eMLR - assumption testing

workflowr

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Last updated: 2021-11-11

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
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html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
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html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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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
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

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

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

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

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

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

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

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

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

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

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

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

3.2.2 Predictor pairs

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

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

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

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9175313	0.9119548	0.9231078
aou + nitrate	Atlantic	(26,26.5]	0.9631024	0.9550535	0.9711514
aou + nitrate	Atlantic	(26.5,26.75]	0.9635544	0.9597300	0.9673788
aou + nitrate	Atlantic	(26.75,27]	0.9240772	0.9084035	0.9397509
aou + nitrate	Atlantic	(27,27.25]	0.8655893	0.8266351	0.9045435
aou + nitrate	Atlantic	(27.25,27.5]	0.8236706	0.7874919	0.8598493
aou + nitrate	Atlantic	(27.5,27.75]	0.8684338	0.8508534	0.8860142
aou + nitrate	Atlantic	(27.75,27.85]	0.9008846	0.8961761	0.9055931
aou + nitrate	Atlantic	(27.85,27.95]	0.9056781	0.9033871	0.9079690
aou + nitrate	Atlantic	(27.95,28.05]	0.9075685	0.8953700	0.9197670
aou + nitrate	Atlantic	(28.05,28.1]	0.9482696	0.9446179	0.9519213
aou + nitrate	Atlantic	(28.1,28.15]	0.9733965	0.9708132	0.9759799
aou + nitrate	Atlantic	(28.15,28.2]	0.9830719	0.9808307	0.9853132
aou + nitrate	Atlantic	(28.2, Inf]	0.7928238	0.7132057	0.8724419
aou + nitrate	Indian	(-Inf,26]	0.9923248	0.9900336	0.9946160
aou + nitrate	Indian	(26,26.5]	0.9841811	0.9801302	0.9882320
aou + nitrate	Indian	(26.5,26.75]	0.9553210	0.9409359	0.9697060
aou + nitrate	Indian	(26.75,27]	0.8942343	0.8595123	0.9289564
aou + nitrate	Indian	(27,27.25]	0.8089610	0.7538975	0.8640245
aou + nitrate	Indian	(27.25,27.5]	0.8768432	0.8692564	0.8844300
aou + nitrate	Indian	(27.5,27.75]	0.9113486	0.9098711	0.9128260
aou + nitrate	Indian	(27.75,27.85]	0.8906203	0.8680908	0.9131497
aou + nitrate	Indian	(27.85,27.95]	0.8458194	0.8283396	0.8632991
aou + nitrate	Indian	(27.95,28.05]	0.7739227	0.6913276	0.8565177
aou + nitrate	Indian	(28.05,28.1]	0.8763102	0.8241900	0.9284303
aou + nitrate	Indian	(28.1, Inf]	0.5827057	0.4896265	0.6757850
aou + nitrate	Pacific	(-Inf,26]	0.8843277	0.8521901	0.9164653
aou + nitrate	Pacific	(26,26.5]	0.8714981	0.8595356	0.8834606
aou + nitrate	Pacific	(26.5,26.75]	0.8130776	0.7775314	0.8486238
aou + nitrate	Pacific	(26.75,27]	0.9095995	0.9095154	0.9096836
aou + nitrate	Pacific	(27,27.25]	0.9756998	0.9747164	0.9766832
aou + nitrate	Pacific	(27.25,27.5]	0.9785068	0.9759642	0.9810494
aou + nitrate	Pacific	(27.5,27.75]	0.9791083	0.9754186	0.9827979
aou + nitrate	Pacific	(27.75,27.85]	0.9855571	0.9816811	0.9894330
aou + nitrate	Pacific	(27.85,27.95]	0.9840537	0.9809708	0.9871366
aou + nitrate	Pacific	(27.95,28.05]	0.9707798	0.9674359	0.9741237
aou + nitrate	Pacific	(28.05,28.1]	0.9602617	0.9550038	0.9655196
aou + nitrate	Pacific	(28.1, Inf]	0.9301418	0.8952104	0.9650731
aou + oxygen	Atlantic	(-Inf,26]	-0.9438732	-0.9538888	-0.9338576
aou + oxygen	Atlantic	(26,26.5]	-0.9516486	-0.9629160	-0.9403811
aou + oxygen	Atlantic	(26.5,26.75]	-0.9629665	-0.9704193	-0.9555137
aou + oxygen	Atlantic	(26.75,27]	-0.9564646	-0.9591477	-0.9537816
aou + oxygen	Atlantic	(27,27.25]	-0.9519009	-0.9525282	-0.9512735
aou + oxygen	Atlantic	(27.25,27.5]	-0.9375462	-0.9432926	-0.9317998
aou + oxygen	Atlantic	(27.5,27.75]	-0.9299922	-0.9405805	-0.9194039
aou + oxygen	Atlantic	(27.75,27.85]	-0.9430282	-0.9472369	-0.9388195
aou + oxygen	Atlantic	(27.85,27.95]	-0.9600097	-0.9618736	-0.9581458
aou + oxygen	Atlantic	(27.95,28.05]	-0.9614006	-0.9631218	-0.9596794
aou + oxygen	Atlantic	(28.05,28.1]	-0.9730476	-0.9762287	-0.9698664
aou + oxygen	Atlantic	(28.1,28.15]	-0.9876270	-0.9878638	-0.9873903
aou + oxygen	Atlantic	(28.15,28.2]	-0.9943597	-0.9952132	-0.9935061
aou + oxygen	Atlantic	(28.2, Inf]	-0.9788483	-0.9820132	-0.9756833
aou + oxygen	Indian	(-Inf,26]	-0.9942045	-0.9949077	-0.9935013
aou + oxygen	Indian	(26,26.5]	-0.9966499	-0.9966869	-0.9966129
aou + oxygen	Indian	(26.5,26.75]	-0.9954884	-0.9970784	-0.9938984
aou + oxygen	Indian	(26.75,27]	-0.9918473	-0.9959072	-0.9877873
aou + oxygen	Indian	(27,27.25]	-0.9938930	-0.9954814	-0.9923046
aou + oxygen	Indian	(27.25,27.5]	-0.9959269	-0.9962079	-0.9956459
aou + oxygen	Indian	(27.5,27.75]	-0.9965249	-0.9965813	-0.9964684
aou + oxygen	Indian	(27.75,27.85]	-0.9973478	-0.9978887	-0.9968069
aou + oxygen	Indian	(27.85,27.95]	-0.9956444	-0.9958737	-0.9954151
aou + oxygen	Indian	(27.95,28.05]	-0.9900791	-0.9909976	-0.9891607
aou + oxygen	Indian	(28.05,28.1]	-0.9897822	-0.9948441	-0.9847203
aou + oxygen	Indian	(28.1, Inf]	-0.9859061	-0.9878688	-0.9839433
aou + oxygen	Pacific	(-Inf,26]	-0.8639924	-0.9010367	-0.8269481
aou + oxygen	Pacific	(26,26.5]	-0.9778969	-0.9853595	-0.9704344
aou + oxygen	Pacific	(26.5,26.75]	-0.9782054	-0.9843315	-0.9720792
aou + oxygen	Pacific	(26.75,27]	-0.9755101	-0.9760800	-0.9749402
aou + oxygen	Pacific	(27,27.25]	-0.9940318	-0.9945632	-0.9935004
aou + oxygen	Pacific	(27.25,27.5]	-0.9955456	-0.9960950	-0.9949961
aou + oxygen	Pacific	(27.5,27.75]	-0.9952673	-0.9965224	-0.9940121
aou + oxygen	Pacific	(27.75,27.85]	-0.9975445	-0.9979405	-0.9971484
aou + oxygen	Pacific	(27.85,27.95]	-0.9974397	-0.9984230	-0.9964564
aou + oxygen	Pacific	(27.95,28.05]	-0.9968585	-0.9987369	-0.9949802
aou + oxygen	Pacific	(28.05,28.1]	-0.9968647	-0.9991268	-0.9946026
aou + oxygen	Pacific	(28.1, Inf]	-0.9940078	-0.9963698	-0.9916459
aou + phosphate	Atlantic	(-Inf,26]	0.7543744	0.7505151	0.7582337
aou + phosphate	Atlantic	(26,26.5]	0.8894668	0.8667850	0.9121486
aou + phosphate	Atlantic	(26.5,26.75]	0.9149212	0.9085144	0.9213280
aou + phosphate	Atlantic	(26.75,27]	0.8713749	0.8537697	0.8889802
aou + phosphate	Atlantic	(27,27.25]	0.8122895	0.7624860	0.8620931
aou + phosphate	Atlantic	(27.25,27.5]	0.7768904	0.7345838	0.8191969
aou + phosphate	Atlantic	(27.5,27.75]	0.8353305	0.8177249	0.8529360
aou + phosphate	Atlantic	(27.75,27.85]	0.8720007	0.8706224	0.8733791
aou + phosphate	Atlantic	(27.85,27.95]	0.8942690	0.8908328	0.8977052
aou + phosphate	Atlantic	(27.95,28.05]	0.9040059	0.8928319	0.9151799
aou + phosphate	Atlantic	(28.05,28.1]	0.9432060	0.9383640	0.9480480
aou + phosphate	Atlantic	(28.1,28.15]	0.9687546	0.9682829	0.9692263
aou + phosphate	Atlantic	(28.15,28.2]	0.9829289	0.9807944	0.9850633
aou + phosphate	Atlantic	(28.2, Inf]	0.7944332	0.7180439	0.8708224
aou + phosphate	Indian	(-Inf,26]	0.9948271	0.9938856	0.9957685
aou + phosphate	Indian	(26,26.5]	0.9932707	0.9911906	0.9953508
aou + phosphate	Indian	(26.5,26.75]	0.9661128	0.9467155	0.9855101
aou + phosphate	Indian	(26.75,27]	0.9150812	0.8728607	0.9573018
aou + phosphate	Indian	(27,27.25]	0.8635444	0.7873500	0.9397387
aou + phosphate	Indian	(27.25,27.5]	0.9317037	0.9116970	0.9517103
aou + phosphate	Indian	(27.5,27.75]	0.9563272	0.9486480	0.9640064
aou + phosphate	Indian	(27.75,27.85]	0.9259377	0.9082809	0.9435946
aou + phosphate	Indian	(27.85,27.95]	0.8679247	0.8358678	0.8999815
aou + phosphate	Indian	(27.95,28.05]	0.8027064	0.7213974	0.8840155
aou + phosphate	Indian	(28.05,28.1]	0.8902581	0.8337175	0.9467986
aou + phosphate	Indian	(28.1, Inf]	0.5937906	0.4872303	0.7003509
aou + phosphate	Pacific	(-Inf,26]	0.8652091	0.8344675	0.8959507
aou + phosphate	Pacific	(26,26.5]	0.9125765	0.9024161	0.9227368
aou + phosphate	Pacific	(26.5,26.75]	0.8347483	0.7928304	0.8766662
aou + phosphate	Pacific	(26.75,27]	0.9080576	0.9068291	0.9092860
aou + phosphate	Pacific	(27,27.25]	0.9798427	0.9784476	0.9812377
aou + phosphate	Pacific	(27.25,27.5]	0.9816834	0.9800018	0.9833649
aou + phosphate	Pacific	(27.5,27.75]	0.9786861	0.9747242	0.9826481
aou + phosphate	Pacific	(27.75,27.85]	0.9822167	0.9776728	0.9867607
aou + phosphate	Pacific	(27.85,27.95]	0.9822413	0.9790652	0.9854173
aou + phosphate	Pacific	(27.95,28.05]	0.9722409	0.9663676	0.9781143
aou + phosphate	Pacific	(28.05,28.1]	0.9598310	0.9497028	0.9699593
aou + phosphate	Pacific	(28.1, Inf]	0.9159356	0.8746936	0.9571775
aou + silicate	Atlantic	(-Inf,26]	0.5158828	0.4210976	0.6106679
aou + silicate	Atlantic	(26,26.5]	0.8262969	0.8151175	0.8374763
aou + silicate	Atlantic	(26.5,26.75]	0.8854439	0.8819988	0.8888891
aou + silicate	Atlantic	(26.75,27]	0.8579871	0.8386768	0.8772974
aou + silicate	Atlantic	(27,27.25]	0.7732162	0.7018043	0.8446281
aou + silicate	Atlantic	(27.25,27.5]	0.6215123	0.5382031	0.7048216
aou + silicate	Atlantic	(27.5,27.75]	0.6347433	0.6118781	0.6576085
aou + silicate	Atlantic	(27.75,27.85]	0.7619821	0.7498687	0.7740955
aou + silicate	Atlantic	(27.85,27.95]	0.8150709	0.7977249	0.8324169
aou + silicate	Atlantic	(27.95,28.05]	0.8897937	0.8739233	0.9056641
aou + silicate	Atlantic	(28.05,28.1]	0.9541953	0.9498674	0.9585233
aou + silicate	Atlantic	(28.1,28.15]	0.9745613	0.9742744	0.9748481
aou + silicate	Atlantic	(28.15,28.2]	0.9853230	0.9852144	0.9854316
aou + silicate	Atlantic	(28.2, Inf]	0.8304072	0.7823739	0.8784405
aou + silicate	Indian	(-Inf,26]	0.9175152	0.8841930	0.9508373
aou + silicate	Indian	(26,26.5]	0.9390851	0.9203751	0.9577952
aou + silicate	Indian	(26.5,26.75]	0.9538739	0.9390006	0.9687473
aou + silicate	Indian	(26.75,27]	0.9647761	0.9606898	0.9688623
aou + silicate	Indian	(27,27.25]	0.9026497	0.8883326	0.9169667
aou + silicate	Indian	(27.25,27.5]	0.8775301	0.8652514	0.8898089
aou + silicate	Indian	(27.5,27.75]	0.8262627	0.8087552	0.8437702
aou + silicate	Indian	(27.75,27.85]	0.8161245	0.7789174	0.8533316
aou + silicate	Indian	(27.85,27.95]	0.8184133	0.7876898	0.8491367
aou + silicate	Indian	(27.95,28.05]	0.8460777	0.8062385	0.8859168
aou + silicate	Indian	(28.05,28.1]	0.9413457	0.9308169	0.9518746
aou + silicate	Indian	(28.1, Inf]	0.4447715	0.3609082	0.5286348
aou + silicate	Pacific	(-Inf,26]	0.5848926	0.5545500	0.6152352
aou + silicate	Pacific	(26,26.5]	0.5074397	0.4519371	0.5629423
aou + silicate	Pacific	(26.5,26.75]	0.2942524	0.2360751	0.3524297
aou + silicate	Pacific	(26.75,27]	0.5999064	0.5155105	0.6843023
aou + silicate	Pacific	(27,27.25]	0.8859424	0.8626528	0.9092321
aou + silicate	Pacific	(27.25,27.5]	0.9049046	0.8818729	0.9279363
aou + silicate	Pacific	(27.5,27.75]	0.9175089	0.8945452	0.9404726
aou + silicate	Pacific	(27.75,27.85]	0.9686948	0.9686713	0.9687183
aou + silicate	Pacific	(27.85,27.95]	0.9640427	0.9632161	0.9648692
aou + silicate	Pacific	(27.95,28.05]	0.9481145	0.9437114	0.9525175
aou + silicate	Pacific	(28.05,28.1]	0.9524532	0.9487599	0.9561464
aou + silicate	Pacific	(28.1, Inf]	0.8662269	0.8636604	0.8687934
nitrate + silicate	Atlantic	(-Inf,26]	0.6486232	0.5983646	0.6988817
nitrate + silicate	Atlantic	(26,26.5]	0.8947193	0.8945585	0.8948802
nitrate + silicate	Atlantic	(26.5,26.75]	0.9357894	0.9232758	0.9483030
nitrate + silicate	Atlantic	(26.75,27]	0.9228417	0.9020586	0.9436247
nitrate + silicate	Atlantic	(27,27.25]	0.9254723	0.9052710	0.9456737
nitrate + silicate	Atlantic	(27.25,27.5]	0.9045835	0.8863421	0.9228249
nitrate + silicate	Atlantic	(27.5,27.75]	0.8888812	0.8886375	0.8891250
nitrate + silicate	Atlantic	(27.75,27.85]	0.9364705	0.9271676	0.9457733
nitrate + silicate	Atlantic	(27.85,27.95]	0.9647713	0.9562521	0.9732905
nitrate + silicate	Atlantic	(27.95,28.05]	0.9823788	0.9795856	0.9851721
nitrate + silicate	Atlantic	(28.05,28.1]	0.9902346	0.9894940	0.9909752
nitrate + silicate	Atlantic	(28.1,28.15]	0.9917091	0.9915556	0.9918627
nitrate + silicate	Atlantic	(28.15,28.2]	0.9912914	0.9907512	0.9918316
nitrate + silicate	Atlantic	(28.2, Inf]	0.9566832	0.9319956	0.9813709
nitrate + silicate	Indian	(-Inf,26]	0.9400226	0.9186550	0.9613902
nitrate + silicate	Indian	(26,26.5]	0.9540557	0.9486927	0.9594188
nitrate + silicate	Indian	(26.5,26.75]	0.9452120	0.9388670	0.9515571
nitrate + silicate	Indian	(26.75,27]	0.9223140	0.9010708	0.9435571
nitrate + silicate	Indian	(27,27.25]	0.9194561	0.9122379	0.9266744
nitrate + silicate	Indian	(27.25,27.5]	0.9243243	0.9232000	0.9254487
nitrate + silicate	Indian	(27.5,27.75]	0.8037004	0.7916915	0.8157094
nitrate + silicate	Indian	(27.75,27.85]	0.7520226	0.7109313	0.7931139
nitrate + silicate	Indian	(27.85,27.95]	0.8320431	0.8236882	0.8403980
nitrate + silicate	Indian	(27.95,28.05]	0.8882104	0.8691533	0.9072676
nitrate + silicate	Indian	(28.05,28.1]	0.9424176	0.9249095	0.9599256
nitrate + silicate	Indian	(28.1, Inf]	0.8089603	0.7874748	0.8304459
nitrate + silicate	Pacific	(-Inf,26]	0.8097843	0.7896723	0.8298962
nitrate + silicate	Pacific	(26,26.5]	0.7591485	0.7021776	0.8161194
nitrate + silicate	Pacific	(26.5,26.75]	0.6774266	0.5914300	0.7634232
nitrate + silicate	Pacific	(26.75,27]	0.7949147	0.7428844	0.8469450
nitrate + silicate	Pacific	(27,27.25]	0.8992413	0.8761702	0.9223123
nitrate + silicate	Pacific	(27.25,27.5]	0.8741931	0.8430328	0.9053535
nitrate + silicate	Pacific	(27.5,27.75]	0.8799219	0.8527643	0.9070796
nitrate + silicate	Pacific	(27.75,27.85]	0.9485048	0.9468937	0.9501159
nitrate + silicate	Pacific	(27.85,27.95]	0.9550571	0.9531938	0.9569204
nitrate + silicate	Pacific	(27.95,28.05]	0.9338291	0.9179334	0.9497249
nitrate + silicate	Pacific	(28.05,28.1]	0.9259866	0.9161895	0.9357837
nitrate + silicate	Pacific	(28.1, Inf]	0.8833391	0.8485183	0.9181599
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8633996	-0.8754660	-0.8513332
oxygen + nitrate	Atlantic	(26,26.5]	-0.8574287	-0.8882102	-0.8266473
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8714031	-0.8913586	-0.8514476
oxygen + nitrate	Atlantic	(26.75,27]	-0.8079066	-0.8310690	-0.7847443
oxygen + nitrate	Atlantic	(27,27.25]	-0.7140544	-0.7708293	-0.6572796
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.6120867	-0.6767066	-0.5474667
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6532843	-0.7061319	-0.6004366
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7164473	-0.7330169	-0.6998777
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7599700	-0.7601384	-0.7598016
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7698434	-0.7913138	-0.7483729
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8576647	-0.8704458	-0.8448836
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9310651	-0.9344356	-0.9276945
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9670769	-0.9705381	-0.9636158
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6742783	-0.7895250	-0.5590316
oxygen + nitrate	Indian	(-Inf,26]	-0.9801888	-0.9836733	-0.9767043
oxygen + nitrate	Indian	(26,26.5]	-0.9688971	-0.9755398	-0.9622543
oxygen + nitrate	Indian	(26.5,26.75]	-0.9249217	-0.9495027	-0.9003406
oxygen + nitrate	Indian	(26.75,27]	-0.8318768	-0.8931117	-0.7706418
oxygen + nitrate	Indian	(27,27.25]	-0.7421548	-0.8158171	-0.6684925
oxygen + nitrate	Indian	(27.25,27.5]	-0.8344798	-0.8414273	-0.8275323
oxygen + nitrate	Indian	(27.5,27.75]	-0.8909517	-0.8963518	-0.8855516
oxygen + nitrate	Indian	(27.75,27.85]	-0.8763539	-0.9007120	-0.8519957
oxygen + nitrate	Indian	(27.85,27.95]	-0.8057576	-0.8235066	-0.7880087
oxygen + nitrate	Indian	(27.95,28.05]	-0.6886921	-0.7889363	-0.5884480
oxygen + nitrate	Indian	(28.05,28.1]	-0.8092257	-0.8942872	-0.7241642
oxygen + nitrate	Indian	(28.1, Inf]	-0.4568128	-0.5681209	-0.3455047
oxygen + nitrate	Pacific	(-Inf,26]	-0.6029408	-0.7122423	-0.4936393
oxygen + nitrate	Pacific	(26,26.5]	-0.7659422	-0.8077165	-0.7241679
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6886224	-0.7572188	-0.6200260
oxygen + nitrate	Pacific	(26.75,27]	-0.8070398	-0.8073536	-0.8067261
oxygen + nitrate	Pacific	(27,27.25]	-0.9537490	-0.9553466	-0.9521515
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9679166	-0.9702898	-0.9655434
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9712575	-0.9767820	-0.9657330
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9814430	-0.9869268	-0.9759592
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9799741	-0.9844508	-0.9754974
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9612072	-0.9708258	-0.9515886
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9474658	-0.9597888	-0.9351428
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8951083	-0.9451332	-0.8450833
oxygen + phosphate	Atlantic	(-Inf,26]	-0.6247707	-0.6262377	-0.6233037
oxygen + phosphate	Atlantic	(26,26.5]	-0.7267985	-0.7813474	-0.6722496
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7866045	-0.8127725	-0.7604366
oxygen + phosphate	Atlantic	(26.75,27]	-0.7197957	-0.7448765	-0.6947149
oxygen + phosphate	Atlantic	(27,27.25]	-0.6301158	-0.6974669	-0.5627646
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5394857	-0.6098181	-0.4691533
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5986481	-0.6508347	-0.5464615
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6699145	-0.6819216	-0.6579073
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7414137	-0.7426518	-0.7401755
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7632582	-0.7834001	-0.7431163
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8489926	-0.8630542	-0.8349309
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9231875	-0.9241086	-0.9222665
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9664013	-0.9698466	-0.9629560
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6749651	-0.7870761	-0.5628541
oxygen + phosphate	Indian	(-Inf,26]	-0.9861256	-0.9871981	-0.9850531
oxygen + phosphate	Indian	(26,26.5]	-0.9833166	-0.9877681	-0.9788651
oxygen + phosphate	Indian	(26.5,26.75]	-0.9402797	-0.9731757	-0.9073836
oxygen + phosphate	Indian	(26.75,27]	-0.8594965	-0.9310491	-0.7879440
oxygen + phosphate	Indian	(27,27.25]	-0.8082560	-0.9087526	-0.7077593
oxygen + phosphate	Indian	(27.25,27.5]	-0.9010545	-0.9282668	-0.8738423
oxygen + phosphate	Indian	(27.5,27.75]	-0.9427667	-0.9511657	-0.9343676
oxygen + phosphate	Indian	(27.75,27.85]	-0.9067164	-0.9273358	-0.8860969
oxygen + phosphate	Indian	(27.85,27.95]	-0.8252149	-0.8594692	-0.7909605
oxygen + phosphate	Indian	(27.95,28.05]	-0.7200570	-0.8195399	-0.6205742
oxygen + phosphate	Indian	(28.05,28.1]	-0.8255251	-0.9157836	-0.7352665
oxygen + phosphate	Indian	(28.1, Inf]	-0.4682667	-0.5956421	-0.3408914
oxygen + phosphate	Pacific	(-Inf,26]	-0.6176193	-0.7176165	-0.5176222
oxygen + phosphate	Pacific	(26,26.5]	-0.8139699	-0.8484238	-0.7795159
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7095835	-0.7834493	-0.6357177
oxygen + phosphate	Pacific	(26.75,27]	-0.8002414	-0.8036731	-0.7968097
oxygen + phosphate	Pacific	(27,27.25]	-0.9573055	-0.9586932	-0.9559178
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9702760	-0.9723811	-0.9681709
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9714282	-0.9773128	-0.9655436
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9785858	-0.9844130	-0.9727587
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9773224	-0.9826803	-0.9719645
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9619745	-0.9747262	-0.9492228
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9459632	-0.9652996	-0.9266269
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8787739	-0.9368832	-0.8206646
oxygen + silicate	Atlantic	(-Inf,26]	-0.3835862	-0.5044229	-0.2627496
oxygen + silicate	Atlantic	(26,26.5]	-0.6633094	-0.7066379	-0.6199809
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7570603	-0.7739395	-0.7401812
oxygen + silicate	Atlantic	(26.75,27]	-0.7045762	-0.7331435	-0.6760089
oxygen + silicate	Atlantic	(27,27.25]	-0.5878684	-0.6785277	-0.4972090
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3589479	-0.4728678	-0.2450279
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3634964	-0.4200306	-0.3069622
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5446860	-0.5490738	-0.5402983
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6367941	-0.6549161	-0.6186722
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7380905	-0.7655663	-0.7106146
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8652465	-0.8790540	-0.8514391
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9335339	-0.9341525	-0.9329153
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9753732	-0.9765039	-0.9742424
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7277080	-0.8013754	-0.6540405
oxygen + silicate	Indian	(-Inf,26]	-0.8901354	-0.9302427	-0.8500280
oxygen + silicate	Indian	(26,26.5]	-0.9218620	-0.9470431	-0.8966809
oxygen + silicate	Indian	(26.5,26.75]	-0.9376725	-0.9545573	-0.9207877
oxygen + silicate	Indian	(26.75,27]	-0.9394988	-0.9430507	-0.9359468
oxygen + silicate	Indian	(27,27.25]	-0.8590912	-0.8844773	-0.8337052
oxygen + silicate	Indian	(27.25,27.5]	-0.8382147	-0.8515954	-0.8248340
oxygen + silicate	Indian	(27.5,27.75]	-0.7879311	-0.8079068	-0.7679555
oxygen + silicate	Indian	(27.75,27.85]	-0.7872394	-0.8303209	-0.7441579
oxygen + silicate	Indian	(27.85,27.95]	-0.7751103	-0.8096689	-0.7405517
oxygen + silicate	Indian	(27.95,28.05]	-0.7770884	-0.8305461	-0.7236308
oxygen + silicate	Indian	(28.05,28.1]	-0.8981932	-0.9288961	-0.8674902
oxygen + silicate	Indian	(28.1, Inf]	-0.3114323	-0.4075505	-0.2153142
oxygen + silicate	Pacific	(-Inf,26]	-0.2277343	-0.3331732	-0.1222954
oxygen + silicate	Pacific	(26,26.5]	-0.3480372	-0.3788385	-0.3172358
oxygen + silicate	Pacific	(26.5,26.75]	-0.1135344	-0.1449741	-0.0820947
oxygen + silicate	Pacific	(26.75,27]	-0.4268253	-0.5239408	-0.3297098
oxygen + silicate	Pacific	(27,27.25]	-0.8379979	-0.8677926	-0.8082033
oxygen + silicate	Pacific	(27.25,27.5]	-0.8677716	-0.8975785	-0.8379646
oxygen + silicate	Pacific	(27.5,27.75]	-0.8826561	-0.9162103	-0.8491020
oxygen + silicate	Pacific	(27.75,27.85]	-0.9562267	-0.9578154	-0.9546380
oxygen + silicate	Pacific	(27.85,27.95]	-0.9509282	-0.9552369	-0.9466196
oxygen + silicate	Pacific	(27.95,28.05]	-0.9298888	-0.9308254	-0.9289522
oxygen + silicate	Pacific	(28.05,28.1]	-0.9356644	-0.9397027	-0.9316261
oxygen + silicate	Pacific	(28.1, Inf]	-0.8313717	-0.8402397	-0.8225037
phosphate + nitrate	Atlantic	(-Inf,26]	0.8568326	0.8258788	0.8877863
phosphate + nitrate	Atlantic	(26,26.5]	0.9566627	0.9473711	0.9659542
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9820297	0.9806152	0.9834442
phosphate + nitrate	Atlantic	(26.75,27]	0.9849009	0.9846826	0.9851191
phosphate + nitrate	Atlantic	(27,27.25]	0.9885945	0.9872115	0.9899776
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9922969	0.9918060	0.9927878
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9935731	0.9935620	0.9935842
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9930299	0.9919194	0.9941404
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9924192	0.9909721	0.9938663
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9923643	0.9908933	0.9938354
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9930083	0.9921485	0.9938681
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9948417	0.9944928	0.9951907
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9973418	0.9973168	0.9973668
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9910911	0.9866271	0.9955551
phosphate + nitrate	Indian	(-Inf,26]	0.9939740	0.9906944	0.9972536
phosphate + nitrate	Indian	(26,26.5]	0.9900612	0.9837253	0.9963971
phosphate + nitrate	Indian	(26.5,26.75]	0.9910305	0.9856023	0.9964587
phosphate + nitrate	Indian	(26.75,27]	0.9864690	0.9779837	0.9949543
phosphate + nitrate	Indian	(27,27.25]	0.9614918	0.9361742	0.9868094
phosphate + nitrate	Indian	(27.25,27.5]	0.9556967	0.9323794	0.9790140
phosphate + nitrate	Indian	(27.5,27.75]	0.9374524	0.9360964	0.9388084
phosphate + nitrate	Indian	(27.75,27.85]	0.9317094	0.9226934	0.9407253
phosphate + nitrate	Indian	(27.85,27.95]	0.9511638	0.9505041	0.9518234
phosphate + nitrate	Indian	(27.95,28.05]	0.9723890	0.9709886	0.9737894
phosphate + nitrate	Indian	(28.05,28.1]	0.9771878	0.9712914	0.9830841
phosphate + nitrate	Indian	(28.1, Inf]	0.9131476	0.9085533	0.9177420
phosphate + nitrate	Pacific	(-Inf,26]	0.9549101	0.9538131	0.9560071
phosphate + nitrate	Pacific	(26,26.5]	0.9473643	0.9382443	0.9564843
phosphate + nitrate	Pacific	(26.5,26.75]	0.9475747	0.9406094	0.9545400
phosphate + nitrate	Pacific	(26.75,27]	0.9771941	0.9735008	0.9808875
phosphate + nitrate	Pacific	(27,27.25]	0.9889977	0.9876333	0.9903620
phosphate + nitrate	Pacific	(27.25,27.5]	0.9901177	0.9878555	0.9923799
phosphate + nitrate	Pacific	(27.5,27.75]	0.9889435	0.9846942	0.9931927
phosphate + nitrate	Pacific	(27.75,27.85]	0.9864231	0.9812549	0.9915914
phosphate + nitrate	Pacific	(27.85,27.95]	0.9828301	0.9775394	0.9881209
phosphate + nitrate	Pacific	(27.95,28.05]	0.9659905	0.9643930	0.9675880
phosphate + nitrate	Pacific	(28.05,28.1]	0.9482471	0.9428613	0.9536329
phosphate + nitrate	Pacific	(28.1, Inf]	0.9408973	0.9090331	0.9727614
phosphate + silicate	Atlantic	(-Inf,26]	0.8187165	0.7590009	0.8784321
phosphate + silicate	Atlantic	(26,26.5]	0.9370753	0.9281818	0.9459687
phosphate + silicate	Atlantic	(26.5,26.75]	0.9489193	0.9354786	0.9623601
phosphate + silicate	Atlantic	(26.75,27]	0.9373114	0.9202245	0.9543983
phosphate + silicate	Atlantic	(27,27.25]	0.9402417	0.9239220	0.9565615
phosphate + silicate	Atlantic	(27.25,27.5]	0.9259054	0.9118046	0.9400062
phosphate + silicate	Atlantic	(27.5,27.75]	0.9050798	0.9041980	0.9059615
phosphate + silicate	Atlantic	(27.75,27.85]	0.9437080	0.9366203	0.9507957
phosphate + silicate	Atlantic	(27.85,27.95]	0.9681498	0.9609980	0.9753017
phosphate + silicate	Atlantic	(27.95,28.05]	0.9834497	0.9817244	0.9851750
phosphate + silicate	Atlantic	(28.05,28.1]	0.9900869	0.9895042	0.9906696
phosphate + silicate	Atlantic	(28.1,28.15]	0.9918780	0.9918315	0.9919244
phosphate + silicate	Atlantic	(28.15,28.2]	0.9911075	0.9910013	0.9912136
phosphate + silicate	Atlantic	(28.2, Inf]	0.9596104	0.9376878	0.9815331
phosphate + silicate	Indian	(-Inf,26]	0.9272585	0.8936409	0.9608761
phosphate + silicate	Indian	(26,26.5]	0.9474131	0.9310712	0.9637551
phosphate + silicate	Indian	(26.5,26.75]	0.9446555	0.9444431	0.9448680
phosphate + silicate	Indian	(26.75,27]	0.9330108	0.9155570	0.9504647
phosphate + silicate	Indian	(27,27.25]	0.9302892	0.9288058	0.9317726
phosphate + silicate	Indian	(27.25,27.5]	0.9185362	0.9006769	0.9363956
phosphate + silicate	Indian	(27.5,27.75]	0.8413873	0.8142522	0.8685224
phosphate + silicate	Indian	(27.75,27.85]	0.8593231	0.8489760	0.8696702
phosphate + silicate	Indian	(27.85,27.95]	0.8995140	0.8964538	0.9025741
phosphate + silicate	Indian	(27.95,28.05]	0.9153205	0.8987100	0.9319310
phosphate + silicate	Indian	(28.05,28.1]	0.9489336	0.9288201	0.9690471
phosphate + silicate	Indian	(28.1, Inf]	0.8021212	0.7865641	0.8176782
phosphate + silicate	Pacific	(-Inf,26]	0.7261703	0.7029594	0.7493812
phosphate + silicate	Pacific	(26,26.5]	0.7210800	0.6741740	0.7679860
phosphate + silicate	Pacific	(26.5,26.75]	0.6455127	0.5606785	0.7303470
phosphate + silicate	Pacific	(26.75,27]	0.7970439	0.7435032	0.8505846
phosphate + silicate	Pacific	(27,27.25]	0.9087758	0.8879184	0.9296332
phosphate + silicate	Pacific	(27.25,27.5]	0.8855669	0.8578846	0.9132491
phosphate + silicate	Pacific	(27.5,27.75]	0.8806348	0.8526604	0.9086092
phosphate + silicate	Pacific	(27.75,27.85]	0.9492571	0.9450737	0.9534406
phosphate + silicate	Pacific	(27.85,27.95]	0.9596714	0.9570153	0.9623274
phosphate + silicate	Pacific	(27.95,28.05]	0.9483267	0.9472022	0.9494512
phosphate + silicate	Pacific	(28.05,28.1]	0.9425014	0.9424719	0.9425309
phosphate + silicate	Pacific	(28.1, Inf]	0.8695493	0.8262973	0.9128014
sal + aou	Atlantic	(-Inf,26]	-0.2698078	-0.4127298	-0.1268857
sal + aou	Atlantic	(26,26.5]	-0.3453633	-0.3692261	-0.3215005
sal + aou	Atlantic	(26.5,26.75]	-0.3991974	-0.4502664	-0.3481284
sal + aou	Atlantic	(26.75,27]	-0.2868111	-0.3921611	-0.1814611
sal + aou	Atlantic	(27,27.25]	-0.2296497	-0.3853990	-0.0739004
sal + aou	Atlantic	(27.25,27.5]	-0.2388381	-0.3403793	-0.1372969
sal + aou	Atlantic	(27.5,27.75]	-0.2977175	-0.3026371	-0.2927979
sal + aou	Atlantic	(27.75,27.85]	-0.1818690	-0.2227440	-0.1409941
sal + aou	Atlantic	(27.85,27.95]	-0.2211623	-0.3050528	-0.1372718
sal + aou	Atlantic	(27.95,28.05]	-0.4121971	-0.5011559	-0.3232383
sal + aou	Atlantic	(28.05,28.1]	-0.6639664	-0.6876136	-0.6403192
sal + aou	Atlantic	(28.1,28.15]	-0.7785538	-0.7861353	-0.7709723
sal + aou	Atlantic	(28.15,28.2]	-0.8813378	-0.8855819	-0.8770937
sal + aou	Atlantic	(28.2, Inf]	-0.4123217	-0.6189666	-0.2056767
sal + aou	Indian	(-Inf,26]	-0.6660719	-0.8374171	-0.4947267
sal + aou	Indian	(26,26.5]	-0.6061592	-0.7898674	-0.4224511
sal + aou	Indian	(26.5,26.75]	-0.1046597	-0.2243953	0.0150759
sal + aou	Indian	(26.75,27]	0.4623241	0.3269309	0.5977172
sal + aou	Indian	(27,27.25]	0.8598961	0.8389156	0.8808766
sal + aou	Indian	(27.25,27.5]	0.9232431	0.8752035	0.9712827
sal + aou	Indian	(27.5,27.75]	0.9209707	0.8773602	0.9645812
sal + aou	Indian	(27.75,27.85]	0.9526589	0.9438227	0.9614952
sal + aou	Indian	(27.85,27.95]	0.9162221	0.9082500	0.9241943
sal + aou	Indian	(27.95,28.05]	0.6965609	0.6541835	0.7389383
sal + aou	Indian	(28.05,28.1]	0.1368683	0.0264103	0.2473264
sal + aou	Indian	(28.1, Inf]	0.6231306	0.5978888	0.6483725
sal + aou	Pacific	(-Inf,26]	-0.0541949	-0.0600938	-0.0482960
sal + aou	Pacific	(26,26.5]	0.1292322	-0.0627667	0.3212312
sal + aou	Pacific	(26.5,26.75]	0.3361280	0.2060776	0.4661785
sal + aou	Pacific	(26.75,27]	-0.0138037	-0.1393649	0.1117575
sal + aou	Pacific	(27,27.25]	-0.1768336	-0.2200742	-0.1335929
sal + aou	Pacific	(27.25,27.5]	0.1211726	0.0401854	0.2021597
sal + aou	Pacific	(27.5,27.75]	0.1379013	0.0064570	0.2693457
sal + aou	Pacific	(27.75,27.85]	-0.1105421	-0.2380353	0.0169512
sal + aou	Pacific	(27.85,27.95]	-0.3016750	-0.4656609	-0.1376890
sal + aou	Pacific	(27.95,28.05]	-0.5195468	-0.7699399	-0.2691536
sal + aou	Pacific	(28.05,28.1]	-0.6065577	-0.8859774	-0.3271381
sal + aou	Pacific	(28.1, Inf]	-0.3251574	-0.7265786	0.0762639
sal + nitrate	Atlantic	(-Inf,26]	-0.3265777	-0.3824097	-0.2707456
sal + nitrate	Atlantic	(26,26.5]	-0.5018522	-0.5055274	-0.4981769
sal + nitrate	Atlantic	(26.5,26.75]	-0.5946192	-0.6493093	-0.5399292
sal + nitrate	Atlantic	(26.75,27]	-0.5636201	-0.6358951	-0.4913451
sal + nitrate	Atlantic	(27,27.25]	-0.5946412	-0.6629615	-0.5263209
sal + nitrate	Atlantic	(27.25,27.5]	-0.6693580	-0.6980262	-0.6406898
sal + nitrate	Atlantic	(27.5,27.75]	-0.6599413	-0.6883971	-0.6314855
sal + nitrate	Atlantic	(27.75,27.85]	-0.5337404	-0.5768482	-0.4906326
sal + nitrate	Atlantic	(27.85,27.95]	-0.5518130	-0.6164253	-0.4872007
sal + nitrate	Atlantic	(27.95,28.05]	-0.7152387	-0.7610492	-0.6694281
sal + nitrate	Atlantic	(28.05,28.1]	-0.8369106	-0.8450937	-0.8287276
sal + nitrate	Atlantic	(28.1,28.15]	-0.8753202	-0.8800367	-0.8706036
sal + nitrate	Atlantic	(28.15,28.2]	-0.9334431	-0.9358865	-0.9309997
sal + nitrate	Atlantic	(28.2, Inf]	-0.8517616	-0.9087474	-0.7947759
sal + nitrate	Indian	(-Inf,26]	-0.7059537	-0.8529934	-0.5589140
sal + nitrate	Indian	(26,26.5]	-0.7184103	-0.8571723	-0.5796482
sal + nitrate	Indian	(26.5,26.75]	-0.3641145	-0.5187901	-0.2094389
sal + nitrate	Indian	(26.75,27]	0.0423565	-0.1938094	0.2785224
sal + nitrate	Indian	(27,27.25]	0.4278240	0.3654530	0.4901950
sal + nitrate	Indian	(27.25,27.5]	0.6761175	0.5800742	0.7721608
sal + nitrate	Indian	(27.5,27.75]	0.7451799	0.6621688	0.8281909
sal + nitrate	Indian	(27.75,27.85]	0.7572510	0.7014659	0.8130361
sal + nitrate	Indian	(27.85,27.95]	0.5977269	0.5839838	0.6114700
sal + nitrate	Indian	(27.95,28.05]	0.1275703	0.0552447	0.1998959
sal + nitrate	Indian	(28.05,28.1]	-0.2962242	-0.2967969	-0.2956515
sal + nitrate	Indian	(28.1, Inf]	-0.1598269	-0.2242161	-0.0954377
sal + nitrate	Pacific	(-Inf,26]	-0.3538684	-0.4184846	-0.2892521
sal + nitrate	Pacific	(26,26.5]	-0.2623114	-0.4812595	-0.0433633
sal + nitrate	Pacific	(26.5,26.75]	-0.1826955	-0.3822290	0.0168380
sal + nitrate	Pacific	(26.75,27]	-0.3606821	-0.4719504	-0.2494139
sal + nitrate	Pacific	(27,27.25]	-0.2912289	-0.3462661	-0.2361917
sal + nitrate	Pacific	(27.25,27.5]	0.0996151	0.0066765	0.1925538
sal + nitrate	Pacific	(27.5,27.75]	0.1194741	-0.0042354	0.2431835
sal + nitrate	Pacific	(27.75,27.85]	-0.1291421	-0.2340242	-0.0242601
sal + nitrate	Pacific	(27.85,27.95]	-0.3264653	-0.4795457	-0.1733849
sal + nitrate	Pacific	(27.95,28.05]	-0.5841493	-0.7921801	-0.3761185
sal + nitrate	Pacific	(28.05,28.1]	-0.6863333	-0.9160637	-0.4566029
sal + nitrate	Pacific	(28.1, Inf]	-0.4375041	-0.8220870	-0.0529212
sal + oxygen	Atlantic	(-Inf,26]	0.0037544	-0.1255516	0.1330604
sal + oxygen	Atlantic	(26,26.5]	0.0603123	0.0036056	0.1170190
sal + oxygen	Atlantic	(26.5,26.75]	0.1522688	0.1228648	0.1816728
sal + oxygen	Atlantic	(26.75,27]	0.0108561	-0.1067339	0.1284461
sal + oxygen	Atlantic	(27,27.25]	-0.0667041	-0.2281307	0.0947224
sal + oxygen	Atlantic	(27.25,27.5]	-0.1023995	-0.2224409	0.0176418
sal + oxygen	Atlantic	(27.5,27.75]	-0.0584894	-0.0921226	-0.0248563
sal + oxygen	Atlantic	(27.75,27.85]	-0.1445834	-0.1726735	-0.1164934
sal + oxygen	Atlantic	(27.85,27.95]	-0.0446191	-0.1236614	0.0344233
sal + oxygen	Atlantic	(27.95,28.05]	0.1647952	0.0640327	0.2655577
sal + oxygen	Atlantic	(28.05,28.1]	0.4802500	0.4403897	0.5201104
sal + oxygen	Atlantic	(28.1,28.15]	0.6733163	0.6657897	0.6808429
sal + oxygen	Atlantic	(28.15,28.2]	0.8369474	0.8325113	0.8413835
sal + oxygen	Atlantic	(28.2, Inf]	0.2510892	0.0039013	0.4982772
sal + oxygen	Indian	(-Inf,26]	0.6568111	0.4750325	0.8385897
sal + oxygen	Indian	(26,26.5]	0.5509007	0.3550231	0.7467783
sal + oxygen	Indian	(26.5,26.75]	0.0153321	-0.0880365	0.1187008
sal + oxygen	Indian	(26.75,27]	-0.5662868	-0.6641765	-0.4683971
sal + oxygen	Indian	(27,27.25]	-0.9048788	-0.9300994	-0.8796582
sal + oxygen	Indian	(27.25,27.5]	-0.9448058	-0.9849819	-0.9046298
sal + oxygen	Indian	(27.5,27.75]	-0.9302889	-0.9625544	-0.8980233
sal + oxygen	Indian	(27.75,27.85]	-0.9567157	-0.9642221	-0.9492093
sal + oxygen	Indian	(27.85,27.95]	-0.9363739	-0.9443087	-0.9284390
sal + oxygen	Indian	(27.95,28.05]	-0.7788735	-0.8205589	-0.7371881
sal + oxygen	Indian	(28.05,28.1]	-0.2638506	-0.4070348	-0.1206664
sal + oxygen	Indian	(28.1, Inf]	-0.7298986	-0.7570455	-0.7027517
sal + oxygen	Pacific	(-Inf,26]	-0.3422300	-0.3889372	-0.2955228
sal + oxygen	Pacific	(26,26.5]	-0.3188823	-0.4702035	-0.1675612
sal + oxygen	Pacific	(26.5,26.75]	-0.5159733	-0.6089298	-0.4230169
sal + oxygen	Pacific	(26.75,27]	-0.1988761	-0.3242529	-0.0734993
sal + oxygen	Pacific	(27,27.25]	0.0743055	0.0254020	0.1232090
sal + oxygen	Pacific	(27.25,27.5]	-0.1987043	-0.2845763	-0.1128323
sal + oxygen	Pacific	(27.5,27.75]	-0.2014795	-0.3475881	-0.0553710
sal + oxygen	Pacific	(27.75,27.85]	0.0550310	-0.0802116	0.1902737
sal + oxygen	Pacific	(27.85,27.95]	0.2540925	0.0709514	0.4372336
sal + oxygen	Pacific	(27.95,28.05]	0.4797479	0.1915203	0.7679755
sal + oxygen	Pacific	(28.05,28.1]	0.5573260	0.2348264	0.8798257
sal + oxygen	Pacific	(28.1, Inf]	0.2664542	-0.1445811	0.6774894
sal + phosphate	Atlantic	(-Inf,26]	-0.5886118	-0.6533297	-0.5238939
sal + phosphate	Atlantic	(26,26.5]	-0.6966631	-0.7101659	-0.6831603
sal + phosphate	Atlantic	(26.5,26.75]	-0.7170164	-0.7667997	-0.6672331
sal + phosphate	Atlantic	(26.75,27]	-0.6795819	-0.7441010	-0.6150628
sal + phosphate	Atlantic	(27,27.25]	-0.6907491	-0.7476600	-0.6338383
sal + phosphate	Atlantic	(27.25,27.5]	-0.7371422	-0.7633364	-0.7109480
sal + phosphate	Atlantic	(27.5,27.75]	-0.7130452	-0.7359501	-0.6901404
sal + phosphate	Atlantic	(27.75,27.85]	-0.5867809	-0.6227965	-0.5507653
sal + phosphate	Atlantic	(27.85,27.95]	-0.5794871	-0.6402502	-0.5187240
sal + phosphate	Atlantic	(27.95,28.05]	-0.7229080	-0.7697492	-0.6760668
sal + phosphate	Atlantic	(28.05,28.1]	-0.8476405	-0.8568366	-0.8384444
sal + phosphate	Atlantic	(28.1,28.15]	-0.8862845	-0.8905682	-0.8820007
sal + phosphate	Atlantic	(28.15,28.2]	-0.9350589	-0.9388352	-0.9312825
sal + phosphate	Atlantic	(28.2, Inf]	-0.8543485	-0.9116516	-0.7970453
sal + phosphate	Indian	(-Inf,26]	-0.6650672	-0.8426237	-0.4875106
sal + phosphate	Indian	(26,26.5]	-0.6501672	-0.8498724	-0.4504620
sal + phosphate	Indian	(26.5,26.75]	-0.2989782	-0.5097728	-0.0881837
sal + phosphate	Indian	(26.75,27]	0.1202299	-0.1656710	0.4061309
sal + phosphate	Indian	(27,27.25]	0.5538584	0.4167581	0.6909586
sal + phosphate	Indian	(27.25,27.5]	0.7966054	0.7797114	0.8134993
sal + phosphate	Indian	(27.5,27.75]	0.8566487	0.8192144	0.8940831
sal + phosphate	Indian	(27.75,27.85]	0.8459144	0.7972707	0.8945581
sal + phosphate	Indian	(27.85,27.95]	0.6584441	0.6152182	0.7016701
sal + phosphate	Indian	(27.95,28.05]	0.1846461	0.1030259	0.2662664
sal + phosphate	Indian	(28.05,28.1]	-0.2660748	-0.2838357	-0.2483139
sal + phosphate	Indian	(28.1, Inf]	-0.1513979	-0.2424163	-0.0603794
sal + phosphate	Pacific	(-Inf,26]	-0.2594006	-0.3171288	-0.2016725
sal + phosphate	Pacific	(26,26.5]	-0.2217662	-0.4216665	-0.0218660
sal + phosphate	Pacific	(26.5,26.75]	-0.1667291	-0.3642936	0.0308354
sal + phosphate	Pacific	(26.75,27]	-0.3806632	-0.4897541	-0.2715723
sal + phosphate	Pacific	(27,27.25]	-0.3026180	-0.3544977	-0.2507383
sal + phosphate	Pacific	(27.25,27.5]	0.0857108	-0.0025517	0.1739733
sal + phosphate	Pacific	(27.5,27.75]	0.1219738	-0.0010228	0.2449705
sal + phosphate	Pacific	(27.75,27.85]	-0.1167974	-0.2255883	-0.0080064
sal + phosphate	Pacific	(27.85,27.95]	-0.3337654	-0.4832289	-0.1843019
sal + phosphate	Pacific	(27.95,28.05]	-0.5977917	-0.8005285	-0.3950550
sal + phosphate	Pacific	(28.05,28.1]	-0.7012379	-0.9181828	-0.4842931
sal + phosphate	Pacific	(28.1, Inf]	-0.4728712	-0.8232622	-0.1224802
sal + silicate	Atlantic	(-Inf,26]	-0.6145806	-0.6249252	-0.6042359
sal + silicate	Atlantic	(26,26.5]	-0.6800611	-0.6981262	-0.6619960
sal + silicate	Atlantic	(26.5,26.75]	-0.6761900	-0.7328001	-0.6195799
sal + silicate	Atlantic	(26.75,27]	-0.6360377	-0.7022852	-0.5697901
sal + silicate	Atlantic	(27,27.25]	-0.6687887	-0.7212010	-0.6163764
sal + silicate	Atlantic	(27.25,27.5]	-0.7611879	-0.7673904	-0.7549854
sal + silicate	Atlantic	(27.5,27.75]	-0.7228887	-0.7400867	-0.7056907
sal + silicate	Atlantic	(27.75,27.85]	-0.5826142	-0.6076666	-0.5575618
sal + silicate	Atlantic	(27.85,27.95]	-0.6370261	-0.6811749	-0.5928774
sal + silicate	Atlantic	(27.95,28.05]	-0.7501156	-0.7884292	-0.7118021
sal + silicate	Atlantic	(28.05,28.1]	-0.8390143	-0.8470553	-0.8309732
sal + silicate	Atlantic	(28.1,28.15]	-0.8740520	-0.8787304	-0.8693735
sal + silicate	Atlantic	(28.15,28.2]	-0.9043500	-0.9072822	-0.9014179
sal + silicate	Atlantic	(28.2, Inf]	-0.7639860	-0.8673967	-0.6605753
sal + silicate	Indian	(-Inf,26]	-0.8030394	-0.8800739	-0.7260049
sal + silicate	Indian	(26,26.5]	-0.7432174	-0.8511223	-0.6353125
sal + silicate	Indian	(26.5,26.75]	-0.2515965	-0.3018543	-0.2013386
sal + silicate	Indian	(26.75,27]	0.3153213	0.1869259	0.4437167
sal + silicate	Indian	(27,27.25]	0.6120298	0.6103791	0.6136804
sal + silicate	Indian	(27.25,27.5]	0.6936313	0.5970856	0.7901771
sal + silicate	Indian	(27.5,27.75]	0.7145691	0.5907815	0.8383567
sal + silicate	Indian	(27.75,27.85]	0.7929908	0.7654959	0.8204857
sal + silicate	Indian	(27.85,27.95]	0.6877876	0.6531662	0.7224090
sal + silicate	Indian	(27.95,28.05]	0.3681206	0.3417422	0.3944990
sal + silicate	Indian	(28.05,28.1]	-0.0747104	-0.1355049	-0.0139159
sal + silicate	Indian	(28.1, Inf]	-0.1554808	-0.1674370	-0.1435246
sal + silicate	Pacific	(-Inf,26]	-0.6370739	-0.6901065	-0.5840413
sal + silicate	Pacific	(26,26.5]	-0.6283148	-0.7147194	-0.5419102
sal + silicate	Pacific	(26.5,26.75]	-0.7035489	-0.7541778	-0.6529201
sal + silicate	Pacific	(26.75,27]	-0.7438655	-0.7557038	-0.7320271
sal + silicate	Pacific	(27,27.25]	-0.5481760	-0.5537975	-0.5425545
sal + silicate	Pacific	(27.25,27.5]	-0.1924568	-0.2120785	-0.1728351
sal + silicate	Pacific	(27.5,27.75]	-0.0156341	-0.0587183	0.0274500
sal + silicate	Pacific	(27.75,27.85]	-0.1639344	-0.2688494	-0.0590194
sal + silicate	Pacific	(27.85,27.95]	-0.3120241	-0.4404905	-0.1835577
sal + silicate	Pacific	(27.95,28.05]	-0.4961400	-0.6750252	-0.3172549
sal + silicate	Pacific	(28.05,28.1]	-0.6259431	-0.8220949	-0.4297914
sal + silicate	Pacific	(28.1, Inf]	-0.4130321	-0.8456673	0.0196031
sal + temp	Atlantic	(-Inf,26]	0.7834676	0.7761862	0.7907490
sal + temp	Atlantic	(26,26.5]	0.9593157	0.9552733	0.9633581
sal + temp	Atlantic	(26.5,26.75]	0.9776481	0.9772815	0.9780147
sal + temp	Atlantic	(26.75,27]	0.9715551	0.9680948	0.9750155
sal + temp	Atlantic	(27,27.25]	0.9769886	0.9767858	0.9771914
sal + temp	Atlantic	(27.25,27.5]	0.9764959	0.9759268	0.9770650
sal + temp	Atlantic	(27.5,27.75]	0.9672190	0.9645853	0.9698527
sal + temp	Atlantic	(27.75,27.85]	0.9796538	0.9767496	0.9825581
sal + temp	Atlantic	(27.85,27.95]	0.9597966	0.9568537	0.9627396
sal + temp	Atlantic	(27.95,28.05]	0.9453273	0.9423983	0.9482563
sal + temp	Atlantic	(28.05,28.1]	0.9723763	0.9687402	0.9760125
sal + temp	Atlantic	(28.1,28.15]	0.9675048	0.9608448	0.9741648
sal + temp	Atlantic	(28.15,28.2]	0.8078796	0.7044431	0.9113161
sal + temp	Atlantic	(28.2, Inf]	0.5746712	0.3919828	0.7573596
sal + temp	Indian	(-Inf,26]	0.2305300	0.1707451	0.2903150
sal + temp	Indian	(26,26.5]	0.8675881	0.8448605	0.8903157
sal + temp	Indian	(26.5,26.75]	0.9610902	0.9571815	0.9649989
sal + temp	Indian	(26.75,27]	0.9742832	0.9664585	0.9821078
sal + temp	Indian	(27,27.25]	0.9641338	0.9605066	0.9677610
sal + temp	Indian	(27.25,27.5]	0.9483193	0.9356618	0.9609767
sal + temp	Indian	(27.5,27.75]	0.9075173	0.8811779	0.9338568
sal + temp	Indian	(27.75,27.85]	0.9383655	0.9315609	0.9451701
sal + temp	Indian	(27.85,27.95]	0.9475692	0.9334388	0.9616996
sal + temp	Indian	(27.95,28.05]	0.9517520	0.9412955	0.9622084
sal + temp	Indian	(28.05,28.1]	0.9278551	0.9024881	0.9532221
sal + temp	Indian	(28.1, Inf]	0.9280840	0.9202266	0.9359415
sal + temp	Pacific	(-Inf,26]	0.7150656	0.7132375	0.7168938
sal + temp	Pacific	(26,26.5]	0.9512839	0.9511574	0.9514104
sal + temp	Pacific	(26.5,26.75]	0.9791887	0.9788294	0.9795481
sal + temp	Pacific	(26.75,27]	0.9771785	0.9758112	0.9785458
sal + temp	Pacific	(27,27.25]	0.9432889	0.9387957	0.9477820
sal + temp	Pacific	(27.25,27.5]	0.8315870	0.8127585	0.8504155
sal + temp	Pacific	(27.5,27.75]	0.6690454	0.5696932	0.7683975
sal + temp	Pacific	(27.75,27.85]	0.7867448	0.7440024	0.8294873
sal + temp	Pacific	(27.85,27.95]	0.6534919	0.5555784	0.7514053
sal + temp	Pacific	(27.95,28.05]	0.4692059	0.2555738	0.6828379
sal + temp	Pacific	(28.05,28.1]	0.3937476	0.1574526	0.6300426
sal + temp	Pacific	(28.1, Inf]	0.0094146	-0.3076175	0.3264467
temp + aou	Atlantic	(-Inf,26]	-0.3382975	-0.4860961	-0.1904990
temp + aou	Atlantic	(26,26.5]	-0.3418115	-0.3614743	-0.3221488
temp + aou	Atlantic	(26.5,26.75]	-0.3627484	-0.4117851	-0.3137117
temp + aou	Atlantic	(26.75,27]	-0.2077226	-0.3291531	-0.0862920
temp + aou	Atlantic	(27,27.25]	-0.1428287	-0.2924192	0.0067618
temp + aou	Atlantic	(27.25,27.5]	-0.1828385	-0.2895548	-0.0761222
temp + aou	Atlantic	(27.5,27.75]	-0.2505396	-0.2516648	-0.2494144
temp + aou	Atlantic	(27.75,27.85]	-0.1507380	-0.2090599	-0.0924161
temp + aou	Atlantic	(27.85,27.95]	-0.1632520	-0.2597888	-0.0667151
temp + aou	Atlantic	(27.95,28.05]	-0.3734685	-0.4173234	-0.3296137
temp + aou	Atlantic	(28.05,28.1]	-0.5482429	-0.5570991	-0.5393867
temp + aou	Atlantic	(28.1,28.15]	-0.6303294	-0.6578351	-0.6028237
temp + aou	Atlantic	(28.15,28.2]	-0.5922638	-0.7093584	-0.4751692
temp + aou	Atlantic	(28.2, Inf]	0.2594666	0.1912891	0.3276441
temp + aou	Indian	(-Inf,26]	-0.3789406	-0.4586610	-0.2992203
temp + aou	Indian	(26,26.5]	-0.4665207	-0.5596684	-0.3733731
temp + aou	Indian	(26.5,26.75]	-0.0625976	-0.1575666	0.0323715
temp + aou	Indian	(26.75,27]	0.3669847	0.2195374	0.5144321
temp + aou	Indian	(27,27.25]	0.7784308	0.7733556	0.7835061
temp + aou	Indian	(27.25,27.5]	0.8673277	0.8610609	0.8735945
temp + aou	Indian	(27.5,27.75]	0.9028841	0.9018725	0.9038957
temp + aou	Indian	(27.75,27.85]	0.9459450	0.9400533	0.9518367
temp + aou	Indian	(27.85,27.95]	0.9098389	0.8888575	0.9308202
temp + aou	Indian	(27.95,28.05]	0.7439544	0.6920306	0.7958783
temp + aou	Indian	(28.05,28.1]	0.3836520	0.3183193	0.4489846
temp + aou	Indian	(28.1, Inf]	0.7857132	0.7825580	0.7888685
temp + aou	Pacific	(-Inf,26]	-0.2369088	-0.2408733	-0.2329443
temp + aou	Pacific	(26,26.5]	0.0567302	-0.1136654	0.2271257
temp + aou	Pacific	(26.5,26.75]	0.3497539	0.2420937	0.4574140
temp + aou	Pacific	(26.75,27]	-0.0123949	-0.1291921	0.1044023
temp + aou	Pacific	(27,27.25]	-0.2211743	-0.2478307	-0.1945178
temp + aou	Pacific	(27.25,27.5]	0.0467232	-0.0454210	0.1388674
temp + aou	Pacific	(27.5,27.75]	0.1715610	0.0250215	0.3181005
temp + aou	Pacific	(27.75,27.85]	0.0677715	-0.0423746	0.1779175
temp + aou	Pacific	(27.85,27.95]	0.0234576	-0.1375644	0.1844796
temp + aou	Pacific	(27.95,28.05]	0.0092038	-0.2481441	0.2665517
temp + aou	Pacific	(28.05,28.1]	0.1315358	-0.1505117	0.4135832
temp + aou	Pacific	(28.1, Inf]	0.8223748	0.7945163	0.8502332
temp + nitrate	Atlantic	(-Inf,26]	-0.3185055	-0.3759811	-0.2610300
temp + nitrate	Atlantic	(26,26.5]	-0.5182220	-0.5191782	-0.5172657
temp + nitrate	Atlantic	(26.5,26.75]	-0.5564168	-0.6112105	-0.5016232
temp + nitrate	Atlantic	(26.75,27]	-0.4694415	-0.5636100	-0.3752729
temp + nitrate	Atlantic	(27,27.25]	-0.4980722	-0.5660923	-0.4300520
temp + nitrate	Atlantic	(27.25,27.5]	-0.6071522	-0.6397468	-0.5745576
temp + nitrate	Atlantic	(27.5,27.75]	-0.6179993	-0.6542206	-0.5817780
temp + nitrate	Atlantic	(27.75,27.85]	-0.5243014	-0.5828792	-0.4657235
temp + nitrate	Atlantic	(27.85,27.95]	-0.5279088	-0.6034369	-0.4523806
temp + nitrate	Atlantic	(27.95,28.05]	-0.6853094	-0.7022753	-0.6683435
temp + nitrate	Atlantic	(28.05,28.1]	-0.7549074	-0.7562107	-0.7536042
temp + nitrate	Atlantic	(28.1,28.15]	-0.7579262	-0.7784229	-0.7374296
temp + nitrate	Atlantic	(28.15,28.2]	-0.6465653	-0.7595136	-0.5336169
temp + nitrate	Atlantic	(28.2, Inf]	-0.2289799	-0.3236218	-0.1343380
temp + nitrate	Indian	(-Inf,26]	-0.4252919	-0.4999871	-0.3505966
temp + nitrate	Indian	(26,26.5]	-0.5876048	-0.6473205	-0.5278891
temp + nitrate	Indian	(26.5,26.75]	-0.3271416	-0.4592781	-0.1950052
temp + nitrate	Indian	(26.75,27]	-0.0638324	-0.3017833	0.1741184
temp + nitrate	Indian	(27,27.25]	0.2814812	0.1764295	0.3865328
temp + nitrate	Indian	(27.25,27.5]	0.5462193	0.5441193	0.5483192
temp + nitrate	Indian	(27.5,27.75]	0.7260248	0.7035594	0.7484903
temp + nitrate	Indian	(27.75,27.85]	0.7797123	0.7475475	0.8118771
temp + nitrate	Indian	(27.85,27.95]	0.6022335	0.5889470	0.6155200
temp + nitrate	Indian	(27.95,28.05]	0.2101296	0.1540281	0.2662312
temp + nitrate	Indian	(28.05,28.1]	-0.0259244	-0.0761370	0.0242882
temp + nitrate	Indian	(28.1, Inf]	0.0459347	-0.0628323	0.1547016
temp + nitrate	Pacific	(-Inf,26]	-0.4862102	-0.5246441	-0.4477764
temp + nitrate	Pacific	(26,26.5]	-0.3529834	-0.5495911	-0.1563757
temp + nitrate	Pacific	(26.5,26.75]	-0.1878744	-0.3702946	-0.0054541
temp + nitrate	Pacific	(26.75,27]	-0.3758611	-0.4845656	-0.2671565
temp + nitrate	Pacific	(27,27.25]	-0.3629069	-0.4033366	-0.3224772
temp + nitrate	Pacific	(27.25,27.5]	-0.0215358	-0.1236841	0.0806124
temp + nitrate	Pacific	(27.5,27.75]	0.1361325	-0.0063237	0.2785886
temp + nitrate	Pacific	(27.75,27.85]	0.0435421	-0.0490995	0.1361837
temp + nitrate	Pacific	(27.85,27.95]	0.0025357	-0.1536470	0.1587183
temp + nitrate	Pacific	(27.95,28.05]	-0.0530553	-0.2675174	0.1614068
temp + nitrate	Pacific	(28.05,28.1]	0.0448332	-0.1971402	0.2868067
temp + nitrate	Pacific	(28.1, Inf]	0.6328411	0.5978404	0.6678418
temp + oxygen	Atlantic	(-Inf,26]	0.0152797	-0.1120526	0.1426120
temp + oxygen	Atlantic	(26,26.5]	0.0411605	-0.0156636	0.0979847
temp + oxygen	Atlantic	(26.5,26.75]	0.1020948	0.0770415	0.1271481
temp + oxygen	Atlantic	(26.75,27]	-0.0824268	-0.2151657	0.0503121
temp + oxygen	Atlantic	(27,27.25]	-0.1628742	-0.3139908	-0.0117576
temp + oxygen	Atlantic	(27.25,27.5]	-0.1673793	-0.2905220	-0.0442366
temp + oxygen	Atlantic	(27.5,27.75]	-0.1209962	-0.1507432	-0.0912492
temp + oxygen	Atlantic	(27.75,27.85]	-0.1853284	-0.2308899	-0.1397670
temp + oxygen	Atlantic	(27.85,27.95]	-0.1174750	-0.2080528	-0.0268972
temp + oxygen	Atlantic	(27.95,28.05]	0.1044683	0.0512506	0.1576861
temp + oxygen	Atlantic	(28.05,28.1]	0.3416181	0.3186815	0.3645546
temp + oxygen	Atlantic	(28.1,28.15]	0.5029891	0.4736800	0.5322981
temp + oxygen	Atlantic	(28.15,28.2]	0.5064003	0.3738262	0.6389744
temp + oxygen	Atlantic	(28.2, Inf]	-0.4446838	-0.5213518	-0.3680159
temp + oxygen	Indian	(-Inf,26]	0.2784026	0.2017340	0.3550712
temp + oxygen	Indian	(26,26.5]	0.3932256	0.2959624	0.4904888
temp + oxygen	Indian	(26.5,26.75]	-0.0302067	-0.1084817	0.0480682
temp + oxygen	Indian	(26.75,27]	-0.4791441	-0.5896472	-0.3686409
temp + oxygen	Indian	(27,27.25]	-0.8421972	-0.8457497	-0.8386447
temp + oxygen	Indian	(27.25,27.5]	-0.9084183	-0.9123083	-0.9045284
temp + oxygen	Indian	(27.5,27.75]	-0.9351753	-0.9357241	-0.9346265
temp + oxygen	Indian	(27.75,27.85]	-0.9667466	-0.9695065	-0.9639867
temp + oxygen	Indian	(27.85,27.95]	-0.9440864	-0.9599004	-0.9282724
temp + oxygen	Indian	(27.95,28.05]	-0.8287447	-0.8756506	-0.7818387
temp + oxygen	Indian	(28.05,28.1]	-0.5032882	-0.5958636	-0.4107129
temp + oxygen	Indian	(28.1, Inf]	-0.8731533	-0.8755376	-0.8707690
temp + oxygen	Pacific	(-Inf,26]	-0.2739919	-0.3482327	-0.1997511
temp + oxygen	Pacific	(26,26.5]	-0.2590676	-0.3892951	-0.1288401
temp + oxygen	Pacific	(26.5,26.75]	-0.5345425	-0.6065830	-0.4625020
temp + oxygen	Pacific	(26.75,27]	-0.2059235	-0.3226628	-0.0891841
temp + oxygen	Pacific	(27,27.25]	0.1136962	0.0817336	0.1456588
temp + oxygen	Pacific	(27.25,27.5]	-0.1399694	-0.2370380	-0.0429007
temp + oxygen	Pacific	(27.5,27.75]	-0.2639047	-0.4196589	-0.1081505
temp + oxygen	Pacific	(27.75,27.85]	-0.1366427	-0.2515667	-0.0217186
temp + oxygen	Pacific	(27.85,27.95]	-0.0921866	-0.2662797	0.0819066
temp + oxygen	Pacific	(27.95,28.05]	-0.0796810	-0.3604968	0.2011349
temp + oxygen	Pacific	(28.05,28.1]	-0.1890777	-0.5018142	0.1236588
temp + oxygen	Pacific	(28.1, Inf]	-0.8726531	-0.9080992	-0.8372070
temp + phosphate	Atlantic	(-Inf,26]	-0.4845291	-0.5286072	-0.4404510
temp + phosphate	Atlantic	(26,26.5]	-0.6799041	-0.6894327	-0.6703755
temp + phosphate	Atlantic	(26.5,26.75]	-0.6743620	-0.7243496	-0.6243744
temp + phosphate	Atlantic	(26.75,27]	-0.5859452	-0.6729418	-0.4989487
temp + phosphate	Atlantic	(27,27.25]	-0.5980431	-0.6564099	-0.5396762
temp + phosphate	Atlantic	(27.25,27.5]	-0.6803901	-0.7102702	-0.6505101
temp + phosphate	Atlantic	(27.5,27.75]	-0.6733946	-0.7041769	-0.6426123
temp + phosphate	Atlantic	(27.75,27.85]	-0.5780157	-0.6290271	-0.5270043
temp + phosphate	Atlantic	(27.85,27.95]	-0.5538389	-0.6261097	-0.4815681
temp + phosphate	Atlantic	(27.95,28.05]	-0.6949787	-0.7127335	-0.6772239
temp + phosphate	Atlantic	(28.05,28.1]	-0.7669481	-0.7671134	-0.7667829
temp + phosphate	Atlantic	(28.1,28.15]	-0.7729121	-0.7925815	-0.7532428
temp + phosphate	Atlantic	(28.15,28.2]	-0.6510312	-0.7619834	-0.5400790
temp + phosphate	Atlantic	(28.2, Inf]	-0.2323683	-0.3248892	-0.1398474
temp + phosphate	Indian	(-Inf,26]	-0.4020141	-0.4545490	-0.3494792
temp + phosphate	Indian	(26,26.5]	-0.5320685	-0.6460312	-0.4181059
temp + phosphate	Indian	(26.5,26.75]	-0.2677873	-0.4476395	-0.0879351
temp + phosphate	Indian	(26.75,27]	0.0072630	-0.2716522	0.2861783
temp + phosphate	Indian	(27,27.25]	0.4024766	0.2343487	0.5706045
temp + phosphate	Indian	(27.25,27.5]	0.6653978	0.6025593	0.7282363
temp + phosphate	Indian	(27.5,27.75]	0.8133339	0.8018587	0.8248091
temp + phosphate	Indian	(27.75,27.85]	0.8024282	0.7711963	0.8336600
temp + phosphate	Indian	(27.85,27.95]	0.6201682	0.6113873	0.6289492
temp + phosphate	Indian	(27.95,28.05]	0.2517946	0.1928196	0.3107696
temp + phosphate	Indian	(28.05,28.1]	0.0044545	-0.0582469	0.0671559
temp + phosphate	Indian	(28.1, Inf]	0.0575256	-0.0746457	0.1896968
temp + phosphate	Pacific	(-Inf,26]	-0.4121512	-0.4427077	-0.3815948
temp + phosphate	Pacific	(26,26.5]	-0.3123881	-0.4926115	-0.1321646
temp + phosphate	Pacific	(26.5,26.75]	-0.1773048	-0.3588343	0.0042247
temp + phosphate	Pacific	(26.75,27]	-0.3964158	-0.4983439	-0.2944878
temp + phosphate	Pacific	(27,27.25]	-0.3674768	-0.4036482	-0.3313055
temp + phosphate	Pacific	(27.25,27.5]	-0.0287848	-0.1257840	0.0682143
temp + phosphate	Pacific	(27.5,27.75]	0.1432355	0.0025011	0.2839699
temp + phosphate	Pacific	(27.75,27.85]	0.0510076	-0.0453966	0.1474117
temp + phosphate	Pacific	(27.85,27.95]	-0.0059273	-0.1528569	0.1410022
temp + phosphate	Pacific	(27.95,28.05]	-0.0642376	-0.2723950	0.1439198
temp + phosphate	Pacific	(28.05,28.1]	0.0401107	-0.1693268	0.2495481
temp + phosphate	Pacific	(28.1, Inf]	0.6160178	0.5645091	0.6675266
temp + silicate	Atlantic	(-Inf,26]	-0.4705421	-0.5109965	-0.4300877
temp + silicate	Atlantic	(26,26.5]	-0.6623169	-0.6748068	-0.6498270
temp + silicate	Atlantic	(26.5,26.75]	-0.6548309	-0.7095669	-0.6000948
temp + silicate	Atlantic	(26.75,27]	-0.5772803	-0.6595264	-0.4950343
temp + silicate	Atlantic	(27,27.25]	-0.6070436	-0.6547236	-0.5593637
temp + silicate	Atlantic	(27.25,27.5]	-0.7508461	-0.7583017	-0.7433905
temp + silicate	Atlantic	(27.5,27.75]	-0.7387177	-0.7637136	-0.7137219
temp + silicate	Atlantic	(27.75,27.85]	-0.6132044	-0.6481646	-0.5782443
temp + silicate	Atlantic	(27.85,27.95]	-0.6405259	-0.6923492	-0.5887026
temp + silicate	Atlantic	(27.95,28.05]	-0.7304700	-0.7399158	-0.7210241
temp + silicate	Atlantic	(28.05,28.1]	-0.7529260	-0.7549480	-0.7509039
temp + silicate	Atlantic	(28.1,28.15]	-0.7533958	-0.7737037	-0.7330879
temp + silicate	Atlantic	(28.15,28.2]	-0.6000986	-0.7135979	-0.4865993
temp + silicate	Atlantic	(28.2, Inf]	-0.1259093	-0.1596821	-0.0921365
temp + silicate	Indian	(-Inf,26]	-0.5102692	-0.5983221	-0.4222164
temp + silicate	Indian	(26,26.5]	-0.5857551	-0.6054339	-0.5660763
temp + silicate	Indian	(26.5,26.75]	-0.1980495	-0.2265911	-0.1695079
temp + silicate	Indian	(26.75,27]	0.2220192	0.0827470	0.3612914
temp + silicate	Indian	(27,27.25]	0.4854383	0.4432113	0.5276654
temp + silicate	Indian	(27.25,27.5]	0.5637406	0.5485873	0.5788940
temp + silicate	Indian	(27.5,27.75]	0.5689740	0.5395492	0.5983989
temp + silicate	Indian	(27.75,27.85]	0.6615979	0.6057935	0.7174022
temp + silicate	Indian	(27.85,27.95]	0.5803947	0.5649664	0.5958231
temp + silicate	Indian	(27.95,28.05]	0.3610106	0.3495775	0.3724437
temp + silicate	Indian	(28.05,28.1]	0.1790591	0.1676783	0.1904400
temp + silicate	Indian	(28.1, Inf]	-0.0439958	-0.1133054	0.0253137
temp + silicate	Pacific	(-Inf,26]	-0.6236583	-0.6541594	-0.5931572
temp + silicate	Pacific	(26,26.5]	-0.6860834	-0.7488110	-0.6233558
temp + silicate	Pacific	(26.5,26.75]	-0.6952989	-0.7351451	-0.6554528
temp + silicate	Pacific	(26.75,27]	-0.7347202	-0.7452392	-0.7242013
temp + silicate	Pacific	(27,27.25]	-0.5769103	-0.5902147	-0.5636059
temp + silicate	Pacific	(27.25,27.5]	-0.3084864	-0.3453670	-0.2716057
temp + silicate	Pacific	(27.5,27.75]	-0.1492518	-0.2309618	-0.0675419
temp + silicate	Pacific	(27.75,27.85]	-0.0749881	-0.1777551	0.0277789
temp + silicate	Pacific	(27.85,27.95]	-0.1180317	-0.2674687	0.0314052
temp + silicate	Pacific	(27.95,28.05]	-0.1651882	-0.4248204	0.0944440
temp + silicate	Pacific	(28.05,28.1]	0.0294182	-0.1965203	0.2553567
temp + silicate	Pacific	(28.1, Inf]	0.5655180	0.4618668	0.6691691

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
d3cb92d	jens-daniel-mueller	2021-11-08
3879a6d	jens-daniel-mueller	2021-11-08
0e032dc	jens-daniel-mueller	2021-11-04
abcd28f	jens-daniel-mueller	2021-11-02
290c8fc	jens-daniel-mueller	2021-11-02
e02acc9	jens-daniel-mueller	2021-11-01
58da811	jens-daniel-mueller	2021-11-01
2781a97	jens-daniel-mueller	2021-10-29
973192c	jens-daniel-mueller	2021-10-28
f792cd8	jens-daniel-mueller	2021-10-27
22750db	jens-daniel-mueller	2021-10-27
3992e41	jens-daniel-mueller	2021-10-27
f9280c7	jens-daniel-mueller	2021-10-21
bfe90e6	jens-daniel-mueller	2021-10-21
78a956e	jens-daniel-mueller	2021-10-21
1ba14cf	jens-daniel-mueller	2021-10-20
dc0723b	jens-daniel-mueller	2021-10-19
cd0ebd8	jens-daniel-mueller	2021-10-18
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

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

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.5721277	0.5566781	0.5875772
aou	Atlantic	(26,26.5]	-0.1613202	-0.1924795	-0.1301609
aou	Atlantic	(26.5,26.75]	-0.4515246	-0.4602411	-0.4428081
aou	Atlantic	(26.75,27]	-0.4435122	-0.4692537	-0.4177706
aou	Atlantic	(27,27.25]	-0.4714843	-0.5765714	-0.3663972
aou	Atlantic	(27.25,27.5]	-0.5489401	-0.5907116	-0.5071686
aou	Atlantic	(27.5,27.75]	-0.7261852	-0.7300778	-0.7222926
aou	Atlantic	(27.75,27.85]	-0.8041870	-0.8178786	-0.7904954
aou	Atlantic	(27.85,27.95]	-0.8389182	-0.8556490	-0.8221874
aou	Atlantic	(27.95,28.05]	-0.8304089	-0.8475548	-0.8132630
aou	Atlantic	(28.05,28.1]	-0.8566035	-0.8605225	-0.8526845
aou	Atlantic	(28.1,28.15]	-0.8970646	-0.8994419	-0.8946873
aou	Atlantic	(28.15,28.2]	-0.9307105	-0.9335413	-0.9278796
aou	Atlantic	(28.2, Inf]	-0.5775711	-0.7637813	-0.3913608
aou	Indian	(-Inf,26]	-0.6490456	-0.7160685	-0.5820226
aou	Indian	(26,26.5]	-0.9157731	-0.9390124	-0.8925338
aou	Indian	(26.5,26.75]	-0.7428291	-0.8409625	-0.6446958
aou	Indian	(26.75,27]	-0.3834719	-0.4713646	-0.2955791
aou	Indian	(27,27.25]	0.2488917	0.0980274	0.3997560
aou	Indian	(27.25,27.5]	0.5687155	0.5307427	0.6066883
aou	Indian	(27.5,27.75]	0.4122693	0.2832930	0.5412455
aou	Indian	(27.75,27.85]	0.1048232	-0.0294222	0.2390685
aou	Indian	(27.85,27.95]	0.1904622	-0.0155784	0.3965027
aou	Indian	(27.95,28.05]	0.0810185	-0.1068369	0.2688739
aou	Indian	(28.05,28.1]	0.0211177	-0.0547133	0.0969487
aou	Indian	(28.1, Inf]	0.3168552	0.2159863	0.4177240
aou	Pacific	(-Inf,26]	0.0853479	0.0595856	0.1111102
aou	Pacific	(26,26.5]	-0.4699407	-0.5224131	-0.4174683
aou	Pacific	(26.5,26.75]	-0.1812231	-0.1928293	-0.1696168
aou	Pacific	(26.75,27]	-0.3976407	-0.4736783	-0.3216032
aou	Pacific	(27,27.25]	0.1490554	0.1115020	0.1866088
aou	Pacific	(27.25,27.5]	0.5969816	0.5485035	0.6454597
aou	Pacific	(27.5,27.75]	0.7199872	0.6706603	0.7693141
aou	Pacific	(27.75,27.85]	0.8011551	0.7858421	0.8164681
aou	Pacific	(27.85,27.95]	0.7584646	0.7283221	0.7886072
aou	Pacific	(27.95,28.05]	0.5409469	0.5195159	0.5623779
aou	Pacific	(28.05,28.1]	0.3292499	0.3019498	0.3565501
aou	Pacific	(28.1, Inf]	0.3100639	0.3020988	0.3180290
nitrate	Atlantic	(-Inf,26]	0.3524173	0.3457879	0.3590467
nitrate	Atlantic	(26,26.5]	-0.3265267	-0.3801087	-0.2729446
nitrate	Atlantic	(26.5,26.75]	-0.6225331	-0.6422609	-0.6028053
nitrate	Atlantic	(26.75,27]	-0.7139650	-0.7204406	-0.7074894
nitrate	Atlantic	(27,27.25]	-0.8250385	-0.8488587	-0.8012183
nitrate	Atlantic	(27.25,27.5]	-0.9112127	-0.9146652	-0.9077602
nitrate	Atlantic	(27.5,27.75]	-0.9522932	-0.9576873	-0.9468990
nitrate	Atlantic	(27.75,27.85]	-0.9518466	-0.9609873	-0.9427059
nitrate	Atlantic	(27.85,27.95]	-0.9345088	-0.9474917	-0.9215259
nitrate	Atlantic	(27.95,28.05]	-0.9218295	-0.9271675	-0.9164916
nitrate	Atlantic	(28.05,28.1]	-0.9189699	-0.9212351	-0.9167046
nitrate	Atlantic	(28.1,28.15]	-0.9318026	-0.9377911	-0.9258141
nitrate	Atlantic	(28.15,28.2]	-0.9629054	-0.9630716	-0.9627392
nitrate	Atlantic	(28.2, Inf]	-0.9117379	-0.9565984	-0.8668774
nitrate	Indian	(-Inf,26]	-0.6434187	-0.6978228	-0.5890146
nitrate	Indian	(26,26.5]	-0.9207521	-0.9425140	-0.8989903
nitrate	Indian	(26.5,26.75]	-0.8669627	-0.9067195	-0.8272060
nitrate	Indian	(26.75,27]	-0.6943309	-0.7042532	-0.6844086
nitrate	Indian	(27,27.25]	-0.2041402	-0.2214111	-0.1868694
nitrate	Indian	(27.25,27.5]	0.3713992	0.3522893	0.3905090
nitrate	Indian	(27.5,27.75]	0.3544243	0.2623627	0.4464859
nitrate	Indian	(27.75,27.85]	0.0063424	-0.0876821	0.1003668
nitrate	Indian	(27.85,27.95]	-0.0355442	-0.1684605	0.0973721
nitrate	Indian	(27.95,28.05]	-0.2898058	-0.3442042	-0.2354074
nitrate	Indian	(28.05,28.1]	-0.2258353	-0.2322141	-0.2194564
nitrate	Indian	(28.1, Inf]	-0.1428020	-0.1685475	-0.1170566
nitrate	Pacific	(-Inf,26]	-0.0016098	-0.0095889	0.0063693
nitrate	Pacific	(26,26.5]	-0.6793618	-0.7563290	-0.6023947
nitrate	Pacific	(26.5,26.75]	-0.5697322	-0.6377131	-0.5017512
nitrate	Pacific	(26.75,27]	-0.5942780	-0.6764852	-0.5120709
nitrate	Pacific	(27,27.25]	0.0951042	0.0616416	0.1285668
nitrate	Pacific	(27.25,27.5]	0.5230971	0.4604699	0.5857242
nitrate	Pacific	(27.5,27.75]	0.6518000	0.5990523	0.7045476
nitrate	Pacific	(27.75,27.85]	0.7586940	0.7414148	0.7759731
nitrate	Pacific	(27.85,27.95]	0.7187034	0.6850225	0.7523844
nitrate	Pacific	(27.95,28.05]	0.4940246	0.4666327	0.5214164
nitrate	Pacific	(28.05,28.1]	0.2884621	0.2715443	0.3053799
nitrate	Pacific	(28.1, Inf]	0.2767603	0.2300905	0.3234302
oxygen	Atlantic	(-Inf,26]	-0.4564422	-0.4707290	-0.4421553
oxygen	Atlantic	(26,26.5]	-0.0036220	-0.0145652	0.0073213
oxygen	Atlantic	(26.5,26.75]	0.3036881	0.2837011	0.3236751
oxygen	Atlantic	(26.75,27]	0.2798486	0.2562871	0.3034100
oxygen	Atlantic	(27,27.25]	0.2689984	0.1487418	0.3892550
oxygen	Atlantic	(27.25,27.5]	0.2876868	0.2220869	0.3532866
oxygen	Atlantic	(27.5,27.75]	0.4767150	0.4389559	0.5144741
oxygen	Atlantic	(27.75,27.85]	0.5913374	0.5844937	0.5981811
oxygen	Atlantic	(27.85,27.95]	0.6922449	0.6768479	0.7076419
oxygen	Atlantic	(27.95,28.05]	0.7002626	0.6726276	0.7278975
oxygen	Atlantic	(28.05,28.1]	0.7731415	0.7567893	0.7894937
oxygen	Atlantic	(28.1,28.15]	0.8605007	0.8568975	0.8641040
oxygen	Atlantic	(28.15,28.2]	0.9190077	0.9172237	0.9207918
oxygen	Atlantic	(28.2, Inf]	0.4417909	0.2169281	0.6666536
oxygen	Indian	(-Inf,26]	0.7013482	0.6410709	0.7616255
oxygen	Indian	(26,26.5]	0.9127626	0.8943863	0.9311390
oxygen	Indian	(26.5,26.75]	0.6932598	0.5752801	0.8112395
oxygen	Indian	(26.75,27]	0.2813700	0.1563051	0.4064349
oxygen	Indian	(27,27.25]	-0.3263282	-0.4946172	-0.1580391
oxygen	Indian	(27.25,27.5]	-0.5876706	-0.6353799	-0.5399613
oxygen	Indian	(27.5,27.75]	-0.3855770	-0.5163174	-0.2548366
oxygen	Indian	(27.75,27.85]	-0.1024553	-0.2304692	0.0255585
oxygen	Indian	(27.85,27.95]	-0.2131836	-0.4163183	-0.0100490
oxygen	Indian	(27.95,28.05]	-0.1400661	-0.3342953	0.0541632
oxygen	Indian	(28.05,28.1]	-0.0681212	-0.1690693	0.0328270
oxygen	Indian	(28.1, Inf]	-0.3703689	-0.4788216	-0.2619162
oxygen	Pacific	(-Inf,26]	0.1422704	0.1384494	0.1460913
oxygen	Pacific	(26,26.5]	0.3317281	0.3050928	0.3583633
oxygen	Pacific	(26.5,26.75]	0.0190445	-0.0247016	0.0627906
oxygen	Pacific	(26.75,27]	0.2776734	0.2031809	0.3521659
oxygen	Pacific	(27,27.25]	-0.1244436	-0.1695917	-0.0792956
oxygen	Pacific	(27.25,27.5]	-0.5530440	-0.6050500	-0.5010381
oxygen	Pacific	(27.5,27.75]	-0.6738291	-0.7332019	-0.6144563
oxygen	Pacific	(27.75,27.85]	-0.7777921	-0.7925145	-0.7630697
oxygen	Pacific	(27.85,27.95]	-0.7407926	-0.7720829	-0.7095023
oxygen	Pacific	(27.95,28.05]	-0.5333344	-0.5549569	-0.5117118
oxygen	Pacific	(28.05,28.1]	-0.3313070	-0.3563686	-0.3062454
oxygen	Pacific	(28.1, Inf]	-0.3044902	-0.3139978	-0.2949827
phosphate	Atlantic	(-Inf,26]	0.2299524	0.2101210	0.2497839
phosphate	Atlantic	(26,26.5]	-0.4805099	-0.5657531	-0.3952666
phosphate	Atlantic	(26.5,26.75]	-0.7052267	-0.7308832	-0.6795703
phosphate	Atlantic	(26.75,27]	-0.7846454	-0.7871156	-0.7821753
phosphate	Atlantic	(27,27.25]	-0.8752778	-0.8907733	-0.8597822
phosphate	Atlantic	(27.25,27.5]	-0.9389956	-0.9433188	-0.9346725
phosphate	Atlantic	(27.5,27.75]	-0.9696463	-0.9734744	-0.9658182
phosphate	Atlantic	(27.75,27.85]	-0.9698429	-0.9739496	-0.9657361
phosphate	Atlantic	(27.85,27.95]	-0.9504331	-0.9591176	-0.9417486
phosphate	Atlantic	(27.95,28.05]	-0.9371296	-0.9390854	-0.9351738
phosphate	Atlantic	(28.05,28.1]	-0.9308285	-0.9368675	-0.9247896
phosphate	Atlantic	(28.1,28.15]	-0.9414292	-0.9516592	-0.9311993
phosphate	Atlantic	(28.15,28.2]	-0.9672064	-0.9682051	-0.9662077
phosphate	Atlantic	(28.2, Inf]	-0.9260362	-0.9653091	-0.8867634
phosphate	Indian	(-Inf,26]	-0.6571092	-0.7072608	-0.6069577
phosphate	Indian	(26,26.5]	-0.9241985	-0.9492522	-0.8991449
phosphate	Indian	(26.5,26.75]	-0.8683080	-0.9071310	-0.8294849
phosphate	Indian	(26.75,27]	-0.6926448	-0.7030347	-0.6822548
phosphate	Indian	(27,27.25]	-0.2052007	-0.2091535	-0.2012478
phosphate	Indian	(27.25,27.5]	0.3480711	0.3405232	0.3556190
phosphate	Indian	(27.5,27.75]	0.2974777	0.1784830	0.4164725
phosphate	Indian	(27.75,27.85]	-0.0635780	-0.1729269	0.0457709
phosphate	Indian	(27.85,27.95]	-0.1045543	-0.2551025	0.0459939
phosphate	Indian	(27.95,28.05]	-0.3317087	-0.3962618	-0.2671555
phosphate	Indian	(28.05,28.1]	-0.2766835	-0.2976839	-0.2556830
phosphate	Indian	(28.1, Inf]	-0.2794908	-0.2978420	-0.2611397
phosphate	Pacific	(-Inf,26]	-0.0662052	-0.0722092	-0.0602012
phosphate	Pacific	(26,26.5]	-0.7331991	-0.7897281	-0.6766702
phosphate	Pacific	(26.5,26.75]	-0.6361037	-0.6943872	-0.5778203
phosphate	Pacific	(26.75,27]	-0.6483882	-0.7198147	-0.5769617
phosphate	Pacific	(27,27.25]	0.0788082	0.0499590	0.1076574
phosphate	Pacific	(27.25,27.5]	0.5178187	0.4556414	0.5799960
phosphate	Pacific	(27.5,27.75]	0.6261675	0.5663553	0.6859797
phosphate	Pacific	(27.75,27.85]	0.7190892	0.6897092	0.7484692
phosphate	Pacific	(27.85,27.95]	0.6707772	0.6281460	0.7134084
phosphate	Pacific	(27.95,28.05]	0.4010580	0.3729412	0.4291747
phosphate	Pacific	(28.05,28.1]	0.1477006	0.1308528	0.1645483
phosphate	Pacific	(28.1, Inf]	0.1287237	0.1149036	0.1425438
sal	Atlantic	(-Inf,26]	-0.0741005	-0.0965578	-0.0516432
sal	Atlantic	(26,26.5]	0.6310491	0.5262589	0.7358392
sal	Atlantic	(26.5,26.75]	0.7454562	0.6869193	0.8039932
sal	Atlantic	(26.75,27]	0.7543852	0.7089808	0.7997895
sal	Atlantic	(27,27.25]	0.7854321	0.7737179	0.7971463
sal	Atlantic	(27.25,27.5]	0.8119762	0.7971842	0.8267682
sal	Atlantic	(27.5,27.75]	0.7536828	0.7364315	0.7709342
sal	Atlantic	(27.75,27.85]	0.6295620	0.6073357	0.6517884
sal	Atlantic	(27.85,27.95]	0.5405707	0.4849076	0.5962338
sal	Atlantic	(27.95,28.05]	0.6257798	0.5878785	0.6636811
sal	Atlantic	(28.05,28.1]	0.7431942	0.7324798	0.7539087
sal	Atlantic	(28.1,28.15]	0.7857591	0.7511696	0.8203485
sal	Atlantic	(28.15,28.2]	0.8891253	0.8812269	0.8970238
sal	Atlantic	(28.2, Inf]	0.9012905	0.8738748	0.9287062
sal	Indian	(-Inf,26]	0.6662510	0.5671388	0.7653633
sal	Indian	(26,26.5]	0.6300673	0.5022976	0.7578369
sal	Indian	(26.5,26.75]	0.5329329	0.3158752	0.7499906
sal	Indian	(26.75,27]	0.4666519	0.2026557	0.7306481
sal	Indian	(27,27.25]	0.4932629	0.2661259	0.7204000
sal	Indian	(27.25,27.5]	0.5589707	0.4490337	0.6689077
sal	Indian	(27.5,27.75]	0.4043330	0.2031418	0.6055241
sal	Indian	(27.75,27.85]	0.1556387	-0.0119420	0.3232193
sal	Indian	(27.85,27.95]	0.3160095	0.0995203	0.5324987
sal	Indian	(27.95,28.05]	0.4261765	0.2607153	0.5916378
sal	Indian	(28.05,28.1]	0.3998952	0.3016387	0.4981517
sal	Indian	(28.1, Inf]	0.4470153	0.3607240	0.5333065
sal	Pacific	(-Inf,26]	-0.0666668	-0.1112613	-0.0220724
sal	Pacific	(26,26.5]	0.5306625	0.4412795	0.6200455
sal	Pacific	(26.5,26.75]	0.6050869	0.5145214	0.6956524
sal	Pacific	(26.75,27]	0.4718924	0.4183920	0.5253927
sal	Pacific	(27,27.25]	-0.3648947	-0.4025700	-0.3272195
sal	Pacific	(27.25,27.5]	-0.4409761	-0.4690093	-0.4129428
sal	Pacific	(27.5,27.75]	-0.2424277	-0.2898361	-0.1950192
sal	Pacific	(27.75,27.85]	-0.3452590	-0.4807496	-0.2097685
sal	Pacific	(27.85,27.95]	-0.3329307	-0.4716437	-0.1942177
sal	Pacific	(27.95,28.05]	-0.1804839	-0.3056848	-0.0552829
sal	Pacific	(28.05,28.1]	-0.0974461	-0.1487862	-0.0461059
sal	Pacific	(28.1, Inf]	-0.0276937	-0.1168194	0.0614319
silicate	Atlantic	(-Inf,26]	0.1186745	0.1116434	0.1257056
silicate	Atlantic	(26,26.5]	-0.4710363	-0.5476308	-0.3944417
silicate	Atlantic	(26.5,26.75]	-0.6303539	-0.6652825	-0.5954253
silicate	Atlantic	(26.75,27]	-0.6624245	-0.6844636	-0.6403855
silicate	Atlantic	(27,27.25]	-0.8013043	-0.8225737	-0.7800349
silicate	Atlantic	(27.25,27.5]	-0.8989963	-0.9005336	-0.8974591
silicate	Atlantic	(27.5,27.75]	-0.8885803	-0.8934359	-0.8837247
silicate	Atlantic	(27.75,27.85]	-0.8903691	-0.8979935	-0.8827448
silicate	Atlantic	(27.85,27.95]	-0.8851337	-0.9049643	-0.8653032
silicate	Atlantic	(27.95,28.05]	-0.8901410	-0.8949660	-0.8853161
silicate	Atlantic	(28.05,28.1]	-0.8985737	-0.9032541	-0.8938932
silicate	Atlantic	(28.1,28.15]	-0.9220619	-0.9322160	-0.9119078
silicate	Atlantic	(28.15,28.2]	-0.9569463	-0.9576442	-0.9562484
silicate	Atlantic	(28.2, Inf]	-0.8536672	-0.9400033	-0.7673311
silicate	Indian	(-Inf,26]	-0.6145554	-0.6810748	-0.5480360
silicate	Indian	(26,26.5]	-0.9074586	-0.9219260	-0.8929912
silicate	Indian	(26.5,26.75]	-0.7727350	-0.8565394	-0.6889306
silicate	Indian	(26.75,27]	-0.4708735	-0.5298498	-0.4118971
silicate	Indian	(27,27.25]	0.0100772	-0.0435763	0.0637306
silicate	Indian	(27.25,27.5]	0.4888787	0.4744409	0.5033165
silicate	Indian	(27.5,27.75]	0.5725488	0.5219663	0.6231313
silicate	Indian	(27.75,27.85]	0.1667222	0.0524472	0.2809973
silicate	Indian	(27.85,27.95]	0.0559721	-0.1272757	0.2392200
silicate	Indian	(27.95,28.05]	-0.1357798	-0.2852494	0.0136898
silicate	Indian	(28.05,28.1]	-0.1401334	-0.2248163	-0.0554506
silicate	Indian	(28.1, Inf]	-0.2072595	-0.2356201	-0.1788990
silicate	Pacific	(-Inf,26]	-0.0155545	-0.0203750	-0.0107339
silicate	Pacific	(26,26.5]	-0.7008242	-0.7377183	-0.6639301
silicate	Pacific	(26.5,26.75]	-0.6306024	-0.6777270	-0.5834779
silicate	Pacific	(26.75,27]	-0.5018284	-0.5691313	-0.4345254
silicate	Pacific	(27,27.25]	0.3588349	0.3575974	0.3600723
silicate	Pacific	(27.25,27.5]	0.8015010	0.7828810	0.8201210
silicate	Pacific	(27.5,27.75]	0.8665579	0.8518356	0.8812801
silicate	Pacific	(27.75,27.85]	0.8381794	0.8211192	0.8552395
silicate	Pacific	(27.85,27.95]	0.7591322	0.7281138	0.7901507
silicate	Pacific	(27.95,28.05]	0.5207826	0.5087771	0.5327881
silicate	Pacific	(28.05,28.1]	0.3054454	0.2599158	0.3509750
silicate	Pacific	(28.1, Inf]	0.2372368	0.1998394	0.2746341
temp	Atlantic	(-Inf,26]	-0.4716959	-0.5132581	-0.4301336
temp	Atlantic	(26,26.5]	0.5698460	0.4916341	0.6480579
temp	Atlantic	(26.5,26.75]	0.6620137	0.6028071	0.7212203
temp	Atlantic	(26.75,27]	0.6304050	0.5659688	0.6948413
temp	Atlantic	(27,27.25]	0.6866982	0.6743049	0.6990914
temp	Atlantic	(27.25,27.5]	0.7473487	0.7307379	0.7639594
temp	Atlantic	(27.5,27.75]	0.6999858	0.6710402	0.7289313
temp	Atlantic	(27.75,27.85]	0.6151221	0.5802307	0.6500134
temp	Atlantic	(27.85,27.95]	0.5290064	0.4637758	0.5942371
temp	Atlantic	(27.95,28.05]	0.6350068	0.6243585	0.6456551
temp	Atlantic	(28.05,28.1]	0.6776177	0.6593168	0.6959186
temp	Atlantic	(28.1,28.15]	0.6674044	0.6081765	0.7266322
temp	Atlantic	(28.15,28.2]	0.5643246	0.4404092	0.6882400
temp	Atlantic	(28.2, Inf]	0.3803822	0.2227619	0.5380025
temp	Indian	(-Inf,26]	-0.2668409	-0.2690217	-0.2646601
temp	Indian	(26,26.5]	0.4176883	0.3933900	0.4419867
temp	Indian	(26.5,26.75]	0.4955074	0.3147401	0.6762747
temp	Indian	(26.75,27]	0.5588287	0.3378357	0.7798218
temp	Indian	(27,27.25]	0.6276399	0.4446263	0.8106535
temp	Indian	(27.25,27.5]	0.6052273	0.5135799	0.6968748
temp	Indian	(27.5,27.75]	0.2481417	0.1206034	0.3756800
temp	Indian	(27.75,27.85]	0.0891706	-0.0169279	0.1952691
temp	Indian	(27.85,27.95]	0.2765700	0.0953419	0.4577981
temp	Indian	(27.95,28.05]	0.3409120	0.1832921	0.4985319
temp	Indian	(28.05,28.1]	0.2730749	0.1242665	0.4218833
temp	Indian	(28.1, Inf]	0.4226653	0.3079771	0.5373534
temp	Pacific	(-Inf,26]	-0.5353281	-0.5386920	-0.5319641
temp	Pacific	(26,26.5]	0.5713069	0.4900815	0.6525323
temp	Pacific	(26.5,26.75]	0.6333061	0.5404175	0.7261948
temp	Pacific	(26.75,27]	0.5082179	0.4574608	0.5589751
temp	Pacific	(27,27.25]	-0.2324126	-0.2822491	-0.1825761
temp	Pacific	(27.25,27.5]	-0.4124196	-0.4553955	-0.3694437
temp	Pacific	(27.5,27.75]	-0.3155529	-0.3841004	-0.2470055
temp	Pacific	(27.75,27.85]	-0.2573178	-0.3836646	-0.1309710
temp	Pacific	(27.85,27.95]	-0.2223197	-0.3836526	-0.0609868
temp	Pacific	(27.95,28.05]	-0.0960708	-0.2859363	0.0937947
temp	Pacific	(28.05,28.1]	0.0370931	-0.0789252	0.1531115
temp	Pacific	(28.1, Inf]	0.2236854	0.1705203	0.2768506

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