(28.1,28.15]	0.7190503	0.6584033	0.7796973
oxygen	Atlantic	(28.15,28.2]	0.6898219	0.5985752	0.7810685
oxygen	Atlantic	(28.2, Inf]	0.4418546	0.1450958	0.7386135
oxygen	Indian	(-Inf,26]	0.7015916	0.5617674	0.8414158
oxygen	Indian	(26,26.5]	0.8687225	0.8262875	0.9111575
oxygen	Indian	(26.5,26.75]	0.5398576	0.3844208	0.6952944
oxygen	Indian	(26.75,27]	0.0482697	-0.1469500	0.2434894
oxygen	Indian	(27,27.25]	-0.5211506	-0.6548051	-0.3874960
oxygen	Indian	(27.25,27.5]	-0.6052998	-0.6273593	-0.5832403
oxygen	Indian	(27.5,27.75]	-0.3665543	-0.4618337	-0.2712749
oxygen	Indian	(27.75,27.85]	-0.0730855	-0.1140411	-0.0321298
oxygen	Indian	(27.85,27.95]	-0.3644877	-0.4234151	-0.3055602
oxygen	Indian	(27.95,28.05]	-0.5067602	-0.5379001	-0.4756203
oxygen	Indian	(28.05,28.1]	-0.5143859	-0.5689472	-0.4598246
oxygen	Indian	(28.1, Inf]	-0.3546210	-0.4406350	-0.2686070
oxygen	Pacific	(-Inf,26]	0.1583115	0.1545709	0.1620520
oxygen	Pacific	(26,26.5]	0.2556282	0.2025234	0.3087330
oxygen	Pacific	(26.5,26.75]	-0.1251714	-0.1873619	-0.0629809
oxygen	Pacific	(26.75,27]	0.1084436	-0.0650896	0.2819767
oxygen	Pacific	(27,27.25]	-0.0805296	-0.2165565	0.0554973
oxygen	Pacific	(27.25,27.5]	-0.5124783	-0.6680689	-0.3568877
oxygen	Pacific	(27.5,27.75]	-0.6416250	-0.7626467	-0.5206032
oxygen	Pacific	(27.75,27.85]	-0.7784467	-0.7987926	-0.7581009
oxygen	Pacific	(27.85,27.95]	-0.6903008	-0.6926667	-0.6879350
oxygen	Pacific	(27.95,28.05]	-0.5441664	-0.6319817	-0.4563512
oxygen	Pacific	(28.05,28.1]	-0.3344986	-0.6085939	-0.0604034
oxygen	Pacific	(28.1, Inf]	-0.1677494	-0.2747693	-0.0607294
phosphate	Atlantic	(-Inf,26.5]	-0.0660454	-0.0844902	-0.0476006
phosphate	Atlantic	(26.5,26.75]	-0.6375255	-0.6738832	-0.6011679
phosphate	Atlantic	(26.75,27]	-0.8092056	-0.8160083	-0.8024029
phosphate	Atlantic	(27,27.25]	-0.8855094	-0.9063934	-0.8646254
phosphate	Atlantic	(27.25,27.5]	-0.9437689	-0.9464741	-0.9410636
phosphate	Atlantic	(27.5,27.75]	-0.9509308	-0.9617519	-0.9401097
phosphate	Atlantic	(27.75,27.85]	-0.9575655	-0.9669732	-0.9481577
phosphate	Atlantic	(27.85,27.95]	-0.9511375	-0.9651545	-0.9371205
phosphate	Atlantic	(27.95,28.05]	-0.9549210	-0.9556322	-0.9542099
phosphate	Atlantic	(28.05,28.1]	-0.9580566	-0.9624929	-0.9536203
phosphate	Atlantic	(28.1,28.15]	-0.9622210	-0.9642668	-0.9601752
phosphate	Atlantic	(28.15,28.2]	-0.9563680	-0.9731246	-0.9396115
phosphate	Atlantic	(28.2, Inf]	-0.9228486	-0.9801400	-0.8655573
phosphate	Indian	(-Inf,26]	-0.6504899	-0.7774434	-0.5235363
phosphate	Indian	(26,26.5]	-0.8918131	-0.9413424	-0.8422837
phosphate	Indian	(26.5,26.75]	-0.8022403	-0.8510265	-0.7534540
phosphate	Indian	(26.75,27]	-0.6683252	-0.7425703	-0.5940801
phosphate	Indian	(27,27.25]	-0.1381781	-0.2650513	-0.0113048
phosphate	Indian	(27.25,27.5]	0.2668048	0.1655228	0.3680868
phosphate	Indian	(27.5,27.75]	0.2111326	0.1630222	0.2592430
phosphate	Indian	(27.75,27.85]	-0.1007819	-0.1861610	-0.0154028
phosphate	Indian	(27.85,27.95]	0.0915712	0.0136254	0.1695170
phosphate	Indian	(27.95,28.05]	-0.0435561	-0.0855558	-0.0015564
phosphate	Indian	(28.05,28.1]	-0.1977464	-0.2837358	-0.1117571
phosphate	Indian	(28.1, Inf]	-0.3497981	-0.3799090	-0.3196872
phosphate	Pacific	(-Inf,26]	-0.0323141	-0.1089012	0.0442729
phosphate	Pacific	(26,26.5]	-0.6763533	-0.7667254	-0.5859811
phosphate	Pacific	(26.5,26.75]	-0.4971186	-0.5794042	-0.4148329
phosphate	Pacific	(26.75,27]	-0.5517263	-0.6763450	-0.4271077
phosphate	Pacific	(27,27.25]	0.0637856	-0.0053186	0.1328898
phosphate	Pacific	(27.25,27.5]	0.4861146	0.3121247	0.6601045
phosphate	Pacific	(27.5,27.75]	0.6269120	0.5058426	0.7479815
phosphate	Pacific	(27.75,27.85]	0.7404112	0.7129418	0.7678807
phosphate	Pacific	(27.85,27.95]	0.6463482	0.6241135	0.6685830
phosphate	Pacific	(27.95,28.05]	0.4020669	0.2790870	0.5250469
phosphate	Pacific	(28.05,28.1]	0.1936533	-0.0509078	0.4382145
phosphate	Pacific	(28.1, Inf]	-0.1557338	-0.2412862	-0.0701814
sal	Atlantic	(-Inf,26.5]	0.1434879	0.1231464	0.1638294
sal	Atlantic	(26.5,26.75]	0.5252782	0.4177634	0.6327930
sal	Atlantic	(26.75,27]	0.4978490	0.4378211	0.5578770
sal	Atlantic	(27,27.25]	0.5858192	0.5393914	0.6322471
sal	Atlantic	(27.25,27.5]	0.6539826	0.6182659	0.6896993
sal	Atlantic	(27.5,27.75]	0.6134064	0.5573613	0.6694516
sal	Atlantic	(27.75,27.85]	0.5515067	0.5465588	0.5564546
sal	Atlantic	(27.85,27.95]	0.6154989	0.5858407	0.6451571
sal	Atlantic	(27.95,28.05]	0.8089064	0.8042917	0.8135211
sal	Atlantic	(28.05,28.1]	0.8783097	0.8525680	0.9040514
sal	Atlantic	(28.1,28.15]	0.8844284	0.8526686	0.9161882
sal	Atlantic	(28.15,28.2]	0.8902205	0.8551727	0.9252683
sal	Atlantic	(28.2, Inf]	0.9270045	0.8934701	0.9605389
sal	Indian	(-Inf,26]	0.6427231	0.5300149	0.7554312
sal	Indian	(26,26.5]	0.6400477	0.5467998	0.7332956
sal	Indian	(26.5,26.75]	0.5529324	0.2989048	0.8069599
sal	Indian	(26.75,27]	0.5677661	0.2622518	0.8732805
sal	Indian	(27,27.25]	0.6269824	0.4357379	0.8182269
sal	Indian	(27.25,27.5]	0.5987559	0.5154617	0.6820501
sal	Indian	(27.5,27.75]	0.4000420	0.2239906	0.5760934
sal	Indian	(27.75,27.85]	0.1222993	0.1104204	0.1341782
sal	Indian	(27.85,27.95]	0.4430628	0.3719748	0.5141508
sal	Indian	(27.95,28.05]	0.6165502	0.6034923	0.6296080
sal	Indian	(28.05,28.1]	0.6247208	0.5727096	0.6767320
sal	Indian	(28.1, Inf]	0.3937494	0.3186714	0.4688275
sal	Pacific	(-Inf,26]	-0.1337530	-0.1449802	-0.1225258
sal	Pacific	(26,26.5]	0.4937646	0.3619629	0.6255662
sal	Pacific	(26.5,26.75]	0.5403336	0.3910712	0.6895961
sal	Pacific	(26.75,27]	0.4695348	0.4054645	0.5336051
sal	Pacific	(27,27.25]	-0.3576436	-0.5103504	-0.2049368
sal	Pacific	(27.25,27.5]	-0.4354576	-0.5138169	-0.3570984
sal	Pacific	(27.5,27.75]	-0.2510165	-0.2639861	-0.2380469
sal	Pacific	(27.75,27.85]	-0.2211688	-0.4303890	-0.0119485
sal	Pacific	(27.85,27.95]	-0.0715574	-0.3251566	0.1820418
sal	Pacific	(27.95,28.05]	0.1317043	-0.1338288	0.3972374
sal	Pacific	(28.05,28.1]	0.2327765	0.0516498	0.4139032
sal	Pacific	(28.1, Inf]	0.3385373	0.2790941	0.3979805
silicate	Atlantic	(-Inf,26.5]	-0.0883956	-0.1084500	-0.0683411
silicate	Atlantic	(26.5,26.75]	-0.5204228	-0.5346839	-0.5061617
silicate	Atlantic	(26.75,27]	-0.6904127	-0.7227922	-0.6580333
silicate	Atlantic	(27,27.25]	-0.8138976	-0.8236327	-0.8041625
silicate	Atlantic	(27.25,27.5]	-0.9059686	-0.9076117	-0.9043254
silicate	Atlantic	(27.5,27.75]	-0.8788059	-0.8788311	-0.8787807
silicate	Atlantic	(27.75,27.85]	-0.8794732	-0.8864612	-0.8724852
silicate	Atlantic	(27.85,27.95]	-0.9119228	-0.9290165	-0.8948291
silicate	Atlantic	(27.95,28.05]	-0.9168201	-0.9240735	-0.9095667
silicate	Atlantic	(28.05,28.1]	-0.9248377	-0.9276250	-0.9220504
silicate	Atlantic	(28.1,28.15]	-0.9320549	-0.9339294	-0.9301805
silicate	Atlantic	(28.15,28.2]	-0.8964469	-0.9375521	-0.8553417
silicate	Atlantic	(28.2, Inf]	-0.7694855	-0.9319316	-0.6070393
silicate	Indian	(-Inf,26]	-0.5928837	-0.7316014	-0.4541659
silicate	Indian	(26,26.5]	-0.8759739	-0.9224675	-0.8294802
silicate	Indian	(26.5,26.75]	-0.6755433	-0.7898338	-0.5612528
silicate	Indian	(26.75,27]	-0.3694462	-0.4264804	-0.3124121
silicate	Indian	(27,27.25]	0.1683159	0.1565246	0.1801071
silicate	Indian	(27.25,27.5]	0.4795854	0.4209807	0.5381901
silicate	Indian	(27.5,27.75]	0.5521606	0.5242210	0.5801002
silicate	Indian	(27.75,27.85]	0.1836627	0.1650373	0.2022880
silicate	Indian	(27.85,27.95]	0.2434876	0.1361084	0.3508667
silicate	Indian	(27.95,28.05]	0.2682166	0.1463956	0.3900376
silicate	Indian	(28.05,28.1]	0.2013522	0.0440753	0.3586291
silicate	Indian	(28.1, Inf]	0.0092130	-0.0660586	0.0844847
silicate	Pacific	(-Inf,26]	0.0756077	0.0077277	0.1434877
silicate	Pacific	(26,26.5]	-0.6836647	-0.7325916	-0.6347377
silicate	Pacific	(26.5,26.75]	-0.5267987	-0.5854120	-0.4681853
silicate	Pacific	(26.75,27]	-0.4495074	-0.5590558	-0.3399591
silicate	Pacific	(27,27.25]	0.3554047	0.3352573	0.3755521
silicate	Pacific	(27.25,27.5]	0.7904270	0.7599867	0.8208674
silicate	Pacific	(27.5,27.75]	0.8692156	0.8582128	0.8802184
silicate	Pacific	(27.75,27.85]	0.8271214	0.8217516	0.8324912
silicate	Pacific	(27.85,27.95]	0.7231171	0.7219633	0.7242709
silicate	Pacific	(27.95,28.05]	0.5048744	0.4124388	0.5973101
silicate	Pacific	(28.05,28.1]	0.3234973	0.0874188	0.5595758
silicate	Pacific	(28.1, Inf]	-0.0850520	-0.2542809	0.0841768
temp	Atlantic	(-Inf,26.5]	-0.0995512	-0.2337206	0.0346183
temp	Atlantic	(26.5,26.75]	0.3748558	0.2896733	0.4600383
temp	Atlantic	(26.75,27]	0.3054641	0.2444385	0.3664897
temp	Atlantic	(27,27.25]	0.4393944	0.3986542	0.4801347
temp	Atlantic	(27.25,27.5]	0.5460727	0.5165767	0.5755687
temp	Atlantic	(27.5,27.75]	0.5474508	0.4759761	0.6189255
temp	Atlantic	(27.75,27.85]	0.5548454	0.5496015	0.5600893
temp	Atlantic	(27.85,27.95]	0.6434550	0.6068875	0.6800225
temp	Atlantic	(27.95,28.05]	0.7974771	0.7742395	0.8207147
temp	Atlantic	(28.05,28.1]	0.7940284	0.7352141	0.8528426
temp	Atlantic	(28.1,28.15]	0.7034420	0.5834035	0.8234806
temp	Atlantic	(28.15,28.2]	0.0829277	-0.0114343	0.1772897
temp	Atlantic	(28.2, Inf]	0.0039453	-0.2132211	0.2211118
temp	Indian	(-Inf,26]	-0.2824243	-0.2983303	-0.2665183
temp	Indian	(26,26.5]	0.3983656	0.3956913	0.4010398
temp	Indian	(26.5,26.75]	0.5252709	0.3207966	0.7297451
temp	Indian	(26.75,27]	0.6215053	0.3562273	0.8867834
temp	Indian	(27,27.25]	0.7162789	0.5665415	0.8660163
temp	Indian	(27.25,27.5]	0.6431366	0.5665605	0.7197127
temp	Indian	(27.5,27.75]	0.2585821	0.1739595	0.3432047
temp	Indian	(27.75,27.85]	0.0794356	0.0288149	0.1300563
temp	Indian	(27.85,27.95]	0.4075039	0.3668550	0.4481528
temp	Indian	(27.95,28.05]	0.5679089	0.5644994	0.5713185
temp	Indian	(28.05,28.1]	0.6010533	0.5644489	0.6376577
temp	Indian	(28.1, Inf]	0.4017219	0.3082383	0.4952055
temp	Pacific	(-Inf,26]	-0.6020129	-0.6639277	-0.5400982
temp	Pacific	(26,26.5]	0.5548228	0.4379910	0.6716547
temp	Pacific	(26.5,26.75]	0.5868581	0.4424269	0.7312893
temp	Pacific	(26.75,27]	0.5135895	0.4570619	0.5701172
temp	Pacific	(27,27.25]	-0.2513893	-0.4423677	-0.0604110
temp	Pacific	(27.25,27.5]	-0.3971844	-0.4567549	-0.3376139
temp	Pacific	(27.5,27.75]	-0.3284517	-0.3700564	-0.2868470
temp	Pacific	(27.75,27.85]	-0.0971551	-0.3441468	0.1498366
temp	Pacific	(27.85,27.95]	0.0244900	-0.2445175	0.2934975
temp	Pacific	(27.95,28.05]	0.2124515	-0.0560630	0.4809660
temp	Pacific	(28.05,28.1]	0.3678406	0.2304503	0.5052309
temp	Pacific	(28.1, Inf]	0.0829479	0.0393913	0.1265045

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