eMLR - assumption testing

workflowr

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Last updated: 2021-12-23

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
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---

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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
5b46219	jens-daniel-mueller	2021-11-21
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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
5b46219	jens-daniel-mueller	2021-11-21
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]	0.9033998	0.8948608	0.9119389
aou + nitrate	Atlantic	(26,26.5]	0.9567892	0.9459611	0.9676172
aou + nitrate	Atlantic	(26.5,26.75]	0.9564549	0.9530001	0.9599096
aou + nitrate	Atlantic	(26.75,27]	0.8923365	0.8740459	0.9106272
aou + nitrate	Atlantic	(27,27.25]	0.8419972	0.7910972	0.8928973
aou + nitrate	Atlantic	(27.25,27.5]	0.8183840	0.7802844	0.8564835
aou + nitrate	Atlantic	(27.5,27.75]	0.8753010	0.8553278	0.8952742
aou + nitrate	Atlantic	(27.75,27.85]	0.9260797	0.9136938	0.9384656
aou + nitrate	Atlantic	(27.85,27.95]	0.9451760	0.9403900	0.9499620
aou + nitrate	Atlantic	(27.95,28.05]	0.9595507	0.9571212	0.9619803
aou + nitrate	Atlantic	(28.05,28.1]	0.9766658	0.9762779	0.9770536
aou + nitrate	Atlantic	(28.1,28.15]	0.9843148	0.9794605	0.9891692
aou + nitrate	Atlantic	(28.15,28.2]	0.9944468	0.9930637	0.9958298
aou + nitrate	Atlantic	(28.2, Inf]	0.8285478	0.7531701	0.9039256
aou + nitrate	Indian	(-Inf,26]	0.9926241	0.9903951	0.9948531
aou + nitrate	Indian	(26,26.5]	0.9860518	0.9829339	0.9891698
aou + nitrate	Indian	(26.5,26.75]	0.9695986	0.9596147	0.9795824
aou + nitrate	Indian	(26.75,27]	0.9298452	0.9140383	0.9456521
aou + nitrate	Indian	(27,27.25]	0.8724124	0.8665388	0.8782859
aou + nitrate	Indian	(27.25,27.5]	0.8794699	0.8532978	0.9056419
aou + nitrate	Indian	(27.5,27.75]	0.9103630	0.9043151	0.9164108
aou + nitrate	Indian	(27.75,27.85]	0.8868725	0.8559406	0.9178043
aou + nitrate	Indian	(27.85,27.95]	0.8635922	0.8193612	0.9078232
aou + nitrate	Indian	(27.95,28.05]	0.8199844	0.7352320	0.9047369
aou + nitrate	Indian	(28.05,28.1]	0.8948594	0.8468016	0.9429173
aou + nitrate	Indian	(28.1, Inf]	0.6488743	0.5514909	0.7462576
aou + nitrate	Pacific	(-Inf,26]	0.8797650	0.8554344	0.9040956
aou + nitrate	Pacific	(26,26.5]	0.8793007	0.8686576	0.8899439
aou + nitrate	Pacific	(26.5,26.75]	0.8153223	0.7958730	0.8347715
aou + nitrate	Pacific	(26.75,27]	0.9085270	0.9063026	0.9107514
aou + nitrate	Pacific	(27,27.25]	0.9743535	0.9735540	0.9751531
aou + nitrate	Pacific	(27.25,27.5]	0.9780252	0.9733330	0.9827175
aou + nitrate	Pacific	(27.5,27.75]	0.9783047	0.9721157	0.9844937
aou + nitrate	Pacific	(27.75,27.85]	0.9857749	0.9812558	0.9902941
aou + nitrate	Pacific	(27.85,27.95]	0.9836635	0.9792874	0.9880395
aou + nitrate	Pacific	(27.95,28.05]	0.9695835	0.9643191	0.9748480
aou + nitrate	Pacific	(28.05,28.1]	0.9593336	0.9492936	0.9693736
aou + nitrate	Pacific	(28.1, Inf]	0.9490990	0.9332796	0.9649185
aou + oxygen	Atlantic	(-Inf,26]	-0.9408944	-0.9470291	-0.9347598
aou + oxygen	Atlantic	(26,26.5]	-0.9580039	-0.9678480	-0.9481598
aou + oxygen	Atlantic	(26.5,26.75]	-0.9600590	-0.9695892	-0.9505288
aou + oxygen	Atlantic	(26.75,27]	-0.9580141	-0.9639817	-0.9520466
aou + oxygen	Atlantic	(27,27.25]	-0.9573599	-0.9623906	-0.9523293
aou + oxygen	Atlantic	(27.25,27.5]	-0.9420539	-0.9529214	-0.9311864
aou + oxygen	Atlantic	(27.5,27.75]	-0.9345955	-0.9483953	-0.9207956
aou + oxygen	Atlantic	(27.75,27.85]	-0.9583063	-0.9643598	-0.9522528
aou + oxygen	Atlantic	(27.85,27.95]	-0.9796947	-0.9823498	-0.9770396
aou + oxygen	Atlantic	(27.95,28.05]	-0.9861182	-0.9885157	-0.9837206
aou + oxygen	Atlantic	(28.05,28.1]	-0.9907889	-0.9913851	-0.9901927
aou + oxygen	Atlantic	(28.1,28.15]	-0.9934349	-0.9944682	-0.9924016
aou + oxygen	Atlantic	(28.15,28.2]	-0.9962063	-0.9977705	-0.9946421
aou + oxygen	Atlantic	(28.2, Inf]	-0.9764376	-0.9847664	-0.9681089
aou + oxygen	Indian	(-Inf,26]	-0.9945291	-0.9949621	-0.9940962
aou + oxygen	Indian	(26,26.5]	-0.9969229	-0.9969445	-0.9969013
aou + oxygen	Indian	(26.5,26.75]	-0.9968559	-0.9977648	-0.9959469
aou + oxygen	Indian	(26.75,27]	-0.9947275	-0.9969061	-0.9925489
aou + oxygen	Indian	(27,27.25]	-0.9947234	-0.9957947	-0.9936522
aou + oxygen	Indian	(27.25,27.5]	-0.9954571	-0.9957940	-0.9951202
aou + oxygen	Indian	(27.5,27.75]	-0.9959905	-0.9964292	-0.9955517
aou + oxygen	Indian	(27.75,27.85]	-0.9971498	-0.9979745	-0.9963251
aou + oxygen	Indian	(27.85,27.95]	-0.9950958	-0.9958361	-0.9943555
aou + oxygen	Indian	(27.95,28.05]	-0.9903176	-0.9929989	-0.9876364
aou + oxygen	Indian	(28.05,28.1]	-0.9912123	-0.9963284	-0.9860961
aou + oxygen	Indian	(28.1, Inf]	-0.9861553	-0.9893355	-0.9829751
aou + oxygen	Pacific	(-Inf,26]	-0.8524472	-0.8688012	-0.8360931
aou + oxygen	Pacific	(26,26.5]	-0.9765473	-0.9827158	-0.9703788
aou + oxygen	Pacific	(26.5,26.75]	-0.9761493	-0.9809304	-0.9713682
aou + oxygen	Pacific	(26.75,27]	-0.9758857	-0.9779128	-0.9738585
aou + oxygen	Pacific	(27,27.25]	-0.9944506	-0.9949446	-0.9939565
aou + oxygen	Pacific	(27.25,27.5]	-0.9959403	-0.9965783	-0.9953023
aou + oxygen	Pacific	(27.5,27.75]	-0.9964499	-0.9973747	-0.9955252
aou + oxygen	Pacific	(27.75,27.85]	-0.9980514	-0.9984455	-0.9976573
aou + oxygen	Pacific	(27.85,27.95]	-0.9986151	-0.9989191	-0.9983110
aou + oxygen	Pacific	(27.95,28.05]	-0.9983760	-0.9987107	-0.9980412
aou + oxygen	Pacific	(28.05,28.1]	-0.9990956	-0.9990984	-0.9990928
aou + oxygen	Pacific	(28.1, Inf]	-0.9956565	-0.9962789	-0.9950341
aou + phosphate	Atlantic	(-Inf,26]	0.7071371	0.6763060	0.7379682
aou + phosphate	Atlantic	(26,26.5]	0.8707639	0.8410947	0.9004331
aou + phosphate	Atlantic	(26.5,26.75]	0.8949547	0.8944913	0.8954182
aou + phosphate	Atlantic	(26.75,27]	0.8158702	0.8007200	0.8310204
aou + phosphate	Atlantic	(27,27.25]	0.7826223	0.7233255	0.8419192
aou + phosphate	Atlantic	(27.25,27.5]	0.7727116	0.7293032	0.8161201
aou + phosphate	Atlantic	(27.5,27.75]	0.8486497	0.8264848	0.8708145
aou + phosphate	Atlantic	(27.75,27.85]	0.9066818	0.8927610	0.9206025
aou + phosphate	Atlantic	(27.85,27.95]	0.9400403	0.9358763	0.9442044
aou + phosphate	Atlantic	(27.95,28.05]	0.9572475	0.9535520	0.9609431
aou + phosphate	Atlantic	(28.05,28.1]	0.9707604	0.9685291	0.9729916
aou + phosphate	Atlantic	(28.1,28.15]	0.9783971	0.9774263	0.9793679
aou + phosphate	Atlantic	(28.15,28.2]	0.9945301	0.9930057	0.9960546
aou + phosphate	Atlantic	(28.2, Inf]	0.8309354	0.7585659	0.9033050
aou + phosphate	Indian	(-Inf,26]	0.9954001	0.9946601	0.9961401
aou + phosphate	Indian	(26,26.5]	0.9943658	0.9919335	0.9967981
aou + phosphate	Indian	(26.5,26.75]	0.9792516	0.9655791	0.9929242
aou + phosphate	Indian	(26.75,27]	0.9488122	0.9255274	0.9720969
aou + phosphate	Indian	(27,27.25]	0.9266083	0.8908062	0.9624103
aou + phosphate	Indian	(27.25,27.5]	0.9454283	0.9322488	0.9586078
aou + phosphate	Indian	(27.5,27.75]	0.9590907	0.9525154	0.9656659
aou + phosphate	Indian	(27.75,27.85]	0.9330987	0.9078438	0.9583537
aou + phosphate	Indian	(27.85,27.95]	0.8816046	0.8363886	0.9268205
aou + phosphate	Indian	(27.95,28.05]	0.8459839	0.7680228	0.9239451
aou + phosphate	Indian	(28.05,28.1]	0.9087827	0.8622990	0.9552664
aou + phosphate	Indian	(28.1, Inf]	0.6523641	0.5522347	0.7524935
aou + phosphate	Pacific	(-Inf,26]	0.8835536	0.8684614	0.8986459
aou + phosphate	Pacific	(26,26.5]	0.9168572	0.9165292	0.9171851
aou + phosphate	Pacific	(26.5,26.75]	0.8437968	0.8150188	0.8725747
aou + phosphate	Pacific	(26.75,27]	0.9123175	0.9113844	0.9132506
aou + phosphate	Pacific	(27,27.25]	0.9810113	0.9790661	0.9829566
aou + phosphate	Pacific	(27.25,27.5]	0.9832841	0.9820032	0.9845650
aou + phosphate	Pacific	(27.5,27.75]	0.9783480	0.9726576	0.9840385
aou + phosphate	Pacific	(27.75,27.85]	0.9815519	0.9757096	0.9873943
aou + phosphate	Pacific	(27.85,27.95]	0.9821082	0.9777409	0.9864755
aou + phosphate	Pacific	(27.95,28.05]	0.9746775	0.9697513	0.9796037
aou + phosphate	Pacific	(28.05,28.1]	0.9662999	0.9622105	0.9703893
aou + phosphate	Pacific	(28.1, Inf]	0.9417534	0.9262981	0.9572088
aou + silicate	Atlantic	(-Inf,26]	0.3967558	0.2903143	0.5031972
aou + silicate	Atlantic	(26,26.5]	0.7813685	0.7753442	0.7873928
aou + silicate	Atlantic	(26.5,26.75]	0.8781051	0.8713315	0.8848788
aou + silicate	Atlantic	(26.75,27]	0.8393099	0.8351291	0.8434907
aou + silicate	Atlantic	(27,27.25]	0.7637524	0.7042109	0.8232938
aou + silicate	Atlantic	(27.25,27.5]	0.6311504	0.5697363	0.6925645
aou + silicate	Atlantic	(27.5,27.75]	0.6575739	0.6348233	0.6803244
aou + silicate	Atlantic	(27.75,27.85]	0.8036135	0.7936983	0.8135287
aou + silicate	Atlantic	(27.85,27.95]	0.8681752	0.8640942	0.8722563
aou + silicate	Atlantic	(27.95,28.05]	0.9370419	0.9259976	0.9480862
aou + silicate	Atlantic	(28.05,28.1]	0.9712059	0.9676197	0.9747921
aou + silicate	Atlantic	(28.1,28.15]	0.9749065	0.9745497	0.9752632
aou + silicate	Atlantic	(28.15,28.2]	0.9937623	0.9922512	0.9952733
aou + silicate	Atlantic	(28.2, Inf]	0.8581705	0.8216678	0.8946732
aou + silicate	Indian	(-Inf,26]	0.9202276	0.8875670	0.9528882
aou + silicate	Indian	(26,26.5]	0.9394593	0.9197860	0.9591325
aou + silicate	Indian	(26.5,26.75]	0.9559671	0.9394424	0.9724917
aou + silicate	Indian	(26.75,27]	0.9739526	0.9688619	0.9790434
aou + silicate	Indian	(27,27.25]	0.9285854	0.9158037	0.9413671
aou + silicate	Indian	(27.25,27.5]	0.8728334	0.8459486	0.8997183
aou + silicate	Indian	(27.5,27.75]	0.8360350	0.7826193	0.8894507
aou + silicate	Indian	(27.75,27.85]	0.8602959	0.8358038	0.8847879
aou + silicate	Indian	(27.85,27.95]	0.8404500	0.8033284	0.8775717
aou + silicate	Indian	(27.95,28.05]	0.8614398	0.8188486	0.9040311
aou + silicate	Indian	(28.05,28.1]	0.9448280	0.9398834	0.9497726
aou + silicate	Indian	(28.1, Inf]	0.5007238	0.4566029	0.5448446
aou + silicate	Pacific	(-Inf,26]	0.5874907	0.5744715	0.6005099
aou + silicate	Pacific	(26,26.5]	0.5296909	0.4644241	0.5949577
aou + silicate	Pacific	(26.5,26.75]	0.3603924	0.3144414	0.4063433
aou + silicate	Pacific	(26.75,27]	0.6270701	0.5559636	0.6981765
aou + silicate	Pacific	(27,27.25]	0.8850230	0.8547086	0.9153374
aou + silicate	Pacific	(27.25,27.5]	0.9036951	0.8734179	0.9339724
aou + silicate	Pacific	(27.5,27.75]	0.9219438	0.8949545	0.9489331
aou + silicate	Pacific	(27.75,27.85]	0.9686614	0.9654403	0.9718826
aou + silicate	Pacific	(27.85,27.95]	0.9646693	0.9636711	0.9656675
aou + silicate	Pacific	(27.95,28.05]	0.9467316	0.9440447	0.9494185
aou + silicate	Pacific	(28.05,28.1]	0.9536781	0.9482939	0.9590624
aou + silicate	Pacific	(28.1, Inf]	0.8502541	0.8418935	0.8586147
nitrate + silicate	Atlantic	(-Inf,26]	0.5527504	0.5133032	0.5921977
nitrate + silicate	Atlantic	(26,26.5]	0.8664651	0.8604582	0.8724721
nitrate + silicate	Atlantic	(26.5,26.75]	0.9361668	0.9286637	0.9436699
nitrate + silicate	Atlantic	(26.75,27]	0.9243180	0.9028630	0.9457729
nitrate + silicate	Atlantic	(27,27.25]	0.9385181	0.9314265	0.9456097
nitrate + silicate	Atlantic	(27.25,27.5]	0.9121037	0.9052388	0.9189686
nitrate + silicate	Atlantic	(27.5,27.75]	0.8995603	0.8961113	0.9030093
nitrate + silicate	Atlantic	(27.75,27.85]	0.9454472	0.9341313	0.9567632
nitrate + silicate	Atlantic	(27.85,27.95]	0.9658627	0.9609884	0.9707370
nitrate + silicate	Atlantic	(27.95,28.05]	0.9793215	0.9765087	0.9821343
nitrate + silicate	Atlantic	(28.05,28.1]	0.9875689	0.9868657	0.9882722
nitrate + silicate	Atlantic	(28.1,28.15]	0.9897125	0.9894154	0.9900097
nitrate + silicate	Atlantic	(28.15,28.2]	0.9955979	0.9952760	0.9959199
nitrate + silicate	Atlantic	(28.2, Inf]	0.9683922	0.9491871	0.9875973
nitrate + silicate	Indian	(-Inf,26]	0.9417113	0.9209713	0.9624512
nitrate + silicate	Indian	(26,26.5]	0.9547205	0.9485278	0.9609132
nitrate + silicate	Indian	(26.5,26.75]	0.9540770	0.9514185	0.9567354
nitrate + silicate	Indian	(26.75,27]	0.9389670	0.9265262	0.9514077
nitrate + silicate	Indian	(27,27.25]	0.9308391	0.9277458	0.9339323
nitrate + silicate	Indian	(27.25,27.5]	0.9302244	0.9203515	0.9400974
nitrate + silicate	Indian	(27.5,27.75]	0.8491292	0.8231686	0.8750898
nitrate + silicate	Indian	(27.75,27.85]	0.7842543	0.7604475	0.8080611
nitrate + silicate	Indian	(27.85,27.95]	0.8448863	0.8270986	0.8626739
nitrate + silicate	Indian	(27.95,28.05]	0.8995475	0.8810234	0.9180716
nitrate + silicate	Indian	(28.05,28.1]	0.9537644	0.9372021	0.9703267
nitrate + silicate	Indian	(28.1, Inf]	0.8436698	0.8276465	0.8596931
nitrate + silicate	Pacific	(-Inf,26]	0.8245484	0.8057468	0.8433500
nitrate + silicate	Pacific	(26,26.5]	0.7836677	0.7412282	0.8261071
nitrate + silicate	Pacific	(26.5,26.75]	0.7262983	0.6712686	0.7813280
nitrate + silicate	Pacific	(26.75,27]	0.8149147	0.7758745	0.8539549
nitrate + silicate	Pacific	(27,27.25]	0.8982561	0.8676984	0.9288137
nitrate + silicate	Pacific	(27.25,27.5]	0.8680952	0.8219033	0.9142870
nitrate + silicate	Pacific	(27.5,27.75]	0.8717163	0.8258416	0.9175910
nitrate + silicate	Pacific	(27.75,27.85]	0.9441494	0.9349198	0.9533791
nitrate + silicate	Pacific	(27.85,27.95]	0.9537143	0.9484463	0.9589824
nitrate + silicate	Pacific	(27.95,28.05]	0.9282896	0.9209991	0.9355800
nitrate + silicate	Pacific	(28.05,28.1]	0.9252484	0.9252218	0.9252750
nitrate + silicate	Pacific	(28.1, Inf]	0.9090776	0.9003573	0.9177979
oxygen + nitrate	Atlantic	(-Inf,26]	-0.8507830	-0.8763471	-0.8252190
oxygen + nitrate	Atlantic	(26,26.5]	-0.8529121	-0.8898902	-0.8159339
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.8509430	-0.8606042	-0.8412819
oxygen + nitrate	Atlantic	(26.75,27]	-0.7491698	-0.7801378	-0.7182019
oxygen + nitrate	Atlantic	(27,27.25]	-0.6706374	-0.7560840	-0.5851908
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5940701	-0.6679137	-0.5202265
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.6652197	-0.7251109	-0.6053286
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.7870486	-0.8196977	-0.7543994
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.8676837	-0.8800696	-0.8552977
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.9125064	-0.9161939	-0.9088189
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.9474440	-0.9499343	-0.9449537
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9645291	-0.9739167	-0.9551415
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9895360	-0.9919389	-0.9871331
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7185284	-0.8405344	-0.5965225
oxygen + nitrate	Indian	(-Inf,26]	-0.9811267	-0.9841137	-0.9781397
oxygen + nitrate	Indian	(26,26.5]	-0.9723280	-0.9773946	-0.9672613
oxygen + nitrate	Indian	(26.5,26.75]	-0.9487278	-0.9649503	-0.9325052
oxygen + nitrate	Indian	(26.75,27]	-0.8886124	-0.9184137	-0.8588110
oxygen + nitrate	Indian	(27,27.25]	-0.8203448	-0.8346943	-0.8059952
oxygen + nitrate	Indian	(27.25,27.5]	-0.8341938	-0.8661180	-0.8022697
oxygen + nitrate	Indian	(27.5,27.75]	-0.8831362	-0.8943795	-0.8718929
oxygen + nitrate	Indian	(27.75,27.85]	-0.8669059	-0.9024258	-0.8313860
oxygen + nitrate	Indian	(27.85,27.95]	-0.8211244	-0.8744442	-0.7678045
oxygen + nitrate	Indian	(27.95,28.05]	-0.7432500	-0.8560663	-0.6304336
oxygen + nitrate	Indian	(28.05,28.1]	-0.8375296	-0.9190219	-0.7560373
oxygen + nitrate	Indian	(28.1, Inf]	-0.5285052	-0.6530625	-0.4039479
oxygen + nitrate	Pacific	(-Inf,26]	-0.5762129	-0.6518731	-0.5005527
oxygen + nitrate	Pacific	(26,26.5]	-0.7690560	-0.8025261	-0.7355860
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6838155	-0.7276936	-0.6399374
oxygen + nitrate	Pacific	(26.75,27]	-0.8066334	-0.8133312	-0.7999357
oxygen + nitrate	Pacific	(27,27.25]	-0.9526293	-0.9532160	-0.9520425
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9692304	-0.9729642	-0.9654966
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9748002	-0.9799565	-0.9696440
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9836807	-0.9886906	-0.9786708
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9818053	-0.9846430	-0.9789675
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9648411	-0.9713517	-0.9583305
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9537691	-0.9637371	-0.9438012
oxygen + nitrate	Pacific	(28.1, Inf]	-0.9257859	-0.9442878	-0.9072839
oxygen + phosphate	Atlantic	(-Inf,26]	-0.5616787	-0.5785329	-0.5448246
oxygen + phosphate	Atlantic	(26,26.5]	-0.7073893	-0.7733119	-0.6414668
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.7477092	-0.7672905	-0.7281279
oxygen + phosphate	Atlantic	(26.75,27]	-0.6362532	-0.6633795	-0.6091269
oxygen + phosphate	Atlantic	(27,27.25]	-0.5863289	-0.6790252	-0.4936327
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5289200	-0.6094250	-0.4484150
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.6221154	-0.6844499	-0.5597809
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.7550512	-0.7896143	-0.7204881
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.8589743	-0.8707021	-0.8472465
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.9082201	-0.9104968	-0.9059433
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.9392603	-0.9432357	-0.9352849
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9547023	-0.9591570	-0.9502476
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9892512	-0.9926101	-0.9858922
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7195168	-0.8395664	-0.5994673
oxygen + phosphate	Indian	(-Inf,26]	-0.9869989	-0.9883975	-0.9856003
oxygen + phosphate	Indian	(26,26.5]	-0.9854923	-0.9905705	-0.9804140
oxygen + phosphate	Indian	(26.5,26.75]	-0.9627122	-0.9854767	-0.9399476
oxygen + phosphate	Indian	(26.75,27]	-0.9140410	-0.9540645	-0.8740174
oxygen + phosphate	Indian	(27,27.25]	-0.8874561	-0.9389677	-0.8359446
oxygen + phosphate	Indian	(27.25,27.5]	-0.9156625	-0.9326125	-0.8987125
oxygen + phosphate	Indian	(27.5,27.75]	-0.9439275	-0.9501627	-0.9376922
oxygen + phosphate	Indian	(27.75,27.85]	-0.9139462	-0.9452654	-0.8826271
oxygen + phosphate	Indian	(27.85,27.95]	-0.8381074	-0.8940467	-0.7821682
oxygen + phosphate	Indian	(27.95,28.05]	-0.7731771	-0.8791595	-0.6671947
oxygen + phosphate	Indian	(28.05,28.1]	-0.8548569	-0.9334295	-0.7762843
oxygen + phosphate	Indian	(28.1, Inf]	-0.5349305	-0.6627547	-0.4071064
oxygen + phosphate	Pacific	(-Inf,26]	-0.6393328	-0.6936112	-0.5850543
oxygen + phosphate	Pacific	(26,26.5]	-0.8165948	-0.8329349	-0.8002547
oxygen + phosphate	Pacific	(26.5,26.75]	-0.7139332	-0.7659029	-0.6619635
oxygen + phosphate	Pacific	(26.75,27]	-0.8068279	-0.8142578	-0.7993979
oxygen + phosphate	Pacific	(27,27.25]	-0.9599121	-0.9621882	-0.9576360
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9734975	-0.9747760	-0.9722191
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9754312	-0.9805249	-0.9703376
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9796175	-0.9860939	-0.9731411
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9800956	-0.9830344	-0.9771569
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9700830	-0.9761190	-0.9640470
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9621649	-0.9655434	-0.9587864
oxygen + phosphate	Pacific	(28.1, Inf]	-0.9173012	-0.9362821	-0.8983202
oxygen + silicate	Atlantic	(-Inf,26]	-0.2524004	-0.4031945	-0.1016064
oxygen + silicate	Atlantic	(26,26.5]	-0.6180543	-0.6392276	-0.5968809
oxygen + silicate	Atlantic	(26.5,26.75]	-0.7405606	-0.7816102	-0.6995110
oxygen + silicate	Atlantic	(26.75,27]	-0.6817266	-0.6931886	-0.6702646
oxygen + silicate	Atlantic	(27,27.25]	-0.5747017	-0.6645873	-0.4848162
oxygen + silicate	Atlantic	(27.25,27.5]	-0.3652450	-0.4639713	-0.2665187
oxygen + silicate	Atlantic	(27.5,27.75]	-0.3903585	-0.4504459	-0.3302710
oxygen + silicate	Atlantic	(27.75,27.85]	-0.6286326	-0.6295558	-0.6277093
oxygen + silicate	Atlantic	(27.85,27.95]	-0.7626581	-0.7637409	-0.7615752
oxygen + silicate	Atlantic	(27.95,28.05]	-0.8735169	-0.8825622	-0.8644716
oxygen + silicate	Atlantic	(28.05,28.1]	-0.9345547	-0.9418242	-0.9272852
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9475751	-0.9501485	-0.9450018
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9898244	-0.9916444	-0.9880045
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7555574	-0.8317010	-0.6794137
oxygen + silicate	Indian	(-Inf,26]	-0.8940802	-0.9326231	-0.8555372
oxygen + silicate	Indian	(26,26.5]	-0.9228586	-0.9485751	-0.8971420
oxygen + silicate	Indian	(26.5,26.75]	-0.9425369	-0.9624631	-0.9226107
oxygen + silicate	Indian	(26.75,27]	-0.9590447	-0.9618943	-0.9561952
oxygen + silicate	Indian	(27,27.25]	-0.8955882	-0.9066409	-0.8845354
oxygen + silicate	Indian	(27.25,27.5]	-0.8297511	-0.8629567	-0.7965456
oxygen + silicate	Indian	(27.5,27.75]	-0.7931465	-0.8553892	-0.7309038
oxygen + silicate	Indian	(27.75,27.85]	-0.8334672	-0.8664086	-0.8005257
oxygen + silicate	Indian	(27.85,27.95]	-0.7969317	-0.8471899	-0.7466736
oxygen + silicate	Indian	(27.95,28.05]	-0.7973877	-0.8629659	-0.7318096
oxygen + silicate	Indian	(28.05,28.1]	-0.9069110	-0.9313808	-0.8824413
oxygen + silicate	Indian	(28.1, Inf]	-0.3713393	-0.4300585	-0.3126201
oxygen + silicate	Pacific	(-Inf,26]	-0.2177299	-0.2718861	-0.1635738
oxygen + silicate	Pacific	(26,26.5]	-0.3664643	-0.4144254	-0.3185031
oxygen + silicate	Pacific	(26.5,26.75]	-0.1716960	-0.1991336	-0.1442585
oxygen + silicate	Pacific	(26.75,27]	-0.4567416	-0.5462421	-0.3672411
oxygen + silicate	Pacific	(27,27.25]	-0.8382251	-0.8765221	-0.7999282
oxygen + silicate	Pacific	(27.25,27.5]	-0.8678082	-0.9063528	-0.8292637
oxygen + silicate	Pacific	(27.5,27.75]	-0.8928463	-0.9294513	-0.8562413
oxygen + silicate	Pacific	(27.75,27.85]	-0.9581226	-0.9631644	-0.9530807
oxygen + silicate	Pacific	(27.85,27.95]	-0.9557999	-0.9561699	-0.9554298
oxygen + silicate	Pacific	(27.95,28.05]	-0.9327151	-0.9344376	-0.9309926
oxygen + silicate	Pacific	(28.05,28.1]	-0.9446012	-0.9507098	-0.9384925
oxygen + silicate	Pacific	(28.1, Inf]	-0.8028432	-0.8158113	-0.7898751
phosphate + nitrate	Atlantic	(-Inf,26]	0.8176963	0.7509486	0.8844440
phosphate + nitrate	Atlantic	(26,26.5]	0.9465445	0.9333404	0.9597485
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9785257	0.9759930	0.9810584
phosphate + nitrate	Atlantic	(26.75,27]	0.9814626	0.9803270	0.9825983
phosphate + nitrate	Atlantic	(27,27.25]	0.9901037	0.9893941	0.9908132
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9945753	0.9940523	0.9950984
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9958869	0.9957379	0.9960358
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9954840	0.9954808	0.9954872
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9941886	0.9941011	0.9942761
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9930653	0.9927726	0.9933580
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9914733	0.9913833	0.9915633
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9932099	0.9930002	0.9934195
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9975508	0.9971288	0.9979728
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9892144	0.9818218	0.9966071
phosphate + nitrate	Indian	(-Inf,26]	0.9945374	0.9913551	0.9977196
phosphate + nitrate	Indian	(26,26.5]	0.9908159	0.9850253	0.9966066
phosphate + nitrate	Indian	(26.5,26.75]	0.9925708	0.9878808	0.9972608
phosphate + nitrate	Indian	(26.75,27]	0.9879903	0.9801665	0.9958141
phosphate + nitrate	Indian	(27,27.25]	0.9603174	0.9288638	0.9917710
phosphate + nitrate	Indian	(27.25,27.5]	0.9526737	0.9215118	0.9838356
phosphate + nitrate	Indian	(27.5,27.75]	0.9455313	0.9360169	0.9550457
phosphate + nitrate	Indian	(27.75,27.85]	0.9367808	0.9250174	0.9485441
phosphate + nitrate	Indian	(27.85,27.95]	0.9600658	0.9556458	0.9644857
phosphate + nitrate	Indian	(27.95,28.05]	0.9778733	0.9762286	0.9795181
phosphate + nitrate	Indian	(28.05,28.1]	0.9841402	0.9827419	0.9855385
phosphate + nitrate	Indian	(28.1, Inf]	0.9353354	0.9334654	0.9372054
phosphate + nitrate	Pacific	(-Inf,26]	0.9510072	0.9509430	0.9510713
phosphate + nitrate	Pacific	(26,26.5]	0.9575661	0.9562719	0.9588604
phosphate + nitrate	Pacific	(26.5,26.75]	0.9485919	0.9386734	0.9585103
phosphate + nitrate	Pacific	(26.75,27]	0.9774358	0.9720300	0.9828417
phosphate + nitrate	Pacific	(27,27.25]	0.9885291	0.9857783	0.9912799
phosphate + nitrate	Pacific	(27.25,27.5]	0.9893777	0.9854997	0.9932558
phosphate + nitrate	Pacific	(27.5,27.75]	0.9897533	0.9852204	0.9942862
phosphate + nitrate	Pacific	(27.75,27.85]	0.9874635	0.9828980	0.9920290
phosphate + nitrate	Pacific	(27.85,27.95]	0.9834171	0.9771741	0.9896601
phosphate + nitrate	Pacific	(27.95,28.05]	0.9631710	0.9554093	0.9709326
phosphate + nitrate	Pacific	(28.05,28.1]	0.9470475	0.9348308	0.9592642
phosphate + nitrate	Pacific	(28.1, Inf]	0.9513669	0.9292157	0.9735180
phosphate + silicate	Atlantic	(-Inf,26]	0.7932536	0.7277513	0.8587558
phosphate + silicate	Atlantic	(26,26.5]	0.9221282	0.9034131	0.9408433
phosphate + silicate	Atlantic	(26.5,26.75]	0.9462881	0.9296787	0.9628976
phosphate + silicate	Atlantic	(26.75,27]	0.9299604	0.9089449	0.9509759
phosphate + silicate	Atlantic	(27,27.25]	0.9477352	0.9411873	0.9542831
phosphate + silicate	Atlantic	(27.25,27.5]	0.9298524	0.9255894	0.9341154
phosphate + silicate	Atlantic	(27.5,27.75]	0.9130540	0.9103492	0.9157589
phosphate + silicate	Atlantic	(27.75,27.85]	0.9511486	0.9410797	0.9612176
phosphate + silicate	Atlantic	(27.85,27.95]	0.9678299	0.9630375	0.9726223
phosphate + silicate	Atlantic	(27.95,28.05]	0.9800991	0.9776146	0.9825837
phosphate + silicate	Atlantic	(28.05,28.1]	0.9876000	0.9864278	0.9887721
phosphate + silicate	Atlantic	(28.1,28.15]	0.9918902	0.9910427	0.9927377
phosphate + silicate	Atlantic	(28.15,28.2]	0.9958303	0.9955962	0.9960645
phosphate + silicate	Atlantic	(28.2, Inf]	0.9749854	0.9612362	0.9887346
phosphate + silicate	Indian	(-Inf,26]	0.9299409	0.8966972	0.9631845
phosphate + silicate	Indian	(26,26.5]	0.9481002	0.9312810	0.9649194
phosphate + silicate	Indian	(26.5,26.75]	0.9532652	0.9489470	0.9575834
phosphate + silicate	Indian	(26.75,27]	0.9496480	0.9397772	0.9595188
phosphate + silicate	Indian	(27,27.25]	0.9401560	0.9317300	0.9485820
phosphate + silicate	Indian	(27.25,27.5]	0.9163497	0.8866244	0.9460749
phosphate + silicate	Indian	(27.5,27.75]	0.8450797	0.7831364	0.9070230
phosphate + silicate	Indian	(27.75,27.85]	0.8702496	0.8536826	0.8868166
phosphate + silicate	Indian	(27.85,27.95]	0.9024795	0.9023400	0.9026190
phosphate + silicate	Indian	(27.95,28.05]	0.9223221	0.9121897	0.9324545
phosphate + silicate	Indian	(28.05,28.1]	0.9602887	0.9471662	0.9734111
phosphate + silicate	Indian	(28.1, Inf]	0.8204754	0.8127710	0.8281797
phosphate + silicate	Pacific	(-Inf,26]	0.7179140	0.6962957	0.7395323
phosphate + silicate	Pacific	(26,26.5]	0.7386514	0.6949634	0.7823395
phosphate + silicate	Pacific	(26.5,26.75]	0.6917047	0.6364651	0.7469443
phosphate + silicate	Pacific	(26.75,27]	0.8195054	0.7820312	0.8569796
phosphate + silicate	Pacific	(27,27.25]	0.9090074	0.8825959	0.9354189
phosphate + silicate	Pacific	(27.25,27.5]	0.8837777	0.8466667	0.9208887
phosphate + silicate	Pacific	(27.5,27.75]	0.8731590	0.8289533	0.9173647
phosphate + silicate	Pacific	(27.75,27.85]	0.9434012	0.9314344	0.9553679
phosphate + silicate	Pacific	(27.85,27.95]	0.9576343	0.9499407	0.9653279
phosphate + silicate	Pacific	(27.95,28.05]	0.9439926	0.9396192	0.9483661
phosphate + silicate	Pacific	(28.05,28.1]	0.9372860	0.9334329	0.9411391
phosphate + silicate	Pacific	(28.1, Inf]	0.9053163	0.8991529	0.9114797
sal + aou	Atlantic	(-Inf,26]	-0.1992678	-0.3375257	-0.0610100
sal + aou	Atlantic	(26,26.5]	-0.3114501	-0.3466302	-0.2762701
sal + aou	Atlantic	(26.5,26.75]	-0.3404552	-0.4115911	-0.2693193
sal + aou	Atlantic	(26.75,27]	-0.1857480	-0.2186158	-0.1528803
sal + aou	Atlantic	(27,27.25]	-0.2339082	-0.3481564	-0.1196599
sal + aou	Atlantic	(27.25,27.5]	-0.3022680	-0.3840384	-0.2204975
sal + aou	Atlantic	(27.5,27.75]	-0.4010468	-0.4296694	-0.3724242
sal + aou	Atlantic	(27.75,27.85]	-0.3194958	-0.3705986	-0.2683929
sal + aou	Atlantic	(27.85,27.95]	-0.2889285	-0.3669898	-0.2108672
sal + aou	Atlantic	(27.95,28.05]	-0.4452349	-0.5891387	-0.3013311
sal + aou	Atlantic	(28.05,28.1]	-0.7148276	-0.7570946	-0.6725606
sal + aou	Atlantic	(28.1,28.15]	-0.7854849	-0.7903834	-0.7805865
sal + aou	Atlantic	(28.15,28.2]	-0.9417573	-0.9491023	-0.9344122
sal + aou	Atlantic	(28.2, Inf]	-0.5451155	-0.7433446	-0.3468865
sal + aou	Indian	(-Inf,26]	-0.6797855	-0.8420062	-0.5175648
sal + aou	Indian	(26,26.5]	-0.6265201	-0.7921533	-0.4608869
sal + aou	Indian	(26.5,26.75]	-0.1888457	-0.3131410	-0.0645505
sal + aou	Indian	(26.75,27]	0.4730044	0.3357421	0.6102667
sal + aou	Indian	(27,27.25]	0.8450895	0.8230690	0.8671101
sal + aou	Indian	(27.25,27.5]	0.9073404	0.8437147	0.9709661
sal + aou	Indian	(27.5,27.75]	0.9185190	0.8684916	0.9685465
sal + aou	Indian	(27.75,27.85]	0.9465734	0.9367549	0.9563919
sal + aou	Indian	(27.85,27.95]	0.9010879	0.8951924	0.9069835
sal + aou	Indian	(27.95,28.05]	0.6423482	0.5999461	0.6847503
sal + aou	Indian	(28.05,28.1]	0.1122214	0.0387522	0.1856907
sal + aou	Indian	(28.1, Inf]	0.6106642	0.5849387	0.6363898
sal + aou	Pacific	(-Inf,26]	-0.1263224	-0.1307927	-0.1218521
sal + aou	Pacific	(26,26.5]	0.0674378	-0.1642647	0.2991403
sal + aou	Pacific	(26.5,26.75]	0.2289210	0.1011915	0.3566504
sal + aou	Pacific	(26.75,27]	-0.0560092	-0.1670341	0.0550157
sal + aou	Pacific	(27,27.25]	-0.1853655	-0.2559931	-0.1147378
sal + aou	Pacific	(27.25,27.5]	0.1157677	0.0427769	0.1887585
sal + aou	Pacific	(27.5,27.75]	0.0144978	-0.0076918	0.0366874
sal + aou	Pacific	(27.75,27.85]	-0.1996565	-0.2933185	-0.1059945
sal + aou	Pacific	(27.85,27.95]	-0.4793767	-0.5327840	-0.4259694
sal + aou	Pacific	(27.95,28.05]	-0.7010809	-0.7666155	-0.6355463
sal + aou	Pacific	(28.05,28.1]	-0.8885566	-0.8906753	-0.8864379
sal + aou	Pacific	(28.1, Inf]	-0.7357917	-0.7437802	-0.7278033
sal + nitrate	Atlantic	(-Inf,26]	-0.2603976	-0.2893819	-0.2314132
sal + nitrate	Atlantic	(26,26.5]	-0.4773642	-0.4787432	-0.4759852
sal + nitrate	Atlantic	(26.5,26.75]	-0.5693662	-0.6220487	-0.5166838
sal + nitrate	Atlantic	(26.75,27]	-0.5594906	-0.5697085	-0.5492727
sal + nitrate	Atlantic	(27,27.25]	-0.6728873	-0.6890627	-0.6567119
sal + nitrate	Atlantic	(27.25,27.5]	-0.7640792	-0.7862492	-0.7419092
sal + nitrate	Atlantic	(27.5,27.75]	-0.7512551	-0.7525892	-0.7499211
sal + nitrate	Atlantic	(27.75,27.85]	-0.6164753	-0.6400628	-0.5928877
sal + nitrate	Atlantic	(27.85,27.95]	-0.5420912	-0.6141009	-0.4700815
sal + nitrate	Atlantic	(27.95,28.05]	-0.6309194	-0.7440349	-0.5178040
sal + nitrate	Atlantic	(28.05,28.1]	-0.8026518	-0.8340530	-0.7712505
sal + nitrate	Atlantic	(28.1,28.15]	-0.8420901	-0.8467060	-0.8374741
sal + nitrate	Atlantic	(28.15,28.2]	-0.9488048	-0.9593107	-0.9382990
sal + nitrate	Atlantic	(28.2, Inf]	-0.8928545	-0.9491477	-0.8365613
sal + nitrate	Indian	(-Inf,26]	-0.7189688	-0.8564749	-0.5814626
sal + nitrate	Indian	(26,26.5]	-0.7312664	-0.8573785	-0.6051542
sal + nitrate	Indian	(26.5,26.75]	-0.3964730	-0.5456343	-0.2473117
sal + nitrate	Indian	(26.75,27]	0.1366666	-0.0673430	0.3406763
sal + nitrate	Indian	(27,27.25]	0.4987454	0.4856425	0.5118482
sal + nitrate	Indian	(27.25,27.5]	0.6470122	0.4941949	0.7998295
sal + nitrate	Indian	(27.5,27.75]	0.7357765	0.6310599	0.8404931
sal + nitrate	Indian	(27.75,27.85]	0.7294141	0.6594892	0.7993391
sal + nitrate	Indian	(27.85,27.95]	0.5923523	0.5053535	0.6793510
sal + nitrate	Indian	(27.95,28.05]	0.1335460	0.0356628	0.2314293
sal + nitrate	Indian	(28.05,28.1]	-0.2831886	-0.3286397	-0.2377376
sal + nitrate	Indian	(28.1, Inf]	-0.1121240	-0.2671119	0.0428639
sal + nitrate	Pacific	(-Inf,26]	-0.4262641	-0.4711592	-0.3813691
sal + nitrate	Pacific	(26,26.5]	-0.3155433	-0.5540613	-0.0770252
sal + nitrate	Pacific	(26.5,26.75]	-0.2888100	-0.4512495	-0.1263706
sal + nitrate	Pacific	(26.75,27]	-0.3998243	-0.4952144	-0.3044341
sal + nitrate	Pacific	(27,27.25]	-0.3031295	-0.3833760	-0.2228831
sal + nitrate	Pacific	(27.25,27.5]	0.1052839	0.0113940	0.1991738
sal + nitrate	Pacific	(27.5,27.75]	0.0267322	-0.0151575	0.0686220
sal + nitrate	Pacific	(27.75,27.85]	-0.1971361	-0.2845685	-0.1097038
sal + nitrate	Pacific	(27.85,27.95]	-0.4883746	-0.5262163	-0.4505328
sal + nitrate	Pacific	(27.95,28.05]	-0.7325179	-0.7898309	-0.6752049
sal + nitrate	Pacific	(28.05,28.1]	-0.9116264	-0.9157428	-0.9075101
sal + nitrate	Pacific	(28.1, Inf]	-0.8367062	-0.8413787	-0.8320337
sal + oxygen	Atlantic	(-Inf,26]	-0.0807599	-0.2188964	0.0573766
sal + oxygen	Atlantic	(26,26.5]	0.0385766	-0.0321037	0.1092569
sal + oxygen	Atlantic	(26.5,26.75]	0.0791854	0.0344896	0.1238811
sal + oxygen	Atlantic	(26.75,27]	-0.0916698	-0.1425036	-0.0408361
sal + oxygen	Atlantic	(27,27.25]	-0.0473943	-0.1820306	0.0872420
sal + oxygen	Atlantic	(27.25,27.5]	-0.0248499	-0.1421156	0.0924158
sal + oxygen	Atlantic	(27.5,27.75]	0.0646796	-0.0039240	0.1332831
sal + oxygen	Atlantic	(27.75,27.85]	0.0439484	-0.0302018	0.1180985
sal + oxygen	Atlantic	(27.85,27.95]	0.1031854	0.0347649	0.1716059
sal + oxygen	Atlantic	(27.95,28.05]	0.3134451	0.1745390	0.4523512
sal + oxygen	Atlantic	(28.05,28.1]	0.6222641	0.5720463	0.6724818
sal + oxygen	Atlantic	(28.1,28.15]	0.7136719	0.7020483	0.7252956
sal + oxygen	Atlantic	(28.15,28.2]	0.9187178	0.9098856	0.9275501
sal + oxygen	Atlantic	(28.2, Inf]	0.3870130	0.1236497	0.6503763
sal + oxygen	Indian	(-Inf,26]	0.6700521	0.4966288	0.8434753
sal + oxygen	Indian	(26,26.5]	0.5747270	0.3987767	0.7506773
sal + oxygen	Indian	(26.5,26.75]	0.1151854	0.0009154	0.2294553
sal + oxygen	Indian	(26.75,27]	-0.5566850	-0.6670945	-0.4462756
sal + oxygen	Indian	(27,27.25]	-0.8901334	-0.9153325	-0.8649344
sal + oxygen	Indian	(27.25,27.5]	-0.9341238	-0.9847204	-0.8835271
sal + oxygen	Indian	(27.5,27.75]	-0.9317963	-0.9677693	-0.8958232
sal + oxygen	Indian	(27.75,27.85]	-0.9533491	-0.9621505	-0.9445478
sal + oxygen	Indian	(27.85,27.95]	-0.9242915	-0.9254333	-0.9231498
sal + oxygen	Indian	(27.95,28.05]	-0.7272756	-0.7802132	-0.6743381
sal + oxygen	Indian	(28.05,28.1]	-0.2284885	-0.3410450	-0.1159320
sal + oxygen	Indian	(28.1, Inf]	-0.7208570	-0.7313564	-0.7103577
sal + oxygen	Pacific	(-Inf,26]	-0.3182098	-0.3411083	-0.2953113
sal + oxygen	Pacific	(26,26.5]	-0.2641105	-0.4621949	-0.0660261
sal + oxygen	Pacific	(26.5,26.75]	-0.4261070	-0.5247197	-0.3274943
sal + oxygen	Pacific	(26.75,27]	-0.1562915	-0.2752093	-0.0373738
sal + oxygen	Pacific	(27,27.25]	0.0865736	0.0098760	0.1632712
sal + oxygen	Pacific	(27.25,27.5]	-0.1894801	-0.2691321	-0.1098281
sal + oxygen	Pacific	(27.5,27.75]	-0.0642724	-0.0977067	-0.0308380
sal + oxygen	Pacific	(27.75,27.85]	0.1539693	0.0519591	0.2559796
sal + oxygen	Pacific	(27.85,27.95]	0.4556040	0.3938151	0.5173929
sal + oxygen	Pacific	(27.95,28.05]	0.6913634	0.6183315	0.7643953
sal + oxygen	Pacific	(28.05,28.1]	0.8816101	0.8805541	0.8826660
sal + oxygen	Pacific	(28.1, Inf]	0.6800679	0.6659722	0.6941636
sal + phosphate	Atlantic	(-Inf,26]	-0.5838250	-0.6508545	-0.5167955
sal + phosphate	Atlantic	(26,26.5]	-0.6968347	-0.7181308	-0.6755386
sal + phosphate	Atlantic	(26.5,26.75]	-0.7093249	-0.7615014	-0.6571484
sal + phosphate	Atlantic	(26.75,27]	-0.6919421	-0.7078911	-0.6759930
sal + phosphate	Atlantic	(27,27.25]	-0.7570177	-0.7712655	-0.7427700
sal + phosphate	Atlantic	(27.25,27.5]	-0.8132962	-0.8317941	-0.7947983
sal + phosphate	Atlantic	(27.5,27.75]	-0.7885954	-0.7888311	-0.7883597
sal + phosphate	Atlantic	(27.75,27.85]	-0.6550503	-0.6786284	-0.6314722
sal + phosphate	Atlantic	(27.85,27.95]	-0.5589197	-0.6279897	-0.4898496
sal + phosphate	Atlantic	(27.95,28.05]	-0.6378663	-0.7486046	-0.5271280
sal + phosphate	Atlantic	(28.05,28.1]	-0.8140925	-0.8454658	-0.7827191
sal + phosphate	Atlantic	(28.1,28.15]	-0.8591647	-0.8595763	-0.8587530
sal + phosphate	Atlantic	(28.15,28.2]	-0.9488763	-0.9624996	-0.9352531
sal + phosphate	Atlantic	(28.2, Inf]	-0.8953831	-0.9519461	-0.8388201
sal + phosphate	Indian	(-Inf,26]	-0.6790924	-0.8475999	-0.5105849
sal + phosphate	Indian	(26,26.5]	-0.6655411	-0.8499978	-0.4810845
sal + phosphate	Indian	(26.5,26.75]	-0.3299576	-0.5325305	-0.1273846
sal + phosphate	Indian	(26.75,27]	0.2187213	-0.0354900	0.4729326
sal + phosphate	Indian	(27,27.25]	0.6400191	0.5602039	0.7198343
sal + phosphate	Indian	(27.25,27.5]	0.7920577	0.7412929	0.8428225
sal + phosphate	Indian	(27.5,27.75]	0.8526181	0.8072814	0.8979548
sal + phosphate	Indian	(27.75,27.85]	0.8390387	0.7829966	0.8950808
sal + phosphate	Indian	(27.85,27.95]	0.6570264	0.5639693	0.7500834
sal + phosphate	Indian	(27.95,28.05]	0.1960324	0.0947031	0.2973618
sal + phosphate	Indian	(28.05,28.1]	-0.2461750	-0.2926055	-0.1997444
sal + phosphate	Indian	(28.1, Inf]	-0.0994193	-0.2599186	0.0610800
sal + phosphate	Pacific	(-Inf,26]	-0.2947599	-0.3199634	-0.2695563
sal + phosphate	Pacific	(26,26.5]	-0.2716843	-0.4851429	-0.0582258
sal + phosphate	Pacific	(26.5,26.75]	-0.2636612	-0.4267368	-0.1005856
sal + phosphate	Pacific	(26.75,27]	-0.4155268	-0.5073219	-0.3237316
sal + phosphate	Pacific	(27,27.25]	-0.3069789	-0.3877988	-0.2261589
sal + phosphate	Pacific	(27.25,27.5]	0.0871608	0.0029986	0.1713229
sal + phosphate	Pacific	(27.5,27.75]	0.0309208	-0.0070665	0.0689082
sal + phosphate	Pacific	(27.75,27.85]	-0.1881671	-0.2732786	-0.1030556
sal + phosphate	Pacific	(27.85,27.95]	-0.4919119	-0.5315517	-0.4522722
sal + phosphate	Pacific	(27.95,28.05]	-0.7420136	-0.7971776	-0.6868497
sal + phosphate	Pacific	(28.05,28.1]	-0.9082800	-0.9222091	-0.8943508
sal + phosphate	Pacific	(28.1, Inf]	-0.8332625	-0.8417711	-0.8247540
sal + silicate	Atlantic	(-Inf,26]	-0.6199719	-0.6497374	-0.5902065
sal + silicate	Atlantic	(26,26.5]	-0.6923609	-0.7012718	-0.6834500
sal + silicate	Atlantic	(26.5,26.75]	-0.6382929	-0.7361611	-0.5404248
sal + silicate	Atlantic	(26.75,27]	-0.5801153	-0.6202146	-0.5400159
sal + silicate	Atlantic	(27,27.25]	-0.7038004	-0.7269604	-0.6806404
sal + silicate	Atlantic	(27.25,27.5]	-0.8149324	-0.8246553	-0.8052095
sal + silicate	Atlantic	(27.5,27.75]	-0.7985074	-0.8126215	-0.7843934
sal + silicate	Atlantic	(27.75,27.85]	-0.6809230	-0.7348731	-0.6269728
sal + silicate	Atlantic	(27.85,27.95]	-0.6445551	-0.6834432	-0.6056669
sal + silicate	Atlantic	(27.95,28.05]	-0.6873960	-0.7757305	-0.5990615
sal + silicate	Atlantic	(28.05,28.1]	-0.8376891	-0.8583638	-0.8170143
sal + silicate	Atlantic	(28.1,28.15]	-0.8762941	-0.8824768	-0.8701115
sal + silicate	Atlantic	(28.15,28.2]	-0.9429568	-0.9519665	-0.9339472
sal + silicate	Atlantic	(28.2, Inf]	-0.8506931	-0.9380998	-0.7632864
sal + silicate	Indian	(-Inf,26]	-0.8135295	-0.8797804	-0.7472787
sal + silicate	Indian	(26,26.5]	-0.7608501	-0.8549141	-0.6667861
sal + silicate	Indian	(26.5,26.75]	-0.3356914	-0.3814817	-0.2899012
sal + silicate	Indian	(26.75,27]	0.3666365	0.2485122	0.4847608
sal + silicate	Indian	(27,27.25]	0.6443636	0.5931177	0.6956096
sal + silicate	Indian	(27.25,27.5]	0.6521481	0.5095554	0.7947407
sal + silicate	Indian	(27.5,27.75]	0.6767444	0.5052935	0.8481954
sal + silicate	Indian	(27.75,27.85]	0.8067079	0.7969996	0.8164161
sal + silicate	Indian	(27.85,27.95]	0.6982917	0.6307885	0.7657949
sal + silicate	Indian	(27.95,28.05]	0.3469627	0.2928355	0.4010900
sal + silicate	Indian	(28.05,28.1]	-0.0941047	-0.1251144	-0.0630950
sal + silicate	Indian	(28.1, Inf]	-0.1482705	-0.1732737	-0.1232673
sal + silicate	Pacific	(-Inf,26]	-0.6624592	-0.6919710	-0.6329474
sal + silicate	Pacific	(26,26.5]	-0.6489928	-0.7508959	-0.5470898
sal + silicate	Pacific	(26.5,26.75]	-0.7264527	-0.7772583	-0.6756470
sal + silicate	Pacific	(26.75,27]	-0.7561428	-0.7633827	-0.7489028
sal + silicate	Pacific	(27,27.25]	-0.5620324	-0.5682078	-0.5558569
sal + silicate	Pacific	(27.25,27.5]	-0.2023356	-0.2044851	-0.2001861
sal + silicate	Pacific	(27.5,27.75]	-0.0965645	-0.1411180	-0.0520109
sal + silicate	Pacific	(27.75,27.85]	-0.2341732	-0.3034443	-0.1649020
sal + silicate	Pacific	(27.85,27.95]	-0.4407972	-0.4653395	-0.4162549
sal + silicate	Pacific	(27.95,28.05]	-0.6200376	-0.6711270	-0.5689483
sal + silicate	Pacific	(28.05,28.1]	-0.8316267	-0.8380600	-0.8251935
sal + silicate	Pacific	(28.1, Inf]	-0.8768615	-0.8859167	-0.8678064
sal + temp	Atlantic	(-Inf,26]	0.7929635	0.7581228	0.8278041
sal + temp	Atlantic	(26,26.5]	0.9587562	0.9575328	0.9599796
sal + temp	Atlantic	(26.5,26.75]	0.9803389	0.9783973	0.9822804
sal + temp	Atlantic	(26.75,27]	0.9771129	0.9735237	0.9807021
sal + temp	Atlantic	(27,27.25]	0.9793212	0.9779605	0.9806820
sal + temp	Atlantic	(27.25,27.5]	0.9792799	0.9791537	0.9794062
sal + temp	Atlantic	(27.5,27.75]	0.9659999	0.9637329	0.9682670
sal + temp	Atlantic	(27.75,27.85]	0.9802037	0.9776144	0.9827930
sal + temp	Atlantic	(27.85,27.95]	0.9523460	0.9457410	0.9589509
sal + temp	Atlantic	(27.95,28.05]	0.9029319	0.8858915	0.9199722
sal + temp	Atlantic	(28.05,28.1]	0.9485531	0.9434604	0.9536459
sal + temp	Atlantic	(28.1,28.15]	0.9397945	0.9247013	0.9548877
sal + temp	Atlantic	(28.15,28.2]	0.7192748	0.5225664	0.9159831
sal + temp	Atlantic	(28.2, Inf]	0.4268912	0.1479791	0.7058032
sal + temp	Indian	(-Inf,26]	0.2515610	0.1758231	0.3272988
sal + temp	Indian	(26,26.5]	0.8655734	0.8456998	0.8854470
sal + temp	Indian	(26.5,26.75]	0.9530185	0.9492692	0.9567679
sal + temp	Indian	(26.75,27]	0.9679989	0.9610349	0.9749630
sal + temp	Indian	(27,27.25]	0.9554490	0.9530197	0.9578784
sal + temp	Indian	(27.25,27.5]	0.9467604	0.9323140	0.9612067
sal + temp	Indian	(27.5,27.75]	0.9052766	0.8750402	0.9355131
sal + temp	Indian	(27.75,27.85]	0.9343020	0.9214657	0.9471384
sal + temp	Indian	(27.85,27.95]	0.9324964	0.9189188	0.9460740
sal + temp	Indian	(27.95,28.05]	0.9313111	0.9059740	0.9566483
sal + temp	Indian	(28.05,28.1]	0.9097275	0.8730553	0.9463996
sal + temp	Indian	(28.1, Inf]	0.9320743	0.9272410	0.9369076
sal + temp	Pacific	(-Inf,26]	0.7749029	0.7638230	0.7859827
sal + temp	Pacific	(26,26.5]	0.9498406	0.9495394	0.9501419
sal + temp	Pacific	(26.5,26.75]	0.9779194	0.9775281	0.9783107
sal + temp	Pacific	(26.75,27]	0.9781271	0.9761427	0.9801115
sal + temp	Pacific	(27,27.25]	0.9440883	0.9399783	0.9481984
sal + temp	Pacific	(27.25,27.5]	0.8233192	0.7995940	0.8470445
sal + temp	Pacific	(27.5,27.75]	0.5725568	0.5117804	0.6333331
sal + temp	Pacific	(27.75,27.85]	0.7341279	0.6889286	0.7793272
sal + temp	Pacific	(27.85,27.95]	0.5163022	0.4488554	0.5837491
sal + temp	Pacific	(27.95,28.05]	0.3173282	0.2545524	0.3801041
sal + temp	Pacific	(28.05,28.1]	0.1461270	0.1357960	0.1564580
sal + temp	Pacific	(28.1, Inf]	-0.2789547	-0.3213490	-0.2365603
temp + aou	Atlantic	(-Inf,26]	-0.3023492	-0.4628143	-0.1418842
temp + aou	Atlantic	(26,26.5]	-0.3425543	-0.3876999	-0.2974086
temp + aou	Atlantic	(26.5,26.75]	-0.3245667	-0.3917823	-0.2573510
temp + aou	Atlantic	(26.75,27]	-0.1460724	-0.1929930	-0.0991518
temp + aou	Atlantic	(27,27.25]	-0.1603575	-0.2658970	-0.0548180
temp + aou	Atlantic	(27.25,27.5]	-0.2645372	-0.3473575	-0.1817170
temp + aou	Atlantic	(27.5,27.75]	-0.3702806	-0.3917049	-0.3488564
temp + aou	Atlantic	(27.75,27.85]	-0.2760067	-0.2946571	-0.2573563
temp + aou	Atlantic	(27.85,27.95]	-0.2089369	-0.3271207	-0.0907532
temp + aou	Atlantic	(27.95,28.05]	-0.4429464	-0.5265185	-0.3593743
temp + aou	Atlantic	(28.05,28.1]	-0.5893448	-0.6426894	-0.5360001
temp + aou	Atlantic	(28.1,28.15]	-0.5810798	-0.6129443	-0.5492152
temp + aou	Atlantic	(28.15,28.2]	-0.5612950	-0.7340864	-0.3885036
temp + aou	Atlantic	(28.2, Inf]	0.2819277	0.2541974	0.3096581
temp + aou	Indian	(-Inf,26]	-0.3886200	-0.4710991	-0.3061409
temp + aou	Indian	(26,26.5]	-0.4890868	-0.5613232	-0.4168505
temp + aou	Indian	(26.5,26.75]	-0.1333931	-0.2235471	-0.0432392
temp + aou	Indian	(26.75,27]	0.3622125	0.1981350	0.5262900
temp + aou	Indian	(27,27.25]	0.7384053	0.7149454	0.7618651
temp + aou	Indian	(27.25,27.5]	0.8456168	0.8364685	0.8547651
temp + aou	Indian	(27.5,27.75]	0.8824968	0.8781317	0.8868620
temp + aou	Indian	(27.75,27.85]	0.9302310	0.9194083	0.9410536
temp + aou	Indian	(27.85,27.95]	0.8821144	0.8708244	0.8934044
temp + aou	Indian	(27.95,28.05]	0.6875798	0.6277812	0.7473784
temp + aou	Indian	(28.05,28.1]	0.3698377	0.3344454	0.4052300
temp + aou	Indian	(28.1, Inf]	0.7785112	0.7518046	0.8052178
temp + aou	Pacific	(-Inf,26]	-0.2802638	-0.2848807	-0.2756469
temp + aou	Pacific	(26,26.5]	-0.0087023	-0.2092685	0.1918639
temp + aou	Pacific	(26.5,26.75]	0.2454973	0.1427108	0.3482838
temp + aou	Pacific	(26.75,27]	-0.0567300	-0.1516149	0.0381549
temp + aou	Pacific	(27,27.25]	-0.2297829	-0.2757957	-0.1837701
temp + aou	Pacific	(27.25,27.5]	0.0260520	-0.0556935	0.1077975
temp + aou	Pacific	(27.5,27.75]	0.0362146	-0.0169790	0.0894083
temp + aou	Pacific	(27.75,27.85]	-0.0373054	-0.1188327	0.0442219
temp + aou	Pacific	(27.85,27.95]	-0.1657096	-0.2307129	-0.1007063
temp + aou	Pacific	(27.95,28.05]	-0.1620569	-0.2371957	-0.0869181
temp + aou	Pacific	(28.05,28.1]	-0.0978059	-0.1633090	-0.0323027
temp + aou	Pacific	(28.1, Inf]	0.7742676	0.7546741	0.7938610
temp + nitrate	Atlantic	(-Inf,26]	-0.2723535	-0.3066589	-0.2380482
temp + nitrate	Atlantic	(26,26.5]	-0.5361007	-0.5462416	-0.5259599
temp + nitrate	Atlantic	(26.5,26.75]	-0.5521902	-0.6002945	-0.5040859
temp + nitrate	Atlantic	(26.75,27]	-0.5132217	-0.5460491	-0.4803942
temp + nitrate	Atlantic	(27,27.25]	-0.6069874	-0.6136214	-0.6003534
temp + nitrate	Atlantic	(27.25,27.5]	-0.7272475	-0.7547478	-0.6997473
temp + nitrate	Atlantic	(27.5,27.75]	-0.7179811	-0.7304152	-0.7055469
temp + nitrate	Atlantic	(27.75,27.85]	-0.5891357	-0.5965249	-0.5817464
temp + nitrate	Atlantic	(27.85,27.95]	-0.4784324	-0.5883785	-0.3684862
temp + nitrate	Atlantic	(27.95,28.05]	-0.6082910	-0.6835197	-0.5330623
temp + nitrate	Atlantic	(28.05,28.1]	-0.6967075	-0.7370393	-0.6563756
temp + nitrate	Atlantic	(28.1,28.15]	-0.6623840	-0.6790755	-0.6456924
temp + nitrate	Atlantic	(28.15,28.2]	-0.5639875	-0.7434657	-0.3845093
temp + nitrate	Atlantic	(28.2, Inf]	-0.1133140	-0.2867440	0.0601160
temp + nitrate	Indian	(-Inf,26]	-0.4336609	-0.5109008	-0.3564211
temp + nitrate	Indian	(26,26.5]	-0.6001532	-0.6451202	-0.5551861
temp + nitrate	Indian	(26.5,26.75]	-0.3465488	-0.4647439	-0.2283538
temp + nitrate	Indian	(26.75,27]	0.0134185	-0.2083391	0.2351762
temp + nitrate	Indian	(27,27.25]	0.3319133	0.2785962	0.3852303
temp + nitrate	Indian	(27.25,27.5]	0.5131994	0.4535440	0.5728549
temp + nitrate	Indian	(27.5,27.75]	0.6768709	0.6437369	0.7100049
temp + nitrate	Indian	(27.75,27.85]	0.7313259	0.6766258	0.7860260
temp + nitrate	Indian	(27.85,27.95]	0.5760198	0.5256252	0.6264144
temp + nitrate	Indian	(27.95,28.05]	0.2133999	0.1397028	0.2870970
temp + nitrate	Indian	(28.05,28.1]	0.0045851	-0.0901847	0.0993549
temp + nitrate	Indian	(28.1, Inf]	0.1090407	-0.0583832	0.2764646
temp + nitrate	Pacific	(-Inf,26]	-0.5351962	-0.5889457	-0.4814466
temp + nitrate	Pacific	(26,26.5]	-0.4127010	-0.6150740	-0.2103281
temp + nitrate	Pacific	(26.5,26.75]	-0.2933866	-0.4377315	-0.1490417
temp + nitrate	Pacific	(26.75,27]	-0.4179868	-0.5041131	-0.3318605
temp + nitrate	Pacific	(27,27.25]	-0.3767685	-0.4328424	-0.3206947
temp + nitrate	Pacific	(27.25,27.5]	-0.0309852	-0.1325211	0.0705508
temp + nitrate	Pacific	(27.5,27.75]	0.0323420	-0.0432123	0.1078964
temp + nitrate	Pacific	(27.75,27.85]	-0.0392855	-0.1187567	0.0401858
temp + nitrate	Pacific	(27.85,27.95]	-0.1676366	-0.2082731	-0.1270000
temp + nitrate	Pacific	(27.95,28.05]	-0.1971797	-0.2597581	-0.1346013
temp + nitrate	Pacific	(28.05,28.1]	-0.1408768	-0.2030041	-0.0787495
temp + nitrate	Pacific	(28.1, Inf]	0.6261894	0.5871587	0.6652201
temp + oxygen	Atlantic	(-Inf,26]	-0.0319326	-0.1826686	0.1188034
temp + oxygen	Atlantic	(26,26.5]	0.0612578	-0.0210960	0.1436116
temp + oxygen	Atlantic	(26.5,26.75]	0.0518498	0.0145396	0.0891600
temp + oxygen	Atlantic	(26.75,27]	-0.1411744	-0.2083416	-0.0740073
temp + oxygen	Atlantic	(27,27.25]	-0.1286621	-0.2518824	-0.0054418
temp + oxygen	Atlantic	(27.25,27.5]	-0.0710322	-0.1889416	0.0468772
temp + oxygen	Atlantic	(27.5,27.75]	0.0182670	-0.0436274	0.0801614
temp + oxygen	Atlantic	(27.75,27.85]	-0.0089248	-0.0494170	0.0315674
temp + oxygen	Atlantic	(27.85,27.95]	0.0110186	-0.0967088	0.1187460
temp + oxygen	Atlantic	(27.95,28.05]	0.2900430	0.2145805	0.3655054
temp + oxygen	Atlantic	(28.05,28.1]	0.4758217	0.4137758	0.5378676
temp + oxygen	Atlantic	(28.1,28.15]	0.4876883	0.4451522	0.5302245
temp + oxygen	Atlantic	(28.15,28.2]	0.4907488	0.2928695	0.6886282
temp + oxygen	Atlantic	(28.2, Inf]	-0.4733052	-0.4821791	-0.4644313
temp + oxygen	Indian	(-Inf,26]	0.2912291	0.2093647	0.3730934
temp + oxygen	Indian	(26,26.5]	0.4196179	0.3446759	0.4945600
temp + oxygen	Indian	(26.5,26.75]	0.0557590	-0.0235645	0.1350825
temp + oxygen	Indian	(26.75,27]	-0.4536757	-0.5914029	-0.3159484
temp + oxygen	Indian	(27,27.25]	-0.8033222	-0.8177497	-0.7888947
temp + oxygen	Indian	(27.25,27.5]	-0.8923601	-0.8985337	-0.8861866
temp + oxygen	Indian	(27.5,27.75]	-0.9207660	-0.9225684	-0.9189636
temp + oxygen	Indian	(27.75,27.85]	-0.9549358	-0.9604661	-0.9494055
temp + oxygen	Indian	(27.85,27.95]	-0.9237030	-0.9357442	-0.9116618
temp + oxygen	Indian	(27.95,28.05]	-0.7782197	-0.8417888	-0.7146506
temp + oxygen	Indian	(28.05,28.1]	-0.4807079	-0.5497121	-0.4117038
temp + oxygen	Indian	(28.1, Inf]	-0.8665539	-0.8786786	-0.8544291
temp + oxygen	Pacific	(-Inf,26]	-0.2576309	-0.2829485	-0.2323133
temp + oxygen	Pacific	(26,26.5]	-0.2010991	-0.3696610	-0.0325372
temp + oxygen	Pacific	(26.5,26.75]	-0.4482953	-0.5233355	-0.3732551
temp + oxygen	Pacific	(26.75,27]	-0.1609297	-0.2638237	-0.0580358
temp + oxygen	Pacific	(27,27.25]	0.1263769	0.0748240	0.1779298
temp + oxygen	Pacific	(27.25,27.5]	-0.1152300	-0.2034839	-0.0269761
temp + oxygen	Pacific	(27.5,27.75]	-0.1192222	-0.1830400	-0.0554044
temp + oxygen	Pacific	(27.75,27.85]	-0.0244900	-0.1123731	0.0633931
temp + oxygen	Pacific	(27.85,27.95]	0.1142115	0.0428999	0.1855232
temp + oxygen	Pacific	(27.95,28.05]	0.1082739	0.0268978	0.1896501
temp + oxygen	Pacific	(28.05,28.1]	0.0693244	0.0020655	0.1365833
temp + oxygen	Pacific	(28.1, Inf]	-0.8229383	-0.8370944	-0.8087822
temp + phosphate	Atlantic	(-Inf,26]	-0.4786677	-0.5011656	-0.4561698
temp + phosphate	Atlantic	(26,26.5]	-0.7100708	-0.7151043	-0.7050373
temp + phosphate	Atlantic	(26.5,26.75]	-0.6850880	-0.7331610	-0.6370149
temp + phosphate	Atlantic	(26.75,27]	-0.6414887	-0.6793241	-0.6036533
temp + phosphate	Atlantic	(27,27.25]	-0.6925797	-0.6991475	-0.6860119
temp + phosphate	Atlantic	(27.25,27.5]	-0.7796371	-0.8027199	-0.7565544
temp + phosphate	Atlantic	(27.5,27.75]	-0.7564611	-0.7662184	-0.7467039
temp + phosphate	Atlantic	(27.75,27.85]	-0.6292296	-0.6354487	-0.6230104
temp + phosphate	Atlantic	(27.85,27.95]	-0.4953593	-0.6027697	-0.3879488
temp + phosphate	Atlantic	(27.95,28.05]	-0.6183196	-0.6922339	-0.5444053
temp + phosphate	Atlantic	(28.05,28.1]	-0.7081937	-0.7517431	-0.6646444
temp + phosphate	Atlantic	(28.1,28.15]	-0.6872120	-0.7099678	-0.6644562
temp + phosphate	Atlantic	(28.15,28.2]	-0.5659910	-0.7368244	-0.3951576
temp + phosphate	Atlantic	(28.2, Inf]	-0.1146255	-0.2886356	0.0593846
temp + phosphate	Indian	(-Inf,26]	-0.4122346	-0.4689777	-0.3554915
temp + phosphate	Indian	(26,26.5]	-0.5487344	-0.6448618	-0.4526071
temp + phosphate	Indian	(26.5,26.75]	-0.2847731	-0.4495651	-0.1199812
temp + phosphate	Indian	(26.75,27]	0.0892491	-0.1743328	0.3528309
temp + phosphate	Indian	(27,27.25]	0.4681095	0.3330860	0.6031330
temp + phosphate	Indian	(27.25,27.5]	0.6610167	0.6320896	0.6899439
temp + phosphate	Indian	(27.5,27.75]	0.7897772	0.7855684	0.7939859
temp + phosphate	Indian	(27.75,27.85]	0.7904851	0.7356859	0.8452842
temp + phosphate	Indian	(27.85,27.95]	0.5973780	0.5389766	0.6557795
temp + phosphate	Indian	(27.95,28.05]	0.2607282	0.1890878	0.3323686
temp + phosphate	Indian	(28.05,28.1]	0.0417754	-0.0490531	0.1326039
temp + phosphate	Indian	(28.1, Inf]	0.1266332	-0.0443873	0.2976537
temp + phosphate	Pacific	(-Inf,26]	-0.4198943	-0.4559990	-0.3837895
temp + phosphate	Pacific	(26,26.5]	-0.3644061	-0.5475035	-0.1813087
temp + phosphate	Pacific	(26.5,26.75]	-0.2719120	-0.4172397	-0.1265844
temp + phosphate	Pacific	(26.75,27]	-0.4312485	-0.5100378	-0.3524593
temp + phosphate	Pacific	(27,27.25]	-0.3716806	-0.4289014	-0.3144598
temp + phosphate	Pacific	(27.25,27.5]	-0.0399731	-0.1326482	0.0527019
temp + phosphate	Pacific	(27.5,27.75]	0.0407363	-0.0288413	0.1103139
temp + phosphate	Pacific	(27.75,27.85]	-0.0356195	-0.1117361	0.0404971
temp + phosphate	Pacific	(27.85,27.95]	-0.1693343	-0.2126329	-0.1260358
temp + phosphate	Pacific	(27.95,28.05]	-0.2028265	-0.2622270	-0.1434259
temp + phosphate	Pacific	(28.05,28.1]	-0.1226150	-0.1773604	-0.0678696
temp + phosphate	Pacific	(28.1, Inf]	0.6118284	0.5586950	0.6649619
temp + silicate	Atlantic	(-Inf,26]	-0.4630909	-0.5563607	-0.3698212
temp + silicate	Atlantic	(26,26.5]	-0.6919721	-0.7040174	-0.6799267
temp + silicate	Atlantic	(26.5,26.75]	-0.6291235	-0.7261088	-0.5321383
temp + silicate	Atlantic	(26.75,27]	-0.5552755	-0.6110189	-0.4995321
temp + silicate	Atlantic	(27,27.25]	-0.6654649	-0.6799778	-0.6509520
temp + silicate	Atlantic	(27.25,27.5]	-0.8287645	-0.8434207	-0.8141083
temp + silicate	Atlantic	(27.5,27.75]	-0.8161924	-0.8176649	-0.8147199
temp + silicate	Atlantic	(27.75,27.85]	-0.6870815	-0.7141289	-0.6600341
temp + silicate	Atlantic	(27.85,27.95]	-0.6074582	-0.6847643	-0.5301522
temp + silicate	Atlantic	(27.95,28.05]	-0.6944156	-0.7385330	-0.6502983
temp + silicate	Atlantic	(28.05,28.1]	-0.7389528	-0.7707482	-0.7071573
temp + silicate	Atlantic	(28.1,28.15]	-0.7090144	-0.7393013	-0.6787276
temp + silicate	Atlantic	(28.15,28.2]	-0.5524410	-0.7377021	-0.3671799
temp + silicate	Atlantic	(28.2, Inf]	-0.0615236	-0.1927571	0.0697099
temp + silicate	Indian	(-Inf,26]	-0.5177004	-0.6077262	-0.4276745
temp + silicate	Indian	(26,26.5]	-0.6066249	-0.6103440	-0.6029059
temp + silicate	Indian	(26.5,26.75]	-0.2686481	-0.2822386	-0.2550575
temp + silicate	Indian	(26.75,27]	0.2586970	0.1147014	0.4026925
temp + silicate	Indian	(27,27.25]	0.4954324	0.4924603	0.4984046
temp + silicate	Indian	(27.25,27.5]	0.5173204	0.4547843	0.5798565
temp + silicate	Indian	(27.5,27.75]	0.5324306	0.4437255	0.6211356
temp + silicate	Indian	(27.75,27.85]	0.6882460	0.6307977	0.7456943
temp + silicate	Indian	(27.85,27.95]	0.5695123	0.5074316	0.6315929
temp + silicate	Indian	(27.95,28.05]	0.3277349	0.2985110	0.3569588
temp + silicate	Indian	(28.05,28.1]	0.1759549	0.1592272	0.1926826
temp + silicate	Indian	(28.1, Inf]	0.0009806	-0.0572364	0.0591977
temp + silicate	Pacific	(-Inf,26]	-0.6370936	-0.6702674	-0.6039198
temp + silicate	Pacific	(26,26.5]	-0.7073506	-0.7781044	-0.6365968
temp + silicate	Pacific	(26.5,26.75]	-0.7216705	-0.7582640	-0.6850770
temp + silicate	Pacific	(26.75,27]	-0.7492719	-0.7502940	-0.7482499
temp + silicate	Pacific	(27,27.25]	-0.5888693	-0.5998539	-0.5778847
temp + silicate	Pacific	(27.25,27.5]	-0.3329361	-0.3475406	-0.3183315
temp + silicate	Pacific	(27.5,27.75]	-0.2705695	-0.2881274	-0.2530117
temp + silicate	Pacific	(27.75,27.85]	-0.1718285	-0.2413043	-0.1023528
temp + silicate	Pacific	(27.85,27.95]	-0.2886708	-0.3410165	-0.2363251
temp + silicate	Pacific	(27.95,28.05]	-0.3314082	-0.4139984	-0.2488180
temp + silicate	Pacific	(28.05,28.1]	-0.1559793	-0.2089165	-0.1030420
temp + silicate	Pacific	(28.1, Inf]	0.4118706	0.3735199	0.4502212

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
afdc482	jens-daniel-mueller	2021-12-21
2fe7f8e	jens-daniel-mueller	2021-12-08
a768c5d	jens-daniel-mueller	2021-12-07
a7c514b	jens-daniel-mueller	2021-12-07
bc1edbd	jens-daniel-mueller	2021-12-07
6cfccf7	jens-daniel-mueller	2021-12-06
3c60929	jens-daniel-mueller	2021-12-06
3f76ee3	jens-daniel-mueller	2021-12-06
2ca1313	jens-daniel-mueller	2021-12-05
6a78608	jens-daniel-mueller	2021-12-02
a83a09b	jens-daniel-mueller	2021-11-29
72c1041	jens-daniel-mueller	2021-11-23
3eba8ac	jens-daniel-mueller	2021-11-23
ec18ee5	jens-daniel-mueller	2021-11-23
59cdf58	jens-daniel-mueller	2021-11-22
3ae2dd1	jens-daniel-mueller	2021-11-21
5b46219	jens-daniel-mueller	2021-11-21
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]	0.6257291	0.5733914	0.6780668
aou	Atlantic	(26,26.5]	-0.1529150	-0.1886986	-0.1171314
aou	Atlantic	(26.5,26.75]	-0.4154664	-0.4207350	-0.4101979
aou	Atlantic	(26.75,27]	-0.2971042	-0.3228895	-0.2713189
aou	Atlantic	(27,27.25]	-0.4113102	-0.4932420	-0.3293784
aou	Atlantic	(27.25,27.5]	-0.5359924	-0.5784190	-0.4935657
aou	Atlantic	(27.5,27.75]	-0.7590416	-0.7791520	-0.7389311
aou	Atlantic	(27.75,27.85]	-0.8678179	-0.8865476	-0.8490882
aou	Atlantic	(27.85,27.95]	-0.9073637	-0.9084123	-0.9063152
aou	Atlantic	(27.95,28.05]	-0.8959524	-0.8974297	-0.8944750
aou	Atlantic	(28.05,28.1]	-0.8630349	-0.8801250	-0.8459448
aou	Atlantic	(28.1,28.15]	-0.8946238	-0.9044209	-0.8848267
aou	Atlantic	(28.15,28.2]	-0.9559692	-0.9582024	-0.9537360
aou	Atlantic	(28.2, Inf]	-0.6632764	-0.8303750	-0.4961778
aou	Indian	(-Inf,26]	-0.6629994	-0.7155328	-0.6104660
aou	Indian	(26,26.5]	-0.9295495	-0.9409538	-0.9181453
aou	Indian	(26.5,26.75]	-0.8364808	-0.8977874	-0.7751742
aou	Indian	(26.75,27]	-0.4946517	-0.5358012	-0.4535023
aou	Indian	(27,27.25]	0.0418387	-0.0630725	0.1467499
aou	Indian	(27.25,27.5]	0.5472625	0.5140091	0.5805160
aou	Indian	(27.5,27.75]	0.4864594	0.3571854	0.6157333
aou	Indian	(27.75,27.85]	0.2198527	0.0590511	0.3806543
aou	Indian	(27.85,27.95]	0.2358703	0.0578937	0.4138470
aou	Indian	(27.95,28.05]	0.0767336	-0.0206658	0.1741329
aou	Indian	(28.05,28.1]	0.1404776	0.0724926	0.2084626
aou	Indian	(28.1, Inf]	0.4303520	0.4074368	0.4532672
aou	Pacific	(-Inf,26]	0.0832153	0.0725402	0.0938904
aou	Pacific	(26,26.5]	-0.4766280	-0.5702300	-0.3830260
aou	Pacific	(26.5,26.75]	-0.2502269	-0.2509196	-0.2495343
aou	Pacific	(26.75,27]	-0.4315131	-0.4885535	-0.3744727
aou	Pacific	(27,27.25]	0.1463184	0.1099855	0.1826512
aou	Pacific	(27.25,27.5]	0.5987858	0.5323898	0.6651819
aou	Pacific	(27.5,27.75]	0.7207240	0.6562053	0.7852428
aou	Pacific	(27.75,27.85]	0.7990634	0.7677999	0.8303270
aou	Pacific	(27.85,27.95]	0.7647828	0.7296295	0.7999361
aou	Pacific	(27.95,28.05]	0.5396146	0.5033068	0.5759225
aou	Pacific	(28.05,28.1]	0.2971216	0.2837728	0.3104705
aou	Pacific	(28.1, Inf]	0.3573883	0.3077832	0.4069935
nitrate	Atlantic	(-Inf,26]	0.3856724	0.3535072	0.4178376
nitrate	Atlantic	(26,26.5]	-0.3464361	-0.3529093	-0.3399629
nitrate	Atlantic	(26.5,26.75]	-0.6203612	-0.6354704	-0.6052520
nitrate	Atlantic	(26.75,27]	-0.6629909	-0.7116694	-0.6143124
nitrate	Atlantic	(27,27.25]	-0.8159502	-0.8181688	-0.8137315
nitrate	Atlantic	(27.25,27.5]	-0.9128548	-0.9188139	-0.9068956
nitrate	Atlantic	(27.5,27.75]	-0.9668385	-0.9681318	-0.9655452
nitrate	Atlantic	(27.75,27.85]	-0.9686686	-0.9694441	-0.9678930
nitrate	Atlantic	(27.85,27.95]	-0.9421218	-0.9508236	-0.9334200
nitrate	Atlantic	(27.95,28.05]	-0.9127940	-0.9198732	-0.9057147
nitrate	Atlantic	(28.05,28.1]	-0.8948640	-0.9009361	-0.8887919
nitrate	Atlantic	(28.1,28.15]	-0.9159166	-0.9217367	-0.9100965
nitrate	Atlantic	(28.15,28.2]	-0.9668933	-0.9729908	-0.9607957
nitrate	Atlantic	(28.2, Inf]	-0.9232602	-0.9736552	-0.8728652
nitrate	Indian	(-Inf,26]	-0.6598152	-0.6978234	-0.6218070
nitrate	Indian	(26,26.5]	-0.9351475	-0.9473565	-0.9229385
nitrate	Indian	(26.5,26.75]	-0.9145166	-0.9346020	-0.8944312
nitrate	Indian	(26.75,27]	-0.7243370	-0.7416662	-0.7070078
nitrate	Indian	(27,27.25]	-0.2875762	-0.2989349	-0.2762175
nitrate	Indian	(27.25,27.5]	0.3673659	0.3663734	0.3683584
nitrate	Indian	(27.5,27.75]	0.4367973	0.3362131	0.5373814
nitrate	Indian	(27.75,27.85]	0.0723787	-0.0478576	0.1926150
nitrate	Indian	(27.85,27.95]	-0.0342815	-0.1158497	0.0472868
nitrate	Indian	(27.95,28.05]	-0.2766804	-0.3080197	-0.2453411
nitrate	Indian	(28.05,28.1]	-0.1225772	-0.2544872	0.0093327
nitrate	Indian	(28.1, Inf]	-0.0477889	-0.1256500	0.0300723
nitrate	Pacific	(-Inf,26]	0.0139968	-0.0044924	0.0324859
nitrate	Pacific	(26,26.5]	-0.6684303	-0.7732548	-0.5636058
nitrate	Pacific	(26.5,26.75]	-0.6153240	-0.6774248	-0.5532232
nitrate	Pacific	(26.75,27]	-0.6270324	-0.7013500	-0.5527149
nitrate	Pacific	(27,27.25]	0.0917617	0.0653473	0.1181761
nitrate	Pacific	(27.25,27.5]	0.5205577	0.4339977	0.6071178
nitrate	Pacific	(27.5,27.75]	0.6349533	0.5479893	0.7219173
nitrate	Pacific	(27.75,27.85]	0.7471935	0.7042996	0.7900875
nitrate	Pacific	(27.85,27.95]	0.7211321	0.6763687	0.7658954
nitrate	Pacific	(27.95,28.05]	0.4923370	0.4547772	0.5298969
nitrate	Pacific	(28.05,28.1]	0.2500533	0.2243573	0.2757492
nitrate	Pacific	(28.1, Inf]	0.2816262	0.2305031	0.3327492
oxygen	Atlantic	(-Inf,26]	-0.5034221	-0.5539102	-0.4529341
oxygen	Atlantic	(26,26.5]	-0.0603884	-0.1283354	0.0075587
oxygen	Atlantic	(26.5,26.75]	0.2262469	0.2070838	0.2454100
oxygen	Atlantic	(26.75,27]	0.0799832	0.0526277	0.1073387
oxygen	Atlantic	(27,27.25]	0.1752456	0.0626857	0.2878055
oxygen	Atlantic	(27.25,27.5]	0.2516825	0.1807658	0.3225992
oxygen	Atlantic	(27.5,27.75]	0.5148896	0.4556159	0.5741634
oxygen	Atlantic	(27.75,27.85]	0.7106056	0.6682395	0.7529718
oxygen	Atlantic	(27.85,27.95]	0.8394343	0.8316278	0.8472408
oxygen	Atlantic	(27.95,28.05]	0.8672045	0.8596250	0.8747840
oxygen	Atlantic	(28.05,28.1]	0.8466991	0.8239610	0.8694372
oxygen	Atlantic	(28.1,28.15]	0.8836046	0.8718434	0.8953657
oxygen	Atlantic	(28.15,28.2]	0.9606130	0.9579105	0.9633156
oxygen	Atlantic	(28.2, Inf]	0.5466199	0.3353605	0.7578793
oxygen	Indian	(-Inf,26]	0.7117431	0.6622898	0.7611964
oxygen	Indian	(26,26.5]	0.9268870	0.9202903	0.9334837
oxygen	Indian	(26.5,26.75]	0.8040960	0.7296408	0.8785512
oxygen	Indian	(26.75,27]	0.4190805	0.3535213	0.4846397
oxygen	Indian	(27,27.25]	-0.1163548	-0.2414937	0.0087842
oxygen	Indian	(27.25,27.5]	-0.5665706	-0.6080431	-0.5250981
oxygen	Indian	(27.5,27.75]	-0.4587429	-0.5923779	-0.3251080
oxygen	Indian	(27.75,27.85]	-0.2171956	-0.3756558	-0.0587353
oxygen	Indian	(27.85,27.95]	-0.2619148	-0.4412449	-0.0825847
oxygen	Indian	(27.95,28.05]	-0.1315706	-0.2455983	-0.0175429
oxygen	Indian	(28.05,28.1]	-0.1818935	-0.2256814	-0.1381055
oxygen	Indian	(28.1, Inf]	-0.4810026	-0.5100166	-0.4519885
oxygen	Pacific	(-Inf,26]	0.1657516	0.1636249	0.1678783
oxygen	Pacific	(26,26.5]	0.3427194	0.2694163	0.4160226
oxygen	Pacific	(26.5,26.75]	0.0796225	0.0528694	0.1063756
oxygen	Pacific	(26.75,27]	0.3111733	0.2560908	0.3662559
oxygen	Pacific	(27,27.25]	-0.1246569	-0.1711003	-0.0782135
oxygen	Pacific	(27.25,27.5]	-0.5552336	-0.6287161	-0.4817511
oxygen	Pacific	(27.5,27.75]	-0.6794075	-0.7543656	-0.6044494
oxygen	Pacific	(27.75,27.85]	-0.7777847	-0.8095832	-0.7459862
oxygen	Pacific	(27.85,27.95]	-0.7504798	-0.7825058	-0.7184538
oxygen	Pacific	(27.95,28.05]	-0.5322886	-0.5675088	-0.4970684
oxygen	Pacific	(28.05,28.1]	-0.3001729	-0.3153732	-0.2849725
oxygen	Pacific	(28.1, Inf]	-0.3654105	-0.4092278	-0.3215932
phosphate	Atlantic	(-Inf,26]	0.2374829	0.2234811	0.2514847
phosphate	Atlantic	(26,26.5]	-0.5493736	-0.5759890	-0.5227582
phosphate	Atlantic	(26.5,26.75]	-0.7322484	-0.7401469	-0.7243499
phosphate	Atlantic	(26.75,27]	-0.7674527	-0.7991714	-0.7357340
phosphate	Atlantic	(27,27.25]	-0.8732117	-0.8779778	-0.8684456
phosphate	Atlantic	(27.25,27.5]	-0.9416913	-0.9469010	-0.9364816
phosphate	Atlantic	(27.5,27.75]	-0.9794750	-0.9807499	-0.9782000
phosphate	Atlantic	(27.75,27.85]	-0.9801224	-0.9802383	-0.9800066
phosphate	Atlantic	(27.85,27.95]	-0.9555309	-0.9612017	-0.9498601
phosphate	Atlantic	(27.95,28.05]	-0.9294296	-0.9328168	-0.9260425
phosphate	Atlantic	(28.05,28.1]	-0.9145634	-0.9152944	-0.9138324
phosphate	Atlantic	(28.1,28.15]	-0.9302951	-0.9307838	-0.9298063
phosphate	Atlantic	(28.15,28.2]	-0.9713698	-0.9745637	-0.9681759
phosphate	Atlantic	(28.2, Inf]	-0.9380506	-0.9792458	-0.8968553
phosphate	Indian	(-Inf,26]	-0.6695761	-0.7056589	-0.6334933
phosphate	Indian	(26,26.5]	-0.9349482	-0.9491952	-0.9207012
phosphate	Indian	(26.5,26.75]	-0.9126651	-0.9321016	-0.8932285
phosphate	Indian	(26.75,27]	-0.7178081	-0.7384030	-0.6972132
phosphate	Indian	(27,27.25]	-0.2879177	-0.2931423	-0.2826931
phosphate	Indian	(27.25,27.5]	0.3535031	0.3478863	0.3591199
phosphate	Indian	(27.5,27.75]	0.3643545	0.2417600	0.4869491
phosphate	Indian	(27.75,27.85]	0.0173948	-0.1057864	0.1405760
phosphate	Indian	(27.85,27.95]	-0.0840339	-0.1787909	0.0107232
phosphate	Indian	(27.95,28.05]	-0.3023593	-0.3295433	-0.2751754
phosphate	Indian	(28.05,28.1]	-0.1491893	-0.2948271	-0.0035516
phosphate	Indian	(28.1, Inf]	-0.1554437	-0.2256610	-0.0852264
phosphate	Pacific	(-Inf,26]	-0.0452825	-0.0644129	-0.0261521
phosphate	Pacific	(26,26.5]	-0.7233300	-0.8033009	-0.6433591
phosphate	Pacific	(26.5,26.75]	-0.6777396	-0.7311101	-0.6243690
phosphate	Pacific	(26.75,27]	-0.6723097	-0.7391153	-0.6055041
phosphate	Pacific	(27,27.25]	0.0750543	0.0533806	0.0967279
phosphate	Pacific	(27.25,27.5]	0.5207907	0.4416766	0.5999048
phosphate	Pacific	(27.5,27.75]	0.6112625	0.5194045	0.7031204
phosphate	Pacific	(27.75,27.85]	0.7085931	0.6552737	0.7619125
phosphate	Pacific	(27.85,27.95]	0.6728977	0.6148229	0.7309726
phosphate	Pacific	(27.95,28.05]	0.3994095	0.3483976	0.4504215
phosphate	Pacific	(28.05,28.1]	0.1183991	0.0999667	0.1368316
phosphate	Pacific	(28.1, Inf]	0.1609239	0.1138847	0.2079632
sal	Atlantic	(-Inf,26]	-0.0595075	-0.0929412	-0.0260738
sal	Atlantic	(26,26.5]	0.7694271	0.7317129	0.8071413
sal	Atlantic	(26.5,26.75]	0.8360640	0.8322385	0.8398894
sal	Atlantic	(26.75,27]	0.8637009	0.8288173	0.8985845
sal	Atlantic	(27,27.25]	0.8905826	0.8809712	0.9001939
sal	Atlantic	(27.25,27.5]	0.9133423	0.8894677	0.9372169
sal	Atlantic	(27.5,27.75]	0.8330160	0.8298653	0.8361666
sal	Atlantic	(27.75,27.85]	0.6753787	0.6642169	0.6865405
sal	Atlantic	(27.85,27.95]	0.4685204	0.3823668	0.5546741
sal	Atlantic	(27.95,28.05]	0.4589830	0.3255467	0.5924193
sal	Atlantic	(28.05,28.1]	0.6497348	0.6302926	0.6691771
sal	Atlantic	(28.1,28.15]	0.7128588	0.7005238	0.7251938
sal	Atlantic	(28.15,28.2]	0.8800453	0.8532488	0.9068418
sal	Atlantic	(28.2, Inf]	0.8960139	0.8333089	0.9587188
sal	Indian	(-Inf,26]	0.6821338	0.5882618	0.7760057
sal	Indian	(26,26.5]	0.6584406	0.5436298	0.7732515
sal	Indian	(26.5,26.75]	0.5103431	0.3077083	0.7129779
sal	Indian	(26.75,27]	0.3442773	0.0891506	0.5994041
sal	Indian	(27,27.25]	0.3252285	0.1172150	0.5332420
sal	Indian	(27.25,27.5]	0.5325462	0.4315136	0.6335789
sal	Indian	(27.5,27.75]	0.4415225	0.2330315	0.6500136
sal	Indian	(27.75,27.85]	0.2617695	0.0753473	0.4481918
sal	Indian	(27.85,27.95]	0.3751975	0.1719322	0.5784628
sal	Indian	(27.95,28.05]	0.4509110	0.3430392	0.5587828
sal	Indian	(28.05,28.1]	0.4213550	0.3553182	0.4873918
sal	Indian	(28.1, Inf]	0.5276018	0.5066837	0.5485198
sal	Pacific	(-Inf,26]	-0.1367324	-0.2277490	-0.0457159
sal	Pacific	(26,26.5]	0.5310630	0.4218143	0.6403116
sal	Pacific	(26.5,26.75]	0.6318215	0.5527657	0.7108774
sal	Pacific	(26.75,27]	0.4992448	0.4279088	0.5705809
sal	Pacific	(27,27.25]	-0.3568913	-0.4197049	-0.2940777
sal	Pacific	(27.25,27.5]	-0.4581303	-0.4581959	-0.4580648
sal	Pacific	(27.5,27.75]	-0.3346690	-0.3807027	-0.2886354
sal	Pacific	(27.75,27.85]	-0.4118672	-0.5135268	-0.3102076
sal	Pacific	(27.85,27.95]	-0.4248411	-0.4592786	-0.3904036
sal	Pacific	(27.95,28.05]	-0.2546007	-0.3153015	-0.1938999
sal	Pacific	(28.05,28.1]	-0.1624845	-0.1836348	-0.1413341
sal	Pacific	(28.1, Inf]	-0.1539305	-0.2110607	-0.0968003
silicate	Atlantic	(-Inf,26]	0.0972219	0.0857595	0.1086844
silicate	Atlantic	(26,26.5]	-0.5568423	-0.5646260	-0.5490586
silicate	Atlantic	(26.5,26.75]	-0.6562571	-0.6771951	-0.6353190
silicate	Atlantic	(26.75,27]	-0.6207499	-0.6291655	-0.6123342
silicate	Atlantic	(27,27.25]	-0.8013158	-0.8021164	-0.8005152
silicate	Atlantic	(27.25,27.5]	-0.9027655	-0.9050871	-0.9004439
silicate	Atlantic	(27.5,27.75]	-0.9045414	-0.9050367	-0.9040461
silicate	Atlantic	(27.75,27.85]	-0.9076355	-0.9191258	-0.8961453
silicate	Atlantic	(27.85,27.95]	-0.8824640	-0.8987956	-0.8661323
silicate	Atlantic	(27.95,28.05]	-0.8683780	-0.8794663	-0.8572896
silicate	Atlantic	(28.05,28.1]	-0.8669243	-0.8752379	-0.8586107
silicate	Atlantic	(28.1,28.15]	-0.9044232	-0.9047636	-0.9040829
silicate	Atlantic	(28.15,28.2]	-0.9645164	-0.9718975	-0.9571353
silicate	Atlantic	(28.2, Inf]	-0.8858888	-0.9691927	-0.8025848
silicate	Indian	(-Inf,26]	-0.6365654	-0.6866262	-0.5865047
silicate	Indian	(26,26.5]	-0.9210821	-0.9279570	-0.9142073
silicate	Indian	(26.5,26.75]	-0.8515460	-0.9093529	-0.7937391
silicate	Indian	(26.75,27]	-0.5408931	-0.5701076	-0.5116787
silicate	Indian	(27,27.25]	-0.1250854	-0.1796186	-0.0705522
silicate	Indian	(27.25,27.5]	0.4622252	0.4475162	0.4769342
silicate	Indian	(27.5,27.75]	0.6191499	0.6023640	0.6359359
silicate	Indian	(27.75,27.85]	0.2569709	0.2018104	0.3121315
silicate	Indian	(27.85,27.95]	0.0955931	-0.0206342	0.2118204
silicate	Indian	(27.95,28.05]	-0.1116941	-0.1454576	-0.0779306
silicate	Indian	(28.05,28.1]	-0.0293232	-0.0902452	0.0315988
silicate	Indian	(28.1, Inf]	-0.1085952	-0.1575986	-0.0595918
silicate	Pacific	(-Inf,26]	-0.0145051	-0.0605247	0.0315145
silicate	Pacific	(26,26.5]	-0.6888249	-0.7540573	-0.6235925
silicate	Pacific	(26.5,26.75]	-0.6456537	-0.6884701	-0.6028372
silicate	Pacific	(26.75,27]	-0.5370584	-0.5948440	-0.4792729
silicate	Pacific	(27,27.25]	0.3527956	0.3386413	0.3669499
silicate	Pacific	(27.25,27.5]	0.8087909	0.7880881	0.8294936
silicate	Pacific	(27.5,27.75]	0.8678830	0.8471186	0.8886475
silicate	Pacific	(27.75,27.85]	0.8386783	0.8115712	0.8657854
silicate	Pacific	(27.85,27.95]	0.7641602	0.7272199	0.8011005
silicate	Pacific	(27.95,28.05]	0.5241359	0.4972629	0.5510090
silicate	Pacific	(28.05,28.1]	0.2746528	0.2703899	0.2789157
silicate	Pacific	(28.1, Inf]	0.2605021	0.1970166	0.3239876
temp	Atlantic	(-Inf,26]	-0.4701026	-0.5474962	-0.3927089
temp	Atlantic	(26,26.5]	0.7284402	0.7072644	0.7496160
temp	Atlantic	(26.5,26.75]	0.7694842	0.7581931	0.7807753
temp	Atlantic	(26.75,27]	0.7904754	0.7320305	0.8489203
temp	Atlantic	(27,27.25]	0.8307954	0.8115925	0.8499984
temp	Atlantic	(27.25,27.5]	0.8741011	0.8435157	0.9046865
temp	Atlantic	(27.5,27.75]	0.7843909	0.7769008	0.7918811
temp	Atlantic	(27.75,27.85]	0.6444662	0.6283661	0.6605663
temp	Atlantic	(27.85,27.95]	0.4247579	0.3073842	0.5421316
temp	Atlantic	(27.95,28.05]	0.4745835	0.3748299	0.5743371
temp	Atlantic	(28.05,28.1]	0.5488137	0.5285419	0.5690854
temp	Atlantic	(28.1,28.15]	0.5269863	0.4760134	0.5779592
temp	Atlantic	(28.15,28.2]	0.4358325	0.2573962	0.6142688
temp	Atlantic	(28.2, Inf]	0.1832601	-0.0057761	0.3722963
temp	Indian	(-Inf,26]	-0.2350224	-0.2667526	-0.2032922
temp	Indian	(26,26.5]	0.4453699	0.4365718	0.4541679
temp	Indian	(26.5,26.75]	0.4557774	0.2892358	0.6223191
temp	Indian	(26.75,27]	0.4616488	0.2407259	0.6825717
temp	Indian	(27,27.25]	0.5045139	0.3103922	0.6986355
temp	Indian	(27.25,27.5]	0.5796392	0.4911970	0.6680815
temp	Indian	(27.5,27.75]	0.2960795	0.1609965	0.4311624
temp	Indian	(27.75,27.85]	0.1906657	0.0494876	0.3318437
temp	Indian	(27.85,27.95]	0.3344547	0.1731413	0.4957681
temp	Indian	(27.95,28.05]	0.3329764	0.2230737	0.4428790
temp	Indian	(28.05,28.1]	0.3058933	0.2208117	0.3909750
temp	Indian	(28.1, Inf]	0.5181197	0.4898793	0.5463601
temp	Pacific	(-Inf,26]	-0.5404153	-0.5821394	-0.4986913
temp	Pacific	(26,26.5]	0.5643547	0.4700378	0.6586716
temp	Pacific	(26.5,26.75]	0.6576118	0.5765836	0.7386400
temp	Pacific	(26.75,27]	0.5306703	0.4627846	0.5985560
temp	Pacific	(27,27.25]	-0.2135365	-0.2883998	-0.1386731
temp	Pacific	(27.25,27.5]	-0.4411188	-0.4470684	-0.4351693
temp	Pacific	(27.5,27.75]	-0.4345902	-0.4574020	-0.4117783
temp	Pacific	(27.75,27.85]	-0.3540198	-0.4470781	-0.2609615
temp	Pacific	(27.85,27.95]	-0.3745932	-0.3869813	-0.3622050
temp	Pacific	(27.95,28.05]	-0.2024492	-0.3046046	-0.1002938
temp	Pacific	(28.05,28.1]	-0.0271557	-0.0961897	0.0418783
temp	Pacific	(28.1, Inf]	0.2995335	0.2903302	0.3087369

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