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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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
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Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

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

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

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

3 Predictor correlation

The correlation between:

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

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

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

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

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

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
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
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
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
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
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
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
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]	0.9521495	0.9476100	0.9566890
aou + nitrate	Atlantic	(26.5,26.75]	0.9573653	0.9495336	0.9651971
aou + nitrate	Atlantic	(26.75,27]	0.8987083	0.8575612	0.9398555
aou + nitrate	Atlantic	(27,27.25]	0.8491396	0.7889918	0.9092873
aou + nitrate	Atlantic	(27.25,27.5]	0.7694504	0.6964621	0.8424386
aou + nitrate	Atlantic	(27.5,27.75]	0.8292832	0.7955401	0.8630263
aou + nitrate	Atlantic	(27.75,27.85]	0.8996560	0.8889930	0.9103190
aou + nitrate	Atlantic	(27.85,27.95]	0.9263482	0.9225906	0.9301058
aou + nitrate	Atlantic	(27.95,28.05]	0.9365079	0.9288938	0.9441221
aou + nitrate	Atlantic	(28.05,28.1]	0.9655101	0.9617610	0.9692592
aou + nitrate	Atlantic	(28.1,28.15]	0.9786089	0.9735885	0.9836293
aou + nitrate	Atlantic	(28.15,28.2]	0.9917403	0.9886967	0.9947839
aou + nitrate	Atlantic	(28.2, Inf]	0.7836099	0.7440043	0.8232155
aou + nitrate	Indian	(-Inf,26]	0.9927447	0.9904632	0.9950261
aou + nitrate	Indian	(26,26.5]	0.9841332	0.9795006	0.9887658
aou + nitrate	Indian	(26.5,26.75]	0.9614440	0.9486325	0.9742555
aou + nitrate	Indian	(26.75,27]	0.9200560	0.9034654	0.9366465
aou + nitrate	Indian	(27,27.25]	0.8535949	0.8283577	0.8788321
aou + nitrate	Indian	(27.25,27.5]	0.8943750	0.8830802	0.9056698
aou + nitrate	Indian	(27.5,27.75]	0.9381142	0.9332993	0.9429292
aou + nitrate	Indian	(27.75,27.85]	0.8774189	0.8507162	0.9041215
aou + nitrate	Indian	(27.85,27.95]	0.8287131	0.7965118	0.8609145
aou + nitrate	Indian	(27.95,28.05]	0.8454191	0.7916535	0.8991847
aou + nitrate	Indian	(28.05,28.1]	0.9201934	0.8933301	0.9470567
aou + nitrate	Indian	(28.1, Inf]	0.5678708	0.4674217	0.6683199
aou + nitrate	Pacific	(-Inf,26]	0.8581490	0.8358778	0.8804202
aou + nitrate	Pacific	(26,26.5]	0.8567580	0.8502498	0.8632661
aou + nitrate	Pacific	(26.5,26.75]	0.7965336	0.7772672	0.8158001
aou + nitrate	Pacific	(26.75,27]	0.9173007	0.9117314	0.9228701
aou + nitrate	Pacific	(27,27.25]	0.9775343	0.9768373	0.9782313
aou + nitrate	Pacific	(27.25,27.5]	0.9807543	0.9789829	0.9825256
aou + nitrate	Pacific	(27.5,27.75]	0.9803969	0.9772224	0.9835714
aou + nitrate	Pacific	(27.75,27.85]	0.9853732	0.9808220	0.9899243
aou + nitrate	Pacific	(27.85,27.95]	0.9838360	0.9794240	0.9882480
aou + nitrate	Pacific	(27.95,28.05]	0.9710080	0.9679612	0.9740549
aou + nitrate	Pacific	(28.05,28.1]	0.9609952	0.9570167	0.9649737
aou + nitrate	Pacific	(28.1, Inf]	0.9420540	0.9183660	0.9657419
aou + oxygen	Atlantic	(-Inf,26.5]	-0.9324094	-0.9376341	-0.9271847
aou + oxygen	Atlantic	(26.5,26.75]	-0.9721173	-0.9722207	-0.9720138
aou + oxygen	Atlantic	(26.75,27]	-0.9686786	-0.9751673	-0.9621898
aou + oxygen	Atlantic	(27,27.25]	-0.9597596	-0.9691588	-0.9503605
aou + oxygen	Atlantic	(27.25,27.5]	-0.9324970	-0.9437968	-0.9211973
aou + oxygen	Atlantic	(27.5,27.75]	-0.9053754	-0.9278214	-0.8829294
aou + oxygen	Atlantic	(27.75,27.85]	-0.9438615	-0.9510255	-0.9366976
aou + oxygen	Atlantic	(27.85,27.95]	-0.9698888	-0.9712088	-0.9685689
aou + oxygen	Atlantic	(27.95,28.05]	-0.9740416	-0.9756892	-0.9723940
aou + oxygen	Atlantic	(28.05,28.1]	-0.9808496	-0.9835132	-0.9781859
aou + oxygen	Atlantic	(28.1,28.15]	-0.9897413	-0.9904068	-0.9890758
aou + oxygen	Atlantic	(28.15,28.2]	-0.9975499	-0.9979253	-0.9971744
aou + oxygen	Atlantic	(28.2, Inf]	-0.9711088	-0.9735899	-0.9686278
aou + oxygen	Indian	(-Inf,26]	-0.9946871	-0.9953498	-0.9940245
aou + oxygen	Indian	(26,26.5]	-0.9966186	-0.9968533	-0.9963838
aou + oxygen	Indian	(26.5,26.75]	-0.9961250	-0.9975641	-0.9946859
aou + oxygen	Indian	(26.75,27]	-0.9941196	-0.9964354	-0.9918038
aou + oxygen	Indian	(27,27.25]	-0.9946620	-0.9961397	-0.9931843
aou + oxygen	Indian	(27.25,27.5]	-0.9963031	-0.9966145	-0.9959917
aou + oxygen	Indian	(27.5,27.75]	-0.9970237	-0.9974667	-0.9965806
aou + oxygen	Indian	(27.75,27.85]	-0.9975513	-0.9979338	-0.9971687
aou + oxygen	Indian	(27.85,27.95]	-0.9940084	-0.9951561	-0.9928607
aou + oxygen	Indian	(27.95,28.05]	-0.9891477	-0.9926443	-0.9856510
aou + oxygen	Indian	(28.05,28.1]	-0.9935420	-0.9973319	-0.9897521
aou + oxygen	Indian	(28.1, Inf]	-0.9843078	-0.9870595	-0.9815562
aou + oxygen	Pacific	(-Inf,26]	-0.8484915	-0.8635815	-0.8334016
aou + oxygen	Pacific	(26,26.5]	-0.9773110	-0.9788395	-0.9757824
aou + oxygen	Pacific	(26.5,26.75]	-0.9754637	-0.9777583	-0.9731691
aou + oxygen	Pacific	(26.75,27]	-0.9777962	-0.9785317	-0.9770607
aou + oxygen	Pacific	(27,27.25]	-0.9947532	-0.9948422	-0.9946642
aou + oxygen	Pacific	(27.25,27.5]	-0.9959232	-0.9962764	-0.9955701
aou + oxygen	Pacific	(27.5,27.75]	-0.9958708	-0.9966933	-0.9950483
aou + oxygen	Pacific	(27.75,27.85]	-0.9977519	-0.9980384	-0.9974654
aou + oxygen	Pacific	(27.85,27.95]	-0.9985105	-0.9986161	-0.9984049
aou + oxygen	Pacific	(27.95,28.05]	-0.9985002	-0.9987535	-0.9982469
aou + oxygen	Pacific	(28.05,28.1]	-0.9991060	-0.9991245	-0.9990875
aou + oxygen	Pacific	(28.1, Inf]	-0.9948820	-0.9963784	-0.9933855
aou + phosphate	Atlantic	(-Inf,26.5]	0.8710189	0.8577820	0.8842559
aou + phosphate	Atlantic	(26.5,26.75]	0.9025278	0.8875388	0.9175169
aou + phosphate	Atlantic	(26.75,27]	0.8385010	0.7859800	0.8910221
aou + phosphate	Atlantic	(27,27.25]	0.7962299	0.7221544	0.8703054
aou + phosphate	Atlantic	(27.25,27.5]	0.7157084	0.6323595	0.7990573
aou + phosphate	Atlantic	(27.5,27.75]	0.7949031	0.7596508	0.8301553
aou + phosphate	Atlantic	(27.75,27.85]	0.8708641	0.8622461	0.8794821
aou + phosphate	Atlantic	(27.85,27.95]	0.9147146	0.9077695	0.9216598
aou + phosphate	Atlantic	(27.95,28.05]	0.9343473	0.9272193	0.9414752
aou + phosphate	Atlantic	(28.05,28.1]	0.9608913	0.9564520	0.9653305
aou + phosphate	Atlantic	(28.1,28.15]	0.9739363	0.9709224	0.9769503
aou + phosphate	Atlantic	(28.15,28.2]	0.9914631	0.9887045	0.9942217
aou + phosphate	Atlantic	(28.2, Inf]	0.7832174	0.7447130	0.8217219
aou + phosphate	Indian	(-Inf,26]	0.9956255	0.9950624	0.9961887
aou + phosphate	Indian	(26,26.5]	0.9941594	0.9916938	0.9966251
aou + phosphate	Indian	(26.5,26.75]	0.9726600	0.9548304	0.9904897
aou + phosphate	Indian	(26.75,27]	0.9411986	0.9181113	0.9642858
aou + phosphate	Indian	(27,27.25]	0.9053843	0.8556850	0.9550836
aou + phosphate	Indian	(27.25,27.5]	0.9443804	0.9300908	0.9586701
aou + phosphate	Indian	(27.5,27.75]	0.9623432	0.9550644	0.9696220
aou + phosphate	Indian	(27.75,27.85]	0.9255351	0.9081213	0.9429489
aou + phosphate	Indian	(27.85,27.95]	0.8737593	0.8311070	0.9164115
aou + phosphate	Indian	(27.95,28.05]	0.8813711	0.8293142	0.9334281
aou + phosphate	Indian	(28.05,28.1]	0.9349981	0.9047915	0.9652047
aou + phosphate	Indian	(28.1, Inf]	0.5890207	0.4739146	0.7041269
aou + phosphate	Pacific	(-Inf,26]	0.8402401	0.8269136	0.8535666
aou + phosphate	Pacific	(26,26.5]	0.9063577	0.9033760	0.9093395
aou + phosphate	Pacific	(26.5,26.75]	0.8299949	0.7972251	0.8627647
aou + phosphate	Pacific	(26.75,27]	0.9209859	0.9125843	0.9293875
aou + phosphate	Pacific	(27,27.25]	0.9808494	0.9801661	0.9815327
aou + phosphate	Pacific	(27.25,27.5]	0.9829762	0.9810962	0.9848563
aou + phosphate	Pacific	(27.5,27.75]	0.9785123	0.9744371	0.9825875
aou + phosphate	Pacific	(27.75,27.85]	0.9819873	0.9761491	0.9878255
aou + phosphate	Pacific	(27.85,27.95]	0.9826892	0.9780715	0.9873068
aou + phosphate	Pacific	(27.95,28.05]	0.9746515	0.9704651	0.9788378
aou + phosphate	Pacific	(28.05,28.1]	0.9644011	0.9594715	0.9693307
aou + phosphate	Pacific	(28.1, Inf]	0.9307292	0.9027232	0.9587353
aou + silicate	Atlantic	(-Inf,26.5]	0.7708602	0.7541812	0.7875392
aou + silicate	Atlantic	(26.5,26.75]	0.8942135	0.8825121	0.9059149
aou + silicate	Atlantic	(26.75,27]	0.8686406	0.8442421	0.8930391
aou + silicate	Atlantic	(27,27.25]	0.7726857	0.6938070	0.8515644
aou + silicate	Atlantic	(27.25,27.5]	0.5595291	0.4439685	0.6750897
aou + silicate	Atlantic	(27.5,27.75]	0.5910788	0.5632443	0.6189133
aou + silicate	Atlantic	(27.75,27.85]	0.7652801	0.7527106	0.7778495
aou + silicate	Atlantic	(27.85,27.95]	0.8340132	0.8093595	0.8586668
aou + silicate	Atlantic	(27.95,28.05]	0.9153145	0.9031482	0.9274808
aou + silicate	Atlantic	(28.05,28.1]	0.9664147	0.9615528	0.9712766
aou + silicate	Atlantic	(28.1,28.15]	0.9769564	0.9753027	0.9786102
aou + silicate	Atlantic	(28.15,28.2]	0.9884572	0.9876888	0.9892256
aou + silicate	Atlantic	(28.2, Inf]	0.7697010	0.7291770	0.8102251
aou + silicate	Indian	(-Inf,26]	0.9299839	0.9054053	0.9545624
aou + silicate	Indian	(26,26.5]	0.9440099	0.9279687	0.9600511
aou + silicate	Indian	(26.5,26.75]	0.9662644	0.9583828	0.9741460
aou + silicate	Indian	(26.75,27]	0.9743788	0.9713608	0.9773968
aou + silicate	Indian	(27,27.25]	0.9231451	0.9150826	0.9312077
aou + silicate	Indian	(27.25,27.5]	0.8814957	0.8731921	0.8897993
aou + silicate	Indian	(27.5,27.75]	0.8324149	0.8261656	0.8386641
aou + silicate	Indian	(27.75,27.85]	0.8419232	0.8129876	0.8708589
aou + silicate	Indian	(27.85,27.95]	0.8406160	0.8128096	0.8684224
aou + silicate	Indian	(27.95,28.05]	0.8887483	0.8638313	0.9136654
aou + silicate	Indian	(28.05,28.1]	0.9573882	0.9568414	0.9579351
aou + silicate	Indian	(28.1, Inf]	0.3647123	0.2615966	0.4678280
aou + silicate	Pacific	(-Inf,26]	0.5658418	0.5424595	0.5892241
aou + silicate	Pacific	(26,26.5]	0.5100466	0.4884684	0.5316249
aou + silicate	Pacific	(26.5,26.75]	0.3194827	0.2963705	0.3425949
aou + silicate	Pacific	(26.75,27]	0.6505162	0.6356567	0.6653758
aou + silicate	Pacific	(27,27.25]	0.8966259	0.8882910	0.9049609
aou + silicate	Pacific	(27.25,27.5]	0.9142457	0.9051132	0.9233781
aou + silicate	Pacific	(27.5,27.75]	0.9283979	0.9173254	0.9394703
aou + silicate	Pacific	(27.75,27.85]	0.9691593	0.9673921	0.9709264
aou + silicate	Pacific	(27.85,27.95]	0.9669746	0.9668070	0.9671422
aou + silicate	Pacific	(27.95,28.05]	0.9480826	0.9420802	0.9540851
aou + silicate	Pacific	(28.05,28.1]	0.9555587	0.9467946	0.9643228
aou + silicate	Pacific	(28.1, Inf]	0.8261897	0.7857622	0.8666173
nitrate + silicate	Atlantic	(-Inf,26.5]	0.8595059	0.8441819	0.8748299
nitrate + silicate	Atlantic	(26.5,26.75]	0.9460457	0.9274933	0.9645981
nitrate + silicate	Atlantic	(26.75,27]	0.9435338	0.9260275	0.9610401
nitrate + silicate	Atlantic	(27,27.25]	0.9413065	0.9240991	0.9585138
nitrate + silicate	Atlantic	(27.25,27.5]	0.9028103	0.8838643	0.9217564
nitrate + silicate	Atlantic	(27.5,27.75]	0.8901988	0.8843505	0.8960471
nitrate + silicate	Atlantic	(27.75,27.85]	0.9386212	0.9233929	0.9538494
nitrate + silicate	Atlantic	(27.85,27.95]	0.9614984	0.9508062	0.9721906
nitrate + silicate	Atlantic	(27.95,28.05]	0.9808530	0.9765632	0.9851428
nitrate + silicate	Atlantic	(28.05,28.1]	0.9900187	0.9893467	0.9906908
nitrate + silicate	Atlantic	(28.1,28.15]	0.9917677	0.9917598	0.9917756
nitrate + silicate	Atlantic	(28.15,28.2]	0.9924226	0.9922742	0.9925710
nitrate + silicate	Atlantic	(28.2, Inf]	0.9616902	0.9510571	0.9723232
nitrate + silicate	Indian	(-Inf,26]	0.9494124	0.9346615	0.9641633
nitrate + silicate	Indian	(26,26.5]	0.9584458	0.9541672	0.9627244
nitrate + silicate	Indian	(26.5,26.75]	0.9548506	0.9468834	0.9628178
nitrate + silicate	Indian	(26.75,27]	0.9342652	0.9208369	0.9476934
nitrate + silicate	Indian	(27,27.25]	0.9305629	0.9295586	0.9315673
nitrate + silicate	Indian	(27.25,27.5]	0.9320382	0.9299603	0.9341160
nitrate + silicate	Indian	(27.5,27.75]	0.8223274	0.8126183	0.8320364
nitrate + silicate	Indian	(27.75,27.85]	0.7721926	0.7449203	0.7994648
nitrate + silicate	Indian	(27.85,27.95]	0.8312914	0.8180780	0.8445047
nitrate + silicate	Indian	(27.95,28.05]	0.8989507	0.8839426	0.9139589
nitrate + silicate	Indian	(28.05,28.1]	0.9522700	0.9393498	0.9651902
nitrate + silicate	Indian	(28.1, Inf]	0.8274300	0.8034717	0.8513882
nitrate + silicate	Pacific	(-Inf,26]	0.8213202	0.8010631	0.8415772
nitrate + silicate	Pacific	(26,26.5]	0.7754249	0.7636095	0.7872404
nitrate + silicate	Pacific	(26.5,26.75]	0.7239689	0.7149078	0.7330299
nitrate + silicate	Pacific	(26.75,27]	0.8237581	0.8096971	0.8378190
nitrate + silicate	Pacific	(27,27.25]	0.9078805	0.8964371	0.9193240
nitrate + silicate	Pacific	(27.25,27.5]	0.8867593	0.8748671	0.8986515
nitrate + silicate	Pacific	(27.5,27.75]	0.8919201	0.8786769	0.9051633
nitrate + silicate	Pacific	(27.75,27.85]	0.9470095	0.9423204	0.9516986
nitrate + silicate	Pacific	(27.85,27.95]	0.9560799	0.9546393	0.9575205
nitrate + silicate	Pacific	(27.95,28.05]	0.9294834	0.9140839	0.9448830
nitrate + silicate	Pacific	(28.05,28.1]	0.9220983	0.9130165	0.9311800
nitrate + silicate	Pacific	(28.1, Inf]	0.8933009	0.8663952	0.9202067
oxygen + nitrate	Atlantic	(-Inf,26.5]	-0.8267694	-0.8370469	-0.8164919
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8673559	-0.8808724	-0.8538393
oxygen + nitrate	Atlantic	(26.75,27]	-0.7660694	-0.8434891	-0.6886498
oxygen + nitrate	Atlantic	(27,27.25]	-0.6729271	-0.7830540	-0.5628001
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.4992633	-0.6277718	-0.3707549
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.5338046	-0.6325215	-0.4350878
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7149868	-0.7465659	-0.6834076
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8154265	-0.8185177	-0.8123353
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.8469989	-0.8524640	-0.8415337
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9050561	-0.9169113	-0.8932008
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9450354	-0.9545464	-0.9355244
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9850517	-0.9901401	-0.9799634
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6227923	-0.6824003	-0.5631842
oxygen + nitrate	Indian	(-Inf,26]	-0.9816296	-0.9854709	-0.9777884
oxygen + nitrate	Indian	(26,26.5]	-0.9686819	-0.9765776	-0.9607862
oxygen + nitrate	Indian	(26.5,26.75]	-0.9352689	-0.9573165	-0.9132214
oxygen + nitrate	Indian	(26.75,27]	-0.8736429	-0.9049414	-0.8423444
oxygen + nitrate	Indian	(27,27.25]	-0.7978121	-0.8369070	-0.7587172
oxygen + nitrate	Indian	(27.25,27.5]	-0.8568064	-0.8676585	-0.8459544
oxygen + nitrate	Indian	(27.5,27.75]	-0.9236228	-0.9288076	-0.9184380
oxygen + nitrate	Indian	(27.75,27.85]	-0.8588878	-0.8871291	-0.8306464
oxygen + nitrate	Indian	(27.85,27.95]	-0.7771895	-0.8170341	-0.7373449
oxygen + nitrate	Indian	(27.95,28.05]	-0.7692713	-0.8482920	-0.6902506
oxygen + nitrate	Indian	(28.05,28.1]	-0.8789166	-0.9276200	-0.8302132
oxygen + nitrate	Indian	(28.1, Inf]	-0.4324253	-0.5551270	-0.3097236
oxygen + nitrate	Pacific	(-Inf,26]	-0.5308805	-0.5946533	-0.4671077
oxygen + nitrate	Pacific	(26,26.5]	-0.7432408	-0.7447527	-0.7417290
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6566148	-0.6898222	-0.6234073
oxygen + nitrate	Pacific	(26.75,27]	-0.8223566	-0.8323407	-0.8123725
oxygen + nitrate	Pacific	(27,27.25]	-0.9570468	-0.9586249	-0.9554688
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9711330	-0.9739543	-0.9683117
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9737172	-0.9791460	-0.9682883
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9821082	-0.9880854	-0.9761311
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9815287	-0.9863504	-0.9767070
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9663852	-0.9709762	-0.9617942
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9554136	-0.9592957	-0.9515315
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9140309	-0.9459212	-0.8821407
oxygen + phosphate	Atlantic	(-Inf,26.5]	-0.7061489	-0.7246619	-0.6876359
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7793908	-0.8012618	-0.7575199
oxygen + phosphate	Atlantic	(26.75,27]	-0.6807363	-0.7705470	-0.5909256
oxygen + phosphate	Atlantic	(27,27.25]	-0.6004523	-0.7259194	-0.4749851
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4262765	-0.5641229	-0.2884302
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.4799245	-0.5802942	-0.3795547
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6691528	-0.6982101	-0.6400955
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7965147	-0.8033996	-0.7896297
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.8422545	-0.8468439	-0.8376650
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8970978	-0.9093891	-0.8848065
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9371234	-0.9445781	-0.9296688
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9844779	-0.9897195	-0.9792364
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6211454	-0.6797643	-0.5625265
oxygen + phosphate	Indian	(-Inf,26]	-0.9879038	-0.9889935	-0.9868140
oxygen + phosphate	Indian	(26,26.5]	-0.9848650	-0.9898399	-0.9798900
oxygen + phosphate	Indian	(26.5,26.75]	-0.9515042	-0.9820088	-0.9209997
oxygen + phosphate	Indian	(26.75,27]	-0.9019445	-0.9423668	-0.8615223
oxygen + phosphate	Indian	(27,27.25]	-0.8612746	-0.9307799	-0.7917692
oxygen + phosphate	Indian	(27.25,27.5]	-0.9177757	-0.9385571	-0.8969943
oxygen + phosphate	Indian	(27.5,27.75]	-0.9518238	-0.9620619	-0.9415857
oxygen + phosphate	Indian	(27.75,27.85]	-0.9070384	-0.9263824	-0.8876944
oxygen + phosphate	Indian	(27.85,27.95]	-0.8248773	-0.8785559	-0.7711986
oxygen + phosphate	Indian	(27.95,28.05]	-0.8116607	-0.8899307	-0.7333907
oxygen + phosphate	Indian	(28.05,28.1]	-0.8972437	-0.9496881	-0.8447992
oxygen + phosphate	Indian	(28.1, Inf]	-0.4558174	-0.5959347	-0.3157002
oxygen + phosphate	Pacific	(-Inf,26]	-0.5601638	-0.6096917	-0.5106358
oxygen + phosphate	Pacific	(26,26.5]	-0.8031683	-0.8032110	-0.8031256
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6942634	-0.7445413	-0.6439855
oxygen + phosphate	Pacific	(26.75,27]	-0.8258036	-0.8405013	-0.8111060
oxygen + phosphate	Pacific	(27,27.25]	-0.9605104	-0.9621307	-0.9588901
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9726996	-0.9759564	-0.9694429
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9723988	-0.9787641	-0.9660334
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9790230	-0.9860515	-0.9719946
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9804415	-0.9852473	-0.9756356
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9705572	-0.9756613	-0.9654531
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9602284	-0.9647410	-0.9557158
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9026788	-0.9389545	-0.8664030
oxygen + silicate	Atlantic	(-Inf,26.5]	-0.6188916	-0.6332111	-0.6045721
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7937206	-0.7988706	-0.7885706
oxygen + silicate	Atlantic	(26.75,27]	-0.7452275	-0.7902206	-0.7002345
oxygen + silicate	Atlantic	(27,27.25]	-0.5891638	-0.7145098	-0.4638178
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2527122	-0.4170752	-0.0883493
oxygen + silicate	Atlantic	(27.5,27.75]	-0.2478627	-0.3327915	-0.1629339
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5499167	-0.5542725	-0.5455608
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6901966	-0.7177948	-0.6625984
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8087378	-0.8215709	-0.7959047
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9037322	-0.9172803	-0.8901841
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9428782	-0.9480170	-0.9377394
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9845706	-0.9871148	-0.9820264
oxygen + silicate	Atlantic	(28.2, Inf]	-0.6109194	-0.6691096	-0.5527291
oxygen + silicate	Indian	(-Inf,26]	-0.9058986	-0.9358356	-0.8759615
oxygen + silicate	Indian	(26,26.5]	-0.9269529	-0.9492415	-0.9046642
oxygen + silicate	Indian	(26.5,26.75]	-0.9535715	-0.9618090	-0.9453340
oxygen + silicate	Indian	(26.75,27]	-0.9581599	-0.9584617	-0.9578581
oxygen + silicate	Indian	(27,27.25]	-0.8874279	-0.9043721	-0.8704836
oxygen + silicate	Indian	(27.25,27.5]	-0.8440628	-0.8527034	-0.8354223
oxygen + silicate	Indian	(27.5,27.75]	-0.7969510	-0.8019602	-0.7919417
oxygen + silicate	Indian	(27.75,27.85]	-0.8174688	-0.8504815	-0.7844562
oxygen + silicate	Indian	(27.85,27.95]	-0.7935069	-0.8323174	-0.7546963
oxygen + silicate	Indian	(27.95,28.05]	-0.8283145	-0.8735050	-0.7831240
oxygen + silicate	Indian	(28.05,28.1]	-0.9327576	-0.9449770	-0.9205382
oxygen + silicate	Indian	(28.1, Inf]	-0.2137657	-0.3310427	-0.0964887
oxygen + silicate	Pacific	(-Inf,26]	-0.1846208	-0.2557156	-0.1135259
oxygen + silicate	Pacific	(26,26.5]	-0.3493165	-0.3651287	-0.3335043
oxygen + silicate	Pacific	(26.5,26.75]	-0.1245522	-0.1604240	-0.0886803
oxygen + silicate	Pacific	(26.75,27]	-0.4902088	-0.5033097	-0.4771079
oxygen + silicate	Pacific	(27,27.25]	-0.8534873	-0.8621978	-0.8447768
oxygen + silicate	Pacific	(27.25,27.5]	-0.8799163	-0.8917555	-0.8680771
oxygen + silicate	Pacific	(27.5,27.75]	-0.8979758	-0.9146177	-0.8813338
oxygen + silicate	Pacific	(27.75,27.85]	-0.9574375	-0.9603528	-0.9545222
oxygen + silicate	Pacific	(27.85,27.95]	-0.9582377	-0.9584281	-0.9580473
oxygen + silicate	Pacific	(27.95,28.05]	-0.9348418	-0.9406025	-0.9290812
oxygen + silicate	Pacific	(28.05,28.1]	-0.9471504	-0.9567881	-0.9375127
oxygen + silicate	Pacific	(28.1, Inf]	-0.7726763	-0.8258822	-0.7194704
phosphate + nitrate	Atlantic	(-Inf,26.5]	0.9463698	0.9396452	0.9530944
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9816214	0.9803001	0.9829428
phosphate + nitrate	Atlantic	(26.75,27]	0.9863211	0.9848883	0.9877540
phosphate + nitrate	Atlantic	(27,27.25]	0.9914695	0.9902132	0.9927259
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9932379	0.9926654	0.9938105
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9944170	0.9942047	0.9946294
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9933987	0.9926340	0.9941634
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9920127	0.9901256	0.9938997
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9916177	0.9894849	0.9937506
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9921666	0.9913692	0.9929639
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9943463	0.9941142	0.9945783
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9972961	0.9969834	0.9976088
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9887356	0.9854414	0.9920298
phosphate + nitrate	Indian	(-Inf,26]	0.9937123	0.9900280	0.9973966
phosphate + nitrate	Indian	(26,26.5]	0.9887575	0.9809389	0.9965762
phosphate + nitrate	Indian	(26.5,26.75]	0.9901066	0.9832536	0.9969595
phosphate + nitrate	Indian	(26.75,27]	0.9853242	0.9751972	0.9954511
phosphate + nitrate	Indian	(27,27.25]	0.9598238	0.9298583	0.9897893
phosphate + nitrate	Indian	(27.25,27.5]	0.9563211	0.9303552	0.9822869
phosphate + nitrate	Indian	(27.5,27.75]	0.9471204	0.9464822	0.9477587
phosphate + nitrate	Indian	(27.75,27.85]	0.9323460	0.9182595	0.9464324
phosphate + nitrate	Indian	(27.85,27.95]	0.9525732	0.9486753	0.9564710
phosphate + nitrate	Indian	(27.95,28.05]	0.9754226	0.9742073	0.9766378
phosphate + nitrate	Indian	(28.05,28.1]	0.9802593	0.9762240	0.9842946
phosphate + nitrate	Indian	(28.1, Inf]	0.9156489	0.9106252	0.9206726
phosphate + nitrate	Pacific	(-Inf,26]	0.9478283	0.9439239	0.9517327
phosphate + nitrate	Pacific	(26,26.5]	0.9474923	0.9404080	0.9545767
phosphate + nitrate	Pacific	(26.5,26.75]	0.9496307	0.9454807	0.9537807
phosphate + nitrate	Pacific	(26.75,27]	0.9825828	0.9817835	0.9833822
phosphate + nitrate	Pacific	(27,27.25]	0.9917789	0.9915587	0.9919992
phosphate + nitrate	Pacific	(27.25,27.5]	0.9917077	0.9906336	0.9927818
phosphate + nitrate	Pacific	(27.5,27.75]	0.9902610	0.9869149	0.9936071
phosphate + nitrate	Pacific	(27.75,27.85]	0.9862088	0.9801088	0.9923087
phosphate + nitrate	Pacific	(27.85,27.95]	0.9825409	0.9759126	0.9891692
phosphate + nitrate	Pacific	(27.95,28.05]	0.9637291	0.9611324	0.9663258
phosphate + nitrate	Pacific	(28.05,28.1]	0.9449229	0.9383570	0.9514888
phosphate + nitrate	Pacific	(28.1, Inf]	0.9382756	0.9036380	0.9729132
phosphate + silicate	Atlantic	(-Inf,26.5]	0.9165448	0.8928608	0.9402287
phosphate + silicate	Atlantic	(26.5,26.75]	0.9480838	0.9237449	0.9724227
phosphate + silicate	Atlantic	(26.75,27]	0.9389716	0.9173779	0.9605654
phosphate + silicate	Atlantic	(27,27.25]	0.9470974	0.9321673	0.9620275
phosphate + silicate	Atlantic	(27.25,27.5]	0.9227336	0.9073723	0.9380948
phosphate + silicate	Atlantic	(27.5,27.75]	0.9032037	0.8992627	0.9071447
phosphate + silicate	Atlantic	(27.75,27.85]	0.9450469	0.9325796	0.9575143
phosphate + silicate	Atlantic	(27.85,27.95]	0.9652563	0.9563897	0.9741229
phosphate + silicate	Atlantic	(27.95,28.05]	0.9821028	0.9788148	0.9853908
phosphate + silicate	Atlantic	(28.05,28.1]	0.9899866	0.9896344	0.9903388
phosphate + silicate	Atlantic	(28.1,28.15]	0.9919890	0.9917701	0.9922078
phosphate + silicate	Atlantic	(28.15,28.2]	0.9921410	0.9917253	0.9925568
phosphate + silicate	Atlantic	(28.2, Inf]	0.9662891	0.9581547	0.9744235
phosphate + silicate	Indian	(-Inf,26]	0.9374643	0.9106328	0.9642959
phosphate + silicate	Indian	(26,26.5]	0.9519401	0.9373041	0.9665761
phosphate + silicate	Indian	(26.5,26.75]	0.9560727	0.9525870	0.9595584
phosphate + silicate	Indian	(26.75,27]	0.9467179	0.9365113	0.9569245
phosphate + silicate	Indian	(27,27.25]	0.9430569	0.9394066	0.9467072
phosphate + silicate	Indian	(27.25,27.5]	0.9241403	0.9046165	0.9436640
phosphate + silicate	Indian	(27.5,27.75]	0.8496002	0.8203242	0.8788761
phosphate + silicate	Indian	(27.75,27.85]	0.8705648	0.8646928	0.8764369
phosphate + silicate	Indian	(27.85,27.95]	0.8976642	0.8948480	0.9004805
phosphate + silicate	Indian	(27.95,28.05]	0.9240860	0.9126180	0.9355540
phosphate + silicate	Indian	(28.05,28.1]	0.9581490	0.9442227	0.9720752
phosphate + silicate	Indian	(28.1, Inf]	0.8159276	0.7948317	0.8370236
phosphate + silicate	Pacific	(-Inf,26]	0.7192992	0.6876305	0.7509679
phosphate + silicate	Pacific	(26,26.5]	0.7182333	0.6992558	0.7372108
phosphate + silicate	Pacific	(26.5,26.75]	0.6763082	0.6496791	0.7029373
phosphate + silicate	Pacific	(26.75,27]	0.8199479	0.7981667	0.8417290
phosphate + silicate	Pacific	(27,27.25]	0.9172109	0.9067483	0.9276734
phosphate + silicate	Pacific	(27.25,27.5]	0.8970444	0.8866599	0.9074290
phosphate + silicate	Pacific	(27.5,27.75]	0.8913520	0.8769693	0.9057347
phosphate + silicate	Pacific	(27.75,27.85]	0.9484128	0.9404981	0.9563274
phosphate + silicate	Pacific	(27.85,27.95]	0.9600817	0.9548715	0.9652920
phosphate + silicate	Pacific	(27.95,28.05]	0.9450353	0.9442473	0.9458232
phosphate + silicate	Pacific	(28.05,28.1]	0.9384731	0.9368554	0.9400907
phosphate + silicate	Pacific	(28.1, Inf]	0.8795388	0.8467180	0.9123596
sal + aou	Atlantic	(-Inf,26.5]	-0.4180587	-0.4463496	-0.3897678
sal + aou	Atlantic	(26.5,26.75]	-0.4013498	-0.5069172	-0.2957824
sal + aou	Atlantic	(26.75,27]	-0.3084372	-0.4418310	-0.1750434
sal + aou	Atlantic	(27,27.25]	-0.3261010	-0.4826579	-0.1695441
sal + aou	Atlantic	(27.25,27.5]	-0.2324933	-0.3706714	-0.0943152
sal + aou	Atlantic	(27.5,27.75]	-0.3300885	-0.3595550	-0.3006220
sal + aou	Atlantic	(27.75,27.85]	-0.1965793	-0.2159213	-0.1772373
sal + aou	Atlantic	(27.85,27.95]	-0.1945241	-0.3091058	-0.0799424
sal + aou	Atlantic	(27.95,28.05]	-0.4197124	-0.5371415	-0.3022833
sal + aou	Atlantic	(28.05,28.1]	-0.6940035	-0.7245923	-0.6634147
sal + aou	Atlantic	(28.1,28.15]	-0.7885333	-0.8032303	-0.7738362
sal + aou	Atlantic	(28.15,28.2]	-0.9324595	-0.9411401	-0.9237789
sal + aou	Atlantic	(28.2, Inf]	-0.3908236	-0.4795079	-0.3021392
sal + aou	Indian	(-Inf,26]	-0.6863836	-0.8380153	-0.5347519
sal + aou	Indian	(26,26.5]	-0.6126514	-0.7873727	-0.4379301
sal + aou	Indian	(26.5,26.75]	-0.1876902	-0.2461427	-0.1292377
sal + aou	Indian	(26.75,27]	0.4552839	0.3439383	0.5666295
sal + aou	Indian	(27,27.25]	0.8694213	0.8598134	0.8790293
sal + aou	Indian	(27.25,27.5]	0.9462314	0.9176253	0.9748375
sal + aou	Indian	(27.5,27.75]	0.9566910	0.9471644	0.9662177
sal + aou	Indian	(27.75,27.85]	0.9471611	0.9332452	0.9610771
sal + aou	Indian	(27.85,27.95]	0.8676777	0.8528108	0.8825447
sal + aou	Indian	(27.95,28.05]	0.4956291	0.4841876	0.5070706
sal + aou	Indian	(28.05,28.1]	-0.1425984	-0.2057951	-0.0794016
sal + aou	Indian	(28.1, Inf]	0.5784341	0.5653628	0.5915054
sal + aou	Pacific	(-Inf,26]	-0.0672983	-0.0818943	-0.0527022
sal + aou	Pacific	(26,26.5]	0.0951822	0.0095915	0.1807728
sal + aou	Pacific	(26.5,26.75]	0.2506893	0.2481154	0.2532631
sal + aou	Pacific	(26.75,27]	-0.0922458	-0.1118774	-0.0726143
sal + aou	Pacific	(27,27.25]	-0.2261388	-0.2487518	-0.2035258
sal + aou	Pacific	(27.25,27.5]	0.0979821	0.0279937	0.1679706
sal + aou	Pacific	(27.5,27.75]	0.1183229	0.0062525	0.2303934
sal + aou	Pacific	(27.75,27.85]	-0.1387779	-0.2559458	-0.0216100
sal + aou	Pacific	(27.85,27.95]	-0.4633884	-0.5190080	-0.4077688
sal + aou	Pacific	(27.95,28.05]	-0.7316036	-0.7823930	-0.6808143
sal + aou	Pacific	(28.05,28.1]	-0.8757604	-0.8841230	-0.8673978
sal + aou	Pacific	(28.1, Inf]	-0.6611122	-0.7300031	-0.5922213
sal + nitrate	Atlantic	(-Inf,26.5]	-0.5556287	-0.5804801	-0.5307773
sal + nitrate	Atlantic	(26.5,26.75]	-0.6243313	-0.6937888	-0.5548738
sal + nitrate	Atlantic	(26.75,27]	-0.6662468	-0.7043378	-0.6281558
sal + nitrate	Atlantic	(27,27.25]	-0.7517727	-0.7838667	-0.7196787
sal + nitrate	Atlantic	(27.25,27.5]	-0.7721471	-0.7835266	-0.7607676
sal + nitrate	Atlantic	(27.5,27.75]	-0.7483154	-0.7688373	-0.7277935
sal + nitrate	Atlantic	(27.75,27.85]	-0.5525427	-0.5851929	-0.5198924
sal + nitrate	Atlantic	(27.85,27.95]	-0.4943630	-0.5848621	-0.4038640
sal + nitrate	Atlantic	(27.95,28.05]	-0.6647236	-0.7438916	-0.5855556
sal + nitrate	Atlantic	(28.05,28.1]	-0.8236130	-0.8357126	-0.8115133
sal + nitrate	Atlantic	(28.1,28.15]	-0.8692747	-0.8748611	-0.8636884
sal + nitrate	Atlantic	(28.15,28.2]	-0.9509330	-0.9516008	-0.9502653
sal + nitrate	Atlantic	(28.2, Inf]	-0.8489442	-0.8689392	-0.8289492
sal + nitrate	Indian	(-Inf,26]	-0.7265902	-0.8535305	-0.5996499
sal + nitrate	Indian	(26,26.5]	-0.7255461	-0.8547635	-0.5963288
sal + nitrate	Indian	(26.5,26.75]	-0.4254197	-0.5201220	-0.3307173
sal + nitrate	Indian	(26.75,27]	0.0854545	-0.0842841	0.2551931
sal + nitrate	Indian	(27,27.25]	0.4994015	0.4706841	0.5281189
sal + nitrate	Indian	(27.25,27.5]	0.7384262	0.6653239	0.8115285
sal + nitrate	Indian	(27.5,27.75]	0.8525160	0.8456499	0.8593822
sal + nitrate	Indian	(27.75,27.85]	0.7251937	0.6590519	0.7913356
sal + nitrate	Indian	(27.85,27.95]	0.4815434	0.4028568	0.5602300
sal + nitrate	Indian	(27.95,28.05]	-0.0006664	-0.1135029	0.1121701
sal + nitrate	Indian	(28.05,28.1]	-0.4609584	-0.4649332	-0.4569837
sal + nitrate	Indian	(28.1, Inf]	-0.2539337	-0.3417755	-0.1660920
sal + nitrate	Pacific	(-Inf,26]	-0.4055480	-0.4657006	-0.3453955
sal + nitrate	Pacific	(26,26.5]	-0.3359827	-0.4117875	-0.2601780
sal + nitrate	Pacific	(26.5,26.75]	-0.3077641	-0.3433920	-0.2721361
sal + nitrate	Pacific	(26.75,27]	-0.4209449	-0.4482314	-0.3936584
sal + nitrate	Pacific	(27,27.25]	-0.3367863	-0.3664551	-0.3071175
sal + nitrate	Pacific	(27.25,27.5]	0.0803887	0.0144997	0.1462777
sal + nitrate	Pacific	(27.5,27.75]	0.1073880	0.0082528	0.2065232
sal + nitrate	Pacific	(27.75,27.85]	-0.1488995	-0.2435725	-0.0542265
sal + nitrate	Pacific	(27.85,27.95]	-0.4801233	-0.5248945	-0.4353521
sal + nitrate	Pacific	(27.95,28.05]	-0.7647451	-0.8020031	-0.7274871
sal + nitrate	Pacific	(28.05,28.1]	-0.9046195	-0.9134970	-0.8957420
sal + nitrate	Pacific	(28.1, Inf]	-0.7805167	-0.8235374	-0.7374961
sal + oxygen	Atlantic	(-Inf,26.5]	0.1040001	0.0872059	0.1207944
sal + oxygen	Atlantic	(26.5,26.75]	0.1799567	0.0667864	0.2931270
sal + oxygen	Atlantic	(26.75,27]	0.0704007	-0.0947312	0.2355325
sal + oxygen	Atlantic	(27,27.25]	0.0576532	-0.1407083	0.2560148
sal + oxygen	Atlantic	(27.25,27.5]	-0.1204990	-0.2914787	0.0504807
sal + oxygen	Atlantic	(27.5,27.75]	-0.0825548	-0.1663478	0.0012383
sal + oxygen	Atlantic	(27.75,27.85]	-0.1286074	-0.1301982	-0.1270166
sal + oxygen	Atlantic	(27.85,27.95]	-0.0356865	-0.1470430	0.0756701
sal + oxygen	Atlantic	(27.95,28.05]	0.2253695	0.1080252	0.3427137
sal + oxygen	Atlantic	(28.05,28.1]	0.5478799	0.5009612	0.5947986
sal + oxygen	Atlantic	(28.1,28.15]	0.6953358	0.6748558	0.7158157
sal + oxygen	Atlantic	(28.15,28.2]	0.9074624	0.8958190	0.9191058
sal + oxygen	Atlantic	(28.2, Inf]	0.1697034	0.0589654	0.2804414
sal + oxygen	Indian	(-Inf,26]	0.6793054	0.5156218	0.8429889
sal + oxygen	Indian	(26,26.5]	0.5567828	0.3686820	0.7448837
sal + oxygen	Indian	(26.5,26.75]	0.1056971	0.0634469	0.1479473
sal + oxygen	Indian	(26.75,27]	-0.5449970	-0.6305795	-0.4594146
sal + oxygen	Indian	(27,27.25]	-0.9108665	-0.9264200	-0.8953130
sal + oxygen	Indian	(27.25,27.5]	-0.9624919	-0.9864608	-0.9385230
sal + oxygen	Indian	(27.5,27.75]	-0.9582088	-0.9632873	-0.9531304
sal + oxygen	Indian	(27.75,27.85]	-0.9538808	-0.9656182	-0.9421434
sal + oxygen	Indian	(27.85,27.95]	-0.8991262	-0.9081069	-0.8901456
sal + oxygen	Indian	(27.95,28.05]	-0.5994105	-0.6078467	-0.5909743
sal + oxygen	Indian	(28.05,28.1]	0.0427898	-0.0565104	0.1420900
sal + oxygen	Indian	(28.1, Inf]	-0.7045224	-0.7255603	-0.6834846
sal + oxygen	Pacific	(-Inf,26]	-0.3682404	-0.3806807	-0.3558001
sal + oxygen	Pacific	(26,26.5]	-0.2926415	-0.3686956	-0.2165874
sal + oxygen	Pacific	(26.5,26.75]	-0.4511901	-0.4578036	-0.4445767
sal + oxygen	Pacific	(26.75,27]	-0.1135571	-0.1298455	-0.0972687
sal + oxygen	Pacific	(27,27.25]	0.1308461	0.1086840	0.1530083
sal + oxygen	Pacific	(27.25,27.5]	-0.1718747	-0.2449025	-0.0988469
sal + oxygen	Pacific	(27.5,27.75]	-0.1753253	-0.2972587	-0.0533920
sal + oxygen	Pacific	(27.75,27.85]	0.0869521	-0.0361019	0.2100060
sal + oxygen	Pacific	(27.85,27.95]	0.4361135	0.3766206	0.4956063
sal + oxygen	Pacific	(27.95,28.05]	0.7229428	0.6640105	0.7818750
sal + oxygen	Pacific	(28.05,28.1]	0.8676465	0.8570223	0.8782707
sal + oxygen	Pacific	(28.1, Inf]	0.5957536	0.5103434	0.6811637
sal + phosphate	Atlantic	(-Inf,26.5]	-0.7195117	-0.7435647	-0.6954588
sal + phosphate	Atlantic	(26.5,26.75]	-0.7450245	-0.7978785	-0.6921704
sal + phosphate	Atlantic	(26.75,27]	-0.7622560	-0.7918506	-0.7326615
sal + phosphate	Atlantic	(27,27.25]	-0.8145832	-0.8374087	-0.7917578
sal + phosphate	Atlantic	(27.25,27.5]	-0.8228127	-0.8312315	-0.8143939
sal + phosphate	Atlantic	(27.5,27.75]	-0.7887373	-0.8074032	-0.7700713
sal + phosphate	Atlantic	(27.75,27.85]	-0.6035364	-0.6319389	-0.5751340
sal + phosphate	Atlantic	(27.85,27.95]	-0.5253857	-0.6118012	-0.4389701
sal + phosphate	Atlantic	(27.95,28.05]	-0.6716307	-0.7522846	-0.5909769
sal + phosphate	Atlantic	(28.05,28.1]	-0.8348381	-0.8486823	-0.8209938
sal + phosphate	Atlantic	(28.1,28.15]	-0.8811457	-0.8855797	-0.8767118
sal + phosphate	Atlantic	(28.15,28.2]	-0.9522966	-0.9540662	-0.9505270
sal + phosphate	Atlantic	(28.2, Inf]	-0.8524782	-0.8718539	-0.8331024
sal + phosphate	Indian	(-Inf,26]	-0.6832057	-0.8442298	-0.5221816
sal + phosphate	Indian	(26,26.5]	-0.6504582	-0.8473869	-0.4535295
sal + phosphate	Indian	(26.5,26.75]	-0.3493051	-0.5070320	-0.1915782
sal + phosphate	Indian	(26.75,27]	0.1760309	-0.0461704	0.3982323
sal + phosphate	Indian	(27,27.25]	0.6344362	0.5192828	0.7495895
sal + phosphate	Indian	(27.25,27.5]	0.8534111	0.8507641	0.8560580
sal + phosphate	Indian	(27.5,27.75]	0.9246718	0.9125167	0.9368269
sal + phosphate	Indian	(27.75,27.85]	0.8318596	0.7830450	0.8806742
sal + phosphate	Indian	(27.85,27.95]	0.5850065	0.4879864	0.6820266
sal + phosphate	Indian	(27.95,28.05]	0.0823980	-0.0450567	0.2098528
sal + phosphate	Indian	(28.05,28.1]	-0.4195512	-0.4433466	-0.3957559
sal + phosphate	Indian	(28.1, Inf]	-0.2282372	-0.3485919	-0.1078825
sal + phosphate	Pacific	(-Inf,26]	-0.2889642	-0.3502145	-0.2277139
sal + phosphate	Pacific	(26,26.5]	-0.2755529	-0.3481670	-0.2029389
sal + phosphate	Pacific	(26.5,26.75]	-0.2704023	-0.3252011	-0.2156035
sal + phosphate	Pacific	(26.75,27]	-0.4236412	-0.4611896	-0.3860928
sal + phosphate	Pacific	(27,27.25]	-0.3432160	-0.3728665	-0.3135655
sal + phosphate	Pacific	(27.25,27.5]	0.0676360	0.0045161	0.1307559
sal + phosphate	Pacific	(27.5,27.75]	0.1111985	0.0142190	0.2081781
sal + phosphate	Pacific	(27.75,27.85]	-0.1386615	-0.2361282	-0.0411949
sal + phosphate	Pacific	(27.85,27.95]	-0.4780462	-0.5292948	-0.4267977
sal + phosphate	Pacific	(27.95,28.05]	-0.7681303	-0.8102240	-0.7260365
sal + phosphate	Pacific	(28.05,28.1]	-0.8975766	-0.9156835	-0.8794698
sal + phosphate	Pacific	(28.1, Inf]	-0.7887985	-0.8223593	-0.7552377
sal + silicate	Atlantic	(-Inf,26.5]	-0.6862631	-0.7130808	-0.6594455
sal + silicate	Atlantic	(26.5,26.75]	-0.6518006	-0.7563443	-0.5472569
sal + silicate	Atlantic	(26.75,27]	-0.6308802	-0.7142960	-0.5474644
sal + silicate	Atlantic	(27,27.25]	-0.7522125	-0.7911270	-0.7132980
sal + silicate	Atlantic	(27.25,27.5]	-0.8206170	-0.8279147	-0.8133194
sal + silicate	Atlantic	(27.5,27.75]	-0.7676399	-0.7765344	-0.7587453
sal + silicate	Atlantic	(27.75,27.85]	-0.5958722	-0.6149619	-0.5767824
sal + silicate	Atlantic	(27.85,27.95]	-0.5929727	-0.6601453	-0.5258001
sal + silicate	Atlantic	(27.95,28.05]	-0.7114833	-0.7788618	-0.6441048
sal + silicate	Atlantic	(28.05,28.1]	-0.8348732	-0.8467010	-0.8230454
sal + silicate	Atlantic	(28.1,28.15]	-0.8730390	-0.8791478	-0.8669301
sal + silicate	Atlantic	(28.15,28.2]	-0.9315733	-0.9321516	-0.9309951
sal + silicate	Atlantic	(28.2, Inf]	-0.8173971	-0.8375543	-0.7972400
sal + silicate	Indian	(-Inf,26]	-0.8038864	-0.8778395	-0.7299332
sal + silicate	Indian	(26,26.5]	-0.7421980	-0.8529450	-0.6314509
sal + silicate	Indian	(26.5,26.75]	-0.3021394	-0.3164947	-0.2877842
sal + silicate	Indian	(26.75,27]	0.3481310	0.2464304	0.4498316
sal + silicate	Indian	(27,27.25]	0.6611884	0.6554450	0.6669317
sal + silicate	Indian	(27.25,27.5]	0.7277816	0.6583501	0.7972131
sal + silicate	Indian	(27.5,27.75]	0.7694477	0.7045202	0.8343752
sal + silicate	Indian	(27.75,27.85]	0.8064450	0.7830615	0.8298285
sal + silicate	Indian	(27.85,27.95]	0.6596372	0.6011277	0.7181467
sal + silicate	Indian	(27.95,28.05]	0.2523198	0.1798470	0.3247926
sal + silicate	Indian	(28.05,28.1]	-0.2714605	-0.3167780	-0.2261430
sal + silicate	Indian	(28.1, Inf]	-0.3814431	-0.4132582	-0.3496280
sal + silicate	Pacific	(-Inf,26]	-0.6405687	-0.6949894	-0.5861481
sal + silicate	Pacific	(26,26.5]	-0.6342706	-0.6784769	-0.5900643
sal + silicate	Pacific	(26.5,26.75]	-0.7405185	-0.7671323	-0.7139046
sal + silicate	Pacific	(26.75,27]	-0.7572972	-0.7630993	-0.7514951
sal + silicate	Pacific	(27,27.25]	-0.5752954	-0.5838375	-0.5667532
sal + silicate	Pacific	(27.25,27.5]	-0.1992408	-0.2458572	-0.1526244
sal + silicate	Pacific	(27.5,27.75]	-0.0059055	-0.0699843	0.0581733
sal + silicate	Pacific	(27.75,27.85]	-0.1845740	-0.2869153	-0.0822326
sal + silicate	Pacific	(27.85,27.95]	-0.4294072	-0.4851899	-0.3736245
sal + silicate	Pacific	(27.95,28.05]	-0.6518236	-0.6810409	-0.6226064
sal + silicate	Pacific	(28.05,28.1]	-0.8188531	-0.8229104	-0.8147959
sal + silicate	Pacific	(28.1, Inf]	-0.8321129	-0.8463100	-0.8179158
sal + temp	Atlantic	(-Inf,26.5]	0.8636661	0.8587288	0.8686034
sal + temp	Atlantic	(26.5,26.75]	0.9887733	0.9884292	0.9891175
sal + temp	Atlantic	(26.75,27]	0.9852512	0.9847389	0.9857635
sal + temp	Atlantic	(27,27.25]	0.9841656	0.9831434	0.9851878
sal + temp	Atlantic	(27.25,27.5]	0.9795998	0.9792319	0.9799677
sal + temp	Atlantic	(27.5,27.75]	0.9686977	0.9655362	0.9718592
sal + temp	Atlantic	(27.75,27.85]	0.9817096	0.9796055	0.9838136
sal + temp	Atlantic	(27.85,27.95]	0.9586315	0.9562315	0.9610314
sal + temp	Atlantic	(27.95,28.05]	0.9280659	0.9169357	0.9391962
sal + temp	Atlantic	(28.05,28.1]	0.9705550	0.9685756	0.9725344
sal + temp	Atlantic	(28.1,28.15]	0.9721935	0.9706096	0.9737775
sal + temp	Atlantic	(28.15,28.2]	0.9344760	0.9161196	0.9528325
sal + temp	Atlantic	(28.2, Inf]	0.8495716	0.8128446	0.8862986
sal + temp	Indian	(-Inf,26]	0.2386231	0.1685305	0.3087156
sal + temp	Indian	(26,26.5]	0.8729569	0.8517940	0.8941199
sal + temp	Indian	(26.5,26.75]	0.9571401	0.9478276	0.9664526
sal + temp	Indian	(26.75,27]	0.9679080	0.9597481	0.9760680
sal + temp	Indian	(27,27.25]	0.9581842	0.9545717	0.9617967
sal + temp	Indian	(27.25,27.5]	0.9454366	0.9341204	0.9567528
sal + temp	Indian	(27.5,27.75]	0.9054662	0.8790804	0.9318519
sal + temp	Indian	(27.75,27.85]	0.9385426	0.9301753	0.9469099
sal + temp	Indian	(27.85,27.95]	0.9229730	0.9214457	0.9245002
sal + temp	Indian	(27.95,28.05]	0.9086867	0.8976873	0.9196861
sal + temp	Indian	(28.05,28.1]	0.8725132	0.8349904	0.9100360
sal + temp	Indian	(28.1, Inf]	0.9395663	0.9309969	0.9481356
sal + temp	Pacific	(-Inf,26]	0.7474602	0.7385651	0.7563553
sal + temp	Pacific	(26,26.5]	0.9508982	0.9494220	0.9523743
sal + temp	Pacific	(26.5,26.75]	0.9804665	0.9798568	0.9810762
sal + temp	Pacific	(26.75,27]	0.9780682	0.9777250	0.9784114
sal + temp	Pacific	(27,27.25]	0.9411870	0.9397998	0.9425741
sal + temp	Pacific	(27.25,27.5]	0.8215639	0.8097703	0.8333574
sal + temp	Pacific	(27.5,27.75]	0.6353598	0.5623082	0.7084115
sal + temp	Pacific	(27.75,27.85]	0.7694363	0.7374458	0.8014267
sal + temp	Pacific	(27.85,27.95]	0.5542740	0.5300896	0.5784583
sal + temp	Pacific	(27.95,28.05]	0.3135766	0.2475791	0.3795742
sal + temp	Pacific	(28.05,28.1]	0.1358526	0.0947302	0.1769750
sal + temp	Pacific	(28.1, Inf]	-0.1878370	-0.3007180	-0.0749560
temp + aou	Atlantic	(-Inf,26.5]	-0.4875691	-0.5107062	-0.4644320
temp + aou	Atlantic	(26.5,26.75]	-0.3966412	-0.4982312	-0.2950512
temp + aou	Atlantic	(26.75,27]	-0.2773839	-0.4208581	-0.1339097
temp + aou	Atlantic	(27,27.25]	-0.2686360	-0.4260442	-0.1112277
temp + aou	Atlantic	(27.25,27.5]	-0.2119250	-0.3548181	-0.0690318
temp + aou	Atlantic	(27.5,27.75]	-0.2807829	-0.3193541	-0.2422116
temp + aou	Atlantic	(27.75,27.85]	-0.1523031	-0.1935827	-0.1110235
temp + aou	Atlantic	(27.85,27.95]	-0.1329330	-0.2621452	-0.0037209
temp + aou	Atlantic	(27.95,28.05]	-0.4094382	-0.4697500	-0.3491263
temp + aou	Atlantic	(28.05,28.1]	-0.5948372	-0.6181271	-0.5715473
temp + aou	Atlantic	(28.1,28.15]	-0.6509499	-0.6790304	-0.6228693
temp + aou	Atlantic	(28.15,28.2]	-0.7955750	-0.8316773	-0.7594727
temp + aou	Atlantic	(28.2, Inf]	0.0352216	-0.0340715	0.1045146
temp + aou	Indian	(-Inf,26]	-0.3907914	-0.4433303	-0.3382525
temp + aou	Indian	(26,26.5]	-0.4768152	-0.5649680	-0.3886623
temp + aou	Indian	(26.5,26.75]	-0.1379443	-0.1800718	-0.0958168
temp + aou	Indian	(26.75,27]	0.3367792	0.2087220	0.4648363
temp + aou	Indian	(27,27.25]	0.7623530	0.7496671	0.7750390
temp + aou	Indian	(27.25,27.5]	0.8743579	0.8676073	0.8811084
temp + aou	Indian	(27.5,27.75]	0.9156639	0.9032738	0.9280540
temp + aou	Indian	(27.75,27.85]	0.9352186	0.9261786	0.9442586
temp + aou	Indian	(27.85,27.95]	0.8504950	0.8473416	0.8536485
temp + aou	Indian	(27.95,28.05]	0.5741644	0.5620242	0.5863047
temp + aou	Indian	(28.05,28.1]	0.1950525	0.1699679	0.2201372
temp + aou	Indian	(28.1, Inf]	0.7669375	0.7579316	0.7759435
temp + aou	Pacific	(-Inf,26]	-0.2345392	-0.2363191	-0.2327593
temp + aou	Pacific	(26,26.5]	0.0353535	-0.0439615	0.1146684
temp + aou	Pacific	(26.5,26.75]	0.2644820	0.2573234	0.2716405
temp + aou	Pacific	(26.75,27]	-0.0919363	-0.1151699	-0.0687027
temp + aou	Pacific	(27,27.25]	-0.2706696	-0.2821570	-0.2591822
temp + aou	Pacific	(27.25,27.5]	0.0167976	-0.0686280	0.1022231
temp + aou	Pacific	(27.5,27.75]	0.1465030	0.0270701	0.2659358
temp + aou	Pacific	(27.75,27.85]	0.0311055	-0.0632604	0.1254714
temp + aou	Pacific	(27.85,27.95]	-0.1407281	-0.2009591	-0.0804972
temp + aou	Pacific	(27.95,28.05]	-0.1841260	-0.2721884	-0.0960636
temp + aou	Pacific	(28.05,28.1]	-0.0594584	-0.1690285	0.0501117
temp + aou	Pacific	(28.1, Inf]	0.7796530	0.7682904	0.7910156
temp + nitrate	Atlantic	(-Inf,26.5]	-0.6000164	-0.6123690	-0.5876639
temp + nitrate	Atlantic	(26.5,26.75]	-0.6265807	-0.6922485	-0.5609129
temp + nitrate	Atlantic	(26.75,27]	-0.6501715	-0.6930248	-0.6073182
temp + nitrate	Atlantic	(27,27.25]	-0.7155116	-0.7472867	-0.6837366
temp + nitrate	Atlantic	(27.25,27.5]	-0.7552639	-0.7695503	-0.7409775
temp + nitrate	Atlantic	(27.5,27.75]	-0.7167499	-0.7372282	-0.6962716
temp + nitrate	Atlantic	(27.75,27.85]	-0.5315451	-0.5842180	-0.4788722
temp + nitrate	Atlantic	(27.85,27.95]	-0.4566308	-0.5611570	-0.3521046
temp + nitrate	Atlantic	(27.95,28.05]	-0.6478217	-0.6916194	-0.6040240
temp + nitrate	Atlantic	(28.05,28.1]	-0.7477578	-0.7560045	-0.7395112
temp + nitrate	Atlantic	(28.1,28.15]	-0.7574624	-0.7710764	-0.7438483
temp + nitrate	Atlantic	(28.15,28.2]	-0.8154587	-0.8423035	-0.7886138
temp + nitrate	Atlantic	(28.2, Inf]	-0.5241427	-0.5261553	-0.5221301
temp + nitrate	Indian	(-Inf,26]	-0.4346112	-0.4872661	-0.3819563
temp + nitrate	Indian	(26,26.5]	-0.5972955	-0.6513762	-0.5432148
temp + nitrate	Indian	(26.5,26.75]	-0.3801769	-0.4600512	-0.3003027
temp + nitrate	Indian	(26.75,27]	-0.0426492	-0.2222762	0.1369779
temp + nitrate	Indian	(27,27.25]	0.3293081	0.2584535	0.4001627
temp + nitrate	Indian	(27.25,27.5]	0.5873752	0.5797944	0.5949560
temp + nitrate	Indian	(27.5,27.75]	0.7932437	0.7765060	0.8099815
temp + nitrate	Indian	(27.75,27.85]	0.7298822	0.6892935	0.7704710
temp + nitrate	Indian	(27.85,27.95]	0.4736636	0.4275920	0.5197352
temp + nitrate	Indian	(27.95,28.05]	0.1136060	0.0276303	0.1995816
temp + nitrate	Indian	(28.05,28.1]	-0.1130713	-0.1675602	-0.0585824
temp + nitrate	Indian	(28.1, Inf]	-0.0013843	-0.1263466	0.1235780
temp + nitrate	Pacific	(-Inf,26]	-0.5284581	-0.5633522	-0.4935640
temp + nitrate	Pacific	(26,26.5]	-0.4116026	-0.4827569	-0.3404484
temp + nitrate	Pacific	(26.5,26.75]	-0.3141371	-0.3421104	-0.2861639
temp + nitrate	Pacific	(26.75,27]	-0.4392461	-0.4713034	-0.4071889
temp + nitrate	Pacific	(27,27.25]	-0.4105618	-0.4270587	-0.3940648
temp + nitrate	Pacific	(27.25,27.5]	-0.0460639	-0.1249646	0.0328369
temp + nitrate	Pacific	(27.5,27.75]	0.1172026	0.0128774	0.2215279
temp + nitrate	Pacific	(27.75,27.85]	0.0156437	-0.0608425	0.0921300
temp + nitrate	Pacific	(27.85,27.95]	-0.1517855	-0.2066698	-0.0969012
temp + nitrate	Pacific	(27.95,28.05]	-0.2201997	-0.2900434	-0.1503559
temp + nitrate	Pacific	(28.05,28.1]	-0.1060611	-0.2173541	0.0052318
temp + nitrate	Pacific	(28.1, Inf]	0.6114322	0.5601250	0.6627394
temp + oxygen	Atlantic	(-Inf,26.5]	0.1410362	0.1289740	0.1530984
temp + oxygen	Atlantic	(26.5,26.75]	0.1720495	0.0633817	0.2807174
temp + oxygen	Atlantic	(26.75,27]	0.0345145	-0.1406779	0.2097068
temp + oxygen	Atlantic	(27,27.25]	-0.0064783	-0.2031709	0.1902144
temp + oxygen	Atlantic	(27.25,27.5]	-0.1490175	-0.3241744	0.0261395
temp + oxygen	Atlantic	(27.5,27.75]	-0.1485728	-0.2407188	-0.0564269
temp + oxygen	Atlantic	(27.75,27.85]	-0.1812585	-0.2010502	-0.1614668
temp + oxygen	Atlantic	(27.85,27.95]	-0.1098422	-0.2340928	0.0144084
temp + oxygen	Atlantic	(27.95,28.05]	0.1933110	0.1355955	0.2510265
temp + oxygen	Atlantic	(28.05,28.1]	0.4279240	0.3893854	0.4664626
temp + oxygen	Atlantic	(28.1,28.15]	0.5379635	0.5028665	0.5730604
temp + oxygen	Atlantic	(28.15,28.2]	0.7530399	0.7102739	0.7958059
temp + oxygen	Atlantic	(28.2, Inf]	-0.2653913	-0.3414374	-0.1893453
temp + oxygen	Indian	(-Inf,26]	0.2947550	0.2462364	0.3432735
temp + oxygen	Indian	(26,26.5]	0.4034610	0.3090610	0.4978610
temp + oxygen	Indian	(26.5,26.75]	0.0522548	0.0262423	0.0782673
temp + oxygen	Indian	(26.75,27]	-0.4347784	-0.5377468	-0.3318100
temp + oxygen	Indian	(27,27.25]	-0.8244017	-0.8272774	-0.8215261
temp + oxygen	Indian	(27.25,27.5]	-0.9125706	-0.9167378	-0.9084034
temp + oxygen	Indian	(27.5,27.75]	-0.9436074	-0.9519267	-0.9352880
temp + oxygen	Indian	(27.75,27.85]	-0.9574245	-0.9632553	-0.9515938
temp + oxygen	Indian	(27.85,27.95]	-0.9022689	-0.9041850	-0.9003528
temp + oxygen	Indian	(27.95,28.05]	-0.6854931	-0.7137326	-0.6572536
temp + oxygen	Indian	(28.05,28.1]	-0.2968334	-0.3547158	-0.2389510
temp + oxygen	Indian	(28.1, Inf]	-0.8631556	-0.8631617	-0.8631494
temp + oxygen	Pacific	(-Inf,26]	-0.3094655	-0.3341925	-0.2847384
temp + oxygen	Pacific	(26,26.5]	-0.2449724	-0.3149401	-0.1750048
temp + oxygen	Pacific	(26.5,26.75]	-0.4695629	-0.4852868	-0.4538390
temp + oxygen	Pacific	(26.75,27]	-0.1184411	-0.1381331	-0.0987490
temp + oxygen	Pacific	(27,27.25]	0.1708369	0.1599396	0.1817342
temp + oxygen	Pacific	(27.25,27.5]	-0.1064105	-0.1952282	-0.0175929
temp + oxygen	Pacific	(27.5,27.75]	-0.2342188	-0.3603150	-0.1081227
temp + oxygen	Pacific	(27.75,27.85]	-0.0974537	-0.1956445	0.0007371
temp + oxygen	Pacific	(27.85,27.95]	0.0868322	0.0243479	0.1493165
temp + oxygen	Pacific	(27.95,28.05]	0.1325023	0.0393588	0.2256459
temp + oxygen	Pacific	(28.05,28.1]	0.0307136	-0.0803955	0.1418228
temp + oxygen	Pacific	(28.1, Inf]	-0.8322007	-0.8344022	-0.8299993
temp + phosphate	Atlantic	(-Inf,26.5]	-0.6553153	-0.6553330	-0.6552977
temp + phosphate	Atlantic	(26.5,26.75]	-0.7405929	-0.7907631	-0.6904227
temp + phosphate	Atlantic	(26.75,27]	-0.7403816	-0.7758796	-0.7048835
temp + phosphate	Atlantic	(27,27.25]	-0.7781177	-0.8012644	-0.7549710
temp + phosphate	Atlantic	(27.25,27.5]	-0.8078742	-0.8186982	-0.7970503
temp + phosphate	Atlantic	(27.5,27.75]	-0.7600930	-0.7788598	-0.7413262
temp + phosphate	Atlantic	(27.75,27.85]	-0.5837320	-0.6308762	-0.5365878
temp + phosphate	Atlantic	(27.85,27.95]	-0.4868669	-0.5864620	-0.3872718
temp + phosphate	Atlantic	(27.95,28.05]	-0.6576320	-0.7022462	-0.6130178
temp + phosphate	Atlantic	(28.05,28.1]	-0.7602722	-0.7708106	-0.7497339
temp + phosphate	Atlantic	(28.1,28.15]	-0.7735492	-0.7855804	-0.7615180
temp + phosphate	Atlantic	(28.15,28.2]	-0.8184558	-0.8401499	-0.7967618
temp + phosphate	Atlantic	(28.2, Inf]	-0.5277852	-0.5278458	-0.5277246
temp + phosphate	Indian	(-Inf,26]	-0.4107340	-0.4402889	-0.3811791
temp + phosphate	Indian	(26,26.5]	-0.5359174	-0.6498873	-0.4219476
temp + phosphate	Indian	(26.5,26.75]	-0.3119903	-0.4450309	-0.1789498
temp + phosphate	Indian	(26.75,27]	0.0382211	-0.1824562	0.2588983
temp + phosphate	Indian	(27,27.25]	0.4564220	0.3135223	0.5993217
temp + phosphate	Indian	(27.25,27.5]	0.7009815	0.6461967	0.7557662
temp + phosphate	Indian	(27.5,27.75]	0.8458286	0.8124663	0.8791910
temp + phosphate	Indian	(27.75,27.85]	0.7860593	0.7536819	0.8184368
temp + phosphate	Indian	(27.85,27.95]	0.5365768	0.4646433	0.6085103
temp + phosphate	Indian	(27.95,28.05]	0.1810342	0.0846395	0.2774289
temp + phosphate	Indian	(28.05,28.1]	-0.0684320	-0.1382172	0.0013532
temp + phosphate	Indian	(28.1, Inf]	0.0254720	-0.1250594	0.1760033
temp + phosphate	Pacific	(-Inf,26]	-0.4325634	-0.4598266	-0.4053003
temp + phosphate	Pacific	(26,26.5]	-0.3513923	-0.4186125	-0.2841722
temp + phosphate	Pacific	(26.5,26.75]	-0.2789417	-0.3282976	-0.2295859
temp + phosphate	Pacific	(26.75,27]	-0.4383752	-0.4795834	-0.3971669
temp + phosphate	Pacific	(27,27.25]	-0.4095495	-0.4268551	-0.3922439
temp + phosphate	Pacific	(27.25,27.5]	-0.0525275	-0.1284245	0.0233695
temp + phosphate	Pacific	(27.5,27.75]	0.1239133	0.0208943	0.2269323
temp + phosphate	Pacific	(27.75,27.85]	0.0207906	-0.0586622	0.1002433
temp + phosphate	Pacific	(27.85,27.95]	-0.1496496	-0.2082765	-0.0910227
temp + phosphate	Pacific	(27.95,28.05]	-0.2180571	-0.2945867	-0.1415275
temp + phosphate	Pacific	(28.05,28.1]	-0.0849218	-0.1898580	0.0200145
temp + phosphate	Pacific	(28.1, Inf]	0.6045783	0.5448976	0.6642591
temp + silicate	Atlantic	(-Inf,26.5]	-0.5918709	-0.5922832	-0.5914585
temp + silicate	Atlantic	(26.5,26.75]	-0.6486389	-0.7523358	-0.5449419
temp + silicate	Atlantic	(26.75,27]	-0.6147102	-0.7068781	-0.5225423
temp + silicate	Atlantic	(27,27.25]	-0.7347895	-0.7702936	-0.6992853
temp + silicate	Atlantic	(27.25,27.5]	-0.8519192	-0.8568551	-0.8469833
temp + silicate	Atlantic	(27.5,27.75]	-0.7988003	-0.8081927	-0.7894078
temp + silicate	Atlantic	(27.75,27.85]	-0.6154595	-0.6468062	-0.5841129
temp + silicate	Atlantic	(27.85,27.95]	-0.5883613	-0.6631270	-0.5135956
temp + silicate	Atlantic	(27.95,28.05]	-0.7120381	-0.7408337	-0.6832425
temp + silicate	Atlantic	(28.05,28.1]	-0.7576520	-0.7650793	-0.7502247
temp + silicate	Atlantic	(28.1,28.15]	-0.7590038	-0.7741768	-0.7438309
temp + silicate	Atlantic	(28.15,28.2]	-0.7842634	-0.8102334	-0.7582933
temp + silicate	Atlantic	(28.2, Inf]	-0.4997553	-0.5112897	-0.4882208
temp + silicate	Indian	(-Inf,26]	-0.5131773	-0.5754166	-0.4509379
temp + silicate	Indian	(26,26.5]	-0.5915648	-0.6158009	-0.5673287
temp + silicate	Indian	(26.5,26.75]	-0.2425329	-0.2433723	-0.2416935
temp + silicate	Indian	(26.75,27]	0.2330428	0.1160657	0.3500198
temp + silicate	Indian	(27,27.25]	0.5082155	0.4683179	0.5481131
temp + silicate	Indian	(27.25,27.5]	0.5755925	0.5660690	0.5851160
temp + silicate	Indian	(27.5,27.75]	0.5928197	0.5877068	0.5979325
temp + silicate	Indian	(27.75,27.85]	0.6833267	0.6347039	0.7319495
temp + silicate	Indian	(27.85,27.95]	0.5254933	0.4663253	0.5846612
temp + silicate	Indian	(27.95,28.05]	0.2502793	0.1958254	0.3047333
temp + silicate	Indian	(28.05,28.1]	0.0648088	0.0604842	0.0691334
temp + silicate	Indian	(28.1, Inf]	-0.1789818	-0.2624866	-0.0954770
temp + silicate	Pacific	(-Inf,26]	-0.6226178	-0.6685323	-0.5767034
temp + silicate	Pacific	(26,26.5]	-0.6805075	-0.7187935	-0.6422216
temp + silicate	Pacific	(26.5,26.75]	-0.7366991	-0.7574080	-0.7159903
temp + silicate	Pacific	(26.75,27]	-0.7520934	-0.7602491	-0.7439378
temp + silicate	Pacific	(27,27.25]	-0.6028325	-0.6064283	-0.5992367
temp + silicate	Pacific	(27.25,27.5]	-0.3245002	-0.3901625	-0.2588379
temp + silicate	Pacific	(27.5,27.75]	-0.1549116	-0.2453312	-0.0644921
temp + silicate	Pacific	(27.75,27.85]	-0.1099148	-0.1981513	-0.0216783
temp + silicate	Pacific	(27.85,27.95]	-0.2584626	-0.3235839	-0.1933412
temp + silicate	Pacific	(27.95,28.05]	-0.3504076	-0.4518714	-0.2489437
temp + silicate	Pacific	(28.05,28.1]	-0.1192128	-0.2188901	-0.0195356
temp + silicate	Pacific	(28.1, Inf]	0.3864130	0.3140814	0.4587447

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
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]	0.1582380	0.1257412	0.1907348
aou	Atlantic	(26.5,26.75]	-0.4394976	-0.4846956	-0.3942996
aou	Atlantic	(26.75,27]	-0.3671429	-0.4430014	-0.2912844
aou	Atlantic	(27,27.25]	-0.4612511	-0.5879127	-0.3345895
aou	Atlantic	(27.25,27.5]	-0.4552740	-0.5541905	-0.3563575
aou	Atlantic	(27.5,27.75]	-0.6910051	-0.7093170	-0.6726932
aou	Atlantic	(27.75,27.85]	-0.8047928	-0.8052135	-0.8043720
aou	Atlantic	(27.85,27.95]	-0.8711142	-0.8914190	-0.8508095
aou	Atlantic	(27.95,28.05]	-0.8718587	-0.8809912	-0.8627262
aou	Atlantic	(28.05,28.1]	-0.8744833	-0.8769446	-0.8720221
aou	Atlantic	(28.1,28.15]	-0.9015715	-0.9080605	-0.8950826
aou	Atlantic	(28.15,28.2]	-0.9476602	-0.9538822	-0.9414382
aou	Atlantic	(28.2, Inf]	-0.5562796	-0.6595499	-0.4530093
aou	Indian	(-Inf,26]	-0.6467126	-0.6926669	-0.6007583
aou	Indian	(26,26.5]	-0.9287867	-0.9437371	-0.9138362
aou	Indian	(26.5,26.75]	-0.8038147	-0.8921095	-0.7155198
aou	Indian	(26.75,27]	-0.4692557	-0.5213840	-0.4171275
aou	Indian	(27,27.25]	0.1108621	-0.0522852	0.2740093
aou	Indian	(27.25,27.5]	0.5531958	0.5037560	0.6026355
aou	Indian	(27.5,27.75]	0.4204604	0.2934880	0.5474328
aou	Indian	(27.75,27.85]	0.1161888	-0.0722239	0.3046015
aou	Indian	(27.85,27.95]	0.0721824	-0.1498185	0.2941834
aou	Indian	(27.95,28.05]	-0.1365358	-0.2753676	0.0022960
aou	Indian	(28.05,28.1]	-0.0545065	-0.0686136	-0.0403995
aou	Indian	(28.1, Inf]	0.3324388	0.2153020	0.4495756
aou	Pacific	(-Inf,26]	0.1046972	0.0716088	0.1377856
aou	Pacific	(26,26.5]	-0.4725477	-0.5319447	-0.4131507
aou	Pacific	(26.5,26.75]	-0.2470866	-0.2718946	-0.2222786
aou	Pacific	(26.75,27]	-0.4689647	-0.5048500	-0.4330794
aou	Pacific	(27,27.25]	0.1616349	0.1615282	0.1617417
aou	Pacific	(27.25,27.5]	0.6232964	0.6084916	0.6381012
aou	Pacific	(27.5,27.75]	0.7348944	0.7021291	0.7676596
aou	Pacific	(27.75,27.85]	0.8023753	0.7801267	0.8246238
aou	Pacific	(27.85,27.95]	0.7703335	0.7366896	0.8039774
aou	Pacific	(27.95,28.05]	0.5424106	0.5074593	0.5773620
aou	Pacific	(28.05,28.1]	0.3158111	0.3139153	0.3177070
aou	Pacific	(28.1, Inf]	0.3483021	0.3164742	0.3801300
nitrate	Atlantic	(-Inf,26.5]	-0.0111100	-0.0708294	0.0486094
nitrate	Atlantic	(26.5,26.75]	-0.6348822	-0.6534808	-0.6162835
nitrate	Atlantic	(26.75,27]	-0.6960715	-0.7045056	-0.6876374
nitrate	Atlantic	(27,27.25]	-0.8348526	-0.8483847	-0.8213205
nitrate	Atlantic	(27.25,27.5]	-0.9028083	-0.9028184	-0.9027981
nitrate	Atlantic	(27.5,27.75]	-0.9587394	-0.9648316	-0.9526472
nitrate	Atlantic	(27.75,27.85]	-0.9537547	-0.9595916	-0.9479177
nitrate	Atlantic	(27.85,27.95]	-0.9312371	-0.9462706	-0.9162036
nitrate	Atlantic	(27.95,28.05]	-0.9156137	-0.9258377	-0.9053897
nitrate	Atlantic	(28.05,28.1]	-0.9109037	-0.9126213	-0.9091860
nitrate	Atlantic	(28.1,28.15]	-0.9286227	-0.9332245	-0.9240210
nitrate	Atlantic	(28.15,28.2]	-0.9637233	-0.9650278	-0.9624188
nitrate	Atlantic	(28.2, Inf]	-0.8978374	-0.9248945	-0.8707804
nitrate	Indian	(-Inf,26]	-0.6407947	-0.6791666	-0.6024227
nitrate	Indian	(26,26.5]	-0.9284740	-0.9397105	-0.9172375
nitrate	Indian	(26.5,26.75]	-0.8975861	-0.9260883	-0.8690839
nitrate	Indian	(26.75,27]	-0.7139977	-0.7271487	-0.7008466
nitrate	Indian	(27,27.25]	-0.2539195	-0.2718001	-0.2360389
nitrate	Indian	(27.25,27.5]	0.4026615	0.4002228	0.4051001
nitrate	Indian	(27.5,27.75]	0.3969243	0.3060487	0.4878000
nitrate	Indian	(27.75,27.85]	-0.0001734	-0.1440135	0.1436668
nitrate	Indian	(27.85,27.95]	-0.1644429	-0.2666627	-0.0622232
nitrate	Indian	(27.95,28.05]	-0.3898621	-0.4213581	-0.3583662
nitrate	Indian	(28.05,28.1]	-0.2527244	-0.2759511	-0.2294976
nitrate	Indian	(28.1, Inf]	-0.1536474	-0.1769757	-0.1303192
nitrate	Pacific	(-Inf,26]	-0.0075784	-0.0631535	0.0479968
nitrate	Pacific	(26,26.5]	-0.7085817	-0.7657829	-0.6513806
nitrate	Pacific	(26.5,26.75]	-0.6560888	-0.6843980	-0.6277796
nitrate	Pacific	(26.75,27]	-0.6517799	-0.7046099	-0.5989498
nitrate	Pacific	(27,27.25]	0.0977978	0.0895751	0.1060206
nitrate	Pacific	(27.25,27.5]	0.5533690	0.5326396	0.5740985
nitrate	Pacific	(27.5,27.75]	0.6641848	0.6302274	0.6981421
nitrate	Pacific	(27.75,27.85]	0.7569515	0.7313897	0.7825133
nitrate	Pacific	(27.85,27.95]	0.7278978	0.6886888	0.7671068
nitrate	Pacific	(27.95,28.05]	0.4961951	0.4503338	0.5420564
nitrate	Pacific	(28.05,28.1]	0.2765480	0.2649943	0.2881018
nitrate	Pacific	(28.1, Inf]	0.2917867	0.2504914	0.3330821
oxygen	Atlantic	(-Inf,26.5]	-0.1552660	-0.1703961	-0.1401359
oxygen	Atlantic	(26.5,26.75]	0.2556574	0.2039944	0.3073205
oxygen	Atlantic	(26.75,27]	0.1493926	0.0406971	0.2580881
oxygen	Atlantic	(27,27.25]	0.2153041	0.0406801	0.3899282
oxygen	Atlantic	(27.25,27.5]	0.1283271	-0.0145756	0.2712298
oxygen	Atlantic	(27.5,27.75]	0.3582578	0.2792072	0.4373084
oxygen	Atlantic	(27.75,27.85]	0.5911490	0.5730131	0.6092848
oxygen	Atlantic	(27.85,27.95]	0.7649006	0.7435307	0.7862704
oxygen	Atlantic	(27.95,28.05]	0.7973487	0.7929948	0.8017025
oxygen	Atlantic	(28.05,28.1]	0.8257621	0.8132162	0.8383080
oxygen	Atlantic	(28.1,28.15]	0.8747363	0.8677980	0.8816746
oxygen	Atlantic	(28.15,28.2]	0.9455089	0.9364600	0.9545578
oxygen	Atlantic	(28.2, Inf]	0.3735585	0.2490704	0.4980465
oxygen	Indian	(-Inf,26]	0.6982531	0.6581998	0.7383065
oxygen	Indian	(26,26.5]	0.9272075	0.9159095	0.9385055
oxygen	Indian	(26.5,26.75]	0.7645263	0.6555143	0.8735383
oxygen	Indian	(26.75,27]	0.3874328	0.3109098	0.4639557
oxygen	Indian	(27,27.25]	-0.1854236	-0.3675569	-0.0032902
oxygen	Indian	(27.25,27.5]	-0.5687072	-0.6265107	-0.5109038
oxygen	Indian	(27.5,27.75]	-0.3911790	-0.5205769	-0.2617811
oxygen	Indian	(27.75,27.85]	-0.1141409	-0.2998908	0.0716090
oxygen	Indian	(27.85,27.95]	-0.0977228	-0.3274386	0.1319930
oxygen	Indian	(27.95,28.05]	0.0849898	-0.0759916	0.2459713
oxygen	Indian	(28.05,28.1]	0.0191124	-0.0176210	0.0558459
oxygen	Indian	(28.1, Inf]	-0.3873547	-0.5125043	-0.2622050
oxygen	Pacific	(-Inf,26]	0.1054267	0.0924020	0.1184514
oxygen	Pacific	(26,26.5]	0.3264343	0.2737412	0.3791273
oxygen	Pacific	(26.5,26.75]	0.0665420	0.0244848	0.1085992
oxygen	Pacific	(26.75,27]	0.3597708	0.3351644	0.3843772
oxygen	Pacific	(27,27.25]	-0.1432107	-0.1442073	-0.1422140
oxygen	Pacific	(27.25,27.5]	-0.5815443	-0.5952808	-0.5678077
oxygen	Pacific	(27.5,27.75]	-0.6930157	-0.7308132	-0.6552182
oxygen	Pacific	(27.75,27.85]	-0.7795796	-0.8011844	-0.7579747
oxygen	Pacific	(27.85,27.95]	-0.7567738	-0.7889611	-0.7245865
oxygen	Pacific	(27.95,28.05]	-0.5365522	-0.5694406	-0.5036638
oxygen	Pacific	(28.05,28.1]	-0.3180598	-0.3185107	-0.3176090
oxygen	Pacific	(28.1, Inf]	-0.3502176	-0.3741139	-0.3263213
phosphate	Atlantic	(-Inf,26.5]	-0.1809513	-0.2630676	-0.0988349
phosphate	Atlantic	(26.5,26.75]	-0.7367326	-0.7458798	-0.7275854
phosphate	Atlantic	(26.75,27]	-0.7868150	-0.7985344	-0.7750957
phosphate	Atlantic	(27,27.25]	-0.8884146	-0.8955548	-0.8812743
phosphate	Atlantic	(27.25,27.5]	-0.9361190	-0.9376809	-0.9345571
phosphate	Atlantic	(27.5,27.75]	-0.9747643	-0.9789744	-0.9705543
phosphate	Atlantic	(27.75,27.85]	-0.9719109	-0.9743846	-0.9694372
phosphate	Atlantic	(27.85,27.95]	-0.9483424	-0.9569203	-0.9397644
phosphate	Atlantic	(27.95,28.05]	-0.9334113	-0.9385262	-0.9282963
phosphate	Atlantic	(28.05,28.1]	-0.9253487	-0.9307715	-0.9199260
phosphate	Atlantic	(28.1,28.15]	-0.9394734	-0.9480291	-0.9309176
phosphate	Atlantic	(28.15,28.2]	-0.9685227	-0.9709168	-0.9661285
phosphate	Atlantic	(28.2, Inf]	-0.9166059	-0.9400143	-0.8931975
phosphate	Indian	(-Inf,26]	-0.6543123	-0.6884548	-0.6201699
phosphate	Indian	(26,26.5]	-0.9339084	-0.9507577	-0.9170591
phosphate	Indian	(26.5,26.75]	-0.9007278	-0.9323296	-0.8691260
phosphate	Indian	(26.75,27]	-0.7136082	-0.7220282	-0.7051882
phosphate	Indian	(27,27.25]	-0.2630860	-0.3019666	-0.2242054
phosphate	Indian	(27.25,27.5]	0.3667175	0.3445176	0.3889174
phosphate	Indian	(27.5,27.75]	0.3201836	0.1959061	0.4444611
phosphate	Indian	(27.75,27.85]	-0.0636033	-0.2203892	0.0931826
phosphate	Indian	(27.85,27.95]	-0.2247005	-0.3441195	-0.1052815
phosphate	Indian	(27.95,28.05]	-0.4246970	-0.4636734	-0.3857207
phosphate	Indian	(28.05,28.1]	-0.2959091	-0.3425478	-0.2492704
phosphate	Indian	(28.1, Inf]	-0.2826439	-0.3024363	-0.2628514
phosphate	Pacific	(-Inf,26]	-0.0687875	-0.1282315	-0.0093434
phosphate	Pacific	(26,26.5]	-0.7509989	-0.7979798	-0.7040179
phosphate	Pacific	(26.5,26.75]	-0.7044433	-0.7362195	-0.6726672
phosphate	Pacific	(26.75,27]	-0.6933495	-0.7467794	-0.6399195
phosphate	Pacific	(27,27.25]	0.0829611	0.0812704	0.0846518
phosphate	Pacific	(27.25,27.5]	0.5466861	0.5238072	0.5695651
phosphate	Pacific	(27.5,27.75]	0.6364340	0.5946904	0.6781776
phosphate	Pacific	(27.75,27.85]	0.7162316	0.6742791	0.7581842
phosphate	Pacific	(27.85,27.95]	0.6783180	0.6234341	0.7332019
phosphate	Pacific	(27.95,28.05]	0.4004070	0.3508632	0.4499508
phosphate	Pacific	(28.05,28.1]	0.1314404	0.1203514	0.1425295
phosphate	Pacific	(28.1, Inf]	0.1397376	0.1344357	0.1450394
sal	Atlantic	(-Inf,26.5]	0.2545872	0.2034397	0.3057347
sal	Atlantic	(26.5,26.75]	0.8627625	0.8596061	0.8659190
sal	Atlantic	(26.75,27]	0.9207154	0.9146122	0.9268185
sal	Atlantic	(27,27.25]	0.9394013	0.9325820	0.9462205
sal	Atlantic	(27.25,27.5]	0.9240549	0.9235516	0.9245583
sal	Atlantic	(27.5,27.75]	0.8316675	0.8232456	0.8400894
sal	Atlantic	(27.75,27.85]	0.6477039	0.6296805	0.6657272
sal	Atlantic	(27.85,27.95]	0.4672568	0.3918498	0.5426638
sal	Atlantic	(27.95,28.05]	0.5391983	0.4533770	0.6250196
sal	Atlantic	(28.05,28.1]	0.7051425	0.6986955	0.7115895
sal	Atlantic	(28.1,28.15]	0.7689669	0.7405020	0.7974319
sal	Atlantic	(28.15,28.2]	0.8925115	0.8858652	0.8991579
sal	Atlantic	(28.2, Inf]	0.8762781	0.8659704	0.8865858
sal	Indian	(-Inf,26]	0.6674453	0.5597122	0.7751784
sal	Indian	(26,26.5]	0.6230573	0.4818174	0.7642972
sal	Indian	(26.5,26.75]	0.5237786	0.3221750	0.7253822
sal	Indian	(26.75,27]	0.3950055	0.1732272	0.6167838
sal	Indian	(27,27.25]	0.3728632	0.1254007	0.6203258
sal	Indian	(27.25,27.5]	0.5261348	0.4044265	0.6478430
sal	Indian	(27.5,27.75]	0.4021701	0.2019743	0.6023659
sal	Indian	(27.75,27.85]	0.1699705	-0.0456788	0.3856199
sal	Indian	(27.85,27.95]	0.2389537	-0.0223864	0.5002939
sal	Indian	(27.95,28.05]	0.3225030	0.1402598	0.5047462
sal	Indian	(28.05,28.1]	0.3983479	0.3068489	0.4898469
sal	Indian	(28.1, Inf]	0.4812275	0.3775934	0.5848615
sal	Pacific	(-Inf,26]	-0.0346956	-0.0983552	0.0289640
sal	Pacific	(26,26.5]	0.5797231	0.5427802	0.6166661
sal	Pacific	(26.5,26.75]	0.6647571	0.6268250	0.7026891
sal	Pacific	(26.75,27]	0.4801059	0.4281771	0.5320346
sal	Pacific	(27,27.25]	-0.3445668	-0.3515462	-0.3375874
sal	Pacific	(27.25,27.5]	-0.4461110	-0.5143470	-0.3778750
sal	Pacific	(27.5,27.75]	-0.2435564	-0.3101342	-0.1769786
sal	Pacific	(27.75,27.85]	-0.3682525	-0.4964622	-0.2400429
sal	Pacific	(27.85,27.95]	-0.4204311	-0.5044625	-0.3363996
sal	Pacific	(27.95,28.05]	-0.2636253	-0.3267912	-0.2004595
sal	Pacific	(28.05,28.1]	-0.1756219	-0.1863021	-0.1649417
sal	Pacific	(28.1, Inf]	-0.1414626	-0.1470078	-0.1359174
silicate	Atlantic	(-Inf,26.5]	-0.2352846	-0.3115504	-0.1590187
silicate	Atlantic	(26.5,26.75]	-0.6686199	-0.7145817	-0.6226582
silicate	Atlantic	(26.75,27]	-0.6620081	-0.6941771	-0.6298392
silicate	Atlantic	(27,27.25]	-0.8224570	-0.8437212	-0.8011929
silicate	Atlantic	(27.25,27.5]	-0.8939548	-0.9045689	-0.8833408
silicate	Atlantic	(27.5,27.75]	-0.8861374	-0.8906673	-0.8816075
silicate	Atlantic	(27.75,27.85]	-0.8933024	-0.9073490	-0.8792558
silicate	Atlantic	(27.85,27.95]	-0.8743323	-0.8978955	-0.8507690
silicate	Atlantic	(27.95,28.05]	-0.8834123	-0.8957271	-0.8710974
silicate	Atlantic	(28.05,28.1]	-0.8920108	-0.8968324	-0.8871891
silicate	Atlantic	(28.1,28.15]	-0.9206042	-0.9299263	-0.9112820
silicate	Atlantic	(28.15,28.2]	-0.9614545	-0.9647597	-0.9581494
silicate	Atlantic	(28.2, Inf]	-0.8786208	-0.9138376	-0.8434041
silicate	Indian	(-Inf,26]	-0.6136124	-0.6666156	-0.5606092
silicate	Indian	(26,26.5]	-0.9164689	-0.9205058	-0.9124320
silicate	Indian	(26.5,26.75]	-0.8169329	-0.8909543	-0.7429115
silicate	Indian	(26.75,27]	-0.5212197	-0.5577707	-0.4846686
silicate	Indian	(27,27.25]	-0.0897881	-0.1699390	-0.0096373
silicate	Indian	(27.25,27.5]	0.4791640	0.4763544	0.4819736
silicate	Indian	(27.5,27.75]	0.5796077	0.5362584	0.6229569
silicate	Indian	(27.75,27.85]	0.1578012	0.0276841	0.2879184
silicate	Indian	(27.85,27.95]	-0.0422174	-0.2127736	0.1283389
silicate	Indian	(27.95,28.05]	-0.2636459	-0.3756636	-0.1516281
silicate	Indian	(28.05,28.1]	-0.1876876	-0.2297317	-0.1456436
silicate	Indian	(28.1, Inf]	-0.2403103	-0.2670884	-0.2135322
silicate	Pacific	(-Inf,26]	-0.0607532	-0.1179887	-0.0035177
silicate	Pacific	(26,26.5]	-0.7048294	-0.7602791	-0.6493797
silicate	Pacific	(26.5,26.75]	-0.6830698	-0.7279024	-0.6382371
silicate	Pacific	(26.75,27]	-0.5313413	-0.5951572	-0.4675254
silicate	Pacific	(27,27.25]	0.3533387	0.3423530	0.3643244
silicate	Pacific	(27.25,27.5]	0.8131002	0.8013526	0.8248478
silicate	Pacific	(27.5,27.75]	0.8680517	0.8524687	0.8836347
silicate	Pacific	(27.75,27.85]	0.8404008	0.8182009	0.8626008
silicate	Pacific	(27.85,27.95]	0.7672533	0.7305688	0.8039378
silicate	Pacific	(27.95,28.05]	0.5228893	0.4961813	0.5495973
silicate	Pacific	(28.05,28.1]	0.2953783	0.2709870	0.3197696
silicate	Pacific	(28.1, Inf]	0.2752245	0.2269943	0.3234548
temp	Atlantic	(-Inf,26.5]	-0.1229339	-0.1697881	-0.0760797
temp	Atlantic	(26.5,26.75]	0.8409691	0.8403219	0.8416163
temp	Atlantic	(26.75,27]	0.8988698	0.8912863	0.9064533
temp	Atlantic	(27,27.25]	0.9135870	0.9054947	0.9216793
temp	Atlantic	(27.25,27.5]	0.9035607	0.9024222	0.9046991
temp	Atlantic	(27.5,27.75]	0.7933143	0.7806306	0.8059980
temp	Atlantic	(27.75,27.85]	0.6238425	0.5894864	0.6581986
temp	Atlantic	(27.85,27.95]	0.4385364	0.3482149	0.5288579
temp	Atlantic	(27.95,28.05]	0.5616406	0.5066754	0.6166059
temp	Atlantic	(28.05,28.1]	0.6430223	0.6350801	0.6509645
temp	Atlantic	(28.1,28.15]	0.6602339	0.6209404	0.6995275
temp	Atlantic	(28.15,28.2]	0.7258510	0.7043101	0.7473919
temp	Atlantic	(28.2, Inf]	0.6399586	0.6126605	0.6672568
temp	Indian	(-Inf,26]	-0.2655351	-0.2693789	-0.2616913
temp	Indian	(26,26.5]	0.4182039	0.3800242	0.4563836
temp	Indian	(26.5,26.75]	0.4812059	0.3076886	0.6547233
temp	Indian	(26.75,27]	0.5096166	0.3251937	0.6940394
temp	Indian	(27,27.25]	0.5419037	0.3358063	0.7480012
temp	Indian	(27.25,27.5]	0.5762507	0.4784426	0.6740588
temp	Indian	(27.5,27.75]	0.2375223	0.1048710	0.3701735
temp	Indian	(27.75,27.85]	0.0968960	-0.0714225	0.2652145
temp	Indian	(27.85,27.95]	0.1769842	-0.0514268	0.4053952
temp	Indian	(27.95,28.05]	0.1828414	0.0077437	0.3579392
temp	Indian	(28.05,28.1]	0.2276931	0.0779955	0.3773908
temp	Indian	(28.1, Inf]	0.4367950	0.3082617	0.5653282
temp	Pacific	(-Inf,26]	-0.4819972	-0.5259046	-0.4380897
temp	Pacific	(26,26.5]	0.6037279	0.5647611	0.6426946
temp	Pacific	(26.5,26.75]	0.6860429	0.6436955	0.7283903
temp	Pacific	(26.75,27]	0.5118402	0.4598941	0.5637864
temp	Pacific	(27,27.25]	-0.1971690	-0.2044369	-0.1899010
temp	Pacific	(27.25,27.5]	-0.4249534	-0.5089294	-0.3409775
temp	Pacific	(27.5,27.75]	-0.3223588	-0.4045372	-0.2401805
temp	Pacific	(27.75,27.85]	-0.2941366	-0.4021073	-0.1861659
temp	Pacific	(27.85,27.95]	-0.3409483	-0.4243156	-0.2575810
temp	Pacific	(27.95,28.05]	-0.1942271	-0.3053699	-0.0830844
temp	Pacific	(28.05,28.1]	-0.0366555	-0.0858783	0.0125674
temp	Pacific	(28.1, Inf]	0.2629763	0.2397888	0.2861638

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