eMLR - assumption testing

workflowr

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Last updated: 2021-11-21

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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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
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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]	0.9267941	0.9215914	0.9319968
aou + nitrate	Atlantic	(26,26.5]	0.9615607	0.9522432	0.9708781
aou + nitrate	Atlantic	(26.5,26.75]	0.9623874	0.9555978	0.9691769
aou + nitrate	Atlantic	(26.75,27]	0.9201239	0.9107560	0.9294918
aou + nitrate	Atlantic	(27,27.25]	0.8521169	0.8233643	0.8808694
aou + nitrate	Atlantic	(27.25,27.5]	0.7921527	0.7767801	0.8075253
aou + nitrate	Atlantic	(27.5,27.75]	0.8579489	0.8401130	0.8757848
aou + nitrate	Atlantic	(27.75,27.85]	0.9025853	0.8754459	0.9297247
aou + nitrate	Atlantic	(27.85,27.95]	0.9182813	0.9046701	0.9318926
aou + nitrate	Atlantic	(27.95,28.05]	0.9170694	0.9151442	0.9189946
aou + nitrate	Atlantic	(28.05,28.1]	0.9516580	0.9515085	0.9518075
aou + nitrate	Atlantic	(28.1,28.15]	0.9733186	0.9697927	0.9768445
aou + nitrate	Atlantic	(28.15,28.2]	0.9838415	0.9830093	0.9846737
aou + nitrate	Atlantic	(28.2, Inf]	0.7899968	0.7103184	0.8696752
aou + nitrate	Indian	(-Inf,26]	0.9924347	0.9902265	0.9946429
aou + nitrate	Indian	(26,26.5]	0.9848849	0.9816054	0.9881644
aou + nitrate	Indian	(26.5,26.75]	0.9570656	0.9407745	0.9733567
aou + nitrate	Indian	(26.75,27]	0.8994822	0.8602327	0.9387316
aou + nitrate	Indian	(27,27.25]	0.8130073	0.7548376	0.8711771
aou + nitrate	Indian	(27.25,27.5]	0.8719020	0.8589479	0.8848560
aou + nitrate	Indian	(27.5,27.75]	0.8990529	0.8852733	0.9128324
aou + nitrate	Indian	(27.75,27.85]	0.8938796	0.8680908	0.9196683
aou + nitrate	Indian	(27.85,27.95]	0.8515550	0.8290817	0.8740282
aou + nitrate	Indian	(27.95,28.05]	0.7804265	0.6926686	0.8681844
aou + nitrate	Indian	(28.05,28.1]	0.8785398	0.8245684	0.9325111
aou + nitrate	Indian	(28.1, Inf]	0.5937333	0.4836243	0.7038424
aou + nitrate	Pacific	(-Inf,26]	0.8841341	0.8540640	0.9142043
aou + nitrate	Pacific	(26,26.5]	0.8737372	0.8566678	0.8908066
aou + nitrate	Pacific	(26.5,26.75]	0.8218667	0.7858617	0.8578717
aou + nitrate	Pacific	(26.75,27]	0.9177077	0.9150933	0.9203220
aou + nitrate	Pacific	(27,27.25]	0.9753748	0.9745649	0.9761847
aou + nitrate	Pacific	(27.25,27.5]	0.9782051	0.9769564	0.9794538
aou + nitrate	Pacific	(27.5,27.75]	0.9783609	0.9753035	0.9814183
aou + nitrate	Pacific	(27.75,27.85]	0.9858190	0.9824202	0.9892179
aou + nitrate	Pacific	(27.85,27.95]	0.9845886	0.9814415	0.9877357
aou + nitrate	Pacific	(27.95,28.05]	0.9718115	0.9677286	0.9758943
aou + nitrate	Pacific	(28.05,28.1]	0.9623913	0.9559481	0.9688345
aou + nitrate	Pacific	(28.1, Inf]	0.9312821	0.8962653	0.9662990
aou + oxygen	Atlantic	(-Inf,26]	-0.9523154	-0.9552389	-0.9493920
aou + oxygen	Atlantic	(26,26.5]	-0.9526223	-0.9634480	-0.9417965
aou + oxygen	Atlantic	(26.5,26.75]	-0.9652969	-0.9704933	-0.9601004
aou + oxygen	Atlantic	(26.75,27]	-0.9571274	-0.9619394	-0.9523153
aou + oxygen	Atlantic	(27,27.25]	-0.9515222	-0.9530539	-0.9499906
aou + oxygen	Atlantic	(27.25,27.5]	-0.9338292	-0.9365946	-0.9310638
aou + oxygen	Atlantic	(27.5,27.75]	-0.9230779	-0.9319460	-0.9142098
aou + oxygen	Atlantic	(27.75,27.85]	-0.9376728	-0.9511411	-0.9242044
aou + oxygen	Atlantic	(27.85,27.95]	-0.9621508	-0.9684804	-0.9558213
aou + oxygen	Atlantic	(27.95,28.05]	-0.9647229	-0.9663092	-0.9631366
aou + oxygen	Atlantic	(28.05,28.1]	-0.9747500	-0.9763886	-0.9731114
aou + oxygen	Atlantic	(28.1,28.15]	-0.9877534	-0.9877554	-0.9877515
aou + oxygen	Atlantic	(28.15,28.2]	-0.9946213	-0.9951324	-0.9941102
aou + oxygen	Atlantic	(28.2, Inf]	-0.9772100	-0.9818505	-0.9725695
aou + oxygen	Indian	(-Inf,26]	-0.9942235	-0.9948901	-0.9935570
aou + oxygen	Indian	(26,26.5]	-0.9967175	-0.9967433	-0.9966917
aou + oxygen	Indian	(26.5,26.75]	-0.9956032	-0.9973202	-0.9938862
aou + oxygen	Indian	(26.75,27]	-0.9921043	-0.9963849	-0.9878238
aou + oxygen	Indian	(27,27.25]	-0.9938723	-0.9954172	-0.9923273
aou + oxygen	Indian	(27.25,27.5]	-0.9956300	-0.9956632	-0.9955969
aou + oxygen	Indian	(27.5,27.75]	-0.9961339	-0.9964728	-0.9957950
aou + oxygen	Indian	(27.75,27.85]	-0.9974204	-0.9980340	-0.9968069
aou + oxygen	Indian	(27.85,27.95]	-0.9957690	-0.9958722	-0.9956659
aou + oxygen	Indian	(27.95,28.05]	-0.9903881	-0.9915633	-0.9892130
aou + oxygen	Indian	(28.05,28.1]	-0.9899188	-0.9951097	-0.9847280
aou + oxygen	Indian	(28.1, Inf]	-0.9863517	-0.9887623	-0.9839411
aou + oxygen	Pacific	(-Inf,26]	-0.8646138	-0.9048372	-0.8243905
aou + oxygen	Pacific	(26,26.5]	-0.9771221	-0.9840561	-0.9701880
aou + oxygen	Pacific	(26.5,26.75]	-0.9768030	-0.9828684	-0.9707376
aou + oxygen	Pacific	(26.75,27]	-0.9767782	-0.9770008	-0.9765557
aou + oxygen	Pacific	(27,27.25]	-0.9942696	-0.9947028	-0.9938363
aou + oxygen	Pacific	(27.25,27.5]	-0.9958143	-0.9962585	-0.9953702
aou + oxygen	Pacific	(27.5,27.75]	-0.9954533	-0.9966491	-0.9942574
aou + oxygen	Pacific	(27.75,27.85]	-0.9977215	-0.9981221	-0.9973208
aou + oxygen	Pacific	(27.85,27.95]	-0.9975762	-0.9985126	-0.9966398
aou + oxygen	Pacific	(27.95,28.05]	-0.9969492	-0.9987355	-0.9951630
aou + oxygen	Pacific	(28.05,28.1]	-0.9969459	-0.9991379	-0.9947538
aou + oxygen	Pacific	(28.1, Inf]	-0.9939813	-0.9963999	-0.9915627
aou + phosphate	Atlantic	(-Inf,26]	0.7860566	0.7496499	0.8224633
aou + phosphate	Atlantic	(26,26.5]	0.8822492	0.8510430	0.9134554
aou + phosphate	Atlantic	(26.5,26.75]	0.9103785	0.8948196	0.9259373
aou + phosphate	Atlantic	(26.75,27]	0.8624219	0.8581271	0.8667168
aou + phosphate	Atlantic	(27,27.25]	0.7939805	0.7588036	0.8291574
aou + phosphate	Atlantic	(27.25,27.5]	0.7399638	0.7219428	0.7579847
aou + phosphate	Atlantic	(27.5,27.75]	0.8249718	0.8043412	0.8456025
aou + phosphate	Atlantic	(27.75,27.85]	0.8768470	0.8448420	0.9088519
aou + phosphate	Atlantic	(27.85,27.95]	0.9086785	0.8936618	0.9236952
aou + phosphate	Atlantic	(27.95,28.05]	0.9143366	0.9137857	0.9148875
aou + phosphate	Atlantic	(28.05,28.1]	0.9474122	0.9468005	0.9480240
aou + phosphate	Atlantic	(28.1,28.15]	0.9692162	0.9674674	0.9709651
aou + phosphate	Atlantic	(28.15,28.2]	0.9836692	0.9829369	0.9844016
aou + phosphate	Atlantic	(28.2, Inf]	0.7902178	0.7127703	0.8676653
aou + phosphate	Indian	(-Inf,26]	0.9942697	0.9926470	0.9958923
aou + phosphate	Indian	(26,26.5]	0.9935487	0.9912274	0.9958699
aou + phosphate	Indian	(26.5,26.75]	0.9673347	0.9465942	0.9880751
aou + phosphate	Indian	(26.75,27]	0.9187230	0.8730714	0.9643747
aou + phosphate	Indian	(27,27.25]	0.8652886	0.7868346	0.9437426
aou + phosphate	Indian	(27.25,27.5]	0.9310988	0.9117726	0.9504249
aou + phosphate	Indian	(27.5,27.75]	0.9542393	0.9487986	0.9596799
aou + phosphate	Indian	(27.75,27.85]	0.9285958	0.9082809	0.9489107
aou + phosphate	Indian	(27.85,27.95]	0.8730611	0.8367949	0.9093274
aou + phosphate	Indian	(27.95,28.05]	0.8078231	0.7208448	0.8948015
aou + phosphate	Indian	(28.05,28.1]	0.8918944	0.8342788	0.9495101
aou + phosphate	Indian	(28.1, Inf]	0.6097801	0.4853262	0.7342341
aou + phosphate	Pacific	(-Inf,26]	0.8650149	0.8377501	0.8922796
aou + phosphate	Pacific	(26,26.5]	0.9185441	0.9104727	0.9266155
aou + phosphate	Pacific	(26.5,26.75]	0.8507282	0.8163113	0.8851451
aou + phosphate	Pacific	(26.75,27]	0.9187720	0.9182124	0.9193315
aou + phosphate	Pacific	(27,27.25]	0.9798751	0.9790202	0.9807300
aou + phosphate	Pacific	(27.25,27.5]	0.9817751	0.9806683	0.9828820
aou + phosphate	Pacific	(27.5,27.75]	0.9778961	0.9744781	0.9813140
aou + phosphate	Pacific	(27.75,27.85]	0.9819704	0.9777899	0.9861508
aou + phosphate	Pacific	(27.85,27.95]	0.9824421	0.9791841	0.9857001
aou + phosphate	Pacific	(27.95,28.05]	0.9720123	0.9646186	0.9794060
aou + phosphate	Pacific	(28.05,28.1]	0.9596254	0.9474665	0.9717843
aou + phosphate	Pacific	(28.1, Inf]	0.9174533	0.8759121	0.9589944
aou + silicate	Atlantic	(-Inf,26]	0.5044260	0.4150685	0.5937834
aou + silicate	Atlantic	(26,26.5]	0.8111707	0.7801110	0.8422304
aou + silicate	Atlantic	(26.5,26.75]	0.8833620	0.8752548	0.8914692
aou + silicate	Atlantic	(26.75,27]	0.8524905	0.8457554	0.8592257
aou + silicate	Atlantic	(27,27.25]	0.7534670	0.7003495	0.8065845
aou + silicate	Atlantic	(27.25,27.5]	0.5734736	0.5244974	0.6224497
aou + silicate	Atlantic	(27.5,27.75]	0.6289546	0.6004911	0.6574181
aou + silicate	Atlantic	(27.75,27.85]	0.7865866	0.7596838	0.8134894
aou + silicate	Atlantic	(27.85,27.95]	0.8430739	0.8300017	0.8561462
aou + silicate	Atlantic	(27.95,28.05]	0.9010835	0.8967061	0.9054610
aou + silicate	Atlantic	(28.05,28.1]	0.9575297	0.9570035	0.9580560
aou + silicate	Atlantic	(28.1,28.15]	0.9739177	0.9729847	0.9748507
aou + silicate	Atlantic	(28.15,28.2]	0.9836209	0.9812675	0.9859744
aou + silicate	Atlantic	(28.2, Inf]	0.8273651	0.7777361	0.8769940
aou + silicate	Indian	(-Inf,26]	0.9186267	0.8864473	0.9508061
aou + silicate	Indian	(26,26.5]	0.9367924	0.9157716	0.9578132
aou + silicate	Indian	(26.5,26.75]	0.9542100	0.9397146	0.9687054
aou + silicate	Indian	(26.75,27]	0.9653833	0.9619132	0.9688534
aou + silicate	Indian	(27,27.25]	0.8996423	0.8867550	0.9125297
aou + silicate	Indian	(27.25,27.5]	0.8720098	0.8539244	0.8900952
aou + silicate	Indian	(27.5,27.75]	0.8166891	0.7880453	0.8453330
aou + silicate	Indian	(27.75,27.85]	0.8212380	0.7789174	0.8635585
aou + silicate	Indian	(27.85,27.95]	0.8228061	0.7864049	0.8592074
aou + silicate	Indian	(27.95,28.05]	0.8490433	0.8060823	0.8920042
aou + silicate	Indian	(28.05,28.1]	0.9410503	0.9308867	0.9512140
aou + silicate	Indian	(28.1, Inf]	0.4640378	0.3603358	0.5677397
aou + silicate	Pacific	(-Inf,26]	0.5958765	0.5552358	0.6365172
aou + silicate	Pacific	(26,26.5]	0.5580513	0.5375335	0.5785692
aou + silicate	Pacific	(26.5,26.75]	0.3654047	0.3328855	0.3979239
aou + silicate	Pacific	(26.75,27]	0.6390177	0.5781761	0.6998592
aou + silicate	Pacific	(27,27.25]	0.8886915	0.8732620	0.9041210
aou + silicate	Pacific	(27.25,27.5]	0.9098919	0.8956025	0.9241813
aou + silicate	Pacific	(27.5,27.75]	0.9190276	0.9007305	0.9373247
aou + silicate	Pacific	(27.75,27.85]	0.9689621	0.9686297	0.9692946
aou + silicate	Pacific	(27.85,27.95]	0.9643218	0.9634234	0.9652202
aou + silicate	Pacific	(27.95,28.05]	0.9481429	0.9441751	0.9521108
aou + silicate	Pacific	(28.05,28.1]	0.9533332	0.9511047	0.9555616
aou + silicate	Pacific	(28.1, Inf]	0.8669534	0.8666626	0.8672442
nitrate + silicate	Atlantic	(-Inf,26]	0.6314566	0.5953124	0.6676008
nitrate + silicate	Atlantic	(26,26.5]	0.8812373	0.8639049	0.8985696
nitrate + silicate	Atlantic	(26.5,26.75]	0.9394490	0.9306418	0.9482562
nitrate + silicate	Atlantic	(26.75,27]	0.9268199	0.9094944	0.9441453
nitrate + silicate	Atlantic	(27,27.25]	0.9224273	0.9071076	0.9377470
nitrate + silicate	Atlantic	(27.25,27.5]	0.8924767	0.8866932	0.8982602
nitrate + silicate	Atlantic	(27.5,27.75]	0.8909844	0.8892917	0.8926770
nitrate + silicate	Atlantic	(27.75,27.85]	0.9455827	0.9451642	0.9460013
nitrate + silicate	Atlantic	(27.85,27.95]	0.9704949	0.9676563	0.9733334
nitrate + silicate	Atlantic	(27.95,28.05]	0.9834064	0.9817886	0.9850243
nitrate + silicate	Atlantic	(28.05,28.1]	0.9901988	0.9894566	0.9909409
nitrate + silicate	Atlantic	(28.1,28.15]	0.9910914	0.9905248	0.9916580
nitrate + silicate	Atlantic	(28.15,28.2]	0.9902481	0.9883567	0.9921396
nitrate + silicate	Atlantic	(28.2, Inf]	0.9551500	0.9296796	0.9806204
nitrate + silicate	Indian	(-Inf,26]	0.9400734	0.9187465	0.9614004
nitrate + silicate	Indian	(26,26.5]	0.9530237	0.9468969	0.9591506
nitrate + silicate	Indian	(26.5,26.75]	0.9467317	0.9386110	0.9548523
nitrate + silicate	Indian	(26.75,27]	0.9261814	0.9017369	0.9506259
nitrate + silicate	Indian	(27,27.25]	0.9211372	0.9126724	0.9296020
nitrate + silicate	Indian	(27.25,27.5]	0.9229731	0.9203529	0.9255933
nitrate + silicate	Indian	(27.5,27.75]	0.8008812	0.7928547	0.8089077
nitrate + silicate	Indian	(27.75,27.85]	0.7589292	0.7109313	0.8069270
nitrate + silicate	Indian	(27.85,27.95]	0.8358594	0.8221794	0.8495393
nitrate + silicate	Indian	(27.95,28.05]	0.8916010	0.8709657	0.9122362
nitrate + silicate	Indian	(28.05,28.1]	0.9431841	0.9252730	0.9610952
nitrate + silicate	Indian	(28.1, Inf]	0.8144183	0.7863881	0.8424486
nitrate + silicate	Pacific	(-Inf,26]	0.8078444	0.7886139	0.8270749
nitrate + silicate	Pacific	(26,26.5]	0.7907344	0.7582264	0.8232423
nitrate + silicate	Pacific	(26.5,26.75]	0.7246716	0.6624485	0.7868947
nitrate + silicate	Pacific	(26.75,27]	0.8122995	0.7737579	0.8508411
nitrate + silicate	Pacific	(27,27.25]	0.8979113	0.8830544	0.9127682
nitrate + silicate	Pacific	(27.25,27.5]	0.8761278	0.8593545	0.8929011
nitrate + silicate	Pacific	(27.5,27.75]	0.8776815	0.8578562	0.8975068
nitrate + silicate	Pacific	(27.75,27.85]	0.9469863	0.9454630	0.9485096
nitrate + silicate	Pacific	(27.85,27.95]	0.9547901	0.9530888	0.9564914
nitrate + silicate	Pacific	(27.95,28.05]	0.9356224	0.9220333	0.9492115
nitrate + silicate	Pacific	(28.05,28.1]	0.9304673	0.9237556	0.9371790
nitrate + silicate	Pacific	(28.1, Inf]	0.8854697	0.8504263	0.9205131
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8803520	-0.9096535	-0.8510504
oxygen + nitrate	Atlantic	(26,26.5]	-0.8556711	-0.8889570	-0.8223852
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8716126	-0.8942430	-0.8489823
oxygen + nitrate	Atlantic	(26.75,27]	-0.7990312	-0.8148484	-0.7832140
oxygen + nitrate	Atlantic	(27,27.25]	-0.6885531	-0.7282726	-0.6488336
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5553747	-0.5803385	-0.5304109
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6209671	-0.6682860	-0.5736483
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7078041	-0.7792863	-0.6363219
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.7838025	-0.8183144	-0.7492905
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.7914106	-0.7921140	-0.7907072
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.8669453	-0.8707974	-0.8630931
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9314488	-0.9368314	-0.9260663
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9695022	-0.9703153	-0.9686890
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.6653655	-0.7855296	-0.5452015
oxygen + nitrate	Indian	(-Inf,26]	-0.9809836	-0.9837077	-0.9782595
oxygen + nitrate	Indian	(26,26.5]	-0.9700789	-0.9754417	-0.9647161
oxygen + nitrate	Indian	(26.5,26.75]	-0.9276334	-0.9551801	-0.9000868
oxygen + nitrate	Indian	(26.75,27]	-0.8395443	-0.9074314	-0.7716571
oxygen + nitrate	Indian	(27,27.25]	-0.7467109	-0.8237243	-0.6696975
oxygen + nitrate	Indian	(27.25,27.5]	-0.8268519	-0.8420056	-0.8116982
oxygen + nitrate	Indian	(27.5,27.75]	-0.8741104	-0.8964033	-0.8518174
oxygen + nitrate	Indian	(27.75,27.85]	-0.8799747	-0.9079537	-0.8519957
oxygen + nitrate	Indian	(27.85,27.95]	-0.8129868	-0.8371406	-0.7888329
oxygen + nitrate	Indian	(27.95,28.05]	-0.6978992	-0.8055709	-0.5902274
oxygen + nitrate	Indian	(28.05,28.1]	-0.8124571	-0.9002488	-0.7246655
oxygen + nitrate	Indian	(28.1, Inf]	-0.4714568	-0.6038969	-0.3390168
oxygen + nitrate	Pacific	(-Inf,26]	-0.6041118	-0.7152227	-0.4930010
oxygen + nitrate	Pacific	(26,26.5]	-0.7659004	-0.8110413	-0.7207594
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6942164	-0.7623517	-0.6260811
oxygen + nitrate	Pacific	(26.75,27]	-0.8213391	-0.8254402	-0.8172379
oxygen + nitrate	Pacific	(27,27.25]	-0.9538793	-0.9550808	-0.9526777
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9680191	-0.9695001	-0.9665380
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9706909	-0.9759002	-0.9654815
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9819885	-0.9869136	-0.9770634
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9809268	-0.9853517	-0.9765020
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9628144	-0.9726583	-0.9529706
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9500618	-0.9633719	-0.9367517
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8964229	-0.9467091	-0.8461367
oxygen + phosphate	Atlantic	(-Inf,26]	-0.6816987	-0.7431512	-0.6202462
oxygen + phosphate	Atlantic	(26,26.5]	-0.7172252	-0.7844724	-0.6499780
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7828090	-0.8194351	-0.7461829
oxygen + phosphate	Atlantic	(26.75,27]	-0.7056810	-0.7158371	-0.6955248
oxygen + phosphate	Atlantic	(27,27.25]	-0.6003119	-0.6467288	-0.5538950
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.4779084	-0.5056787	-0.4501381
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.5668943	-0.6176811	-0.5161074
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.6654472	-0.7438356	-0.5870588
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.7677944	-0.8047820	-0.7308068
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.7863509	-0.7893373	-0.7833646
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.8597320	-0.8634938	-0.8559702
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9243887	-0.9279453	-0.9208322
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9686892	-0.9694053	-0.9679731
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.6642118	-0.7827404	-0.5456833
oxygen + phosphate	Indian	(-Inf,26]	-0.9864437	-0.9877557	-0.9851318
oxygen + phosphate	Indian	(26,26.5]	-0.9839217	-0.9889041	-0.9789394
oxygen + phosphate	Indian	(26.5,26.75]	-0.9423626	-0.9775506	-0.9071746
oxygen + phosphate	Indian	(26.75,27]	-0.8652745	-0.9422131	-0.7883359
oxygen + phosphate	Indian	(27,27.25]	-0.8105036	-0.9137347	-0.7072726
oxygen + phosphate	Indian	(27.25,27.5]	-0.8990299	-0.9240405	-0.8740194
oxygen + phosphate	Indian	(27.5,27.75]	-0.9384510	-0.9424512	-0.9344508
oxygen + phosphate	Indian	(27.75,27.85]	-0.9101538	-0.9342108	-0.8860969
oxygen + phosphate	Indian	(27.85,27.95]	-0.8318558	-0.8717895	-0.7919222
oxygen + phosphate	Indian	(27.95,28.05]	-0.7277460	-0.8353325	-0.6201594
oxygen + phosphate	Indian	(28.05,28.1]	-0.8281524	-0.9203109	-0.7359939
oxygen + phosphate	Indian	(28.1, Inf]	-0.4885129	-0.6381616	-0.3388641
oxygen + phosphate	Pacific	(-Inf,26]	-0.6172277	-0.7140381	-0.5204172
oxygen + phosphate	Pacific	(26,26.5]	-0.8206395	-0.8500117	-0.7912673
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7254640	-0.7892467	-0.6616813
oxygen + phosphate	Pacific	(26.75,27]	-0.8191386	-0.8191598	-0.8191174
oxygen + phosphate	Pacific	(27,27.25]	-0.9580762	-0.9587533	-0.9573992
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9709819	-0.9727838	-0.9691801
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9708898	-0.9766162	-0.9651634
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9787772	-0.9841818	-0.9733726
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9781514	-0.9834157	-0.9728870
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9625797	-0.9762265	-0.9489328
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9465287	-0.9673261	-0.9257312
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8812348	-0.9393086	-0.8231610
oxygen + silicate	Atlantic	(-Inf,26]	-0.3873954	-0.5145149	-0.2602760
oxygen + silicate	Atlantic	(26,26.5]	-0.6477291	-0.7131641	-0.5822941
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7575302	-0.7865427	-0.7285178
oxygen + silicate	Atlantic	(26.75,27]	-0.6969876	-0.7133796	-0.6805955
oxygen + silicate	Atlantic	(27,27.25]	-0.5592657	-0.6274070	-0.4911243
oxygen + silicate	Atlantic	(27.25,27.5]	-0.2899314	-0.3536356	-0.2262273
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3373072	-0.3917630	-0.2828514
oxygen + silicate	Atlantic	(27.75,27.85]	-0.5640794	-0.6271937	-0.5009650
oxygen + silicate	Atlantic	(27.85,27.95]	-0.6796285	-0.7128349	-0.6464222
oxygen + silicate	Atlantic	(27.95,28.05]	-0.7628272	-0.7655973	-0.7600570
oxygen + silicate	Atlantic	(28.05,28.1]	-0.8750235	-0.8788077	-0.8712394
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9336230	-0.9364625	-0.9307836
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9749880	-0.9770467	-0.9729294
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7189422	-0.7992181	-0.6386664
oxygen + silicate	Indian	(-Inf,26]	-0.8912769	-0.9300122	-0.8525416
oxygen + silicate	Indian	(26,26.5]	-0.9192315	-0.9472224	-0.8912407
oxygen + silicate	Indian	(26.5,26.75]	-0.9381779	-0.9545320	-0.9218238
oxygen + silicate	Indian	(26.75,27]	-0.9405694	-0.9451703	-0.9359685
oxygen + silicate	Indian	(27,27.25]	-0.8552715	-0.8786535	-0.8318895
oxygen + silicate	Indian	(27.25,27.5]	-0.8303367	-0.8520365	-0.8086369
oxygen + silicate	Indian	(27.5,27.75]	-0.7747591	-0.8096433	-0.7398749
oxygen + silicate	Indian	(27.75,27.85]	-0.7930694	-0.8419809	-0.7441579
oxygen + silicate	Indian	(27.85,27.95]	-0.7806958	-0.8222137	-0.7391779
oxygen + silicate	Indian	(27.95,28.05]	-0.7816905	-0.8398604	-0.7235206
oxygen + silicate	Indian	(28.05,28.1]	-0.8982099	-0.9288572	-0.8675626
oxygen + silicate	Indian	(28.1, Inf]	-0.3345047	-0.4543883	-0.2146210
oxygen + silicate	Pacific	(-Inf,26]	-0.2560152	-0.3837204	-0.1283100
oxygen + silicate	Pacific	(26,26.5]	-0.4020525	-0.4058659	-0.3982391
oxygen + silicate	Pacific	(26.5,26.75]	-0.1819021	-0.1890176	-0.1747866
oxygen + silicate	Pacific	(26.75,27]	-0.4768803	-0.5470938	-0.4066669
oxygen + silicate	Pacific	(27,27.25]	-0.8428887	-0.8630297	-0.8227477
oxygen + silicate	Pacific	(27.25,27.5]	-0.8753186	-0.8945168	-0.8561204
oxygen + silicate	Pacific	(27.5,27.75]	-0.8857134	-0.9133471	-0.8580796
oxygen + silicate	Pacific	(27.75,27.85]	-0.9574114	-0.9592700	-0.9555528
oxygen + silicate	Pacific	(27.85,27.95]	-0.9517108	-0.9557480	-0.9476736
oxygen + silicate	Pacific	(27.95,28.05]	-0.9300102	-0.9309798	-0.9290406
oxygen + silicate	Pacific	(28.05,28.1]	-0.9366591	-0.9420081	-0.9313102
oxygen + silicate	Pacific	(28.1, Inf]	-0.8316281	-0.8373837	-0.8258726
phosphate + nitrate	Atlantic	(-Inf,26]	0.8839505	0.8832488	0.8846521
phosphate + nitrate	Atlantic	(26,26.5]	0.9512976	0.9366634	0.9659318
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9808402	0.9771502	0.9845301
phosphate + nitrate	Atlantic	(26.75,27]	0.9841400	0.9826497	0.9856303
phosphate + nitrate	Atlantic	(27,27.25]	0.9885371	0.9872967	0.9897776
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9922310	0.9916800	0.9927820
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9941620	0.9933847	0.9949393
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9942418	0.9937561	0.9947275
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9938652	0.9936783	0.9940520
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9929817	0.9922662	0.9936972
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9934760	0.9930098	0.9939422
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9949403	0.9948484	0.9950322
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9970810	0.9968458	0.9973162
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9899501	0.9841986	0.9957016
phosphate + nitrate	Indian	(-Inf,26]	0.9940429	0.9907443	0.9973414
phosphate + nitrate	Indian	(26,26.5]	0.9905327	0.9846805	0.9963848
phosphate + nitrate	Indian	(26.5,26.75]	0.9915583	0.9866604	0.9964561
phosphate + nitrate	Indian	(26.75,27]	0.9874504	0.9797311	0.9951697
phosphate + nitrate	Indian	(27,27.25]	0.9633647	0.9401600	0.9865693
phosphate + nitrate	Indian	(27.25,27.5]	0.9551566	0.9313808	0.9789323
phosphate + nitrate	Indian	(27.5,27.75]	0.9345331	0.9298126	0.9392537
phosphate + nitrate	Indian	(27.75,27.85]	0.9337414	0.9226934	0.9447895
phosphate + nitrate	Indian	(27.85,27.95]	0.9522525	0.9519917	0.9525132
phosphate + nitrate	Indian	(27.95,28.05]	0.9728000	0.9709556	0.9746444
phosphate + nitrate	Indian	(28.05,28.1]	0.9774377	0.9712694	0.9836060
phosphate + nitrate	Indian	(28.1, Inf]	0.9171574	0.9094484	0.9248665
phosphate + nitrate	Pacific	(-Inf,26]	0.9534263	0.9494188	0.9574338
phosphate + nitrate	Pacific	(26,26.5]	0.9494214	0.9487466	0.9500963
phosphate + nitrate	Pacific	(26.5,26.75]	0.9503431	0.9487403	0.9519458
phosphate + nitrate	Pacific	(26.75,27]	0.9802695	0.9782019	0.9823371
phosphate + nitrate	Pacific	(27,27.25]	0.9897312	0.9886403	0.9908221
phosphate + nitrate	Pacific	(27.25,27.5]	0.9907276	0.9888328	0.9926225
phosphate + nitrate	Pacific	(27.5,27.75]	0.9893997	0.9852410	0.9935583
phosphate + nitrate	Pacific	(27.75,27.85]	0.9871603	0.9820395	0.9922811
phosphate + nitrate	Pacific	(27.85,27.95]	0.9836131	0.9781362	0.9890900
phosphate + nitrate	Pacific	(27.95,28.05]	0.9675064	0.9642433	0.9707695
phosphate + nitrate	Pacific	(28.05,28.1]	0.9507133	0.9420082	0.9594184
phosphate + nitrate	Pacific	(28.1, Inf]	0.9414184	0.9086078	0.9742290
phosphate + silicate	Atlantic	(-Inf,26]	0.8087240	0.7598372	0.8576108
phosphate + silicate	Atlantic	(26,26.5]	0.9349242	0.9308980	0.9389504
phosphate + silicate	Atlantic	(26.5,26.75]	0.9518874	0.9409415	0.9628333
phosphate + silicate	Atlantic	(26.75,27]	0.9385830	0.9260679	0.9510980
phosphate + silicate	Atlantic	(27,27.25]	0.9358865	0.9253298	0.9464433
phosphate + silicate	Atlantic	(27.25,27.5]	0.9136868	0.9125585	0.9148151
phosphate + silicate	Atlantic	(27.5,27.75]	0.9060380	0.9054312	0.9066448
phosphate + silicate	Atlantic	(27.75,27.85]	0.9505529	0.9501672	0.9509387
phosphate + silicate	Atlantic	(27.85,27.95]	0.9727197	0.9701121	0.9753273
phosphate + silicate	Atlantic	(27.95,28.05]	0.9841448	0.9831959	0.9850937
phosphate + silicate	Atlantic	(28.05,28.1]	0.9899938	0.9890289	0.9909586
phosphate + silicate	Atlantic	(28.1,28.15]	0.9914995	0.9911731	0.9918258
phosphate + silicate	Atlantic	(28.15,28.2]	0.9897859	0.9880850	0.9914868
phosphate + silicate	Atlantic	(28.2, Inf]	0.9588519	0.9368946	0.9808092
phosphate + silicate	Indian	(-Inf,26]	0.9266710	0.8923634	0.9609786
phosphate + silicate	Indian	(26,26.5]	0.9451287	0.9266741	0.9635833
phosphate + silicate	Indian	(26.5,26.75]	0.9454004	0.9442119	0.9465890
phosphate + silicate	Indian	(26.75,27]	0.9355000	0.9157137	0.9552863
phosphate + silicate	Indian	(27,27.25]	0.9300828	0.9292825	0.9308831
phosphate + silicate	Indian	(27.25,27.5]	0.9160901	0.8957744	0.9364057
phosphate + silicate	Indian	(27.5,27.75]	0.8355733	0.8010511	0.8700954
phosphate + silicate	Indian	(27.75,27.85]	0.8619858	0.8489760	0.8749956
phosphate + silicate	Indian	(27.85,27.95]	0.9008949	0.8958144	0.9059754
phosphate + silicate	Indian	(27.95,28.05]	0.9170389	0.8998412	0.9342366
phosphate + silicate	Indian	(28.05,28.1]	0.9493434	0.9293039	0.9693829
phosphate + silicate	Indian	(28.1, Inf]	0.8106780	0.7896418	0.8317142
phosphate + silicate	Pacific	(-Inf,26]	0.7188132	0.7026627	0.7349637
phosphate + silicate	Pacific	(26,26.5]	0.7439019	0.7254552	0.7623487
phosphate + silicate	Pacific	(26.5,26.75]	0.6829091	0.6290837	0.7367345
phosphate + silicate	Pacific	(26.75,27]	0.8100622	0.7725848	0.8475396
phosphate + silicate	Pacific	(27,27.25]	0.9079431	0.8950765	0.9208097
phosphate + silicate	Pacific	(27.25,27.5]	0.8880236	0.8733281	0.9027192
phosphate + silicate	Pacific	(27.5,27.75]	0.8792248	0.8595326	0.8989170
phosphate + silicate	Pacific	(27.75,27.85]	0.9469965	0.9434618	0.9505313
phosphate + silicate	Pacific	(27.85,27.95]	0.9582093	0.9560104	0.9604083
phosphate + silicate	Pacific	(27.95,28.05]	0.9470646	0.9466035	0.9475257
phosphate + silicate	Pacific	(28.05,28.1]	0.9417571	0.9383533	0.9451608
phosphate + silicate	Pacific	(28.1, Inf]	0.8683674	0.8232163	0.9135184
sal + aou	Atlantic	(-Inf,26]	-0.2822829	-0.4487441	-0.1158216
sal + aou	Atlantic	(26,26.5]	-0.2973860	-0.3920374	-0.2027346
sal + aou	Atlantic	(26.5,26.75]	-0.3655872	-0.4079161	-0.3232583
sal + aou	Atlantic	(26.75,27]	-0.2617579	-0.2950740	-0.2284419
sal + aou	Atlantic	(27,27.25]	-0.2046493	-0.3300687	-0.0792299
sal + aou	Atlantic	(27.25,27.5]	-0.1842326	-0.2484771	-0.1199881
sal + aou	Atlantic	(27.5,27.75]	-0.3242254	-0.3774515	-0.2709993
sal + aou	Atlantic	(27.75,27.85]	-0.2517546	-0.3388750	-0.1646342
sal + aou	Atlantic	(27.85,27.95]	-0.3024586	-0.3299001	-0.2750172
sal + aou	Atlantic	(27.95,28.05]	-0.4533002	-0.4932498	-0.4133507
sal + aou	Atlantic	(28.05,28.1]	-0.6838131	-0.6867807	-0.6808455
sal + aou	Atlantic	(28.1,28.15]	-0.7820498	-0.7974941	-0.7666055
sal + aou	Atlantic	(28.15,28.2]	-0.8898810	-0.8921150	-0.8876470
sal + aou	Atlantic	(28.2, Inf]	-0.4106859	-0.6145520	-0.2068199
sal + aou	Indian	(-Inf,26]	-0.6617480	-0.8372134	-0.4862826
sal + aou	Indian	(26,26.5]	-0.6057391	-0.7896080	-0.4218702
sal + aou	Indian	(26.5,26.75]	-0.0921841	-0.2248367	0.0404685
sal + aou	Indian	(26.75,27]	0.4723556	0.3268022	0.6179090
sal + aou	Indian	(27,27.25]	0.8503891	0.8193029	0.8814753
sal + aou	Indian	(27.25,27.5]	0.9064487	0.8415572	0.9713401
sal + aou	Indian	(27.5,27.75]	0.9010133	0.8374478	0.9645787
sal + aou	Indian	(27.75,27.85]	0.9530505	0.9438227	0.9622784
sal + aou	Indian	(27.85,27.95]	0.9194260	0.9152218	0.9236302
sal + aou	Indian	(27.95,28.05]	0.7028972	0.6654165	0.7403780
sal + aou	Indian	(28.05,28.1]	0.1388071	0.0318873	0.2457270
sal + aou	Indian	(28.1, Inf]	0.6247800	0.5972387	0.6523213
sal + aou	Pacific	(-Inf,26]	-0.0601295	-0.0841570	-0.0361020
sal + aou	Pacific	(26,26.5]	0.0246642	-0.1136989	0.1630274
sal + aou	Pacific	(26.5,26.75]	0.2334545	0.1173081	0.3496008
sal + aou	Pacific	(26.75,27]	-0.0805170	-0.1899653	0.0289314
sal + aou	Pacific	(27,27.25]	-0.1906746	-0.2258316	-0.1555176
sal + aou	Pacific	(27.25,27.5]	0.1065948	0.0209870	0.1922026
sal + aou	Pacific	(27.5,27.75]	0.1171103	-0.0038217	0.2380423
sal + aou	Pacific	(27.75,27.85]	-0.1489212	-0.2650906	-0.0327518
sal + aou	Pacific	(27.85,27.95]	-0.3294113	-0.4819457	-0.1768768
sal + aou	Pacific	(27.95,28.05]	-0.5296471	-0.7620782	-0.2972161
sal + aou	Pacific	(28.05,28.1]	-0.6132450	-0.8735858	-0.3529042
sal + aou	Pacific	(28.1, Inf]	-0.3367315	-0.7372089	0.0637460
sal + nitrate	Atlantic	(-Inf,26]	-0.3317908	-0.3994249	-0.2641568
sal + nitrate	Atlantic	(26,26.5]	-0.4583815	-0.5235773	-0.3931858
sal + nitrate	Atlantic	(26.5,26.75]	-0.5684554	-0.5879589	-0.5489518
sal + nitrate	Atlantic	(26.75,27]	-0.5574299	-0.5827470	-0.5321128
sal + nitrate	Atlantic	(27,27.25]	-0.6047480	-0.6715969	-0.5378992
sal + nitrate	Atlantic	(27.25,27.5]	-0.6758733	-0.7092502	-0.6424963
sal + nitrate	Atlantic	(27.5,27.75]	-0.6999914	-0.7138752	-0.6861075
sal + nitrate	Atlantic	(27.75,27.85]	-0.5925046	-0.6179843	-0.5670249
sal + nitrate	Atlantic	(27.85,27.95]	-0.6005892	-0.6038121	-0.5973663
sal + nitrate	Atlantic	(27.95,28.05]	-0.7319256	-0.7536877	-0.7101635
sal + nitrate	Atlantic	(28.05,28.1]	-0.8456407	-0.8471389	-0.8441425
sal + nitrate	Atlantic	(28.1,28.15]	-0.8773275	-0.8861971	-0.8684580
sal + nitrate	Atlantic	(28.15,28.2]	-0.9348822	-0.9416285	-0.9281360
sal + nitrate	Atlantic	(28.2, Inf]	-0.8524502	-0.9089483	-0.7959521
sal + nitrate	Indian	(-Inf,26]	-0.6989099	-0.8527168	-0.5451030
sal + nitrate	Indian	(26,26.5]	-0.7153815	-0.8570578	-0.5737052
sal + nitrate	Indian	(26.5,26.75]	-0.3444980	-0.5195180	-0.1694781
sal + nitrate	Indian	(26.75,27]	0.0699530	-0.1926266	0.3325325
sal + nitrate	Indian	(27,27.25]	0.4236841	0.3680022	0.4793659
sal + nitrate	Indian	(27.25,27.5]	0.6391428	0.5054428	0.7728428
sal + nitrate	Indian	(27.5,27.75]	0.6877317	0.5472573	0.8282061
sal + nitrate	Indian	(27.75,27.85]	0.7632171	0.7014659	0.8249682
sal + nitrate	Indian	(27.85,27.95]	0.6126084	0.5838884	0.6413284
sal + nitrate	Indian	(27.95,28.05]	0.1481561	0.0589980	0.2373142
sal + nitrate	Indian	(28.05,28.1]	-0.2887381	-0.2976126	-0.2798637
sal + nitrate	Indian	(28.1, Inf]	-0.1459794	-0.2298234	-0.0621354
sal + nitrate	Pacific	(-Inf,26]	-0.3610181	-0.4371192	-0.2849171
sal + nitrate	Pacific	(26,26.5]	-0.3618068	-0.5238561	-0.1997576
sal + nitrate	Pacific	(26.5,26.75]	-0.2755927	-0.4524634	-0.0987219
sal + nitrate	Pacific	(26.75,27]	-0.4066441	-0.5069619	-0.3063262
sal + nitrate	Pacific	(27,27.25]	-0.3024624	-0.3462591	-0.2586657
sal + nitrate	Pacific	(27.25,27.5]	0.0879630	-0.0026189	0.1785449
sal + nitrate	Pacific	(27.5,27.75]	0.0998456	-0.0092359	0.2089271
sal + nitrate	Pacific	(27.75,27.85]	-0.1653556	-0.2587365	-0.0719746
sal + nitrate	Pacific	(27.85,27.95]	-0.3516198	-0.4943080	-0.2089316
sal + nitrate	Pacific	(27.95,28.05]	-0.5925162	-0.7861170	-0.3989154
sal + nitrate	Pacific	(28.05,28.1]	-0.6920333	-0.9069316	-0.4771350
sal + nitrate	Pacific	(28.1, Inf]	-0.4488263	-0.8295089	-0.0681436
sal + oxygen	Atlantic	(-Inf,26]	0.0293860	-0.1321868	0.1909588
sal + oxygen	Atlantic	(26,26.5]	0.0136745	-0.1163126	0.1436616
sal + oxygen	Atlantic	(26.5,26.75]	0.1225791	0.0589416	0.1862167
sal + oxygen	Atlantic	(26.75,27]	-0.0145144	-0.0642460	0.0352172
sal + oxygen	Atlantic	(27,27.25]	-0.0946590	-0.2270407	0.0377228
sal + oxygen	Atlantic	(27.25,27.5]	-0.1693325	-0.2415053	-0.0971598
sal + oxygen	Atlantic	(27.5,27.75]	-0.0486011	-0.1273582	0.0301561
sal + oxygen	Atlantic	(27.75,27.85]	-0.0860680	-0.2144922	0.0423562
sal + oxygen	Atlantic	(27.85,27.95]	0.0465243	-0.0046917	0.0977402
sal + oxygen	Atlantic	(27.95,28.05]	0.2204317	0.1836079	0.2572554
sal + oxygen	Atlantic	(28.05,28.1]	0.5099949	0.5000975	0.5198924
sal + oxygen	Atlantic	(28.1,28.15]	0.6781159	0.6601396	0.6960923
sal + oxygen	Atlantic	(28.15,28.2]	0.8485037	0.8432393	0.8537680
sal + oxygen	Atlantic	(28.2, Inf]	0.2413392	-0.0097776	0.4924559
sal + oxygen	Indian	(-Inf,26]	0.6511584	0.4637798	0.8385370
sal + oxygen	Indian	(26,26.5]	0.5513957	0.3563159	0.7464755
sal + oxygen	Indian	(26.5,26.75]	0.0044704	-0.1101104	0.1190512
sal + oxygen	Indian	(26.75,27]	-0.5734217	-0.6787700	-0.4680733
sal + oxygen	Indian	(27,27.25]	-0.8967790	-0.9305061	-0.8630519
sal + oxygen	Indian	(27.25,27.5]	-0.9321687	-0.9850202	-0.8793171
sal + oxygen	Indian	(27.5,27.75]	-0.9156486	-0.9624521	-0.8688451
sal + oxygen	Indian	(27.75,27.85]	-0.9571349	-0.9650605	-0.9492093
sal + oxygen	Indian	(27.85,27.95]	-0.9386334	-0.9437157	-0.9335512
sal + oxygen	Indian	(27.95,28.05]	-0.7830143	-0.8217472	-0.7442814
sal + oxygen	Indian	(28.05,28.1]	-0.2643760	-0.4054759	-0.1232762
sal + oxygen	Indian	(28.1, Inf]	-0.7298465	-0.7605846	-0.6991084
sal + oxygen	Pacific	(-Inf,26]	-0.3321218	-0.3661008	-0.2981428
sal + oxygen	Pacific	(26,26.5]	-0.2228729	-0.3278640	-0.1178818
sal + oxygen	Pacific	(26.5,26.75]	-0.4280736	-0.5103902	-0.3457569
sal + oxygen	Pacific	(26.75,27]	-0.1280157	-0.2378890	-0.0181424
sal + oxygen	Pacific	(27,27.25]	0.0907286	0.0507678	0.1306894
sal + oxygen	Pacific	(27.25,27.5]	-0.1808310	-0.2705814	-0.0910806
sal + oxygen	Pacific	(27.5,27.75]	-0.1775746	-0.3133536	-0.0417956
sal + oxygen	Pacific	(27.75,27.85]	0.0970363	-0.0274014	0.2214740
sal + oxygen	Pacific	(27.85,27.95]	0.2858087	0.1143844	0.4572330
sal + oxygen	Pacific	(27.95,28.05]	0.4931466	0.2240072	0.7622860
sal + oxygen	Pacific	(28.05,28.1]	0.5658776	0.2637849	0.8679702
sal + oxygen	Pacific	(28.1, Inf]	0.2781045	-0.1334732	0.6896823
sal + phosphate	Atlantic	(-Inf,26]	-0.5613957	-0.6007627	-0.5220288
sal + phosphate	Atlantic	(26,26.5]	-0.6734165	-0.6982073	-0.6486257
sal + phosphate	Atlantic	(26.5,26.75]	-0.7005624	-0.7050524	-0.6960724
sal + phosphate	Atlantic	(26.75,27]	-0.6787215	-0.7091587	-0.6482844
sal + phosphate	Atlantic	(27,27.25]	-0.7006721	-0.7576517	-0.6436926
sal + phosphate	Atlantic	(27.25,27.5]	-0.7435315	-0.7735840	-0.7134790
sal + phosphate	Atlantic	(27.5,27.75]	-0.7477018	-0.7602765	-0.7351270
sal + phosphate	Atlantic	(27.75,27.85]	-0.6379666	-0.6598498	-0.6160834
sal + phosphate	Atlantic	(27.85,27.95]	-0.6246226	-0.6260542	-0.6231911
sal + phosphate	Atlantic	(27.95,28.05]	-0.7375841	-0.7622612	-0.7129069
sal + phosphate	Atlantic	(28.05,28.1]	-0.8548686	-0.8560788	-0.8536584
sal + phosphate	Atlantic	(28.1,28.15]	-0.8874202	-0.8950167	-0.8798236
sal + phosphate	Atlantic	(28.15,28.2]	-0.9371326	-0.9447033	-0.9295619
sal + phosphate	Atlantic	(28.2, Inf]	-0.8556356	-0.9119279	-0.7993434
sal + phosphate	Indian	(-Inf,26]	-0.6574066	-0.8423260	-0.4724871
sal + phosphate	Indian	(26,26.5]	-0.6482001	-0.8496514	-0.4467488
sal + phosphate	Indian	(26.5,26.75]	-0.2797598	-0.5104674	-0.0490521
sal + phosphate	Indian	(26.75,27]	0.1454136	-0.1653968	0.4562241
sal + phosphate	Indian	(27,27.25]	0.5464052	0.4171607	0.6756497
sal + phosphate	Indian	(27.25,27.5]	0.7691933	0.7247127	0.8136738
sal + phosphate	Indian	(27.5,27.75]	0.8210146	0.7477500	0.8942791
sal + phosphate	Indian	(27.75,27.85]	0.8507703	0.7972707	0.9042698
sal + phosphate	Indian	(27.85,27.95]	0.6723013	0.6160684	0.7285343
sal + phosphate	Indian	(27.95,28.05]	0.2035189	0.1042273	0.3028106
sal + phosphate	Indian	(28.05,28.1]	-0.2589278	-0.2844889	-0.2333668
sal + phosphate	Indian	(28.1, Inf]	-0.1295510	-0.2412433	-0.0178587
sal + phosphate	Pacific	(-Inf,26]	-0.2651560	-0.3220885	-0.2082235
sal + phosphate	Pacific	(26,26.5]	-0.3126676	-0.4504823	-0.1748529
sal + phosphate	Pacific	(26.5,26.75]	-0.2477395	-0.4128735	-0.0826054
sal + phosphate	Pacific	(26.75,27]	-0.4195909	-0.5154077	-0.3237741
sal + phosphate	Pacific	(27,27.25]	-0.3125620	-0.3535596	-0.2715643
sal + phosphate	Pacific	(27.25,27.5]	0.0748741	-0.0126749	0.1624232
sal + phosphate	Pacific	(27.5,27.75]	0.1046154	-0.0036133	0.2128442
sal + phosphate	Pacific	(27.75,27.85]	-0.1494765	-0.2461010	-0.0528520
sal + phosphate	Pacific	(27.85,27.95]	-0.3562836	-0.4953386	-0.2172287
sal + phosphate	Pacific	(27.95,28.05]	-0.6046037	-0.7938611	-0.4153463
sal + phosphate	Pacific	(28.05,28.1]	-0.7055052	-0.9100513	-0.5009592
sal + phosphate	Pacific	(28.1, Inf]	-0.4791564	-0.8289409	-0.1293718
sal + silicate	Atlantic	(-Inf,26]	-0.5891881	-0.6234345	-0.5549418
sal + silicate	Atlantic	(26,26.5]	-0.6622834	-0.6754959	-0.6490710
sal + silicate	Atlantic	(26.5,26.75]	-0.6584818	-0.6612695	-0.6556940
sal + silicate	Atlantic	(26.75,27]	-0.6257620	-0.6491226	-0.6024014
sal + silicate	Atlantic	(27,27.25]	-0.6678685	-0.7111116	-0.6246255
sal + silicate	Atlantic	(27.25,27.5]	-0.7553517	-0.7581179	-0.7525855
sal + silicate	Atlantic	(27.5,27.75]	-0.7466210	-0.7602199	-0.7330221
sal + silicate	Atlantic	(27.75,27.85]	-0.6198603	-0.6638311	-0.5758894
sal + silicate	Atlantic	(27.85,27.95]	-0.6690372	-0.6811474	-0.6569269
sal + silicate	Atlantic	(27.95,28.05]	-0.7626550	-0.7811664	-0.7441436
sal + silicate	Atlantic	(28.05,28.1]	-0.8463806	-0.8469000	-0.8458613
sal + silicate	Atlantic	(28.1,28.15]	-0.8750471	-0.8820088	-0.8680855
sal + silicate	Atlantic	(28.15,28.2]	-0.9056577	-0.9159102	-0.8954052
sal + silicate	Atlantic	(28.2, Inf]	-0.7666816	-0.8663317	-0.6670315
sal + silicate	Indian	(-Inf,26]	-0.8008341	-0.8794398	-0.7222283
sal + silicate	Indian	(26,26.5]	-0.7486157	-0.8504296	-0.6468017
sal + silicate	Indian	(26.5,26.75]	-0.2424822	-0.3016992	-0.1832651
sal + silicate	Indian	(26.75,27]	0.3259179	0.1867773	0.4650585
sal + silicate	Indian	(27,27.25]	0.5962304	0.5837511	0.6087097
sal + silicate	Indian	(27.25,27.5]	0.6616329	0.5325309	0.7907349
sal + silicate	Indian	(27.5,27.75]	0.6695935	0.4986002	0.8405868
sal + silicate	Indian	(27.75,27.85]	0.7962645	0.7654959	0.8270331
sal + silicate	Indian	(27.85,27.95]	0.6977358	0.6529770	0.7424946
sal + silicate	Indian	(27.95,28.05]	0.3798972	0.3414529	0.4183416
sal + silicate	Indian	(28.05,28.1]	-0.0720023	-0.1283806	-0.0156240
sal + silicate	Indian	(28.1, Inf]	-0.1403058	-0.1668792	-0.1137324
sal + silicate	Pacific	(-Inf,26]	-0.6171619	-0.6963804	-0.5379434
sal + silicate	Pacific	(26,26.5]	-0.6459354	-0.7221806	-0.5696903
sal + silicate	Pacific	(26.5,26.75]	-0.7164176	-0.7705761	-0.6622591
sal + silicate	Pacific	(26.75,27]	-0.7484882	-0.7667612	-0.7302151
sal + silicate	Pacific	(27,27.25]	-0.5512387	-0.5520297	-0.5504477
sal + silicate	Pacific	(27.25,27.5]	-0.1913093	-0.2299877	-0.1526310
sal + silicate	Pacific	(27.5,27.75]	-0.0206204	-0.0615823	0.0203415
sal + silicate	Pacific	(27.75,27.85]	-0.1922140	-0.2877515	-0.0966765
sal + silicate	Pacific	(27.85,27.95]	-0.3291529	-0.4499667	-0.2083391
sal + silicate	Pacific	(27.95,28.05]	-0.4996185	-0.6641821	-0.3350549
sal + silicate	Pacific	(28.05,28.1]	-0.6304921	-0.8128588	-0.4481254
sal + silicate	Pacific	(28.1, Inf]	-0.4237646	-0.8493646	0.0018354
sal + temp	Atlantic	(-Inf,26]	0.8155923	0.7875025	0.8436821
sal + temp	Atlantic	(26,26.5]	0.9568244	0.9522373	0.9614115
sal + temp	Atlantic	(26.5,26.75]	0.9782839	0.9766417	0.9799260
sal + temp	Atlantic	(26.75,27]	0.9717441	0.9692132	0.9742751
sal + temp	Atlantic	(27,27.25]	0.9768944	0.9761089	0.9776800
sal + temp	Atlantic	(27.25,27.5]	0.9764337	0.9753266	0.9775409
sal + temp	Atlantic	(27.5,27.75]	0.9685989	0.9667699	0.9704280
sal + temp	Atlantic	(27.75,27.85]	0.9811327	0.9774835	0.9847819
sal + temp	Atlantic	(27.85,27.95]	0.9597983	0.9560521	0.9635445
sal + temp	Atlantic	(27.95,28.05]	0.9442616	0.9408358	0.9476875
sal + temp	Atlantic	(28.05,28.1]	0.9706990	0.9688735	0.9725246
sal + temp	Atlantic	(28.1,28.15]	0.9670178	0.9609783	0.9730573
sal + temp	Atlantic	(28.15,28.2]	0.8035842	0.6971882	0.9099801
sal + temp	Atlantic	(28.2, Inf]	0.5874457	0.3948612	0.7800301
sal + temp	Indian	(-Inf,26]	0.2507103	0.1727467	0.3286739
sal + temp	Indian	(26,26.5]	0.8640522	0.8452664	0.8828380
sal + temp	Indian	(26.5,26.75]	0.9599340	0.9548473	0.9650207
sal + temp	Indian	(26.75,27]	0.9738625	0.9655357	0.9821894
sal + temp	Indian	(27,27.25]	0.9652182	0.9624152	0.9680211
sal + temp	Indian	(27.25,27.5]	0.9492449	0.9362100	0.9622799
sal + temp	Indian	(27.5,27.75]	0.9088625	0.8803058	0.9374192
sal + temp	Indian	(27.75,27.85]	0.9397907	0.9315609	0.9480205
sal + temp	Indian	(27.85,27.95]	0.9472797	0.9334149	0.9611446
sal + temp	Indian	(27.95,28.05]	0.9516098	0.9403993	0.9628203
sal + temp	Indian	(28.05,28.1]	0.9250573	0.8973001	0.9528145
sal + temp	Indian	(28.1, Inf]	0.9287995	0.9204737	0.9371253
sal + temp	Pacific	(-Inf,26]	0.7106510	0.7073794	0.7139226
sal + temp	Pacific	(26,26.5]	0.9515119	0.9503878	0.9526361
sal + temp	Pacific	(26.5,26.75]	0.9795434	0.9788489	0.9802379
sal + temp	Pacific	(26.75,27]	0.9770293	0.9757905	0.9782682
sal + temp	Pacific	(27,27.25]	0.9395696	0.9352327	0.9439064
sal + temp	Pacific	(27.25,27.5]	0.8157281	0.7972655	0.8341907
sal + temp	Pacific	(27.5,27.75]	0.6406220	0.5384121	0.7428319
sal + temp	Pacific	(27.75,27.85]	0.7662716	0.7221768	0.8103664
sal + temp	Pacific	(27.85,27.95]	0.6221007	0.5186219	0.7255796
sal + temp	Pacific	(27.95,28.05]	0.4412737	0.2209155	0.6616318
sal + temp	Pacific	(28.05,28.1]	0.3986169	0.1733466	0.6238872
sal + temp	Pacific	(28.1, Inf]	0.0027373	-0.3186319	0.3241065
temp + aou	Atlantic	(-Inf,26]	-0.3367373	-0.4864255	-0.1870490
temp + aou	Atlantic	(26,26.5]	-0.3016318	-0.3737668	-0.2294967
temp + aou	Atlantic	(26.5,26.75]	-0.3417414	-0.3742422	-0.3092406
temp + aou	Atlantic	(26.75,27]	-0.1944269	-0.2572077	-0.1316461
temp + aou	Atlantic	(27,27.25]	-0.1244063	-0.2488934	0.0000809
temp + aou	Atlantic	(27.25,27.5]	-0.1346574	-0.2089644	-0.0603505
temp + aou	Atlantic	(27.5,27.75]	-0.2798466	-0.3287341	-0.2309591
temp + aou	Atlantic	(27.75,27.85]	-0.2233692	-0.2879901	-0.1587483
temp + aou	Atlantic	(27.85,27.95]	-0.2349293	-0.2379597	-0.2318990
temp + aou	Atlantic	(27.95,28.05]	-0.3965946	-0.4164076	-0.3767815
temp + aou	Atlantic	(28.05,28.1]	-0.5619148	-0.5644940	-0.5593356
temp + aou	Atlantic	(28.1,28.15]	-0.6329032	-0.6678682	-0.5979381
temp + aou	Atlantic	(28.15,28.2]	-0.6013166	-0.7068790	-0.4957543
temp + aou	Atlantic	(28.2, Inf]	0.2465958	0.1942688	0.2989228
temp + aou	Indian	(-Inf,26]	-0.3999651	-0.4966459	-0.3032844
temp + aou	Indian	(26,26.5]	-0.4654944	-0.5590024	-0.3719864
temp + aou	Indian	(26.5,26.75]	-0.0490650	-0.1579783	0.0598483
temp + aou	Indian	(26.75,27]	0.3837524	0.2198534	0.5476515
temp + aou	Indian	(27,27.25]	0.7769136	0.7747067	0.7791206
temp + aou	Indian	(27.25,27.5]	0.8584251	0.8549565	0.8618937
temp + aou	Indian	(27.5,27.75]	0.8927744	0.8839776	0.9015711
temp + aou	Indian	(27.75,27.85]	0.9471184	0.9400533	0.9541834
temp + aou	Indian	(27.85,27.95]	0.9109883	0.8911107	0.9308659
temp + aou	Indian	(27.95,28.05]	0.7461288	0.6953074	0.7969503
temp + aou	Indian	(28.05,28.1]	0.3903496	0.3325638	0.4481355
temp + aou	Indian	(28.1, Inf]	0.7865082	0.7827354	0.7902809
temp + aou	Pacific	(-Inf,26]	-0.2155435	-0.2427404	-0.1883466
temp + aou	Pacific	(26,26.5]	-0.0388188	-0.1630425	0.0854050
temp + aou	Pacific	(26.5,26.75]	0.2554403	0.1573547	0.3535258
temp + aou	Pacific	(26.75,27]	-0.0731020	-0.1752061	0.0290021
temp + aou	Pacific	(27,27.25]	-0.2342707	-0.2508919	-0.2176494
temp + aou	Pacific	(27.25,27.5]	0.0105002	-0.0775784	0.0985789
temp + aou	Pacific	(27.5,27.75]	0.1382580	-0.0010842	0.2776002
temp + aou	Pacific	(27.75,27.85]	0.0161363	-0.0941609	0.1264336
temp + aou	Pacific	(27.85,27.95]	-0.0148494	-0.1701446	0.1404459
temp + aou	Pacific	(27.95,28.05]	-0.0106035	-0.2571840	0.2359769
temp + aou	Pacific	(28.05,28.1]	0.0940523	-0.1905367	0.3786413
temp + aou	Pacific	(28.1, Inf]	0.8168541	0.7890196	0.8446885
temp + nitrate	Atlantic	(-Inf,26]	-0.3181189	-0.3772913	-0.2589465
temp + nitrate	Atlantic	(26,26.5]	-0.4858350	-0.5299088	-0.4417613
temp + nitrate	Atlantic	(26.5,26.75]	-0.5452213	-0.5512491	-0.5391935
temp + nitrate	Atlantic	(26.75,27]	-0.4778737	-0.5376906	-0.4180567
temp + nitrate	Atlantic	(27,27.25]	-0.5169800	-0.5901766	-0.4437833
temp + nitrate	Atlantic	(27.25,27.5]	-0.6198568	-0.6624175	-0.5772960
temp + nitrate	Atlantic	(27.5,27.75]	-0.6617628	-0.6684857	-0.6550398
temp + nitrate	Atlantic	(27.75,27.85]	-0.5842826	-0.5891135	-0.5794517
temp + nitrate	Atlantic	(27.85,27.95]	-0.5668419	-0.5923278	-0.5413560
temp + nitrate	Atlantic	(27.95,28.05]	-0.6890745	-0.7007661	-0.6773829
temp + nitrate	Atlantic	(28.05,28.1]	-0.7585929	-0.7624767	-0.7547091
temp + nitrate	Atlantic	(28.1,28.15]	-0.7590811	-0.7836628	-0.7344995
temp + nitrate	Atlantic	(28.15,28.2]	-0.6453668	-0.7502372	-0.5404964
temp + nitrate	Atlantic	(28.2, Inf]	-0.2448272	-0.3532523	-0.1364021
temp + nitrate	Indian	(-Inf,26]	-0.4404801	-0.5267071	-0.3542531
temp + nitrate	Indian	(26,26.5]	-0.5838525	-0.6471184	-0.5205866
temp + nitrate	Indian	(26.5,26.75]	-0.3066873	-0.4600660	-0.1533086
temp + nitrate	Indian	(26.75,27]	-0.0300755	-0.3003201	0.2401692
temp + nitrate	Indian	(27,27.25]	0.2873795	0.1798758	0.3948833
temp + nitrate	Indian	(27.25,27.5]	0.5222001	0.4940595	0.5503407
temp + nitrate	Indian	(27.5,27.75]	0.6846719	0.6210856	0.7482583
temp + nitrate	Indian	(27.75,27.85]	0.7854607	0.7475475	0.8233740
temp + nitrate	Indian	(27.85,27.95]	0.6138208	0.6109892	0.6166524
temp + nitrate	Indian	(27.95,28.05]	0.2255844	0.1576937	0.2934751
temp + nitrate	Indian	(28.05,28.1]	-0.0135119	-0.0764168	0.0493930
temp + nitrate	Indian	(28.1, Inf]	0.0618266	-0.0698455	0.1934987
temp + nitrate	Pacific	(-Inf,26]	-0.4669302	-0.5311154	-0.4027449
temp + nitrate	Pacific	(26,26.5]	-0.4389376	-0.5881822	-0.2896929
temp + nitrate	Pacific	(26.5,26.75]	-0.2717120	-0.4366271	-0.1067970
temp + nitrate	Pacific	(26.75,27]	-0.4166274	-0.5156793	-0.3175754
temp + nitrate	Pacific	(27,27.25]	-0.3761854	-0.4034192	-0.3489516
temp + nitrate	Pacific	(27.25,27.5]	-0.0573260	-0.1495331	0.0348811
temp + nitrate	Pacific	(27.5,27.75]	0.1031008	-0.0281372	0.2343388
temp + nitrate	Pacific	(27.75,27.85]	-0.0068671	-0.1004966	0.0867625
temp + nitrate	Pacific	(27.85,27.95]	-0.0318202	-0.1828083	0.1191678
temp + nitrate	Pacific	(27.95,28.05]	-0.0695790	-0.2773267	0.1381687
temp + nitrate	Pacific	(28.05,28.1]	0.0108629	-0.2332985	0.2550244
temp + nitrate	Pacific	(28.1, Inf]	0.6284481	0.5923704	0.6645258
temp + oxygen	Atlantic	(-Inf,26]	0.0385486	-0.1110434	0.1881406
temp + oxygen	Atlantic	(26,26.5]	0.0023018	-0.1084858	0.1130895
temp + oxygen	Atlantic	(26.5,26.75]	0.0871401	0.0329388	0.1413414
temp + oxygen	Atlantic	(26.75,27]	-0.0951306	-0.1751711	-0.0150901
temp + oxygen	Atlantic	(27,27.25]	-0.1834472	-0.3115597	-0.0553346
temp + oxygen	Atlantic	(27.25,27.5]	-0.2270870	-0.3075282	-0.1466457
temp + oxygen	Atlantic	(27.5,27.75]	-0.1088510	-0.1822822	-0.0354198
temp + oxygen	Atlantic	(27.75,27.85]	-0.1253057	-0.2295434	-0.0210680
temp + oxygen	Atlantic	(27.85,27.95]	-0.0372655	-0.0573935	-0.0171374
temp + oxygen	Atlantic	(27.95,28.05]	0.1413521	0.1259536	0.1567507
temp + oxygen	Atlantic	(28.05,28.1]	0.3638002	0.3598586	0.3677419
temp + oxygen	Atlantic	(28.1,28.15]	0.5065537	0.4677280	0.5453795
temp + oxygen	Atlantic	(28.15,28.2]	0.5182484	0.4005248	0.6359719
temp + oxygen	Atlantic	(28.2, Inf]	-0.4392961	-0.5069109	-0.3716813
temp + oxygen	Indian	(-Inf,26]	0.3006646	0.2057356	0.3955935
temp + oxygen	Indian	(26,26.5]	0.3929486	0.2960578	0.4898395
temp + oxygen	Indian	(26.5,26.75]	-0.0421104	-0.1325951	0.0483743
temp + oxygen	Indian	(26.75,27]	-0.4926486	-0.6165747	-0.3687226
temp + oxygen	Indian	(27,27.25]	-0.8409747	-0.8467870	-0.8351624
temp + oxygen	Indian	(27.25,27.5]	-0.9023230	-0.9051463	-0.8994998
temp + oxygen	Indian	(27.5,27.75]	-0.9285092	-0.9343623	-0.9226562
temp + oxygen	Indian	(27.75,27.85]	-0.9674097	-0.9708328	-0.9639867
temp + oxygen	Indian	(27.85,27.95]	-0.9445373	-0.9599415	-0.9291331
temp + oxygen	Indian	(27.95,28.05]	-0.8291795	-0.8763361	-0.7820229
temp + oxygen	Indian	(28.05,28.1]	-0.5084958	-0.5950589	-0.4219326
temp + oxygen	Indian	(28.1, Inf]	-0.8724583	-0.8757243	-0.8691922
temp + oxygen	Pacific	(-Inf,26]	-0.2933795	-0.3431180	-0.2436410
temp + oxygen	Pacific	(26,26.5]	-0.1704910	-0.2607018	-0.0802802
temp + oxygen	Pacific	(26.5,26.75]	-0.4544013	-0.5193985	-0.3894041
temp + oxygen	Pacific	(26.75,27]	-0.1407869	-0.2431245	-0.0384493
temp + oxygen	Pacific	(27,27.25]	0.1291796	0.1082388	0.1501205
temp + oxygen	Pacific	(27.25,27.5]	-0.1012573	-0.1936922	-0.0088223
temp + oxygen	Pacific	(27.5,27.75]	-0.2296595	-0.3786857	-0.0806333
temp + oxygen	Pacific	(27.75,27.85]	-0.0827392	-0.1985588	0.0330804
temp + oxygen	Pacific	(27.85,27.95]	-0.0522693	-0.2208588	0.1163201
temp + oxygen	Pacific	(27.95,28.05]	-0.0594224	-0.3290959	0.2102511
temp + oxygen	Pacific	(28.05,28.1]	-0.1517241	-0.4670889	0.1636407
temp + oxygen	Pacific	(28.1, Inf]	-0.8680235	-0.9039784	-0.8320686
temp + phosphate	Atlantic	(-Inf,26]	-0.4622353	-0.4883194	-0.4361512
temp + phosphate	Atlantic	(26,26.5]	-0.6608180	-0.6776999	-0.6439360
temp + phosphate	Atlantic	(26.5,26.75]	-0.6704236	-0.6760412	-0.6648060
temp + phosphate	Atlantic	(26.75,27]	-0.5976900	-0.6597870	-0.5355930
temp + phosphate	Atlantic	(27,27.25]	-0.6159475	-0.6800830	-0.5518120
temp + phosphate	Atlantic	(27.25,27.5]	-0.6926528	-0.7310842	-0.6542214
temp + phosphate	Atlantic	(27.5,27.75]	-0.7119962	-0.7174231	-0.7065694
temp + phosphate	Atlantic	(27.75,27.85]	-0.6304768	-0.6319138	-0.6290398
temp + phosphate	Atlantic	(27.85,27.95]	-0.5894749	-0.6167029	-0.5622468
temp + phosphate	Atlantic	(27.95,28.05]	-0.6966237	-0.7110226	-0.6822248
temp + phosphate	Atlantic	(28.05,28.1]	-0.7687947	-0.7695761	-0.7680133
temp + phosphate	Atlantic	(28.1,28.15]	-0.7729483	-0.7956439	-0.7502526
temp + phosphate	Atlantic	(28.15,28.2]	-0.6508348	-0.7543376	-0.5473320
temp + phosphate	Atlantic	(28.2, Inf]	-0.2493863	-0.3573590	-0.1414137
temp + phosphate	Indian	(-Inf,26]	-0.4157602	-0.4778199	-0.3537004
temp + phosphate	Indian	(26,26.5]	-0.5288187	-0.6451707	-0.4124668
temp + phosphate	Indian	(26.5,26.75]	-0.2466593	-0.4483979	-0.0449207
temp + phosphate	Indian	(26.75,27]	0.0394325	-0.2710678	0.3499327
temp + phosphate	Indian	(27,27.25]	0.4058630	0.2355034	0.5762226
temp + phosphate	Indian	(27.25,27.5]	0.6504023	0.6040330	0.6967716
temp + phosphate	Indian	(27.5,27.75]	0.7919038	0.7826490	0.8011587
temp + phosphate	Indian	(27.75,27.85]	0.8093270	0.7711963	0.8474577
temp + phosphate	Indian	(27.85,27.95]	0.6310558	0.6124747	0.6496368
temp + phosphate	Indian	(27.95,28.05]	0.2656731	0.1936075	0.3377386
temp + phosphate	Indian	(28.05,28.1]	0.0169330	-0.0580544	0.0919203
temp + phosphate	Indian	(28.1, Inf]	0.0813743	-0.0758841	0.2386326
temp + phosphate	Pacific	(-Inf,26]	-0.3982566	-0.4480166	-0.3484966
temp + phosphate	Pacific	(26,26.5]	-0.3900768	-0.5176565	-0.2624971
temp + phosphate	Pacific	(26.5,26.75]	-0.2478868	-0.4023870	-0.0933865
temp + phosphate	Pacific	(26.75,27]	-0.4287520	-0.5194262	-0.3380778
temp + phosphate	Pacific	(27,27.25]	-0.3784781	-0.4016809	-0.3552752
temp + phosphate	Pacific	(27.25,27.5]	-0.0628084	-0.1508494	0.0252326
temp + phosphate	Pacific	(27.5,27.75]	0.1111925	-0.0175134	0.2398985
temp + phosphate	Pacific	(27.75,27.85]	0.0032396	-0.0937321	0.1002113
temp + phosphate	Pacific	(27.85,27.95]	-0.0376047	-0.1793275	0.1041182
temp + phosphate	Pacific	(27.95,28.05]	-0.0772629	-0.2786220	0.1240963
temp + phosphate	Pacific	(28.05,28.1]	0.0088189	-0.2049802	0.2226179
temp + phosphate	Pacific	(28.1, Inf]	0.6150892	0.5647453	0.6654331
temp + silicate	Atlantic	(-Inf,26]	-0.4571751	-0.5054505	-0.4088997
temp + silicate	Atlantic	(26,26.5]	-0.6407217	-0.6573169	-0.6241264
temp + silicate	Atlantic	(26.5,26.75]	-0.6463433	-0.6565025	-0.6361841
temp + silicate	Atlantic	(26.75,27]	-0.5789620	-0.6300257	-0.5278982
temp + silicate	Atlantic	(27,27.25]	-0.6163881	-0.6637927	-0.5689836
temp + silicate	Atlantic	(27.25,27.5]	-0.7579147	-0.7692204	-0.7466089
temp + silicate	Atlantic	(27.5,27.75]	-0.7674306	-0.7761053	-0.7587559
temp + silicate	Atlantic	(27.75,27.85]	-0.6478885	-0.6741021	-0.6216750
temp + silicate	Atlantic	(27.85,27.95]	-0.6625565	-0.6769495	-0.6481635
temp + silicate	Atlantic	(27.95,28.05]	-0.7309017	-0.7383864	-0.7234170
temp + silicate	Atlantic	(28.05,28.1]	-0.7545554	-0.7561933	-0.7529175
temp + silicate	Atlantic	(28.1,28.15]	-0.7529299	-0.7747587	-0.7311011
temp + silicate	Atlantic	(28.15,28.2]	-0.5973337	-0.6970950	-0.4975724
temp + silicate	Atlantic	(28.2, Inf]	-0.1425627	-0.1936442	-0.0914811
temp + silicate	Indian	(-Inf,26]	-0.5275557	-0.6277105	-0.4274008
temp + silicate	Indian	(26,26.5]	-0.5909948	-0.6032877	-0.5787019
temp + silicate	Indian	(26.5,26.75]	-0.1887694	-0.2266416	-0.1508972
temp + silicate	Indian	(26.75,27]	0.2379543	0.0827843	0.3931242
temp + silicate	Indian	(27,27.25]	0.4769236	0.4422107	0.5116365
temp + silicate	Indian	(27.25,27.5]	0.5412390	0.5017099	0.5807681
temp + silicate	Indian	(27.5,27.75]	0.5374130	0.4746722	0.6001538
temp + silicate	Indian	(27.75,27.85]	0.6696436	0.6057935	0.7334937
temp + silicate	Indian	(27.85,27.95]	0.5887022	0.5635078	0.6138967
temp + silicate	Indian	(27.95,28.05]	0.3686378	0.3501432	0.3871324
temp + silicate	Indian	(28.05,28.1]	0.1860812	0.1827918	0.1893707
temp + silicate	Indian	(28.1, Inf]	-0.0222564	-0.1148206	0.0703077
temp + silicate	Pacific	(-Inf,26]	-0.5774467	-0.6417957	-0.5130977
temp + silicate	Pacific	(26,26.5]	-0.6932639	-0.7523952	-0.6341326
temp + silicate	Pacific	(26.5,26.75]	-0.7044048	-0.7506464	-0.6581632
temp + silicate	Pacific	(26.75,27]	-0.7360302	-0.7527756	-0.7192849
temp + silicate	Pacific	(27,27.25]	-0.5774049	-0.5878526	-0.5669573
temp + silicate	Pacific	(27.25,27.5]	-0.3269452	-0.3744503	-0.2794402
temp + silicate	Pacific	(27.5,27.75]	-0.1743761	-0.2584671	-0.0902851
temp + silicate	Pacific	(27.75,27.85]	-0.1200408	-0.2227186	-0.0173629
temp + silicate	Pacific	(27.85,27.95]	-0.1547398	-0.3014006	-0.0080789
temp + silicate	Pacific	(27.95,28.05]	-0.1880471	-0.4404581	0.0643640
temp + silicate	Pacific	(28.05,28.1]	-0.0153860	-0.2493176	0.2185456
temp + silicate	Pacific	(28.1, Inf]	0.5573280	0.4576975	0.6569585

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
5016fc9	jens-daniel-mueller	2021-11-19
6562075	jens-daniel-mueller	2021-11-19
6b80483	jens-daniel-mueller	2021-11-19
98d9e33	jens-daniel-mueller	2021-11-11
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]	0.5227270	0.4784984	0.5669556
aou	Atlantic	(26,26.5]	-0.1550280	-0.1621621	-0.1478940
aou	Atlantic	(26.5,26.75]	-0.4331156	-0.4809513	-0.3852798
aou	Atlantic	(26.75,27]	-0.4068800	-0.4448016	-0.3689585
aou	Atlantic	(27,27.25]	-0.4291447	-0.4895629	-0.3687264
aou	Atlantic	(27.25,27.5]	-0.4868948	-0.4936055	-0.4801841
aou	Atlantic	(27.5,27.75]	-0.7179640	-0.7299026	-0.7060255
aou	Atlantic	(27.75,27.85]	-0.8148287	-0.8514387	-0.7782188
aou	Atlantic	(27.85,27.95]	-0.8564745	-0.8639999	-0.8489491
aou	Atlantic	(27.95,28.05]	-0.8415441	-0.8456961	-0.8373920
aou	Atlantic	(28.05,28.1]	-0.8567192	-0.8598243	-0.8536141
aou	Atlantic	(28.1,28.15]	-0.8901614	-0.8912857	-0.8890371
aou	Atlantic	(28.15,28.2]	-0.9197720	-0.9316983	-0.9078456
aou	Atlantic	(28.2, Inf]	-0.5722313	-0.7580593	-0.3864034
aou	Indian	(-Inf,26]	-0.6382647	-0.7171964	-0.5593330
aou	Indian	(26,26.5]	-0.9117633	-0.9311396	-0.8923870
aou	Indian	(26.5,26.75]	-0.7328505	-0.8211459	-0.6445551
aou	Indian	(26.75,27]	-0.3565591	-0.4156163	-0.2975019
aou	Indian	(27,27.25]	0.2975309	0.1923444	0.4027175
aou	Indian	(27.25,27.5]	0.6164366	0.6081294	0.6247437
aou	Indian	(27.5,27.75]	0.4927639	0.4424290	0.5430988
aou	Indian	(27.75,27.85]	0.2250061	0.2109436	0.2390685
aou	Indian	(27.85,27.95]	0.3111687	0.2272628	0.3950747
aou	Indian	(27.95,28.05]	0.1956767	0.1195488	0.2718046
aou	Indian	(28.05,28.1]	0.1387789	0.0954484	0.1821094
aou	Indian	(28.1, Inf]	0.4336021	0.4184274	0.4487768
aou	Pacific	(-Inf,26]	0.0497638	-0.0020359	0.1015635
aou	Pacific	(26,26.5]	-0.5352850	-0.5698685	-0.5007014
aou	Pacific	(26.5,26.75]	-0.2702678	-0.2840399	-0.2564958
aou	Pacific	(26.75,27]	-0.4534473	-0.5123138	-0.3945808
aou	Pacific	(27,27.25]	0.1263508	0.0923637	0.1603380
aou	Pacific	(27.25,27.5]	0.5859984	0.5541516	0.6178452
aou	Pacific	(27.5,27.75]	0.7129201	0.6763067	0.7495336
aou	Pacific	(27.75,27.85]	0.7989202	0.7861830	0.8116574
aou	Pacific	(27.85,27.95]	0.7593938	0.7323153	0.7864723
aou	Pacific	(27.95,28.05]	0.5440088	0.5166867	0.5713308
aou	Pacific	(28.05,28.1]	0.3464264	0.3336722	0.3591806
aou	Pacific	(28.1, Inf]	0.3114776	0.3112469	0.3117082
nitrate	Atlantic	(-Inf,26]	0.3036246	0.2405344	0.3667149
nitrate	Atlantic	(26,26.5]	-0.3144649	-0.3396723	-0.2892575
nitrate	Atlantic	(26.5,26.75]	-0.6088827	-0.6325750	-0.5851904
nitrate	Atlantic	(26.75,27]	-0.6925708	-0.7377415	-0.6474002
nitrate	Atlantic	(27,27.25]	-0.8139825	-0.8232272	-0.8047379
nitrate	Atlantic	(27.25,27.5]	-0.9037803	-0.9148293	-0.8927312
nitrate	Atlantic	(27.5,27.75]	-0.9555555	-0.9572213	-0.9538896
nitrate	Atlantic	(27.75,27.85]	-0.9574921	-0.9579826	-0.9570015
nitrate	Atlantic	(27.85,27.95]	-0.9400238	-0.9472735	-0.9327742
nitrate	Atlantic	(27.95,28.05]	-0.9219763	-0.9260002	-0.9179524
nitrate	Atlantic	(28.05,28.1]	-0.9159202	-0.9165949	-0.9152455
nitrate	Atlantic	(28.1,28.15]	-0.9255477	-0.9278665	-0.9232288
nitrate	Atlantic	(28.15,28.2]	-0.9524459	-0.9633508	-0.9415409
nitrate	Atlantic	(28.2, Inf]	-0.9027205	-0.9573480	-0.8480930
nitrate	Indian	(-Inf,26]	-0.6369437	-0.6989420	-0.5749454
nitrate	Indian	(26,26.5]	-0.9197853	-0.9410525	-0.8985180
nitrate	Indian	(26.5,26.75]	-0.8586047	-0.8900905	-0.8271188
nitrate	Indian	(26.75,27]	-0.6660414	-0.7049347	-0.6271482
nitrate	Indian	(27,27.25]	-0.1624353	-0.2166977	-0.1081729
nitrate	Indian	(27.25,27.5]	0.4008848	0.3554231	0.4463464
nitrate	Indian	(27.5,27.75]	0.4086172	0.3690013	0.4482330
nitrate	Indian	(27.75,27.85]	0.1013759	0.1003668	0.1023850
nitrate	Indian	(27.85,27.95]	0.0652400	0.0341160	0.0963639
nitrate	Indian	(27.95,28.05]	-0.1885705	-0.2325453	-0.1445958
nitrate	Indian	(28.05,28.1]	-0.1152566	-0.2200361	-0.0104770
nitrate	Indian	(28.1, Inf]	-0.0468405	-0.1710262	0.0773452
nitrate	Pacific	(-Inf,26]	-0.0331128	-0.0683683	0.0021426
nitrate	Pacific	(26,26.5]	-0.7309730	-0.7778146	-0.6841314
nitrate	Pacific	(26.5,26.75]	-0.6294836	-0.6809275	-0.5780396
nitrate	Pacific	(26.75,27]	-0.6345919	-0.6986578	-0.5705260
nitrate	Pacific	(27,27.25]	0.0605361	0.0284490	0.0926231
nitrate	Pacific	(27.25,27.5]	0.5041632	0.4674750	0.5408514
nitrate	Pacific	(27.5,27.75]	0.6370855	0.6020743	0.6720968
nitrate	Pacific	(27.75,27.85]	0.7533799	0.7402577	0.7665020
nitrate	Pacific	(27.85,27.95]	0.7188135	0.6885983	0.7490286
nitrate	Pacific	(27.95,28.05]	0.4959375	0.4599653	0.5319097
nitrate	Pacific	(28.05,28.1]	0.3048698	0.3021373	0.3076023
nitrate	Pacific	(28.1, Inf]	0.2808347	0.2428773	0.3187920
oxygen	Atlantic	(-Inf,26]	-0.4066859	-0.4551780	-0.3581937
oxygen	Atlantic	(26,26.5]	-0.0079655	-0.0395858	0.0236547
oxygen	Atlantic	(26.5,26.75]	0.2793991	0.1972611	0.3615370
oxygen	Atlantic	(26.75,27]	0.2311015	0.1856033	0.2765997
oxygen	Atlantic	(27,27.25]	0.2101737	0.1460573	0.2742901
oxygen	Atlantic	(27.25,27.5]	0.2001660	0.1972577	0.2030743
oxygen	Atlantic	(27.5,27.75]	0.4457675	0.4055672	0.4859678
oxygen	Atlantic	(27.75,27.85]	0.5918605	0.5080904	0.6756305
oxygen	Atlantic	(27.85,27.95]	0.7201661	0.6913762	0.7489560
oxygen	Atlantic	(27.95,28.05]	0.7236926	0.7216557	0.7257296
oxygen	Atlantic	(28.05,28.1]	0.7806180	0.7719208	0.7893152
oxygen	Atlantic	(28.1,28.15]	0.8551122	0.8499758	0.8602487
oxygen	Atlantic	(28.15,28.2]	0.9113421	0.8982894	0.9243947
oxygen	Atlantic	(28.2, Inf]	0.4334359	0.2076368	0.6592350
oxygen	Indian	(-Inf,26]	0.6908176	0.6186986	0.7629367
oxygen	Indian	(26,26.5]	0.9079516	0.8943224	0.9215807
oxygen	Indian	(26.5,26.75]	0.6835145	0.5750554	0.7919737
oxygen	Indian	(26.75,27]	0.2565179	0.1584854	0.3545504
oxygen	Indian	(27,27.25]	-0.3745411	-0.4973695	-0.2517127
oxygen	Indian	(27.25,27.5]	-0.6362081	-0.6366660	-0.6357503
oxygen	Indian	(27.5,27.75]	-0.4678142	-0.5181270	-0.4175015
oxygen	Indian	(27.75,27.85]	-0.2222710	-0.2304692	-0.2140728
oxygen	Indian	(27.85,27.95]	-0.3310912	-0.4149528	-0.2472296
oxygen	Indian	(27.95,28.05]	-0.2512750	-0.3374115	-0.1651385
oxygen	Indian	(28.05,28.1]	-0.1858779	-0.2041328	-0.1676229
oxygen	Indian	(28.1, Inf]	-0.4829523	-0.4876372	-0.4782674
oxygen	Pacific	(-Inf,26]	0.1778431	0.1596679	0.1960182
oxygen	Pacific	(26,26.5]	0.3985144	0.3856014	0.4114274
oxygen	Pacific	(26.5,26.75]	0.1026079	0.0584123	0.1468036
oxygen	Pacific	(26.75,27]	0.3394759	0.2818728	0.3970790
oxygen	Pacific	(27,27.25]	-0.1059734	-0.1442915	-0.0676553
oxygen	Pacific	(27.25,27.5]	-0.5451865	-0.5789870	-0.5113860
oxygen	Pacific	(27.5,27.75]	-0.6686391	-0.7140261	-0.6232520
oxygen	Pacific	(27.75,27.85]	-0.7768449	-0.7894047	-0.7642850
oxygen	Pacific	(27.85,27.95]	-0.7417924	-0.7702121	-0.7133728
oxygen	Pacific	(27.95,28.05]	-0.5349140	-0.5630080	-0.5068199
oxygen	Pacific	(28.05,28.1]	-0.3475139	-0.3577571	-0.3372708
oxygen	Pacific	(28.1, Inf]	-0.3045066	-0.3224894	-0.2865237
phosphate	Atlantic	(-Inf,26]	0.1954009	0.1437582	0.2470436
phosphate	Atlantic	(26,26.5]	-0.4835515	-0.5586282	-0.4084748
phosphate	Atlantic	(26.5,26.75]	-0.7004918	-0.7036029	-0.6973806
phosphate	Atlantic	(26.75,27]	-0.7724068	-0.7999974	-0.7448162
phosphate	Atlantic	(27,27.25]	-0.8687634	-0.8747895	-0.8627373
phosphate	Atlantic	(27.25,27.5]	-0.9340318	-0.9437483	-0.9243153
phosphate	Atlantic	(27.5,27.75]	-0.9715012	-0.9734301	-0.9695723
phosphate	Atlantic	(27.75,27.85]	-0.9726503	-0.9732286	-0.9720720
phosphate	Atlantic	(27.85,27.95]	-0.9536549	-0.9586077	-0.9487021
phosphate	Atlantic	(27.95,28.05]	-0.9369330	-0.9385090	-0.9353571
phosphate	Atlantic	(28.05,28.1]	-0.9271590	-0.9305957	-0.9237223
phosphate	Atlantic	(28.1,28.15]	-0.9351750	-0.9410692	-0.9292809
phosphate	Atlantic	(28.15,28.2]	-0.9568095	-0.9665649	-0.9470541
phosphate	Atlantic	(28.2, Inf]	-0.9196227	-0.9658013	-0.8734442
phosphate	Indian	(-Inf,26]	-0.6517063	-0.7072605	-0.5961521
phosphate	Indian	(26,26.5]	-0.9206632	-0.9423395	-0.8989868
phosphate	Indian	(26.5,26.75]	-0.8576804	-0.8859580	-0.8294027
phosphate	Indian	(26.75,27]	-0.6613039	-0.7039449	-0.6186630
phosphate	Indian	(27,27.25]	-0.1551556	-0.2070795	-0.1032317
phosphate	Indian	(27.25,27.5]	0.3958274	0.3424322	0.4492227
phosphate	Indian	(27.5,27.75]	0.3731091	0.3268104	0.4194077
phosphate	Indian	(27.75,27.85]	0.0536134	0.0457709	0.0614558
phosphate	Indian	(27.85,27.95]	0.0204223	-0.0057247	0.0465693
phosphate	Indian	(27.95,28.05]	-0.2196607	-0.2659409	-0.1733805
phosphate	Indian	(28.05,28.1]	-0.1618791	-0.2984885	-0.0252697
phosphate	Indian	(28.1, Inf]	-0.1632737	-0.2957128	-0.0308345
phosphate	Pacific	(-Inf,26]	-0.0874816	-0.1196105	-0.0553527
phosphate	Pacific	(26,26.5]	-0.7742860	-0.8115280	-0.7370441
phosphate	Pacific	(26.5,26.75]	-0.6851513	-0.7300129	-0.6402898
phosphate	Pacific	(26.75,27]	-0.6802580	-0.7372857	-0.6232304
phosphate	Pacific	(27,27.25]	0.0479848	0.0188268	0.0771428
phosphate	Pacific	(27.25,27.5]	0.5007272	0.4614986	0.5399557
phosphate	Pacific	(27.5,27.75]	0.6123088	0.5707638	0.6538538
phosphate	Pacific	(27.75,27.85]	0.7129208	0.6877950	0.7380466
phosphate	Pacific	(27.85,27.95]	0.6710159	0.6313052	0.7107266
phosphate	Pacific	(27.95,28.05]	0.4031220	0.3589349	0.4473092
phosphate	Pacific	(28.05,28.1]	0.1644780	0.1551324	0.1738235
phosphate	Pacific	(28.1, Inf]	0.1306054	0.1294295	0.1317813
sal	Atlantic	(-Inf,26]	-0.1187105	-0.1951364	-0.0422846
sal	Atlantic	(26,26.5]	0.6302737	0.5343474	0.7262000
sal	Atlantic	(26.5,26.75]	0.7583702	0.7048945	0.8118458
sal	Atlantic	(26.75,27]	0.7791096	0.7294443	0.8287750
sal	Atlantic	(27,27.25]	0.8113447	0.7788638	0.8438255
sal	Atlantic	(27.25,27.5]	0.8317961	0.8011688	0.8624235
sal	Atlantic	(27.5,27.75]	0.7865957	0.7732194	0.7999719
sal	Atlantic	(27.75,27.85]	0.6775881	0.6632298	0.6919464
sal	Atlantic	(27.85,27.95]	0.5875079	0.5849671	0.5900488
sal	Atlantic	(27.95,28.05]	0.6387113	0.6177120	0.6597105
sal	Atlantic	(28.05,28.1]	0.7439087	0.7301616	0.7576558
sal	Atlantic	(28.1,28.15]	0.7784411	0.7466001	0.8102822
sal	Atlantic	(28.15,28.2]	0.8715023	0.8430750	0.8999296
sal	Atlantic	(28.2, Inf]	0.8864459	0.8421739	0.9307180
sal	Indian	(-Inf,26]	0.6536303	0.5398963	0.7673644
sal	Indian	(26,26.5]	0.6416688	0.5263002	0.7570375
sal	Indian	(26.5,26.75]	0.5302664	0.3107796	0.7497531
sal	Indian	(26.75,27]	0.4692966	0.2088895	0.7297037
sal	Indian	(27,27.25]	0.5371487	0.3523595	0.7219380
sal	Indian	(27.25,27.5]	0.6065486	0.5429246	0.6701726
sal	Indian	(27.5,27.75]	0.4744756	0.3414748	0.6074764
sal	Indian	(27.75,27.85]	0.2760749	0.2289305	0.3232193
sal	Indian	(27.85,27.95]	0.4302195	0.3293177	0.5311213
sal	Indian	(27.95,28.05]	0.5039902	0.4151506	0.5928298
sal	Indian	(28.05,28.1]	0.4173985	0.3362192	0.4985777
sal	Indian	(28.1, Inf]	0.5119640	0.4970091	0.5269189
sal	Pacific	(-Inf,26]	-0.0633318	-0.1043249	-0.0223386
sal	Pacific	(26,26.5]	0.5631300	0.5020765	0.6241835
sal	Pacific	(26.5,26.75]	0.6227577	0.5445379	0.7009775
sal	Pacific	(26.75,27]	0.4820265	0.4325474	0.5315057
sal	Pacific	(27,27.25]	-0.3445773	-0.3612555	-0.3278990
sal	Pacific	(27.25,27.5]	-0.4403729	-0.4828340	-0.3979117
sal	Pacific	(27.5,27.75]	-0.2452108	-0.2939351	-0.1964866
sal	Pacific	(27.75,27.85]	-0.3669219	-0.4923399	-0.2415039
sal	Pacific	(27.85,27.95]	-0.3451286	-0.4709143	-0.2193430
sal	Pacific	(27.95,28.05]	-0.1863556	-0.2980137	-0.0746975
sal	Pacific	(28.05,28.1]	-0.1181010	-0.1693031	-0.0668988
sal	Pacific	(28.1, Inf]	-0.0456328	-0.1356066	0.0443409
silicate	Atlantic	(-Inf,26]	0.0753856	0.0295381	0.1212331
silicate	Atlantic	(26,26.5]	-0.4892386	-0.5703563	-0.4081209
silicate	Atlantic	(26.5,26.75]	-0.6331390	-0.6410389	-0.6252392
silicate	Atlantic	(26.75,27]	-0.6530766	-0.6622004	-0.6439528
silicate	Atlantic	(27,27.25]	-0.7905988	-0.7973637	-0.7838339
silicate	Atlantic	(27.25,27.5]	-0.8806196	-0.8986842	-0.8625549
silicate	Atlantic	(27.5,27.75]	-0.8870139	-0.8893004	-0.8847273
silicate	Atlantic	(27.75,27.85]	-0.8983372	-0.9037933	-0.8928812
silicate	Atlantic	(27.85,27.95]	-0.8940057	-0.9045570	-0.8834544
silicate	Atlantic	(27.95,28.05]	-0.8917908	-0.8945023	-0.8890794
silicate	Atlantic	(28.05,28.1]	-0.8948416	-0.8956123	-0.8940708
silicate	Atlantic	(28.1,28.15]	-0.9164837	-0.9232004	-0.9097670
silicate	Atlantic	(28.15,28.2]	-0.9484946	-0.9575916	-0.9393976
silicate	Atlantic	(28.2, Inf]	-0.8475811	-0.9392343	-0.7559279
silicate	Indian	(-Inf,26]	-0.6064971	-0.6812344	-0.5317598
silicate	Indian	(26,26.5]	-0.9055564	-0.9177938	-0.8933191
silicate	Indian	(26.5,26.75]	-0.7675777	-0.8467223	-0.6884330
silicate	Indian	(26.75,27]	-0.4491487	-0.4848554	-0.4134419
silicate	Indian	(27,27.25]	0.0460847	0.0292378	0.0629316
silicate	Indian	(27.25,27.5]	0.5206315	0.4763472	0.5649158
silicate	Indian	(27.5,27.75]	0.6293206	0.6257472	0.6328940
silicate	Indian	(27.75,27.85]	0.2846063	0.2809973	0.2882152
silicate	Indian	(27.85,27.95]	0.1957473	0.1528694	0.2386253
silicate	Indian	(27.95,28.05]	-0.0082499	-0.0281654	0.0116656
silicate	Indian	(28.05,28.1]	-0.0159130	-0.0570680	0.0252421
silicate	Indian	(28.1, Inf]	-0.1089838	-0.2395451	0.0215775
silicate	Pacific	(-Inf,26]	-0.0480813	-0.0622677	-0.0338948
silicate	Pacific	(26,26.5]	-0.7151164	-0.7362643	-0.6939686
silicate	Pacific	(26.5,26.75]	-0.6542177	-0.6871465	-0.6212888
silicate	Pacific	(26.75,27]	-0.5213156	-0.5709115	-0.4717197
silicate	Pacific	(27,27.25]	0.3345047	0.3199783	0.3490311
silicate	Pacific	(27.25,27.5]	0.7902405	0.7711639	0.8093170
silicate	Pacific	(27.5,27.75]	0.8618623	0.8496570	0.8740676
silicate	Pacific	(27.75,27.85]	0.8391519	0.8243516	0.8539523
silicate	Pacific	(27.85,27.95]	0.7639036	0.7336765	0.7941308
silicate	Pacific	(27.95,28.05]	0.5277811	0.5071752	0.5483870
silicate	Pacific	(28.05,28.1]	0.3227649	0.2949564	0.3505735
silicate	Pacific	(28.1, Inf]	0.2474459	0.2148163	0.2800754
temp	Atlantic	(-Inf,26]	-0.4778953	-0.5291910	-0.4265996
temp	Atlantic	(26,26.5]	0.5634668	0.5028288	0.6241047
temp	Atlantic	(26.5,26.75]	0.6873637	0.6255427	0.7491846
temp	Atlantic	(26.75,27]	0.6669142	0.5916644	0.7421640
temp	Atlantic	(27,27.25]	0.7223400	0.6816720	0.7630081
temp	Atlantic	(27.25,27.5]	0.7722556	0.7355481	0.8089630
temp	Atlantic	(27.5,27.75]	0.7372929	0.7335204	0.7410654
temp	Atlantic	(27.75,27.85]	0.6632905	0.6595147	0.6670664
temp	Atlantic	(27.85,27.95]	0.5649731	0.5372525	0.5926938
temp	Atlantic	(27.95,28.05]	0.6351341	0.6247234	0.6455448
temp	Atlantic	(28.05,28.1]	0.6721565	0.6595566	0.6847564
temp	Atlantic	(28.1,28.15]	0.6597038	0.6028634	0.7165442
temp	Atlantic	(28.15,28.2]	0.5396212	0.4423753	0.6368671
temp	Atlantic	(28.2, Inf]	0.3749034	0.2277288	0.5220779
temp	Indian	(-Inf,26]	-0.2559839	-0.2661499	-0.2458179
temp	Indian	(26,26.5]	0.4257053	0.4109590	0.4404516
temp	Indian	(26.5,26.75]	0.4907559	0.3048914	0.6766204
temp	Indian	(26.75,27]	0.5594077	0.3399820	0.7788334
temp	Indian	(27,27.25]	0.6641798	0.5164820	0.8118776
temp	Indian	(27.25,27.5]	0.6484635	0.5995027	0.6974244
temp	Indian	(27.5,27.75]	0.3294952	0.2823572	0.3766332
temp	Indian	(27.75,27.85]	0.2046731	0.1952691	0.2140770
temp	Indian	(27.85,27.95]	0.3784928	0.3001783	0.4568073
temp	Indian	(27.95,28.05]	0.4174526	0.3330629	0.5018424
temp	Indian	(28.05,28.1]	0.3321804	0.2432957	0.4210651
temp	Indian	(28.1, Inf]	0.5209664	0.5091273	0.5328054
temp	Pacific	(-Inf,26]	-0.5380160	-0.5411554	-0.5348766
temp	Pacific	(26,26.5]	0.5943265	0.5375847	0.6510682
temp	Pacific	(26.5,26.75]	0.6441734	0.5608336	0.7275133
temp	Pacific	(26.75,27]	0.5164380	0.4687330	0.5641430
temp	Pacific	(27,27.25]	-0.1940446	-0.2190370	-0.1690523
temp	Pacific	(27.25,27.5]	-0.4141771	-0.4656358	-0.3627184
temp	Pacific	(27.5,27.75]	-0.3332560	-0.4058611	-0.2606509
temp	Pacific	(27.75,27.85]	-0.2933122	-0.4149284	-0.1716959
temp	Pacific	(27.85,27.95]	-0.2566924	-0.4111819	-0.1022030
temp	Pacific	(27.95,28.05]	-0.1264442	-0.3049446	0.0520562
temp	Pacific	(28.05,28.1]	0.0075394	-0.1133626	0.1284413
temp	Pacific	(28.1, Inf]	0.2158058	0.1553026	0.2763089

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